diff --git a/IMG_8413.JPG b/IMG_8413.JPG
new file mode 100644
index 00000000..ae45bedf
Binary files /dev/null and b/IMG_8413.JPG differ
diff --git a/README.md b/README.md
index 7954c067..ff1efde7 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
-# CODE1161 - [your name here]
+# CODE1161 - Catherine Vu
You can see lots of other course related stuff [here](https://notionparallax.co.uk/CODE1161).
-
+
diff --git a/aboutMe.yml b/aboutMe.yml
index 59638227..621e0d49 100644
--- a/aboutMe.yml
+++ b/aboutMe.yml
@@ -1,8 +1,8 @@
-name: Ben Doherty
-studentNumber: z1234567
-gitHubUsername: notionparallax
-stackoverflow: http://stackoverflow.com/users/1835727/ben
-mediumUsername: notionparallax
-unswEmail: noIdea@unsw.edu.au
-realEmailFirstBit: ben # this avoids spam
-realEmailOtherBit: @notionparallax.co.uk
+name: Catherine Vu
+studentNumber: z5061877
+gitHubUsername: cathyvu
+stackoverflow: http://stackoverflow.com/users/7650458/cathy-vu
+mediumUsername: catherine.vu.97
+unswEmail: z5061877@unsw.edu.au
+realEmailFirstBit: catherine.vu.97
+realEmailOtherBit: @hotmail.com
diff --git a/codeHelpers.py b/codeHelpers.py
index f84d64fb..ad74cb72 100644
--- a/codeHelpers.py
+++ b/codeHelpers.py
@@ -1,10 +1,64 @@
# -*- coding: UTF-8 -*-
-from colorama import Fore, Style
+"""Collect up the functons used in all the weeks."""
+from colorama import Fore
+from colorama import Style
+import imp
import inspect
import os
+import signal
+import subprocess
+import threading
+
+
+class RunCmd(threading.Thread):
+ """Run a subprocess command, if it exceeds the timeout kill it.
+
+ (without mercy)
+ """
+
+ def __init__(self, cmd, timeout):
+ threading.Thread.__init__(self)
+ self.cmd = cmd
+ self.timeout = timeout
+
+ def run(self):
+ self.p = subprocess.Popen(self.cmd)
+ self.p.wait()
+
+ def Run(self):
+ self.start()
+ self.join(self.timeout)
+
+ if self.is_alive():
+ self.p.terminate() # use self.p.kill() if process needs a kill -9
+ self.join()
+
+
+class Timeout():
+ """Timeout class using ALARM signal."""
+
+ class Timeout(Exception):
+ pass
+
+ def __init__(self, sec):
+ self.sec = sec
+
+ def __enter__(self):
+ signal.signal(signal.SIGALRM, self.raise_timeout)
+ signal.alarm(self.sec)
+
+ def __exit__(self, *args):
+ signal.alarm(0) # disable alarm
+
+ def raise_timeout(self, *args):
+ raise Timeout.Timeout("Timeout: you took toooo damn long!")
def test(testResult, name):
+ """Report on the test.
+
+ Returns 1 and 0 so that the 1s can be summed to give a mark.
+ """
if testResult:
print(Fore.GREEN + "✔ " + name + Style.RESET_ALL)
return 1
@@ -14,6 +68,7 @@ def test(testResult, name):
def test_flake8(fileName):
+ """Check to see if the file at file_path is flake8 compliant."""
test_dir = os.path.dirname(os.path.abspath(inspect.getfile(
inspect.currentframe())))
@@ -31,7 +86,65 @@ def test_flake8(fileName):
return False
+def test_pydocstyle(fileName, flags="-e"):
+ """Check to see if the file at file_path is pydocstyle compliant."""
+ test_dir = os.path.dirname(os.path.abspath(inspect.getfile(
+ inspect.currentframe())))
+
+ file_path = os.path.join(test_dir, fileName)
+ print(file_path)
+ try:
+ child = subprocess.Popen(["pydocstyle", file_path, flags],
+ stdout=subprocess.PIPE)
+ streamdata = child.communicate()[0]
+ print("streamdata", streamdata) # I don't know what streamdata is for
+ rc = child.returncode
+ print("returncode", rc)
+ if rc == 0:
+ print("all good")
+ return True
+ elif rc is None:
+ print("all good, I think")
+ return True
+ else:
+ print("U haz docstring errorz" + grumpy())
+ return False
+ except Exception as e:
+ print("failed to doc check", e)
+ return False
+
+
+def ex_runs(path, exNumber, weekNumber):
+ """Check that this exercise runs at all."""
+ try:
+ path = "{}/week{}/exercise{}.py".format(path, weekNumber, exNumber)
+ imp.load_source("exercise{}".format(exNumber), path)
+ return True
+ except Exception as e:
+ syntax_error_message(exNumber, e)
+ return False
+
+
+def syntax_error_message(exNumber, e):
+ """Give a readable error message."""
+ print('\n{s:{c}^{n}}\n{s:{c}^{n}}'.format(n=50, c='*', s=""))
+ print("There is a syntax error in exercise{}\n{}".format(exNumber, str(e)))
+ print("WARNING: there might be more tests, but they won't run")
+ print("until you fix the syntax errors in exercise{}.py".format(exNumber))
+ print('{s:{c}^{n}}\n{s:{c}^{n}}\n'.format(n=50, c='*', s=""))
+
+
def completion_message(message, width):
+ u"""Print an obvious message.
+
+ Example:
+ In [5]: completion_message("this is the message", 30)
+ ******************************
+
+ ✔ this is the message
+
+ ******************************
+ """
cap = '{start}{s:{c}^{n}}{end}'.format(n=width, c='*', s="",
start=Fore.GREEN,
end=Style.RESET_ALL)
@@ -39,35 +152,131 @@ def completion_message(message, width):
print(Fore.GREEN + "✔ " + message + Style.RESET_ALL)
print "\n" + cap
-def nyan_cat():
- return "\n".join([
- "{BRIGHT_BLUE}████████████████████████████████████████████████████████████████████████████████",
- "{BRIGHT_BLUE}████████████████████████████████████████████████████████████████████████████████",
- "{RED}██████████████████{BRIGHT_BLUE}████████████████{BLACK}██████████████████████████████{BRIGHT_BLUE}████████████████",
- "{RED}████████████████████████████████{BLACK}██{WHITE}██████████████████████████████{BLACK}██{BRIGHT_BLUE}██████████████",
- "{BRIGHT_RED}████{RED}██████████████████████████{BLACK}██{WHITE}██████{MAGENTA}██████████████████████{WHITE}██████{BLACK}██{BRIGHT_BLUE}████████████",
- "{BRIGHT_RED}██████████████████████████████{BLACK}██{WHITE}████{MAGENTA}████████████████{BLACK}████{MAGENTA}██████{WHITE}████{BLACK}██{BRIGHT_BLUE}██{BLACK}████{BRIGHT_BLUE}██████",
- "{BRIGHT_RED}██████████████████████████████{BLACK}██{WHITE}██{MAGENTA}████████████████{BLACK}██{WHITE}████{BLACK}██{MAGENTA}██████{WHITE}██{BLACK}████{WHITE}████{BLACK}██{BRIGHT_BLUE}████",
- "{BRIGHT_YELLOW}██████████████████{BRIGHT_RED}████████████{BLACK}██{WHITE}██{MAGENTA}████████████████{BLACK}██{WHITE}██████{MAGENTA}██████{WHITE}██{BLACK}██{WHITE}██████{BLACK}██{BRIGHT_BLUE}████",
- "{BRIGHT_YELLOW}██████████████████████{BLACK}██{BRIGHT_YELLOW}██████{BLACK}██{WHITE}██{MAGENTA}████████████████{BLACK}██{WHITE}██████{BLACK}████████{WHITE}████████{BLACK}██{BRIGHT_BLUE}████",
- "{BRIGHT_YELLOW}████████████████████{BLACK}██{WHITE}██{BLACK}██{BRIGHT_YELLOW}████{BLACK}██{WHITE}██{MAGENTA}████████████████{BLACK}██{WHITE}██████████████████████{BLACK}██{BRIGHT_BLUE}████",
- "{BRIGHT_GREEN}██████████████████{BRIGHT_YELLOW}██{BLACK}██{WHITE}██{BLACK}████████{WHITE}██{MAGENTA}██████████████{BLACK}██{WHITE}██████████████████████████{BLACK}██{BRIGHT_BLUE}██",
- "{BRIGHT_GREEN}██████████████████████{WHITE}████████{BLACK}██{WHITE}██{MAGENTA}██████████████{BLACK}██{WHITE}██████{BRIGHT_YELLOW}██{WHITE}██████████{BRIGHT_YELLOW}██{BLACK}██{WHITE}████{BLACK}██{BRIGHT_BLUE}██",
- "{BRIGHT_GREEN}██████████████████████{BLACK}████{WHITE}████{BLACK}██{WHITE}██{MAGENTA}██████████████{BLACK}██{WHITE}██████{BLACK}██{WHITE}██████{BLACK}██{WHITE}██{BLACK}████{WHITE}████{BLACK}██{BRIGHT_BLUE}██",
- "{BLUE}██████████████████{BRIGHT_GREEN}████████{BLACK}██████{WHITE}██{MAGENTA}██████████████{BLACK}██{WHITE}██{MAGENTA}████{WHITE}████████████████{MAGENTA}████{BLACK}██{BRIGHT_BLUE}██",
- "{BLUE}██████████████████████████████{BLACK}██{WHITE}████{MAGENTA}██████████████{BLACK}██{WHITE}██████{BLACK}████████████{WHITE}████{BLACK}██{BRIGHT_BLUE}████",
- "{BRIGHT_BLUE}██████████████████{BLUE}████{BLUE}██████{BLACK}████{WHITE}██████{MAGENTA}██████████████{BLACK}██{WHITE}██████████████████{BLACK}██{BRIGHT_BLUE}██████",
- "{BRIGHT_BLUE}██████████████████████████{BLACK}██{WHITE}██{BLACK}████{WHITE}████████████████████{BLACK}██████████████████{BRIGHT_BLUE}████████",
- "{BRIGHT_BLUE}████████████████████████{BLACK}██{WHITE}██████{BLACK}████████████████████████████████{WHITE}██{BLACK}██{BRIGHT_BLUE}████████████",
- "{BRIGHT_BLUE}████████████████████████{BLACK}██{WHITE}████{BLACK}██{BRIGHT_BLUE}██{BLACK}██{WHITE}████{BRIGHT_BLUE}████████████{BLACK}██{WHITE}████{BLACK}████{WHITE}████{BLACK}██{BRIGHT_BLUE}████████████",
- "{BRIGHT_BLUE}████████████████████████{BLACK}██████{BRIGHT_BLUE}████{BLACK}██████{BRIGHT_BLUE}████████████{BLACK}██████{BRIGHT_BLUE}████{BLACK}██████{BRIGHT_BLUE}████████████",
- "████████████████████████████████████████████████████████████████████████████████"
- ]).format(BLACK=Style.NORMAL + "" + Fore.BLACK,
- BLUE=Style.NORMAL + "" + Fore.BLUE,
- BRIGHT_BLUE=Style.BRIGHT + "" + Fore.BLUE,
- BRIGHT_GREEN=Style.BRIGHT + "" + Fore.GREEN,
- BRIGHT_RED=Style.BRIGHT + "" + Fore.RED,
- BRIGHT_YELLOW=Style.BRIGHT + "" + Fore.YELLOW,
- MAGENTA=Style.NORMAL + "" + Fore.MAGENTA,
- RED=Style.NORMAL + "" + Fore.RED,
- WHITE=Style.BRIGHT + "" + Fore.WHITE)
+
+def nyan_cat(block='█'):
+ """Return a coloured string that shows a nyan cat."""
+ c = [
+ ['{BRIGHT_BLUE}', '{x}'*80],
+ ['{BRIGHT_BLUE}', '{x}'*80],
+ ['{RED}', '{x}'*18, '{BRIGHT_BLUE}', '{x}'*16, '{BLACK}',
+ '{x}'*30, '{BRIGHT_BLUE}', '{x}'*16],
+ ['{RED}', '{x}'*32, '{BLACK}{x}{x}{WHITE}', '{x}'*30,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*14],
+ ['{BRIGHT_RED}', '{x}'*4, '{RED}', '{x}'*26, '{BLACK}{x}{x}{WHITE}',
+ '{x}'*6, '{MAGENTA}', '{x}'*22, '{WHITE}', '{x}'*6,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*12],
+ ['{BRIGHT_RED}', '{x}'*30, '{BLACK}{x}{x}{WHITE}', '{x}'*4,
+ '{MAGENTA}', '{x}'*16, '{BLACK}', '{x}'*4, '{MAGENTA}',
+ '{x}'*6, '{WHITE}', '{x}'*4,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}{x}{x}{BLACK}', '{x}'*4, '{BRIGHT_BLUE}',
+ '{x}'*6],
+ ['{BRIGHT_RED}', '{x}'*30, '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}',
+ '{x}'*16, '{BLACK}{x}{x}{WHITE}', '{x}'*4, '{BLACK}{x}{x}{MAGENTA}',
+ '{x}'*6, '{WHITE}{x}{x}{BLACK}', '{x}'*4, '{WHITE}', '{x}'*4,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*4],
+ ['{BRIGHT_YELLOW}', '{x}'*18, '{BRIGHT_RED}', '{x}'*12,
+ '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}', '{x}'*16,
+ '{BLACK}{x}{x}{WHITE}', '{x}'*6, '{MAGENTA}', '{x}'*6,
+ '{WHITE}{x}{x}{BLACK}{x}{x}{WHITE}', '{x}'*6,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*4],
+ ['{BRIGHT_YELLOW}', '{x}'*22, '{BLACK}{x}{x}{BRIGHT_YELLOW}',
+ '{x}'*6, '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}', '{x}'*16,
+ '{BLACK}{x}{x}{WHITE}', '{x}'*6, '{BLACK}', '{x}'*8, '{WHITE}',
+ '{x}'*8, '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*4],
+ ['{BRIGHT_YELLOW}', '{x}'*20,
+ '{BLACK}{x}{x}{WHITE}{x}{x}{BLACK}{x}{x}{BRIGHT_YELLOW}', '{x}'*4,
+ '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}', '{x}'*16,
+ '{BLACK}{x}{x}{WHITE}', '{x}'*22, '{BLACK}{x}{x}{BRIGHT_BLUE}',
+ '{x}'*4],
+ ['{BRIGHT_GREEN}', '{x}'*18, '{BRIGHT_YELLOW}{x}{x}{BLACK}',
+ '{x}'*2, '{WHITE}{x}{x}{BLACK}', '{x}'*8, '{WHITE}{x}{x}{MAGENTA}',
+ '{x}'*14, '{BLACK}{x}{x}{WHITE}', '{x}'*26,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}{x}{x}'],
+ ['{BRIGHT_GREEN}', '{x}'*22, '{WHITE}', '{x}'*8,
+ '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}', '{x}'*14,
+ '{BLACK}{x}{x}{WHITE}', '{x}'*6, '{BRIGHT_YELLOW}{x}{x}{WHITE}',
+ '{x}'*10, '{BRIGHT_YELLOW}{x}{x}{BLACK}{x}{x}{WHITE}', '{x}'*4,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}{x}{x}'],
+ ['{BRIGHT_GREEN}', '{x}'*22, '{BLACK}', '{x}'*4, '{WHITE}',
+ '{x}'*4, '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}', '{x}'*14,
+ '{BLACK}{x}{x}{WHITE}', '{x}'*6, '{BLACK}{x}{x}{WHITE}', '{x}'*6,
+ '{BLACK}{x}{x}{WHITE}{x}{x}{BLACK}', '{x}'*4, '{WHITE}', '{x}'*4,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}{x}{x}'],
+ ['{BLUE}', '{x}'*18, '{BRIGHT_GREEN}', '{x}'*8, '{BLACK}',
+ '{x}'*6, '{WHITE}{x}{x}{MAGENTA}', '{x}'*14,
+ '{BLACK}{x}{x}{WHITE}{x}{x}{MAGENTA}', '{x}'*4, '{WHITE}', '{x}'*16,
+ '{MAGENTA}', '{x}'*4, '{BLACK}{x}{x}{BRIGHT_BLUE}{x}{x}'],
+ ['{BLUE}', '{x}'*30, '{BLACK}{x}{x}{WHITE}', '{x}'*4, '{MAGENTA}',
+ '{x}'*14, '{BLACK}{x}{x}{WHITE}', '{x}'*6, '{BLACK}', '{x}'*12,
+ '{WHITE}', '{x}'*4, '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*4],
+ ['{BRIGHT_BLUE}', '{x}'*18, '{BLUE}', '{x}'*4, '{BLUE}',
+ '{x}'*6, '{BLACK}', '{x}'*4, '{WHITE}', '{x}'*6, '{MAGENTA}',
+ '{x}'*14, '{BLACK}{x}{x}{WHITE}', '{x}'*18,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*6],
+ ['{BRIGHT_BLUE}', '{x}'*26, '{BLACK}{x}{x}{WHITE}{x}{x}{BLACK}',
+ '{x}'*4, '{WHITE}', '{x}'*20, '{BLACK}', '{x}'*18,
+ '{BRIGHT_BLUE}', '{x}'*8],
+ ['{BRIGHT_BLUE}', '{x}'*24, '{BLACK}{x}{x}{WHITE}', '{x}'*6,
+ '{BLACK}', '{x}'*32, '{WHITE}{x}{x}{BLACK}{x}{x}{BRIGHT_BLUE}',
+ '{x}'*12],
+ ['{BRIGHT_BLUE}', '{x}'*24, '{BLACK}{x}{x}{WHITE}', '{x}'*4,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}{x}{x}{BLACK}{x}{x}{WHITE}', '{x}'*4,
+ '{BRIGHT_BLUE}', '{x}'*12, '{BLACK}{x}{x}{WHITE}', '{x}'*4,
+ '{BLACK}', '{x}'*4, '{WHITE}', '{x}'*4,
+ '{BLACK}{x}{x}{BRIGHT_BLUE}', '{x}'*12],
+ ['{BRIGHT_BLUE}', '{x}'*24, '{BLACK}', '{x}'*6, '{BRIGHT_BLUE}',
+ '{x}'*4, '{BLACK}', '{x}'*6, '{BRIGHT_BLUE}', '{x}'*12,
+ '{BLACK}', '{x}'*6, '{BRIGHT_BLUE}', '{x}'*4, '{BLACK}',
+ '{x}'*6, '{BRIGHT_BLUE}', '{x}'*12],
+ ['{x}'*80, '{WHITE}']
+ ]
+ c = "\n".join(["".join(x) for x in c])
+ return c.format(BLACK=Style.NORMAL + "" + Fore.BLACK,
+ BLUE=Style.NORMAL + "" + Fore.BLUE,
+ BRIGHT_BLUE=Style.BRIGHT + "" + Fore.BLUE,
+ BRIGHT_GREEN=Style.BRIGHT + "" + Fore.GREEN,
+ BRIGHT_RED=Style.BRIGHT + "" + Fore.RED,
+ BRIGHT_YELLOW=Style.BRIGHT + "" + Fore.YELLOW,
+ MAGENTA=Style.NORMAL + "" + Fore.MAGENTA,
+ RED=Style.NORMAL + "" + Fore.RED,
+ WHITE=Style.BRIGHT + "" + Fore.WHITE,
+ x=block)
+
+
+def grumpy():
+ """Return a grumpy cat.
+
+ from: http://textart4u.blogspot.com.au/
+ 2013/02/grumpy-cat-meme-ascii-text-art.html
+ """
+ return """
+▌▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ ▐█ ▀▀▀▐
+▌ ▄ ▄█▓█▌ ▐
+▌ ▐██▄ ▄▓░░▓▓ ▐
+▌ ▐█░██▓ ▓▓░░░▓▌ ▐
+▌ ▐█▌░▓██ █▓░░░░▓ ▐
+▌ ▓█▌░░▓█▄███████▄███▓░▓█ ▐
+▌ ▓██▌░▓██░░░░░░░░░░▓█░▓▌ ▐
+▌ ▓█████░░░░░░░░░░░░▓██ ▐
+▌ ▓██▓░░░░░░░░░░░░░░░▓█ ▐
+▌ ▐█▓░░░░░░█▓░░▓█░░░░▓█▌ ▐
+▌ ▓█▌░▓█▓▓██▓░█▓▓▓▓▓░▓█▌ ▐
+▌ ▓▓░▓██████▓░▓███▓▓▌░█▓ ▐
+▌ ▐▓▓░█▄▐▓▌█▓░░▓█▐▓▌▄▓░██ ▐
+▌ ▓█▓░▓█▄▄▄█▓░░▓█▄▄▄█▓░██▌ ▐
+▌ ▓█▌░▓█████▓░░░▓███▓▀░▓█▓ ▐
+▌ ▐▓█░░░▀▓██▀░░░░░ ▀▓▀░░▓█▓ ▐
+▌ ▓██░░░░░░░░▀▄▄▄▄▀░░░░░░▓▓ ▐
+▌ ▓█▌░░░░░░░░░░▐▌░░░░░░░░▓▓▌ ▐
+▌ ▓█░░░░░░░░░▄▀▀▀▀▄░░░░░░░█▓ ▐
+▌ ▐█▌░░░░░░░░▀░░░░░░▀░░░░░░█▓▌ ▐
+▌ ▓█░░░░░░░░░░░░░░░░░░░░░░░██▓ ▐
+▌ ▓█░░░░░░░░░░░░░░░░░░░░░░░▓█▓ ▐
+██████████████████████████████████
+█░▀░░░░▀█▀░░░░░░▀█░░░░░░▀█▀░░░░░▀█
+█░░▐█▌░░█░░░██░░░█░░██░░░█░░░██░░█
+█░░▐█▌░░█░░░██░░░█░░██░░░█░░░██░░█
+█░░▐█▌░░█░░░██░░░█░░░░░░▄█░░▄▄▄▄▄█
+█░░▐█▌░░█░░░██░░░█░░░░████░░░░░░░█
+█░░▐█▌░░█▄░░░░░░▄█░░░░████▄░░░░░▄█
+██████████████████████████████████"""
diff --git a/email_template.md b/email_template.md
index 8dab9821..562ab6d6 100644
--- a/email_template.md
+++ b/email_template.md
@@ -12,27 +12,25 @@ Make sure that the template is carefully filled in, and you spell check it. This
---
### Link to your repo
-[https://github.com/notionparallax/code1161base](https://github.com/notionparallax/code1161base)
+[https://github.com/cathyvu/cathyvu.git](https://github.com/cathyvu/cathyvu.git)
### Name
-Ben Doherty
+Catherine Vu
### Student number
-z123456
+z5061877
### does this email require a response?
-yes/no
+yes
### Description of situation
-My head is on fire
+
### What have you tried already?
-* I have tried putting my head in the sand
-* I have tried swimming in the sea
-* I have asked in the slack channel for this week if anyone else has any ideas. [Here's a link](https://en.wikipedia.org/wiki/Never_Gonna_Give_You_Up) to the conversation about it.
+
### What information would you like in the response
-I assume, from your baldy head, that you have had an on-fire head before, what did you do about it?
+Your opinion on how I should proceed next.
---
@@ -44,4 +42,4 @@ There shouldn't be _too_ much information here because it'll be mostly covered a
Thanks
-[your name]
+Cathy
diff --git a/fixer_sh.sh b/fixer_sh.sh
new file mode 100644
index 00000000..32a25a96
--- /dev/null
+++ b/fixer_sh.sh
@@ -0,0 +1,30 @@
+# edit these lines
+MYNAME="Catherine Vu"
+MYEMAIL="catherine.vu.97@hotmail.com"
+# stop editing
+
+
+# don't edit these lines
+git config --global user.name $MYNAME
+git config --global user.email $MYEMAIL
+git config --global credential.helper 'cache --timeout=36000' #cache password for 150 minutes
+git config --global color.ui auto #colour the output in git
+git config --global core.editor "atom --wait"
+
+#in case this sh has been run multiple times before
+git config --global --replace-all user.email $MYEMAIL
+git config --global --replace-all user.name $MYNAME
+
+apm install script
+apm install linter
+apm install linter-flake8
+
+sudo pip install colorama
+
+sudo pip uninstall flake8 -y
+sudo pip install flake8==3.2.0
+
+echo
+echo "That should have fixed the bugs"
+echo
+git config --list
diff --git a/gitSetup.sh b/gitSetup.sh
new file mode 100644
index 00000000..a5803a59
--- /dev/null
+++ b/gitSetup.sh
@@ -0,0 +1,12 @@
+# edit these lines
+MYNAME="Catherine Vu"
+MYEMAIL="catherine.vu.97@hotmail.com"
+# stop editing
+
+
+# don't edit these lines
+git config --global user.name $MYNAME
+git config --global user.email $MYEMAIL
+git config --global credential.helper 'cache --timeout=36000' #cache password for 150 minutes
+git config --global color.ui auto #colour the output in git
+git config --global core.editor "atom --wait"
diff --git a/mugshot.png b/mugshot.png
index b8902914..1f06f86c 100644
Binary files a/mugshot.png and b/mugshot.png differ
diff --git a/new_exercise_getter.py b/new_exercise_getter.py
new file mode 100644
index 00000000..b88be200
--- /dev/null
+++ b/new_exercise_getter.py
@@ -0,0 +1,47 @@
+# -*- coding: UTF-8 -*-
+"""Gets updated version of exercises.
+
+Checks for existing version and won't overwrite.
+"""
+import os
+import requests
+
+LOCAL = os.path.dirname(os.path.realpath(__file__))
+
+
+def get_the_updates():
+ """Decide if the other functions should download each file."""
+ base = ("https://raw.githubusercontent.com/"
+ "notionparallax/code1161base/master")
+ new_files = [
+ "/week5/exercise1.py",
+ "/week5/tests.py"
+ ]
+
+ for f in new_files:
+ save_path = "./" + f
+ if not os.path.isfile(save_path) and f is not "":
+ url = base + f
+ download_and_save(url, save_path)
+ elif f is "":
+ pass # do nothing, it's padding
+ else:
+ print("You already have {f}".format(f=f))
+ print("If you really want to update that file, "
+ "delete it locally and rerun this script.")
+
+
+def get_file_text(url):
+ """Pull the raw file and return it as a string."""
+ r = requests.get(url)
+ return r.text.encode('utf-8')
+
+
+def download_and_save(url, save_path):
+ """Save a string as a file."""
+ f = open(os.path.join(LOCAL, save_path), 'w')
+ f.write(get_file_text(url))
+ f.close()
+
+
+get_the_updates()
diff --git a/testFixer.py b/testFixer.py
new file mode 100644
index 00000000..37f29970
--- /dev/null
+++ b/testFixer.py
@@ -0,0 +1,39 @@
+# -*- coding: UTF-8 -*-
+"""Get the latest version of the tests.
+
+Goes to github and downloads the tests.
+"""
+import os
+import requests
+
+LOCAL = os.path.dirname(os.path.realpath(__file__))
+# print(LOCAL)
+
+
+def get_the_updates():
+ gh_url = 'https://raw.githubusercontent.com/'
+ repo = 'notionparallax/code1161base/'
+ for i in [1, 2, 3, 4, 5, 6, 8]: # no week 7
+ file_path = "master/week{}/tests.py".format(i)
+ url = gh_url + repo + file_path
+ save_path = "week{}/tests.py".format(i)
+ download_and_save(url, save_path)
+ download_and_save(gh_url + repo + "master/codeHelpers.py",
+ "codeHelpers.py")
+
+
+def get_file_text(url):
+ r = requests.get(url)
+ return r.text.encode('utf-8')
+
+
+def download_and_save(url, save_path):
+ f = open(os.path.join(LOCAL, save_path), 'w')
+ f.write(get_file_text(url))
+ f.close()
+
+
+get_the_updates()
+print "Fingers crossed! Try the tests for week 3 now"
+print "Remember: the changes to the tests will need to be commited"
+print " as well as your work."
diff --git a/week1/_checkID b/week1/_checkID
new file mode 100644
index 00000000..1672aea2
--- /dev/null
+++ b/week1/_checkID
@@ -0,0 +1 @@
+9f5eb95820e9475f8e7967708c08fadd
diff --git a/week1/_requestsWorking b/week1/_requestsWorking
new file mode 100644
index 00000000..4b7b8c2d
--- /dev/null
+++ b/week1/_requestsWorking
@@ -0,0 +1,2 @@
+Let's test Python and Requests:
+***************************************** ** Python and requests are working! ** ** All hail his noodly appendage! ** *****************************************
\ No newline at end of file
diff --git a/week1/tests.py b/week1/tests.py
index 885b9209..70d5abc3 100644
--- a/week1/tests.py
+++ b/week1/tests.py
@@ -3,7 +3,7 @@
from __future__ import print_function
import sys
import os
-sys.path.append(os.path.dirname(os.path.realpath(__file__))[:-5])
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
from codeHelpers import test
WEEK_NUMBER = 1
@@ -18,11 +18,11 @@ def isThereAnID(path_to_code_to_check):
"""Check that this test is being run on a VM."""
try:
place = os.path.join(path_to_code_to_check, '_checkID')
- # print("looking in {}".format(place))
- # print("LOCAL", LOCAL, "\nCWD", CWD)
+ print("looking in {}".format(place))
+ print("LOCAL", LOCAL, "\nCWD", CWD)
f = open(place, 'r')
contents = f.read()
- # print("contents", contents)
+ print("contents", contents)
return len(contents) > 8
except Exception:
print("TIP: Have you run pytest.py yet?")
@@ -52,7 +52,7 @@ def isRequestsWorking(path_to_code_to_check):
return False
-def theTests(path_to_code_to_check=""):
+def theTests(path_to_code_to_check="."):
"""Run the tests.
This is the main function, it contains all the tests for the week.
@@ -60,15 +60,18 @@ def theTests(path_to_code_to_check=""):
print("\nWelcome to week {}!".format(WEEK_NUMBER))
print("Let's check that everything is set up.\n")
+ path = "{}/week{}/".format(path_to_code_to_check, WEEK_NUMBER)
testResults = []
testResults.append(
- test(isThereAnID(path_to_code_to_check),
+ test(isThereAnID(path),
"Exercise 1: Test that your VM is working"))
testResults.append(
- test(isRequestsWorking(path_to_code_to_check),
+ test(isRequestsWorking(path),
"Exercise 1: Test your connection to the internet"))
- return {"of_total": sum(testResults), "mark": len(testResults)}
+ return {"of_total": len(testResults),
+ "mark": sum(testResults),
+ "results": testResults}
if __name__ == "__main__":
diff --git a/week2/exercise0.py b/week2/exercise0.py
new file mode 100644
index 00000000..29b2df19
--- /dev/null
+++ b/week2/exercise0.py
@@ -0,0 +1,83 @@
+# -*- coding: UTF-8 -*-
+"""Modify each function until the tests pass."""
+from __future__ import division
+from __future__ import print_function
+
+
+def add_5(a_number):
+ """Return a number that is 5 bigger than number given.
+
+ This isn't a trick!
+ First thing to do is to remove the pass. That's just tellign python that
+ the empty block is intentional - it's python's "this page is intentionally
+ left blank"
+ Then you need to:
+ return a_number plus five
+ except expressed in python, not english
+ """
+ return (a_number + 5)
+
+
+def adder(a_number, another_number):
+ """Add two numbers.
+
+ Same as above, but with any two numbers.
+ """
+ return (a_number + another_number)
+
+
+def shout(a_string):
+ """Return a string in uppercase.
+
+ look up the docs for string methods. Either in the official docs, here:
+ https://docs.python.org/2/library/string.html
+ or in any of the million places that google will give you.
+ "python make a string uppercase" is a good starting search query.
+ """
+ return (a_string.upper())
+
+
+def really_shout(a_string):
+ """Return a string in uppercase, with an exclamation mark on the end.
+
+ In the spirit of being DRY (don't repeat yourself) reuse the shout function
+ from above.
+ Look up how to 'concatinate' strings to make this happen.
+ """
+ return(shout(a_string) + str('!'))
+
+
+def minitest(f, args, expected):
+ """Run a function with a list of args and print a response.
+
+ This is a helper. Don't edit it.
+ """
+ result = f(*args)
+ template = "expect {name}({args}) == {expected} => {result}"
+ print(template.format(name=f.__name__,
+ args=str(args)[1:-1],
+ result=result == expected,
+ expected=expected))
+ return result == expected
+
+
+if __name__ == "__main__":
+ minitest(add_5, [1], 6)
+ minitest(add_5, [6], 11)
+ minitest(add_5, [-3], 2)
+ minitest(add_5, [0.5], 5.5)
+ minitest(adder, [-0.5, -0.5], -1)
+ minitest(adder, [2, 2], 4)
+ minitest(adder, [2, -2], 0)
+ minitest(shout, ["hello"], "HELLO")
+ minitest(really_shout, ["hello"], "HELLO!")
+ minitest(really_shout, [""], "!")
+ minitest(really_shout, ["!"], "!!")
+ print("""
+ This section does a quick test on your results and prints them nicely
+ It's NOT the official tests, they are in tests.py as usual.
+ Add to these tests, give them arguments etc. to make sure that your
+ code is robust to the situations that you'll see in action.
+
+ REMEMBER: these aren't the tests that you submit, these are just
+ there to keep you sane.""")
diff --git a/week2/exercise1.py b/week2/exercise1.py
index 2f44e841..e66a24aa 100644
--- a/week2/exercise1.py
+++ b/week2/exercise1.py
@@ -7,15 +7,22 @@
"""
from __future__ import division
from __future__ import print_function
-print ("hello! Let's get started")
-jobs=['get','this',
-'file','to','pass',
- 'the','linter']
-InOtherWords="make it show no linter errors"
import os
+
+print("hello! Let's get started")
+jobs = ['get', 'this',
+ 'file', 'to', 'pass',
+ 'the', 'linter']
+InOtherWords = "make it show no linter errors"
print(jobs)
print(InOtherWords)
-print(1+1,"is smaller than",7*0.5,"is",(1+1)<(7*0.5),", which is a relief!")
-def usefulFunction () :
+print(1+1, "is smaller than", 7*0.5, "is",
+ (1+1) < (7*0.5), ", which is a relief!")
+
+
+def usefulFunction():
+ """Missing docstring."""
print(os.getcwd())
-usefulFunction( )
+
+
+usefulFunction()
diff --git a/week2/exercise2.py b/week2/exercise2.py
index d1fa001f..24f48651 100644
--- a/week2/exercise2.py
+++ b/week2/exercise2.py
@@ -9,21 +9,24 @@
from __future__ import print_function
import string
-det getLetter(index):
+
+def getLetter(index):
+ """Return Alphabet."""
alphabet = string.ascii_lowercase + " "
- return alphabet(index]
+ return alphabet[index]
-def week2exersise2();
- indices = [12: 2, 26, 7, 0, 12, 12, 4, 17]
+def week2exersise2():
+ """Returning a Secret Word."""
+ indices = [12, 2, 26, 7, 0, 12, 12, 4, 17]
wordArray = map(getLetter, indices)
- wordArray(0) = wordArray[0].upper()
- wordArray{1} = wordArray[1].upper()
- wordArray[3} = wordArray[3].upper{}
- secret_word="".join(wordArray)
+ wordArray[0] = wordArray[0].upper()
+ wordArray[1] = wordArray[1].upper()
+ wordArray[3] = wordArray[3].upper()
+ secret_word = "".join(wordArray)
print(secret_word)
return secret_word
-if __name__ = = "__main__":
- prin(week2exersise2())
+if __name__ == "__main__":
+ print(week2exersise2())
diff --git a/week2/exercise3.py b/week2/exercise3.py
index 53ba47f6..5ef36c60 100644
--- a/week2/exercise3.py
+++ b/week2/exercise3.py
@@ -9,7 +9,7 @@ def is_odd(a_number):
Look into modulo division using the '%' operator as one way of doing this.
"""
- pass
+ return (a_number % 2) != 0
def fix_it(moves=True, should_move=True):
@@ -23,7 +23,16 @@ def fix_it(moves=True, should_move=True):
"Duct Tape"
"No Problem"
"""
- pass
+ if moves and should_move:
+ return "No Problem"
+ elif moves and not should_move:
+ return "Duct Tape"
+ elif not moves and not should_move:
+ return "No Problem"
+ elif not moves and should_move:
+ return "WD-40"
+ else:
+ return "OK."
def loops_1a():
@@ -33,7 +42,11 @@ def loops_1a():
return a list of 10 items, each one a string with exacly one star in it.
E.g.: ['*', '*', '*', '*', '*', '*', '*', '*', '*', '*']
"""
- pass
+ star_list = []
+ for i in range(10):
+ star_list.append("*")
+
+ return star_list
def star_map():
@@ -44,7 +57,14 @@ def star_map():
if it's even. Reuse the is odd function that you've already written.
E.g.: ["!", "*", "!", "*", "!", "*", "!", "*", "!", "*"]
"""
- pass
+ def star_or_bang(a_number):
+ if is_odd(a_number):
+ return "*"
+ else:
+ return "!"
+
+ result = map(star_or_bang, range(10))
+ return result
def loops_1c(number_of_items=5, symbol="#"):
@@ -55,7 +75,10 @@ def loops_1c(number_of_items=5, symbol="#"):
a string with exacly one symbol in it.
E.g.: ['#', '#', '#', '#', '#']
"""
- pass
+ hash_list = []
+ for i in range(number_of_items):
+ hash_list.append(symbol)
+ return hash_list
def loops_2():
@@ -76,7 +99,10 @@ def loops_2():
['*', '*', '*', '*', '*', '*', '*', '*', '*', '*'],
]
"""
- pass
+ star_square = []
+ for j in range(10):
+ star_square.append(loops_1c(number_of_items=10, symbol="*"))
+ return star_square
def loops_3():
@@ -100,7 +126,13 @@ def loops_3():
TIP: notice that this needs to to return strings of numbers,
so call str(number) to cast.
"""
- pass
+ number_square = []
+ for i in range(10):
+ number_row = []
+ for j in range(10):
+ number_row.append(str(i))
+ number_square.append(number_row)
+ return number_square
def loops_4():
@@ -118,7 +150,14 @@ def loops_4():
['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
]
"""
- pass
+ number_square = []
+ for i in range(10):
+ number_row = []
+ for j in range(10):
+ number_row.append(str(j))
+ number_square.append(number_row)
+ print(number_square)
+ return number_square
def loops_5():
@@ -143,7 +182,14 @@ def loops_5():
"There are {} green bottles".format(8)
you'll come to see the pros and cons of each over time.
"""
- pass
+ number_square = []
+ for i in range(10):
+ coordinates_row = []
+ for j in range(5):
+ coordinates_row.append('(i{}, j{})'.format(i, j))
+ number_square.append(coordinates_row)
+ print(number_square)
+ return number_square
def loops_6():
@@ -166,7 +212,14 @@ def loops_6():
You can use a variable.
TIP: look out for the starting condition.
"""
- pass
+ the_wedge = []
+
+ for i in range(10):
+ row = []
+ for j in range(i + 1):
+ row.append(str(j))
+ the_wedge.append(row)
+ return the_wedge
def loops_7():
@@ -190,7 +243,11 @@ def loops_7():
This is a hard problem. Use lots of experimentation and draw
lots of diagrams!
"""
- pass
+ pyramid = []
+ for i in range(5):
+ row = '{0}{1}{0}'.format(' '*(5-i-1), '*'*(i*2+1))
+ pyramid.append(list(row))
+ return pyramid
def lp(some_kind_of_list, exercise_name):
diff --git a/week2/tests.py b/week2/tests.py
index bc632b65..b82433ea 100644
--- a/week2/tests.py
+++ b/week2/tests.py
@@ -7,21 +7,29 @@
from __future__ import division
from __future__ import print_function
+import imp
import os
import sys
-sys.path.append(os.path.dirname(__file__)[:-5])
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
from codeHelpers import completion_message
from codeHelpers import nyan_cat
from codeHelpers import test
from codeHelpers import test_flake8
+from codeHelpers import ex_runs
WEEK_NUMBER = 2
-def ex2runs():
+def ex2runs(path):
"""Test w2 ex2 to check it works."""
try:
- import exercise2
+ if path:
+ imp.load_source("exercise2",
+ os.path.join(path, "week"+str(WEEK_NUMBER)))
+ return True
+ else:
+ import exercise2
+ return True
return exercise2.week2exersise2() == "MC Hammer"
except Exception as e:
print("\nThere is a syntax error", str(e))
@@ -35,12 +43,17 @@ def syntax_error_message(e):
return False
-def ex3runs():
+def ex3runs(path):
"""Test w2 ex3 to check it works."""
try:
# this annoys the linter, but I think the scoping is ok
- import exercise3
- return True
+ if path:
+ imp.load_source("exercise3",
+ os.path.join(path, "week"+str(WEEK_NUMBER)))
+ return True
+ else:
+ import exercise3
+ return True
except Exception as e:
print("\nThere is a syntax error in exercise3", str(e))
print('\n{s:{c}^{n}}\n{s:{c}^{n}}'.format(n=50, c='*', s=""))
@@ -50,30 +63,92 @@ def ex3runs():
return False
-def theTests(path_to_code_to_check=""):
+def theTests(path_to_code_to_check="."):
"""Run the tests."""
print("\nWelcome to week {}!".format(WEEK_NUMBER))
print("May the odds be ever in your favour.\n")
testResults = []
+
+ # Tests from here:
+ path = "{}/week{}/exercise0.py".format(path_to_code_to_check, WEEK_NUMBER)
+ testResults.append(
+ test(test_flake8(path),
+ "Exercise 0: pass the linter"))
+
+ if ex_runs(path_to_code_to_check, exNumber=0, weekNumber=WEEK_NUMBER):
+ exercise0 = imp.load_source("exercise0", path)
+
+ testResults.append(
+ test(exercise0.add_5(55) == 60,
+ "Exercise 0: add_5 - 55 + 5 = 60?"))
+ testResults.append(
+ test(exercise0.add_5(-5) == 0,
+ "Exercise 0: add_5 - -5 + 5 = 0?"))
+ testResults.append(
+ test(exercise0.add_5(0.1) == 5.1,
+ "Exercise 0: add_5 - 0.1 + 5 = 5.1?"))
+
+ testResults.append(
+ test(exercise0.adder(5, 5) == 10,
+ "Exercise 0: adder - 5 + 5 = 10?"))
+ testResults.append(
+ test(exercise0.adder(-5, -5) == -10,
+ "Exercise 0: adder - -5 + -5 = -10?"))
+ testResults.append(
+ test(exercise0.adder(0.1, 0.9) == 1,
+ "Exercise 0: adder - 0.1 + 0.9 = 1?"))
+
+ testResults.append(
+ test(exercise0.shout("you've") == "YOU'VE",
+ "Exercise 0: shout - you've => YOU'VE?"))
+ testResults.append(
+ test(exercise0.shout("got") == "GOT",
+ "Exercise 0: shout - got => GOT?"))
+ testResults.append(
+ test(exercise0.shout("to") == "TO",
+ "Exercise 0: shout - to => TO?"))
+
+ testResults.append(
+ test(exercise0.really_shout("fight") == "FIGHT!",
+ "Exercise 0: really_shout - fight => FIGHT!?"))
+ testResults.append(
+ test(exercise0.shout("for") == "FOR",
+ "Exercise 0: shout - for => FOR?"))
+ testResults.append(
+ test(exercise0.shout("your") == "YOUR",
+ "Exercise 0: shout - your => YOUR?"))
+ testResults.append(
+ test(exercise0.really_shout("right") == "RIGHT!",
+ "Exercise 0: really_shout - right => RIGHT!?"))
+ testResults.append(
+ test(exercise0.shout("to") == "TO",
+ "Exercise 0: shout - to => TO?"))
+ testResults.append(
+ test(exercise0.really_shout("PARTY") == "PARTY!",
+ "Exercise 0: really_shout - PARTY => PARTY!?"))
+
+ path = "{}/week{}/exercise1.py".format(path_to_code_to_check, WEEK_NUMBER)
testResults.append(
- test(test_flake8("week{}/exercise1.py".format(WEEK_NUMBER)),
+ test(test_flake8(path),
"Exercise 1: pass the linter"))
+ path = "{}/week{}/exercise2.py".format(path_to_code_to_check, WEEK_NUMBER)
testResults.append(
- test(test_flake8("week{}/exercise2.py".format(WEEK_NUMBER)),
+ test(test_flake8(path),
"Exercise 2: pass the linter"))
testResults.append(
- test(ex2runs(),
+ test(ex2runs(path_to_code_to_check),
"Exercise 2: debug the file"))
+ path = "{}/week{}/exercise3.py".format(path_to_code_to_check, WEEK_NUMBER)
testResults.append(
- test(test_flake8("week{}/exercise3.py".format(WEEK_NUMBER)),
+ test(test_flake8(path),
"Exercise 3: pass the linter"))
- if ex3runs():
- import exercise3
+ if ex3runs(path_to_code_to_check):
+ exercise3 = imp.load_source("exercise3", path)
# is odd
testResults.append(
test(exercise3.is_odd(2) is False,
@@ -215,8 +290,10 @@ def theTests(path_to_code_to_check=""):
message = "Rad, you've got all the tests passing!"
completion_message(message, len(message) + 2)
- return {"of_total": sum(testResults), "mark": len(testResults)}
+ return {"of_total": len(testResults),
+ "mark": sum(testResults),
+ "results": testResults}
if __name__ == "__main__":
- theTests()
+ theTests() # no arg, runs tests on local code
diff --git a/week2c b/week2c
new file mode 100644
index 00000000..016bd7dc
Binary files /dev/null and b/week2c differ
diff --git a/week3/exercise1.py b/week3/exercise1.py
index aa2ada09..a273184a 100644
--- a/week3/exercise1.py
+++ b/week3/exercise1.py
@@ -12,7 +12,12 @@ def loop_ranger(start, stop=None, step=1):
Do this using any method apart from just using range()
"""
- pass
+ range_list = []
+
+ while start < stop:
+ range_list.append(start)
+ start += step
+ return range_list
def lone_ranger(start, stop, step):
@@ -20,7 +25,19 @@ def lone_ranger(start, stop, step):
Look up the docs for range() and wrap it in a 1:1 way
"""
- pass
+ range_list = []
+ if start < stop and step < stop - start:
+ while start < stop:
+ range_list.append(start)
+ start += step
+ elif start > stop and stop > stop - start:
+ while start > stop:
+ range_list.append(start)
+ start += step
+ else:
+ range_list
+
+ return range_list
def two_step_ranger(start, stop):
@@ -29,7 +46,7 @@ def two_step_ranger(start, stop):
Sometimes you want to hide complexity.
Make a range function that always has a step size of 2
"""
- pass
+ return list(range(start, stop, 2))
def gene_krupa_range(start, stop, even_step, odd_step):
@@ -38,7 +55,18 @@ def gene_krupa_range(start, stop, even_step, odd_step):
make a list that instead of having evenly spaced steps
has odd steps be one size and even steps be another.
"""
- pass
+ range_list = []
+
+ counter = 2
+ while start < stop:
+ range_list.append(start)
+ if counter % 2:
+ start += odd_step
+ counter += 1
+ else:
+ start += even_step
+ counter += 1
+ return range_list
def stubborn_asker(low, high):
@@ -47,7 +75,14 @@ def stubborn_asker(low, high):
Ask for a number, and if the response is outside the bounds keep asking
until you get a number that you think is OK
"""
- pass
+ number_given = False
+ while number_given is False:
+ num = raw_input("Enter a number between {} and {}".format(low, high))
+ if int(num) > low and int(num) < high:
+ number_given = True
+ break
+ print(str(number_given))
+ return num
def not_number_rejector(message):
@@ -57,7 +92,18 @@ def not_number_rejector(message):
"six", "8!") then throw it out and ask for an actual number.
When you do get a number, return it.
"""
- pass
+ while True:
+ try:
+ number_given = int(str(raw_input(message)))
+ except ValueError:
+ print("This is not a number.")
+ continue
+ except NameError:
+ print("This is not a number.")
+ continue
+ else:
+ return number_given
+ break
def super_asker(low, high):
@@ -66,7 +112,27 @@ def super_asker(low, high):
Combine stubborn_asker and not_number_rejector to make a function
that does it all!
"""
- pass
+ while True:
+ try:
+ given_number = int(str(raw_input("Please give a number between " +
+ str(low) + " and " +
+ str(high) + ": ")))
+ except ValueError:
+ print("This is not a number.")
+ continue
+ except NameError:
+ print("This is not a number.")
+ continue
+ else:
+ while given_number < low or given_number > high:
+ print ("The number is not between " + str(low) + " and " +
+ str(high))
+ given_number = int(str(raw_input("Please give a number "
+ "between " + str(low) +
+ " and " + str(high) + ": ")))
+ return given_number
+ break
+
if __name__ == "__main__":
# this section does a quick test on your results and prints them nicely.
@@ -84,6 +150,6 @@ def super_asker(low, high):
print("\nstubborn_asker")
stubborn_asker(30, 45)
print("\nnot_number_rejector")
- not_number_rejector()
+ not_number_rejector("Give me a number:")
print("\nsuper_asker")
super_asker(33, 42)
diff --git a/week3/exercise2.py b/week3/exercise2.py
index 309f3896..8c825c83 100644
--- a/week3/exercise2.py
+++ b/week3/exercise2.py
@@ -9,7 +9,6 @@
def exampleGuessingGame():
"""Play a game with the user.
-
This is an example guessing game. It'll test as an example too.
"""
print("\nwelcome to the guessing game!")
diff --git a/week3/exercise3.py b/week3/exercise3.py
index f01f2119..fb534a9f 100644
--- a/week3/exercise3.py
+++ b/week3/exercise3.py
@@ -28,7 +28,38 @@ def advancedGuessingGame():
Remember to think modular. Try to keep your functions small and single
purpose if you can!
"""
- pass
+ print("\nwelcome to the guessing game!")
+ print("A number between _ and _ ?")
+
+ lowerBound = not_number_rejector("Please give me a lower bound: ")
+
+ while True:
+ upperBound = not_number_rejector("Please give me an upper bound: ")
+ if lowerBound < upperBound + 1:
+ break
+
+ print("OK then, a number between {} and {} ?".format(lowerBound,
+ upperBound))
+
+ actualNumber = random.randint(lowerBound, upperBound)
+ print (actualNumber)
+
+ guessed = False
+
+ while not guessed:
+ guessedNumber = super_asker(lowerBound, upperBound)
+ print("you guessed {},".format(guessedNumber))
+ if guessedNumber not in range(lowerBound, upperBound + 1):
+ print("The gussed number is not between {} and {}."
+ .format(lowerBound, upperBound))
+ elif guessedNumber == actualNumber:
+ print("you got it!! It was {}".format(actualNumber))
+ guessed = True
+ elif guessedNumber < actualNumber:
+ print("too small, try again ")
+ else:
+ print("too big, try again ")
+ return "You got it!"
if __name__ == "__main__":
diff --git a/week3/exercise4.py b/week3/exercise4.py
index 953689d9..53b790d0 100644
--- a/week3/exercise4.py
+++ b/week3/exercise4.py
@@ -2,11 +2,10 @@
"""Week 3, Exercise 4."""
from __future__ import division
from __future__ import print_function
-import math
# import time
-def binary_search(low, high, actual_number):
+def binary_search(low, high, actual_number, counter=0):
"""Do a binary search.
This is going to be your first 'algorithm' in the usual sense of the word!
@@ -27,7 +26,13 @@ def binary_search(low, high, actual_number):
(You should remove them from the file, not comment them out, the
tests aren't that smart yet.)
"""
- pass
+ if int((low + high)/2) == actual_number:
+ return {"guess": actual_number, "tries": counter}
+ elif int((low + high)/2) > actual_number:
+ return binary_search(low, (low+high)/2, actual_number, counter+1)
+ else:
+
+ return binary_search((low+high)/2, high, actual_number, counter+1)
if __name__ == "__main__":
diff --git a/week3/tests.py b/week3/tests.py
index 3ab44f42..6389b3dd 100644
--- a/week3/tests.py
+++ b/week3/tests.py
@@ -6,121 +6,150 @@
"""
from __future__ import division
from __future__ import print_function
+import imp
import math
import mock
import os
import random
import sys
-sys.path.append(os.path.dirname(__file__)[:-5])
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
from codeHelpers import completion_message
+from codeHelpers import ex_runs
from codeHelpers import nyan_cat
+from codeHelpers import syntax_error_message
from codeHelpers import test
from codeHelpers import test_flake8
+from codeHelpers import Timeout
WEEK_NUMBER = 3
-def syntax_error_message(exNumber, e):
- """Give a readable error message."""
- print("There is a syntax error in exercise{}\n{}".format(exNumber, str(e)))
- print('\n{s:{c}^{n}}\n{s:{c}^{n}}'.format(n=50, c='*', s=""))
- print("WARNING: there are more tests, but they won't run")
- print("until you fix the syntax errors in exercise{}.py".format(exNumber))
- print('{s:{c}^{n}}\n{s:{c}^{n}}\n'.format(n=50, c='*', s=""))
-
-
-def test_stubborn_asker(low, high):
+def test_stubborn_asker(path, low, high):
"""Test the stubborn asker function."""
try:
- import exercise1
+ path = "{}/week{}/exercise1.py".format(path, WEEK_NUMBER)
+ exercise1 = imp.load_source("exercise1", path)
except Exception as e:
- return syntax_error_message(e)
+ return syntax_error_message(4, e)
mockInputs = range(low - 25, high + 20, 5)
try:
- with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
- return low <= exercise1.stubborn_asker(low, high) <= high
+ with Timeout(3):
+ with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
+ return low <= exercise1.stubborn_asker(low, high) <= high
except Exception as e:
print("exception:", e)
-def test_not_number_rejector():
+def test_not_number_rejector(path):
"""Test the not number rejector function."""
try:
- import exercise1
+ path = "{}/week{}/exercise1.py".format(path, WEEK_NUMBER)
+ exercise1 = imp.load_source("exercise1", path)
except Exception as e:
- return syntax_error_message(e)
+ return syntax_error_message(1, e)
mockInputs = ["aword", [1, 2, 3], {"an": "object"}, 40]
try:
- with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
- return exercise1.not_number_rejector()
+ with Timeout(3):
+ with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
+ return exercise1.not_number_rejector("Testing some values:")
except Exception as e:
print("exception:", e)
-def test_super_asker(low, high):
+def test_super_asker(path, low, high):
"""Test the super asker function."""
+ try:
+ path = "{}/week{}/exercise1.py".format(path, WEEK_NUMBER)
+ exercise1 = imp.load_source("exercise1", path)
+ except Exception as e:
+ return syntax_error_message(1, e)
+
dirty_things = ["aword", [1, 2, 3], {"an": "object"}]
neat_range = range(low - 25, high + 20, 5)
mockInputs = dirty_things + neat_range
try:
- with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
- return exercise1.super_asker(low, high)
+ with Timeout(3):
+ with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
+ return exercise1.super_asker(low, high)
except Exception as e:
print("exception:", e)
-def test_example_guessingGame():
+def test_example_guessingGame(path):
"""Test the example_guessingGame function.
This should always pass becasue it's provided code
"""
try:
- import exercise2
+ path = "{}/week{}/exercise2.py".format(path, WEEK_NUMBER)
+ exercise2 = imp.load_source("exercise2", path)
except Exception as e:
- return syntax_error_message(e)
+ return syntax_error_message(2, e)
upperBound = 5
guesses = range(5+1)
mockInputs = [upperBound] + guesses
try:
- with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
- return exercise2.exampleGuessingGame() == "You got it!"
+ with Timeout(3):
+ with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
+ return exercise2.exampleGuessingGame() == "You got it!"
except Exception as e:
print("exception:", e)
-def test_advanced_guessingGame(mockInputs):
+def test_advanced_guessingGame(path, mockInputs):
"""Test the advanced_guessingGame function."""
try:
- with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
- return exercise3.advancedGuessingGame() == "You got it!"
+ path = "{}/week{}/exercise3.py".format(path, WEEK_NUMBER)
+ exercise3 = imp.load_source("exercise3", path)
+ except Exception as e:
+ return syntax_error_message(3, e)
+
+ try:
+ with Timeout(3):
+ with mock.patch('__builtin__.raw_input', side_effect=mockInputs):
+ return exercise3.advancedGuessingGame() == "You got it!"
except Exception as e:
print("exception:", e)
-def test_binary_search(low, high, actual):
+def test_binary_search(path, low, high, actual):
"""Test the binary search function.
checks to see that it's searching better than O(log n)
"""
- BASE2 = 2
- b = exercise4.binary_search(low, high, actual)
- b["WorstCaseO"] = math.log(high - low, BASE2)
- print(b)
- if b is not None:
- return b["tries"] < b["WorstCaseO"]
- else:
- return False
+ try:
+ path = "{}/week{}/exercise4.py".format(path, WEEK_NUMBER)
+ exercise4 = imp.load_source("exercise4", path)
+ BASE2 = 2
+ b = None
+ with Timeout(3):
+ b = exercise4.binary_search(low, high, actual)
+ b["WorstCaseO"] = math.log(high - low, BASE2)
+ print("b", b)
+ if b is not None:
+ print("snuck it in")
+ return b["tries"] < b["WorstCaseO"]
+ else:
+ return False
+ except Exception as e:
+ return syntax_error_message(4, e)
-def vis_binary_search_performance():
+def vis_binary_search_performance(path="."):
"""Provide a visualisation of the performance of the binary search."""
+ try:
+ path = "{}/week{}/exercise4.py".format(path, WEEK_NUMBER)
+ exercise4 = imp.load_source("exercise4", path)
+ except Exception as e:
+ return syntax_error_message(4, e)
+
import matplotlib.pyplot as plt
BASE2 = 2
results = []
testRuns = 1000
- for i in range(testRuns):
+ for _ in range(testRuns):
low = random.randint(-100, 100)
high = random.randint(low + 2, 200)
guess = random.randint(low + 1, high - 1)
@@ -146,52 +175,22 @@ def vis_binary_search_performance():
plt.show()
-def ex1runs():
- """Check that this exercise runs at all."""
- try:
- # this annoys the linter, but I think the scoping is ok
- import exercise1
- return True
- except Exception as e:
- syntax_error_message(1, e)
- return False
-
-
-def ex3runs():
- """Check that this exercise runs at all."""
- try:
- # this annoys the linter, but I think the scoping is ok
- import exercise3
- return True
- except Exception as e:
- syntax_error_message(3, e)
- return False
-
-
-def ex4runs():
- """Check that this exercise runs at all."""
- try:
- # this annoys the linter, but I think the scoping is ok
- import exercise4
- return True
- except Exception as e:
- syntax_error_message(4, e)
- return False
-
-
-def theTests(path_to_code_to_check=""):
+def theTests(path_to_code_to_check="."):
"""Run all the tests."""
- print("\nWelcome to week {}!".format(WEEK_NUMBER))
+ print("\nWelcome to week {}!".format(path_to_code_to_check, WEEK_NUMBER))
print("May the odds be ever in your favour.\n")
testResults = []
+ # Give each person 10 seconds to complete all tests.
+ ex1path = "{}/week{}/exercise1.py".format(path_to_code_to_check,
+ WEEK_NUMBER)
testResults.append(
- test(test_flake8("week{}/exercise1.py".format(WEEK_NUMBER)),
- "Exercise 1: pass the linter"))
+ test(test_flake8(ex1path), "Exercise 1: pass the linter"))
+
+ if ex_runs(path_to_code_to_check, exNumber=1, weekNumber=WEEK_NUMBER):
+ exercise1 = imp.load_source("exercise1", ex1path)
- if ex1runs():
- import exercise1
testResults.append(
test(exercise1.loop_ranger(3, 8, 1) == [3, 4, 5, 6, 7],
"Exercise 1: Loop ranger (3, 8, 1)"))
@@ -216,40 +215,47 @@ def theTests(path_to_code_to_check=""):
testResults.append(
test(exercise1.gene_krupa_range(0, 10, 2, 1) ==
[0, 2, 3, 5, 6, 8, 9],
- "Exercise 1: gene_krupa_range (0, 10, 2, 1)"))
+ "Exercise 1: gene_krupa_range(0, 10, 2, 1)"))
testResults.append(
test(exercise1.gene_krupa_range(0, 100, 30, 7) ==
[0, 30, 37, 67, 74],
- "Exercise 1: gene_krupa_range (0, 10, 2, 1)"))
+ "Exercise 1: gene_krupa_range(0, 100, 30, 7)"))
testResults.append(
- test(test_stubborn_asker(50, 60),
+ test(test_stubborn_asker(path_to_code_to_check, 50, 60),
"Exercise 1: Stubborn asker"))
+
testResults.append(
- test(test_stubborn_asker(10, 20),
+ test(test_stubborn_asker(path_to_code_to_check, 10, 20),
"Exercise 1: Stubborn asker"))
testResults.append(
- test(test_not_number_rejector(),
+ test(test_not_number_rejector(path_to_code_to_check),
"Exercise 1: not_number_rejector"))
testResults.append(
- test(test_super_asker(50, 60),
+ test(test_super_asker(path_to_code_to_check, 50, 60),
"Exercise 1: test_super_asker"))
+ local_path = "{}/week{}/exercise2.py".format(path_to_code_to_check,
+ WEEK_NUMBER)
testResults.append(
- test(test_flake8("week{}/exercise2.py".format(WEEK_NUMBER)),
+ test(test_flake8(local_path),
"Exercise 2: pass the linter"))
testResults.append(
- test(test_example_guessingGame(),
+ test(test_example_guessingGame(path_to_code_to_check),
"Exercise 2: example guessing game"))
- if ex3runs():
- import exercise3
+ if ex_runs(path_to_code_to_check, exNumber=3, weekNumber=WEEK_NUMBER):
+ imp.load_source("exercise3",
+ os.path.join(path_to_code_to_check,
+ "week"+str(WEEK_NUMBER)))
+ to_lint = "{}/week{}/exercise3.py".format(path_to_code_to_check,
+ WEEK_NUMBER)
testResults.append(
- test(test_flake8("week{}/exercise3.py".format(WEEK_NUMBER)),
+ test(test_flake8(to_lint),
"Exercise 3: pass the linter"))
lowerBound = 10
@@ -257,12 +263,15 @@ def theTests(path_to_code_to_check=""):
guesses = range(lowerBound, upperBound + 1)
mockInputs = [lowerBound] + [upperBound] + guesses
testResults.append(
- test(test_advanced_guessingGame(mockInputs),
+ test(test_advanced_guessingGame(path_to_code_to_check,
+ mockInputs),
"Exercise 3: guessing game, U&L"))
- mockInputs = ["ten"] + [lowerBound] + [upperBound] + ["cats"] + guesses
+ mockInputs = ["ten"] + [lowerBound] + [upperBound] + \
+ ["cats"] + guesses
testResults.append(
- test(test_advanced_guessingGame(mockInputs),
+ test(test_advanced_guessingGame(path_to_code_to_check,
+ mockInputs),
"Exercise 3: guessing game, polite failures"))
lowerBound = 15
@@ -271,7 +280,8 @@ def theTests(path_to_code_to_check=""):
guesses = range(lowerBound, secondGuess + 1)
mockInputs = [lowerBound] + [upperBound] + [secondGuess] + guesses
testResults.append(
- test(test_advanced_guessingGame(mockInputs),
+ test(test_advanced_guessingGame(path_to_code_to_check,
+ mockInputs),
"Exercise 3: guessing game, lowerBound "
"bigger than upperBound"))
@@ -281,8 +291,10 @@ def theTests(path_to_code_to_check=""):
guesses = range(lowerBound, secondGuess + 1)
mockInputs = [lowerBound] + [upperBound] + [secondGuess] + guesses
testResults.append(
- test(test_advanced_guessingGame(mockInputs),
- "Exercise 3: guessing game, no range to guess in (delta 1)"))
+ test(test_advanced_guessingGame(path_to_code_to_check,
+ mockInputs),
+ "Exercise 3: guessing game, no " +
+ "range to guess in (delta 1)"))
lowerBound = 10
upperBound = 10
@@ -290,14 +302,18 @@ def theTests(path_to_code_to_check=""):
guesses = range(lowerBound, secondGuess + 1)
mockInputs = [lowerBound] + [upperBound] + [secondGuess] + guesses
testResults.append(
- test(test_advanced_guessingGame(mockInputs),
- "Exercise 3: guessing game, no range to guess in (equal)"))
+ test(test_advanced_guessingGame(path_to_code_to_check,
+ mockInputs),
+ "Exercise 3: guessing game, no " +
+ "range to guess in (equal)"))
- if ex4runs():
- import exercise4
+ if ex_runs(path_to_code_to_check, exNumber=4, weekNumber=WEEK_NUMBER):
+ path = "{}/week{}/exercise4.py".format(path_to_code_to_check,
+ WEEK_NUMBER)
+ imp.load_source("exercise4", path)
testResults.append(
- test(test_flake8("week{}/exercise4.py".format(WEEK_NUMBER)),
+ test(test_flake8(path),
"Exercise 4: pass the linter"))
try_these = [(1, 100, 5),
@@ -309,18 +325,23 @@ def theTests(path_to_code_to_check=""):
try_these.append((0, 100, random.randint(1, 99)))
for tv in try_these:
+ print(tv)
try:
- testResults.append(
- test(test_binary_search(*tv), # *tv unpacks the tuple
- "Exercise 4: binary_search({}, {}, {})".format(*tv)))
+ testResults.append( # *tv unpacks this tuple ------v
+ test(test_binary_search(path_to_code_to_check, *tv),
+ "Exercise 4: binary_search" +
+ "({}, {}, {})".format(*tv)))
except Exception:
print("********\n\nfailed:", tv)
- print(Exception)
- raise ValueError("********\n\nfailed: {}".format(tv))
+ print("tv failure", Exception)
+ # raise ValueError("********\n\nfailed: {}".format(tv))
+ testResults.append(0)
# if the binary search is working, show a graph of guess numbers
- if test(test_binary_search(1, 10, 5), ""):
- vis_binary_search_performance()
+ if test(test_binary_search(path_to_code_to_check, 1, 10, 5), ""):
+ # If you aren't Ben, then show the histogram
+ if os.uname()[1] != "um": # um is ben's computer
+ vis_binary_search_performance()
print("{0}/{1} (passed/attempted)".format(sum(testResults),
len(testResults)))
@@ -330,7 +351,9 @@ def theTests(path_to_code_to_check=""):
message = "Cowabunga! You've got all the tests passing!"
completion_message(message, len(message) + 2)
- return {"of_total": sum(testResults), "mark": len(testResults)}
+ return {"of_total": len(testResults),
+ "mark": sum(testResults),
+ "results": testResults}
if __name__ == "__main__":
diff --git a/week3c b/week3c
new file mode 100644
index 00000000..3d0e42b6
Binary files /dev/null and b/week3c differ
diff --git a/week4/IOexamples.py b/week4/IOexamples.py
new file mode 100644
index 00000000..fb3c10f4
--- /dev/null
+++ b/week4/IOexamples.py
@@ -0,0 +1,116 @@
+"""IO examples.
+
+Using file IO, from the docs:
+ "The first argument is a string containing the filename. The second
+ argument is another string containing a few characters describing the
+ way in which the file will be used. mode can be 'r' when the file will
+ only be read, 'w' for only writing (an existing file with the same name
+ will be erased), and 'a' opens the file for appending; any data written
+ to the file is automatically added to the end. 'r+' opens the file for
+ both reading and writing. The mode argument is optional; 'r' will be
+ assumed if it's omitted."
+https://docs.python.org/2/tutorial/inputoutput.html#reading-and-writing-files
+
+"""
+from __future__ import division
+from __future__ import print_function
+import json
+
+
+def be_cool(name):
+ """Just print, not actually doing any IO."""
+ print(name + " is cool")
+
+
+be_cool("Ben")
+
+
+def be_cool_for_ever(name, file_path):
+ """Save a message about being cool for ever."""
+ mode = "w" # from the docs
+ history_book = open(file_path, mode)
+ history_book.write(name + " is cool")
+ history_book.close()
+
+
+be_cool_for_ever("Ben", "ben_is_cool.txt")
+be_cool_for_ever("Ben", "week4/ben_is_cool.lol_UR_joking")
+
+
+def who_is_cool(file_path):
+ """Read a file and print what it says."""
+ mode = "r" # from the docs
+ history_book = open(file_path, mode)
+ response = history_book.read()
+ message = "historians have recorded that:\n\t"
+ print(message + response)
+ history_book.close()
+
+
+who_is_cool("ben_is_cool.txt")
+
+
+# some JSON examples:
+
+
+def bury_time_capsule(something_for_your_kids_to_find, file_path):
+ """Save some json to a file.
+
+ Args:
+ something_for_your_kids_to_find (dict): A dictionary of facts.
+ file_path (str): The path to where you want to save the json.
+ """
+ try:
+ dumped = json.dumps(something_for_your_kids_to_find)
+ mode = "w" # from the docs
+ time_capsule = open(file_path, mode)
+ time_capsule.write(dumped)
+ time_capsule.close()
+ return True
+ except Exception as e:
+ print(e)
+ return False
+
+
+message_for_capsule = {"name": "Ben",
+ "Year": 2017,
+ "Location": "Sydney",
+ "Greeting": "Yo whatup now and give a brother room",
+ "Fact": "It would take 1,200,000 mosquitoes, each " +
+ "sucking once, to completely drain the " +
+ "average human of blood",
+ "Alphabet Inc Class A": "847.80USD",
+ "fruit": ["apple", "apricot", "avocado", "abiu"]}
+
+bury_time_capsule(message_for_capsule, "under_the_patio.json")
+
+
+def dig_up_capsule(file_path):
+ """Read some json from a file.
+
+ Does some defensive programming as an example of how you'd do such a thing.
+ Args:
+ file_path (str): The path to where you want to save the json.
+ """
+ try:
+ mode = "r" # from the docs
+ time_capsule = open(file_path, mode)
+ contents = json.load(time_capsule)
+ time_capsule.close()
+ keys_needed = ["Greeting", "Year", "Fact"]
+ if all(key in contents for key in keys_needed):
+ template = """{Greeting},\nDid you know that in {Year}, "{Fact}" was still true!
+ """
+ print(template.format(**contents))
+ return True
+ else:
+ print("Your dictionary is missing some keys.",
+ contents,
+ keys_needed)
+ return False
+ except Exception as e:
+ print(e)
+ return False
+
+
+dig_up_capsule("under_the_patio.json")
diff --git a/week4/exercise1.py b/week4/exercise1.py
index 05fd6401..1275d686 100644
--- a/week4/exercise1.py
+++ b/week4/exercise1.py
@@ -28,7 +28,11 @@ def success_is_relative():
# this depends on excecution context. Take a look at your CWD and remember
# that it changes.
# print(path, CWD)
- pass
+ success_message = open("week1/pySuccessMessage.json", "r")
+ message = success_message.read().strip()
+ success_message.close()
+
+ return message
def get_some_details():
@@ -48,11 +52,19 @@ def get_some_details():
dictionaries.
"""
json_data = open(LOCAL + "/lazyduck.json").read()
+ # print(type(json_data))
data = json.loads(json_data)
- return {"lastName": None,
- "password": None,
- "postcodePlusID": None
+
+ lastName = data["results"][0]["name"]["last"]
+ password = data["results"][0]["login"]["password"]
+ postcode = data["results"][0]["location"]["postcode"]
+ id_value = data["results"][0]["id"]["value"]
+ postcodePlusID = int(postcode) + int(id_value)
+
+ return {"lastName": lastName,
+ "password": password,
+ "postcodePlusID": postcodePlusID
}
@@ -88,7 +100,17 @@ def wordy_pyramid():
]
TIP: to add an argument to a URL, use: ?argName=argVal e.g. ?len=
"""
- pass
+ pyramid = []
+ word_generator_url = "http://www.setgetgo.com/randomword/get.php"
+ for i in range(3, 21, 2):
+ r = requests.get(word_generator_url + "?len=" + str(i))
+ pyramid.append(r.text)
+ for i in range(20, 3, -2):
+ r = requests.get(word_generator_url + "?len=" + str(i))
+ pyramid.append(r.text)
+
+ # print(pyramid)
+ return pyramid
def wunderground():
@@ -103,7 +125,7 @@ def wunderground():
variable and then future access will be easier.
"""
base = "http://api.wunderground.com/api/"
- api_key = "YOUR KEY - REGISTER TO GET ONE"
+ api_key = "d39d6941946bf982"
country = "AU"
city = "Sydney"
template = "{base}/{key}/conditions/q/{country}/{city}.json"
@@ -111,11 +133,15 @@ def wunderground():
r = requests.get(url)
the_json = json.loads(r.text)
obs = the_json['current_observation']
+ state = obs["display_location"]["state"]
+ latitude = obs["display_location"]["latitude"]
+ longitude = obs["display_location"]["longitude"]
+ local_tz_offset = obs["local_tz_offset"]
- return {"state": None,
- "latitude": None,
- "longitude": None,
- "local_tz_offset": None}
+ return {"state": state,
+ "latitude": latitude,
+ "longitude": longitude,
+ "local_tz_offset": local_tz_offset}
def diarist():
@@ -131,7 +157,15 @@ def diarist():
TIP: remember to commit 'lasers.pew' and push it to your repo, otherwise
the test will have nothing to look at.
"""
- pass
+ laser = open("Trispokedovetiles(laser).gcode", "r")
+ data_laser = laser.read()
+ times_laser = data_laser.count("M10 P1")
+ laser.close()
+ switch_laser = open("lasers.pew", "w")
+ switch_laser.write(str(times_laser))
+ switch_laser.close()
+
+ return times_laser
if __name__ == "__main__":
diff --git a/week4/lasers.pew b/week4/lasers.pew
new file mode 100644
index 00000000..62f94575
--- /dev/null
+++ b/week4/lasers.pew
@@ -0,0 +1 @@
+6
\ No newline at end of file
diff --git a/week4/tests.py b/week4/tests.py
index 511ca76e..73310e8d 100644
--- a/week4/tests.py
+++ b/week4/tests.py
@@ -7,47 +7,95 @@
from __future__ import division
from __future__ import print_function
-import exercise1
+import imp
import math
import os
+import requests
import sys
-sys.path.append(os.path.dirname(__file__)[:-5])
+import time
+from datetime import datetime
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
from codeHelpers import completion_message
from codeHelpers import nyan_cat
from codeHelpers import test
from codeHelpers import test_flake8
+# from codeHelpers import Timeout
WEEK_NUMBER = 4
LOCAL = os.path.dirname(os.path.realpath(__file__))
-def syntax_error_message(e):
- """Print a nicer error message."""
- print("something went wring with the import.\nProbably a syntax error.")
- print("does this file run properly on its own?\n" + str(e))
- return False
-
-
def process_wunderground(json_object):
- """Access and process wunderground data."""
+ """Round down wunderground data to make comparison more stable."""
json_object['latitude'] = math.floor(float(json_object['latitude']))
json_object['longitude'] = math.floor(float(json_object['longitude']))
return json_object
-def theTests(path_to_code_to_check=""):
+def find_lasers(path):
+ """Look for a file that contains only the number 6."""
+ path = path + "/week4/lasers.pew"
+ if os.path.isfile(path):
+ return int(open(path).read()) == int(6)
+ else:
+ print("can't find lasers.pew, did you make it?"
+ " Does it have exactly that file name?"
+ "looking in " + path)
+ return False
+
+
+def tzOffset():
+ """Return tz in hours for current locale."""
+ ts = time.time()
+ utc_offset = (datetime.fromtimestamp(ts) -
+ datetime.utcfromtimestamp(ts)).total_seconds()
+ seconds_in_hour = 60 * 60
+ return utc_offset / seconds_in_hour
+
+
+def treat():
+ """Go and get the coloured ascii face particular to this person."""
+ with open('.git/config', 'r') as f:
+ for line in f:
+ if ('url = https://github.com/' in line) \
+ and not ('notionparallax' in line):
+ # ensure it's not Ben's repo
+ print(line)
+ name = line.split('/')[-2]
+ if 'git' in name:
+ # if ssh url
+ name = name.split(':')[-1]
+ elif 'url = https://github.com/notionparallax' in line:
+ print("we must be testing the tests")
+ name = "notionparallax"
+ try:
+ url = ("https://raw.githubusercontent.com/"
+ "notionparallax/code1161base/master/faces/")
+ full_url = url + name
+ print("treat:\n", full_url, requests.get(full_url).text)
+ except Exception as e:
+ print("Error with getting github username", e)
+
+
+def theTests(path_to_code_to_check="."):
"""Run the tests."""
print("\nWelcome to week {}!".format(WEEK_NUMBER))
print("May the odds be ever in your favour.\n")
+ path = "{}/week{}/exercise1.py".format(path_to_code_to_check, WEEK_NUMBER)
+ print(path)
+
+ exercise1 = imp.load_source("exercise1", path)
+
testResults = []
- # stack the tests here
+ # stack the tests below here
+ print("Linter test:", path)
testResults.append(
- test(test_flake8("week{}/exercise1.py".format(WEEK_NUMBER)),
+ test(test_flake8(path),
"Exercise 1: pass the linter"))
-
+ print("tr ", testResults)
message = '{"message": "Python and requests are working!"}'
testResults.append(
test(exercise1.success_is_relative() == message,
@@ -60,28 +108,35 @@ def theTests(path_to_code_to_check=""):
test(exercise1.get_some_details() == testDict,
"Exercise 1: get some data out of a JSON file"))
- lengths = [3, 5, 7, 9, 11, 13, 15, 17, 19, 20, 18, 16, 14, 12, 10, 8, 6, 4]
- testResults.append(
- test([len(w) for w in exercise1.wordy_pyramid()] == lengths,
- "Exercise 1: request some simple data from the internet"))
+ lengths = [3, 5, 7, 9, 11, 13, 15, 17, 19, 20,
+ 18, 16, 14, 12, 10, 8, 6, 4]
+ try:
+ testResults.append(
+ test([len(w) for w in exercise1.wordy_pyramid()] == lengths,
+ "Exercise 1: request some simple data from the internet"))
+ except Exception as e:
+ testResults.append(0)
+ print("Exercise 1: request some simple data from the internet", e)
weather_results = {'latitude': u'-33.924206',
'state': u'NSW',
'longitude': u'151.187912',
- 'local_tz_offset': u'+1100'}
- testResults.append(
- test(process_wunderground(exercise1.wunderground()) ==
- process_wunderground(weather_results),
- "Exercise 1: get some data from the weather underground."))
-
- if os.path.isfile(LOCAL + "/lasers.pew"):
+ 'local_tz_offset': u'+{}00'.format(int(tzOffset()))}
+ try:
+ ex_name = "Exercise 1: get some data from the weather underground."
+ theirs = process_wunderground(exercise1.wunderground())
+ mine = process_wunderground(weather_results)
+ print("you gave:", theirs)
+ print("expected:", mine)
testResults.append(
- test(open(LOCAL + "/lasers.pew").read() == "6",
+ test(theirs == mine, ex_name))
+ except Exception as e:
+ testResults.append(0)
+ print(ex_name, e)
+
+ testResults.append(
+ test(find_lasers(path_to_code_to_check),
"Exercise 1: count the lasers."))
- else:
- testResults.append(False)
- print("can't find lasers.pew, did you make it?"
- " Does it have exactly that file name?")
print("{0}/{1} (passed/attempted)".format(sum(testResults),
len(testResults)))
@@ -90,8 +145,11 @@ def theTests(path_to_code_to_check=""):
nyan_cat()
message = "Rad, you've got all the tests passing!"
completion_message(message, len(message) + 2)
+ treat()
- return {"of_total": sum(testResults), "mark": len(testResults)}
+ return {"of_total": len(testResults),
+ "mark": sum(testResults),
+ "results": testResults}
if __name__ == "__main__":
diff --git a/week5/exercise1.py b/week5/exercise1.py
index 76f30604..3a091fb2 100644
--- a/week5/exercise1.py
+++ b/week5/exercise1.py
@@ -1,10 +1,209 @@
+# -*- coding: UTF-8 -*-
+"""Refactoring.
+
+This excercise is very similar to week 2, exercise 2. It contains a complete
+and working example, but it's very poorly written.
+
+Your job is to go through it and make it as good as you can.
+
+That means making it self-documenting wherever possible, adding comments where
+it isn't. Take repeated code and make it into a function. Also use functions
+to encapsulate concepts. If something is done many times, maybe a map or a loop
+is called for. Etc.
+
+The resulting file should feel as close to english as possible.
+It must also pass the linter.
+
+This is the first file that will be run against the pydocstyle checker. If
+you've run the week5_system_prep.sh file you should be getting blue linter dots
+that show you where lintere errors are. If they aren't working, you should be
+getting the errors in the test output.
+
+Some functions will have directions as external comments, once you think you
+are on top of it, take these comments out. Others won't have comments and
+you'll need to figure out for yourself what to do.
"""
-Docstring
-"""
+
from __future__ import division
from __future__ import print_function
-def function_that_returns_something():
- print("week 5, ready for action!")
- return True
+# return a lit of countdown messages, much like in the bad function above.
+# It should say something different in the last message.
+def countdown(message, start, stop, completion_message):
+ """Counting down."""
+ countdown_list = []
+ if start > stop:
+ step = -1
+ elif start == stop:
+ return(completion_message)
+ else:
+ step = 1
+ for i in range(start, stop, step):
+ countdown_list.append(message + " {}".format(i))
+ countdown_list.append(completion_message)
+
+ return(countdown_list)
+
+
+# TRIANGLES
+
+# This should be a series of functions that are ultimatly used by
+# triangle_master
+# It should eventually return a dictionary of triangle facts. It should
+# optionally print information as a nicely formatted string. Make printing
+# turned off by default but turned on with an optional argument.
+# The stub functions are made for you, and each one is tested, so this should
+# hand hold quite nicely.
+def calculate_hypotenuse(base, height):
+ """Calculate hypotenuse of a triangle."""
+ hypotenuse = (base**2 + height**2)**(1/2)
+ return hypotenuse
+
+
+def calculate_area(base, height):
+ """Calculate area of a triangle."""
+ area = (base * height)/2
+ return area
+
+
+def calculate_perimeter(base, height):
+ """Calculate perimeter of a triangle."""
+ perimeter = base + height + calculate_hypotenuse(base, height)
+ return perimeter
+
+
+def calculate_aspect(base, height):
+ """Calculate aspect of a triangle."""
+ if base == height:
+ return "equal"
+ elif base > height:
+ return "wide"
+ else:
+ return "tall"
+
+
+# Make sure you reuse the functions you've already got
+# Don't reinvent the wheel
+def get_triangle_facts(base, height, units="mm"):
+ """Returning a dictionary."""
+ return {"area": calculate_area(base, height),
+ "perimeter": calculate_perimeter(base, height),
+ "height": height,
+ "base": base,
+ "hypotenuse": calculate_hypotenuse(base, height),
+ "aspect": calculate_aspect(base, height),
+ "units": units}
+
+
+# this should return a multi line string that looks a bit like this:
+#
+# 15
+# |
+# | |\
+# |____>| \ 17.0
+# | \
+# | \
+# ------
+# 8
+# This triangle is 60.0mm²
+# It has a perimeter of 40.0mm
+# This is a tall triangle.
+#
+# but with the values and shape that relate to the specific
+# triangle we care about.
+def tell_me_about_this_right_triangle(facts_dictionary):
+ """Returning previous functions and dictionary as a diagram."""
+ tall = """
+ {height}
+ |
+ | |\\
+ |____>| \\ {hypotenuse}
+ | \\
+ | \\
+ ------
+ {base}"""
+ wide = """
+ {hypotenuse}
+ ↓ ∕ |
+ ∕ | <-{height}
+ ∕ |
+ ∕------------|
+ {base}"""
+ equal = """
+ {height}
+ |
+ | |⋱
+ |____>| ⋱ <-{hypotenuse}
+ |____⋱
+ {base}"""
+
+ pattern = ("This triangle is {area}{units}²\n"
+ "It has a perimeter of {perimeter}{units}\n"
+ "This is a {aspect} triangle.\n")
+
+ facts = pattern.format(**facts_dictionary)
+ height = facts_dictionary["height"]
+ base = facts_dictionary["base"]
+
+ if base == height:
+ return(equal.format(**facts_dictionary) + "\n" + facts)
+ elif base > height:
+ return (wide.format(**facts_dictionary) + "\n" + facts)
+ else:
+ return (tall.format(**facts_dictionary) + "\n" + facts)
+
+
+def triangle_master(base,
+ height,
+ return_diagram=False,
+ return_dictionary=False):
+ """Returning everything."""
+ dictionary = get_triangle_facts(base, height)
+ diagram = tell_me_about_this_right_triangle(dictionary)
+ if return_diagram and return_dictionary:
+ return {'diagram': diagram, 'facts': dictionary}
+ elif return_diagram:
+ return diagram
+ elif return_dictionary:
+ return {'facts': dictionary}
+ else:
+ print("You're an odd one, you don't want anything!")
+
+
+def wordy_pyramid():
+ """Make a pyramid out of words."""
+ list_of_lengths = []
+ for i in range(3, 21, 2):
+ list_of_lengths.append(i)
+ for i in range(20, 3, -2):
+ list_of_lengths.append(i)
+
+ return(list_of_words_with_lengths(list_of_lengths))
+
+
+def get_a_word_of_length_n(length):
+ """Get word of a certain length from the URL."""
+ import requests
+ try:
+ length = int(length)
+ if length >= 3:
+ baseURL = "http://www.setgetgo.com/randomword/get.php?len="
+ url = baseURL + str(length)
+ r = requests.get(url)
+ message = r.text
+ return(message)
+ except ValueError:
+ message = None
+
+
+def list_of_words_with_lengths(list_of_lengths):
+ """Return words that match the list of length."""
+ word_list = []
+ for i in range(len(list_of_lengths)):
+ word_list.append(get_a_word_of_length_n(list_of_lengths[i]))
+ return word_list
+
+
+if __name__ == "__main__":
+ pass
diff --git a/week5/exercise2.py b/week5/exercise2.py
new file mode 100644
index 00000000..ba0b980e
--- /dev/null
+++ b/week5/exercise2.py
@@ -0,0 +1,195 @@
+# -*- coding: UTF-8 -*-
+"""Recursion.
+
+Exercises and examples to illustrate recursion.
+"""
+from __future__ import division
+from __future__ import print_function
+import turtle
+
+
+def italian_dinner(axiom="tomatoes", guard=6):
+ u"""Make recursive dinner plans.
+
+ This is an example to help you get your head around the idea of recursion.
+
+ # The Italian dinner
+
+ In Douglas Hofstader's _Metamagical Themas_ (a compendium of essays he
+ wrote for _Scientific American_ when he took over from martin Gardiner),
+ there is a typically funny, but useful, introduction to production systems
+ based on a recursive replacement algorithm to generate Italian recipes.
+ Production systems are examples of recursive algorithms, that is, they are
+ functions that use as input the output of their own results on earlier
+ operations.
+
+ The most general way of characterising a production system is to see it as
+ a formal language based on symbol manipulation. They habe much in common
+ with formal systems in logic in that:
+ 1. they start with an axiom, which is given of the formal system;
+ 2. there are a set of statements inthe formal system which can be
+ thought of as theroums of the system; and
+ 3. there are a set of rules for transforming any statement which is
+ part of the formal system into any other using replacement rules.
+ In the itallian dinner, teh axiom is of course _tomatoes_
+
+ Note that in order for this to work, we need to habe at least one word in
+ the right-hand side that matches one of the words in the left-hand side.
+ If we do not do this then the production system will not catch, and it will
+ fail to expand into the florid ingredients list.
+
+ From Paul Coates, Programming.Architecture
+ I would strongly recomend reading this book!
+
+ referencing: DOUGLAS R. HOFSTADTER, Metamagical Themas
+ https://archive.org/stream/MetamagicalThemas/Metamagical%20Themas,%20Hofstadter_djvu.txt
+
+ left-hand side right-hand side
+ tomatoes ⇨ tomatoes with linguini and basil
+ and ⇨ runny with delicious pesto
+ delicious ⇨ made of runny and yummy pasta and tomatoes
+ runny ⇨ yummy and delicious tomatoes and pasta
+
+ Here's a photo of the page: https://goo.gl/photos/bEh8dmkYkeAy7W727
+ """
+ parts = axiom.split(" ")
+ result = map(italian_rules, parts)
+ new_string = " ".join(result)
+ guard -= 1
+ if guard > 0:
+ return italian_dinner(new_string, guard)
+ else:
+ return new_string
+
+
+def italian_rules(word):
+ """Substitution rules to make Italian recipes."""
+ if word == "tomatoes":
+ return "tomatoes with linguini and basil"
+ elif word == "and":
+ return "runny with delicious pesto"
+ elif word == "delicious":
+ return "made of runny and yummy pasta and tomatoes"
+ elif word == "runny":
+ return "yummy and delicious tomatoes and pasta"
+ else:
+ return word
+
+
+def abba(source="abba", guard=3):
+ """Recursively replace letters acording to the rules.
+
+ This function takes a seed string, e.g. "abba" and replaces each letter in
+ turn acording to the rules. These rules can be of arbitrary complexity.
+
+ Modify the rules to map from:
+
+ abba
+ to
+ bbaaobaobbba
+ to
+ aobaobbbabbaoaaobbbaoaaobaobaobbba
+ and so on...
+ """
+ def mapToString(listOfLetters, guard):
+ """Simplify apply_rules() code."""
+ return ''.join(map(lambda x: apply_rules(x, guard-1), listOfLetters))
+
+ def apply_rules(letter, guard):
+ """Control the substitution.
+
+ Make it work.
+ """
+ if guard == -1:
+ return letter
+ elif letter == "a":
+ return mapToString(['b', 'b', 'a'], guard)
+ elif letter == "b":
+ return mapToString(['a', 'o', 'b'], guard)
+ elif letter == "o":
+ return mapToString(['o', 'a'], guard)
+ else:
+ return letter
+
+ return str(''.join(map(lambda x: apply_rules(x, guard-1), list(source))))
+
+
+def koch(t, order, size):
+ """Make turtle t draw a Koch fractal of 'order' and 'size'."""
+ trace = ""
+ if order == 0: # The base case is just a straight line
+ t.forward(size)
+ else:
+ trace += koch(t, order-1, size/3) # Go 1/3 of the way
+ t.left(60)
+ trace += koch(t, order-1, size/3)
+ t.right(120)
+ trace += koch(t, order-1, size/3)
+ t.left(60)
+ trace += koch(t, order-1, size/3)
+ return str(order) + trace
+
+
+def draw_koch(drawing_method, steps_deep=4):
+ """Open a tk window and show the turtle drawing the koch curve.
+
+ Docs for python turtles here.
+ https://docs.python.org/2/library/turtle.html
+ """
+ raphael = turtle.Turtle()
+ raphael.speed(300)
+ raphael.penup()
+ raphael.goto(-300, 0)
+ raphael.pendown()
+ trace = drawing_method(raphael, order=steps_deep, size=600)
+ return trace
+
+
+def square_koch(t, order, size):
+ r"""Draw a koch curve with a square rather than a triangular point.
+
+ _
+ e.g. _| |_ rather than _/\_
+
+ Leave the turtle facing the same direction.
+
+ """
+ trace = ""
+ # write the rest of the function here.
+ if order == 0: # The base case is just a straight line
+ t.forward(size)
+ else:
+ trace += square_koch(t, order-1, size/3) # Go 1/3 of the way
+ t.left(90)
+ trace += square_koch(t, order-1, size/3)
+ t.right(90)
+ trace += square_koch(t, order-1, size/3)
+ t.right(90)
+ trace += square_koch(t, order-1, size/3)
+ t.left(90)
+ trace += square_koch(t, order-1, size/3)
+ return str(order) + trace
+
+
+def draw_square(steps=4):
+ """Helper function to make testing easier."""
+ return draw_koch(drawing_method=square_koch, steps_deep=steps)
+
+
+def draw_pointy(steps=4):
+ """Helper function to make testing easier."""
+ return draw_koch(drawing_method=koch, steps_deep=steps)
+
+
+if __name__ == '__main__':
+ # print(draw_koch(drawing_method=square_koch, steps_deep=2))
+ print(draw_koch(drawing_method=square_koch, steps_deep=3))
+ # print(draw_koch(drawing_method=square_koch, steps_deep=4))
+ # print(draw_koch(drawing_method=koch, steps_deep=2))
+ # print(draw_koch(drawing_method=koch, steps_deep=1))
+ # print("yoyo -", abba())
+ # print("AB:" + abba(source='baaab' + "!"))
+ # print("AB:" + abba(source='b' + "!"))
+ # print("AB:" + abba(source='roof' + "!"))
+ # print("ID:", str(italian_dinner()))
+ pass
diff --git a/week5/tests.py b/week5/tests.py
index 783d1fba..33ec1402 100644
--- a/week5/tests.py
+++ b/week5/tests.py
@@ -1,57 +1,337 @@
# -*- coding: UTF-8 -*-
-"""
+"""Test week 5's code.
+
This file tests your code. It'll check that the work in each
of the exercise files does what it's supposed to.
"""
from __future__ import division
from __future__ import print_function
-import sys
+import imp
+# import math
import os
-sys.path.append(os.path.dirname(__file__)[:-5])
-from codeHelpers import test, test_flake8, completion_message
+# import requests
+import sys
+# import time
+# from datetime import datetime
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
+from codeHelpers import completion_message
+from codeHelpers import nyan_cat
+from codeHelpers import test
+from codeHelpers import test_flake8
+from codeHelpers import test_pydocstyle
+from codeHelpers import grumpy
+
WEEK_NUMBER = 5
+PASS = 1
+FAIL = 0
+LOCAL = os.path.dirname(os.path.realpath(__file__))
-def ex1runs():
- try:
- import exercise1
- return exercise1.function_that_returns_something()
- except Exception as e:
- print("\nThere is a syntax error", str(e))
- return False
+def test_diagrams(diagram, expected):
+ """Test, crudely, that the correct diagram is being returned."""
+ if expected == "tall" and "\\" in diagram:
+ return True
+ if expected == "wide" and "∕" in diagram:
+ return True
+ if expected == "equal" and "⋱" in diagram:
+ return True
+ print(grumpy())
+ return False
+
+def test_word_length(word, requested_length, expected_length):
+ """Check that word lenths are as expected.
-def syntax_error_message(e):
- print("something went wring with the import.\nProbably a syntax error.")
- print("does this file run properly on its own?\n" + str(e))
+ Requesting a word less than 3 chars long should fail.
+ """
+ if type(requested_length) is str and word is not None:
+ print("This API returns a random word if you malform the url\n",
+ "You'll need to typecheck the input. I.e. check\n",
+ "if type(length) is int:\n",
+ "....#and so on\n",
+ "It also does the same thing if you go under 3 characters\n",
+ "long, so remember to check for that too!")
+ print(grumpy())
+ if expected_length is None and word is None:
+ return True
+ if len(word) == requested_length and len(word) == expected_length:
+ return True
+ print("Something a bit odd is happening")
+ print("word:", word,
+ "requested_length:", requested_length,
+ "expected_length:", expected_length)
+ print(grumpy())
return False
-def theTests(path_to_code_to_check=""):
+def theTests(path_to_code_to_check="."):
+ """Run the tests."""
print("\nWelcome to week {}!".format(WEEK_NUMBER))
print("May the odds be ever in your favour.\n")
testResults = []
- # stack the test here #
+ # stack the tests below here
+ path = "{}/week{}/exercise1.py".format(path_to_code_to_check, WEEK_NUMBER)
+ print(path)
+
+ e1 = imp.load_source("exercise1", path)
+
+ # Linter test
+ print("Linter test:", path)
testResults.append(
- test(test_flake8("week{}/exercise1.py".format(WEEK_NUMBER)),
+ test(test_flake8(path),
"Exercise 1: pass the linter"))
+ # pydocstyle test
+ print("Docstyle test:", path)
+ testResults.append(
+ test(test_pydocstyle(path),
+ "Exercise 1: pass the pydocstyle test"))
+
+ # countdown test
+ book_of_counts = [{"message": "let's get ready to rumble",
+ "start": 8, "stop": 1,
+ "completion_message": "*rumbling sound*"},
+ {"message": "prepare to die in this many ways:",
+ "start": 0, "stop": 15,
+ "completion_message": "or not, I guess"}]
+ for countdown in book_of_counts:
+ try:
+ the_countdown = e1.countdown(**countdown)
+ if (len(the_countdown) > 0):
+ [print(x) for x in the_countdown]
+ else:
+ print("Nothing to see here yet")
+ expected = abs(countdown["start"] - countdown["stop"])+1
+ testResults.append(
+ test(len(the_countdown) == expected,
+ "Exercise 1: countdown!!"))
+ except Exception as e:
+ print("countdown test failed", e)
+ testResults.append(FAIL)
+
+ triangles = [{
+ 'area': 6.0,
+ 'aspect': 'tall',
+ 'base': 3, 'height': 4,
+ 'hypotenuse': 5.0,
+ 'perimeter': 12.0,
+ 'units': 'mm'},
+ {
+ 'area': 15,
+ 'aspect': 'wide',
+ 'base': 10,
+ 'height': 3,
+ 'hypotenuse': 10.44030650891055,
+ 'perimeter': 23.440306508910552,
+ 'units': 'mm'},
+ {
+ 'area': 60.0,
+ 'aspect': 'tall',
+ 'base': 8, 'height': 15,
+ 'hypotenuse': 17.0,
+ 'perimeter': 40.0,
+ 'units': 'mm'},
+ {
+ 'area': 12.5,
+ 'aspect': 'equal',
+ 'base': 5, 'height': 5,
+ 'hypotenuse': 7.0710678118654755,
+ 'perimeter': 17.071067811865476,
+ 'units': 'mm'},
+ {
+ 'area': 180.0,
+ 'aspect': 'tall',
+ 'base': 9, 'height': 40,
+ 'hypotenuse': 41.0,
+ 'perimeter': 90.0,
+ 'units': 'mm'}]
+
+ pattern = "Exercise {}: {}: {}×{}⇨{}"
+ for t in triangles:
+ hyp = e1.calculate_hypotenuse(t["base"], t["height"])
+ testResults.append(
+ test(hyp == t["hypotenuse"],
+ pattern.format(1,
+ "calculate_hypotenuse",
+ t["base"],
+ t["height"],
+ t["hypotenuse"])))
+
+ area = e1.calculate_area(t["base"], t["height"])
+ testResults.append(
+ test(area == t["area"],
+ pattern.format(1,
+ "calculate_area",
+ t["base"],
+ t["height"],
+ t["area"])))
+
+ aspect = e1.calculate_aspect(t["base"], t["height"])
+ testResults.append(
+ test(aspect == t["aspect"],
+ pattern.format(1,
+ "calculate_aspect",
+ t["base"],
+ t["height"],
+ t["aspect"])))
+
+ perimeter = e1.calculate_perimeter(t["base"], t["height"])
+ testResults.append(
+ test(perimeter == t["perimeter"],
+ pattern.format(1,
+ "calculate_perimeter",
+ t["base"],
+ t["height"],
+ t["perimeter"])))
+
+ facts = e1.get_triangle_facts(t["base"], t["height"])
+ testResults.append(
+ test(facts == t,
+ pattern.format(1,
+ "get_triangle_facts",
+ t["base"],
+ t["height"],
+ t)))
+
+ facts = e1.get_triangle_facts(t["base"], t["height"])
+ diagram = e1.tell_me_about_this_right_triangle(facts)
+ testResults.append(
+ test(test_diagrams(diagram=diagram,
+ expected=facts["aspect"]),
+ "exercise 1: draw a diagram\n" + diagram))
+
+ ff = e1.triangle_master(base=5,
+ height=5,
+ return_diagram=False,
+ return_dictionary=False)
+ tf = e1.triangle_master(base=5,
+ height=5,
+ return_diagram=True,
+ return_dictionary=False)
+ ft = e1.triangle_master(base=5,
+ height=5,
+ return_diagram=False,
+ return_dictionary=True)
+ tt = e1.triangle_master(base=5,
+ height=5,
+ return_diagram=True,
+ return_dictionary=True)
+ testResults.append(
+ test(ff is None,
+ "exercise 1: triangle_master diagram: F, dictionary: F"))
+ testResults.append(
+ test(type(tf) is str,
+ "exercise 1: triangle_master diagram: T, dictionary: F"))
+ testResults.append(
+ test(type(ft) is dict and
+ "units" in ft["facts"] and
+ type(ft["facts"]) is dict,
+ "exercise 1: triangle_master diagram: F, dictionary: T"))
+ testResults.append(
+ test(type(tt) is dict and type(tt["diagram"]) is str,
+ "exercise 1: triangle_master diagram: T, dictionary: T"))
+
+ pattern = "Exercise 1: get_triangle_facts uses {}"
+ for function_name in ["calculate_hypotenuse", "calculate_area",
+ "calculate_perimeter", "calculate_aspect"]:
+ testResults.append(
+ test(function_name in e1.get_triangle_facts.func_code.co_names,
+ pattern.format(function_name)))
+
+ for length in zip([5, 8, 4, 0, "a"], [5, 8, 4, None, None]):
+ word = e1.get_a_word_of_length_n(length[0])
+ print(word, length)
+ testResults.append(
+ test(test_word_length(word=word,
+ requested_length=length[0],
+ expected_length=length[1]),
+ "exercise 1: get_a_word_of_length_n {}".format(word)))
+
+ some_lengths = [[4, 5, 6], [4, 18, 4]]
+ for lengths in some_lengths:
+ words = e1.list_of_words_with_lengths(lengths)
+ checks = [len(x[0]) == x[1] for x in zip(words, lengths)]
+ print(words, lengths, checks)
+ testResults.append(
+ test(all(checks),
+ "exercise 1: list_of_words_with_lengths {}".format(word)))
+
+ testResults.append(
+ test("list_of_words_with_lengths" in
+ e1.wordy_pyramid.func_code.co_names,
+ "exercise 1: wordy_pyramid has been refactored"))
+
+ lengths = [3, 5, 7, 9, 11, 13, 15, 17, 19, 20,
+ 18, 16, 14, 12, 10, 8, 6, 4]
+ works = None
+ try:
+ words = e1.wordy_pyramid()
+ expected = [len(w) for w in words]
+ works = expected == lengths
+ print("expected ", expected, "\ngiven lengths", lengths)
+ [print(w + " " + str(len(w))) for w in words]
+ except Exception as e:
+ works = False
+ print("Exercise 1: wordy_pyramid is broken", e)
+ testResults.append(
+ test(works, "Exercise 1: wordy_pyramid still works"))
+
+ # EXERCISE 2 tests
+ path = "{}/week{}/exercise2.py".format(path_to_code_to_check, WEEK_NUMBER)
+ print(path)
+
+ e2 = imp.load_source("exercise2", path)
+
+ # Linter test
+ print("Linter test:", path)
+ testResults.append(
+ test(test_flake8(path),
+ "Exercise 2: pass the linter"))
+
+ # pydocstyle test
+ print("Docstyle test:", path)
testResults.append(
- test(ex1runs(),
- "Exercise 1: EXPLAIN TEST HERE"))
+ test(test_pydocstyle(path),
+ "Exercise 2: pass the pydocstyle test"))
+
+ source = ["baaab",
+ "b",
+ "roof",
+ "hell"]
+ result = ["bbaoaaobaobaobbbaaobaobbbaaobaobbbabbaoaaob",
+ "bbaoaaob",
+ "roabbaoabbaf",
+ "hell"]
+ for source, result in zip(source, result):
+ testResults.append(
+ test(e2.abba(source, 2) == result,
+ "exercise 2: abba {}⇨{}".format(source, result)))
+
+ testResults.append(
+ test(e2.draw_square(2) == "2100000100000100000100000100000",
+ "exercise 2: Koch _|-|_"))
+ testResults.append(
+ test(e2.draw_pointy(2) == "210000100001000010000",
+ "exercise 2: Koch _^_"))
+
+ # CLEANUP AND FINISH
print("{0}/{1} (passed/attempted)".format(sum(testResults),
len(testResults)))
if sum(testResults) == len(testResults):
+ nyan_cat()
message = "Rad, you've got all the tests passing!"
completion_message(message, len(message) + 2)
+ # treat()
- return {"of_total": sum(testResults), "mark": len(testResults)}
+ return {"of_total": len(testResults),
+ "mark": sum(testResults),
+ "results": testResults}
if __name__ == "__main__":
diff --git a/week5/week5_system_prep.sh b/week5/week5_system_prep.sh
new file mode 100644
index 00000000..095623c0
--- /dev/null
+++ b/week5/week5_system_prep.sh
@@ -0,0 +1,30 @@
+git config --global credential.helper 'cache --timeout=36000' #cache password for 150 minutes
+git config --global color.ui auto #colour the output in git
+git config --global core.editor "atom --wait"
+
+sudo pip uninstall flake8
+sudo pip install flake8
+sudo pip install colorama
+sudo pip install pydocstyle
+
+apm upgrade
+apm install autocomplete-python
+apm install file-icons
+apm install highlight-selected
+apm install linter
+apm install linter-flake8
+apm install linter-pydocstyle
+apm install markdown-writer
+apm install minimap
+apm install minimap-highlight-selected
+apm install monokai-seti
+apm install open-recent
+apm install pigments
+apm install script
+apm install seti-ui
+apm install sort-lines
+apm install todo-show
+apm install zen
+
+echo
+echo "Everything should be good now!"
diff --git a/week6/.ipynb_checkpoints/Melbourne_AirBnB-checkpoint.ipynb b/week6/.ipynb_checkpoints/Melbourne_AirBnB-checkpoint.ipynb
new file mode 100644
index 00000000..72aa1cc5
--- /dev/null
+++ b/week6/.ipynb_checkpoints/Melbourne_AirBnB-checkpoint.ipynb
@@ -0,0 +1,2251 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Open Data Project\n",
+ "\n",
+ "## Airbnb listings in Melbourne"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "by Cathy Vu_z5061877\n",
+ "github: cathyvu"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "The data I am discussing about today is sourced from the site Inside Airbnb. Which is a project primarily brought to us by Murray Cox; she conceived the project, then sourced the data from the publicly available information that is already provided by the Airbnb listings, proceeded to analyse it and then built the site.\n",
+ "\n",
+ "The data presented is a snapshot of Melbourne’s listings on the 3rd of April, 2017. \n",
+ "\n",
+ "I personally chose to look into Melbourne’s listings as it is the city that many of my friends and I visit the most frequently, so getting a closer look at the listings available would hopefully aid me in planning future trips such as the one for Transmission."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Generic library imports to get us started!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "plt.rcParams['figure.figsize'] = (15, 5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "saved_style_state = matplotlib.rcParams.copy() #give us a style state to go back to"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Importing the Data Set from Inside Airbnb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "loading data set from file\n",
+ "Completed!\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Loading dataset of AirBnB\n",
+ "if os.path.isfile(\"melb_listings.csv\"):\n",
+ " filepath = \"melb_listings.csv\"\n",
+ " print \"loading data set from file\"\n",
+ "else:\n",
+ " filepath = \"http://data.insideairbnb.com/australia/vic/melbourne/2017-04-03/visualisations/listings.csv\"\n",
+ " print \"loading data set from the internet\"\n",
+ "\n",
+ "melb_listings = pd.read_csv(filepath)\n",
+ "print \"Completed!\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## A Summary of the data: The first 5 rows of Melbourne's Airbnb listings"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " id | \n",
+ " name | \n",
+ " host_id | \n",
+ " host_name | \n",
+ " neighbourhood_group | \n",
+ " neighbourhood | \n",
+ " latitude | \n",
+ " longitude | \n",
+ " room_type | \n",
+ " price | \n",
+ " minimum_nights | \n",
+ " number_of_reviews | \n",
+ " last_review | \n",
+ " reviews_per_month | \n",
+ " calculated_host_listings_count | \n",
+ " availability_365 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 17948917 | \n",
+ " Separate | \n",
+ " 123157430 | \n",
+ " Eee | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.949196 | \n",
+ " 145.151698 | \n",
+ " Private room | \n",
+ " 50 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 178 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 17816991 | \n",
+ " lge large | \n",
+ " 121801678 | \n",
+ " Ugarte | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.950484 | \n",
+ " 145.148574 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 364 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 4287875 | \n",
+ " small and comfy . | \n",
+ " 22260925 | \n",
+ " Melroy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.983177 | \n",
+ " 145.171931 | \n",
+ " Private room | \n",
+ " 50 | \n",
+ " 2 | \n",
+ " 33 | \n",
+ " 2017-02-28 | \n",
+ " 1.11 | \n",
+ " 1 | \n",
+ " 333 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 17797801 | \n",
+ " study | \n",
+ " 121617802 | \n",
+ " Strickland | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.944460 | \n",
+ " 145.152215 | \n",
+ " Private room | \n",
+ " 98 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 364 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 17797773 | \n",
+ " master bedroom | \n",
+ " 121617550 | \n",
+ " Choi | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.950239 | \n",
+ " 145.146512 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 172 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name host_id host_name neighbourhood_group \\\n",
+ "0 17948917 Separate 123157430 Eee NaN \n",
+ "1 17816991 lge large 121801678 Ugarte NaN \n",
+ "2 4287875 small and comfy . 22260925 Melroy NaN \n",
+ "3 17797801 study 121617802 Strickland NaN \n",
+ "4 17797773 master bedroom 121617550 Choi NaN \n",
+ "\n",
+ " neighbourhood latitude longitude room_type price \\\n",
+ "0 Greater Dandenong -37.949196 145.151698 Private room 50 \n",
+ "1 Greater Dandenong -37.950484 145.148574 Private room 100 \n",
+ "2 Greater Dandenong -37.983177 145.171931 Private room 50 \n",
+ "3 Greater Dandenong -37.944460 145.152215 Private room 98 \n",
+ "4 Greater Dandenong -37.950239 145.146512 Private room 100 \n",
+ "\n",
+ " minimum_nights number_of_reviews last_review reviews_per_month \\\n",
+ "0 1 0 NaN NaN \n",
+ "1 1 0 NaN NaN \n",
+ "2 2 33 2017-02-28 1.11 \n",
+ "3 1 0 NaN NaN \n",
+ "4 1 0 NaN NaN \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "0 1 178 \n",
+ "1 1 364 \n",
+ "2 1 333 \n",
+ "3 1 364 \n",
+ "4 1 172 "
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#Getting the top 5 rows of data\n",
+ "melb_listings.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(14305, 16)"
+ ]
+ },
+ "execution_count": 130,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "melb_listings.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "The overall size of the entire data set consists of 14306 rows, and 16 columns.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "So essentially 14306 listings all up! Though if you remember, this data is merely a snapshot. Some listings could have since been deleted or some could have been added."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index([u'id', u'name', u'host_id', u'host_name', u'neighbourhood_group',\n",
+ " u'neighbourhood', u'latitude', u'longitude', u'room_type', u'price',\n",
+ " u'minimum_nights', u'number_of_reviews', u'last_review',\n",
+ " u'reviews_per_month', u'calculated_host_listings_count',\n",
+ " u'availability_365'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 131,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "melb_listings.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "The 16 columns consist of those shown above."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "And that is the Airbnb individual ID, room name/description, host ID, host name or names, the latitudinal and longitudinal co-ordinates which then gives us the neighbourhood group which is basically the neighbourhood.\n",
+ "Then there's the room type which varies between an entire home or apartment, a private room, or a shared room.\n",
+ "Followed by its price per night in AUD, minimum nights per stay, total number of reviews for the listing, the date of the last review, an average amount of reviews per month, calculated host listings count (which can show us whether or not the host is running a business with multiple listings or not), and finally the rooms availability throughout the year!\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## With this data, you can ask fundamental questions about Airbnb"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "### Such as the amount of listings within each neighbourhood"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 132,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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1nPrTSVVKkiRJkrQ0jNLS+EbgR8BfVNXPJ1QfSZIkSdISMso9jXcFPmDAKEmS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\n+s6EyrtdkrtV1bkASbYBJnlCeUySvwM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ieioiJbVX7yrgFbYXr2h7SWIC8TmMHpjXqumv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\niYhyXmP7wQ5sPhN4NqNTjM9o2caUVDVM2kfRhP7NRM/Xb9m+pwOb+wD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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Creating a bar graph with the data\n",
+ "melb_listings[\"neighbourhood\"].value_counts().plot(kind=\"bar\", facecolor='#5FC0CE')\n",
+ "#Colour generated from http://colorschemedesigner.com/\n",
+ "plt.title(\"Amount of Listings vs. Neighbourhoods\", fontsize=24)\n",
+ "plt.xlabel(\"Neighbourhoods\", fontsize=18)\n",
+ "plt.ylabel(\"Amount of Listings\", fontsize=18)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "This kind of information is useful for analysing how Airbnb is being used in comparison to the residential housing market. And from the bar graph shown, we can see the normal distribution of Melbourne's listings between all neighbourhoods.\n",
+ "Whereby the amount of properties available are primarily located in the heart of Melbourne; the CBD. From this, we can conclude that it is due to the large supply and demand of both travelers and locals wishing to be as close to the city as possible for its bountiful facilities and services such as the free tram program."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Listings for the Greater Dandenong suburb only"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " id | \n",
+ " name | \n",
+ " host_id | \n",
+ " host_name | \n",
+ " neighbourhood_group | \n",
+ " neighbourhood | \n",
+ " latitude | \n",
+ " longitude | \n",
+ " room_type | \n",
+ " price | \n",
+ " minimum_nights | \n",
+ " number_of_reviews | \n",
+ " last_review | \n",
+ " reviews_per_month | \n",
+ " calculated_host_listings_count | \n",
+ " availability_365 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 17948917 | \n",
+ " Separate | \n",
+ " 123157430 | \n",
+ " Eee | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.949196 | \n",
+ " 145.151698 | \n",
+ " Private room | \n",
+ " 50 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 178 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 17816991 | \n",
+ " lge large | \n",
+ " 121801678 | \n",
+ " Ugarte | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.950484 | \n",
+ " 145.148574 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 364 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 4287875 | \n",
+ " small and comfy . | \n",
+ " 22260925 | \n",
+ " Melroy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.983177 | \n",
+ " 145.171931 | \n",
+ " Private room | \n",
+ " 50 | \n",
+ " 2 | \n",
+ " 33 | \n",
+ " 2017-02-28 | \n",
+ " 1.11 | \n",
+ " 1 | \n",
+ " 333 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 17797801 | \n",
+ " study | \n",
+ " 121617802 | \n",
+ " Strickland | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.944460 | \n",
+ " 145.152215 | \n",
+ " Private room | \n",
+ " 98 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 364 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 17797773 | \n",
+ " master bedroom | \n",
+ " 121617550 | \n",
+ " Choi | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.950239 | \n",
+ " 145.146512 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 172 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 17547269 | \n",
+ " Hotel in Dandenong | \n",
+ " 68813725 | \n",
+ " Ivy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.976183 | \n",
+ " 145.207178 | \n",
+ " Private room | \n",
+ " 125 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 10927751 | \n",
+ " Room for rent noble park | \n",
+ " 365556 | \n",
+ " Rebecca | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969667 | \n",
+ " 145.172255 | \n",
+ " Private room | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 10127951 | \n",
+ " Insaa Apartments Dandenong - 3BR Townhouse | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.991689 | \n",
+ " 145.203059 | \n",
+ " Entire home/apt | \n",
+ " 248 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 2016-12-16 | \n",
+ " 0.28 | \n",
+ " 5 | \n",
+ " 360 | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " 9374434 | \n",
+ " A room with a double bed! | \n",
+ " 48639316 | \n",
+ " Cameron | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.958970 | \n",
+ " 145.145906 | \n",
+ " Private room | \n",
+ " 39 | \n",
+ " 2 | \n",
+ " 5 | \n",
+ " 2017-03-30 | \n",
+ " 0.63 | \n",
+ " 1 | \n",
+ " 203 | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " 14600160 | \n",
+ " 湿地旁的橄榄树之家 The olive tree house | \n",
+ " 60302994 | \n",
+ " Tao | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.003565 | \n",
+ " 145.155980 | \n",
+ " Entire home/apt | \n",
+ " 218 | \n",
+ " 1 | \n",
+ " 33 | \n",
+ " 2017-03-12 | \n",
+ " 4.74 | \n",
+ " 1 | \n",
+ " 127 | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " 3856909 | \n",
+ " 4BR House-DANDENONG–PERFECT LOCAT'N | \n",
+ " 19896788 | \n",
+ " Mary | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.982467 | \n",
+ " 145.214488 | \n",
+ " Entire home/apt | \n",
+ " 132 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 105 | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " 9245788 | \n",
+ " Cosy bed room with private washroom | \n",
+ " 48048221 | \n",
+ " Malhaar | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.967490 | \n",
+ " 145.168888 | \n",
+ " Private room | \n",
+ " 45 | \n",
+ " 1 | \n",
+ " 24 | \n",
+ " 2017-03-24 | \n",
+ " 1.56 | \n",
+ " 1 | \n",
+ " 351 | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " 12501251 | \n",
+ " Private bedroom Double Bed | \n",
+ " 67654086 | \n",
+ " Cris | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.946927 | \n",
+ " 145.145450 | \n",
+ " Private room | \n",
+ " 35 | \n",
+ " 2 | \n",
+ " 8 | \n",
+ " 2017-03-18 | \n",
+ " 0.90 | \n",
+ " 2 | \n",
+ " 147 | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " 16073615 | \n",
+ " Queen bedroom in Springvale with free wifi | \n",
+ " 97858591 | \n",
+ " Swan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951066 | \n",
+ " 145.142706 | \n",
+ " Private room | \n",
+ " 68 | \n",
+ " 2 | \n",
+ " 2 | \n",
+ " 2017-02-27 | \n",
+ " 1.36 | \n",
+ " 3 | \n",
+ " 324 | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " 16461750 | \n",
+ " Big sunny queen size bed + single bed room for... | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.997542 | \n",
+ " 145.149134 | \n",
+ " Private room | \n",
+ " 41 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 2017-03-23 | \n",
+ " 1.53 | \n",
+ " 5 | \n",
+ " 267 | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " 3221228 | \n",
+ " Spacious room - CBD 30m by metro | \n",
+ " 2359587 | \n",
+ " Paul | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.961968 | \n",
+ " 145.162627 | \n",
+ " Private room | \n",
+ " 35 | \n",
+ " 15 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " 6561521 | \n",
+ " Melbourne Garden Hostel Room1 | \n",
+ " 34310230 | \n",
+ " Karen | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.942196 | \n",
+ " 145.144605 | \n",
+ " Shared room | \n",
+ " 39 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-03-02 | \n",
+ " 0.28 | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " 10531333 | \n",
+ " i am friendly | \n",
+ " 54307006 | \n",
+ " Beatriz | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.999524 | \n",
+ " 145.177937 | \n",
+ " Entire home/apt | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " 6559957 | \n",
+ " Melbourne Garden Hostel Room2 | \n",
+ " 34310230 | \n",
+ " Karen | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.941005 | \n",
+ " 145.145696 | \n",
+ " Shared room | \n",
+ " 20 | \n",
+ " 1 | \n",
+ " 7 | \n",
+ " 2017-02-16 | \n",
+ " 0.38 | \n",
+ " 4 | \n",
+ " 350 | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " 17834431 | \n",
+ " The view is very beautiful | \n",
+ " 121978021 | \n",
+ " Gyg | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.977062 | \n",
+ " 145.209971 | \n",
+ " Private room | \n",
+ " 98 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 20 | \n",
+ " 11148934 | \n",
+ " Tuscan Villa in amazing views. | \n",
+ " 57964239 | \n",
+ " Dominic Pappalardo | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.952764 | \n",
+ " 145.227037 | \n",
+ " Private room | \n",
+ " 75 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 21 | \n",
+ " 12988604 | \n",
+ " A Third Floor Apartment Close to Amenities | \n",
+ " 64704997 | \n",
+ " Olga | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.956325 | \n",
+ " 145.181973 | \n",
+ " Entire home/apt | \n",
+ " 90 | \n",
+ " 7 | \n",
+ " 2 | \n",
+ " 2017-01-23 | \n",
+ " 0.31 | \n",
+ " 1 | \n",
+ " 15 | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " 13033196 | \n",
+ " 2nd bedroom in large modern home. | \n",
+ " 33329279 | \n",
+ " Myrna | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969823 | \n",
+ " 145.209711 | \n",
+ " Private room | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 8 | \n",
+ " 2017-03-05 | \n",
+ " 1.20 | \n",
+ " 2 | \n",
+ " 355 | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " 7468159 | \n",
+ " Insaa Apartments Dandenong - 4BR Townhouse | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.992599 | \n",
+ " 145.205270 | \n",
+ " Entire home/apt | \n",
+ " 298 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 5 | \n",
+ " 316 | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " 14269674 | \n",
+ " 1 rooms has ensuite. 2 rooms share b/room.new ... | \n",
+ " 2558544 | \n",
+ " Justine | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.014530 | \n",
+ " 145.202323 | \n",
+ " Private room | \n",
+ " 39 | \n",
+ " 5 | \n",
+ " 1 | \n",
+ " 2016-09-20 | \n",
+ " 0.15 | \n",
+ " 1 | \n",
+ " 342 | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " 10239227 | \n",
+ " Cosy Room No.3 in Quiet Court | \n",
+ " 50855053 | \n",
+ " Bob | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.945757 | \n",
+ " 145.192631 | \n",
+ " Private room | \n",
+ " 55 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-02-19 | \n",
+ " 0.45 | \n",
+ " 4 | \n",
+ " 331 | \n",
+ "
\n",
+ " \n",
+ " 26 | \n",
+ " 690762 | \n",
+ " Room To Let Next to Chilsom Tafe | \n",
+ " 3529788 | \n",
+ " Thomas | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.974134 | \n",
+ " 145.219546 | \n",
+ " Private room | \n",
+ " 80 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2014-03-01 | \n",
+ " 0.03 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 27 | \n",
+ " 17547377 | \n",
+ " Hotel in Dandenong | \n",
+ " 68813725 | \n",
+ " Ivy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.977851 | \n",
+ " 145.205558 | \n",
+ " Private room | \n",
+ " 140 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " 7095182 | \n",
+ " New Executive Apartment furnished | \n",
+ " 6460810 | \n",
+ " Deborah | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.985800 | \n",
+ " 145.222053 | \n",
+ " Entire home/apt | \n",
+ " 145 | \n",
+ " 2 | \n",
+ " 37 | \n",
+ " 2017-03-30 | \n",
+ " 2.40 | \n",
+ " 2 | \n",
+ " 324 | \n",
+ "
\n",
+ " \n",
+ " 29 | \n",
+ " 11093948 | \n",
+ " Chinese style master bedroom | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951441 | \n",
+ " 145.176522 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 2 | \n",
+ " 10 | \n",
+ " 2017-02-20 | \n",
+ " 0.83 | \n",
+ " 5 | \n",
+ " 336 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " 11763524 | \n",
+ " Charming single room | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951800 | \n",
+ " 145.178036 | \n",
+ " Private room | \n",
+ " 30 | \n",
+ " 2 | \n",
+ " 32 | \n",
+ " 2017-03-25 | \n",
+ " 2.54 | \n",
+ " 5 | \n",
+ " 347 | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " 11762629 | \n",
+ " Amazing double bedroom | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.953545 | \n",
+ " 145.178254 | \n",
+ " Private room | \n",
+ " 45 | \n",
+ " 2 | \n",
+ " 16 | \n",
+ " 2017-03-22 | \n",
+ " 1.27 | \n",
+ " 5 | \n",
+ " 338 | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " 9665733 | \n",
+ " Simple Family House | \n",
+ " 49773227 | \n",
+ " Niroj | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.967619 | \n",
+ " 145.185518 | \n",
+ " Entire home/apt | \n",
+ " 90 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " 12045772 | \n",
+ " Female only. walk to station 3 min | \n",
+ " 55625498 | \n",
+ " Dan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969695 | \n",
+ " 145.174820 | \n",
+ " Private room | \n",
+ " 31 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 2017-03-27 | \n",
+ " 1.00 | \n",
+ " 3 | \n",
+ " 170 | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " 16399867 | \n",
+ " 4bedrooms for up to 14 guests | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.996141 | \n",
+ " 145.150416 | \n",
+ " Private room | \n",
+ " 79 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2017-01-02 | \n",
+ " 0.32 | \n",
+ " 5 | \n",
+ " 357 | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " 17659381 | \n",
+ " Newly renovated, spacious, comfy like home | \n",
+ " 120139961 | \n",
+ " Donna | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.965432 | \n",
+ " 145.145385 | \n",
+ " Entire home/apt | \n",
+ " 94 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 165 | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " 10616480 | \n",
+ " Large family home in quiet area. | \n",
+ " 33329279 | \n",
+ " Myrna | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.970012 | \n",
+ " 145.211618 | \n",
+ " Private room | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 11 | \n",
+ " 2016-11-29 | \n",
+ " 0.80 | \n",
+ " 2 | \n",
+ " 346 | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " 15345802 | \n",
+ " Master bedroom/ensuite in Springvale free wifi | \n",
+ " 97858591 | \n",
+ " Swan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951760 | \n",
+ " 145.142177 | \n",
+ " Private room | \n",
+ " 79 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 2017-03-30 | \n",
+ " 0.61 | \n",
+ " 3 | \n",
+ " 140 | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " 8748739 | \n",
+ " Fully furnished 1BB in Mel SE | \n",
+ " 41051832 | \n",
+ " Anu | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.963277 | \n",
+ " 145.184227 | \n",
+ " Private room | \n",
+ " 46 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-03-13 | \n",
+ " 0.47 | \n",
+ " 1 | \n",
+ " 343 | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " 11303220 | \n",
+ " Jolong Park Club House | \n",
+ " 59071825 | \n",
+ " Sisly | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.043218 | \n",
+ " 145.151599 | \n",
+ " Entire home/apt | \n",
+ " 2500 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 53 | \n",
+ " 11763442 | \n",
+ " Spacious double bedroom | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.953217 | \n",
+ " 145.178493 | \n",
+ " Private room | \n",
+ " 149 | \n",
+ " 2 | \n",
+ " 8 | \n",
+ " 2016-09-27 | \n",
+ " 0.64 | \n",
+ " 5 | \n",
+ " 277 | \n",
+ "
\n",
+ " \n",
+ " 54 | \n",
+ " 753220 | \n",
+ " Furnished Bedroom in the Suburbs | \n",
+ " 3961962 | \n",
+ " Kuldeep | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.959625 | \n",
+ " 145.176813 | \n",
+ " Private room | \n",
+ " 75 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 55 | \n",
+ " 12992391 | \n",
+ " Brandnew clean cozy master room with own ensuite | \n",
+ " 46687156 | \n",
+ " Jenny | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.964862 | \n",
+ " 145.163775 | \n",
+ " Private room | \n",
+ " 48 | \n",
+ " 1 | \n",
+ " 20 | \n",
+ " 2017-03-18 | \n",
+ " 2.01 | \n",
+ " 1 | \n",
+ " 50 | \n",
+ "
\n",
+ " \n",
+ " 56 | \n",
+ " 14766827 | \n",
+ " Great Room with Comfortable bed. | \n",
+ " 92106729 | \n",
+ " Zubin | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.988598 | \n",
+ " 145.172359 | \n",
+ " Private room | \n",
+ " 180 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 57 | \n",
+ " 17816898 | \n",
+ " apartments | \n",
+ " 121801080 | \n",
+ " Otoole | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.949837 | \n",
+ " 145.151553 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 180 | \n",
+ "
\n",
+ " \n",
+ " 58 | \n",
+ " 13722058 | \n",
+ " Large bedroom with KING SIZE BED and heating | \n",
+ " 67654086 | \n",
+ " Cris | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.947740 | \n",
+ " 145.145451 | \n",
+ " Private room | \n",
+ " 41 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 2 | \n",
+ " 358 | \n",
+ "
\n",
+ " \n",
+ " 59 | \n",
+ " 16440182 | \n",
+ " Classic and romatic queen bed room near wetland | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.997304 | \n",
+ " 145.149970 | \n",
+ " Private room | \n",
+ " 38 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2017-02-13 | \n",
+ " 0.60 | \n",
+ " 5 | \n",
+ " 355 | \n",
+ "
\n",
+ " \n",
+ " 60 | \n",
+ " 8412000 | \n",
+ " Insaa Apartments Dandenong - 3BR townhouse | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.992269 | \n",
+ " 145.202854 | \n",
+ " Entire home/apt | \n",
+ " 248 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 5 | \n",
+ " 356 | \n",
+ "
\n",
+ " \n",
+ " 61 | \n",
+ " 15260363 | \n",
+ " Luxury house in the keys | \n",
+ " 47934920 | \n",
+ " Yiqian | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.005548 | \n",
+ " 145.145677 | \n",
+ " Private room | \n",
+ " 80 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 2017-02-20 | \n",
+ " 0.70 | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 62 | \n",
+ " 9887196 | \n",
+ " Cosy Room No.1 in Quiet Court | \n",
+ " 50855053 | \n",
+ " Bob | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.946804 | \n",
+ " 145.194149 | \n",
+ " Private room | \n",
+ " 39 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-01-23 | \n",
+ " 0.39 | \n",
+ " 4 | \n",
+ " 358 | \n",
+ "
\n",
+ " \n",
+ " 63 | \n",
+ " 16083734 | \n",
+ " Basic bedroom in Springvale with free wifi | \n",
+ " 97858591 | \n",
+ " Swan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951569 | \n",
+ " 145.144081 | \n",
+ " Private room | \n",
+ " 56 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 2017-02-25 | \n",
+ " 0.97 | \n",
+ " 3 | \n",
+ " 133 | \n",
+ "
\n",
+ " \n",
+ " 64 | \n",
+ " 12276678 | \n",
+ " Spacious 2 bed flat with courtyard | \n",
+ " 8359534 | \n",
+ " Sussie | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.976979 | \n",
+ " 145.204680 | \n",
+ " Entire home/apt | \n",
+ " 100 | \n",
+ " 2 | \n",
+ " 14 | \n",
+ " 2017-03-20 | \n",
+ " 1.44 | \n",
+ " 1 | \n",
+ " 145 | \n",
+ "
\n",
+ " \n",
+ " 65 | \n",
+ " 12045613 | \n",
+ " Female only.步行火车站3分,附近超市24小时 | \n",
+ " 55625498 | \n",
+ " Dan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969772 | \n",
+ " 145.176870 | \n",
+ " Private room | \n",
+ " 31 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2016-04-11 | \n",
+ " 0.08 | \n",
+ " 3 | \n",
+ " 166 | \n",
+ "
\n",
+ " \n",
+ " 66 | \n",
+ " 16501036 | \n",
+ " sunny room with genuine Leather queen bed | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.997209 | \n",
+ " 145.149771 | \n",
+ " Private room | \n",
+ " 52 | \n",
+ " 1 | \n",
+ " 7 | \n",
+ " 2017-03-23 | \n",
+ " 4.38 | \n",
+ " 5 | \n",
+ " 83 | \n",
+ "
\n",
+ " \n",
+ " 67 | \n",
+ " 10757824 | \n",
+ " Female only.交通便利,舒适,安静, | \n",
+ " 55625498 | \n",
+ " Dan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.970094 | \n",
+ " 145.175036 | \n",
+ " Private room | \n",
+ " 31 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2017-03-23 | \n",
+ " 1.00 | \n",
+ " 3 | \n",
+ " 170 | \n",
+ "
\n",
+ " \n",
+ " 68 | \n",
+ " 10195741 | \n",
+ " Dandenong | \n",
+ " 52373654 | \n",
+ " Rajinth Vergil | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.995404 | \n",
+ " 145.223156 | \n",
+ " Private room | \n",
+ " 69 | \n",
+ " 1 | \n",
+ " 4 | \n",
+ " 2017-03-04 | \n",
+ " 1.60 | \n",
+ " 1 | \n",
+ " 351 | \n",
+ "
\n",
+ " \n",
+ " 69 | \n",
+ " 14326294 | \n",
+ " Big room available with Queen Bed | \n",
+ " 87663648 | \n",
+ " Allan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.952961 | \n",
+ " 145.175681 | \n",
+ " Private room | \n",
+ " 37 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 276 | \n",
+ "
\n",
+ " \n",
+ " 70 | \n",
+ " 10127911 | \n",
+ " Insaa Apatrments Dandenong - 2BR Apartment | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.993136 | \n",
+ " 145.203064 | \n",
+ " Entire home/apt | \n",
+ " 198 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2016-10-27 | \n",
+ " 0.19 | \n",
+ " 5 | \n",
+ " 361 | \n",
+ "
\n",
+ " \n",
+ " 71 | \n",
+ " 9537955 | \n",
+ " Melbourne garden hostel | \n",
+ " 34310230 | \n",
+ " Karen | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.942005 | \n",
+ " 145.145451 | \n",
+ " Shared room | \n",
+ " 20 | \n",
+ " 1 | \n",
+ " 13 | \n",
+ " 2017-03-17 | \n",
+ " 0.87 | \n",
+ " 4 | \n",
+ " 355 | \n",
+ "
\n",
+ " \n",
+ " 72 | \n",
+ " 12692275 | \n",
+ " Comfortable Bedroom with Bathroom | \n",
+ " 68813725 | \n",
+ " Ivy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.977441 | \n",
+ " 145.207162 | \n",
+ " Entire home/apt | \n",
+ " 110 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 4 | \n",
+ " 360 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
73 rows × 16 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name host_id \\\n",
+ "0 17948917 Separate 123157430 \n",
+ "1 17816991 lge large 121801678 \n",
+ "2 4287875 small and comfy . 22260925 \n",
+ "3 17797801 study 121617802 \n",
+ "4 17797773 master bedroom 121617550 \n",
+ "5 17547269 Hotel in Dandenong 68813725 \n",
+ "6 10927751 Room for rent noble park 365556 \n",
+ "7 10127951 Insaa Apartments Dandenong - 3BR Townhouse 39093981 \n",
+ "8 9374434 A room with a double bed! 48639316 \n",
+ "9 14600160 湿地旁的橄榄树之家 The olive tree house 60302994 \n",
+ "10 3856909 4BR House-DANDENONG–PERFECT LOCAT'N 19896788 \n",
+ "11 9245788 Cosy bed room with private washroom 48048221 \n",
+ "12 12501251 Private bedroom Double Bed 67654086 \n",
+ "13 16073615 Queen bedroom in Springvale with free wifi 97858591 \n",
+ "14 16461750 Big sunny queen size bed + single bed room for... 107285752 \n",
+ "15 3221228 Spacious room - CBD 30m by metro 2359587 \n",
+ "16 6561521 Melbourne Garden Hostel Room1 34310230 \n",
+ "17 10531333 i am friendly 54307006 \n",
+ "18 6559957 Melbourne Garden Hostel Room2 34310230 \n",
+ "19 17834431 The view is very beautiful 121978021 \n",
+ "20 11148934 Tuscan Villa in amazing views. 57964239 \n",
+ "21 12988604 A Third Floor Apartment Close to Amenities 64704997 \n",
+ "22 13033196 2nd bedroom in large modern home. 33329279 \n",
+ "23 7468159 Insaa Apartments Dandenong - 4BR Townhouse 39093981 \n",
+ "24 14269674 1 rooms has ensuite. 2 rooms share b/room.new ... 2558544 \n",
+ "25 10239227 Cosy Room No.3 in Quiet Court 50855053 \n",
+ "26 690762 Room To Let Next to Chilsom Tafe 3529788 \n",
+ "27 17547377 Hotel in Dandenong 68813725 \n",
+ "28 7095182 New Executive Apartment furnished 6460810 \n",
+ "29 11093948 Chinese style master bedroom 20584468 \n",
+ ".. ... ... ... \n",
+ "43 11763524 Charming single room 20584468 \n",
+ "44 11762629 Amazing double bedroom 20584468 \n",
+ "45 9665733 Simple Family House 49773227 \n",
+ "46 12045772 Female only. walk to station 3 min 55625498 \n",
+ "47 16399867 4bedrooms for up to 14 guests 107285752 \n",
+ "48 17659381 Newly renovated, spacious, comfy like home 120139961 \n",
+ "49 10616480 Large family home in quiet area. 33329279 \n",
+ "50 15345802 Master bedroom/ensuite in Springvale free wifi 97858591 \n",
+ "51 8748739 Fully furnished 1BB in Mel SE 41051832 \n",
+ "52 11303220 Jolong Park Club House 59071825 \n",
+ "53 11763442 Spacious double bedroom 20584468 \n",
+ "54 753220 Furnished Bedroom in the Suburbs 3961962 \n",
+ "55 12992391 Brandnew clean cozy master room with own ensuite 46687156 \n",
+ "56 14766827 Great Room with Comfortable bed. 92106729 \n",
+ "57 17816898 apartments 121801080 \n",
+ "58 13722058 Large bedroom with KING SIZE BED and heating 67654086 \n",
+ "59 16440182 Classic and romatic queen bed room near wetland 107285752 \n",
+ "60 8412000 Insaa Apartments Dandenong - 3BR townhouse 39093981 \n",
+ "61 15260363 Luxury house in the keys 47934920 \n",
+ "62 9887196 Cosy Room No.1 in Quiet Court 50855053 \n",
+ "63 16083734 Basic bedroom in Springvale with free wifi 97858591 \n",
+ "64 12276678 Spacious 2 bed flat with courtyard 8359534 \n",
+ "65 12045613 Female only.步行火车站3分,附近超市24小时 55625498 \n",
+ "66 16501036 sunny room with genuine Leather queen bed 107285752 \n",
+ "67 10757824 Female only.交通便利,舒适,安静, 55625498 \n",
+ "68 10195741 Dandenong 52373654 \n",
+ "69 14326294 Big room available with Queen Bed 87663648 \n",
+ "70 10127911 Insaa Apatrments Dandenong - 2BR Apartment 39093981 \n",
+ "71 9537955 Melbourne garden hostel 34310230 \n",
+ "72 12692275 Comfortable Bedroom with Bathroom 68813725 \n",
+ "\n",
+ " host_name neighbourhood_group neighbourhood latitude \\\n",
+ "0 Eee NaN Greater Dandenong -37.949196 \n",
+ "1 Ugarte NaN Greater Dandenong -37.950484 \n",
+ "2 Melroy NaN Greater Dandenong -37.983177 \n",
+ "3 Strickland NaN Greater Dandenong -37.944460 \n",
+ "4 Choi NaN Greater Dandenong -37.950239 \n",
+ "5 Ivy NaN Greater Dandenong -37.976183 \n",
+ "6 Rebecca NaN Greater Dandenong -37.969667 \n",
+ "7 Don NaN Greater Dandenong -37.991689 \n",
+ "8 Cameron NaN Greater Dandenong -37.958970 \n",
+ "9 Tao NaN Greater Dandenong -38.003565 \n",
+ "10 Mary NaN Greater Dandenong -37.982467 \n",
+ "11 Malhaar NaN Greater Dandenong -37.967490 \n",
+ "12 Cris NaN Greater Dandenong -37.946927 \n",
+ "13 Swan NaN Greater Dandenong -37.951066 \n",
+ "14 May NaN Greater Dandenong -37.997542 \n",
+ "15 Paul NaN Greater Dandenong -37.961968 \n",
+ "16 Karen NaN Greater Dandenong -37.942196 \n",
+ "17 Beatriz NaN Greater Dandenong -37.999524 \n",
+ "18 Karen NaN Greater Dandenong -37.941005 \n",
+ "19 Gyg NaN Greater Dandenong -37.977062 \n",
+ "20 Dominic Pappalardo NaN Greater Dandenong -37.952764 \n",
+ "21 Olga NaN Greater Dandenong -37.956325 \n",
+ "22 Myrna NaN Greater Dandenong -37.969823 \n",
+ "23 Don NaN Greater Dandenong -37.992599 \n",
+ "24 Justine NaN Greater Dandenong -38.014530 \n",
+ "25 Bob NaN Greater Dandenong -37.945757 \n",
+ "26 Thomas NaN Greater Dandenong -37.974134 \n",
+ "27 Ivy NaN Greater Dandenong -37.977851 \n",
+ "28 Deborah NaN Greater Dandenong -37.985800 \n",
+ "29 Dorothy NaN Greater Dandenong -37.951441 \n",
+ ".. ... ... ... ... \n",
+ "43 Dorothy NaN Greater Dandenong -37.951800 \n",
+ "44 Dorothy NaN Greater Dandenong -37.953545 \n",
+ "45 Niroj NaN Greater Dandenong -37.967619 \n",
+ "46 Dan NaN Greater Dandenong -37.969695 \n",
+ "47 May NaN Greater Dandenong -37.996141 \n",
+ "48 Donna NaN Greater Dandenong -37.965432 \n",
+ "49 Myrna NaN Greater Dandenong -37.970012 \n",
+ "50 Swan NaN Greater Dandenong -37.951760 \n",
+ "51 Anu NaN Greater Dandenong -37.963277 \n",
+ "52 Sisly NaN Greater Dandenong -38.043218 \n",
+ "53 Dorothy NaN Greater Dandenong -37.953217 \n",
+ "54 Kuldeep NaN Greater Dandenong -37.959625 \n",
+ "55 Jenny NaN Greater Dandenong -37.964862 \n",
+ "56 Zubin NaN Greater Dandenong -37.988598 \n",
+ "57 Otoole NaN Greater Dandenong -37.949837 \n",
+ "58 Cris NaN Greater Dandenong -37.947740 \n",
+ "59 May NaN Greater Dandenong -37.997304 \n",
+ "60 Don NaN Greater Dandenong -37.992269 \n",
+ "61 Yiqian NaN Greater Dandenong -38.005548 \n",
+ "62 Bob NaN Greater Dandenong -37.946804 \n",
+ "63 Swan NaN Greater Dandenong -37.951569 \n",
+ "64 Sussie NaN Greater Dandenong -37.976979 \n",
+ "65 Dan NaN Greater Dandenong -37.969772 \n",
+ "66 May NaN Greater Dandenong -37.997209 \n",
+ "67 Dan NaN Greater Dandenong -37.970094 \n",
+ "68 Rajinth Vergil NaN Greater Dandenong -37.995404 \n",
+ "69 Allan NaN Greater Dandenong -37.952961 \n",
+ "70 Don NaN Greater Dandenong -37.993136 \n",
+ "71 Karen NaN Greater Dandenong -37.942005 \n",
+ "72 Ivy NaN Greater Dandenong -37.977441 \n",
+ "\n",
+ " longitude room_type price minimum_nights number_of_reviews \\\n",
+ "0 145.151698 Private room 50 1 0 \n",
+ "1 145.148574 Private room 100 1 0 \n",
+ "2 145.171931 Private room 50 2 33 \n",
+ "3 145.152215 Private room 98 1 0 \n",
+ "4 145.146512 Private room 100 1 0 \n",
+ "5 145.207178 Private room 125 1 0 \n",
+ "6 145.172255 Private room 60 1 0 \n",
+ "7 145.203059 Entire home/apt 248 3 1 \n",
+ "8 145.145906 Private room 39 2 5 \n",
+ "9 145.155980 Entire home/apt 218 1 33 \n",
+ "10 145.214488 Entire home/apt 132 2 0 \n",
+ "11 145.168888 Private room 45 1 24 \n",
+ "12 145.145450 Private room 35 2 8 \n",
+ "13 145.142706 Private room 68 2 2 \n",
+ "14 145.149134 Private room 41 1 3 \n",
+ "15 145.162627 Private room 35 15 0 \n",
+ "16 145.144605 Shared room 39 1 6 \n",
+ "17 145.177937 Entire home/apt 60 1 0 \n",
+ "18 145.145696 Shared room 20 1 7 \n",
+ "19 145.209971 Private room 98 1 0 \n",
+ "20 145.227037 Private room 75 1 0 \n",
+ "21 145.181973 Entire home/apt 90 7 2 \n",
+ "22 145.209711 Private room 60 1 8 \n",
+ "23 145.205270 Entire home/apt 298 3 0 \n",
+ "24 145.202323 Private room 39 5 1 \n",
+ "25 145.192631 Private room 55 1 6 \n",
+ "26 145.219546 Private room 80 1 1 \n",
+ "27 145.205558 Private room 140 1 0 \n",
+ "28 145.222053 Entire home/apt 145 2 37 \n",
+ "29 145.176522 Private room 100 2 10 \n",
+ ".. ... ... ... ... ... \n",
+ "43 145.178036 Private room 30 2 32 \n",
+ "44 145.178254 Private room 45 2 16 \n",
+ "45 145.185518 Entire home/apt 90 1 0 \n",
+ "46 145.174820 Private room 31 2 1 \n",
+ "47 145.150416 Private room 79 1 1 \n",
+ "48 145.145385 Entire home/apt 94 2 0 \n",
+ "49 145.211618 Private room 60 1 11 \n",
+ "50 145.142177 Private room 79 2 3 \n",
+ "51 145.184227 Private room 46 1 6 \n",
+ "52 145.151599 Entire home/apt 2500 1 0 \n",
+ "53 145.178493 Private room 149 2 8 \n",
+ "54 145.176813 Private room 75 1 0 \n",
+ "55 145.163775 Private room 48 1 20 \n",
+ "56 145.172359 Private room 180 1 0 \n",
+ "57 145.151553 Private room 100 1 0 \n",
+ "58 145.145451 Private room 41 3 0 \n",
+ "59 145.149970 Private room 38 1 1 \n",
+ "60 145.202854 Entire home/apt 248 3 0 \n",
+ "61 145.145677 Private room 80 3 1 \n",
+ "62 145.194149 Private room 39 1 6 \n",
+ "63 145.144081 Private room 56 2 3 \n",
+ "64 145.204680 Entire home/apt 100 2 14 \n",
+ "65 145.176870 Private room 31 1 1 \n",
+ "66 145.149771 Private room 52 1 7 \n",
+ "67 145.175036 Private room 31 1 1 \n",
+ "68 145.223156 Private room 69 1 4 \n",
+ "69 145.175681 Private room 37 1 0 \n",
+ "70 145.203064 Entire home/apt 198 1 1 \n",
+ "71 145.145451 Shared room 20 1 13 \n",
+ "72 145.207162 Entire home/apt 110 1 0 \n",
+ "\n",
+ " last_review reviews_per_month calculated_host_listings_count \\\n",
+ "0 NaN NaN 1 \n",
+ "1 NaN NaN 1 \n",
+ "2 2017-02-28 1.11 1 \n",
+ "3 NaN NaN 1 \n",
+ "4 NaN NaN 1 \n",
+ "5 NaN NaN 4 \n",
+ "6 NaN NaN 1 \n",
+ "7 2016-12-16 0.28 5 \n",
+ "8 2017-03-30 0.63 1 \n",
+ "9 2017-03-12 4.74 1 \n",
+ "10 NaN NaN 1 \n",
+ "11 2017-03-24 1.56 1 \n",
+ "12 2017-03-18 0.90 2 \n",
+ "13 2017-02-27 1.36 3 \n",
+ "14 2017-03-23 1.53 5 \n",
+ "15 NaN NaN 1 \n",
+ "16 2017-03-02 0.28 4 \n",
+ "17 NaN NaN 1 \n",
+ "18 2017-02-16 0.38 4 \n",
+ "19 NaN NaN 1 \n",
+ "20 NaN NaN 1 \n",
+ "21 2017-01-23 0.31 1 \n",
+ "22 2017-03-05 1.20 2 \n",
+ "23 NaN NaN 5 \n",
+ "24 2016-09-20 0.15 1 \n",
+ "25 2017-02-19 0.45 4 \n",
+ "26 2014-03-01 0.03 1 \n",
+ "27 NaN NaN 4 \n",
+ "28 2017-03-30 2.40 2 \n",
+ "29 2017-02-20 0.83 5 \n",
+ ".. ... ... ... \n",
+ "43 2017-03-25 2.54 5 \n",
+ "44 2017-03-22 1.27 5 \n",
+ "45 NaN NaN 1 \n",
+ "46 2017-03-27 1.00 3 \n",
+ "47 2017-01-02 0.32 5 \n",
+ "48 NaN NaN 1 \n",
+ "49 2016-11-29 0.80 2 \n",
+ "50 2017-03-30 0.61 3 \n",
+ "51 2017-03-13 0.47 1 \n",
+ "52 NaN NaN 1 \n",
+ "53 2016-09-27 0.64 5 \n",
+ "54 NaN NaN 1 \n",
+ "55 2017-03-18 2.01 1 \n",
+ "56 NaN NaN 1 \n",
+ "57 NaN NaN 1 \n",
+ "58 NaN NaN 2 \n",
+ "59 2017-02-13 0.60 5 \n",
+ "60 NaN NaN 5 \n",
+ "61 2017-02-20 0.70 4 \n",
+ "62 2017-01-23 0.39 4 \n",
+ "63 2017-02-25 0.97 3 \n",
+ "64 2017-03-20 1.44 1 \n",
+ "65 2016-04-11 0.08 3 \n",
+ "66 2017-03-23 4.38 5 \n",
+ "67 2017-03-23 1.00 3 \n",
+ "68 2017-03-04 1.60 1 \n",
+ "69 NaN NaN 1 \n",
+ "70 2016-10-27 0.19 5 \n",
+ "71 2017-03-17 0.87 4 \n",
+ "72 NaN NaN 4 \n",
+ "\n",
+ " availability_365 \n",
+ "0 178 \n",
+ "1 364 \n",
+ "2 333 \n",
+ "3 364 \n",
+ "4 172 \n",
+ "5 365 \n",
+ "6 365 \n",
+ "7 360 \n",
+ "8 203 \n",
+ "9 127 \n",
+ "10 105 \n",
+ "11 351 \n",
+ "12 147 \n",
+ "13 324 \n",
+ "14 267 \n",
+ "15 365 \n",
+ "16 365 \n",
+ "17 0 \n",
+ "18 350 \n",
+ "19 365 \n",
+ "20 365 \n",
+ "21 15 \n",
+ "22 355 \n",
+ "23 316 \n",
+ "24 342 \n",
+ "25 331 \n",
+ "26 0 \n",
+ "27 365 \n",
+ "28 324 \n",
+ "29 336 \n",
+ ".. ... \n",
+ "43 347 \n",
+ "44 338 \n",
+ "45 0 \n",
+ "46 170 \n",
+ "47 357 \n",
+ "48 165 \n",
+ "49 346 \n",
+ "50 140 \n",
+ "51 343 \n",
+ "52 365 \n",
+ "53 277 \n",
+ "54 365 \n",
+ "55 50 \n",
+ "56 365 \n",
+ "57 180 \n",
+ "58 358 \n",
+ "59 355 \n",
+ "60 356 \n",
+ "61 365 \n",
+ "62 358 \n",
+ "63 133 \n",
+ "64 145 \n",
+ "65 166 \n",
+ "66 83 \n",
+ "67 170 \n",
+ "68 351 \n",
+ "69 276 \n",
+ "70 361 \n",
+ "71 355 \n",
+ "72 360 \n",
+ "\n",
+ "[73 rows x 16 columns]"
+ ]
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "greater_dandenong = melb_listings.iloc[0:73]\n",
+ "greater_dandenong"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "Now if we look at just the listings available for the Dandenong region which is also a high tourist attraction area due to its exquisite landscape views, plentiful antique and knick knack stores, and a certain cafe themed after Agatha Christie's fictional character; Jane Marple. Which is appropriately named, Miss Marple's Tearoom - I do recommend everyone to pay it a visit if they get the chance! I 10/10 go there every time I swing by Melbourne.\n",
+ "\n",
+ "Continuing on, the Greater Dandenong neighbourhood has a total of 73 listings available."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 134,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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gnWrSNcCPMvPSrnn/DvzvEDHnAxtHxMrAcRHxtMy8uGeegylFJHPnzvWInyRJ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\n/fQrlFOwVqOc4nchpefRxzWM9z898S5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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Creating a bar graph with the above table\n",
+ "greater_dandenong[\"price\"].value_counts().plot(kind=\"bar\", facecolor='#5FC0CE')\n",
+ "#Colour generated from http://colorschemedesigner.com/\n",
+ "plt.title(\"Amount of Listings vs. Price\", fontsize=24)\n",
+ "plt.xlabel(\"Price per night in AUD\", fontsize=18)\n",
+ "plt.ylabel(\"Amount of Listings Available\", fontsize=18)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "And as shown in this bar graph, the most typical pricepoint for this area ranges from 39 to 100AUD. That's a totally reasonable budget for accommodation. But it can go up to 2.5k per night for an entire home (and obviously there’s a very minimal amount of listing at that price, i.e. only one)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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8NFbQGNNgjPks9mjgl9jBqkzc8w9TOIWAiBxM8876Nuzl5H2NMcONN+gS9soViNupxHkE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\ngg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Creating a pie graph\n",
+ "#https://stackoverflow.com/questions/6170246/how-do-i-use-matplotlib-autopct/6170354#6170354\n",
+ "plt.figure(figsize=plt.figaspect(1))\n",
+ "room_type_values = [16, 54, 3] \n",
+ "room_types = ['Entire home/apt', 'Private room', 'Shared room'] \n",
+ "pie_colours = ['#3E94D1','#65A5D1','#0A64A4']\n",
+ "#Colours generated from http://colorschemedesigner.com/\n",
+ "def dandenong_pie(room_type_values):\n",
+ " def my_autopct(pct):\n",
+ " total = sum(room_type_values)\n",
+ " val=int((pct*total/100.0)+0.5)\n",
+ " return '{p:.2f}% ({v:d})'.format(p=pct,v=val)\n",
+ " return my_autopct\n",
+ "\n",
+ "plt.pie(room_type_values, labels=room_types, colors=pie_colours, autopct=make_autopct(room_type_values))\n",
+ "plt.title('Room types available in Greater Dandenong', fontsize=24)\n",
+ "plt.axis('equal', fontsize=18)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "Now regarding room types, there are only three available types on Airbnb’s listings. With the majority of over 70 percent being a private room which is usually a separate part of the house and so you’ll most likely be staying with the hosts during your visit. \n",
+ "If you’d very much rather an entire space to yourself however, they are slightly harder to come by, with only 16 available listings. And are most likely over 100AUD per night.\n",
+ "And as for a shared room… Those are just weird. I’m not down with sleeping with strangers in the same room. Luckily for me it only takes up 4 percent of the listings on Airbnb, and they are probably of the lower pricepoints of 20AUD ish."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "And in all honestly, that’s really all I ever look at when picking out accommodation.\n",
+ "And I’ve only really looked into 3 different variables of Inside Airbnb’s data set. I imagine you’d be looking at more or all of them if you were for example, thinking of becoming a host yourself."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## And that concludes my presentation!\n",
+ "#### Cathy Vu_z5061877\n",
+ "#### github: cathyvu"
+ ]
+ }
+ ],
+ "metadata": {
+ "celltoolbar": "Slideshow",
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/week6/.ipynb_checkpoints/basic_pandas-checkpoint.ipynb b/week6/.ipynb_checkpoints/basic_pandas-checkpoint.ipynb
new file mode 100644
index 00000000..9f8d7945
--- /dev/null
+++ b/week6/.ipynb_checkpoints/basic_pandas-checkpoint.ipynb
@@ -0,0 +1,2545 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Pandas\n",
+ "\n",
+ "Messing about with the [NSW Penalty data](http://www.osr.nsw.gov.au/sites/default/files/file_manager/penalty_data_set_0.csv)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "`imports`, you've seen this before!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Some magic that tells jupyter to put graphs and things in the notebook instead of the default behaviour which is to save it as a file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "plt.rcParams['figure.figsize'] = (20, 10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "saved_style_state = matplotlib.rcParams.copy() #give us a style state to go back to"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's check to see if we've already downloaded the data. It's a big file, so we don't want to do it every time we run the code. Even just loading from file takes a few seconds!\n",
+ "\n",
+ "Pandas is pretty smart, it can get data from the internet just as easily as from the file system, it just takes a bit longer.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "loading from file\n",
+ "done\n"
+ ]
+ }
+ ],
+ "source": [
+ "if os.path.isfile(\"penalty_data_set_0.csv\"):\n",
+ " filepath = \"penalty_data_set_0.csv\"\n",
+ " print \"loading from file\"\n",
+ "\n",
+ "penalty_data = pd.read_csv(filepath)\n",
+ "print \"done\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
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+ " FOOD_IND | \n",
+ " BICYCLE_TOY_ETC_IND | \n",
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+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 46 | \n",
+ " 16238 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 8469 | \n",
+ " Stop on/near marked foot crossing | \n",
+ " ROAD RULES 2008 | \n",
+ " 173(1) | \n",
+ " 265 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 20670 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 10247 | \n",
+ " Enter restricted area without offering ticket ... | \n",
+ " RAIL SAFETY (OFFENCES) REGULATION 2008 | \n",
+ " 10(1) | \n",
+ " 200 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 15600 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 6557 | \n",
+ " Own dog uncontrolled in public place-not dange... | \n",
+ " COMPANION ANIMALS ACT 1998 | \n",
+ " 13(2)(a) | \n",
+ " 220 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 352 | \n",
+ " 77440 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 70624 | \n",
+ " Custody of knife in public place - first offence | \n",
+ " SUMMARY OFFENCES ACT 1988 | \n",
+ " 11C(1) | \n",
+ " 550 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 70 | \n",
+ " 38500 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 25 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " OFFENCE_FINYEAR OFFENCE_MONTH OFFENCE_CODE \\\n",
+ "0 2011-2012 01/07/2011 74731 \n",
+ "1 2011-2012 01/07/2011 8469 \n",
+ "2 2011-2012 01/07/2011 10247 \n",
+ "3 2011-2012 01/07/2011 6557 \n",
+ "4 2011-2012 01/07/2011 70624 \n",
+ "\n",
+ " OFFENCE_DESC \\\n",
+ "0 Proceed through red traffic light - Camera Det... \n",
+ "1 Stop on/near marked foot crossing \n",
+ "2 Enter restricted area without offering ticket ... \n",
+ "3 Own dog uncontrolled in public place-not dange... \n",
+ "4 Custody of knife in public place - first offence \n",
+ "\n",
+ " LEGISLATION SECTION_CLAUSE FACE_VALUE \\\n",
+ "0 ROAD RULES 2008 59(1) 353 \n",
+ "1 ROAD RULES 2008 173(1) 265 \n",
+ "2 RAIL SAFETY (OFFENCES) REGULATION 2008 10(1) 200 \n",
+ "3 COMPANION ANIMALS ACT 1998 13(2)(a) 220 \n",
+ "4 SUMMARY OFFENCES ACT 1988 11C(1) 550 \n",
+ "\n",
+ " CAMERA_IND CAMERA_TYPE LOCATION_CODE ... \\\n",
+ "0 Y Red Light / Speed Camera 7163.0 ... \n",
+ "1 NaN NaN NaN ... \n",
+ "2 NaN NaN NaN ... \n",
+ "3 NaN NaN NaN ... \n",
+ "4 NaN NaN NaN ... \n",
+ "\n",
+ " RED_LIGHT_CAMERA_IND SPEED_CAMERA_IND SEATBELT_IND MOBILE_PHONE_IND \\\n",
+ "0 Y NaN NaN NaN \n",
+ "1 NaN NaN NaN NaN \n",
+ "2 NaN NaN NaN NaN \n",
+ "3 NaN NaN NaN NaN \n",
+ "4 NaN NaN NaN NaN \n",
+ "\n",
+ " PARKING_IND CINS_IND FOOD_IND BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \n",
+ "0 NaN NaN NaN NaN 46 16238 \n",
+ "1 Y NaN NaN NaN 78 20670 \n",
+ "2 NaN NaN NaN NaN 78 15600 \n",
+ "3 NaN NaN NaN NaN 352 77440 \n",
+ "4 NaN NaN NaN NaN 70 38500 \n",
+ "\n",
+ "[5 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "`dataframe.head()` gives the top 5 rows, if it was `dataframe.head(3)` it would give the top 3 rows. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can also get the list of columns out of the data frame"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index([u'OFFENCE_FINYEAR', u'OFFENCE_MONTH', u'OFFENCE_CODE', u'OFFENCE_DESC',\n",
+ " u'LEGISLATION', u'SECTION_CLAUSE', u'FACE_VALUE', u'CAMERA_IND',\n",
+ " u'CAMERA_TYPE', u'LOCATION_CODE', u'LOCATION_DETAILS',\n",
+ " u'SCHOOL_ZONE_IND', u'SPEED_BAND', u'SPEED_IND', u'POINT_TO_POINT_IND',\n",
+ " u'RED_LIGHT_CAMERA_IND', u'SPEED_CAMERA_IND', u'SEATBELT_IND',\n",
+ " u'MOBILE_PHONE_IND', u'PARKING_IND', u'CINS_IND', u'FOOD_IND',\n",
+ " u'BICYCLE_TOY_ETC_IND', u'TOTAL_NUMBER', u'TOTAL_VALUE'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "This is useful for you when you are documenting your dataset, you can make each column a heading, and then describe that column's characteristics."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "You can't index a row directly, you need to use the iloc property.\n",
+ "\n",
+ "This gives us the row as a _Series_.\n",
+ "\n",
+ "↓"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "OFFENCE_FINYEAR 2011-2012\n",
+ "OFFENCE_MONTH 01/07/2011\n",
+ "OFFENCE_CODE 8469\n",
+ "OFFENCE_DESC Stop on/near marked foot crossing\n",
+ "LEGISLATION ROAD RULES 2008\n",
+ "SECTION_CLAUSE 173(1)\n",
+ "FACE_VALUE 265\n",
+ "CAMERA_IND NaN\n",
+ "CAMERA_TYPE NaN\n",
+ "LOCATION_CODE NaN\n",
+ "LOCATION_DETAILS NaN\n",
+ "SCHOOL_ZONE_IND NaN\n",
+ "SPEED_BAND NaN\n",
+ "SPEED_IND NaN\n",
+ "POINT_TO_POINT_IND NaN\n",
+ "RED_LIGHT_CAMERA_IND NaN\n",
+ "SPEED_CAMERA_IND NaN\n",
+ "SEATBELT_IND NaN\n",
+ "MOBILE_PHONE_IND NaN\n",
+ "PARKING_IND Y\n",
+ "CINS_IND NaN\n",
+ "FOOD_IND NaN\n",
+ "BICYCLE_TOY_ETC_IND NaN\n",
+ "TOTAL_NUMBER 78\n",
+ "TOTAL_VALUE 20670\n",
+ "Name: 1, dtype: object"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "row_one = penalty_data.iloc[1]\n",
+ "row_one"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "Series objects are _very_ similar to dictionaries. They have more properties though."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Stop on/near marked foot crossing'"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "row_one[\"OFFENCE_DESC\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Doing the same thing on a dataframe gives us the whole column"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 353\n",
+ "1 265\n",
+ "2 200\n",
+ "3 220\n",
+ "4 550\n",
+ "5 93\n",
+ "6 710\n",
+ "7 463\n",
+ "8 88\n",
+ "9 371\n",
+ "10 130\n",
+ "11 1500\n",
+ "12 206\n",
+ "13 265\n",
+ "14 265\n",
+ "15 216\n",
+ "16 278\n",
+ "17 265\n",
+ "18 265\n",
+ "19 3000\n",
+ "20 677\n",
+ "21 353\n",
+ "22 853\n",
+ "23 1059\n",
+ "24 530\n",
+ "25 200\n",
+ "26 216\n",
+ "27 278\n",
+ "28 1915\n",
+ "29 216\n",
+ " ... \n",
+ "246275 109\n",
+ "246276 945\n",
+ "246277 436\n",
+ "246278 446\n",
+ "246279 371\n",
+ "246280 265\n",
+ "246281 530\n",
+ "246282 2252\n",
+ "246283 2025\n",
+ "246284 106\n",
+ "246285 105\n",
+ "246286 2025\n",
+ "246287 506\n",
+ "246288 425\n",
+ "246289 100\n",
+ "246290 560\n",
+ "246291 415\n",
+ "246292 220\n",
+ "246293 2025\n",
+ "246294 417\n",
+ "246295 248\n",
+ "246296 265\n",
+ "246297 1270\n",
+ "246298 417\n",
+ "246299 200\n",
+ "246300 93\n",
+ "246301 112\n",
+ "246302 265\n",
+ "246303 112\n",
+ "246304 80\n",
+ "Name: FACE_VALUE, dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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1d3bmJES6M+htXT/27+eemxxwQH2M5Gc/a2f9XL16+MucbbH38Sc/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\nPeL1/PWvE9/75jfj95LzKpdemr7dF72o99qWW04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I13TXxZX8cCUdiLnSiFfB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\ny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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"].plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "If we do a simple `plot` on this column we get a pretty dense, but useless graph. It much better one would be a histogram."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "The problem we have now is that almost _all_ fines are less than $2000, but there's a very long tail that fills up the right of the graph."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's exclude all the values above $3000, and see what it looks like.\n",
+ "\n",
+ "We can do that with a nice feature of pandas, boolean indexing:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 3000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "That's pretty crazy/powerful, so let's see that happen a bit more clearly.\n",
+ "\n",
+ "We'll make our own series and call it `some_numbers`\n",
+ "\n",
+ "Let's give it the values 0-99 "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 0\n",
+ "1 1\n",
+ "2 2\n",
+ "3 3\n",
+ "4 4\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Note the capital S, I have no idea why they did that!\n",
+ "# but if you get an `AttributeError: 'module' object has no attribute 'series'` error...\n",
+ "# v\n",
+ "some_numbers = pd.Series(range(100))\n",
+ "some_numbers.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can use boolean indexing to get just the values that are less than 8"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 0\n",
+ "1 1\n",
+ "2 2\n",
+ "3 3\n",
+ "4 4\n",
+ "5 5\n",
+ "6 6\n",
+ "7 7\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "some_numbers[some_numbers < 8]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Or we can be fancy and get the numbers that are less than 4 _or_ more than 97:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 0\n",
+ "1 1\n",
+ "2 2\n",
+ "3 3\n",
+ "98 98\n",
+ "99 99\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "some_numbers[(some_numbers < 4) | (some_numbers > 97)] #this needs the round brackets,\n",
+ " # not really sure why."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can be _really fancy_ too!\n",
+ "\n",
+ "This needs to resolve to a list of booleans that matches the list of inputs. It's filtering only for values that are True.\n",
+ "\n",
+ "If we use a list comprehension then we can do almost anything we like!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[True, True, False, False, False, False, False, False, False, True, False, True, True, True, True, True, True, True, False, False, False, False, True, False, True, True, False, False, False, True, False, True, False, True, True, False, False, False, True, True, False]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "0 Dog\n",
+ "1 Goat\n",
+ "9 Donkey\n",
+ "11 Water buffalo\n",
+ "12 Western honey bee\n",
+ "13 dromedary camel\n",
+ "14 Horse\n",
+ "15 silkmoth\n",
+ "16 pigeon\n",
+ "17 goose\n",
+ "22 guineafowl\n",
+ "24 muscovy duck\n",
+ "25 Barbary dove\n",
+ "29 Goldfish\n",
+ "31 Koi\n",
+ "33 Society finch\n",
+ "34 Fancy mouse\n",
+ "38 red fox\n",
+ "39 hedgehog\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pets = [\"Dog\", \"Goat\", \"pig\", \"Sheep\", \"Cattle\", \"Zebu\", \"Cat\", \"Chicken\", \"Guinea pig\", \"Donkey\", \"duck\", \"Water buffalo\", \"Western honey bee\", \"dromedary camel\", \"Horse\", \n",
+ " \"silkmoth\", \"pigeon\", \"goose\", \"Yak\", \"Bactrian camel\", \"Llama\", \"Alpaca\", \"guineafowl\", \"Ferret\", \"muscovy duck\", \"Barbary dove\", \"Bali cattle\", \"Gayal\", \"turkey\", \"Goldfish\", \n",
+ " \"rabbit\", \"Koi\", \"canary\", \"Society finch\", \"Fancy mouse\", \"Siamese fighting fish\", \"Fancy rat and Lab rat\", \"mink\", \"red fox\", \"hedgehog\", \"Guppy\"]\n",
+ "\n",
+ "pets_series = pd.Series(pets)\n",
+ "pattern_of_bools = [\"o\" in x for x in pets_series]\n",
+ "print pattern_of_bools\n",
+ "\n",
+ "pets_series[pattern_of_bools]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "source": [
+ "_Note: the first `in` means a different thing to the second `in`. I was wondering if I should leave this out, but it's probably good to expose you to strange stuff!_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Anyway, back to our fines, it looks like we have a similar pattern of fines here, lots at the bottom end, not so many high value ones. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 3000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's see what's under $1000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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AsGQKGQAAAAAAgCW7pEKmqr6/qt5eVe+vqvdU1c9V1T/a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\nhlPIAMzaytQDAIxMrgF9WVmRa0Bf5BrAcAoZgFn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AAABLppABAAAAAABYMoUMAAAAAADA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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "This warants some further investigation, but we'll come back to it in a bit. First, let's look at some of the other columns."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "In the `LEGISLATION` column it tells us which law was invoked to give this fine. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "ROAD RULES 2008 103558\n",
+ "ROAD RULES 2014 88546\n",
+ "PASSENGER TRANSPORT REGULATION 2007 4446\n",
+ "ROAD TRANSPORT (VEHICLE REGISTRATION) REGULATION 2007 4185\n",
+ "PROTECTION OF THE ENVIRONMENT OPERATIONS ACT 1997 3070\n",
+ "HEAVY VEHICLE NATIONAL LAW (NSW) 2644\n",
+ "LOCAL GOVERNMENT ACT 1993 2088\n",
+ "COMPANION ANIMALS ACT 1998 1937\n",
+ "ROAD TRANSPORT (DRIVER LICENSING) REGULATION 2008 1887\n",
+ "ROAD TRANSPORT ACT 2013 1857\n",
+ "NATIONAL PARKS AND WILDLIFE REGULATION 2009 1655\n",
+ "ENVIRONMENTAL PLANNING AND ASSESSMENT ACT 1979 1650\n",
+ "MARINE SAFETY (GENERAL) REGULATION 2009 1618\n",
+ "LIQUOR ACT 2007 1422\n",
+ "FISHERIES MANAGEMENT ACT 1994 1367\n",
+ "ROAD TRANSPORT (VEHICLE AND DRIVER MANAGEMENT) REGULATION 2005 1166\n",
+ "ROAD TRANSPORT (VEHICLE AND DRIVER MANAGEMENT) ACT 2005 1001\n",
+ "RAIL SAFETY (OFFENCES) REGULATION 2008 993\n",
+ "HOME BUILDING ACT 1989 866\n",
+ "FOOD ACT 2003 850\n",
+ "MARINE SAFETY ACT 1998 827\n",
+ "ROAD TRANSPORT (MASS, LOADING AND ACCESS) REGULATION 2005 670\n",
+ "ENVIRONMENTAL PLANNING AND ASSESSMENT REGULATION 2000 655\n",
+ "ROADS REGULATION 2008 552\n",
+ "ROAD TRANSPORT (GENERAL) REGULATION 2013 549\n",
+ "SUMMARY OFFENCES ACT 1988 506\n",
+ "PROTECTION OF THE ENVIRONMENT OPERATIONS (NOISE CONTROL) REGULATION 2008 503\n",
+ "LIQUOR REGULATION 2008 439\n",
+ "TOW TRUCK INDUSTRY ACT 1998 437\n",
+ "FISHERIES MANAGEMENT (GENERAL) REGULATION 2010 428\n",
+ " ... \n",
+ "LORD HOWE ISLAND REGULATION 2004 3\n",
+ "PHOTO CARD REGULATION 2005 2\n",
+ "MOTOR VEHICLE REPAIRS REGULATION 1999 2\n",
+ "TATTOO PARLOURS REGULATION 2013 2\n",
+ "WESTERN SYDNEY PARKLANDS REGULATION 2013 2\n",
+ "MARINE POLLUTION ACT 2012 2\n",
+ "ROAD RULES 2\n",
+ "MARINE ESTATE MANAGEMENT REGULATION 2009 2\n",
+ "PHOTO CARD REGULATION 2014 2\n",
+ "UNLAWFUL GAMBLING ACT 1998 1\n",
+ "FISHERIES MANAGEMENT (AQUACULTURE) REGULATION 2007 1\n",
+ "EXHIBITED ANIMALS PROTECTION ACT 1986 1\n",
+ "HEMP INDUSTRY ACT 2008 1\n",
+ "ENTERTAINMENT INDUSTRY ACT 2013 1\n",
+ "SPORTING VENUES AUTHORITIES REGULATION 2014 1\n",
+ "NON-INDIGENOUS ANIMALS ACT 1987 1\n",
+ "PETROLEUM (ONSHORE) ACT 1991 1\n",
+ "PROTECTION OF THE ENVIRONMENT OPERATIONS (NOISE CONTROL) REGULATION 2000 1\n",
+ "CHILDREN AND YOUNG PERSONS (CARE AND PROTECTION) ACT 1998 1\n",
+ "ELECTRICITY SUPPLY (CORROSION PROTECTION) REGULATION 2014 1\n",
+ "THREATENED SPECIES CONSERVATION REGULATION 2010 1\n",
+ "VETERINARY PRACTICE ACT 2003 1\n",
+ "FOOD REGULATION 2015 1\n",
+ "COMBAT SPORTS REGULATION 2014 1\n",
+ "WATER MANAGEMENT (GENERAL) REGULATION 2011 1\n",
+ "COMMERCIAL AGENTS AND PRIVATE INQUIRY AGENTS ACT 2004 1\n",
+ "WATER MANAGEMENT (WATER SUPPLY AUTHORITIES) REGULATION 2004 1\n",
+ "STOCK (CHEMICAL RESIDUES) REGULATION 2010 1\n",
+ "EDUCATION AND CARE SERVICES NATIONAL REGULATIONS 1\n",
+ "CONTAMINATED LAND MANAGEMENT ACT 1997 1\n",
+ "Name: LEGISLATION, dtype: int64"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data[\"LEGISLATION\"].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "*ROAD RULES 2008* and *2014* are pretty popular, but only one person got a ticket under the *COMBAT SPORTS REGULATION 2014* and one other person got booked for something under the *TATTOO PARLOURS REGULATION 2013*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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emXluYON81Orm1uZFdGqt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PJm5PWwL2a+C88kdOr0bLSpEj+vodN+50OdTTTYxpjTL0ByYjp5uYqNNWcLj0P+tx6IrlKbv0f8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/FMofAh4plF+CNgPnQ06LVezzAWT4jsG9WpiH9ZCT7gKn7FgUweLiIDpOe2dhrM8U6PEilLKt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\n2HiyvL1lDNci3py7U66oQ9CSs70fukjqfws6VVVd0Hi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jw0zPyWt37E/An4wp7Yk2Yr7s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N+1gbMTZYsZ7j6ClPitUQiuw+y3cZSPPS8CfCVTtigJOrayY5BgqDy9x6FTBZW3T3jBXu7I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\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4c8s4/0Sn8SV1BvoYokf30OkQCuJvl0Uh1l4srNtDSPY/CDnHPOi/R5r8eGWOzvG/J1HZ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\n4b2fXGizLtXtm4URYfqC9/7rTZWE+1cCrnbOPUDzuoT0XefcGeTnYU3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LRf8/VtNmT2Ew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Trrxk1FbgMq8hwgQWWIGXkr8GvEwDZZEGf6BkuSx6LfUmvOKs+XoZQtAUbH/WjW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Jc5uv3zWRtsWsIRNwOLOWxqEL+blMf1YBbrJ07JYlkEDxTaQF1RvlfQ9ZxnRsKdUO3Dpj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gsi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\nFSlWzkOCtA6WqeHeH83sSqSgTJa7JOIDnkK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a8nxL9PdsFOn3IAIjxw2hvUb3awWQwtoE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yYeQjQpnyEKkbkTrv0icqjOVKLeuJF5IqLEzWVkNrMDUCT9QJrz2RCEBj7c3c9M\nuKZjOV+C0/lYpCPeixJIz0FvB9WtwER6z8lxGYwi9pOMoANJRnJeDpzZmJs6JWFuvLLVuNNJsZpQ\n4mb2KnKw3h/2T0L0e2uG/W2BE9x9qRLtfTfS1tzJ16dJazFFSv4GRYze5oFyM2or6EKbSufMsL4R\nQtE8KQ3xokbSFs6XrDljB+BA4P2kOaNFnR3X/axGmr+6nAc56x7gnctjvCUCPP8ZOQz/5u6bRY6P\nARb2gqBKa009CBR3LKbUFZ+vj/QM6tMS5Y9GVO6pc6OZDfLq89csj9ZwG4f9icgW2BAHVvMY7XgX\nnS+Zfcby5YwCrWVWRPktt0BjU6nIIzN7AYFLn0g5Phzlfsll/+517TTnS31ibSSW7G9iZq0cRBOj\np4e/HvutsCKQo12NvDiXAZd6k3syUaEys8FowbI7Mp4+5AXRbm22dwVk8NgJGQIvA05ChsyswXdm\nROOV+PxaGAb3QfRKe3nfJLw3ATs2DDvBafJzD7Q7pgRYd5VYSEyHvvNGhNWh0QHMzH6NnGWpEQcp\n5ZaeGMzsuDx1uPuJsetuRDQvZ6BvZ0eEth0L/KzqSTNSb9pkMzHUfwYaQyqLxjGz11C/HYgWrUni\nXpzD9WNgMU/h4Dchh58pY8xpUe90yKi4NXpmUbrExZCxcltvkeMlodz3kLPlNZrOlgl5lGvrQhRV\nTsWlz/hsZm8gZEcjd9O5qP9tFfbXQ07sQrmbrE0Uoilaa7S771Cw3o+Axb2JWL8XJR4/NewvhKJQ\n+lC9mPLmXOEJKJjQb2ZGkWNx5P10yNEyCDljKkNctvEcaukXU5OY2b5o3rwFzZ2V08Ga6Pt2Q86T\nWZBh6Cso8msccLznoNKKOW5SE0ln6B/LdsP4VLWY0H1rIZ17JPAFrzCSx1rnHBkO3Of9IOdIGTHl\nGTkFLV4vAg5y94kJ560F/KqoHhCu7QEepalfLItoy3pRlGXp5cH5sy1Nh8ZQ4Bso51YtfbWVBEfo\noWht9wIyqiZSioXzy87JgxDt22rA7TQpXBsc5n8BNvAYh3mdEvSCIzwgac1sRxTZ/kHYH4wi8Cvn\nTs9oUy0o8bgua2Z/Bm5295PC/jDgEXeftT+0d0oTqwnIaWZPonXc5chW8GT4vZvOl9I5M6x3hJCh\nMXVjNPZMFo8BwKxv3sm4DEbOxFy2msicsTjNiMQ+c0Z/E6uR5q+TzoNInYsjYNeu7j5fVeXmqHd9\nBGh7DUVmfxg59n0EgJlQsMxOUA8Wmq/rkACC2h/4jhdkgQnXp9rvzGwsor7b2t2XCrayvRBA1NDa\n2zzGmhD6xZeA18N5ryJdowGOmQcBb+pwvnyVZp+5D0WkxftMngjpJZH+v2to76+RA+y6zAv7lvMx\nAmcm5l83s0XRXF+YnnuKoBeYguUUlFPlIpRY8nTEh9yD+OAr867mFRNyLw9H4Pqx395vcV0j0uAE\nRMtQOMSrjLj7oqbQxtHAQwFJMr5xOOH8d4IxfR5EiVKaVqWomNnf0SLxCpSM/qHw+w8RciCOko7L\n7zKO7Ycmj3OiPwYnzFnB4Ls/cEnsug2RQtqQY1BERyPnwUAUmltIgtHuuLAlHd+2aJkVSFZooKP7\nnAkZwKOyClrMPhgQOjsiRMGl9TQzNCiDU9Ni0ThmlhSN0wctFSsjiaJuU6+Hou4FhMxOS4DcSJZc\nqYTvcFsz2x7d6/Bw6Elk2EyMGgIws8WQYfuohMPfQZEthXKeVPHeykjWt9RCZkboy4asDkSpqp5F\nY2lReQGhEA+iNwox9YKwKB+JnDYLAH9MOS+Lhu9NYIvgSHkMWB7xMTdkDkT3kCRfRlFvfcTd5zWz\nLyFFrNfCx9IRlxnNTJe8zyFL2ukXdYmZPY2iBjpuOE0Sdz/XRDEzFnjczPZ090wavLxiZtuhd7g2\nSjZ+GHCju08Ki5DPEaXYdhnfyTL0ddzsk+F4ydI/pmixJu3jOvSORKx6ThlAzEkQk0/DOVOUmNmK\nyNG4FqLmfRpFTfdBawaDwQ+QU7KMxKNLClOxuKKMeznBTbmmSvVVU56F/d39J0XbYsqhtifiJv8Y\nob/HA7uYcoGkye4AcUBUDjkK6Q8rxI13JmT6deGc4wuW247sFepr0Jicj1DEjQj8GdFao2NSo5Pi\nP8DCwEsmmqgV0btvyKwoaqyQTO1OlQISjYBLBXJScJx19+HWjLL+W9A3Um0FHZIeehuYR6CxtSHv\noKi+PpLgVHHg3/HfEyQt0i56vOWYlDBnbOwlo0y7qPv1xP7PmtuLyh/o/W4bVJiTnQe0qSuYQNHb\nI0P6aihitWPR6gDu/gd0r0nHykaSFgLzFZG0+dq9nkiEMEecQBOEf6q7X2OKcjsJMSYk0lrlkCz7\n3erI5heN0r7Hm0Dlj8K5fZpMc95u7D8c269rvLyT3n2moWMW6jMuoPcRZnYMeuaD0Rp8hoLteRnZ\nZRKdL8h+/GrBMoFpzpe65Rs0E0uegz7oBz1HYska5cGMY7MiRGQS6vrrLcodAmyAQk/3RkrNWE8J\n16pS3P1O4E4z2x/4FjJGDADONrPL0OLuA4TyHYUW6C8hypxcCbArkqUR0vRm78s/fHabyJtUw2CQ\na+it1DUkbtkpZxGMFyID6AOeEv4aFvBbuHvS4J8lTu+BP76ffqH7CiltWR45ShvG77jMhRAEuPu7\nZvYBohbqpoxBE8L+NKNxlkTGh428RTSOJVPUrQ0cZGapFHUmmpcd3P2XBdt7JXCamT3l7o/GylwG\n0YgUNULkFld0YcsIw4CG2Q4t0NZERqg+zhd3P79kU9p6b2XFzMaRgmJuIS8gCoQXTFFwSyNkbUPm\nobdzpki5ayJqhRdoJmzuJUFx3RK9j3XQuH4UoupKS5p7D8kUDI39s8Pxy1GCvyif9kooEiRJJpGt\nvE0fzonLC2iBOgcZ95olJZ9DS8nbLzoki9LPdFIXFdJ6Qbe42pTL7PPYOWUiZ69E3/7pyJg3DNgv\nOFqiNGe3JVy7KvqeniHmuGlRZ5b+McVJ0DHWCduaKO/SvxHl2IHIOf58wnXtJF19HEXz9qG2CrJ5\nOGeKEDNbBOUU2hotxJdyJTD9IjLkPGNmP0NjViMybl+0RiiUZ6ohbRhkGk62L3szEnNveo/Jv0Ug\npaS+OhAZIj4F/hAcndOj+zk6HC/kfAlO1B+ixf1JwHnu/mk4lvaNgL6/WUKdRfWeHVAkeR/UtLs/\nZGaHh7YcX7DcdqSWdUQ7UuMa5CbgFDM7EvgmAmtEaZOWBUrTCwUd9Os0QVFPAbfXpRv2Q3E0jl9E\nxUBOd/8L8BcTV/+ONG0F55rZ5cA1HugQOyRPoPmkkTNjQRRF35CFiFEDtyvuPrKd69PmjBzXLQs8\n6snR1IsCg8xs86Lo9DbEgKeD0wqkP/zDYhGJXo7mrzbnAYApV+UeKPrzRTQvr+slEn+32Y4jkO3q\no7C/BnC/B4otUyTyGHfft0i5ORyIDSBj0famztc1yg8QOOF25BD5tZldiByth6KcOWVp4rLm3YXo\nzcJwHL0B3ruQDJxsZeutSxZrcXw6mjlE47rfdAjwcF50fHH3z8Oa6jPg9oSov2jfTrLL/x34qZnd\n4rFI4jBPn0DTqVpIptGO1SiWkVjSRBPRUtz9T3W2ESBEReyHctC8CxwbR76a2U7Ab/IMVGa2JlJq\ntkUL0bHIEdMxCpNg0B2N0GWzovsahBwUY5Ey29GPP4JYHokGi8uRMeQBhMCeBYVvzoAWh7cXKLsV\nHcYSiI9zttjvtfA7mkIX54uU+x7ib2y33Fa8yAbMlqfcgJT8AUKOXA18z92fSbmXxWmGYb6EjD3P\nR8/zEsmOc7Qxjdt7MaRs3W9ms6MErrvlicaxEhR11jsvR0/8O8pR50wIHfMVZFCM0hx9DYWYrhef\n4OqWgN46EX0Ho5FhYxbkmB0bdxRVUN9/aUZRFXpvbdbbqz8WuO4YNDecA6yPwvSXihw/CNjc+0ZK\n5im78U1ti77p8cCpyHgxQzj2LbS4uBQZrF+gBUVEGGveQov3y+mN9JsZcWp/HYXJ7xGc941r7wR+\n7+4/Sih3AqJgPDal3h8Ca7r7Ogn3uAMytH0Sv9csgEJAMpd6Du1Io1+4+6Z1lJ9SZ79ITBkXE73H\nhch5cT59nS+Fjclm9jz5HABfSri2B30Ll5FhmHH3s2LXZeofdX1LdUl4DlHaxzs8H+1j6aSrAa14\nDpqTx3ozx+AAZAw5DTjAQ46s/iwmqqjR6Nkd5e4Pxo4vjGiTN6A3Av02FCWShgYs0oZlieg1SQ6F\n2Pk7AXt74P4P+uo7NPvkUKSfzUnvvrogTWCZI8fSSARK+hzN9xcXNXCHb/AjFE2Wqv+5+6GRa+ZD\nqNvRaHH/naw64mtA6xKFa5bUtY5os011rUHmQuuFNRF4aTcPSYHD8T8ghPF3S7R5cxRFMFfs0Bso\nCruSyMv+LKZ8uI2IzsHUDOQ0UdSMRsbIOdx9+jrqSam7spwZ8T7XZrvmTtLDWs0ZLcqM98f/IpvF\n82H8WAblj+zIGGE10vyZKM5/4hEKrirEzA6jN1Xz+OBw7wp1Xl1jbEZ9syJbyB6IIq6M/ajQfN2u\nmNm/gIPd/brgMHoYrU1Ht2uDzJp3zewtRLt1bYou+wowN4qgfaSddnRCWuh+CyEb4LUIQHNfRDfv\nQU7iJN1ud3pH1USlsT8d0inPoQnMHI7sIgMQbWRxB7m7T9tq2hAKdmhkfyKaSAkfSto2KWyfd6CN\n30IonVcQAmxgxr3MXbDseRAlyiSk1HT6+T8S6n4eOAAY0u1vIrTL0IL2SjQg9CDE3udhf2Jo9yEF\nypwA/CDj+A9RTorc32jkHU4qcY890e8llPulWLk9JcrdLc/Wooy5EPr9E+QQWCXHvUyKbIn7NXwn\ng5BSPgkhnM8I2+/RxHA3MFPk+S6Ws9z7sr4thMa4L7yjI9CEMwmFbX6zUWeJ+5kBOBJF330YtgcR\ngn/Gqp9fpN4N0YT8o8Y3iCbPm8K7m4giIM5CaJTPEJqrjrYk9Ytc7626n9dMAAAgAElEQVTKegtc\nN114bo8go9vSseNXA99us21fQGHgfw3tvAONhRcglHP03JbvBjlYdkMhzO+jxfu6FTzDTUO7TgXm\nifw+L/Dj0LZNs/pNyr3uSWQMTrjfM8s8hxz3k9Yvrgntvqnu7zLhG90R8Zanbh1u055okXZ12juq\noc5VgQEZx58P49VzGdu/Mq5P0j8mfwNTygYsUWFZc6AopI/DuDEi49wzwjN7C82Tfwv/T0Io0K4/\nm5z33IPm4L+32IaEb3JVCujxaFGfdmxVmvp5dN3zMBn6GJqDto/sT9YrQ1/9CIFkhsaum4CcjUuj\nsboHjc/btPkMJxBx/qVt4dxZkR4+EUVnlloDhr6/UkabVgFe78K31Erfr1xHrqBNhdcgketnJ2Gc\nDmPJDCXKWx1FZf0GUQgNDtvqaH34Sda4NDVuyME1Fs3B94Q+Pl1NdQ1ECdg7fY/ro7nnSGDm2LHv\nI4rQPOX0WrtnnPchvdf8NyIDemM/ta+Sc87IuDaxP4Zje4e//UL3a/OdFraX5Sz3cxSxMSD2e21r\n1hbt6ci4j3KBXIzWc08jppJMu01KORPIOV9X+Iw+BRaI7H8ELFPhd5ZmY/4D8LOMvnwWotX6CNlg\nrNPfT6w9hxKxLSGg7gyR/T+iqP0+3xpyxt2L9PceNF/cjIAtqbYPBNJJ2hYI39iHiKnkJvrqqjeR\nY7xN26ZFvtQolp1YMsrBv3bk/5kRD/6BaAFdOLQuZ9s2Qh/XwsgAc5qH5Igp5+dGpZrZ6sg7vy1a\n4IwDLvAOJ+8NKI2x7v5AJ+stImY2BCFuTkHG9n+4+4pm9j1kIJ8zZzmbIqNZI+FdI4ncvIiW5GBg\nS3e/IXZdDxqkGtzem6FBrvEtzIjokMogDPobEm4WRLV1KBpQj3b3W3Nct3arc2Ay/V1lYmYnIM/8\nZt6X23sSQv1egr6d3NE4Jtq0ZTwBIWWi9RiFImM+Q8rI5Qj53ZWklO2ImY1GVHJvISPSm+j9n40M\n4b8HzgNu8SZSojYUUbeiqEJ/XCzUmypV11tUIijEA5Cz7hKUHPX2cLzQuzElxBuFxtjP0Hf8Iy8Z\n5m1mB6D5ciDNiJrZ0Rx/MVpsbECOfpMHcRlQtCujsb30c0goN6tf/Ao40ztAGRprU6kE1HWJmd2C\njMQHe/G8DO3U2zE0YUT/GIX00we9HI1a18T60vQ8jXIrtYxisJJJV0NE2040qRKeBq509z8Xv4Pu\niCkZbkvxjMiu8PwmeSQi3hR1fiKKiExCXC6FFspPIKNjY5xZCkUULYGMzElj5kvIGPnPsD8RWA5F\n6KyKonaP9BhVjJm9CazlYh0YhIw4W7l74XwzRSVEFB+AaC3eBL7r7r8Jka9JkrkGNLNfIZDc1in1\n/Ra9k5Zo+aokjN0X0MyXth8CPTTmyJmBPTus7/e7NUiWmJInv+Tue6UcPx8xaWzc2ZZ1X8K7ugLZ\nSoZ6BblBTDRf0Xc/yd0fa7fcTomZ/YPeaO2ofWmyxOfznP3iVU/IE9nOnNECpR9lrkgzStai+yXo\nD23T/NUVxW1mR6OIsJlQf7jU3R/tYuRLbWNssF3tjtZIs6Hohb2ZwuwQQZ+f1wOdYXhGy7oojdst\nO8t+Nz/SiUD6QiPX6AAEtP8p0mHfRWvBl5Et6Xf0pfaPi7t7UnqKdu6l1brnZfQcB4T9+Le2JKJE\nH4GoiNcOf+cP93inu2/Rog2GgJsnIBv9icA4F0XtEER7ZiiyuDTdNzDN+VKnFJmoIkbP7yPP2vEo\nDL5Sh4WJB3cM+kB/Dpzk7q0SvTc6+TyewodqCqXfFU0MQxCdxTivmLZnapUwkOwKfN3d9zVx/H+A\nPOa5JvAWhsEj3L0PB7WJe7KleEGe2Jon5e0Rt3qDnu3nOa97DaEPz0aKS+LgF3d0dEvM7ClkDPpt\nwrEe1P7paCZtjN6PkaKsWgZFXQhFfQMpogtG3l+tyl0YP77r7vtXXO7DSEH9sZltDfwaIei2QygY\n0Fh1qQcalZqdL433NvmnpP2qFxkJ9fY5pUy9oR8f7e4Ht9O+hHIHIqV7AaSAD0BI/QNpQdWVUt4X\nUZTVEFos3oOTdm/gQ3c/L6WsbelteD0KUUGNR0bY3P0m3Ovm7h7no20cH4Z0g91p8zlEykztF65k\n1h2X8I0ugJDdqVLWcVaiPbcBI+t4HpadiPsiZKyd6O6XFDGOtNmmlYFRXpCfu5tiJWl6rG/S1ePI\nkXTVRMN4ejuGmalBwhh4BULoT0LRecchJ8jOKOn76a4cC/Frr0I66tbx5x0Wv1cDnyU5D0yUW1+O\nOF+GIofG72kapR6LGwZS9NHlPQdNXVkJ93IkyifzPlrQj00bv/KuASPOq8cQ2Cqaj+cQ5MQa0UlD\nsomSs6Uxwd3Xrb81kinQ+fIWsLanUMCYKPrudPfEBOxTo1iFQE4zWwuBTFcJ+xORUzBKqbihF6D7\n7qaUdYR0q1/kcL4sh3T01LyKVet+ZfWHHOVm2svaFRMgdBSwDQKSfhmNHX3m2zqlrm/JzK5H0S43\novX5LcEAXrcdYkn03g+vsMxWAGcA3H2rEmW3st+thOj83qOZ2/dLCHh6mrt/J5TTAG/H1xSObCUN\nWRWtTQbU4Hxp9S19DEwfcb4MBd6MOJUWJab7mShYX0RRMrNkfYdhLDgZOWvGAGd4jTT405wv/UDM\nbCtE+zAUvfyzPSSsqqGuBufhBYieIlG8L194D5oY05LfrYyQxaeghddnKeV2xLBtZjcAx7v7/S3O\nyzS0dUqSkBLxwSdnOUmGwd96Cj90XRLuZz2ErAbR7GyHEimClJ3bSkzK+6BQymcI4ZtEJpEcbWqI\nQ6/kZI39PgbosCj+DhGHD3BC3QYYy+D2DsrXUKSYbJBWhidE41hG7orgmHkdoadW9hANV4XSY0Ka\nrRvKvsrd3zHxZ38P8ez/y92/XLb8lDo/QMaa54Mx5BNEQfWXcHxtZOTfGkUpjkcGjdKG7Rbt6VYU\nVQ+6x0zEYMr3MhwhSD5Feb/eM7M5kFFpX4TWHF5le2P1G7ARMq5tjuatX6NxLTVxeMOpgRYp66Ex\n4//QGHQ94v1/BRlfhyCj1ZpIOb4VOMwTEnan1PUeogH8FfCrKvtNpI5SzyGlrMx+0Q1JmgP7s4Tn\nNrRMe80sCzU1GPW1ge4+IGERsj+iDNg9qw7vYLRONyQY5iYgffOn9I6gOAxRAK7t7vfEriuddNVK\n5s6a0sTMZkOUxKPdfeWE4w0Kr3HAlmjcfADRzpzsGQlzzex14BtpurmZrYIoD4cmHHsB2MdTopPM\nbDPgHHdfKPZ7D7AVTQNEXB8FqlmfhDXFDqiPzowMecvQjArpJWE+LbQGNCVcHoscLo1FvCFHzGh3\nv7vd+5jSpa41SF1iZh8Bw9P6jin32JPuPqizLeusWE1ATjO7Ari7YdsI8+omKOLREKBlIU+JKJta\npEaDeas5owdYg2YS8AcQHe9LaNzaDLiuU/2xrP6Qs+weeuemTRSPRWiWqGdWFL0wChna70NrtNPa\nKbdA/T1o/f5++GkMovVsALpnRbkji35LjTxs53kkD28dzpfIfD0agdIf9woZh3I4SIDiAOcC9Y9A\ndM4Nm+AzwBXufo+ZzYj0jX3Re/shfXNaTgqOjZORrvcrlB+57cidWDtbjUsvoZyzid9S0P3OQ4CX\ndWhGvTwF3IDSLvwx4bo10He7IsrrcrK3GdWSR6Y5XzoklpBYMhjixiDF/ExgjLu/m1ZGRe14nhKJ\nXkPHOIOYtzYi32tcS+/FQLzcTk2seyHk2OtUbGhro01ZFFdfR4Pi52gAACkEJ9OcyHD3c9uof1CS\nw8CErP46cixM8AoQc9ZE2se/AchwdOQo9zFkuD8h7O+MksbPkuPahVqdgxrVa/FjZseib+l25PDZ\nEE1eo4q0vaiYEhJ+w1No87KMFOH4HJ6A8LdsirqjgP3Rt/hFpJiOR4nMSidlDqiC3yDEK8gIsicK\nJX4AoQxuKVN2i3ozJ/TIeY2Fw0jkSP4jWvRdm/QM65S099ZmmaUM2+Fb+S0wPeq3/0T8qr9GnP1n\neIzKsE4xsznRwnwU4jhOiuxaFr3Hb6Gx8yLgEnd/zcxmQor29ohLfdbIpU8hBPUviy70gzPqPKSc\nfkJF/SajvpbPocX1ufpFJ6W/OV/M7ENkjGnQBdwI7OHur4b9yhGiwfD0CgKv/NHdN0pYhLyDIlrf\nSSjCgVkIjptY2S0pNtGcvGE799ApsZI0PREAUuGkq/3tG61azGxdNKZshYxHv3P3/RLOexnY1t3/\nGvrBq8DheYw+WaCScDw1YbyZjUO5ftaI/f4hSrp6LTLkzUPvvpoUHdyQ0vporA1rIAPOdohCeLpI\nfUn1NtrzN0quAc1sBSJAKy+QALtKMbPpvMO00q2krjVIXWKKRj3d3RONdWY2ClFgLtvZlnVWgoH1\nZUTjWhmQ08yeQdTbj4b9+Ly6AnCju8/fRvM7JmY2d9Y8FMBHK7r7fbHf4zRI76Hn8FzYL6TXFJgz\nkqL+ocng4HTWRlQbzV+414NpMpAkirtfXLTsjDqXQfPPTu4+d1XltqjzefJFPC5csNwR6F62R06x\nS1HE/6tUB2aLz9eno7VfH0aQ/ixl7Xdm9hU0xjqwu7vfm3DOvCgSdxSyiRxdl46Rw/lyObCju/eZ\nz83sAkSfPABRft+Fcjfei5ySc0btFCbmgROQc2Ygeg7HuvvLddxbkkxzvtQsJpqvscjYH51sPkAd\nfiyK0HitOy3MJ60WnWUN23VKxNC2M0pCWYmhrY329CCUzc2IqiEqI2lOYklGFZBismCJemdEBvXv\nuPu8sWPrIq9wA031OaIeGV+0nli5tXwPAR22ZMNRZopK+QgY1lhoVy1Baf+Ju58f9r+GwmEH1bng\ntJLc3ma2ATKQb+YpKDnLQVFnorcYhfrP3MiIfSHwZy84cZjZfYiP89jQttMQbcYod/9bkbIK1tsK\nmQP0jvSLKLE7A7O5e2oYfMVtbfne2ii7rPPlXqTAHIeeyY+BxxF/e1fRtWa2anxhGX6fhNB0F6Nv\nLk1uQ8lxBwFveIsQ4zCOHo8U3U+BU939GjMbiRD0k5Dj/Hoq6jd5JO05tLimcL+oW8zsUmBfd5+Y\ncU7ljsmMukpzo5eoa1aE2DoIUQIcghY7kBOxHRw3kxdK7r5Rwv2k6R+Txd0PaPd+OiFWkqbH8lEk\nubuvl1BmrXQi3RAza1A7jkTRQEMQmvaqtPEqjLELNNYtZvY+SgL/VI76UulUw/FtEB3yEgnHFkHR\nNU8i/eXpcOgfKDJ/EbTY/ge9++pKyMmRaQQqoY/OjZ7dKKQ/XYFyfd2N5sus8saEtk4Ra8Assb58\n7T9GCNKOAldiberamtRSgG4trjkEzcm7eCyyy8w2QfrMj/I4OKdksb4MBdDXgVbYSB/Wjos3nL6m\naLNb3P3DsL8QcmBWSqdTlyT0uUdQUvrG/SU6UaxvVMZgBEKI5l2ZLev5lpwz+oznETkVGUM/SJtD\nqtb9yuoPOcvuGkjDzKZ390SH5ZQmpqiU7dH8uioyrh+KIuFS1wkZ5WXN17XnkjGzwShvCMCz7p5m\n68tbXqr9zsxa2QqfRU6t/eNzVViPHIXWI48BR7n7He20tZWEPnMUzTVpHHy+EHAEiu6K6n5LoGgc\nR8xLV0Yd82Z2M3JKjQn7yyAd8iKkoxmKSk7NeV6HM3Oa86VGsezEkpeF/98jeyHcVlhiUQmDw87u\nfk7s935JtxBQG1/ykLfGzK4F9oosCudBSNKBFDC01dTWo9HAPxsa9MZV5WXPaxhsDECR6/6MBrd9\nUFTQDxE6qF+if5KMH3GjWMa1RyA6h4/C/hrA/R7oHcKEM8ZjnPdm9gmwqEeQmib05qJeY34EK8Dt\nHRYOo1CysCHIwPZbd/91Rvm5KOqsN33Thqj/zFfwXt5FxplnTXz7nwAbec38yjmROe6xSL9w7QzA\nN939qjraFuoo/N5K1vMcopF7s+XJva+LvreBaIz4hrvfVmX7qpTY4j1NyizexyB6vNtR1MxQ5FQZ\ngShjfu0RTuoq+k1d0k6/6IbU6ZjMqLN2bnRLSMaNogFzI7ZjjpvHEDqtz0KpTv2jG2JdoOkJ38Sb\ntKYT6QjytB0x5XoajbjVb0aRejejRWirPFWZ6OkW9Z6AvsNNPAZ8Cgvj61Gk4nEp16+KFs7Dab6H\n6ZD+squ731umr5rZ0vH25LiXj1BE73jkEG3wj+fJ9dWDjCUfkPE9xdeAZpbL+O4JkVt1ScJY2StZ\n7v+KWAbQLce10yEj0tYIHPgETX1/MRStvq33swijqqUup5mJSWA7d5+QcnwdpMMlMgnUIVYyeiUc\nKwUOMbPd8rTNE6Iy2pkzykpdul+d+kNd9jIzGwSs7wHFb2YnA1Fn4efAcZ2yb5nZwnnm/IrqWgJ9\ne7sgh99t7r55wTJKz9ftiCk65WdoHRgF4d+CnB/Plyw31X5n6XleoxHA7u4Dex00OxRRir+NIgEP\nKdO2omJm/6b1mnQGpH9HdT9DFNxXI3DN2uG3RvTLd4nQ3JrZScjpuqaZjUZMJ1sgYHCiuPvYkreV\nKtOcLzWKZSeW3A1xjH6OklQmStIEWIeY2fpoYNsS5T+ZM3a8VeRLrogMd3+x3bZmtSuvAtJNMSX+\nayRLewTxZl/p7u9nXphdZiHDYOS6d4DVG5OOmc2MHILzFDXUxsrNFRrvxUPHe1C+oih/9n5oMp0c\n4pu08ExACvVaIGYghXoZGsJvE1FekFoVD8vm9t4LJajeA3Hp3g58A1ghDc1ToN40iroFgN3c/UcF\ny+t3NEfdkuDU2Yoa3lvV0on3ZmYGzIkUwdJjTqS8XMhFL5hXzcz+hWg/rjOzpYGHCeiZ+PyecO0C\nyMF2MhXe69QsnXJMZtRfm/MlfPO7AiciHXFyMu68xicEKunluHH33+Sou3L9oxtiFdH0mPKO4QHA\n0+LcHsQHn0pXFsqqfLFWtZh41ccAp3gERVrAcRB1Qs2Fcmv0MgwnOaFMEel/AL6Cog+jRuavIWTj\neq0MSGa2PE0q5ysp0VeD43JHNBevVMIh/yQyfl0OXNpwZoZnuDoyoqfJjuFv5n3G14DWRuRWXdJf\n9Tszm83d3wv/b0yT9hYUNX5jiTJLAd0KlL89+jYm05Sj8fnKMuVNE4kpiffrnkIXbWYXAXO5+6Yd\nbFOp6JVwrHZwSEKd7cwZablJ30U0k29Fzq1d96tKf0i5tpbIFzPbG4EWNgv7ExHgprFWH47Go9Or\nrDejPY1o6jsam9cISA11DkDpAkaVcL5kzdd1OQ//D0XdfoZsvVEQ/j5oTlqlzHPLst8h2vjEyxAj\n0IHA+3EdzZq0vPegHL2JawqPMa50UmK63zPu/o/Y8WWRE2ZdZNN+F0W/fDM4rG5295PCucOAR9w9\nyoxUv7j7tK2mDeUbWTnj+CpIGehW+/4P0ck8hxTGy1BC3+kTzl2E4KxLKasnbJNiW/S3z2u4hx5g\n7sj+RBQJ09ifBynZXf8eEtr+BeTwuh8NmLO1Uda/gM3D/0uH5zIu650lPb+kZ9jGe2m8/7St8HtB\nCfLuaLH9scpvJVx3I/KsN7bPEG3d5N9q/laWR9Qz24X/z0aIh7uR82nOcN5nKAdE2XpmRMal18L+\n9Aht0Nj6jA0FvoddUCTA5ggptWdkf/PG9zs1b3W9txrb24MMARuH7QO0KNo4upUse17gEkSz2Jgj\n3g7j1jzdvveE9n6KqHYa+x8By6ScG+83X5yS7rWLz3gGtDBo5Ne6HgFUEp9zzW2ZBAyN7L8HLBzZ\nL61bIKfHByhMfl4UjdJnS7nWkFHiBcSN/21gQIk2VKZ/dOlbOQQ5APqMPyiR8hvAoSnXDkZIxDci\n/fENRBs4OKPOPvrSlLoB54fx6C/A3sCQ8HvLuSh8Ny23jOtnQNFaDyIgzYfh/6OAGUvcS6G+ipDb\nFyOKi6dDP1yl5HNcI4zjE1H+ukPCM0xaD/VZG7Uou3C/7tK3lKlbd6lNmwL/iLWp1/oD2KZEuWNC\nv/kNzfxcFyAwxg5l3xlyxhf+9qe2DVHLDIrsrxF9Log+/NwS5a4b3vmPY9/q3Iji5nPk9O3kveZZ\nk/a0cW3SejZR18jz3dLenJFlC/gcgUV3oUO6H23oDznKHggsG/2OI8dmDsemK1HuXSgCKO2d7wzc\n3cHvdx3kiJ4Q3tkklC/2/DAW9ru1Denz9ZI11TcWRWDMlHBsUDj2y5JlF7LfIXBLQ98/Hpg14Zzx\nKDL+hlD+pUlbDc/pVmD2Nq5fEqUHaOzPhQBmE5GeNwnpnR+i6LHGecsg4NDGKE/TwQgMW+tcPC3y\npUaxnIklkUG14cV7CrjdC/LFFmjT9MA3EdJrLRT2djniPizk+TXxMe6AFlojkAMgnp8i08varnQD\n/VGVhKiGUYjT8hlgrbLv3cw+RYvNl8P+R8Cq3gJJH57fbvRODHcFGoD+0/jB3a8r2J5c6F3vbA6g\nUt+KmSUiY+Li7iMrbnKqtIlAykLujUFGuRPcfUx4RjNHLnfkUC6UdM1qooJqUecOnhMtGMbiBd09\nK0dIFW0q/d66IXW9NzObDRnbvoCc/g1KvaWQs6dBY1MYjW+iZTnW3T8I+1sCv/cmt/fswIXuvlXB\ncuNUO5Oj30IkzA/d/ZuRY9F+Mx1ytlyccK9vI2qJPvdqZvO7+ytF2pnjPvpdvwh1nY2exzNoAXCl\nu7/Zrb5hFXCjtyi7IUlKeIMaIClHxa3AgsBZwBn0jgJtFhoQ3xltqEz/6IZYSZoeM5sDOb8XQGNP\nFIm4E8oXtbq7v51QZ7+k3y0rJhqT7dB38BUEKNkERQR3JBdiFZK3ryIKitHh/6uQAbGqBL5fQOPX\nSLQeehBF+NxFRuJld78zoazFQzt39RhVZYjAXMX7UeSk9Y1I7xONDh2nQrsOuMbdx4X9uL5/BLCO\nF0yo3U4EbItyp6qxpawkRIPkYijIWfa+iAJ+IBofnGauy8M8Rrdet7RjvwjPaXEE8jU0b60JPB9O\nmQfRZiXlfEn6TichIO5P3P0XGW0uNWdYekT6YOAXoYxXaOZtqFX3K6s/5Cx7d0Q/+BWPMY6YqOTu\nAc7wgrl1zexVYDVv5rx9Hc0Fjf3Fgb+5++xF29yuhIjW1ZFDZh2Uo2V69A1+uWBZ43Kc5u4+umAz\no3XE5+s7kS30Gq8wp5+ZvQxs7+5/Tjn+VfS9F6b6z2u/Q/kixyCb7y+BE1vNM2a2HPD3TtlOy0SL\nJdig/w1ci76/pdC4/lb4+1MUcLAbML+7fxrK+DGibB4YK/6/KLrqJmqQac6XGsVaJ5Y8BTgcGWai\n8gZS5K6voU3/Rcaf8YiK6u3we+5JzpQrYzSagAchZeaXHuMPNyUmPwUpCKcBP/USSbJatCWTe7q/\nOV9Ce3ZFA/5QtPgf5wXptxLKTTUMtriu40bxKsWKU4ZMUY46M1sMoWT+Hoy8myDE6AJIgZ4XReVc\nikKzP6a18yWLou51lGTwxHDuRERt8ypNxPUn7r575TdbsZjZnQjVdiFwvbs/ETs+O0LB7IwcUaOL\nOhlLtGlHtGhZjYLvrRsSQrxbSnyBkaPcY9E4uHpc0TUlRfwPSi773SLlhutTF+9mtjpaYP67hMOo\nB72rBl3ZZigp+gfACgj59aS7bxXrNzshmrkb3H3HWJlzIxThhZ5A5VeHQaY/9otQb79yTFob3Og5\nyl474/Afo6c2qon8Nl3kt1THTYrBphb9o5tiBWl6zOwMYH3ga+7+n9ixeZFz6w+ewHVdZoE4pUjQ\nNUaiOf4LaH76jbtfnXDuisCDaYYpE7XmpknXhuPbo2jXGdCz/nmbbW/VVw9GiVmvQd/8LS6Kv1rG\nFjNbkiY//RzuPn2Oa2ammVx4NYRQ/a27/zh2Xr/7Bi0fFRruvm79rZGY8txt5CGBd4K+vwz69goB\nAq0k0C1Huf3uvXZD6l6nBUDJNjRzXT6DxrlEkGyd0qbzJe5EsaT9BOdLmu4xGFgJAWUP8RQ6rlhZ\nueeMFuV8jiLJVnD3JSK/1677hbloJ3rnPm2L5s9EbXROhg6yHcr18dWC5X6E1jKJdJZmNhzNyzMV\nbXNVEub+NVD0wF7AF0qutV4A/gGJuQ8BcPct22hqtL7C83WBsj8BFvEUWjFT7t1ny7yznPY7EAjl\nKuB7npMKNMv5YmZzeIQmsAopMv8l2KDfQvSEjqKZ7kDRWH8Ox69Gjun3EW3+70I5I4C/ojlgD3oD\nsQ5DTFBreULOrXZlmvOlRrHsxJI7I8PbE+gjir/0TVFSoHsqbtNbiPJiPPArb/LhZk5ywUi0O1oY\nzI68q5cjBGGv68LCrJCXtY37yeKeHojQHHP0B4O6CYn1dWRcGQdc5+6f5bx2EAq/TRwEWhgGJ4sX\nRHvXJWa2FXC8l+NTHYy4lbdHAy4IPX4lmlzeSbmuB/geGoBB3+iPkbMTFM5+Yn/4VgBMiP2r0Lfs\niF7mfDSpTELJ236K3vnuCGk/B0JZpHL/WwZyD/HH7uzufw/nxhcDI5BiOqzau61HzGxzZARfD/WF\n/yBHxxBgfuRsuhBx//4nrZwa2rUweme7k/O9TU1iZvcA56ct8EJffcDdVylRduqCNjgzlgUeLrEg\nyFqMbomQU2+5+8hYnfeg3Aa7JPUbE7f0nu6+Wqt7qUpa9It50Zh4ER3sF1OaY7IuCYaIf6Pn36De\niMpK4e8/s8rxGKK+Hf1jahIzex7Yy91/n3J8I+DnKX11QJKj2ZTTaRZ3f7ri5nZcTIjgTZA+8A13\n74NYTnBwv4VyprQEPZnZPojy7RnksF4WAbO+U9MtNfrUWcB57v5M5Pe6E+1Oj/TUj4FhSI97DrEb\nNNZeI9DCf1vgRYS8Xtfd70opc5qRPoeYmCeGexMVvjLwUGPMCzrYk0nfd4tySwHdcpTbg2h6KkNd\nT4lSt/OlP4mVjF4J12YBOCZLXA/I0aZRyDGwYoFrWs4ZLa7fEQtcKtoAACAASURBVNgX3ftVTOG6\nnwnkvKqnJFIPY8997j60YLnPAEd5OqB7OwRaW7Rgk0tLcLaMQLR+66BoqJeAP4XtTi+Y69nMfoYA\nNS+g9fn4qo39KfVOj2jdCjkPW5T5PPBtd7815Xiqvtlmveei/ngH+mYejB0/MOXSU1EOysEoOOAG\npC+/Fq6rZfwN4/5Xkf02SeZArE2b0tcGfSly3t7lKQB/E6jw/aj+bmY3hPr28BAJE7vml2guqjwP\n2DTnS41i2YklN0BhTcM8IbGkmZ0P/J8XDInO2aataYZp3UxwxCCPeprz5SP0cY8HbvOAeIsuXsxs\nEZTcfWsKelnbuJ+ssMNfAIcCE70fJEANg8srCA2d2vHcfdWEazNDAFsYBqNld5Iaay+a1FZnuvu9\nZrYechgsDlzi7vsULLMdypDnyYfOS6J66biY2f0opPt7yEj/MxRJd0Y4/m2EUFrSzAyNKaMRovQN\nlIemzwSbhdwzsw+AJRooDTM7Ghks3gn7CwFPF1WuI3XP6YEuIyDQ9kTIhOvd/U9lysxZ71xIsV8o\n1PcGQsMORsj+RENc3VLkvVVQ13ToO9qK3oag3yAO1z59w8zOAo72JoXXtsCN3pvC61IvnvjwLRQ+\nn4bg6gHedfchScdblJ3lfOlBHK+FnS8t6kztN+Fet0Zo6yRD5nDgr+4+R8q91GaQSekX/0Bc+YXp\nFipq0/+MYzIY7bemN+3sXcixPhKNT+OBsR6LUCpRV2n9Y0qUAAI6Mb5wsjaQiKYIiyGNOTj8di5C\neAI8jtD2L1d0G10VM5s7ycif00D6qrvHo/oxs8eAq9z9hLC/M3LEz1LjfYxAc+z2SGe8FIF1XqVe\n58vOKI/QbLFD7yLH6ko0DQnj3f2hVg4hS6Ya6SPegWjFvGIBWezuh3ewzlcQbdvtKcc3AC72GK1b\njnJrAbqFch+lr7O9lxQxik+JUpfzxUTv01LqXIfExUpGr4RrK0efh3IXQfpffMzKe33inJHjurUR\n4OQSOqD7hfXQd4hEYCK67bapV8N6YDVPiSg2JQS/u+icZ2ZnorwdK8XthiaA7v3IsX9QuZYXEzP7\nI7JvPofAZ3chZ8urFZQ9I1qrjkIMHTei/Cm3Jq1V+6uYIq3XQ3lGklgebgPucPeDK663Bzkvn0w5\npUEFF6e1HoZAII3131zk1O0qaK9DYqSTo4h/RxFViTboEnW+hahH0/rpcujd9FmbtyvTnC81S/AK\nH0JfWoTFgTU9IMwTrlsWDWKFjU8F2rYIzZDRBdAC4CKUsDzOU/kkSsZ9OTK2PRl+/wxYDvFbpnpZ\nuyGhM8+PEtZ1HSVmZj/Ic567H5twba38i8GoGv9GLy+r9JjZUcCJKKpiOBpQT0Jo6zPRYruPgyRH\nuaUpQ6Y0CYuO5d39n0FR/JQIr66ZDQMed/eZY9fNQaCWcfflEsrNyl3xNkpAeHdKm1ZHxvdC45KJ\n4uF6xLn5DOLpvAWYBU3ys6Dkp9cUKbcdCc/0SOA4lIvjsIaToRvS6r21Wbah578x8BDNvCNLImfE\ndR7ylcSuq4V/24REXiDehyPHG4rfT7LKcfcjUq7Ncr4sDTxSsfMltd+Ee90CGdf69Jswbv3b3eOc\ns417OZeUvB4NSXoOU7p00jGZUv9ztHbWu7svUrL8fREd6wyIfx5kpP0UJXo918zWRDratsiwPxY5\nYnpSHDdXpxn+29E/+quY2YY0AR6/DH18OKK73Qzleto4dk0rDu61UFR4Hw5uM7sb+IU380hsgIwC\nDcqCs5Bj99tV3WN/lHYMpAHssaQ3IxKmQxEww1oZbYKzeBaP5Ao0sy8jDn1DBvC0OdxRlE2D2mtV\nYAACaI3zEpTIYX7MkobBYAV65/o6GFGc/BLY23ujMfM4X1pJosG2k2J9+dgfd/elO1j/lcDMacAQ\nE+r1A3ffvmC5tQDdwnv9Kc3I/LRyTyhS7pQmVhNDQYt+05jnPUkPq0usjegVU2TXNUgfuK3CNq0I\nXOvu/1dVmTnqHI7WYPe5+wGd0P1M1MfHI/rtjxDg5Qp3H1VB2Q+iaIZEOs2g+33b3ZcvWO48KJfY\np8ip34i0XQLZ4AYi6rZORat/hgAM1yBGjju9hlxkJtDn7mh9PBD4spfLB5qLHrviteEQ4F7EKDCe\n3mvvnYDXgBHtOFJT7HefoTVDpsTnk7qc360k1LsazXE+LreitdIl9LZBT0I5Ux/KUcdKwNzufnPY\n/wiBJhMjs8J396S7Dyp6Py3bMs350h0JL324pyQcr/OlJ9Q1HZp4RqMF6/vuPmfCeQ2evW1R5x6P\nQtSWRXRFWV5WoLOondCZ10PG+Ck6RLku50t491fQfKeN97cksCjwa2DHokgDU76jH7n7xcGYcSdw\nEzJ6lDZwWxuUIVOa5JgEF0HvbHOktOZCx1s2cm8tROP3uCcg90z5Yr7i7usUvJebEaLvFGR02BRF\n9ewZTjkboXlGFCm3CgnGmwuBOZFjsBfy0N3Prbi+2RBaaAYKvLc26xyJ7m0Ld78jdmw9pDzv7+6X\nxI7VhULs5QBMON6DFNREA2kQ9wTO5HDt2TSNcIcho/U7wNHAv4CFUcRPWsHb5biNaJ13ICTbMQnH\nJqGotWWT+k0LQ2UPcB9SpDOaW4w7ekqTOh2TGXVmoQeHoWiHGcvMyabcXdcCZyDKpVfD7/MhNOYB\nqK/eFH6fB83Ta6NcLTvQwnFTtE1Tmpiinn9Bk+/5TWRIPxtFcp/pCdFCpmSuiwBf9xjVgAlt+Xvg\nX0lGGDN7A1FCPRL2z0Xj2FZhfz1kDOsX0bN1SZvOlz7RfPHrM+q9IpR7WNifG+msn6BF+5Kon9wf\nuWwYCX3VzJagyfM+GKEpi0ZwNrjpL0YRg1E5AEUTnuru1yZc+wiwIIpguQIZFB7N6Xzpt7RjljMn\naAfasQKKkr8erVOjhsojEU3S6p4CgOy09Pf32imxmhgKTFHaSTIzSrh8IBr3O+YgbEfMbBdkkF4H\nMT5cBFzkKVRXOcucHhk3p3f3bdpuZO+y0yJuZ0PjxJ+ALT1GG16X7mei8PqJu58f9r+GgBSDvM2o\nbzM7AjgCWM9jqPpgy/kDmhdOLVH2wsB5CHQSzQl4G7Bvqzm0SgkO9rXQN7gusDwaZ++k6Yxpe31r\nYskYib73GZDttIzzJWu+nixJ83U7EhwwP0LAj8Hh53cQQ9AxZR0v7drvgpNzUfRMn3L3z7vsfMmc\n/1Js0D9Fa4DL0Vx/vzdzmTecXGuiHKbDUDTshHD8ETQGJObtDHaTQ919mQpusXfZ05wv9YqlJJY0\ns4cRn3oa5/0olJehcE6MdsTMhiJu+tMyzvkC8rKORIimO5EB4ElaI3Q7htoJnflOZLCozNDWDanR\n+XIIQhnt5u43xI5tjozSP/AIzUbOcj8CFveQxNBE9bG6uz/QZnvboQzZNU8dcQN0tyRuoDZFHSzn\nilBZHkWOzIMUr4nAdmlOqVi5Wci9YYh38253XzNyjSF07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VP9IrShK47JjPZMoIbozUj5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54L6Scu5DxLf7Qtgv9R5Syu1ZQ7QpD80WNHKdPIeSsVae5LFJOzoSvWlmK9NQQBiKfn4z\n1LN12KKIltPT+mjMcLMT8n5/1t0XbaddgxVm9ndkWPxf2D8DONQb+RhnA15JG9OSi/eBjHaMcWZ2\nKA1jy6sEYwsyuLzepN7/IcP6xWgsfj8cL60Uj/dVM5vb3f9VR19NqTcv4mM54BXgpgzjSyXGgbAG\n2gIZXlcGXgTOzVrj1YEgEzSFK1luR2BmzyAP80tRJOAz4XjbxhdTlOZIRMF6T3AaOAhFLV0L7Fm1\n4ntigil/yVEoguNKxMBQeUR6+B1HIwr294DfexOqxIrrX7X5VZC2LjKzLVDb10SUXhegfp+rezGz\nIxDt8cdhf0YvyLJShQOHiep4h9D22ZAz1HaI8WVOekD2G8LgRJP5GroQodkO8vR31oQ22cw2QDLT\n+bFjByGqrfGICnBfxBDR0+/I+ufyeRTpH/8Z9rNy7x0HTOfu388o9yzgPXffr/JGu/vQ1uENTZZR\n0s+3w7EnUDLU6JrZgXE11P0mUuZknV8aKb1aLXde5O37IuL1vANNqFPW/C6jREvRFt/3aD9cuy3w\nUbd//9CWJZGyZTMUtgvyJL8PKdeOAqbvQDveDPUdjSIAlkzbSpT7aeJ7vhvRVUX78yGP+U6+8weQ\nB03W+b2BB7r9beS07wPkkdDsuplQDo+/lahjT2REfQ5FYlTV9qdDn/wsfAs/D+PgFDW/s4+y3lmo\nf9swDq+ZtXXw9y39u7VZ73BEFZM67iOqse2B85BR+wMkkB2MPBInL1Fnn/Eh5fx44NPEsULff7h2\n+TAHfYpoKmYOxz8B5otdN0n4Juds8x1m9psCzzpv8lkT72G2su8hp87MfhHOL0CPzJXd2hBtxH6x\n/SWQF+ZvwlzxBnBYybLnBPZHXqPj0SJwZ2AapEhZKlw3fTi/XUY5KwPnIk/RD8L/KxWov5/8MbFs\nyT4V3t0Csf3ZgfEZ945L9sfBvGWNi+EdvoKirGZuscwpkJf5bcgp6ncoz8vnwIiS7bwByRSnhjIr\n66sFvqVo3ZHckuuP+5DRPLr3GTSfHoloBKPjXxR5D8jI+lukNP4IKV9X6fY300sbomI8N4yNDyPK\n0S+ARdso83vI8/95NLcfgHKQnAmcHn6Po7v97AN1Q9HonyE6wkxdRRvlz40MZS8gZ6dxiKbHuv3s\nGe2dKeP458Dvge8Ak7RQXp85LDn/VdDerDljIxTl/VFo96Zo7VFovBvahrZ2tybz9QT9Ybfb2cLz\n5Onv3kJR9KnyPXJ43S22vyJ9dahR3qKef0f0l+n7rJHJkOlRFN/KOeWuCDxVS5u7/dImlo2GceLl\n2Ie9JfIaLvyxVNCOz7Mmx3B+LuCzNutYHS0EPkRenGchL9s63mum0jQIcNsQFKhUpGhrs73LIUNb\nfAIYFwSgL8K7mqOD7UkbWNseaJE35Crh/8nRgnjN2PklgP91+N3vENqxKzAsdnwYsFs4N6pb30aB\n9retdC34PXwEXIU8JlK3EuX+EkV4TNXhd9aWwQ3Rd3T9t6/gPQwPv8FDSNH73XB8R5T75jViiubY\nfS+hfCXXoaiOFeJ9p432/Af4eoHvcM/Y9gmiDptwLOPea8JYej7wpZRyZ00cq8KYkddvPkXKwdR+\nAyyL6Eazyj2wzHto0t6eM0QDX0cLgulSzk0fzn2tg+15A1gmtn8komqL9jcH/l6y7ChS+DgSikDS\nFxILx/YzDTcF6s2SPx6nJhmt17aM95uUvVNlnuS9A3kDTmhyfk4UQZV2bh204L8PydRPIMPHZsnx\ntUkdCyJPy9fCu70E+BYwacb1MyJ6rv+ieWtPGvlePg3t2bLKvtqk/V/O2caj6Igvp31n4VjLxgE0\nD0fOLPcjqpFpu/wtfanI1sX2TYOMJveG3+X2sF/4W42V9SSKogIlNP8C2CHxrb3Qzd9jIG/h9/kY\n0VRnbiXK3RS4HuklrkLGgMnpUeU/Wi9dCXyScT53Hgrj4ncy3m/m/NekzHbmjLHIqXSGxPEv0LzR\nM7Lf0DY4tybz9YSt2+1s4XlK6+/QGnzp2P4JyOAdvYdRSF/dE+8IRSz9PWOMGI/WQ5HOsZBMj9bs\nmXIJkltqcUIcxhBqg6UnltwXLR4M0ezkckfX0KxJ6ZtwKYlx0N534eIVvN3MdqeRCPI+M3vS3b/W\nTtkpdd2adS68/5s9JIdz9/Fm9jkKDe84TEnGb0ULp21pJF4egRadIIqRLcRG1B/eJtd/CuavuLwI\n1wNHm9l+qA98jLhoIyyJoqQ6Bne/wJR75jTgl2b2IuqHC6DF2SkeC8HsNqx/grFhwCgz+y96pxEe\nyyjC3f0nLVZ7JY1xJ/0jLAF3PyDvvJktiviW96mqzoDTgTPN7DPg1+4+NtQ3DNgFKX52TWnPGmjc\n/i7iIa4EZlYkCW6Z360ZjkDPewvy5rgq8BKvgBTtV3kicWxANFaOR/PGF2iOaBe3I6PCphnnP0Hf\n4V6xY2+iaMoIDpyScu93kZPB2sDaibHUgFfMzFHSZtAC/CAze29Cwe57F34SIa/f/Bvl6rg74979\n0ftIwz+QkiiOou8hD6X6Rc34CaJEfT95wt3fM7Obkfy0bYfaMyP67SKsioxoER5ETjVlsAXwx+i9\nJ+DAtGb2KQ0qxCmtkZz3NUSbcCFKrP10Shn90ET+2Au41cxW8KFcCHn4HvJsz0RR+sYewI5m9ra7\nH5k8YWZzAmOQ92Q/uPtNKPoRM5sWrW9WRYaBS8zsBbS+2T2vAe7+InBwoDFbB9HmXYcUpDOn3HI0\nmr/OD9efiBTgUwEbu/sfQ5v2oLq+mtf+TBqtMO/803Mo6tz9HuCeIOttjZwhJgXOMLNLgWuj9UsM\n+yKqss3d/ck2H6EqvEL6ejVO5eq0ubYsC3f/EEVB/SaSNdEcdwbKL9YKFkAe/Lj7jUGWiNOD308N\n39pEhLpyjl2B8sds6TEKnqy1djcQ6PtGI0fBGdEYtn3atVnjiin322ikd5mV1r/vPJSeM5BD7m7A\nSmZ2EXBlTNYbRW/JfkMYhMibrwco2tHfTQvEc1qujPQArwKY2e2I5rhX3tmPgd+kjREBF6J1zJ0t\nlPkJYuH5R8b5+cI1lWMo50uNsPzEkpPShcRPgfPwBuStlobhwLpV1RvyaIxGCWOnc/cqBYEoP8qf\nIiNW4BP9t7t7eNZzUFLOKNHSbuj3aEfRVratV6LFx6ae6HhmtgPy4huLFgSpcPcLam1kRTAlALsG\nDegfIs+w38fO34r4kg/qQttWQAvdeNLxy939vk63JQ+Wn2Bsjtj/We12d1+jwiZVisBXuhVaCK+A\nPFMXr6Ge45CB4QNk8Esa3PYK182DlB+jEBfxTSiJ72UVtiVLyR5H5b+bmb0E/Njd/2hmiyNP9/OR\nwStXCDCzRWjk6lkV0cbcjRZadwAPe+Crb6E9I5CS4inkcfMM+l0WRQLUCGAFd3+qlXJD2bvknI6P\n9Vm5CSp9/3U+a5vtKtQvOtieF5EC9fGM80sAf/CUhIo1tedVRPd1Z8i18y7iEb411p47qnaIsP5J\neJO5qEolr24ifxghYszdtyjV8AGCwA89R6TUDrL3ku7+ctgvJXub2XBgd2Bfd5+j2fXdhinZ8Y3A\nPh5LZhxk6DEo4vFbQXFdpLxJUWTVhshwO02ZdYSZzYr6XT9HBTP7B4pOvs3M5kORmUcjGrNu9NUl\nc04/irw133H3x015tr4WfWc5ZUbGge0Q5dBkifOTNXHa6zjMLMupzpCMtyfwobvP1rlW5SM4523g\n7te0eN+gTNo82GFmZ6OouKeAi1C+qXesghxAbbZrcpRzZmcUCXcL8G3klf5EwTKmRBFXURl3oRwq\nv/dEsugw/30FGUkMOXOsjAyoE5Cm5Gx3zoit+UajqMDrUQTS6yhKpydkvyEMTjSZrycg6zscTAgO\nMru5+01mNg0yxKwRHEIws5EoX92sifs2QRSuhd5lhe19Femm+zmbhTHtW8jAuwh9c3+DIl9eSM7J\nZvZnNFcnHRyj878F5nL39Sp7kAjeA6FTg3VD3ol3IG+56WLHI+/hBVGysekR7dSSYX86pBiuI+fL\neUW2NuuYEnlrjAnP+QLiWJ273fan1JXJXxrqvxspLm7P2G7r4PfwFjEak5TzmfQzNbbpp8Ty8iDB\nbXhsf1rgjDbKn54UCgmU36LlXBFDW3c3pIC/uM0yIqqND0P/PY4Y53lN7V4BOBkJ+9cDJ4Vjw1DI\n+4006KHGMsjyIKBIkDjf/CfAEiXLWhQp165ESq532/hNnqJvnq7xKLT4G91+ZxW//13Du+qpZ83q\nF11qy6fA/Dnn5yeDgqOm9pyJaGq+CRyPqI4mj53/P+DBkmUnc9WlbWORsTN1K1Fnz8kfXfrOxiPj\nc0RhMxZRCUX7j5NN1TA5Jegbe3UD1g/9bquwPweKiLqfJlRWiNZmOWC/MG++H77bV5Fhf4eSbZoT\nOC3j3FhitMEoonpEnX21wLeUl/Ml2tK+s1z6JCSbbJJy/Hpi+SBR5OQMsf2ZqYFircS7WSv0k/dR\n4t+uUqNV+FxdWbsPbU54vz8EHip5/5QoqiTKB/iH0C8X79LznBrGqr8ix9AoN2HRvE/LAmcjZ9JH\nUPTw2Lx76S97pO7n3F96zkiUsyjwKxTJ7cj5Y8OMazsq+w1tg3NrMl+Pb/bt99pGG/o7JMc+jZw8\nLkNy26Th3C6IBvU/wPLh2BrIoeQj4MwuPOunwEJNfldvZUxD+qyxSAc1e+z47EiOHIsMUpU/z1Dk\nS40wsykQrUrk2X0Dirq4AgnWlXs3dhMhomA0otSYHE2m57hoyOqqc8B4IQUakYXd/bWUc8shipNn\n3X2KlPPDgY3c/cqK2zQOLWaj9/c+SnLYc++vbnTLot/rMLO5UTTIjojv8w53X6vFMmYLZYxGC9bL\nUD6Mv9IlrzMzOxEpZV5F4/Jl7v6fbnvC1feXkjcAACAASURBVIFm3t4tlDM7jSiY1ZGi4TN3L03l\naGZLIU88gOfc/TEz+wZaiF4Xu257REkxNXAt4l3PiuDMqiuidRjl7l+OHR8GTOEFvbwL1tWv3wD7\nkHjWJmXU8h56EWb2GvA9d78x4/y3EUVaRyhd6ozeNLPvkk0r+w1CLosMWSAZGZMGd/c+FD958kc4\nPy/wfFqdgwlm9rMi17l7P/obMzuGvvSNsyKHpRUQn30WfWPPwsy2QRHiP0SL+Y+Atdw9k17NzG5A\nzz8tMjrdjpydbo9kxyZ1Lobmj88R/cy7ob8djN7vS+6+WMp9qfMYit7reKR1mE+y8KPY/5nvMu07\nC2WPBI5w9+8kjifXPD0ls4d2H4MMYb9Fz5BJvVZjOwr1w1bfU12RiUPIhpmtjuS2TVBf+r2779Zm\nmQsj2WwHFO37Z+BqbzESqs02jEV95WjvS4XWdA1iZo8jY9SlwCUeIqeb3WtmqxZpm7vfkVN3y3NG\nTlnDkAHmRRTtM3nKNR2V/YYwONFkvp4A7x2qrVy0o78L0XJnAxug/vd9d7/LzPZHNOWfIiaksSiH\n3h7IUe9sDyxOnURgRviJu1+bcm5NJPvtQl9K7j7wlDQVgSnjZETP+D6ay6dHBvC9PBbhVyWGcr7U\nCHf/FOXyuMTMFkQT/Snovd+KvK0fQVa5riNQT6yLqGg2a/HevwNfRZbRA1By4ZYn4k6gDkVbQbyK\nPAXTlB9/RRFSEd9in0EUmAEprCs1vkC//ASVEOCaWSEB1t03qaK+oggD7bfQov9kd7/flN/jeKQU\nvbCT7SkLE0d6U7j7ESXLH4bCwXdCHoyToui137j723n3ZuBV4GqkkLjZA02VdYhv2cyWRVRzkeL7\nWSRMHAMc5e4fdagdtf5ueVUD55tyfICow84ysz7PneyPwWi2Gg2Dy1eQUPIAojW4HY1dpREMEEkj\nxKHA84j/P6IdOAd5VD+N+J9fRx61uQi0DpuixfsawL8Q/3t0/iDgEGCYmd2GOMFLCZcF+00/g4uZ\nLePuD6UUeShSarb9HjLam9YvLstoS924Bb2rfsaXIJscFK7pCNz9v8AqZjY9osxJKvM2R4reMmWn\nLSC+iiiUNkBy4+mmXBDx3+YapIBqarhJOZcnfwAsH64Z1MhSdhfE5sD23pe+cRhSdg1ITzZ3v9TM\nZkDjyiMUU6K9i8ae2939+VbqM7MNkSwQrT9/ambfQ7Ltw4h6MNUAi+axW4PSEuTJ/ickz4F+j/Fx\nw0tA6b6ahyZKmqZ0xma2jon+8XPgt+7+konmMxoHbirQjJ5IWhHWuEehufZK5H3f1BBXZ5PQeHYB\nWpdWhdUrLGsIGUg4r8yAcqBsg4y1bY+1Ydw60MwORtEcO6E19vB2y24B2yG59I1AgXMRfXNV5eGr\nyJH3dhRBXQh5RpUWyigzZ2SVNdbM/gQshJyU+qAbst8QBicGilGlBRTS35nZZih/iSMqrltctIJp\n+aR2RE5wF5hoBu9AjjYLdUpPkoHrgZ+b2Y1Btx7HvYi14eo0A0se3P1sM7sOBQ0shN7hc6Gsf1bQ\n7lQMRb50GGY2CUoUeTjwNbSoT0ss2ck2zU/fBG23JL2tCpRxCopy+Vv1LcytNzPyxcw2QOGqJ0aW\n37iiDWhL0VairYejd7y+JxJlhuf4J3C+ux+aEcHzhrunKVXaaVMtkUOmZN5N4e47ttjk0ohZ9B9H\nvJBGD1j0y8DM8haTjgTzKUr8biMQb/C2KBLrIrQgeYk2okHM7Bm0qLkUuMjdnwnHa48yMbNfoYiD\nD9FzgGgjpkaKyBmRAuci4Gbk8VFLm+r63QrUW6o/hvHhC0QfElE13usVJZQ2cc2Oi5cXImHuAyaL\njdtHIqqllcP+5sDh7j4ip+yl0Le8NeKzXQDRvvzG3U8P16yI+LEPRcaMI4EbvMU8YEX6Tc6z/hxY\nL8M76Q3ES/9Q2feQ0+asfjEVcJy779dqme0gKO8eRkaG48Nf0Fj9E2SEWMbdX+hku+qGmc2F5MEd\nkLL1AGAVlB9ocuSNBfJy/RzY293PSJSRNNwcmlxoNpE/lkBj4IXuXshAPDHCzD4H5nf3f4X9T4Dl\nvCA3fy8hzEXxBeAINB9+EL/O3UdWXO8DwD1IDt8ZfedPAaPd/cEm95aOWuoGLCea2sx2Qk4A/0My\nyNvIYHMqUqqe7On85j0X7W9mZyDl9e3A/t4korMTMLNlUJu2Qgqnc1GEwICQ8SdWmFnEFrIKDbaQ\nG1B0Rd1rhdm8O1Fa86O5eRSSv2ZCuomrc+6JG6emRPLmJYj+a6lm7yncvykJ545obsu4p/ScYWZ3\nIlqxd8P+hsgR75OJVfYbQm8hb77uRRSQBXYFTqe/s9Z7wA/c/YqUMj8BvuIhQj44bK7o7g/X9yTN\nEeSaRxCN2Gn0HSN2Q46OIz2R46pn4T3AWzcxbugDWhQtpLtR/3BEuXMbWtCPQ8l/p+tGe9p4jvFI\nubZe2D5ChqT1gL8hSohx4doVw3MehLxHnwZO6GBbp0CLzrFImDwBOBF5+jryJp8iXPsBIXdN2J+d\nGrgow/uL58zpSL1d+laeJfCQI0qE8cijfOput63CZ1wqfE+fA2eVuP8LtPj/WsrxphzETcqOcr18\ngATtvUK5i9b4PnZA+U12R8r86PhkyEP8E6SAPhIZP98MY8TGA+l3q7Fd69TRP4B5UcTMuPDMJ6BF\n54XAZ+H4BrHr7wYOiu3PB3yQUfZuNPhqT6XBWfsFUnAtHbv2BODG2P56iHqp1efJ6zdrNHnWy6M2\nppT7KTBvmffQpL1F+sX2XfjelkEGsmRunCeBZTvdnpqfdXoUefcxIV9FOL4+DR7ieH6LOcO38wUy\n1gHMhRS4nyPjSSZ3Pfnyx9jQhim6/V468N5vK7Jl3DsOmDW2/wFk5ynq5Q34WZGthnrfI3B3owXz\nWOQ53fV3UvJ5dkGRPJfSAj86cgLaN/y/aRjn7gXmaVJf7jdIF2T20PaPSeSzSW5d+n2mQE4Rt4bf\n43KUFLzdcucOc+VpYduDGvKaTmwbDZqbaRPH216DhHJmjv0/L3LIOzaaf7v87IZk7iuR7PdP4JQC\n962BjFQfh774K6RAzbp+11D+eELexvD/p8CuOfeVnjPor2uYkJ837E80st/Q1r2t7Hzdi1tKn5qg\nvwNGhjFzPHL0Hx7mwpFo7fk5ifVqrMyelHFRZNz19M3bE/3/ebMtpbw9M7YdqDkX61DkS5cQLJZL\nIuvj7h2s9+vIq2Rr4AXkoXsFmuTb8Wy/rcBl7u5rlik/p948yraIi9fdfVIzOwEJb+uGe9dD3mUL\nV9mmPAQKnL3oS/XyHPoWvuQhzK1T3mzh/R1Mg5LhGCSI/jfsT4s4m1uNoFgAeNl7aIDpVYt+Fsxs\nLnd/veC18yMP+i0RNc3B3iIdSCjnDjRR/w5FqIwJxyuLUAkRAFsjj60VUFjrpcC1Hrjcq0Lwsr3M\n3U/MOL83Shy5XIhK/DYaH9dHhpjfeYtREC22r5LfbaDBzC5HUT7nIEP4qkhBcz/y4L8H2M7d7wxj\n5rvIGHNruH8JlHtoppSyIx7tQz1GFRW+4XFoDPhHOPYAytNwbNj/MkpWPHWLz5PXb25GivPUZ/Wc\n0GYze7Xse2jS3sL9opVyq4KZLU0sBNx7wJO6SpjZT1Gi8jeBA939D7FzY4C73f3gjHt/gb6he5HC\n7zGU5P2uAvVmyR+XowjhAZ87qBmCzPMq4vj/Ius6d98r494bkNEUFGl0G1q0x+/tKJ3qQEIzb80m\n9+Z6pptoH0e6+wOVNTi/PaWjqU2Un4u5+yuBWuczYHV3v6dJnc2+weHAulWvFZq0aUBEJAV56xw0\nfs7q7v8rWc6utBCZOITiMLOzkTz8FEE/4e7vtLsGiUV3zosobbdCjgdTI+Xd1MBmnkIJ2g2Y2cyI\nlmxHd/9awXumR061o5GS9UlPePGb2frAHxBNz/Hu/kY4PieiktwD5Ze9vqpnCeUXGvcHu+w3hO5h\nMLGfQFP93TZoTBuRJguY2dXA++4+OqXMXyNDLsiZ8WISeevq1Is0g5nNSGOMeB45VUYUo5lR6O7+\nu0Q5L2dcOgNyjrsXReuVkhPyMGR8qRmWnVjyLeRlkJpYssb2jEUeume5+7Ox4+0KNqlKnIBp0UAw\nvAbjQV55H6LootfcfVxVirY6EAa8NRAFAajTb4GMYgCzoBDdqt/fKzRP3ou7z99iuclEYFcAe3oX\nQwLDO57d20w63imY2TvAbu5+ac41syBvo+8jr/j9vQl1R4F6F0LC+w5IWX0ZosNY0lNoMNqsa1Fk\n7NgOmMndJ6u4/I+AJbIUO8FI+ERyDDDlOtkeLXwqH5/r+N0GEszsdWATd78vvOs3kdLipHD+TGTM\n2A/4LvoW53L3z8P5/wN+7O7LppQdUTiNRTQMF7n7C2GOex0lFrwpGAHfBtaIFF6mZME3ufusJZ4p\nq9+8gwS41GdtUmbp99Ck3FL9opMIfQRX7pVBhTAXfYJ4zJO5ZDZA9D0fpinxzexYRMXxNAnDzRCa\nw8z2RYb/mdH4cK4naNhy7j2vyHXeQTrVKmBmSxIzxrn74zXWNR6NY9Fi/jLgx4iucQLc/Y8p9ybl\nyidQFFjkUNNRyi0zexbljLvAGvzo1yPKoFx+9LJGqMH6DdYJM5uHvrROFyJHl7E5t2WV1RXl9cQE\nUzLoLZA8tTyi41wf0WkVGqtTyrwByYRHo/XGd0K53wuXnAp83d1XaK/1vQETpe1od98zcXwMzZ07\nVnb31ZqU39Kc0cp4N5hlvyF0D+3M172IJvq7eZAR5tM0/Z2ZrQWc4e5fSRwfk1NmBHf3NVpucE0w\nsxWQHmkbZLQ/F+Udfz/3xvwyF0BGp8fcfddKGhovf8j4Uh+sf2LJl9BEfyVSpr+MPFkz4dXzLd+E\nkrJGOQ5ucndv1/iSUdcwZDU9CC20DnH3y6sqP9SxLuEZUs69gJTXlSva2mjvlsCGyGPqVnc/Kxwf\njwa8tIRZ0XHvpDdbO2jHu7HmNvW0RT+O4F13DPLO2iVufTezqRFd1t4ogu0Ad/9LxfVPghY8O6KF\nyrPAVSga5KmK6xqGFNTXVFzu+4iT/5mM818FHnT36WLHJkGG4krymiTqq/13GwgISrS5ImOsmX2I\nFr7Phv1ZUCTQysiIvoPHkiib2a3Afe5+UEb5BqyNFu8bIQrKr6P+vjxKDLweoqJcwEOEjJl9H9Ft\nrdzGsyX7zWSIBuJCd38q+axNymrrPeSU23K/6ARMSVyPRJ6vM4bD76DIjIM98IUPdJjZ+WQvcLYF\nrkXGl34K1DCPGfBH+htuJiDDcJMqf0yMMLNvoPFhCzS3tb1gG2gws+VQJMAIGrKnowXsTlkOAdZC\nVG7KvXnR6hFSZd1mcqXVlBsxC9ZGNHUTr9UJcPdTKm30RAJTlN/GSCnzTRQtdC7K6ZY5bhYodwwV\nKK+HUAxmtjCSpXYApkERi1e3ulYws/+i9f/jQR/wPqKzejicXwTJUjNU+gDN27UwYr54xN1fDsa9\n/VAel2uRsjhNv1EqCjDIfstmyZ/NZL825oxmRvepkeyzPINY9htC99DOfD3QENaZIzywPKScPwg5\nb3Xd+bwowpi2CKIQey52fCMU0bQIopXbEa33r0W5yG8vWd8qyDlroXbb3q/sIeNLfbCcxJKIcuR4\nGoJ3KryGMG0zmxd9nFGitisQB2hlnu3BI/eIUP4vgF+X8TIqUM844F8ot8t57v5K7NwvkbdwbYq2\nFtv6Q5T86nnk9bok8pza1xSF0xSeSKLbq+hR48sYBp5FP6JJGAF8z93/FI6/iSLKTkVCbOpzVeXB\nGjz2d0BjxldbNQIGhfS+xBR/KFF45QaORL1jgLvc/ZCUc+uhiXr6aKFsZvuhiJTJEF3UNlUK/Z3+\n3XoVYdyewxtRaO+j8eHlxHXTIyX0uMTxmcLxzwvUNRPydByN+tF/UUjxqygK5q7YtbejHDDHtPN8\nsfKiSJfnUZ6DSbOetUk5bb+HxH1jyOgX4XzHFUjhWf6KuPQvQZEdoN9sG5TYdUUfQLQAZWDNKeEe\nAOZH+coykTTc5MkfVbR7oMLMpgI2R84YI5BRuB2Pua4kbW4VZjYCrUOeRrl/4v1tL0QLuUKaQ5YV\niMqtAwWNL52MfMmMpjaz7Zvcfnz4m7cGdHdfoES7NvOcZN1Vw/on4k5F1c6EeTCztxFf/QXI0TC1\nT7ba19tVXg+hHGJOLTsB33b34S3e31NjR6hzY+SMGzlffh84GxiDHCvWQYaHfvKolYwCtDaintuc\nM5oZ3SNDzq+ZSGW/IdSLvPm6uy2rHsnxLuX8O4hea+6yjjSdhJktjtY884ZDfwB+iMbPxVHuy9O8\nkbphITSWlKYYNbP5EHXjNO22v1/ZQ8aX+mBm7yEP1xdM9FifIS7eW5p1jA628VtIoboxmuCuRl4l\nj5Qsb10U1js/Shh7gtcYzhcEhVGIImgeFEb4W+QtPAkSZDZACrBaFW0F2voUop47POxvizgmu0nt\n0myBCIC7X9hiuUnl6qCd5DoBM9udhrA7Flg6djryhI5QOlLKzA5E3P+ZRhEzW9Hd722x3EOAwxDN\nzidoUXGZJ/hGq4aZfQd5P5yAFI1RpMUcaBExD6KIuM4UunoPMho/jXKx/Mnd96mwPfEFSDLSbcBF\nuJVFeA/v0VDYzIA8Efss0LzFXCYF6l0WLd63dPcZm13fQrmZ/Sb2rFFy6Y48ax6a9IufII/Ejd09\nV8FfcZtOAtZEybf/nTg3B/AXFK3RLxfHYIKZ7QCcicbLEyKnleD1tQvyjt/V3c9vsdyekz96AWa2\nMjLMbo6co1bPmv/M7GPgyzG55s/Azt6gHuq4Aq8szOxKFJW/adKz2swMydBfuPsWKfdmRuUWqPdc\n4Efu/kGJNveUAtXyo6njVBXJ78mRp/ewMm0t4gHaqnK6HVgP5nxJkbX6XUI5GbnnKTsHO8oYuJsp\nXrtkfHkIUZ8djPQYpyNv9Ih+9/vAXu6+aMq9paIACzh3ZOb7a2fOyMOQ7DeETqDJfD0B3iPsJ83Q\nRH93PnrWTxCNcRLzoTw376CUABeHMk8oUnen31GQtYcjus+tw/Ysck4+PZLZTfSfO6DxdAb0++7v\n5ShGN0B5Waunnh8yvtSHvMkx6bXQbZgSGG2LFqFLlhBIl0OLsRWAs4AjvYN8nWHiXwt1uI1RPp1L\nUcjZo51qRx5MIY+LeojOCZ48n6BBsFCuC88IIWyjTeOR591YSKU8C9W2nNB5KDFtRTBFRZ2HrPtn\no99q+tglJ2fd6y1GStU1LpnZ88Bx7n522F8L0QdM6e5FaEjaqXsPZAgeRkPImh4ZZ49195+G644H\nFnf3dcL++kih/pX+pZZuy4CKcDOzfwBLu/vbYX93RJ/VFjVPUDDnYafw94Wca9zdd8o5n1f/FO7+\naZl7M8rL7DcFnhUAd78g5d5zi93a+nvI6RdjgZ+6e+a4UgdM/MW7uPtNGefXRbnq5utku+pAASX+\nGcir633gRTQ3L4BoV05ppoRIU07lyR9RvRMLzGwuGjkgpkMLtHPTPHYT9/UU7VU7MLO3kAf5Qxnn\nlwWu9wxaXsuIyi1Qb2kZI9z7FZQz05DD2MrAK+GS2YFnOmh8GUOL0dRBOfAztNa6zd3XbbHOljxA\nJ1aY2apFrnP3O1ost7TyegjNYaJ6aQaPO1IWLLfZmnQ4co7tpPHlA5TH5sUwH39OLK9N8Lz+u7tP\nlXJvKUN0zLljH2KMJEWcO9qdM3LewytMJLLfELqHMvN1L6OJ/i5On5j1zI7W2icgA82RSH8bx9LA\nw/R1IOn4OzKz/wBru/tjJiaIdxAN90VmNhliVdkJ5c7+C6IYvS7P6GJmWdGp0yPasuOBC9z9iAof\nRXUPGV/qg+VzXF4bnfOUxJLdhJmN9BYjX6yRQPbXKJdNKrwD/MUm3vit0cJ6GeBv3sFw9ywkPW/C\nsQ9QQuXn45eGv5441rKXVoE2PYUWrJHyoSqaqp5LCtqrFv08mNn30ARwCxJO32pyS7v11RKRZ+JW\nXchDSHw49mk4VruSwJRwdXNg4XDoORSht7A3wvTvR/lsfhX2v4wWPhOtB2PKAu99tDislT7QzH6f\nc3pSZGgfnjYemlme192h4a8jBV4a3N3XLNTQRp119ZvS76Fg+Wn94nfxftophDFiwazxILT1BXef\norMtqx5FlfiInjD+21yOFEZ5hpsspUum/FF3f+4lmNn1wOo0Fmh/LuoVV1bh1YsI8+/CWX3dRE/8\nfLP+Zv2jcicgTe5uZ6y0Rm7ECYfS9nvx/ZvZtCiXw49QhNU/gLSx7j3U169x98+SJ4t6gPYSzGwK\nYHd3P67bbWkX7Sivh9AciT6e5xDYqoNoL65JS88nbd57HMo7+QEtOHeUnTPMbAV3vy/nPUyQ/Uw0\noPN7LK/oYJL9hjCEqlCV/i44w96IxoFIpor+fkwPrBEyxruR7v58MAp/hChGL0Rrp35w94/j+yny\nZJ/LEYvSnt4irXcRDGt+yRDaRNKb9ezEOQcmNSXWxTsULRI8FLZGXmQgYf9Sd3+oVcNLwD/Qs3w3\n5xoHaje+uPu7YYHyU0TtspSZ3ZZ9eWuKtjbx8+D1GmFy4CA00H0A/B3YncQiti64+2JmtjzywrvT\nzF5Ai7hLvA3v9k4KsC1g6eaXNOet7hTM7EZgObRovTBx7ktFyvBykVJ1vINhKBotji8oGPHVLoJC\nt4+nYvD8XwR4zcymBpZClEsRZqIRnlwJav7dOoGsxXB7hUoxFS97O3fvx4VvolU5CnkvZnmjXI48\nCJN0fND43hwZNOOYFvFLl6VrKdRvUp51fNqzArj7xhllFHkPTZHWL7qI/6Io0Cxj7PxAy7y9Axju\n7j9KHgyKzPj3swrKrdfnsowyU+UPE0VuVGnPOB/UhHXR4uxLKALhZ2b9X1cvOOzUjFeRfJFlaF0+\nXJOJ4KCwCfJC/APF5dZpgyIvExny5+oFy+8ZBK/MPYADgbeBHd39ahPtcZqH+AzAQqivrpEiCyxL\nwwP0LrSOO8rdL6rvKZrDzGZF38zniCJoXHj2XYEDkAw44I0v7n6BmS0BnAb80szSlNfnd7GJAx3v\noLXw+ShXTyU6kR5dkzp95cbkfrN7o3E0UpROE/Pmzsw55O77mNnVaOyInDvuAC7PM5JQfs64yMxe\nQsrM670/Ff1/gdVMOWV2REbqp2LnJzbZbwhDaIoq9HchUvPnyIDzc/rLcE9W2OR2kDbeTRnGu5nD\ndgiicMxC0hCdJU++j4zIuTnZ28FQ5EsXESI0jgS2BCL++XeQ8uhgrzDRc6LeXyGvnQ+ByJq5IDAV\nogbar45664aZDQc2RQPRasgS+nc0iSf5pSco2jrlJdck5HFyYI6wfYAGwnPc/emM6yuHmU2JvKB3\nRALWtcDoNO+7IdQPM7sZLdT7KSNzLPZxT1B395YM7KHctzPKngB3n61EufGQf0ihovOKaehMofyL\nufsTYf8HqK+BwlRHoLFwPZSYbT4PSc3NbGdglLuvXGF7avnd6kIz77o2yl0KKYzWi5Ubp1Zw4Bvu\n/mA4vxKKVBqJlB5He0byzSCAToU8YM71GCd+xvXDEPfvQcjr+BB3v7zF58nrN8MQv///s3fW4XZU\nZxf/vRBIAgR3ijvBCxRogBC0tJQixQrEoFDcXRo8QGmRFvnQokXaIMWDlBYCheJuQYq0eCgSSNb3\nx7tP7rlzZ+bYzJGbWc9zn2TOzOzZI9teWeszSXNXutcK16n6OVQoJ61dgIu9nqecKQEjdboEn4ds\nFI00CmP7ncDrylknqhlIa1dm9kdc7+UVSdOa2Up4Bt63lc4N20mZL/fTiygX6oU1oE9hPbXsPsef\nfct0A+qFmY3Cs8N/rEBzU7ZvBeAWnGLy2JjT687KrRBtCG2cvRKFmT0PDFLQvDGnCzxW0ofmHr29\n8ICz94BR+Jx+UhXlzgxcBUyQtGNkX2IEaIa3VhPMdZNuxQ2+Ah7D1xFjcGPO2Th9R9tl5dQLc43A\ncuP1y1Q2XheoADObHqcOHwGsA9yGGxTvUC8zWFll7UMDZk7JfGlqFmC9Y0Zwwv4K7w8Xw9vKu3hA\n3mw4Q8n0wPXAiaV5aTi3V839CrQOaeN12J4bGK8Ymr92R4z97iF8rfhtwinz4QEh8+Dzt5sSym2L\n7Phq+ztg46QyJI3Np3a1o3C+5AhLEZY0s9mBh4EF8El2yci+HO4UeBtYux7DSoU6DcU5/Q7BxVZL\nC/rS4Dgab4g1Cay3Ema2Gj5R2x6PAL0Jn6zdE52sZWFoyxthITMc70ifx+/l4mYZwsw5d0fhEbVz\nZv0Ntgoh1foiSS+2ui6NIhjkwCeu5e/H8HawL/BFnU6Sg/AFQCIkXVxjuS1J+TezHYE9JK0bticA\nn9LFkbpA+P87OHXPA2XnPgDcKenkDOuzUtIuGnhveSF8D0fjjnrw8eF0ItGIqpFO0swuBl4rPdvw\nXnYH/o0/ixHh31PCNTfFnSnHxTkjY8pfL5SxFfAU3odeF424M7Nf4Jkj/YETKaMRqfF+0trNMOA/\neMTfxUn3KmnnlPKXo47nkFJeWrsAmBPYv9Z23gjMqSUewx20vwdexJ/Psnj0dF9gNbWAEi1rpBnx\nw74VgaeD86Ub1V+9zpcCjaMRY1m7IWRQjcWjle/G1yCl9rYh8CgwRDHaWNaVlbt/rWuF8Ay3pkIk\ns6rQ4jCzgXSPZpykMrqavBHTFqe0VTN7Bjc0zoAbOmKzaJMiVM11NK+XtHDk90q6N6nl5oHg2H0X\nz8Ycio+FrwBHSbqhWfVoB4Sgys0kXd3qunQ6zDPFh+HfVF+cLeS4euZo7QhrTA8wF02jNDQyZpSV\nsRreXy2Mz7s/xLNlTsSdMb167legdUgbr8N2x2j2JaHMfjeYdEqtacK/cyuFcamNnC+59XdmtiSw\nBc68IFw6Y0yu9yyp+MvpD48enTthIPbozgAAIABJREFU3++AZ3AO7ui+eYGncbHnrOv0KHBAyv4D\ngUfrKPc2YJay7cOBWcu258CjN7O+n2fCc34ST+2fLeXYX+D8pu/iA3qfVn8joV59gJlifp8HzwyY\nBMyecx0WwL3gr4TncxqwTKufTcb3+Ep4lg/hBs8ZW12nCvX9EpirbPuvuFBt+fcxqWx7Q9x4+Tke\nOT2gjmtOTuqzOvEPXyBsV7Y9AVisbHsP4L4W17Hh95Zj3cbjE5G0v9frKPcFYJWU97I57vD5FvgL\nLhReT/1nBn6JBzp8jjthpsedGE8SHPCN9gVp7aaKe/0B8GbCuQsClzb6HGLKbct2gdNL3B766cnh\nbxLOR7xEs+uT431Oxp3mH4e/ybjz62N88v9pqW+PeTeTIuPC58CiZdvdxoUq6hI7/yj+Yp/V0Gr+\nWl3PGu5nepzi5Ul8vvFl+P/heFZ40nl3A9+r85p1zzHwSPh/lm1PiOkrNmzi8+t2L+VttaxOCvWK\n/k1Oa6e442ZCwjV7lFNtuTk9h4+A5cL/+4d6bNHMOrTLH67h2dTn39v/wrygKWvhdvsDpm11HSL1\nqWvMqPId9/q5X/HXur+08Tps1zR3bpc/4u13q+HC8dG/+fCMmInAczFlrRj5+wJnBun2e6vvOVLn\nrYDpyrbnJSSXhO3+wIEJ5x6Br68n4RnK74f/TwQOzqvOReZLjoh6WSP7xuMZJncmnLspcL6kRTKu\n0/+AFZTg0TOzxYBnVKPIdIjGmk/pHuXMozFD2uDFkh5POWZTvLNZFOccPlM9OUdzh5ltDsyhMj5g\nMzsKN/71wSeX2+HRHiPwzJeXcFHYC5VD5ou5OPVwnHLpTtzQ91dVQY3QiQhRASPwyEvwNOeLJD3U\nulrFo8oI5/fwQXY0bpi4CDg+rs+p8prd2nGnw8zeBgZLei1sR5/hssA/JM3egrqtSkbvrdNgrjux\nlEL2hpkdgPfjn4ftr4B++CTyH0nlSLq5yuutgY8B6+HO19XwDNCTlIHOWlq7qeJeFwJeVoyYaDhX\nOMVYw8+hrNy2bRfh+rPRRefyqgJNQG9BhYjXS/EMuAlyfYHou6kr+6La+Yd6SaZrEszsCarg1Vfv\n13zJDYFya66E/jBxXVRFudcADytkWoa28WM8ctrwdrOwpK2TS8kOaXO0EKk5G3AjkEjlp4RIzZCd\neKiklSO/Nz3ivRISnsPKpfGlnWCuUzQj8GJOa6qVgH9lvdad2mDdacTXwoPPLpF0R0sr1iSY2VLA\nSGAXSfPF7E/UdCmHmpgBlwV6+9yvQOvQ27LGa7HfmVNNj8B1DifjgX3zSfogclwpYCRON7L0u5r9\njMK9jlGgpA5MCe9KmhzW34vh65fTqrU/m9n6OG3uCcBZpbWPOTPV/rhDa4ikv2V9P23BK9/LkSQs\nOR/wppnNnDA4Pot777LGJLpzu0cxXTimVkQbai7CzFFI2jNpXzC4jQbWxA1tG2ZhaGsABwJTUvDN\nbG2c8uZY3Ih+Kp6Z8y1ORfdDRXhVc8C1wFu46PIHeNrdXhYRoFWNtELtitCJ/s3M9sIdXcOBv5vZ\nS3hU/BXRwaiNUaKjeBS4Do88bDRNsinttomICtouBnxkZrfiWSaf4gvxWJjZjHgWwJeSzsuiQma2\nOE7PsTXZvbdOw9f49/sOgKSo6HtJ9P6Q8BcH0VNAbwrMBYB3xiec8wDX4KnYq+LjwRvAjtG+LtSn\n1v4urd1UutcFSaCkwR1Q0MBzSEBsuyjb/paUdpE3wiT40VZdP28ohkakBHOKxmeBj81sRfzbWsbM\nZgqHHBP+rZV2Lm3+8QKuP3hMOK43Y0wjJ5vZdrhe2PS4sPj5mdSqzWBm8+G0UXvH7PsSd3KUaPP+\nitN2vhcOmRuPwIzrl96kvjUGuNP8pMhv70h6M9TjCtxI2yyIno48gTs/wqI/1hES2vaUf8swC/B9\nfOHfQ3eomU6VGrGcmZXWrAYsHeZPUyDp6WZVxsxG4OwLZ5b9diFu0AZ4ycw2UUFl1FYI6/bhOA3v\neNyguO3UYIQ3sxnwdWnJ4fQYcGbC4Z9ShXYWtc8N60bamFEtevvcr0BLkThedyiqst/ha4WT8XXf\nKcA5wFfE3/uiOdW1UVyD281LQTvPAyvjuuUGzITf22lUb8faAw++/nX5j2GsOTbMZ34FFM6XDkSS\n2O80+MeTNDguSgVO5DrxL5x+65iE/TuHY9oeJQOqpMcSDhmHdzAX4Z3S782sR/RwEx0LA+lu2NgG\nuFvSSWb2LV2UI5vhxq9poguzHBYvb4Vr7phyjHDBzF6DkPl0CXCJmS2BT/aPwBf2fdPObQeEjK+R\n+CCzmqQnMyp6OnUJzg/ABbDB9Tl6aFd1AD4AlsadmpQZi27BxSG/Br42sy3pLgC5HM5LvDlwF85h\n3jDK3tt9ZPvecoO5TtYBuLjsUuHnl4Gr8WiRJEG/NDwB/IzkbI7f4pErG9RasJn9FG/PmwAP4Abm\nMZImhn0K105CPf1dYruh8r1uFY7pWZH8uIdj20UZlsXTrwu0BmPpvoC4NfzbSORZ4vwDIAQJnUUv\nd75I6mHQrhZm9iuck/4VfG65lZktLinJMdrWMNdMWR+nWLhO0qdmNieu87U7vrCNQz+6f5/r4tQO\n3YqPO1FSI4v77+FZXyUMpXs/9TFOcdwsGDDWzEoaFP2BW8xsYtjuA2Bm+9I1dr4E/Bmn6kmKMP0Q\nN7r+occFPYL1EMocgMAotV7MvmKfRRMNwTjd6AWljcCAMBzYBXc2n4tHAe/axDoVqIxx+Lr0bKDE\naDEoJiCwpmzfdoaZrYl/hz/H731ZYH1JD6actn55ETj1+664lmBuaGDMKFCg1ahqvO4gVLLf9cPt\nGZPwuf1oSZ8BhP40zvkyFDhDUlJAYKuQR4D/GrjNOwlX4BqrmaPTPrROxDbEO1EOA+YnxqgX0m1P\nwLkus8YZwJhwjd+UovyDh+8gPNVqyzrKbYVH+Ra84/xv+P9jdDegfoIb0vfCF8of440tWsdmORYG\n0D26eBBOewW+KJkL71BKUR/RziXzxYsyprXrNITIvHXwtM3Z8IVxuyDapsq398C/c3AHUnwBNVKn\nSJoUaJDOwZ2AJePv5BDduq+kt2ops8UYCxyFL0ymQNIFZnY5rhk1AbgMb58lvISn8a6VcfZZ6b3N\nTYbvLS+YWX+c338tPD23FAGyLJ5V+FMz21gpApsJ+ANwrTn95nkl+g8zmxbX49qHFIdwMEBtJunW\nmN1j8Enpb3Ax4lmBYeFZn1w6SNKFNdY5EWntBg9m2L/ee01DheeQhth2Eco03BE9tp46FWgYeUWe\npc0/AJ7D56RTDYLRaBF8XB0v6aP0M9gbN3SPCufvhBt4O875EhzRN9C1DjzUzHbDszEfB7ZskOIn\nj/n/BNyx/TaApD9H9i+KU/A1C1FH3k2R7dXxsfJ3dNVrZuB0POPsipgyP69A/XcUnrV7D76u2Q+f\nT4yopeIZox2jZZfE14QlbAHcJOkqADM7Es+qqAnBkZaGBWots0APLERygCg035GXC8zsILzdzoJH\ndq8r6akQjJk6FkUz4AL1zrhKWfRmdh+V+2bFBT41YcwoUCBPVBqvwWlCOwJp9jszuw3Xk70ED1KP\nC6Yrd0SVsAqwTen3drFF5IR58OzKJLxBPgxUheZLnojyC0b2fQ+fGH6DR9K9iBvbl8UNMn3xyOjM\nU6LNbB/cCdOHriiyWYDvcI7hs+ooczIulvZN+GlznEO8pK3SF9g0a55AM+uHpydvB6xNvAH1oibQ\nd1WEmb0K7CXpzkAh8hHOJ/gPcx7igfhiLLGzK9ErFGgMZjYIn/Rug7e763EdhkRdhWbD0rn9S5Gn\nfYmhpiih1ihfM1sA75cm49RML4Rdy+GOA4DVJeUaXZUVAsXXv/D+9Qy6MhGXBg4O/34fzwCYHY+E\n+bAOZ0K19TmumuMaic7OEmY2ChgGbB7NujPnNr8ZuDSatltl2aNxo+UEuqLlFsPTh8+MiyYPWWoj\nQp3mkjRdzDHvU93isoeh2cxmBXaSdG4Nt1JNuxmA03hVfa8VrlfxOVQ4v6p2IenVWsot0L5Im3+E\n/asCd0qKUtL1OoTo3fOAH0Z2PQD8SlJsEIa5FtWyksaH7WlwA/giZZRbHQEzexTPxjsGj5g+E3fA\njZD0zwrntoQ7PWSs/ldSrKPBzC4D5pT0kyyvWw/M7Me4ced3eKDbe+H3+fBxbx9clL6HA7ysjP7R\njBYzewWPTL0gbG+IU631Vw4aJlnBzJZv5josUOMtW0ZJ9xQ+xy/pBS0EvCQpmrFVqdw3qjmuwQyv\nAlMBgoFzNHCsynQagvNlJUnP11BWtz445bgo7W05BuCBQH3j+u5GxowCBQo0D2GO9h1ug41bD8+G\nB4KeGvn9OHxN+D9oK1tEmr7eZNxu/nvc9nw9Pr8qOZxmxSUFopovqfqDec1joXC+5IoqXuyieATw\nxnRlOQiPNN47T8NHcP78nC5hs5eBG+t19pjzlFeEpOH1lF9lHYwaDKj1GtoaqN8pOP3MyXh09NrA\nYmV0Nb/ExfUGNaM+4Zq7VHOcpFxS75qJsOgdihssl8LT2y8BrpX0RQurFgtLF2WeAqXoB9RxzYuA\nZYCNYhb9M+DOzBcl7ZbVNfOGOYf0Zfh9lQY8ww3PwyU90qKqtT3MtZCOlBQbDWRmP8dF65eK219F\n+WvidGalcegV4BpJ48qO6Y+PVbvixtIHca7bvygjfSYz2wCng9sS1/epibqmynbzMR5lk3ivFa6R\n6XMo2kV7IhgFK6LWDMR2nH+0AiHL+1ngv7ijtBT4tBywG05btXxC0NRkYB6V0fRVa/RqN5jZZwQH\na8jC+wYPkLqninMn4WubEo3n5/gzeCNs5+V8KQmkngmcXrYQnxtnE9gP2FjSvVletx6Y2f3A3yUd\nnbD/RGCQpMEx+/riWVaHSJo3su8bYInytZo5ZeASkmrVgcoV5hScO+Bj1vfzMGKkXPsFXH/izyHD\n7X3gB5IeD/vXAG6OPt8CBZoFMzsCp8Lrh2e+XCHp2TydLwnn9sEZQo7CA/6OkXRtzHGNjBm3ATuo\ni/bocOB8SZ+G7TmAByUtV2v9CxSYGlHBflc+j48LKr4UZzLpZv+Mm+O2A0K9htKVMHANztT0AV06\njiV60zgowflyNJBk/xsAHF84XzoMIUJmNVWgMjCz2egyyLyqFgvLxUVb9SY0amhr4Lr9cYqKzfGF\nwC8VOF2DweVaPPIyUdi7VoNLFXVKozcQHq3dp5mLprwQoow+wrOLLpb0QoVT2hZmNneSUzfs7wOs\nKqkm4UIz+zc+QY4VGDOz9YCrJXUctYKZrUwX7/orkmJ1NnKuQy7vLS8Eo86SSU55M1sQf5b94vY3\neO3VcaPN9nhm0lV4lOCKtSxKU8pfEF/4DsdpLq7F+4axqlHHJs9204Tn0PJ2UaALYUEQNzEvX1hI\nUk20wWnzj7D/PuAOSaPrqniHIGTcbQj8MBqgE57R34G7JB0Rc+5k4EKgnA97L+BKyrRIJLW9bk6l\n7JUqzk3KygX/VmfOZdFqtieuCdYnXFN0Ze4f1KxgqlCXJ0he7K+EO/a+UQx1h5ktj1P1PIPrJ5wm\naYyZDce1BycB50bbY9TxFX6bgI8HVWVl5A0zWxdfY22NU0H/GQ/ua1p0fDDu7ocHOA7BM0SXL9u/\nP/ATSRs2q04FCsQhzA9LTAyv4iwY66kGJoZ6+wAz+wWui9gfOBG4UFKUiqh0bCNjxiRgvrJzP8d1\nHXPNlixQoIQK4/UUxI3X7YhG7HehPS6gCB1ZzNwuvnBp9tprXD9CvSpBuA5e/M6y7MJQ5niq+x4y\nz2ItNF9yRLUvTM7v28PYZmbbSLoh84oloDzaipx47lqFBEPbljSR1z44tJI81ePxTuAHwKFlv3cz\nuJBxm5U0W9zvIUvkOHxCeHeW12whtsUj3WInlh2G98ysfCL7DK79UDKSzwE8TO28yHOSLpj4Gs0V\ntM0McnH7Vgvc5/Xe8sLnOJ98UkbkvDiVVqYws6dxbvyrgbUlPRd+j6ZI11rudHj0/6641tMd+Hh3\nDZ7BU68zI5d2k9dzKEebtIupCmb2PB71/nHY/gNOPfIhzrk8G07jumb5abgDbl+SI7USUWH+gaT1\nk/b1MmwEnBp1vIA/IzM7HZ+D9XC+4JpXS0d+ewinEJxSTFYVbQI2CdHM4DpVGwSnwBQoXti6oQx2\nc7q2YcBWdGnuvIHrCVyhlKhASX8wpx/bhu5ZhDckBQnkiDFl/y9pZZ2PZzkuj8+dkwwke+OGgvF4\nFtr15gwCawIHAtdHjQVl17ksZMCU0A8438xKNM9I2qqeG6oXIaNsGO50mRnXgegL/CyLIIE6cBow\nA/6NvY9njZbjh/i4XzXMbPu4jICEYxcEFqrFgF5g6oRcv+UBM9sbp/0aEbYfxfu1M6PnmFlU76pH\nHxDKju0HzGxTnHJoUZxm6ExJ/4s7NoJ6x4w8BLMLFKgFaeN1x6Fe+52ZLYW33adw3ZMojqMsmKgd\nIGmaykfVXOYiWZdZLYrMlxYiRDkvA0yU9HLZ71vgkQjLSOqb8TX74mKNG1FDtFUnIsHQdjU+4a4p\npTdvmOsnxO6izOAiae6c6zGALvqG54AjJN2X5zULxCNkziV10IsCbwKTJC0ejUAKUUTv1TpghUiA\n3STFOtzMbGPg/yQtXEu5BRyVIsfqfW95wcz+hEfObJ2w/0b8G9w24+t+A/wJz0S5p2SMq4eOIVLu\nf/Bo5Ctx49YnGZU7nhzaTV7PoUBrEdMPxEWBTukHzHUdTsUzlL7BqT/eCvvKHTclCqbxkmZo8m11\nBMzsUzwjPZbW11xP6TFJsza3Zs1FtZGEWUcim5kBt+DUd0/RXe9yBTxA5mdZXrNZsO485I/itJKx\nGgtm9hHwkaSlgvHyaZwGcmSa88nagOI5iuAMWxfXnrkKz6Cb1NvGKTN7AA9GuRS4RZHseTObBXfq\n7ISvsUcmGKILFEiFma2AOzJ3jFv319sPmNPtjcadvOfjQUcfVlmnuseMKtc+ReZLgaahlsytTkCa\n/c6c/no73CGzFj7fuEbS6ZEyUuUy2hHmFIhLl+YZZrYr3TNgJuHr77bRxCsyX1qEMNm+FVgwbN8E\n/AqPFloe+D/gxzlc+nhgd5w3uZZoq07Ev+kytG1fZmirKdopK5jTelQjBL1BOL7c4HIa8Jsc6zYd\nLlB1JE7NNbyZWVfNgCXTuZRDqpHOJUf8rsK+ufHIwiTU41m/GTjdzDZQhC7RnDd7NC4i2/Ews7WB\nR9qwv2uniIhRwCNmNg7n2S83lB2A6ySsmXx63VgMj6I9D+gf+uyraPzZ9AllCJ+QZYW82k1ez6FA\neyEuClRmtir+7awDXIQbrN/HhTJL2AmPXC0ZUAyPgu1+gRrnH70YA/CMviRMAGaqpqDQtqnWeNVO\naKGDfxhuqN8gGthjZkOAMWa2i2J0Bs3prCpCCfSPTcbvgfOCA30KlU8Iutsd16c8AUCu8/AN8Ns0\nx0s4tmlOlRrwI+Bs4DxJr7S6MjDFyPx40vwuBCJuIem6asuUtJ6Z/RRfK50Ssgw+wPvj2fBM4A9x\nJ9ryykiTbmqCmc1YZQZGr4akZ4D9zeyQhP319gPjgK9wx8sbwI7uD+9R/tkxvzUyZpTm3dHfChQo\n0ADS7Hfmuqq74pmfb+Fr9/Vx5p/5zKxHVh0wysy+gvah0K0w9xsCbGVme4e532/xeXxp7J8NTzbo\n5rC2FupQtYuRcWrEaJzbc29ckHAHvFFcjAuY5aW58nNcVPXmsmirPrj3t+MGwgoG1LwMbfUijdpl\nAJ5u3DfO4JKXFzpEIe6CO+X64J33xW1okM4CW5E82VsLzy5qi4wDAElnRX8zs9mBY8Lmk7jDNEuM\nAh4BXjezy+lubN8ZFykelfE1W4UHgfmAjonwaDYkPW9mG+Hj0rX0FGbfWIEKqxaYa1y9nTTmSPo3\nnol5UjDIjcBFA/sAw8zsovJs0RowP85DPxI4y8xux53zjY59ae1mF/wbq7nd5PgcCrQ3Fsa/n0fx\ngJzlyiJEo8fGOm5ifqtq/lFzTTsTA8z1rOIwMymUKGY2K94mt8MXdSXu7WuBo0sLt96MClm5JUjS\n4jG/7wCcHJdRLelec0rFXwA9nC/A/WnXK/u35WtbSZeH6PVzcUP9a/h3tRju3BPuSC/hO+qgE2wT\nDMLH1MfNhe6vwNtDK/EwZfO7aHYhrlN0Dd6/Vo2QyXJzcLwOwvvq/rjT5QngiXaKsO1APG1mQyX9\nvdUVyRNWJYWdpG8tWwq7t/C+Jy27ULgzNUtE6RKjNGlTy9yjQIFMkGa/M7OD8PXiLPg4t66kp0I2\n6kc4vXFssXgG8re0l3P0frrbH8pRkme4jy7K9kFla6Y9cftVNFtwE7r3O0fi84HSHL4PPWmGM0FB\nO9YiBPqTjSU9GVKVPwGGSroi5+tOBBYNRh2Cd3ONEGXRcbCIiFtkXz+6DG1r4hzqV+I0Liu3Qyp8\niILbCzgKF3F9F1gD7wCOzjsd0lxzYjHgHDyb4su44ySlRYp2LMxsaTy7aHN8IXyspDdbW6ueMBcC\nPhA4GKcbWwHPiPovPvC8jS8Ex4dT5gFerCeFO3j7T8UdtTOHnycA1wOHd2KUbxxakV4b+qtc3lve\nsO7C7C/LtULqLSux3045ZxbcKDcCWBV4VtKKMcf9FLhd0rdhe06c3qVE2dUf2A2nSBkODAUWwCeo\nlwH31uN8Tmk3A3Dj+Yu1lplwnaqeQ4H2hUVEs61MLNecRmwknja/SrSdZUnfEZl/fAYcU41BqJNR\nRQaskUydMjtu1F0Any+UaIeWw51Xb+PaTGlCqG0FM5ujlK0XjHy74cbkW5IySMxsv5QiF8EzO/om\nPMP38QCz2PHDzFbB++8eupOh74vDDDjVxr7A6yoTVm8m4mhMQuTpDnTp07yMOyYewtckJWPk5sC9\nQFWaDe0IM5uRLmqTNXBDyIHAJZIy14arUJeOongt4DCz04D9gbOAoyRNbHGVcoF1MIVdnWNG29El\nFpi6ETdedxIq2O8+xjNATioPCLIOpQI1p2mdgK/Rr6Ar0x+cYu0nwBuSPosZ65fDM1jmiJTZMirE\nwvmSMyxZWPIn9Hzpq+adsp226M/zunmhWgOqmS1Ohoa2LGBmv8A91v1xwdA1cc/t4Y0YNmusQ3mE\nVlxnkGiI6GSY2fx4JPpQ4E6cG/PZ1taqJ8y5LHfDBdC+Bo7FHYiT6P6+LG67kfcW+q6SAeT9Tozm\nC4b3GcsdamY2EHdiDQP2kHRBE+sTNfxl/t46AY06voIjaISkfWP2dXPsRCNeoxOq8J1vghu8N8e1\nteaIlltD3bq1GzyiORcnX9pzqHBeWruYERgj6epMK1tgCsL3/yz+bQCsiGdLTcQj0oT3BU/EnL4K\n8EzJ4Radw1W7YIjMP06kjBqpN8PM1qvmOLkIcvTc3wEbABsqQilkLjh+FzBW0gFZ1DVPhKyMW3Dq\n41dwbcE78PY/Ofy7jaQxiYV0L6+UlfsrPAvwMEnjYo6bCCws6b2EcubHF9EVI6FDXzsCnx9NxvUs\nL2/WXMXMov3uaOB0uhsGYil8ersxMgQ2jcQjTmcF7pb00yZev9CY6FAEh+UleJveWVLcONjxsC4K\nuyG40zWJwu630fGmFch6zChQoJloZLxuR1Sw3xldGSKnAVfI6U2nOF/MbGZ8vdttvhTmVTO1U9C1\nmU2PU6WNwFmBbsMZOe7AaRQHSnotHDsf8EHpvsx1HJ+LzikL50svRUgJSxKWXBG4G9iG+AhoIPuM\ng/Cx9Zpoq3A/85ScSVUcn6mhrR6Y2aZ4hPSiOFf7mbhH92v8G0mEpFUzrkvdhohORIgmOhKf8D6J\nGwgebG2t4mFm2+JGsRLNyXmlKLBmv7cQIT2d8qNDzAXmGhnvSjoobM+Nt7F3gYH4hOWfeDZRLJSh\nmPzU1t6SUGu/HXN+P2BvSWcklF3XhMrM5sIX+3E8uPXUsw9uUK/7XiuUn/gcKpyX1i5ewzn8Ryrn\nTNypFWZ2XMru8j4irh84DqfSeTdslztuwFPlByYtGOLmHyo49quCmY0Hdpd0Z8L+TXHO6EWaWa96\nYE65+B3+LeyMB4TdiQd7gEdTfl9SqqaX9czKPVLSbSnHdwsAi9lfrfNwK+BkYC7gFOAcSd+knZM1\nzOnXkjBd2f83SzpI0tPZ1aj9EAKINseDBArnS4GqYK7JcyJOzX43XYEKQOfYKKqBNZnCLsxLD8Az\n8qZkswNXA2cpZI3HnJfJmJFQ9jLAzZKWqnhwgQJ1oMJ4XYIkLZZ7ZTJAlfaElYDv47bmV3G7x3p4\n1t1oPDCxG+NNyGD9F3CwpFsyrXQGMKctH4YHT/fF2SV+IenWhON/AvxB0kKR31OTEQrnS4fCzIbj\nqbNbqKew5GS6op5V9v8ph5BDBHRvi7YKz/EWupxJsYgzoGZtaKsEcwHI0XiGy/l4OuCHYV+aMWYK\nJPUWvY2mw8wOBQ7Do9GPlNTWwvHh2/4Kz9KKOmGXxSfLk5SxIJqZ7YzTGY2T9CczOwE4BDfq3Y0P\nch9nec28ECZbw0rODDM7GNgDWAY3Vj6D64DckVSGpJ0zrM8uwJ+abSRqN4Rv+0ISaA4D+uPUYBPx\naPJJ5sKCewJHAH0kzZlQdr3Ol/lwqou967inpHbTFw+uuJXuQundkNSOwzj1A2p8DhXqmtguJH0X\ntrepZxFdIF/UO1dIm38UqA7mfPWLS3onYf/3gFcl9WtuzWqHmX0IDJH0tJnNhM8xVpf0eNi/DN6X\nzZpwfmxWriosKmMCwKLoi9OSJTkP18O/4xXw9dVoBcHUdoJ1Zbkm6gcxFWS5tgrh+Q/B6VfAad62\nBUptd048G6d4/m2IEJV9Dk7jeiM9nS8dYaNoNwRn+d24zuk9dFFnLgtsiGsKbiypx1y10TGjQr1W\nAv5VtMcCBbKHmZV0HUfgzpjAcrk1AAAgAElEQVQvgDslbZdw/AhgO0mbNK+WtcHMFsWzXwbj2t9r\nxRxjuL7vK9Exo4pkhNS5aEN1L5wv+cHM7sJprU6N2bceztu+Mm6giUVvj4BuFKHx3EiKUQviDaiN\nGNrqQZkx/UKcei4WrUh5NLMFcH2cUtTJS8CfFbSBegPKnv89OG1XLNolosrM7ieZm34wPkmeKGlI\nhtc8HDemjMMjJq7CF6xn42nle+OURHtldc08Ya5ptYwCvZKZ3YZrZBwavoe1gb82K/vN6tA66Y0I\nz/5huqL1o5gFN65Ni7eBx3DayDH4IvxsnF6mRyZWFc6XdXHxvj2A6yR9GiIPj8a1Cl6XNLDG+0lr\nNyfg4oX/xaka4qC4dmxmg3Cnzcy1PocK9U1sF2F7KeDhZmeFFvAspLT+IUStrirp0RrLbdv5R6fA\nzP6NL0hjxaDNbB3cuT5/c2tWOxp0Uidm5VZx3boDwEI/tSFOSfRrSe9XU1YrYGYLV3Oc2lBjsFaY\n2SVVHCZJI3OvTEAF59eUgMfC2Nt+MLON8Db+Hq6F+0KFUwpUCTMbhUeNbx7NugsOkJuBSyX9Oubc\n3LLJCudLgQL1oVb7nTl94MPAN0lrPHOqrr+121w2ZERujTuR1sIDNG/HA3GewbP5Xw6HL43b1wfi\nGXmvRMpqWTJC4XzJEdaAsGSB6hCdDMTsHwisjxv5MjG0NVDX8aQLvRL2/4zuwta50hKY2Z449dn0\ndGVYzIw/swMl/SHP6zcLZnYZlZ9/R0RUVfruGyj3ZWCUpKtCpPTDwPaSrg/7fwz8Xh1AqwJgZh/g\nUVxPhe0PcdqYG4MjZG08m2CmJtUnl/eWF8zsWOAMRdKSMyi3Ur99P06rdDKeWnwQ7rg4StINVZS9\nPVASGfwLrkPwPh71fyxdTp3X8ejt64DHgd9JSsyCSrlmYrsJ9dkJOLnWdtPIc6hQbmK7CNtL4pQX\nTWkXUxvM7AmSx6JV8EXEd5JWNRfV3EzS2+Hcugwc1c4/1CGUC61AMDIvDmwUdTaEReGd+JxyRCvq\nVwssQv1oNVAuVMjKnYKkbL4G6/wdHpmY+C1Lmj3L66bUZy1gDpXRXYTs1lE4HdqfgD3VyzNdw3t5\nE6dKSsz0kbRlE+uUi/PLzF7Ho/0/qqtiBVJhZhfgc52T8ezMlmiy9laY2Us488ONCft/jj/3HvRf\njYwZVdSrcL4UyBUVxusZ8aC2fTppvK7XfhcC8FZXgtaxmS2Lt8f+2de6doR19XB8bT8euBTPtP44\n7F8L18dakq65oeHr5eGSHmpylVPRp9UV6OWYHRdQ6wFz7ZGtgbnN7J/AWNx401GaCm2AxAWYuZjd\nDXR954eaWbmhbct6DG31opLhLXQuF9N9ASMzew7n3/9n1nUKxvSzgd8Bv1EQQQ1ZQYcAZ5nZeKVw\neHcKJA1rdR0yRh6e84WAvwFIetTMvgPKnX9P4TRdnYJxwL6h3W+Fc4PeG/YZbkh7u8l16qSIh+Nw\niqJMnS9UfgYr4Ear54MD6EDgUFVPFXhtZPuy8G+pX52MOzLOxPu/zRrsX9PajYDnqK/dNPockpDW\nLsCd/81uF1MTygVpDaePOx+nyFkZp0Espb4vQnf9iHuAaczsX2kXUEQfrlMc5m2OY/Hss1fM7Pd0\n13HcE6cpyIymsgm4zJxKDaAfcL6ZlVMuJOFveL+2eMoxNY9zgSJiU3y+u03MIe0WGHMsnkV5K0yJ\nKL0YH29G4poIbwO/bkntmofzcP2IRYkYRVqFHDOKFsGDNwrkgx8Ca0tKHd8K1I2FgbSs2XH4fDYJ\n9Y4ZBQq0Gmnj9Qu4zetdOmS8btB+Nx5fa8Q6X4DVSNHCbQHGAW/h9/t4+G2QTxmnoPT+So7jV4DH\n1IZZJkXmS46wFGFJMzsGb+DTADfhIvDXdELEXDshLYLazB7FqZmOAXbFDW3P4cKPmTsyGoGZLQc8\nAnyEG2JKadbL4cJ4SwNrSno+4+veD/xd0tEJ+08EBkkanOV12xWVKF+aDXPhs8NwA+kiuEHjDWB5\n/FuOFUYsIWqAq+J6vUqk1MxWxB3bM+NO2JMlHRP2bYAbc76QtEfC+Qskpe7WWZ/J+GTnu7Tjan1v\neSHHDKtKmS9x3+HKkl6rouy0BeB/8FTl1/B38A2enXpPjbdQTX1XkvR62LcC8HQd2Qp1P4cK5Sa2\ni7D/CuB/Se2iQLaI+V7S+uDTcHHzUfR03EyBatSHM7NZgZ0kndvo/fRmmPNM/wHYmLIgGZxHf29J\nr7aqbrWglZQLMXVZFKeRGIZnjNwj6Sd1ljVts6Llzew9nL7nsbB9ErCepEGhHe8GHCRpuWbUp5UI\n4+5W+HtcG6cDuRi4qxXGjzDGVUStzAKdlr3caTCz6aNZhTHHrFZqcwVqg5n9B/iRgk5LzP7Vgdsk\nzRWzrxHKyE9Id8j3AWbslLVlgc5D2ngdtn+OB8F3xHjdiP0u3PtOwBqSPojsmxe3R14p6ais610P\nwrhbCUrI1F4SD+g5PPua1YfC+ZIjLF1YcmPciLqcpGnNbEN8stpfUjUfWQGmGFAfkNTDmGlmn+HC\nUl/hlDOZGNqyRriHS4DvAZ8qwsEYogH/DHwraduMr10SzHspYf/SwD8lzZzldVsBM/sSWLgsZfqv\nwK5l0QJt5Vgws+lxkdDl8X6kPMr2p7iH/yI8ij8WdRjgJgPr0mXIexRfUJeLlN7XLs+oGpjTDP4Q\neF/SI5F9PwaeL6XNl/0+L3AUPmDPkGFdJgO/wcXuElHre8sLUZqBDMsdClyblN5tlcVygXjDiZn9\nAc8O6fGMKxm260WFdrNF2L6rTudLXc+hirJrbhcF8kGNzpdu41Sj33CYf4wEtgS+jM4/pkaY04vd\nJ+mKlGNmwykOAF5tdaR/pyEY67fBv71BeDbBwcDFkhKpzFLKWyqUtYuk+bKsa8o1vwaWVBcl4N9x\nKumTQjteDV+fDGhGfdoF5pRfw4BdcKPqwLjxOOc6pGm+lBBrrKmi3KHAZ2nHSbq5lnILdIe5oPsk\nlbGBmNnKuIbeZp20BkmCtYDCzsz+BPSRtHXC/hvx5561rWFoNcdJujzL6xYoUELaeB22FwGe6ZTx\nuhH7nZkNwOmxFwKuxHViAJbB9cjfxgO+J+RR97xhZv3xtXJpfvmypGVaW6suFLRj+SJtEOkPPI9T\nGCDpHjMTTk3yTsp5BcogaWzK7gHA4cCOkmYw5zhsyMiWFcxsQTzqfjje+X0L7I9HsHaDJJnZyUAe\n1F/Tkp498S29J8W+H90XYuvi7bAcaQu1ZuNXuENupejgGhaA0wEfSjon4+s+QPfnUKLmmyJSmvH1\ncoWkD/Hswm4IxrOdgI3MbCJwKnAunpF4ME4blUfU7+kdFjX5chibEqHaOfZ/ANxICEwwsx2AmyX9\nr+yY++j+rZV4esu/w7i+aXf8HSYZezYJjnnwzNMNzGz58gPqNJwktZspxULPew0ZB1dL2iyh3LGR\ncqt9DqlIahdh319rLa9AZhAwICwUS+93JjMrLaAaDoSImX9ciztf0uZTUxMWA4aY2UGSVo47QNIn\nxNC3mNk2akCPqVOQkpV7Ayk6YWb2fXxBvAPwKnBF+P87wJ21OF7MbAZgO7rEVx/DM9ybhQ9wqq23\nQ7DMqjhVZwn3ATOaWaJjro6xsxNQ7vho1fph0RzLrmQgrmtMLjBlbLoOWAOYZGbn4hqt5+Nt/S94\nZlVvwCI0/zsZBTxiZuPwvrI8qO8AnG1jzawvWjhVCrQBKo3XA6jAJtJmqNt+J2mCmf0QOAXvV2cL\nuz7FnTFHdaLjxcx+gM8vt8d1fM7GqbuT6NVagsL5kiPS0vXNRZ72jkQUf0t3bu8CFRAMqH8ANsIF\npsoNqAYMBs4113/J0tBWT12nA36GU6CtgxvnDsFFSw0YIympI30fHxiyxnN4ZPZvE/b/LBwztaCd\nHAtbASckRDUIf2fbAFk6X5asfEjnwMySDDGf4W1wSZzvdRP8eW6KGw6GSBqXQ5Xa6fuqFsdRIcqz\nDkQdJBfgac4l5/jquGGzHvHvSg7U6CLwgsh2PYaTtHbzMr6YLRngovfaF//+4pCLAalCu3gZ+HNS\nVlKB3GH4OyjffiKyXY+eRtr84yRlTGnaySjRNJjTwXaDmfXBowMnSnq57PctgOPDvrZ3voTsnkqQ\npJEx506PO5tLWbm30GXAOwr4kZmtmzCffQSfs6xZPrcxq9Rtd7v+mvh3/HOcB3xZYH1JD1ZdSDa4\nDTjVzA7D29aXQHkdxuBtrS0yWfNEhHZsEB4ksDdwRyvYHJSf5gsUtGN54nQ8UG4//HvaD29DjwCL\nSyqCUxuAXD9wI5wS8Fq6i1O/CGwsKXbN3+CYUQp2uzzqYDezWfAsuR77ChTIEJXG6xVxSupOQUP2\nO0mfAXua2V44q4kB/1UbUmKZ2bopu2fB19A/xh0u1+LsUg8C/9eOa5vC+dI6GPBXM1sAn1RAT/Ey\nJG3Visp1EE7Fo2Auo6cBVbjx7uDwB9kY2urFv/HJzZXA9iFyEjO7BqeQWoNkkeMfkI/41e+B88wF\n9C4s0bcFA8PuwIm4kGyB5mM5XBwuDobrGR2Y5QXVoJZEG2KVhN9nBVYC3sMjI87FjeFPSjoyx/q0\nU2ZVtbg2B0ND9DlEt7eFhgwo0wcDYRT9Sv9RBV7xWpDWbgJt5Jtlz7CWb2AoKVHkDSCtXSwBnGBm\nQyS9lfF1CwBmtm/kpz7AMDP7kO7O9D9neNm0+UeBGEQXbSFw51ZgwbB9E56heh3uiPg/fAHYCZgt\nZd+0wIa4Y7iHIY30rNxl8HnLHsQHhowNZc5tri11Z7WLfTM7CDfuz4I7DdeV9JSZfYvrJTYbx+Bt\n9AE8kGBoZFxZFNfy7NVR34Hqc3t8/XIJsEPIrGxbmNlWwK8lVaUNU4a2M0z1MqwLbCVpnJldhwce\nXiXpdy2uV14oz8SORdYBoiGwbKCZrUJX4NDLkp6scGojY8bewIpxTA2SPjOzdfCs3pMq1b9AgTpR\nabweAdzViorViTT73URCoJa5/ngcJKlPmH9lSi2eA+6nu6O4HKXtycD0Cpp/tQT0NBuF86XJsC5h\nya/wlLf36IoqvrJV9epg/AgYJunekJ7cDANqveiDdx4Cop3hbcCZZvZSND3OzFYAzgD+mHWFJF0e\nyj8XOMXMXsM7ssWAmYCzJV2W9XVbhNKzT9puN8xKskFhUXxwnaV51ek8SFo/aZ+ZfYdHhZwqacdA\n85N3H7wo7T/JKUer2sfBlQ9JRZLTpjxroBNoQY7D6TYydb5UaBczA1fhgQ07ZnndAlNwQGT7fWDn\nyG+StF/0xJLjxsxWCj+VO27KTz47cmra/GOqQdAGmVXSo2W/bYBT28yIZyCfnHD6aJwqa2+cKmsH\nPOviYlxP8KuE89oOkraM+z1k8JyMU0Ien3B6YlaupBfNxVxjs3IlbVJGe3ce0D/oEEDl8WZ0+Du2\ntMBuJYKDYd0Quf1FpE7Cs3PGt6JuTcYeeAbS68B6wHpxho9mBxOa2e50sSKcJekRMxuC6+4tRX1r\nqva16PQOzIPTFyLpP+Zanbe3tkq5omUUdpKeoHtWbaXjGxkztgYOSin+AtzOUThfCuSCCuM1eCZt\nU7XJGkEF+53wjOS4bLW1gEPx2MB/VbjGqtnWum58AkzAA+2vAMrXO6U+7DrcxvJqU2tWBwrnSxNg\nGQtLFuiG+YEXACSNLzeghhTZ/dqIt3B+fAIyEjjLzG7H6yo8YnJl4Ekzuxu/pxKNw4Y4BU+SQaAh\nSDrYzG7ADQmlKJgH8Ij3PKiXWgWju37FTMATQT+ltL+dMA3JRrKhuKGoj5kdm1SApKSJcAF/32fg\nbQ/8WedtPBsKlSMy2ui9tapNNKot9At8shbFbXg/lzWNWl5o+vOX9LmZnQBc3+xrTy2Q1AidXFWO\nGzyjrxxp84+pCaOBZwh6LSEg6hacouBp4Agz+zIh0np1nJblSTN7EO9LTpZ0RXOqnh8C//epeFDY\nuXhQQlwfCulZueBaJ2nzkrdxI93xgQJnOPAdcFOYi94gKc4ocEw4dueQsXVFO3B5B/qOKAz4NMsM\nyzbGH2mzfsTMDse/sadxKsAtglNwH+As4IKU7zsNl5P/PHFqx+TI/3tzG2oqhV0K5Ww3SKrIqlDj\nmLE48EpKca+EYwoUyBUJ4zWSErXZ2hW12O/MbGm8vW6Oj4v30jlr4flwXcoRuOPoNjzo6Q5Ji5nZ\nevja5ikze5auQNq2mpeUYG1I7dZrkCAs+SdcWHKlduSh6zSEdLp5S9o5ZjYBT219I+ybrx25ec1s\ncXwRORRYAKdQuBKnQtoej8oC536/FvhtwcHfGMxsaDXHtQtFRHAKPYsbJaJYBl/c9wOiqeIClgb6\nSeqE6P6WIDzfl/EJy1M43+uLRBZ6WUZ+mFlalNlU897Cs7+QroyOvfD+rzQRPACYXM9zCGXHLmjT\n9uWFKu51BmC3uHsN586j7tpwucPMFgOekpSHzthUDzO7F6dW+bRF14+bf1wG3NsOGQV5wszeBraV\n9HDYPhrYRtLKYXsksE9pO3Jut/4jzDdXlZRmVGprBF2b0Thd7x+B41RBVyHQfC0o6f2E/fPhVItx\n1I9JZZY0AUbgc/jEvj8stEfgQW2vAgOB9ST9o9rrZQEzS6MFNFyn8QtJP4ucNwNO7/isWqCHMjXA\nzF7CHaOXB0qjB3CDzXaS/pd+doFWIfSxn9FlNJsV+JzuDhkkzd7kqmWOVtgozOx+KhskJWlIShn1\njBmf4tmhsQGd5jped0iatULdChSoCxXG6ylodoZm3jCz+XHduaHAncAR7RC0Ui/MbCFgGH4/ffGA\niOMkfReYG36Br29Wwx1MVwE3tZNzrXC+5IhAa3MOcL66C0t+S+F8yQQxBupyA+oqeITjd22UOtcN\nZjYNrlUzEvdGfyFpjtbWqgsN8CIXaBBm9muq8NpLmiLmamYr45ENQ4BLJO2RWwU7HGZ2HLAC8EOc\n2ikW5c83x7q05XuzBgQ2K5R7P+nf9mC8T0/NWoxbgKctaMN4sSQVqN+yzEitcrEbSwUWY4hIOjdT\nQ4SZ7QgcGmeALtA4GnECZum4aff5Rx4ws6+ApUL2BWY2FnhI0jFhe3Hg8TgjUOhblsL7D8M1LgYR\noZbqhIz2QP11PO7wuBU4UtILVZ7bLegpZv88wLv1BhGY2aoJmS/R4wbg1IgjgO/j2Uw3SKoqurtR\nmNmlKbuXwDPXb5U0LHJeH2Ac8DtJBd10Dohp598Aa0t6vMFyS3qiaZCkglmkDnRakFwjaEUwUCNo\ncMy4D3hE0uEJ+0cDa8TNgwsUyAIVxuspkDQ877o0A2a2E3AmzvLyJHCYpAerPLcfsLekM3KsYkMI\nWesX41Snc0WdK4GSbSTeX81cSzBQ3igmB/mibmHJAlUjahi9qez/K+Nezy+DNzQWrVwoh6i324Hb\nzWwuetKHAFMiCY+StHfWdciJF7lA4xhVbX8RBqETgO1wQbmBeUTjhsHsEUkzZF12HjCzJKfhLLhR\ne138Of++ebXqQrPeWwNoRGAzEZIGp+0Pi9JDiKcOq4T/kK5p8XLapcmYY1vS4ErtxsymSyniODJO\nDa/QLr4PHEnPsbVAe2AwkMkiotr5Ry/DxziFwdvB+bQavkAtYXqS6f6M7v2H0Z0zP/P+I0e8hNf1\nTOAfwJJmtmT0IMWLPRswNgSYxaHi2tLMVsdZAcqzvK+W9Fg1jpdQtwm4VsAFZQvtw+n+PnNDmpHG\nzP6OGy+ujTnvOzM7DdcOKpwv+aAv8HXZ9kS87TeKrUh2vqwF7ItTBheoA73BqVIDmk5hZ2avA6tL\nStITTUMjY8a5wLVm9g5wnrpEsacF9sSz3QuNwQK5obc4VcqRYr+7Aqca/gTYQdJNMefOBfwgnDtW\n0qSwFt0TOAKfx7WV88VcxmNrPOBmLeCvwI/jslokPQPsb2aHAVs0taIVUGS+5AzrEpYcDvTHacf2\nxNPqq4oYKFAfqohQMjxCqS0WyoFK4Xg8Re46SZ+a2Zy4EOzuwOuSBmZ8zSgvsuGCd43yIhdoEGb2\nELCLpETxsPB9HAf8Evg7cLikf+ZYp5WAf7VLm6mEsj4gzpj2Ib6IGI1nwEwxAkl6Oud6NfW9ZQ3r\nEticHxgt6dQaz99W0nUp+ycDt0v6cWM1jS33fDxSZs+k4yQ9kOE1t8UXrbHtJkRBXxeX6p5XZGS1\n7aIIFskH4fkPId4YuAUewf9eXD+U4zeRW4BHO8HMrgJmxtv/z3En47wlKiIz2xoXdF8p5tz1qrlG\nlv1HXrAurbs0xM6P68nKjZx/Gq57+QUu0g7O9z8DcIakw6qoWyzMbDpJ39Z7fo3XWgx4I66fNLP/\n4JHc4xPOXRR4VNJc+dZy6oRVpvsEqtO2qOJa5Vz6V+H9x5uNljs1IiVQ8n/q5ZSYzUCDWbd1jxnh\n/JNwo+4Euvr9xfDI/NOTsmIKFMgCaeN1J6KC/W4e3LF7D/HBiHPgzos++FzuMdxOPQZnnTgbuFxS\nW+ibmdkaeP22xzPNLwWubCcqsVpQZL7kDNUvLFmgRoRo3vIoOnBO6LZpnGY2EFgf9zSXO1guwSfu\nAOsAh5rZbsB1wOPAlpLuyKFKw3G9gcutixd5bWAJFbzIrcY7wJNmdlg0M8PMZsSNFwfinOebS7qr\nBXVsdyQJW38u6ZMwoD+NCwiXDNEys+eAkVk7RDr9vVltAptp+KOZfSLp7phr9MHfxWoNVbZ7mevg\nkTKGjwl/aaKB9I/Afgn16oP38WslnJvXIiG1XeR0zQLdMZZ459eU3wLt333AfZL+XXbMcmY2b1rh\nCY6bpPnHlACPmu+i83AUcDfwJr4o3Tcy19kZz5jugU5wqlQLSY1E51edlRtFoBXaB88QuKDkKAkR\nl78CRpvZc5JiM65DttIwPANhEbyPfAO4AbiiWY6XgFfwLKqSBtCf8O/pA2BG3MmXhAG4s6lAPvgb\nrqFXwkO4obccDY2v1pNLf2V1MJd+m+BT4t/LJDN7A3fO/l+T65QLOo3CrsExA0lHmdlNuCbDEvhc\n5wE84/HRDKpYoEAa0sbrTkSi/Q74Pel9y1o4be4W+Ph1EPAXnErwhlxrXR/GAW/hTqESdeggMwNn\nDSnda9I9S1LfXGtYA4rMlxbAahCWLFAZwYB6MREDKp76vUm7GDfN7Kf4ArE0kXodKDlYpsMX/LsA\nu+KRx88BI3LOZMiFF7lANjCzn+NG7qeB4Qqihmb2Pr54PwcXS47tyLPO4Oi0zJc0mItGPgK8APw2\n/AvejxyAL9zXVIbaXK16b43C6hDYrFDefsCJwIaSHin7fRrgetywtq6q5KdNuMa8+KRyBDA3bggz\nXA+maZPtcK8nA/3K203ZvQ4Chkh6LubcjuIEL1Adwntdg3jtoelx6rcf4E7ONcJvr+KOmF+SnLVU\n+r1H9GmF+cfjuP5EHgEebYfg9BwI/FfSu5F9KwHvxNGyhDZ7CPBT/J2MxR0RbREdWAvMrK+kb+o8\nt2JWbsq5jwLXSPptwv4Dge0lrRGzz4BbgM2Ap3B9R8O1VVYAblZE3D5PRPtnM5uA63m+bmZP4nqf\nsXpyZrYn8EsVulodBzObBafm3IcaufQLpCMlu3BWfFzcFzhAUlX6De0MM/sZVVDYSeqX4TUn4/Pi\nVCpbxVCHNTJmFCjQaqSN162tWX1oxH5nZh8B60h63sz641nIWymGnqwdUG3WHbBt5Lc18HF62sL5\nUmAKrEphyQLxqGBAvQrvUH6QpQG1XoRF5z+AY4g4WPDUwO9LetWcA/UbYFNJ9+Rcp8nAPArCqWEw\nWlHSG3let0D1MOfl/D3O63kFnjl3QNkhk+luiEs0wFVxrUqRmCsC/+g050twYkX55ecF3ge2jkbx\nBiPPn4FvJUUH80bqUT6BiBpQ635vecEaENisouxROOf9upKeC/3en3AdniH1RpAGSrSRwAbAXTjV\nyK34WPABPtmuh+867ZqV2s3ZoU7LZ3mvjSKhXVzdppFPvQa1ONXMhS/XwjNWBuOZsZNwmqZERGlv\n0uYfeQZ4dAqCQ6afpC9SjjkG+DU+X/sK2AR3JIxoSiUzhJl9DTxMyKwCxlWbNWJm1+EOkB5ZuVWc\n+z9ghSSDR6AGeUbSjDH7huN0uFtIui+ybwhOmbF3UtZM1qjgfDkUOBTv35+OnLcS7rg7TdJpzahr\ngWwQ3uth+NzxyHY1VvVWmNkIvI2v2uq65IG8KewaoQ5rcMxI0hmMXritAs8K9B70QudL3fa7cO7y\nJdtoOHdlSa/lWedmwcyWAE4BtsTX2ke3k12zcL40AZYiLNm6WvUOhEVgH+INqG8Az+NcsZkZUOuF\nmX1GgoOlVYOCNZEXudUws+eBQQockWb2B3xi+2HYnhsYrzYTkw/fyrF4pN043PlS8uCLFJHCWift\nVaTBt5VzoBJCpPI1OLf/y3ikLHik7FK4cX7TaN8Rzl0duE0ZcrKb2cLVHJflYqsRmNmX+PdwLm64\njUVclFyV5Z+DZ7msj2fCrA9s0MgCzFwE+jTcsPVp2e/f4n1q5o74KtsNwHtkeK/1okK7WALPyNkh\nrl0UaBw1Ol+mx50vQ3Dny7rAm5IWqfGaifOPGqvf0TCzzYE5JF1W9ttRuFOqD56BvJ1i6PfM7BWc\n9uaCsL0hLvjZX1I1Rq22gZkNw7+nwcBCuDPpIfz+7wP+qRSNhaSs3Cqu+zmuhfJiwv6lw7V7UHaZ\n2V3AvUrQGDOzI4H1JG1STV0ahZlNwttxD+OHOY3aXXhm4z109bHLABvi4+lG1RovC9SGvOb7oe9O\n49IHQDEabgUah5ktDjwR1z90Mqwnhd0ReQTlNJJN3ciYYek6gyV0zNqyQOchbbxubc3qQwX73T7A\nRcBXkg40s78Cu0p6r+xcAauEcx/Cs0a6zeM6zRlqznhxHB7Ufi/ejz7Z2lr1ROF8yRmWo7BkATCz\n/wI/SnJk5WFArRcVoplwengAACAASURBVOSiqcDXAPvjkdpTUK+RM6VO91Md5+yQLK/bCsQ8/89x\nT//rYXseXOS4IV7bLGHO0f9HYHY8Qvm+Cqc0er0NqjlO0tg865EVzOwAXM9gqKRbI/smAv/DaWN+\nF3PugsAryjDlv9PQSJRcDde4EtgaHyMbdkaY2cW4rsuTeKbYdZI+z9n5UlW7wTl6M7vXelGhXfwU\nFzM8Ia5dFGgcZnYfruP2acy+6YE1cQPHEJx+7E1cw+Bv+HhQs/Gkt0X91Yvw7G8oZWyY2drAg3iA\nwwu4YOntcQEn5rQOSyjQPITfvg6/1U3D2GqEbJPBwHrh3+/hY+ODkn6ccl5cVu4UJDzD+0O5xySU\neSJuNB8cs+993GEYu5g2s1Xwd5eqh5QVQpu6HXdkgker34s/O3BD4xK4kX7JsP0ycDVO8zexGfWc\nGpHXfN/MLqMKrRhJw2uudIGKMLNVgZskLdjqumQBazKFXTBAz1eP8yVSTk1jRqcFnhXofahivAY6\nx3FewX43GA/wmChpSHS+H56FJZzfdiwcJVgCWwPusD4c11d9Djg8b3tZI2gLEa/eCmtQWLJAVRhA\nxEERQUljoV2wSYhABdek2cDMlg/bl0eOvSCyLSDTjjBugTsVIYkzvy1gZofjFCdXA/tJmlC271Dg\nHAWueXMh9McU+HjNbAAwWtKetVyzGqeKmc1aS5ktxnDgkKiBOeANPHpxBBBnZC4ZPTNDXu8tL+Tl\niDSzM8s2P8Hb4pPAMLOuZllPxp2kkWa2L7A9/m7PMbPbwjXSou7qRlq7KbvXvmR8rw0gsV1Iujl8\np/sR3y4KNAhJ66fs/gwXBL0FN2xvL+n90k4zGwnUa7RNm3+U6pZpgEcbYiBQ3ta2Ae6WdBJMcaac\nFTmmhD7A15HfvsU1+zoWYUH+OnCJmS2KUyTug2t8peFj3GG1JR5BWe58SZpLnQGMMbO+wG8U9LdC\nxOJBeNDRlgnnzk76fP8DYLYKdc4S0Tn7lTHHPFYY4tsCmcz3JQ1rvCoF6kGwnRyCU413PKw7hd0O\nag6FXSZz4FrHjMKpUqANUM143TFIs98F58pWKU7W1YFHgcVyqFrmSGFrGIjrVk4ExuMBhTe2oo61\noMh8yRHWgLBkgepgZi/hvLuxjc3MtgFOkrR0c2sWW5fco8gLJKNS5G+IhHu3XZ6/mb2HC7LeErOv\nW/RSQlRfpvdizqm+K/CzWqkaWgVzQbqlJb0Vs28UvmCYM5rdYmYr4MbPP0o6NsP6NP29tSNC9Hkl\nZJJxZ2bL4s6GXXAHyC145HtTjMxm9gQwPzAnnrkQh6ZmF6a1i7B/YeBFSf2bVacCDjMbhxuyXwLu\nBx4A7leDOkXF/MMR/fbDPP16SaeH7YWB5xWvORKNnISY6MlOiZwEMLOF6NITGoz3U+PwvuoBSbF9\nViNZuWa2D+6E6UNXtvcsuPPmUElnJZzXjTYkZn/bjJ9mtgbwuJJpePri2jXXNbdmUwdaOd83s7kb\nzSyYWmFmf07YNQtuaBMuFP1q82qVD6wFFHZmdimwb3kwXx1l1DxmWKH5UqBA01DF+DcaOLgd5krV\noAJbQymL52l83RQLtYH8RAlF5ku+GAikRTKMAU5oUl16K64FzjSzlxThRw0G1DPwBWLLkVcUeSOI\nRKAnoslR2XlB9Ix0a2fv8/IpBrdo9FIuEf1m9j3ccD0MmBtP7RyZx7VywlfArECckfkU4KfAAmZ2\nOx7Ba7juxYZ4VMjJGdenKe8tK5jzpB+qIEJtZjsAN0v6X9ieFdcv26yWcitE/mcKSS8Ah5rrAWyO\nf783ANPndc2EdnOjpGvyumaNSGsXADPTM8K/QBMgaU0zmwnXilgfF+2+xsxepssZ80Ctxr12nH+0\nCP/G+/i3wnNeCTigbP8cdHFoRxGNnIQOjZ40s0tww9nsOD3Fgzh/+D8lfZdyampWbjWQdI6Z/QWP\nYlwy/Pwy3ke+nXwmBlwW6N/i0Dfh91bgYWA+PIutR6AF3v9eg0dtFsgeucz3zXXwFlaXbkCUS38e\n4F0yZimYivBZwu9vAzcCV0lKOqbT8EeavAZtJAuvkTEDz/Yu13wp3Xf5Gihzdo8CBXorqrDfjTKz\nr4L9LjoeHpxfzXJBGovJ1XgGz7K4A6btUWS+5AhrQFiyQHUws37AWJwi6G7iDahDJLXckBQmLrEL\nVXOe/YrIOlq7mRHorUbwjj9LFzXGinjqYonCpQ8wsF0iAcxsLVwY+Nay33bBRRkXwTnWd5P0TZZR\nfWbWB/gZnuUyGBdS3AhYtdOiksLC+C1Jv0rYfyEuYP013TlErwV+W6IDy7A+nZZ9lVumjpnNDHyh\niFB1SC+eSdLnddY5sZ8tK38/YAO8HQmnoLsBuEJ1TorS2g2eDp35vdaLKtrF+cBCtTrVCuSDQEe4\nDv49Dce/mZqCpyq1i6kFZnYK3k5PBjYD1gYWK2UomNkvgV0kDWpdLfNHGIvewqntxuIi1lX1fWlZ\nuRnVrb8CNWfk90urOb8RA2NWqHKsbyuNwd6EvOb7xXst0MmwLqHtNChuftHgmFGu+WJ429yMCLWz\nCnqyAgWqQgX73WC6xr4JeLDH50BpDTobMLldbA2V0NvYGorMl3zxL+AXQKywJLBzOKZAnZD0tZmt\nj0cu7oCLv4EbUI/GOet3NLOtyNDQVieG4oJQccaPMVWcn4fmS9Mi0NsAoyLbcVlp7cQVeSwe6Xwr\nTMnkuhi4DI/e3wQ4Ao9AzQRm9lu8z3oTj+jdRdJ/zMXKK0U2tSNOAu43sznwLLgX6XLOHgRsAawv\n6R+tq2JbI5dMHTPbEhgNrEzPKPP+wD/N7OA6jXuJ/ayZGXAzvuh7CniGru/hMmAr3DBbEyq0m/Xw\n8SaPe60XVbWLJtZnqoKZTRN1xCUdh3MzD8bfxw+BGalPiypt/jE14XhgAeBsnGt/pwg11A44NWFv\nx7J0UcccBPQ1s78TaO6Af6V8o2lZuXUjUHHtjes6zBvd3w5OlYxRRD/mh1bO94v3WiAT5EBhtxXJ\n3+dauEZxkuOw7jEj6lQxMwHvFM6WAgXqQ5r9zlxzPA2X4kGInYK62RrMbCNgpKTtc6pbzSgyX3KE\nmf0EN6qfSYqwZEIaVYEGEQxtt9BlaCs3MK2A0+fUbGhroD7dIqbaAWZ2BnBRUnZWgdYhRJduLumx\nsH0SsJ6kQeFbuhYYgkfwjgZOBz4Mpw8Ajq8jqu+7UNbJJWqp8Pu3eHTf8w3eVtMRDP0X4qny5fgE\np5GZF6egGivp/JzrMhl3Cn8RfsrkveWFvDJ1zOwu4DpJFyXsHwFsJ2mTRusc2TccF9PeQhGNAnNN\nozHA3pJqoqqs0G4eBS7N414bQYV2sbs6QLSwUxGTUXY6cIqkj821IgaHv0HATMA7uHHjPlz/5Y06\nrtl2848C7QMzWw53FK+PZ4P2A/4u6Scxx6Zl5c6I96P7xGWOBgfLr/EsronAaZLGhL75JFz74FxJ\no7O9w+ai07JcC1SH4r3mC3ONvEqGqe9wx/ndwAWSJlY4vi1RLYVd3t9SYGE5FaflvQo4thqnSC1j\nRsy53dpNgQIFakMj9rswjn1Ghb5WUnR92BLUytZgrktVov5eALhX0qZNqm5FFJkvOULSreYiQWcA\nB5lZVFjy4MLx0jjMbDtcuyFqQB2GTwg2SDK0mdkutRraGsQAM4vzzm6C6wLQZAqaLYADzOwR4CLg\nT+XGwwItxWzAB2Xb6+Fiv+De/3VwPYkD8IXIzpHzkyIE0jAcGAG8Z2a34NRmd9dRTttA0l/M7E68\njZXzyy+EZ8a9gkdVbG1mi0s6JMfqvAXsVrad1XvrNCwP7Jmy/2/AiQ2Un9TP7gT8Bng8ukPSvWZ2\nKp7BUuuYkNZulsQN50lo9F7rQkq7uEtSkuZFgWwQzSDbHTgP+BgXrn0fd7QcCNwn6bUpJ5pNMrNY\nx00V101qF1PQbAq8dkKgQvwFHiW3Wqvr00xIet7MPsKdr58A2wM/Sjg8LSv3BTxz5V3is3KPx7/3\ne3DKt+sDndia+Pd+vRJE6jsQy4VgO/A2v4y5zhC4SHWBzkOUOz9OW6ZA/aiGBWIafO1zNB5MmTaX\nbGf0o/tcYF08G7ocuelCmtn8uMN8KG5/WFkR7dw01DhmFChQIFs0ar97Bp+3dQKqYWvYKNiDR+LB\na9Pi2f4XSfqkFZVOQpH50gSYi+/WKixZoAqY2a9w/tGSAXVFPMvokBBdfa+kUxPOPRLPJGhKxHEF\nrtVSmq+ApSS92ow6AZjZurjhcOvw0/V4Z/VQs+rQDFQZUYWkVZtQnYowszeBnSX9zcymBz7FM2HG\nhv0r4MLLmUcmmNkSuEF5KO6knwvYRtJfsr5Wq2Bmz+FitxdJ+reZ7YRH0c3Y4qq1DUKfdSFddFl7\n4bRapUCCGXDdoVozX74CVkmK2DGzZXEKg5r5W6voZ4VzWveos5mtAtwuqQflTZXXjms33+ERfpnf\na54wswUk/bvV9eiNSIueNrOlJb1U4dz5Jb0ftqNC3mnnpY1/RkK76O0wp64dgVOyfAb8RdJera1V\n/jCzuemitBuM655NxLP17sMdfw/EnJeYlRu2fw6MkrRczLmvA/tLutnMlscFUi/DHV69ZkFa1t7i\njKel36fK9tYM5DXfj4kYjnLpGzBz8V7zR1i7XlfvfK3VaFUWlZnNAhwJ7AM8CRwm6cEqz61rzIgp\nZwKwYj1ZvAUKFHCk2e/MbCDeTifi/eSnZvb/7J15/G1j2f/fn4M4ZkJpMkSGkCRJpkjkSZmlwnFo\n5NFAVKL0S8YoTTQYIlOSjGWOp4mKIpkyjw0i8/j5/XHd29lnnz3vvfbaw/1+vc7rnL3vNVzrfL9r\nrfu+hs+1CLAvobx0k+3ly7C7G5qoNfwX+A2RwHMXkfx4KiHPPJSKLbnyZQDYvgc4st6YGjSWzLTN\n7sQi7wCAigOVyLxbBdi7yb4XEPqmg2RrIru1lkWJjJFNgJsUOqo/AM4o+vfD9hXAFZJ2A7YjnIf/\nJ+kmIip+opNk3ohTnVElol/K0dT/eQwD5wMHS9qH6EPxBFA9QV4F+Hu9HXslBf/2lbQf8Xu5C3Cq\npAeIwPGnizjvgFkaWIoI3M4NnAz8MGWV31+qZcPDFcByVZ9/Q/y/1W7TKXcAqxPZK/VYne76WlRo\n9Jy9GNi2wRhEpdlC3Z60wX2zOfE8/VGD+6bXa+0rKVN7X8L2uUs2Z+JoEXh5HfHu+jPwssrXHRy+\n0X0xcUh6JVEdvTPhQF0IeD+xSB2bIEAjJP2NcJw9B1xN9KW6HPi17abVUTSvyiUd79UN9n0VqfLQ\n9vWSngaOHMP/86XKNmDCKWq+P259h0aZPxHz9kybSNob2Ieort3edr1eSI327fqdUScYOhU4R9JM\nknHDkvyYyYwCTfx39wKLMyOxe29JHyISTv9IJAusW4LJXdNEreEnwK3A3rb/WtleKqxosGdy5UtJ\nqKqx5KhmbQwDKYN6Bdt3pM9TiAqYJQmH1hKNHKmp5PZ223MOyNa2NNdTFuY0IpL9HBHB/aHtqws3\ncoYNlQzujwLzDur/aJAMu+ZsylA4k9D9fwzYqVJ5kmTzzgG+UyuTlbKafgN8LL2Y+2XPokRG/862\nX9+v4xaJpIWA7zBDX/5g4FuEHMp+xCTkMNunpe0L/Z1IP7dvAWvWyvsU9XMbRlKm9AeBNWoDu8n5\n/3vgJNv7dnHsZj1fnk9j/2ywb98zDSUdSTzPH6zNMur1Wnuwqdl9sReRjX5k5b7I9Jc2KsoAsP1p\nSXMTi6rpREPc2YiEky+lY7X1zGp3/jHuSNqKCCyuSwQMTkp/P86QZskVgaSDiEzl/+tUZrCXqtza\nZ/CkZkBLWhDY1HZ2Hg+AYZ/vZwJJl9G6Ysm2NxyEPUVS51n4X+J39Pb0uYj56AuEj+Rior9WXWxv\nWWffXt4ZX2xnu0oibSaT6Y7kv7uCSJKZQgRbjwD+Cky3ffU4rQckXUIkMZ5FJItfnL4f2l7FOfhS\nIJqQxpJlkh4gL6t2plUm2URG+0AdbW3Y2vbDTtJ8hIbqNKKc7nrbbyjOwhfPOw+RHb4Locl9k+0V\nij7voBmVxVhyyj/mKh10SWcTTtvDXKfZpKQ9gLfb3qLDcx0KfKHeMUcRSccQ1WQ/IbIlViS0jV8A\nNmVmByjUcYL2s8on/dwus92oErKrn9uokZ5tvyX67pwEVLL9lyd6LtxNBKge7eLYzYIvLxCO1lka\nQSfmBDbp9J3Q7L4p8lq7pcV98RXbvxuULZOIpMtp7WCaj5AE2YYopV+BkBD4FW0GbmrOOTaLrV6Q\n9BxwCHBw9T03zAu1MkhyiLvY3qvO2HeJOXalKncnQgrvmTT+AUJa7M119q19Bm8GXEoEv16knvNv\nnJD0BkJuMstTDYBRme9POilZpRHzEdWJc47DfVOGhJ2k42lPjq/jCq9m74xMJlM8Vf677xOBl5uI\nHqtPE2vbSmBidmLdd0utuk5K+FqG8Dm+wBDQRuLq1UTy6gZEgtqphLLRKrb/NmBzW5Jlx4plkhpL\nlsn/k1TtQH0JIZsyBfh9yi65rs5+g67muJMmmSa12H40RXSXIBx1s+hn9xNJaxPZtVsTk76fEFqw\nvy7yvJnm2H6kztdvIH42jYIkFxIZ7J2yFfAuSTvYvraL/YeNdwHTHM3UvwXcBlxr+/PJAbpczfa1\nslr9zk6oOKwa0e3PrRAk7d/Odra/3Mlx07PtbcBBRFZ/RerrYcKRvG8PwYhmz9kT2tj/R12cs+F9\nU/C1dkvD+2LAdkwkttdvNCZpT+I9vADRxHZd239OwYF/054UYL3nVkfzjzHmh0TAan1JJxJNSoeq\nGWdZpIX7+4jEmzWBG6j/PtqPqMr9FTOqcqvnItOJd1k9ap/BJ/VicyYzSBQ9i1piu/aZnGkD25+q\n/S45Cncj1vX3Es+fcWDgEna2p/XzeO2+MyQt1izxI/2MV7N9VT/ty2QmgTr+u9mAd9s+L40/Sazz\nKnyQUF96S53DPQMcC3yd4ZmffRL4fm3gBcJHltaxbyf8pZsQz9bngTMl/YSQy//zIA1uRq58KRBN\nSGPJMmmRQVqReDGR1VuXbjI8ikTSVCLbdTqwDnA7cBxwvPvcAFnS4kTW4jRCy/V3xEP3VNuP9fNc\nw8YoZ8JJegpYydFjot74MsB17rCJd8p4OIz43TsQ+OqwZD50Q8pyfrWT9GAK0q5eVnZzUT+3okiZ\nefcB/6Bxbwm7B51mSQIWScf/Z1HvRknrAfMAv+23s7Xd+2ZQ19qKYbsvJh2FxCS2/1VVmbF/TbVj\nrszoE2mOtS1xv76FmB/+D7Cq7evLtK0MUnB4F+L/ZCrRo/IHthv15KrsN0tVbvp+4fT9WFTQFkGu\nfBks/ZrvpznRnUSvkYbOZNvf6OU8mSBV0X2ZeC59Bfie7efKtWq8aRUoSdt09M5ISbCLV44r6TpC\ndvHu9HmgSiSZzKjTzH9HVNDtxIyK+FOIAEZF5vtg4DzXyNZXHXtbYHfbQ9EXJkndbtKoikXS8sCF\ntl9T9d1LgR2Jef6Kw/RsyZUvxTIpjSVLo1kG6aghaU3iIbEtUb1zJvAO25cVeNq7iWzaE4m+MkNX\nntcvkqRTNbMD0yT9q/pL20cNzqquuZcoJa3rxAdWATpuGu/Q8d1N0hlEhvBmkg6mJmPa9tmdHrsk\nRPRNqvA8oXfceIfIwJqroOBjIT+3ArmAKOP9AzGpO7ffwbj0PqwrDdkNkvYh+lTtlz6LuI53pk3+\nIWlDVzXmq9puEyI5YutOztnhfdO3a+2Bju+LTH9R9Hw4kKpqKEn/IcrntwN2kHQKoWHcMCBQHbgp\n3OgxIcksnACcIGlZIktudeDXks4DzrB9Zpk2Fo2kxYhFe6XK6hRgfUIi8dhWgRdoWJWL7V6bmmcy\nPVHgfL/Sf+vTxLziWOD8UU5SGkYkbUI4CJcCDgeOsP14870yrUiJNkt4Rp+Z84BdqxJxXkYkXM3i\nqOzxnVGbvLUkMEeLbTKZTGMa+u9iOTtLlfExVf8WUUFfN/hCrEOGqd3Ay4Bnm4w/Byxa/YXtfxNB\n4SMlrVGgbR2TK18KRLmxZGm0cqD24mgrAkk3EA/Cawjn3cmNFrZ9Pu+WwNmTkEkkqZ37zqMgFyDp\nm8Sk9822n6oZmwpcRfQWqV2AdnKO9xABwCk1Qx6mDIJmpCzF65nhaF4FuJEoq12AWGA8VKnckLQv\nIWkwO6FDv10/qyQG8XPrN5JewYzsmvkJWa5jbd/UbL8Wx7yG9nSnO66okfQn4BCnZvGStiEmoRsB\nfyPsf8L2tml8KWIxOY2YvF1s+92dnrfq/LX3TfWC8ppG+/VSPdQpLe6LUmyaJFJlwG+BVwI/Jn4v\nIaRF308sqvYiEjG2JoK1rwfWs/3reoEbQqLsVKL30MMDupSxQdIUovplF+BdtgctSztQkgzFGYSs\nxEUV53GusOoPdZz/tbwS2GtU5lKjRtHzfUmvJOYM04C5meEAu6Wb42WC5CQ7hJCwOho4cFwTC8qQ\nsFNN77fairAUfLnfdu26r6d3RpvnzZUvmUyb9OK/k/Q48Fbbf2kwvgqhEjFPj2b2BUl/B/a0fVad\nsVcQUtr7A29tdAzb9xVnYWfk4EuBKDeWLBxJmwEvtX181XcNHaj9drT1C0lHERP3odEkzAwvaaL6\nJyJj/VvM3MR7NyKosJrtB+sfoemxpxKLnw8TfSq+UisrMipI+mKT4WnAX4GrbR8gaS3gSuIF/jfC\nuXmBaxpX92hPYT+3QSBpXSJLfCuij9Y7XNOsr83jNPu5vIjtA7o49n+AtSpZQIo+a7PZ3jF9XpPo\nZ/VZwtG6NvH/vhfxDJ5FU7bN89a9b4q81m4ZRpsmCUlfBzYk7p8Ha8ZeTvTLuMT2pyRVmgxPB95E\nPD+WJBx+jQI3a/UzaDxptCO7MupIupHoe3gyUV11Y/o+B1/6QJvOf2wvVbQtmWJRSJp+CVgXWCQ/\ne7sn+U2eBL5HSG7XZUQUCppShoRdL0GQXt4ZOfiSyQwPkq4FjrZ9dIPxjwMftr3qYC2rT4vE1eeJ\nZMdKQKM2sCGGLGk4B18KJDl9WuIh6zkySki6jJCI+Hb6XM+BeiGRUd43R9u4kCZErR4Ctj3yEoWS\nLgW2HJesYElLAN8FNmZGdn2lv9Fu3VTYpfvnBCJgvJPtP/bJ3KFD0j+AjW1fkz4fQeiCbpI+bwp8\nw/ayfT5v339ug0Iz+lHtBqxMLKaG6hlaZ1F3I/B120dLehPwCWAHQkrtROA04B56cDhO0n2T6R1J\ndwAfsV23F12SXDna9pI1369MVG6tDLyyVeCmANNHnhRAboVtX1m4MSWjGbr92wA3ExnNhxIV+mMr\nQZvJ9ANJcxGVidOJSo2ziff/0013zDQkvRvbWZMOvUJBK1JV9nTCqTgQCbtegyDdvjOSg/R1hOyu\niCSRtYE70iYvA24cJgdpJjPMtOm/g/A3LJm2vZ2oXlsT2BvYoLb6RdGP7hLgUNuH9tPmbmmRuFqR\n+D6SuLa6lUDDtC7PwZfMSNPMgZocbQcQ5Wh/ok+Oth7tnUJk3G/JzA/DZYAHWuxu2xv22Z7Nafzw\nfiuwBzDF9lz9PG8Z1E46xwVJCxG/PwJu6SXrTtIzwFHAvuOwgGyWwZxK6FcEFrV9laSrgJ/YPiyN\nLwHcUFTZbT9/bkUj6a3M6Ed1M3AcIY1YSCAzOTV2t314F/teSwRbjpf0GmJxt5LtGxTNzM8A1rf9\n8qp9esr27uW+6eVau6VVZr9CtnM121cNyqZJQtH/77W272kw/irg1nrvXUl3A9fbfleDfesGbtJY\no/nHGUQm69gvCGoWrI005ocqS65oJM0LbE9UNa4J/IrIbj7LSTY5kxkl0pzlpbbPrfpuR2JNOA9w\nFvC/3cxzJb2FGc3GbyOc5j8e5jlcZngZpISdZpXD/y8x9709fW6rAqXTd0YdR7HqfZ6k924m0wtt\n+O/2JBSAHiLW7QKWBRYkJB1XJAKgFxOy0xDBjHcAvwY2st2sz8pAaZK4ejkh6f1eRkQCNAdfMiNN\ncqAuZ/uu9PlFB2pytB0PvN/23FX7lCKrIEnAOcCmwJ+Jh52IplarAH9P47VUZEfmHMTERNJyRCR5\nM0LWZH/bdxZ93qIZ1+BLP5G0ru0ryrajX6SFxuJVWV7XAZvavlvSrcC+xIJhAaJx3Qa2f522XQ34\npe1F6x99/JG0N7EgXIR4FhxXmyXTw7EXBd5C9Bm5JEl0zQF8HPgcMLvtRbo47oeIDJjTiEXhw7bf\nlsZ+CawH/AvYlfj5ug/Bl6b3TVHX2i3N7ov0OUtAFIikewk51P9rML4OcJrtV9QZe4aQ0WuUmVo3\ncNNi/rEyoR29efdXNRpI+jfwKDE3PJF4FsyCB9BzbxiRtALhWN4BWNh2bVPkTBtIOh/YvvJ7JOmz\nRFD04fT5pcCVtlcs0cyxRdIFwOW2D0mfVyaS8I4nVBE+Axxj+0sdHvevwGLEvPFYZ6noTB8pWsIu\nrYMfYYbTdkHgv0Cl2kbA/J3M/dp5Z6TraontX7V73kwmMzNV/rv3pK/2Bo6oJFZVJWB9F3gfEYx5\nf/pbRJDmZCKBcaYeoMNCs8RVSeszQxr9WqKH9vHDlliWgy+ZkSY5UHez/cuUifGiAzU52t5GRH43\np0+Oth5s3Rn4BvBe25fVjG1AZGLtbvtH6bvZCXmffYnJ0n62Ty3QvlcQWWE7ERJIn7N9fVHnGzRp\n0rkBkQXQkH45l0cZSW8msppel766mah0+EN5VnVOsxJ7SQcRL+hlCEf9WsDSTv1tJH0Y2NH22uVY\nXz7p/+8u4FxqmrFX4w774khaOx1zfmIR+AdiwnQWUTJ8FHCCu+gnk44/nQgePwAcYPuBqrEfAXMQ\ngZmpxM/+4/RBaqfBffNX4GsUdK1d2tl109VM70g6FngtkVn2TM3YnMT79zbb0+vs+yDhlGkUfKkb\nuOl0/jGuSHoJ3MVjhQAAIABJREFUsAVRybcOcD6xQPvFsC3QyiTNP99j+8yybRlF6gS4/wus6tzj\nYCBIuh/YrDJnlXQgsF5lPqeQfDqg0+BXenc+Try7Gz4vbC/cre2TjKQ92tnOY9DzpRoNSMJO0k7t\nbGf7hC6O3fCdIWlh203X3plMpjvq+O/mBX5n+3MNtj8EWN72ewdn5eBI86tTiGTLRYft2ZODL5mR\nJjlQNwe+SmR01jpQ9yEcay/QZ0dbF7ZeCFxq++AG458nFgcbS/oA8GXC5q8A37NdV8ewD3YtAHwe\n+F8iUryPx1DvvKrsuZ7USOX7iS97lnQo0RPpMUJSAcJRODdwuO19yrKtU1oEX6YSfTq2IbLAP1z9\ne6/oJ/WLSubkJCLpctrT396gi+PeRzy3dyLKo28hZLvO6NzS7pC0EREI2YLQoD6D6CH2py6O1ei+\nmZfItN2WEq+1mjaDL9kxWBCpOuUPRI+gbzNzFcrHiaa2q1cqkWr2/Rkx55mzk8BNJ/OPHi9vZFDI\nEk4j7ss5iffBF4uaaw0TKQPyM0SG5EsIje8DBhkEHmfyM7ZcJD0FLFtVzfl/wAW2D0yflwSusz1f\nh8ctzHmdAUnt9Dy0x6DnCzBwCTtJs1X8I13s2/U7I92PZxFyQBd1c/5MJjMzjfx3ku4hehzXlY5O\nyVj/z/arGozPSSRqnV6Q6YUgaQ0igL0dIal8LPAdF9hHqxty8CUz0iQH6jHMyHJu6EDtp6OtS1sf\nADaxfW2D8TcSk5m7gKWAw4lywccLtGlvYB/i/+7ztn9e1LnKJi2G1yAa/jXEYyCx1i1pYXk0MyQZ\nnk3fzwF8DDiEaBQ9EtnR2QEynCTpn3UcfVimEgGLLfvx/JG0LaE7/Uz6/CriZ/xC+jw3keF/aNU+\nCwEfJCZtq3T6+9DivnkYmA34MPAT+nit3ZLvi/KRtBTwHeCdMJN+8UXE7+etDfbbCLiQmCe0Hbhp\nc/5xgat6IU0K6WfxQ4Y0S64IJO1HyNtcDDxJ6GifUq/aKtM5+RlbLpLuBHawfUWqdnuYqIS5JI2v\nDPwqV6hkykIlSNilirAT6KInQi/vDEk7EIkO6xP+l+MJOaA7OrEhk8kEzfx3Kdi5tO37Guz7PPCM\n7anp88hW5kpajJA8nE48T08hnqd11zrDQA6+ZCaOXh1tPZz3GWAJ2/fXGVuD6FOwFvB14EDbdbXI\n+2zTC8Qk6mKgYTaM7S2LtqVoahfDmVlR9Ew6xfaRDcY/DbzP9hqDtaw70gTjdUTATcSkf22iCTvA\ny4AbR2GCMU40cEytavvvfTh2T3IvklbrNCDf7L5J1/ol4N221+jntXZLvi+GhzQfWTZ9vBX4QYtd\nFiSCBBfSQeCm2fwjjb8CuN32nB1fxAiSMvu2IuaBbwXOIxZsvyjVsAEh6RaikvWY9PkdxP/B1GHL\nEhxFNGtj60eJ9UZHja0z3SHpu8AbCOfU5kR12yuqkjI+AHzS9ps7PO4awB8bVQ+MasZwZvCUIWGX\nAig7EQmevyGSDk63/UQb+/b8zkiJDtOAHYFXA5cRc56f1VbyZjKZxrTw321B3JvP1PPfVZRgKvOP\nBskhIyE9LelpoBJUPotQFJgFD7jVRDNy8CUz0XTjaOvhXDMtxmrGKg/RqcAnGx3Dfda5lXQ8rWWF\nsL1zP89bBjn40hpJjwMrV17AdcaXJqQa5hmsZd2hGVJzL35V9bl6UjFTD4QqbHvDImwbBSTdAKxd\nyQSX9B1g/0pgOGWc3GF77g6PW9t/6TeE7MI91du5i/5L7WYcE/0v+tLTqNl9k+z5ALHIXZM+Xmu3\ntLgvXvycHYODR9Jx7Wxne+fawE2zio1m8480PhHO4OQ83ZloNnoHcBxw0iRUu1STFqzLVFdIpWzJ\nZWzf03jPTDukZ+wFzHAEbAZcSjhbISrUNhn3+60sJC0CnEkkFTxG9M/4WdX4JYQm/r4dHjf38sn0\nBZUoYaeZG1M/D5wO/MD275vs09d3Rgre7EwER58i5Nba6vmTyUw6Lfx304CbiMDuhXXGPwW80CL4\nMhLvsTTXqlBvXTt069kcfMmMNElWrNUv8bzA/1Fy8/A6i7FqNiYeEFOZkX1ciz0mOrdlkH5XtrD9\ncNm2DCtpIbmG7RsbjC8HXG17/sFa1h2S1msyvFvVv++tGZsPeD/RV2FoXtiDpk4go56joePsGBXY\nf6mN4Mu3iJ/9o/Spp1Gz+6bqWqcw67uqlIlhi/viRWz/qmhbMoOhxfwDJsQZnP4f7iKy5P7YaDvb\nZw/MqBKoF4yrrc7IdE8nQdSibZlkFJr4j9VWqkhaOH3fUbZ9m8kdI5ExnMlImpdIRJhGKG/8jZAk\nO6LOtoW8MyRtBXwPWHDc5x+ZzCBQ636t6wO/tr122n6Ugy+vbWe7MtUmasnBl8xII6muPFJiPqK8\ndnb66GjrllFdjElaLFeLTAbphX2l7f0ajH+FqIRYf5B2DQpJsxOO+X2BR4D9bJ9arlXl0W4VSacT\nNElLtLOdu+i/1MxmzejNMicRWOtLT6Nm90261r2A1YlFbl26udZMpl1Gdf7Rb2qy5BoxVFlyRdAg\nGFdbnTEWkrOZTL8oak6UmTyGTcJO0v8AP6JBEKSf74w0L96Z8NFU5Md+OMnrrUym3zTy37WhPrEI\ncFF+jxXD7GUbkMn0gu1P1X5X5UD9f0Sj4+MIh9osjjZJf+3U0daDrUPn1JD0BKEDX9GlPg/Y1UkX\nvkqiJz+AJ4PDgbPSpP9rth8EkPRyYE9CEm+LEu3rCUmvZ+bf5edt/zWNfQD4MlF99iXge7afG7iR\nE8AAAg0bS3ok/XsKsKGklYig2plE36Jnq+x5FjgqvTt2JxagndDsvtkd+ChRdTeUAZZm90VmPBjG\n+UcZ5Iz0F6knZXPSwK3IZApA0pntbJeDi5kS+S2wOFC3spzo73YKIQlWCJLmJpyuOxMSfX8HDmuw\neU/vDM3cZ219QnHgeOA423e0e5xMJtMX/12tctC56e8XFRmKsDuTgy+ZMaPGgfoQcIDtr1Vv0wdH\nW9+RdD7RE2B721tL+ixwdEUiS9JLiczqFft86rmYWfpnXeL/bibz+nzOzJBi+1xJnyKcyXtWObAX\nILRD97J9bsMDDBmS1gGO8Iymqr8jqt5ebFItaV+iImEp4rqPsP34LAebTEx9qayekLQs8Zz+iO3/\n1owtAHwX+IIb9B5qg9pF4jGVwwPL0PgaziKC9h3R4r55HvgLcEXtfn261o5p877Y2PbFg7IpUx6S\nBGwC7GJ767LtyRRPDsZlxpxHWm/SNSumxAqId+bySb4JImM40yWStgXOqsjBSXoVUUn0Qvo8N7C7\n7UNLNLNf1K6t6621C1l/S1qLCIJsQ/gCzyAq/WeZp1bo5Z2h6Bf5PmKe+XNgUyKzPjt4M5nu6MV/\ntylwHpBbGZRADr5kxgJJmwAHU+VAJbJJftZkt64cbf1E0lLEBOhdRAlgxdn1eSLbpdKfZHZguYEb\nGOTJ0QRh+5uSfkZMyivNnG8GflrdaHFE+DhwYs13bwfuBFYFvgUcCBwFvMOpkXzmRQRcIqlSATQV\nOEdSRSe92znEZ4C7awMvALYfkXR32uZjnR64WWZ7q55GwBxEsKRjmtw3bwbuLeJae6DZfSFgj2RP\nDr4UgKR129mumSOkT3ZU5h/TgEUZ85+3pDVt/67NbecGlsoVYJnM6FFwcPESZnZq5Yzh/nEKVdUg\nwA3EXL2SnDIfcBAwDsGXdujr75KkvYkql9cBfyDmnqfYfrSf56nD2sABwEm2/13wuTKZTNDo+XE/\nNFahkLQgEaAZSrWGUScHXzIjTdJMPQRYk9Dyf9GBmprDvaTJ7l072nohld5uDexCTEhmIx6QK1Zl\nP+dqkz4jaUoleyrTHNv3AHX7KUmaavvJAZvULasTwZVq7rF9p6TbCe3iJ4HbgfdHAvjM2D6qcCuH\nlwNqPv+8zjY/7eK46wEfbDJ+OnByF8dtxZ+ADwB1exoBO6RtuqLefSPpJuDrTe6boq61GQ3vCwBJ\nJxJZUZliuLzJmKv+nmWO3mvgpsH8Yy9Cb32WAOGYcaKk24AfAOfXq3CUtCLxbNoZ2AfIwZdMZsSQ\ntDRwewGZ9Uv1+XiZmWmnGiTTPZ8hpMK2sX39oE5qe5VBnSuTyfTMEkSC3qDXphNBDr5kRp3fEc7T\no5nVgfog4fQ6v4EDtSdHW6dIehPh8NgeuJV4sG1PNLiaDXhsULZUUSsrVE9maFx4VtLiVY0yDwMO\nsv1Qi/0yvOi0252YvL+8xebDwquYWX5iJ+CB9O+7iH4grwZm6R2VMFEVM5HYrg2+9IvXMCOzsR7/\nIn4u/aaMnkavAd4LnEP9+6aoa21Gs/sCQrLzpQO1aLJYqMH3cwOfICqPGsnQXd7kuA0DNy3mH7+c\ngMALwIpERddXgJMl3UxoYj9F/EyWB+YlKqbfafu6sgzNZDI9cQsz99M4Ddij8s7vlmHt25YZWQYt\nYfeK6n6HmUxmZJkk/13XpPX+x2x/vWxbKuTgS2bUuYt42GxeZ2wqsDGwpqTThqB5+O+BbwJr2r6p\n8mUKFhXSW6ENBNwsqXKueYFrJL1QNT4u1F7LR4h+Czn4kkgvqS8BGwHPAIfaPkvSzkSm/PM0qIgZ\nUh4FXgvcDWD7xSastpeUtD7wE9s5m3GwPEL8XBo5MpYB+u4MLqqnUYv75iXAh4GvNdi9kGttQcP7\nIrFUCTZNDLZn6kcgaQoh//VF4AVgN+o3t4XuAzfN5h8TQaXfH9Hzb3Wi8mcJYq74Z+LddllOyMhk\nRp7aB9umwOf6cmBp/kqwWtKmzOxLed52rhrNtMugJex+Lmn7yhxkgP1lM5lMf2nmv5s/fTdFUr0k\n87kHYeCgSM+tNxPr78ttv5D6en+EaOMwFcjBl0ymH9hestm4pP8lHG33DUHz8EuIzNPFkqzLL6tK\n4gUcL+np9Hku4GhJFVmMOQuyaZKbrk6O16l9vky8rC4G1gJ+Iuk4Qtbv00SgYuBSfT3we2BHGmeL\nT0vbzELSPP2g7W8VYtkIIOm1wL62p6fPdxETvArPA2tXO3Pb5Argf4FLG4zvAVzZ4THboqCeRs3u\nm6uAB2wf0mDfwq61CV3fF5n+ImlL4KtEz5WDgG/afrrR9j0EbprNPyYO238gNO8zmUymLSS9m+gV\n+sb01WnAPFWbWNJ2ts8YuHHjw8ZV6/UpwIaSVkqfFyzJpiIoI+lrE2b2JwxTf9lMJtM+zfx37636\n95+LNqRMJK1FBK0XJILVv0+Jj2cRqkIHAceVZ+Gs5OBLZtw5kQi2PE7JzcNtbyzp1cQD87vA1FQK\nD/GQqHaqnFTnED8qwKZG2bWZyWQbYEfbZ6fFzl+I98QbRtRRdwRwsaR/A4dVSc4tRuj5fxB4Z/UO\nkjYknJRbAE8AExt8IQIk1TIdCxGBhopk2HaEZNtHOzzuQcBvJZ1BNE6tBG+WB/YmKhbX6tLmlhTQ\n06jhfUM0iy3tWhvQ8X2R6S+S1iP61a0MfAM4pDaw0sYx2g7ctJh/jOKzPZPJZBpRlJrAh4kKwmqW\nqfTrTA3NpwM5+NI9tevSY2o+j8X7akgk7AaShChpVdvXDuJcmcwk0MJ/19S3J2mP6r/r8Mpu7SqB\nA4GLiDXQToQCwNlEQtppw+i70hDalMn0TK0D1XZd/foym4dL2ohwhGxByL+cAZxhe2B9aCaJVIr5\nPcKhDpEhfBIzB72w/ekBmzY0SHoGWMr2venzk8Aao6x9L+njhKN9dkJKycyoftvT9reqnJI7Ez06\nTiUCt5dMsj6ypOuAXWxflT4/SgTiKo6G9YAf2F62yWEaHfvdwLHM2lvk38Cuts/u0uY1gD82qtBK\nEmHvtX16ne93Bz5ju6OeRq3um6KutRfauS8GbdOkIOl84B3E78SXbD/QYpfa/fsRuMnzj0wmM5ak\n+f4FQCUYvRlRaft49Xa2t+zwuLcDm1SqfevMiVYm5o2L9XYFmUlg0BJ26b54eVXCTe3v78uA+2zP\n1ufzPg0cABxs+4VW22cymeJI77GWjIIke0oiXMf2DZKmEv2zt7b9s5JNa0gOvmTGhk4cqL042vqN\npIWITOPpwCr9nvRkAkmX0zpjyrY3GIA5Q4mk54mJ+T/T50eJ38m2XtTDSno2bM2M6rdbiGqz1YFd\ngXWAXwAnA6cQi5EbSjB1qEg//xVSpQiSjgS+Yvvf6fMSwI22p3Z5/KmEDMIyJP1a4ELbTzTdsfkx\nnwcWr1pc/hdY1fZt6bl/KCH19Vvq9zT6VhOJsGbnbHrfFHGtvdLgvjhj0FWhk0ZygDxHOAIbvpNs\nL1xn354CN3WOl+cfmUxmrEiyny2x3ZH0sqSngOVt35E+rw78ubLGlLQUMScqSio6MyZUJOxsvzF9\nfpQaCTugrxJ2reaqBQZfNiWSH+8BdrB9Sz+Pn8lkZiDpGtqoELS92gDMKZQGAeVVbf+9XMsak4Mv\nmZFG0hzA5tR3oK4OvI/mzcM7drQViaTVcuZppiyKyhYcRiT9A7iRqH76ie3/pO+fJQdfAEi62xtV\nKl/qjK8BXGx7/nrjZdAss0/SIYRE2vzA/YRcU6U3y1fpsqfRJN03md6RtFM729WTFeglcNOGXXn+\nkclkMg2QdB8hMXpxg/F3AifYXnywlo0Hkt5E9Gl9b6UipGpsASJp6pO2R76PgaSzgbNsH5s+11ah\n7A2sb3vTPp6z1Vx1TqKyq+9JGOnn9w0i4edztmvl+zKZTB+Q9MV2trN9QNG2FE16pq0LPJS+ugrY\nkgj0vsgw+XRyz5fMqHMvMxyo76tyoJ5C9CvYmiFrHi7pzcD2wOvSVzcDJ9v+Q3Z8DA5JiwDY/lfZ\ntgwRtc6+er2HRgZJ6zYZnotwwi9DBGIzs/JXIsu+bvCF6Fdy/eDM6ZltiIrH44meJv3qaTRS902L\n++JFbF9RtC2TSI+91jrK1K4lzz8ymUyma64gKmfrBl/SWH5vds+ewKW1gRcA249Iugj4DFGtOeqs\nTFxLIy4A9urzOduZq/a9vyzEzw+YJulc4FRJX6Fm7dVN0kgmk5mZVkGVVEG/fdXnzwJH2344fX4p\ncKXtFQs1tH/8ipn7V/0i/e30vYGhqerPlS+ZkUbSQ8B1xATitCrt1GeBB4DdPHMT5OOJHgal/OJL\nOpSYTD0G3Ja+fi0wN3C47X3KsGtSkLQgUfW0HdE8HOA/hETdFyovnsx4kDIiGlF5KQM8RSx0TgJO\nI0pWhyZLoiwkfQj4OrBtrfa0pM2I++aTtr9fhn31aFH58gzwZuBPtmcbh55G3dDGfQEhwZgTdAok\nSdFtxIxAyE1EJVkhfejy/GPGorPSI2cMFp2ZTGZASHojIVl6DiFhenMaWg7YB/gfYK0cyO4OSX8H\ntrD9lwbjKwM/t730YC3rP5MoYZeSPyrBncOJKt4X6TExJZPJtEEzee70uRD5wSKQ9Np2thsmGbK8\nsM6MOq8AtgJ2Ab4hqeJANfAy4I8Atq9PDd+OLDHwshNRjbMHcEzVBGsO4GPAIZL+aruQrJMGNt0A\nrG37ofT5O8D+lWoQSYsBd9iee1A2FYWkhYlF0yuBHwN/S0MrAtOADSWtVameyowFCzX4fm7gE8S9\neBvwXiKj/CjivbivpOOJDLyJrYqx/X1JGwDnSLqRcA5DOBqWA346TIGXKlaUVOnlJWB5SfMSmS/V\ni/bnCEf0pNHufZEpCEnvAX4ALFIz9C9Ju9g+p8X+HQVuhnH+URIbE9IqFT4PnA5UEi9mJ55tmUwm\nMxO2r5G0HfHsrpUR/Q+hwJADL93zSuDRJuOPAeMi6fYQUXl/B4DtP9SML8sMKZ2BIWnrfvaZScec\nHTiASP74NvB520/18xyZzCTRzH+Xer7MBqwEXFtn9ylE9eYqlcMNwORCGKagSrvkypfM2JCinzsD\nOxETOIBtgZ/Zfr7s5uGSrgJOsX1kg/FPExP3NQZoU22WeL3o9/22pwzKpqKQ9HVgQ+Adth+sGXs5\ncCFwie1PlWFfpngkTSEaS38ReAH4EqHP/ULV+MZEMHcz4DHbLy3H2uFB0vuI/lkVR+8txLPs1C6P\n9wrb9/XLvppjv8DMVU0zDVf9+2cMoDdLkdfaL1rdF5n+Imkt4HLgbOBrzJwIsCfwbmA9279rsH/D\nwA1R2TtL4GYY5x9l0KwyLn0emYy/TCZTDpLmJuaKy6avbgEutP14470yrZB0N/Ah279oMP4u4Hu2\nXz1Yy/qPpFOBuW2/p8H4ucDjtrfr83lnB5YHnrF9c9X37wW+TFTj9LXaRtJfgHmB6bYv7+exM5lJ\npJn/LvV8mYcIdn4Z+BxwNDOCuV8kqt33TvuO7Dw4rV2+UwnmSnoLcI3tZ9LneYGv2t6jRDNnIgdf\nMmNHlQP1fMKR9BxwHiU3QZb0OLBy5eFWZ3xp4Drb8wzCnnTOiXFESLoD+IjtXzYY34SQH1lykHZl\nBoOkLYmm6osCBwHftP10k+0XBXawfcSATBxJJC1cybzpYJ//EJKQJxdgzxJNhg+r+ndDJ4ntnvpq\n1NhT2LX2g07vi0zvJOmru21/pMH4McCrXafRbreBm2Gcf5TBJM15MpnMYEnSxh+0/a2ybRlFFH1Z\nl7G9Tp0xAVcCt/RzjlYWZUjYJQn2c4FK8OrnROXr6USW/PeBb9m+p/4Ruj7vDwiJ4kmsNM9k+k4n\nc9k6Y8+nff9Zte+LyemjNA8eRQm1LDuWGTtStu4FSTZoTqKs9xHKb4L8PPCSJuNzkBt/F8niRAPx\nRlwPvLzJeGYEkbQecAjR3PIbwCEVvf8WzM7MElWZKiS9E9iVCGpP7XD3fYFjJG1BBET7Jq1g+84m\nw9v26zwdUNi19kIP90Wmd9YknCuN+DbRQLIeXwCOqxO4+Q3wmxS42R+oDdzk+UdgZvQ1qv4uk8lk\nukLShkTF9BbAE0AOvnTHV4A/Svo9kVxQkbpdnkgueB0hEz3ylCRhdwhwK7A70XB7e2AF4IfAJo1k\nS/vAG4EPSjrZqTdvJpMpDQHHp3YMAHMBR6ckLZhZmnfYqVW5GHoJtRx8yYwttneWtDiwr+3dy7YH\n+BPwAWC/BuM7pG0GySQ5Iv4FLAk0yuhZihL0dTPFkTLM3wEcC2xu+4Ga8dcDbweeAU63/bCkRQgH\n50fIfS9mIlWVTCekHRcCLgB27PQ4tr+T+nP9ELhB0oda9bjowMbXtGnDXf04XxvnKexau6XVfZEp\nnKlAMwfEI8RiqB7dBm6Gcf5RBuO06MxkMiUh6dWE1PXOwGuAU4ngyyVl2jXK2P67pHcAxxP/n5X1\nqIAbgI1s31qSeX3H9s8lXcTgJOzeDLzT9rWSriSCL1+1fWIB56rmWqK652uSzgR+mOXHMpme6MV/\nd0LN53rJ6ePe/7E0suxYZuRpx4Fq+/Vl2ggg6d3AWcARwNcqfUdSv5E9gU8CW9g+d4A2vUBUfDyX\nvloFuJH4v4QI0L5+mMr1ukXSscBricn7MzVjcwK/JH5XppdhX6b/pN/v5wiJqdqX3RyEBjFp7Dbg\nQ0T5/R+BrzfSnZ4kJL2EyMrbFXgb0aTvXcAbbV/Xh+PvDhxJyCc9Vz1me7Uujlfp+TLLUNX3tj3w\n5JN+X2sPdjS7L6ptWnhQNk0SSf/8SNvHNRifTkh0rFJn7ElCk71uhVcKkN5oe2rN90M3/yiDJGvT\nknGQtclkMv1F0hzA5sR8aB3gF8DJwCmErMsNJZo3VkhalQhICLjZdr3G0WNLERJ2DaSKVrN9S7/O\n0eTccxPV59OIe+d2IgHoBNv3Fn3+TGac6MR/Vys7Nk6MopRwrnzJjDSp8ewZzPhd3ltStQN1i2Fx\noNo+V9KngMOBPSVVJF4WIB6ee5Xg+Dig5vPP62zz00EYMgD2B/4A3CLp28RLSkTJ9ceJjNcdyjMv\nUwDNHGhfBH4NnAnMTTgljwI2tX31AGwbeiR9k8iMu4XIjNnO9r8lPUsfJIqSo3hLQmLh59QEJLrk\njY1OB7wP2AMYuO50QdfaLdmxXC7HAYdLetD2+dUDkv6HyBD9aoN9bwE2SMeox4Zpm5kY0vnHwMlB\nlUwm0wP3EmuHkwhZqP8ASDqlVKvGkBRsmSngImkFYBfbe5VjVfEULGFnYD5JTzEjIWmqpPln2qgA\naTDbTxAVTcdLei0xD/0IcICkC4lqmDP7fd5MZkxp5r97S/r7Hkl7ED7SaZL+Vb2D7aMKtG+QTJNU\nWdfPTkgcVq51vpJsakiufMmMNJKuIhyo+xGZSEcQfT2mD6sDVdKrgG2YUWJ8M/BT23eXZ9VkIGkp\n4DvAO5mhC2ngImD3cSpnzzQnOR/fRGRfATxNaB5fXJ5Vw4Wk5wiN6INtP1r1/bP0mOWZguRfIypp\nPlJp/FcEScbiYEIvvJL5/2jzvfp6/oFda7+QNJvtSegBMnAkTQFOA7YiNO3/xoxEgGWJCpVtUv+6\n2n0/RVT17tAgcHMCISNyRINz5/lHEyQtD5xt+3Vl25LJZIYLSQ8B1xHBl9MqTup+zIky9ZE0D5E4\nswshu3mD7ZXKtaq/NJCwOxG4xPazfTxPbWW46n0eVJa4JBHzoGOABYcpOz2TGVUk3d56K2x75Pva\nSrqHNuTWbL96AOa0RQ6+ZEaaigPV9q2SZmPEHaiSphbY8C6TkLQQM5xPtw5LE+zM4EiLkG8DW9te\nfJzLcrtF0vZEj5e3AucRi8ELgKfowdEg6RfAGoS0UmG6spJWI4JH6xBNTb9cKU0eFIO61n4h6XWE\nk2NH24uXbc84k5rtbk8EBSECIafaPrXJPl0HbtqwZ+LnH5LeAPwpO4EymUwtkuYinr2VQMAFpEAM\nsGoOvvQPSW8j/p+3JfqkHQn8wPaNpRrWJ8qQsJO0Xjvb2a7XN67ftqxPBJu2IqpvT7X90aLPm8lk\nMmWSgy+ZkaaV1t+okHqO7A58xvbLB3jea2gvYjywfgSZTFEkzeHtiIDC2sDfgSuBnxELnk8CD1bv\nY/vsAZs4Rdu0AAAgAElEQVQ5dKSKsWnpz9zAwoQE2RldHu8iYGfb9/TLxprjv5aQbdqKkKD8Qlnv\nhKKvtR/U3BdvJeQZf2r7sFINyzSkm8BNk2OVMv8YRnLwJZPJtEOVdNJOwCuJOeTxwKW5arQ7JC1G\nzDOnE5KYpxABid8yZpVFkv7BDAm7n1RJ2I1tFVWqvJ2W/ixNrL9+SFz/RCd+ZDKdkP13QZIs3Mb2\nIy03HhJyz5fMOLBxlX75FGBDSTOVJA+DAzU5OL4EbEQ0xDrU9lmSdgYOJHooHDlgs86qNhH4HHA0\nkCtBMmODpDWJ7LJtgLuILHETk/+licUzROl7NQYm3gln+3bgi5K+REj27QKcJOnrwJm29+jweBs1\nG09SBIt2U6Ui6TvJvsuA1ctu0lrktfZKg/vi7bavHLQtk0Stvnojmumu2z6NyLZu95zDOP/IZDKZ\nkcT234EvSNof2JiYd5wLPAosUqZtI8ydRB/XTwAXVSo4Y5o0dsxOrDFMH3ootkOqnP0M8B7gJcAl\nwAFFBz4kbUsE1DYE/kHIox6bpb4zma5p5r9bCtiUUHyYCUkLAL8BPmb7igHYWTTvIHo2jwy58iUz\n0qTKl1YMTL+0GZIOIZrLXQysBSxKNM1dk8jS/knZ2VKjWjmUydRD0p7MnEF3ku0/j3Nm2aCQtDCw\nI1HV8YYO930CWKLS+0TSecCutu9Pn18G3NfNczu9E54iMgobMqhsoCKvtQeb8n1RInV012fZhAbz\nlm4DN6Mw/xgGcuVLJpPpFkmLEv246vbcyjRH0o2EI+1k4MSKxNg4zk3KkLCTtB+RhHEx8CQRNDzF\n9vR+n6vmvM8Q0sU/BM7vRhY1k8k0ptp/J+ls4DLbdROqJO1BJNptMVAjC6BWAWkUyJUvmZHG9pSy\nbeiAbQgd/bNTZc5fiHvwDc5R0EymCA5Jf/av41j8iqSdBtl4fZxIfZK+nv50ylyEg7nCuoSmdzXd\npjoe0OV+RVHktXZLs/siUzxv72Hfh2kjcMOsFXt5/gFI+g/N///yuiiTyXRFSrLIgZcusb18Va+X\nqyXdTAQkoA2JnVHC9lPAj4EfV0nYHUW8g/aVdDz9l7DbEfi47WMAJL0DOE/SrgUHRF7VzDmaKnI2\ntX1ugTZkMpPCG4B9moxfCOw1IFsGweskNa02HabAfa58yYw0ko4FPjEKDtSU+bGU7XvT5yeBNWxf\nV65lM8iVL5lxQtLniAXNXESG/4m2r09ZdFOAxUcpW2LQJDmNVtj2/+vwuE17dZVRDVIUw3itLe6L\nscouHUYk7QicZvvpLvbtqmHuKMw/BoGknVpvBbZPKNqWTCYzWki6ndZBANt+7SDsGWckzUv0NduZ\nqAz5FVERc1alknjcSEGIioTdZsCjtvsmYSfpaWAZ23dXffdU+m7gfQklLUNUYU8j5HfnGLQNmcw4\nUFP58hSwUiNZv3TfXWe7NhFw5KhSEqiXxFj5figUkCrkDK/MqLMT8FlCY3fYmY3QWq/wHPBYSbZM\nHJLWbWe7MdHAzAC2DwIOSg7L6cDvJd1KvIzHUkS6zzQrSTawHOHA7yj4kimXFvfFQqUaNxkcB/yC\n0D7vlCXoLnCT5x/koEomk+mJZpW+SxLSjiOlPz+s2H4M+D7wfUkrEAGJrwDfAcbSSZ+qTy4ALqhI\n2PX5FLMTsrzVPMsA/z8lTSUqcXcF3gZcCXwZ+NmgbMhkxpx7gZWARj2VVgHuH5w5hbMW8K+yjWiX\nXPmSGWlGSesv2XoBUHGabAZcCjxevZ3tLQdoU22j7EOAw6h5iNk+alA2FUWL/kCVB6Ft56D0mCJp\nPuD9hMN5DeBPRHPPbzfap1nT60lF0qrAwcAGRNPMj3a4//PEc7vSB+W/RMbO7elzLz1frqENeYoB\n9nwp7Fr7aGP1ffEm4CrgjKxbXwy9zFvS71PHFXvDOP8oA0kLAR8ETqjTF2cBQpZllrFMJpOpR+p/\ntx/wMeD3wD62f1euVeNJ6nn2SdtfLtuWUaTOPADqzAWKmAdIejMRcHkf8HdCcu0QYJVcbZ3JdEYL\n/91WwLLA4bXruBT8vIroCVN7jJFjlPzAFXLwJTPSpJtuWaBpCfIwLKQlHdfOdrZ3LtqWCqmEvhW2\nvXThxhRMcqzUY27gE8AewG22VxqcVZmyqArGCagXmBu6UtWykbQUUeWyHXAm8AXbt3RxnBeAR5gR\nJFkQ+C8zfg4C5u8y+PLFdrazPZDeMEVeaxFIWpnIMH2/7cXKtmccSb8TL+tGOqXbhcYwzj/KIDUc\nXsX2Ng3GTwf+bPvAwVqWyWRGieTE+jShnX8n8Hnb55dr1Xgj6Q3An4ZlvtQLZUjYlTUPkPQXYH5C\nNu7Htv+avs9St5lMF7Tw300BXpn+/XngpvTv5YHdiEr41Ww/WJyFgyEHXzKZAVOl9ddwE7IDNVOH\npK07Hfgi4Qj9EpHxWmTTwcyQkJ4dWxGO8YYNLWt7J0wiqZHdF4EPA/8HfNb21T0cb2L6LozqtUqa\nw/azZdsxjqRnz/WE9FdD6lVn9RK4yYCka4E9bV/SYHxDIlvwjYO1LJPJjAKSZgM+RMyJngL2B05y\ndqgUzpgFXz7RZHhJkoTdmFzr08BpwInAxZV7JQdfMplikLQE8F2ih1RFZt3AL4HdKuoLo46kK4HN\nbD/cZJvZbDf08wyaLK+TGQe2Bh4q24hRRNKlwJbNHlrjiKQtga8CiwIHAd/spvlxZvhJQbZpwJbE\ngsZAZdLx61HKlhg0kuYhsjo/TWjHbmb7wl6PW2agQdJcwO62Dx/E+YYtqFKhyX1xBnBiDrwUzi/p\nvufKJZI6DtxkAHgt0Kxa75a0TSaTycyEpG2JviMLAgcC37X9TPO9MplZsf2N2u/qSdgN2q6CWJqY\nb34XmCrpFEJ2LAcsM5kuaOW/s30nsGmS2l2GCMDcYvs/AzSzcGyv02hM0usIqcMdgMUHZlQLcuVL\nZqQZxXKzYWLS/v9Sg+lDgJWBbwCH2H6kXKsyRSFJwDnApsCfgRuJCcgKRMO5C2xvWp6Fw42kB4D5\ngG8Cp9BgoWT7L4O0qxWpUelbiAbjl9h+XtIcwMeBzwGz216kTBvLpMV9sTJwtu3Ny7NwvOmx58sL\nwNdoEbgZlKzeqCHpYWCTRj0ZJK0J/ML2goO1LJPJDDvp+fskMR9qKGdt+9MDM2qCGKfKl2omScJO\n0gaE6sSWwFzA4cAPbN9cqmGZzAgxaf67dpE0NyGNPh14K/AH4Ke2DyvVsCpy5Usmk5kIJJ0PvAM4\nFtjc9gMlm5QpnmnAusCGti+rHpB0P7COpB1t/6gM40aASs+PvYHPMKN0GSIQo/R3RwvhIrWuJa0N\nnEvoSxv4g6SdgbMImacvAQOrRilD17sNptH4vtgAOCvfF4XSa9bTYXnB1TXXAJsDjRpib5G2yWQy\nmVquIJ7fuTquACS9p8UmSw3EkAFRR8JuD8Zcws72pcClqQ/rBwgn6V6Srre9SrnWZTKZUSQlTu0K\nbAPcRSQTvt32laUaVodc+ZIZaZJja3Xb/y7bllEkRc43oIVs27BltndDutbngMdp4vyyvfDAjMoU\niqQLgUttH9xg/PPAerY3Hqxlo0HSjG1JKm/u5LiFaV1Luhy4j5AV3AnYk5AS2tf2GZ0er1eGUdc7\n3xfl0mPly/PA4jn40h2StgJOBT5FSAY9n76fjaiM+xrw/jKeFZlMJjPJpHdjK8aij2uWsJuBpFWB\n6bb3KNuWTGYUmCT/XTMk7UkEcBcgKlJPsv3nYe4nlYMvmcwEkx7elQz2Wl7MbB+Tie5INr7OdE+S\nzdrE9rUNxt9ISI+9fLCWjQ+SVrJ9fR+OM4vWdSNpoBbH+Tewju0bkpTDY4Qu7s97tbFf9Otaezh/\nvi9KRNKSwCPAI7ZfqBmbDZjHdl1Jmyw10DuSDiTkBx8FbktfLw3MS1QVfbYs2zKZzOgiaQVgF9t7\nlW1LZriZJAk7SYs1m7NImh1YzfZVAzQrkxlZJsl/14zU//IQYP9KMlX6fmiDL1l2LJPJvAX4Z9lG\nFE0OqkwkCwMPNhl/EFhoQLaMDZLmA7YnSnzfRIeyYzXHqtW63rJHreuFgH8B2H5S0hNAz8GhflDA\ntXZLvi/K5Y3EYmFV4ImasbmAqyXtZfucOvsuDTwraUqngZtMYHtfST8nJE8qjUh/BZycnT+ZTKYT\nJM0DvA/YBVgTuIF4x2e6RNKcRG++x8u2pUAmScLufkkvVuxKug7Y1PbdafylwG/pYS2RyUwgE+G/\na8F+wM7ADpJOAU7sR0JokeTgSyaTuWuSsmiTA3Qj4HXpq5uAi20/WZ5VmYKYjZCaa8Tz5Pdg20ha\nl3AwbEVIe50J7NblsYrUul5RUqVqQ8ByyUHyIoMsxR5CXe98X5TLx4BDbdcGXrD9uKRDgN2BesGX\nXgI3mUQKsuRASyaT6QpJbyPmQ9sCU4EjCemkG0s1bISRtCjwI6I/5xRJVwMftH1ruZb1H9vrl23D\nAKnNzl8SmKPFNplMpjkT5b+rh+2DgIMkrUfIj/1e0q3E82Qokwiz7FgmM8FMmoRJaub4A2CRmqF/\nEVIB2WE1RqTf7wuApxtsMichv5SzrRqQghjTCCfD/MDpwEfpoZy3SK3rYSvFHkZd73xflIuk+4B1\nGzmUJC0DXGH7FXXGLgROt/2DBvtOB7bL/XrqI6mthr7jrpOdyWQ6R9JixHyoWmP+ZCJrfyglTkYJ\nSccC7wKOIhJVPgLcb/vtpRpWAuMkYVfra5D0KHG/3JY+vwy4L885M5n2mDT/XbskZY73E+/oNxFJ\nVmfYPqJUw6rIwZdMZoKRdBmwhe2Hy7alaCStBVwOnE001f1bGlqRaMr9bqLJ9MB6L2SKRdJxbWy2\nLPAwkYll4HbgDKJ0daJfkJLOAdYFzgN+DPzC9vO9aqkWqXUtaYl2trN9Z6fH7oZh1PVu877A9s5F\n2zKJSHoSeGOjDOnkdPmT7al1xroO3GRaBmcrjL1OdiaT6Zz07D4DOAm4qCL9OMz68qOEpLuBXW3/\nMn1ellirzWO7UbLI2FBPws72SuVa1Ts5+JLJ9JdJ8t91i6SViWfp+20vVrY9FbKsRGbkkTSFyETa\nkuxA7YgJyyb6AnCc7Y/UfP8b4DeSjgH2BzYduGWZQmjmPJYkQtZnLeDPwHWEQ24F4HjiebJ58VYO\nNZUMxO/avqWPx21H67qr53Y7QRVJg1zMFnat3ZKDKqVzB7A60EieZnWiJ1A9FqL53H0OhrTUfkhY\nqmwDMpnMyHInsDZwV/p3lhjrL68g5uMA2L5F0tPA4sR7cyyZAAk7A/NJeopUfQ7MK2n+ND5/wz0z\nmcwsTJj/riGSlrJ9e70x29cBn5T0mQGb1ZQcfMmMNMmBejbhMM8O1Ewz1gT2aTL+baLpbmYymEZU\ndWxo+7LqAUkbAGdJ2tH2j8owbkhYm1gQ/lHS34ATgVN7PWgZWtepFHl7YFeiFHkgGXYTpuudaY8z\ngQMlXWT7weqBJPP3FSKzuh530H3gZuIZVMVbJpMZP2wvX+Uov1rSzcx4VudEv/7wfJ3PY9cPpIGE\n3fqEhN2xYxR4gfj53Vzz+Zqaz/n+yWQynfJ3SXcCl1X+2L6negPbz5ZiWQOy7FhmpJG0M/AN4L2N\nHKjA7hPuQM3wolzA8o2cL0mu6MZ6Ui+Z8SP1TrjU9sENxj9PyNBNfO+EJIWwHbFIXIMIXHyaWCA+\nWqZtrZC0LuEo2Qq4j3B8/9T21aUalplYUiDwt8BrCMfdTWloeeADwN3AmvXuLUkHAh8E1mgQuPk9\ncJLtfYu7gtEl93zJZDL9QNK8RELHzkRy16+I/i9n2f5nmbaNKkme6hFmdsQvSEi2vlD5wvbCAzat\n70yShF1qht0S2zkBMpPJtI2k9Ymg9frAW4CXALcBlzIjGPNgg91LIQdfMiNNdqBm2kXSX4Ajbdft\nd5AaFX/SdlvOmcxoI+kBoqn4tQ3G3whcYPvlg7VsuJG0HBHM2IFYFF9k+z1dHGceohKtnlzk4baf\n6MHGlxMZhbsQcganAx+lpAVtkdeaGU0kLQAcRAQ1KzJhDxOVZfva/k+D/boO3GTq9nypLIKqM6tz\nz5dMJtM2leboxLxoYdtzlGzSSCJpp3a2s31C0bYUjaQbgTmJgN2JlUqXcQy+ZDKZTNFImouQkl8/\n/VmDkGK+0fbry7NsZnLwJTPSZAdqb0iaUsm2GXckfYro+7KD7fNrxv4HOAH4qu0jyrAvM1gkPQMs\nYfv+BuOvAG63PedgLRsNJM0GbEboUncUfJH0EqLX0krABYSEUkUuchPgT0RT8Y5LhSWdQ8jJnQf8\nGPiF7efLWtAWea2Z0SdJpy5C/E78s50edd0GbjIvVri++BG4npCtnakiNsuTZTKZTpE0B7CZ7TPL\ntmUUkTS77edabLPiuAQmqiTstiFkuU4CDgVWsf23Mm3rJ1W9XZpi+79F25LJjAOT5L/rlLTufhvR\nt/YjwLzDlFCVgy+ZkSY7UHtD0vPA4rb/kT4fBhxk+6FyLes/kqYApxHyQzcBf2OGE3RZQqJum/wy\nmwzS7/7LG8lDSHoZcN8wvbDHBUmfAD5HVCXeVDO2PHA5cKDtb3Zx7OeAo4Dv2r6l6vuygi+FXWtm\nNJG0WOWd22B8dmA121e1OE7HgZvMzEh6lHgu3Fa2LZlMJjPJSDrN9nZNxlck1C7GKqFy3CXsqipO\nG25CrjjNZNpmkvx3rUjBljWBtzNDfuxu4Ir051e27yrNwBpy8CUz0mQHam+kCdHLqx7e/wVWHWdH\nhKTtiEnu69JXNwOn2u65kXhmdEi/+xcATzfYZE6iqm5inx2Sjm1jM9vepcPj/go43fa3G4z/L7C1\n7bZ0omv2XZPIJNyOCLCeSFQE3E85wZfCrjUzmtRZNF0HbGr77vS54bylX4GbTJCDL5lMpl3Ss7sl\nkzxv7AVJdwHn2/5onbEVCA3/39jecuDGDYhxlLCr6fki4HxgV+De6u1yz5dMpj0m0X9XD0mXEsGW\n24mg9ZVEsKVuUv4wMHvZBmQyPSLgeEnNHKiZ9lHrTUYb26cRFTCZyaYdzegfFW7FcDONkOO5hv4+\nG1YkKj4acRmwfzcHtv074HeSPkkEYKYDRwBTgI0k3T3gfhiFXWtmZKm9l5YkdImbbVPhfkkNAzfA\nS4meMNn5l8lkMv1FxJzoBGJelOkvGwNXSHrI9ucrX6Yq4UuB3xESXWNLkhvbS9LnCGnfkac2qJKC\nmL+bNEdxJlMgY++/a8A6RHLlpcRa+1e2/12qRS3IwZfMqJMdqJm2yJqzmWps71y2DSPAd4kqsaWA\n44CT+lTSvCDQbHL0b2CBXk5g+3HgWOBYScsRmYSfBQ6WdFGnfWp6oPBrzYwljcrSewncZOqTJQAy\nmUw7rEHMJT5BZNoeC/w499nqD7b/JmlT4JIUgDk8BV4uA64mqoTbqj4adVIfwNw7KJPJZBqzIBGA\nWR/YBzhF0s1EFczlRDBmqKQbs+xYJjPBpLLF7wFPpK92Ixr+PVK9ne1PD9i0vpM1ZzPtknopbALs\nYnvrsu0pE0lzAlsSFSRrEY3sfwhc2G2PibLkIiXNRmQSTh9U8CVLY2ZqqSMXMJP0VQvZsa73zYCk\na5h5HrAKcCPwTPV2tlcbpF2ZTGZ0kDQXsDUzenScA/zQ9kWlGjYmSNoAOJdoPv8hospoS9vPNN1x\nhJhkCbss95nJ9MYk+e86QdJ8wNrM6P/yBuAW2yuVaVc1ufIlM7ZkB2pbXAEsV/X5N8DSNduMS4T2\n7WUbkBluJC1FBBmmAYsCF5dq0BBg+2ngFCKbZAni/+Y7wOySXm/7sS4OKyKz8bkG44XMTVLG5Fnp\nz6Ao5VozQ42B+SQ9RQr6A/NWVWe2VaWZ6Yrae//npViRyWRGFttPEY6uk9K88YfALyQtOokNj/uN\n7UslvR/4CXAhsEWqBBknJl3Cblx8C5lMGUyS/64THgceSn/+AzwHrFCqRTXkRX9m7MgO1PaxvX7Z\nNgyQJYDTkjM5kwFerOzYmpCSWJvolbAXkcWYJehmplI9JnrrKfFlWk8Kf9rNgSUd28Zmtr1LN8fv\ngsKuNTOyCLi55vM1NZ8b/c7kwE0P2D6gbBsymczoI+lVxDpzGjA3cBiQ54w9IOk/zPruWwf+f3v3\nHm9bXdZ7/PPdbrmEohDKxjTBWyiIHNJOoaYomlHeSEOPBUIZaebdTE3FSlOjDqZ4sBMCiglmZAYi\nAgJ6ykveUgy5CNjGC5dEbiIoPOePMZasPVlr7cVac86x5hif9+s1X+wxfmOu9UzYjDnG84zf8+Py\n5nnKRlVtP824JmQwLeySjLZP2wo4KskN83dW1f7Ti0qaXQPL3y0qyTrg4TSzXPYBHglsA3yLpl3l\nH7T/XDNsO6ZeMIE6Hkl2AKiqq7qOZdzaKd4/WahYw5bk52nOF88GLgLeB5wIXEYzHf4/OwxvzRhp\nO/YomlYQxwAfq6pbV/gzs9KWZcv42bfSPE34JZZY+6Kqnj6J379APBP7rJpNSR6znONGF6lt3zva\nPnO0UGP7zCUkuedS1wBJ1gN7VdXnphiWpBmQZAvg6TTXjo8GTqVJmp86lLVIJinJQcs5rqqWs97r\nTBhCC7skxyznONfilFamz/m7pSS5lqbY8l2aIstZwNlV9Y1OA1uCxRfNNBOoq5fk7sCbgAOA7drd\nVwMnAH9SVd/vKrZxGu2Vr2Fr20C9Aziqqs6ft/9HeO4AIMm7gGcBG7ntqbxVX9gl+TfgwKq6aLU/\na4GffSTN98E3aYpEx3fZBmSSn1WzKcmBrHAW5moKN7r9QxhJvgrsV1Ub223XzJG0oCT/DVxH0yrq\nfcCC9xM+9KeVmNfC7jGALewkLWoo+bulJDkUOKuqLtjswWuExRfNNBOoq5Nke+DTwM8A7wfOa4ce\nAvwvmqTr3n2YBt0WX3ZcbOFrDUuS04BfonnK7H3AaVVVnjtu0/4/8180s0gWvVi4o60CknwQ2A94\nVVUduaogF/7582fr7A2cQnND+/Fpz0KZ9GfV7FnNLMzVFG50+4cwRhf+bYsv36mqdR2GKWkNas8f\ncxa6lnDm4QQl2Ql4bVW9sOtYxmmBFnbvpUmeLrZWoKQBG1L+rm8svmimmUBdnSRHAI8H9q2qy0fG\nNtAsdHhmVb20i/jGqb1pOpdm8a1FVdVe04lIXUtyH5qp/gcDW9PMmnsBsEdVnbfUe4cgybEsY8G+\nlbQKSPJM4J3AV4CDq+qyOxzg8n7PfWluaA+kWedut6q6fhK/a4kYpvJZNRtWMwvT9pmrs8ziizNf\nJN2OMw8nL8luNL37bwY+WFXfb1vqvBb4feDiqtqtyxjHwRZ2klZqSPm7vrH4oplnAnXlklwKHFpV\npy0y/iSaWUU7TzOuSWiTLn8FLJl4dUHeYUryBJpzyNNpnhj5EPChqvpip4H1WJJ7AEcCT6Apnm9S\nGK2ql43hd8x9PzwX2ALYddrFlzaOiX9WzYbVzMK0febqWHyRpLUpyVNorr3Xt7suBp4HfBD4AnBE\nVX2so/DGyhZ2klZqSPm7vrH4ol4xgXrHJLkJuP9iT2K3U6EvqqqtphvZ+Jm00nIk2Q74LZqWVXuY\nhJucJHcCXg+8BvgMmxYkqqoet8KfO7/t2KOAk2nWf/lYVd261HsnZVKfVbNnNbMwbZ+5Ou3MoQcB\nV9K0CNpIc464tD1kR+DrnvclabqSfA74V+B1wO8Cfw18DTikqv69y9jGzRZ2klZqSPm7vlm/+UOk\n2VFVpwOnjyRQXwV48bKwq4CdgcXa4OwC9GXBPyvN2qy2P+o7gHcksQXdhLStJd4LbA88sarOGtPP\nfRfwLJqk6nuAZ1fVVeP42auIaSKfVTPtNDYzC3MJZ7br3S3K9pmLCnDByPaXRra9VpCk6fs54H9V\n1fVJ3gEcDry0b4WX1j5dByBpZg0pf9crznxR7yXZy5kvC0vyHuD+wBOq6uaRsS1pEkQXV9UhXcQ3\nTs580UKSPAJ4Ns3T0NAk5v6+qj7fXVT9luSPgcOAvwdeXFXXjfFn3wr8F01CddELnKraf1y/czPx\nTOyzajatcs0X22eugms2SNLatLm2kJKkYeXv+sbii3rBBOrKtNMSPw/cRLMewddpnvx8MM26OVsC\nD6+qjZ0FOSZJdgauAa4ZbT3UtgTaxt66w5LkbcAraBKZczd39wd+Cji8ql7VVWx9luQ7wO9V1b9M\n4GcfyzKeXK+qg8f9uxcyyc+q2dS2vtppFcUXHyJYoSTbV5VPA0rSGtN+vx1Ec68G8AHgJcAmC0pX\n1UemHJokrRlDyt/1jcUXzTwTqKuTZBfgXcATaU7c0CQvTwdeWFUXdRXbOCV5OvBWYM+q+sHI2DbA\nF4FXmCQdhiQHAUcBrwTeXVU/avffGXg+zd+VQ6vqvd1F2U9Jfrqq/rvrOKZhSJ9Vy7PKmS8rLtwI\nkvwQ+DBwdNumVpJWJcl9gW1o1ovqZF25PhhZB2UxroMiafCGkr/rm3VdByCtRptA/UPgRcBPV9We\nVbUnTW/9lwIvSnJglzGudVV1SVX9KrAD8Ivt6x5V9aSenbifD7xttPACUFU30CTbXzj1qNSVPwBe\nU1XvnCu8AFTVj6rqb4DX4t+HSXlQkl+fvyPJgUkuSXJFkr9tp033wZA+q5ZnF5p+zQAk2SHJDst8\nbzZ/iJbwPOAewMeSXJrksHZWrCQtKckhSV42su9vaR78+ypwbpL7dBJcD1TVumW8LLxIGrwB5e96\nxeKLZp0J1DGpqqur6nPtq49tOXYHzl5i/JPAQ6cTitaA3YB/XmL8w+0xGr/XM+/fbZKHAkcDZwBv\nAZ4MvLqb0MZuSJ9Vy1BV3wS2TXJkkqtoWqpcnuSqJO9Mcvcl3r6aws3gVdX7qurxwAOA42ha3FyU\n5PQkByTZotsIJa1hvwdcPbeR5EnAwcCBwCOA7wNv6CY0SdLQDCB/1ysWXzTrTKBqubYD1i8xfuf2\nGBgtBC4AABw1SURBVA3DLcBSibY7t8do/PYEzpy3/Szgs1X1vKr6a5qZjL/ZSWTjN6TPqmVIsj3w\nWZrE/z8CL29fJwHPBT6dZMHvolUWbtRqnxh8Q1XtAjwJuAJ4D/CdJH/TbXSS1qgH0vTZn/NU4J+r\n6v1V9UXgNcDjO4msR5I8M8lJSc5tXycleUbXcU1DkvsmeUgSc3SS1DOe2DXrTKBquS4FHr7E+MOB\nb04nFK0BXwSes8T4b7fHaPy2Y9MFVB8DnDpv+9+BvrTuGNJn1fK8HrgZuH9VHVpVR7Sv36OZkfGj\n9pjbWU3hRgurqjOq6jk0T69DM6NakkZtDVw7b3tvmlnzcy4GNkw1oh5Jsi7JicCJwEOAi9rXbsCJ\nSU5I0ovWm7awk6ThsfiiWWcCVct1EvCmJDuODiTZAPw5TTJLw3A48Ookb5v/dyLJhiR/CbyqPUbj\ndzlN+yTaNj97AZ+ZN35XmgR0Hwzps2p5nga8oqouHx2oqu8CfwQ8fZH3rrhwo9trnzI+LMklNAm/\nzV1TShqubwI/D03LR5qiwL/OG98AXNNBXH3xYmBf4ClVtWtVPa19/RzNd+IT2mP6wBZ2kjQwS7Xg\nkWbB4cCH2wWL/2oumdEm018OvITFkxgalrfQtAi4MMnxwPnt/l1pki0b22M0AFV1cpKX0pxDXp5k\n7ob5bsCPaZKjJ3cWYL99FHhLklfRJKJ/AHxq3vgewDe6CGwChvRZtTw7AV9bYvxcFn96+mnAoYsV\nbpL8EXAU8NJVR9lT7fXibwCHAI8FvgUcCxxTVZd2Fpikte444MgkuwGPA75eVV+YN743zflbK3Mw\n8MqFrr2r6iPt99uLgSOmHtn4LdrCDiDJa4BjughMkjQZFl8000ygrk6SX17OcVX1yc0ftbZV1XVJ\nHgn8BXAAt63v8n3geOC1VXVdV/Fp+qrqHUn+CXgmzY0QwAXAP1bVxu4i673X0cxEOwe4Hjioqm6e\nN34I8PEuApuAIX1WLc9VwM7AZYuM7wIstmjmago3g5fkXTTrLv0UzXqB+wGnV1V1GpikWfA2mnPH\n/sB3aa4d53sk8IFpB9UjDwTOWGL8DOCdU4pl0hZqYXf0vG1b2Ela0JDyd30T7zfUB0nujQnUOyzJ\nrUsMz50cqqp6VahtewbvAAS40sSLFpJk66q6ses4+irJ3YDrq+qWkf3bt/tvXvids2dIn1VLS/Ie\n4P7AE0b/u7ezMk4DLq6qQxZ477eAA6rq/y3ysx8NnFhV9xp/5LMvyVdoElzHV9V/dx2PJKmR5HvA\nY6vqK4uMPxT4ZFXN/LpmSc6jeejvpLaF3XeB/zk3kyrJLwAfqSoLMJI2MdT8XR9YfFHvmUBdXJsQ\nXMhP0UztfhFNEmj36UU1GUnuWVVXLDG+Htirqj43xbC0BrUJ0BfStD/wxkfS2LQPi3weuAk4Evg6\nzYMADwZeAGwJPHyhh0dWU7iRJK1cmxD/wuhDFPPGtwSeWlUfnG5k/ZDkFOC/qur5i4wfBfxsVe03\n3cjGL8kf09xnv4umhd095t9rJ3kJ8OtVtW9HIUpao4aUv+sbiy/qLROod1ySdTRtcN4A3AocBhxX\nVUtV2GdCkluAneYKMEm+Cuw3l+BqF13/dlXdqcMwNSXt+eEwmgU8bwbeVlUfTnIw8CbgFuCdVfXW\n7qKU1EdJdqFJujyRpvACzdNqpwMvrKqLFnnfigs3kqSVW+A+4lpgz6q6uN32PmIVkuwNnA18mKad\n+Pzvt5fTrIuyT1X9a1cxjkt7v30Y8GSaWS8vq6rz5o3/A/Cxqjp64Z8gSY0+5+/6xuKLZpoJ1PFJ\nsj/wZuAeNOuivKOqbuo2qvFpp2humHfTdB3wsJGbpu9U1boOw9SUJHkrcChND+m9af7eHwP8Is3/\nB/+w2NONkjQOSbbjtnapF1XVYmu9zH/Pigo3kqSV8z5i8pI8HfhbYPuRoauBQ6vqH6cflSStTX3P\n3/WNfeA06/6UTROo/5BkLoH6MkygblaSxwBvBR4KvB14a1Vd021UnbEaPRzPBA6sqo8k2R34Cs13\n4sNcA0jSNFTV1cDtWl0meUZVfWiR91wC/OpKCjeSpIny+nEVquqfkpwG/AqbruP68ar6QXeRjZct\n7CSthvm72WTxRbPOBOoqJPkosC/wHuBpVfXdjkOSpuXewBcAqurcJDcB/9vzhqRJa9cY2xW4uaou\nmLf/qTQPlewKLFh8mbOSws3QJdmzqr7cdRySpE0l2aWqLmmLLP/UdTwT9mlgJ2DBFnbA3YEPABZf\nJG3C/N3ssviiWWcCdXWeBPwYOAD4zSQLHlRVo9O/Z1EBd03yQ5pWLQXcJcm27fi2i75TfXQnmlaF\nc34MXN9RLJIGon1Q5GTgPu32PwPPp0my7A78X+DXlnj/qgs3A/bZJG8E3mIvbEkr8JAkc+uIBtg1\nyV3a7R06iqkvvpHkm8BZwCeAs6vqso5jmpTRG+6FbsAXvimXNHRDyt/1isUXzToTqKtzcNcBTFFo\npq7P3/7SyLZFu+EIcGxbsAXYCjgqyQ3zD6qq/acemaQ+eytwEfBC4Nnt68HA0cCTqurGxd642sKN\nmFtP4ClJfruqLuw6IEkz5Uw2TYqf3P6z8D5itR4HPLZ9PRvYIsnFNIWYs4CzquryzqKbPv8uSVrI\nkPJ3vRInCGiWtYsfngrMJVCfTHORZgJVm2h7Y25WVZ0z6VjUvXZtqM2qKi9wJI1NkiuAJ1bVl5Pc\njWYh4YOq6n3LeO8pwJbAEdxWuDmfpnBz5FKFGzXaf+dvB54BvLqq3tFxSJJmQJL7Lue4qvrmpGPp\nuyRb0azl+tj29QvAnYGvV9Vu3UU2Hm3+YkNVzbUdu46mZfrF7faOwLer6k4dhilJGiOLL5ppJlDH\nI8nWwBOAB7W7zgfO6FMiJ8mBwIlVddNmD5YkaQIWSbrstZxZGKsp3GhTSZ4BnEDzsM4mix7bqkGS\nupdkC+CRwK8ChwJ36UNBor0OeBzwvXbXvwG/Ccy1WdsBOL0Pn1XSZAwhf9c3Fl+kgUvyFODvuH2v\n4quA36mqf5l+VOOX5BZgp7mElyRJ09Z+Fz0IuJKmTc1G4FHApfOPq6prF3jvigs3uk2SRwDvbTcP\np2lZ+xNVddzUg5K0piXZYznHVdVXJh1LX7XFll8E9qGZ8fI/ab4jP9m+zqmq/+oswDFpv8vnWtWN\n+kkLO4svkhYylPxd31h8kQYsyd7A2cBHgL8CzmuHHgK8HPh14DFV9ZlOAhyj0aSVJEnTNi/p8pNd\nC20vlHRZTeFGkGQ98EbgFcCRwGuq6ofdRiVpFmwmYT7HhPkKJfkETbHlEuAc4FM0xZbvdBrYBNjC\nTtJKDSl/1zcWX6QBS/JRYGNVHbrI+LuB+1TVftONbPzam6Ydq+rKrmORJA3TatYfW03hRpDkK8Bd\ngEOq6uyOw5E0Q0yYT1aSHwHfAT5Mk1g8p6r+u9OgJGmNGVL+rm8svkgDluR7NJXxry4yvgfNxe92\n041s/Nqk1bmMtBcZVVV7TSciSZKWbzWFG0GSvwNeUlXXdx2LJOk2SbYBHk3TbmwfYE/gAppZMGfT\n3I/24gE6W9hJWqkh5e/6Zn3XAUjq1NbAUu1JrgG2mlIs03AaYNJFktSJJOuAVwJPAbYAzgTeuJwF\nMi2qrNr/AH4ryd/bmk3SOCXZHzisqpaVWNemquoG4GPtiyR3pWmruQ/wR8D7k1xYVbt3F+XYfJll\ntLADnMUqadTQ8ne9YfFFGrYLgccBxywy/vj2mL74S9d8kSR16LXAYcAZwI3Ai4F7Aods7o2rKdwI\naBJebwP+KslJwNG2H5O0XEkOBZ4A3Ay8vao+m+RxNH33HwS8t8v4euYG4Hvt62qazgUP7jSi8dml\n6wAkzayh5e96Y13XAUjq1DHA4Ulu1xMyya/RJCmOnXZQE2KPRUlS1w4EXlBVv1JVTwOeDDynLaxs\nzmuBN9PM4PwWTeHmyIlF2jNV9TvABuAPgPsAZya5KMlrkvxMt9FJWsuS/DHwDmBnmgL4J5K8Bng/\ncCJw76p6fncRzrYk65L8QpI/SnIq8H3g34AXAN+lOW/fr8sYx6WqvrmcV9dxSlqThpS/6xXXfJEG\nrE32nAj8BnA+cB7NFOgHAw+kWfTwmVV1a2dBjkm75ssGZ75IkrqS5CbgAVW1cd6+H7b7LtvMey8E\nDq+qd7fb+wKnAFv34Xt62pLcHzgY+G3gXsDHaWbDnNRpYJLWnCTnA2+uquOSPJpmLZKPAge0LbO0\nCkmuBbahKbSc1b7OrqpvdBpYB2xhJ2kxQ8rf9Y3FF0kkOQB4Ns2UeWgWODyhqk7oLqrxSnJfYOPc\nF1GSHQCq6qpOA5MkDUaSW2geBLhy3r7rgD2q6pLNvHfFhRstLklobmLfDdy9quyzL2kTSW4EHjR3\n/m3Px3tX1Re6jawf2pZuZ1XVBV3HMg3LaWHnTCpJixlC/q5vLL5IGowkdwfeBBwAbNfuvho4AfiT\nqvp+V7FJkvqvnYV5KnDTvN1PBj5B0+MegKraf4H3rrhwo4UleSzN7JffoFlT4ISq+v1Og5K05rTn\n7h3nzr+ee7VSbQu7PwW+AuxK89T6m4A/BN4OvLuqru4uQknSuK3vOgBJ3Umy7XKOq6prJx3LpCXZ\nHvg08DM0/ZnPa4ceAjwXeHySvb3YlSRN0HEL7Dt+me8NcGz7xPWcrYCjkixZuNFtktyb5nv/uTRr\nCHyKZl2Bf6iqG7uLTNIa92dJftD+eQvgT5JcM/+AqnrZ9MPSjDkYeN5IC7u9aWax2sJO0qKGlL/r\nG2e+SAPWPsW11EkgQPWhBUeSI4DHA/tW1eUjYxtoer2fWVUv7SI+SZKWkuSY5RxXVQdPOpZZlOQ3\ngUNorgWuoCmEvaeqLuo0MElrXpKzWfqeCZp7psdNIRzNMFvYSVqpIeXv+sbiizRgSR6znOOq6pxJ\nxzJpSS4FDq2q0xYZfxJwVFXtPM24JEnS5CW5GTgFOBr4qIuRSpKmzRZ2klZqSPm7vrHtmDRs9wVO\nrKqbNnvk7NsJ+NoS4+cCG6YUiyRJmq57V9UViw0mWQfsV1UnTzEmSdLw2MJO0koMKX/XK858kQas\nXbx3p6WSEX2R5FvAAVX1/xYZfzTNF9m9phuZJEnqSpIH0LQjey5wj6q6c7cRSVprkvwn8Kiq+l67\n/S7g9VV1Vbt9T+DSqvqpDsPUDLCFnaSVGlL+rm8svkgD1k573jCEk3eS9wD3B55QVTePjG0JnAZc\nXFWHdBGfJEmajiRbA88Efhd4JPAp4ATgn0bXhZOk0XumJNcCe1bVxe32jsB3qmpdh2FKknpsSPm7\nvrHtmKShVGBfD3weuDDJkcDXaRYkezDwAmBL4Le7C0+SJE1SkkfQFFyeBXwDeD+wN/CCqvrPLmOT\nNFOywL6h3FNJkrrjd80Msvgi6cwkP17qgKraa1rBTEpVXZbkl4B3AX/BbTdNBZwOvLCqNnYVnyRJ\nmpwkXwG2Bf4e2Luqvtbuf0ungUmSBsMWdpJWaRD5u76x+CLpNOD6roOYhqq6BPjVJNsBD2x3XzR3\n8StJknrr54ATgbMAZ7lIuiOK2z9t7NPHWold2TQP91vA4cBV7XaAraYdlKSZMZj8XZ9YfJH0l0Pr\nGVlVVwOfG92f5BlV9aEOQpIkSZN1P+C5wP8Btk7yAZq2YyZQJW1O2PRp462Bf0kyt46keRWtlC3s\nJN0Rg8vf9UGqPK9LQ5XkFmCnoZy8k6ynedro5qq6YN7+pwJ/CuxaVVt2FZ8kSZq8JI8DDgH2p3nC\n+HDg7+ZfG0jSnCRvWM5xVfXGScei2Ta6YHaS64CHVdXF7faOwLer6k4dhilpDRpa/q5PfEJDGraF\nnrTppSS7AycD92m3/xl4PvBBYHfg/wK/1lmAkiRpKqrqE8AnktwNeA5NIeYVSc6tqj26jU7SWmNR\nRWNkCztJKzWY/F3fOPNFGrAkOwPXANdU1a0jY3cCtqmqazsIbeySnAJsCRwBPLt9nQ8cDRxZVTd2\nGJ4kSepQkj2BQ6rqRV3HIknqp3bmy7nAXAu7PYCvA/Nb2O3mzBdJo4aUv+sbiy/SgCV5OvBWYM+q\n+sHI2DbAF4FXVNW/dBHfOCW5AnhiVX25fdL1auCgqnpfx6FJkqQJS3LPpdo0tK1J96qq260JJ2nY\nknyJZcxOqKq9phCOZpgt7CSt1JDyd31j8UUasCQfBz5YVX+3yPghwAFV9SvTjWz8Fumvu1dVXdht\nZJIkadJG+2Qn+SqwX1VtbLftsy9pQSMJ8wCvBo4Cvjf/OBPmkqRJGVL+rm8svkgDluTbwC9X1UWL\njD8A+GRV3Wu6kY1fm3R5EHAlzU3TRuBRwKXzj3OapiRJ/bPMRY6/U1XrOgxT0gwYPX9IkjRpQ8rf\n9c36rgOQ1KntWPo8cOf2mD4IcMHI9pdGtgvwiVdJkobJp9IkSRNjCztJqzCk/F2vWHyRhu1S4OE0\ni/wt5OHAN6cWzWTt03UAkiRJkqTB+vC8Py/awk6SFnApw8nf9YrFF2nYTgLelOT0qrp8/kCSDcCf\nA8d3EtmYVdU5XccgSZI6U8Bdk/yQ22a73iXJtu34tou+U5KkMRhdFyjJy4G328JO0jIMJn/XN675\nIg1YkrsCnwZ+luYkfX47tCvwHJp1UX6xqq7rJsLxSbIOeCXwFGAL4EzgjVV1Y6eBSZKkiWvXfJl/\n45OFtqvK9qOSNpHkRSO73gr8JXDV/J1V9TdTC0q94PpBkpZrSPm7vrH4Ig1ckrsBfwEcwG39Ib8P\nnAC8tqqu7iq2cUryOuAw4AzgRuBXgA9U1SFdxiVJkiYvyWOWc5wzZSWNSnLJMg6rqrrfxINRr1h8\nkXRHDCV/1zcWXyQBkCTADjRPfl5ZPTs5JLkQOLyq3t1u7wucAmxdVbd2GpwkSZIkaVAsvkhaib7n\n7/rGNV+kAUtyz6q6AppHtYArR8bXA3tV1ee6iG/Mfhb46NxGVZ2RpIB7AZd1FpUkSZq4eWu7LKmq\nrp10LJKkYVqghd164LlJbGEnaUkDy9/1ijNfpAFLcguw09wJPMlXgf2qamO7vSPw7T70P28/64aq\nunLevuuAPapqOa0EJEnSjFpgzZfbHYJrvkhaQJJfAn66qk6et+9A4I3ANsCHgT+sqps6ClEzwhZ2\nklZqSPm7vnHmizRsGdneGbjzZo6ZVQGOTTL/pmgr4KgkN8ztqKr9px6ZJEmatH3m/Tk0s2F/F/hW\nN+FImiGvB84GTgZI8lDgaOBY4DzglcC3adaXlBZVVbt0HYOkmTWk/F2vWHyRtDl9mR533AL7jp96\nFJIkaeqq6pz52+3Tg5+xz76kZdgTeN287WcBn62q5wEk2UgzC+aw6YcmS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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"LEGISLATION\"].value_counts().plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We're going to see this distribution over and over again as we look at all kinds of data set.\n",
+ "\n",
+ "These are probably the most common distributions, but they leave off the [power law](https://en.wikipedia.org/wiki/Power_law), which I think this probably is. \n",
+ "\n",
+ "[img](http://blog.cloudera.com/blog/2015/12/common-probability-distributions-the-data-scientists-crib-sheet/)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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r7YVr2M7CZ+SqemJu/dvlr6vqnyb51dx6jF+d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BKAqs+awKHBvg8TrAdSmlvXPOtzbKTgamp5R2yTlPTSm9EymNd6HIx3WBfVNKxzgKynxoc33h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sH4MAI5hBbCJlE7I1PPVYmxpPSktvOXtAfisSb4QnGhOfguZ/tsgvSZ8Qk4JdsNxnoo9ZE9\nVxlen2D/DyJ5nNoBlO1P8M2GZI6kbsC3h1FATrJupMdXu0Yq23+y9fcHyP7ciR54VIs+JWU8DTSL\neEWHoYGNrW25HAxzuNYSX4p4EbR7IvIrHUF9pNZjSL/al+67GIp9sm9K+mjPMA7avC/XZvDtVtHv\nSif0qbkLvnuG/k6DWA7ZR4/0UfYKhtrVMX97M/BAbpzIn5jy7bwDBTckFxloCGYq9DeJby3oow0u\nJv0GJGxeWu5Kp+wvytoK8XiQHd+lR7Vof2PyMnwutICT8o89jfjcmVjwKtLRbkG66JmZ+proMg7G\nzC6aROW6fH02L58xunkK8YrQ99EmuGoetHNrMgl7HOmBD5E40oqyb3Npo6UHE3hYBaV4Mrt9Wszr\nSkT+WIPH9tRHglYBJMdRn6Zwis3pNOodUfGTxJfGPvVT6I3yIMdmzgEeGqKpLVAlp+IlhecyZKzm\nGFbJcfgrtNr7MmYkIGZ/OZnzi4Oyf0IO6Yn2f/j8uaFPo4zgco62G6iPxwqfatVzWqFfnVy7Lebv\nrcDDfZTr0DICr5f5sfzkTgbL64qkD/IGLb9yuLRysDa1i4TB0wHeXmx1XYecPD8mc3wXYqTVed03\nYav5iCk/j5j0NwowPieTt7Th8H+QYr0tOqbqYHs3lvLW3yWBb2byliJP0/tRR2EOWjufoI6c2Tz4\nNrddsp+Iq6Ix09DncWQWZy1/czJObJv7CWhbY3XM0vqW9/bMs7HhxFSktH8OUx6RgnS8werBoJ3w\nPM4KxlXEegjjUykcpUEzba1FXnHtm34oyIGmp2HuOgRO9wxO5fq0PFrsrLZHhwL/TdSLrPHiuUcL\ndbnF84MQ3e+UyKuct9/OlL0G7WzK8vNMuXmotwI/gBbZfmzjqy7mnLtQvoo03ibz3Gzf3GVwOR85\neKqdIl1nw0c0knLMX4OiVCb0gRPLYTuIMvnzFXDmUODcCGf+gAzns5D8/U4GRktVNJLAtU/Z3FaX\nTn4S0fhf0O4lT3TurpVbGinSz1E+vuOGzHiWAI4szGt48WWKZjuZsqsiR1w//HiQ4FJQhvKvLWy8\nnQQcHjRcS24lp778cZDognnLfz/waAEWu6Io5DG5J1P2Q0iODtJSB7N5OcFw4R+Zepc3/CgugNtc\nbGfPqqm6EnXPQIumPUV8Uea3VYTiPSjK9gmic5Qb6m6SL7FN0BVs0Eefh0TZRbj4brRQXukrtxoe\nPIxo/AskdgQG+LQP2o2VO3byA5mypxledF3qbfmfIbNwaPlrAvcW+pW9kLdhfhZJwdHqXJ1a9id1\nt17rDeZnS0xG0D7woYOcaVuiaOb1U0+fuHgp5UtmdyR/yewmSP5XeHsecgheZbh2Agkapl5oyelX\nv7Yx/yLxnEXZvmyjJ5XmL2kPoACErF5HIQDO8rP2JQpQOD2Tl20XBR9MTc090n+fIiHfm/pj+euT\nd9ItA5xUgP9mqbqR7j4NOcXCS5/nRfbadExeUuBRaDfIhva0Pc67ZC+XaHaI7dkLPpVgWMK1lvNT\nwoubMLsK2dyfIHG8dK99svysPjoMGOdoblngcApHoNv8/KjN2DJ9+iK2qJ/IXxnpaOchm+MO+/+T\nlE9VGATWC+rpxX4cRHz1r/Z7HHVg0iB2nFmpXmSX3YZOJ3jV/j+QwtGqJXwrzV0LXFyXgt2D5MCt\ndO9KPwXZqXfQo7/IvivZCsXxtMCb9RDfjf0g66Jjo6pxhP6xamH4QSs7EfG8scB3aD4mtsQrKn5Z\n6QKTUHBk9fu9BXyb5etDJyU8iGT6ITTo05SDvm8EnimU/TSJwAfLK/GRlSnvYuwgPbWfkyRK/vIO\nWnTr0lmQXXM14rl/iZ4rKegrjbjWL5K+EZ4GgL8ZXawzaP9Xz3LUhuiDhbq7lF5kxN6PHIiH9dGn\np5HBMmiI2AF+OJzxIgV7VhRzptxBiJGnjINdjGAPjMZ+CXJY/ZbCXSo2lp6RE60SXmIwSO3kOQsJ\nntQW6A5y4KYusuo6wqHt/LSYvyYC34pauPZqOCTrRgtitxicz7V2/mNwSBrcQdmfIEbjkdCbiQzq\ne1E0YfbYAWrHwg6J50K0jfaDiXLzYxdZjQCM77W5rSKuO9idL3Q78HKLJtmIq0J/S8bMUcio7tj/\n8fM4GYeklf8p+YtiP07tcAkdPfcCmyS+38pwZUpU5lEUQf0SEihZWFndh9r/Q2DcgqaHQ1tt6KeI\nM3Qr2l0LC330qedoEsurBPpv6I4I/RUyro+le/G8gxy8ozLPvSR27gV1v0zhuCTkbGt9tKGVqSIO\nd4nHixT/F4EvF8qXHJL7Ih7V5RzFFE/g1ELd+5B3ThXxcYTw+Fa00+ykDM7sSuKomIomA1yOy1XH\nzDiD2RRMZiOj4QTyjrbtCI4A7AcWpI8j6RAcAdgjfWxA//y4iS4rvvkx+700kpm3UnD4IAdpdY7y\nkAvmLf8U4LelPpE+KrDolE/hFBkdDBkgRyJ97i5g+0Kd37b+5BbAd6HWLcK+3kLhHryAbmcLbaEF\nqrNsHifamM8szVUfdDlgsPgOCi7YIPUkyn0SRQ53qM9UDp8OwaX1DJWl/0BG/CCS8x0UqNR4N0Iw\nHyl8mjVXmbLvtPyuS70t/zqiI4R7gGNf+n6pXoYh+1v0ty+9nKF0G89B0yLbI4gne+R8jp8nDR9z\nl8z+jozMQzutPHIc/cHKV8d+lXhbzzBGEa4HIPn+OJn77mJYzK75K83rcPOHkfdkQ5u7kXeENvX3\nwwbLVKDTVOD+NnMb5d0KfK3Q5mNIPqxLgkehHXiXYjsa7ZmJFt1XzNU7TBgPR+8eEZxoUbaSL8ch\nudr6+NY5hMfhkaxzGe5dYXN7G/IvJO84ouaBa5aeqMzWiK9NRr6IrihwpNteZnB8AtmqV1Lz0jjQ\nIQyE8ARB0D3iTJY3Wt46mIxI1LsitY1+NdoVdJL9P4j4ddIRPoK4WMpbPIBnvCu9um/lUnr0F7Vo\nt6RDzXoyZd+BZGoohys/yI0oIG8nuv1jD2J3tyJbsoOCCxYpjaPleEq6WZN+UNlUtyB6+CHt70Ms\n9WlsA86sDjw/ArhYwaJ0ksRI+VRjnWVb6rtuvtMGpl3t9lPojfK0mMxQMDgUrfkUWjH9bIkJRGU3\nR9GYk5Ej+k399In64ruq3ilkog9b9OmdyCibirZlZbdDGnP5dqFf+9k3y6JjwGagHSxFw9nKFp0B\nhXKXUDsW4908l1MLwtQWaI8cudcWnq4jHHrFmR7zRsTwQ4xwdxv3otbO3i1h/DiKYh+kvoT1TMC1\nnNecUJilwGTKfozgnoHZCOPJaNveIKLnGdSXvDYtmuxv/c5FXE0jOIqlhz7dhYS0t//D507qezc+\nH8Ld+v9FZDh3be9F0V6Treye1FFee6HL3CZQX5S1AVphn46cYXchQ2shG28HOec3aYKVtbly0MdZ\nMG6BM//zRRPKivYgGSdnD33q13ir6OT5xDNAvctkZYLFc2qlK/f4BhifZXV0yQNkgD+MnGab2rv9\nEJ94AV0WnTpa4jrkPMnxqC8D1xX6VFKa/komAMHyr0UyrmtnIVpkeIpM4AGS951extoLHqPLp2MH\nxxRE8/fbuzsYepzYqqSPE2taNJlETRujDIfWtd/T0Zb83JFuy1PeLboG8ONM3juoFeJYFnsUFThf\nH/RxOP3z4zZ02TG8+RSKmL2dFoYJ2vXRoccL5q3Mxw1O2TtaWuBUUgdDDsz9CRyYNMhxROuVsR8H\nGayBFk/uQ7rwu+35HHVg0BpN/Y3eVRfsHpArG4xzaXRx+kPUlxzvhWiz6wiBNk+qT0FeZTQ/aDA8\nlnYXkI+nDjwZHz3jiPgxQ2XpK9Q7lua3v12BJgV8+oCVaX3sZBMcZgMc+9L3S/Uy5xdNcn3aGC04\nD6JjJLqeTJtfM/zq2P/hcwJ1UMsH6fFSdsOpaiyLWRufbolPreGA+N/D6FiVr9C8k/T/K4sm0xva\nXIGMrG2odxfq+99SgU7bNcD/G4ZTcYDbVMSTd8iUHY/db0TEo1CAaXUp8Leoo7yPotZls3fvDQPG\nb8RFk80MdseioMHpyA47AekU2WPH5xAeV3K4uoz9IeQjmnXZewO+VTph6qlsmOWQs/xR6sCNPcjo\nLciOmJDqs+H3ROR/S52s4AmOUewRZ9osmuT45jHWdtfuaHT86TPkdwbMiUWTE9ACRArGTyG7+Xh6\n9Be1aDenQ1V6VJKvIj/IROS/6NDtB+lQ30k6xD+GeF94tPN0EsGmfY6nqBdQ1g9uMFicCizdtj8t\n+jStAWfWBqaOAC5W9J47SWIbYJs+2m2tsyA+8HeDwc/p8yQi7/3/v2hik7kLwQ4RMs6STNk/IUFy\nBjI2i7sb0Gp6DgkGE0iQVI4b+nQJLXaBBOWmohW4XL/WtTFOQUb1Fj30aaPSHPQ6f8iQqC6HPyFT\nxhNcUjoSONNH3kgtmqTqzTozorIz0JEiVdmpBFtYG8pWjHB04nkVRZMkFx3RivarfcL4Ppvf2xKP\nRwsUKeWmclYtgoRndazVIvbcTSKiMGj3EODW2YUzSLBfaXNQHTU0Dgn62+3/QeD4TJ0XYNEqiTyH\neMCfUXTFgH2/huW/Bqxu/4+2/PdFc3sS9Z0G01FESaUAnoRdTBrBuFoIyj0P9oPjw6Efyor27oar\nXxpGnzrIafAVRD9HB7+PKJT9npX9fOKpIvc/b9/OWjyndr7umHkmEkQ2J9p9t9X/GjpjeX/kxDzJ\n2vFIOZ6GzpSdjJy0v7K6uxYgkOG+Tg5WSH6U7j96sQCnF8k4ooPxDNg8/tzGcoCN7VVk7HVFDqEF\nkmqRqfVYW9L7Vxi6oBw6OAarec2UXY/0cWIV/n/U6oi3e2cdCcipsXMBxlsQRRghB8k+6Az2Dpld\nt0ix96SPIxlERuF3gj6tEuSXDNV/0z8/buVUMdwfpOWCSZu5L5TLRvu2LL+51dGlgyFHwyNILyo6\nMKM6p1Lz0zjI4DwUWZq7NPIKgmPmEt9sa3gxEZ3fviKixYomJpO4WwntWvOWfwlazJkXc9YYXrSO\n0m07d2Ee4ilnILlxC1o06oJDqV50XE5FG9cE75scLtmFs9mFT/3icEs4frapbjKO1Fy9RqM72t+U\n7rZGqc2G/g5n0WSpUt29wBAtcPwU0fc/6ePy4qBfMe9rtAdosD2peeb7kNN3IrpTqHG3F7WzNKd7\n9zV/TbAfTv4w8sY1tLkJ+XtWSvXehvkOSAQ6tcCJXJBb9a5EH5OC37N4FDqy7UYSJxqgHY83kDni\nbJgw7hufRgonei2L6H1n5BO6E8ne5B1ucwiP7zHcOJFg4Zb2iyaDaDds6vkyCrSahE6l+CA64rdY\nN7LRv1vo8+dCGFKfrDDR+hTys1500eEsmiQXIIL83cnr1nNi0eRJdOReit/OQLbnk/a7tb+o3z5R\n61EzgCsT+Reg3bopHcwZDl8avJslD0kHh7byt1qbVVD3xYnnmtL8tKAfT71glHz6gPHjlG2qvUcI\nF2d7II3ltdVZLkQ+gnPbzm/pmYv/b6cNkQF4PnIa/ch7P76pkHNuBcS8q4jO9b33/7G8jVq0e32u\nauScHOWcuxM5Lv7knJsRfuS9f1uiT8uiCI9RaDvlht77+1r0BcT8Fk52yLmvo6jPUcCe3vtLo/wx\nDXX/RJ+50wrfeO/950uVOOc2RxEDb0NOrn2992cnKrrHOddB20kPTdTT1N/VGvKHk1azPqyP5vqt\nzrmFLG+JPuv0KIIT59yi9nt+59wiQz7yfkKi7GikqFRpACky7Rv3fjB+55xbGC2KdOVZmoh2OfST\n/omcJ1cl8jZBkU9POee+gujgU865lxG8H6m6bb/vCspWl3vm0iXo6I5hJefcKshhvgcSrut47x9x\nzr0b7RhZwz79PWL2Nznn5klUtTWKTNwqzvDee+fcdBTBdDWKpL8j+GRhZGjgvR90zk1FArVKNyFh\nVaXbUBRClXYCBpxzzzIUxi8E39yaBUL/aTMA59wuaL62cc6ta3mLZcrshyJjjowzvPcXOOcWQ87T\nk/rozwso8vsg+/0iUjzC9HSm7B/QESi/ijOcc6cAv/Hev2SvBhGPrtLfvPdjU5U6565HixS59Amk\n0D2JtjxXfGIi4qs/8N7/wDm3A9qG/Tnv/VlW9zXoYtDDozoXQxGub8m0+QoybnOp2jKbSoujaNZc\nehzB5w9o10AlxyYCF6GFq2kJGjoIRVUdiGRF27G2SZ9FPGYRdNzmccj43AHt9JmaL8rGaEdUKl2N\n+JZDTonL7X3Fz3zwrQ9+XwV8M1Whc25exI+utN/vRDTzMSRXTgT2L+gS2yFF/N5U9YinHmY0G+sz\nJf1ztWg8cWrix845d5z9Pw9whHPuNWwHBvXlijMR/l7rnAPdRwNanIrTt1CQTNXAnugs38n2ezHg\nPO/9DoV+5Tpb0ks+je1EJNLBnHN3IN78CxTFOkGvh+K7936IDmlpXgzGgcyoePg2wC7e+y6Z6L3v\nOOeORjSTSwfb3y8gx8BVSP6+B+HEL9H8vTcq9zPr03Le+1eDcVb/jkHzOWLJe38jcKNz7nAkh09F\nvGRcU1nTfb6BFn/uR2P5u+kjMFRegsmOQCdcyzm3YNSfFG0NJ52KbIy/Fr7x3vtt+6j7tlyGc25p\nxI/3Q/yrbap2i45CcxDrbjHvi9N81n6uzTGWPzv18lbJOTcfwpVvoMXtjyGa+XfwzWHoOK5X7feb\n0ZGuKZ7h7Zt5qOEyqgU/cCjgY5Rz7mIEs1Odc5Mtf0kE/8tRYMH2OR0kNUx7xge/e5m/N1K6Dekz\nuXQY2h2bSpUdt0giby3EG/ei5vUHee9vb9mv96NduzHvvAadSHF0ppwDHjPaqH5XPGpnhLdroJMo\nZiXv/RTn3JFo8X12p1b4lIFj0s8x7A6prdL8xe2+Rr0b5wUEw/VGom99pjGIJn/vve/LlvPeP5R6\n75y7H/mFdvLeTwzeN1W5Jtq5nEt/BU5wzm2AfEXvRfr2hxCcTzIdB7r527wNba9kfRyD8Gt1490g\nXSknP1ZqqPdmdPeCVogAACAASURBVJrAbEvG6+cK/o9TSX9aBh3Jl0qjkVxa2n737C9qmxJ61C7A\n9QkZvjWa3/njOkyn7QDvNpqs5EzoH/uu4cAMBJdDnXOvRvWkbMDXkDz09n8qv8s/GYzvwyiYbP1E\n9lGIHx+YK99nuhr4jHPuLd77ITa16WbfR3fcze6Ule3OuVUbyq5QyHPIbzPKOXcTwoE/GI3PjWhv\nFPI1buy9v7unXucatRWZN2Ryzu3f8Mm7kXNy+0Ted5GTdRS6kOu5HtqdgiZsXkSwyeS9vyxR9iXy\nSLSA9Wc+61+cvk59nnaclqyaRU7NOH3G/j6ZyPsQch6s7r0fHfW3ihoYhxzWcdo1aDdOHo0HagdP\nmLajdpykFqvmQorIFfbt2WiL6KNotfiZRJmqzzO89/Nl8ionU6m/KWV0Her5uSuRvyRyou6cyKvG\nnzIQmtpdATGBxZGjL0wHUY+nk6i/qjcF3zchwTcXckLtjJToyeh4tyqllKZdkbNsdJzhnKvOM32p\nq5TSz5DhfGwib2vE/MbQPVYQjPfKtPskedqqcMGjxYk4XYEiwLuEhgnY1VF0zHKJsqchx1Cqv7P6\njM68/xyKzjqsyeAJcDWVKoHtM7CocCHVxibUzuZDkGPoQCLndIZ/PVnoU1DUdwnD/4e89w63s6j6\nvz+TECC0BAwgSknoSCcISAkdKQLSi1IDgoIoCChIUVE6WEB6IBCQIlIERATpUoL0GhIIPUAgIQkk\nIck56/3jO3P27Lln7r3PCT7Pz+dd13Vf5+w9e+aeuvpa0wL3gdZ9Hrp/fmI4PPn8OxQ58IPCPF2G\nPOrPy7T1XcQoLkT+vM+D8FCu3Ztq+ghS1G6M9uWm6LyAvLHvQhFVs/x3q6EonRkocu95lJ83Zzxf\nHwnBt6Dz9Qqas5WQkW1HdD/Iv5xzvWgwwO8jBvhrZvaGkwTzObB65BDwHSSEpPTlTqTsGYDu6khp\nyE2IxlxXmIut0H1id2fKtvTjmZFT4jnnFkVREr0z4wl5pHPQdX4Q/usaq3PuBrS22yBlaQrLIIeL\nHF8BUibP6fvU27e9tZnd45w7Be23rxcY13eR8eqzpM2Ax+dAAnh6vsYiQ1EwVPdHCvSAB/r5vz+l\neU/8AC9AIq/+hdE6/Ql5il6BUieU4FjER+bOwMnIcHQEYshjOJTG2ryfaXd1gEK72yI8/Hvyxo3f\nISXE/ZmygdH/wzPlJ2e+63o1Ec51zk1Gzimv+35t5N+ZU36MQMbbK2vwdYkvib+7OSnbKfo/NXD0\niv5P64W6RkM4OwN5u3+EDH2/BCaZ2R8y/b0ZCbLXZ9oF7aU5/Dwt5NvcAOX0B+GK3ZDxJIYd0Pl6\nEM3ZDWY22Tk3E+2JF1DKgorCtgV9WQDNRx/yc9Ef3e3R2+PQA33/RqFzVGe4CPT9GGRk/Rj4uZnd\n2IJeDoz+z/GEYb/tRBWORjTxtAy+HVfzThDfNxe6ay2F+ZDxGZqdIALMi2jiPOSF+qXReZ+A6NXp\nSLD9BcIVb6D5fyiptwOiAbtk2l0GzfEeVI1s4J0pkHIlB7fQ4I9TiM9I3RqkznCXId77q0ixmK5B\nK15nDrTn3vP9Ohnhhk7PPy8W9niMZ7zxbX5k6M7N/+/93zDWmF+K8Uhad2+0pqugDAUp7I/o6R+o\nKtWOi96RoxVfQlkYcmsHogWgqMQYAn8zH0oDmfZ5NXR3UknZPBLt15zsMy9a+95U+ZLl0VysmHnn\nsWjtFiXPE/ZHF/k+jnBoTGuv9u+bTINOx7Cg/1vapzHtmYL4lUB7JlLebwsi3m6ezD7dATlvnQmc\nY2Yf++8HIH7xZzR4iBSa6GGl0LkXkByXU1b1QzhoMar47WdofVYjj6sHIlqQ20/3UX/uwjzmZM8j\n0JjmJL9n5vFluXMXZL8SnglzdQzi9zdENOkDFBH9ln8+ydTdDSkAb8yUbYn21PxU92PdHO+H9uqm\n5OdiGV/nfaRvuhp5ar+I+KY6nvA4CroBAOfcxQiXv4ho/PVmNtHT+Oeo8r4BvoEcL1Yo7LdvIuN6\nb7Snf25mo33ZFTX9BdEfUJR9CjHuT/eWqykLep2SnmSiL5+f6rr3QeOYizz9389/35O9GM5ATl9x\nMNLzbVnQBT6G5uNOmvVF4J0P0NynsBzaj5sXxjMI4cu5USRSykeVdCHB2dWRwUORHiRHD2Pa/1im\n7SX932syZSCeZN+afX4IOp8zgN+b2ePOuc2Q49Xc6Azl9ts8KDVsbs/UOVc9gPbMguR5tzkRLZ6C\nznMwaq6I9FIzaESDx7A8mqu+5I2W8yHdaMkgPRYY0ELuKUGJ/wLh6y8hncYZSdlP/N8nqZHpzKzO\ncSjfof9yo0lWaR7B4v5vbpAxssspd4OHUY44LBz9X5rAEiNxAiKYfy7UC5WHZeoOralyaV17NMZ7\nf6ZsAbQpP0IKsZjRuw4p7f+O0j+kEA7KT+tebmZNjLZzbjskMA9ACuvbkioLIeS6vi87PlLefYg8\nnZ7Mvcs59wuUombhTFmrSJLgNZ5jmoZE/9+bKa9TuAQwqgovaBzynNU69l5PvZBjD+4jqUJQNOa8\nPuL9lApCG0b/P5ypuxHwqJmlnvXtIMJArHLtxgJQTigBwMw2zbx3PmQQGWpm69W8vwLOuQfQheu/\nyJTFBLdO8L6/ULYkOkPPAsfFiNopQqwEG0f/p16ulyGF5r/MrBJ145y7EUWhpEopaI666Bb+ahe8\n100wBLxqZs+1wF/QGodl+9WCDnwVCSazzKziteCcG4lwX24vDoz+H17ToYqBuw0mPfRtZSTUxPAp\nUvTkPH6OxafSyr3Xv3snZMhbKCmaiIxKk5Gn6pSkXkj99Rczm5ERzHNGWagK1Om5XRrRmJKCdbD/\nm4seOxyduV7kBei5kEGiJESVIBh6JpnZXfFYnXMjEFO7C3mG+bv+b+nsOCJBKWl7fqRQWRwJjK/6\nOiv4dj9FBobPkza/ghRsenHCHzjn9qsZK4jO7of2W1gvQ4aqjdHcXoNC4Dt8mzORYNsqMublgscU\nzrmvA39LabE3qNTBAcDYAp6PlThfKP5qwR+MRs4EE8zstW6cj9DPrGDn666IFBg5Jj6kRQQJPDHE\n9OPcpOyo6P/3qEIwOOV43MURzfmsYAB/EOHNnDMM6GzdbGY7+99/ipRgYd/2QUaU+zN1eyEHmQOR\n4vRvSDBaHRmMNyMf9REL4+8kZQdE/4+mCn2RY8R8SOi8BrjczF5wzpU8wwN8GQn9HyND0zArR9l2\ngXOulRdqKeIshqBEHYBytpsX1vsgHq7Yd4uiHL1x91AUTdUbKZ9yUSO/if5P9yJIiJ0HKWS+SSMq\nuBNF2pUgpiFv1PR5UKVigz+rA0PG+RQWif5/JFM+lnonq5Ky5hBkWP93pt5aaK/Oj4xJ55vZ51Hd\nTiLDYEI/xtLgKd/ItB08bnP0IDaGFHF6YY7fod4giS//bU27JX4lNaAF+HryOVUEDYzeW3kdjTU7\nIFP+/ej/9JzFTjupbiCOaC45SS2O5NaVor451P9hlD25V/B/c3zQfcBpiD94kaqjUzAg5GSmK5CC\naYqZVQxizrkjkdKpN8JhDvGOnf77El/+MDJwPGxmFeWfc+4qpIzO7YlWzgmgucsZ8FRoVllX59zG\nud9GEJyjcnJ2jAtOzZQH40LOuz520NwzU347wovjEc27D7jfzEbV7P8AQY7K8QYx35Uqq9uZY8jL\nPgE2QakRD0T4uzfiJT5EStYcrIJ4wnWKL3euL3I0PBDxVHf594ygbJDZFdH9e82sKYuIcy6kGv4E\nyQM5vFuEFvzogtH/qXNdzH/lsgpcgOhDxZHZ8+w/QPg8zXTQSn4M6/dGpiyOusjRgTP93xwPtaKv\n/4yZbdL0QueuRDR0CnkH6u383xx+i/Uxdbqht5FRuomPcs5tXvj9cIRTHwIws38mfT4JOYxX9FQx\nmNkD6XdtnMtQd6OknvN92h9lUFgRrddvkEHoJRr32dbBqcjoEjtU3kqZH4nh+4Xv50Z0Zg8a+/oT\n5Ij+z0Kftoj+z+GKn9FwQMxBndyzcqFOgOfpGf/VFk/YIxnxv9lo0gqcUk+UYP/o/1mZ8qA0riMo\nWeNGph/zIkI6FCGPl8ysLoVKVunY4vdtLX5JmGuhaDvEzHIet90Gp/QfZyBCeQHKG/9x5nchv/75\nVBH0MYh4n255b/jXgGcjgf0LS6NRB7O7Bj18577IUyNVsv2vQRuMK5AnVD1830aI+doVecXcYi3S\nvWXaqPO4+h06vyeRZxaAIuF9HwnH5yFBJ0W4z2S+g2blm5lZUyob59wvEQ7bzpLUOc65VZGh8Soz\nO6nU3xI4586sKd4DKfQ/N7NjM3XXQQxDCGPGj+NFZMwqRtd8ATisr5lNS777O8KfRxTqnIeiRbZu\n591J3X3b7G8lTNfP00NIaX0OuosHNG8/QR45G3aH+XcKXd4D0ZmtkNIqpHt7FQldQ9HFeDlldAfy\nuLkereE45N0VlApLIIYvDZH+efI5uz4lpUlhLEGJd5Zv7ymaU8gFCIqwkpexf3VzlIof69JIiA0K\njXisiwJjCoxeq1D+aWieA11LFRzzotRo69JQwnyC8vMeb2YVYcYzgU8gY+l1qcGrXXDOLUhjT4wx\nswnOuTH+8zXACDMb4387EynrXqpp73oUUbBLpmxu5FzwfqDFUdkCSCC/K0e7WuDjo9EZ2R0pd7PQ\nEzrr+3y4mVW8L+uUmf7zOsgTa/m0Ljp/69EwuEwABpvZWF+3K2Kqu33+T4Bz7jRET78ZxheVLYOc\naG40s1Lat1Zz1dZ4nXMrIaXnvshAGi637pYQ1Qr8Xn8XKen+SnPa0sYLEj7cOfc8wiPn0bjEO1ev\nkh7VC/Rnm1m2Tov+FqMR/Oe295Nzbg8UudAPCfYXmll2/G209Rawv5nd65wbiHD26WZ2fE/pu8un\nu8nVy6WgnS2oMWy9jpT6Acc/T5vz78/GNIRvc57lxwB/NLPD/e97dHb+XwHn3BzofsPYMLQoou/z\nItmsVs4utNtWKmVLHPb+p8A5twbNMnyP04PMjhLIO4H8oMQzeL7xm8hoHPOLNyK8m8VRXlE9BF3i\n+3FSNgDxtg+VeO//P4Fz7jDklFfkpf5fB+fcIkjmPADtk5Fmtn5tpXw7iyLnwR/7z8v5NvdDTgt3\nIN7ipqTeEKTYvRYZsIIj6Eo0jIWvkDfmA5Aacjx+nxfd5ZA9Y05pOn+bypbtgFP66MeQnJ9Gnh2F\njF7fMLPni438D4JzbnFk6P8cRaKmUelzoVRHrRzWu/veHvFRbehB7gUuMbNURsU59xKSsVumXW1z\nDIOQHmp/5BD5nJmt4fVTDyDnnz2CHrJFWzsgWS9NDxru3c45bXdBK5rnDTsD0NqOt9kwBNQYtAKE\nKJC6ea7I6L7tVo5FoXKT0d7L6HOgyKmc43Co12296f9po8l/Gpxzrm6zOd3DMRQJ932Rx8XVNLxL\nY5hmZtZC6fgD8rnfp83Opo/6G5inJkVbnVDnlCqjH1XPjUmIURzvf7cCCtXfHgkLJ5GP5gCF+7US\n2sLc7EEzYj8ShXIPMbOH/Lvj8PZtkeA9gmaPoqb+ftHgGYNfIQNUivj7oYN9QqqgaKPdJuE5U14S\nOD+LhVNvSFrWfxxjUT7xQrszaS9NUysFY4/AKZXNfohILYK83Z4HNrFG7ueuXNB+nqD+7hKHDKg5\nj6ufmdk5Pehn/K7UYh6nf0i9chxC+PsiATv21Jjkn38ixevdSOkezsAWCE8MMbOsN4NXYKxuZhV8\n0sLDYkPkKT/Tqh4WX/NlLyNcFxsCjkQeDpug8xrDbOEvTyAPB44xsy8nZXWM9k+QMWyLnhjwnMKr\nS2CIGZ+jIMjehpiVAzNliyBGY4CZVVKVeSXEWmY20n/+BjoHuyO8eauZZaN6nHOPI6XY8ExZiBBr\nCnmOf8JsRiC1A91R4nmjVwm+grzj5qT5Tp5JyEhSGVv6uSdjbVfBgZi6EIEx3tP/Ut79wUiw3BWt\nz1+AyyIa1xaer+nzSQj/74JSIF2NhLyu+9oK9cKZf5GqUHg68rpd3cwqRi3n3D3IwJ29T8jVe8DW\n4mMnR5WfovtqBqL5HosUQcORsDoD+KfpXqc+iL862b8vTeE4CRk5e2QIaMOIsDea89QjsZYv8cLV\nncCCZvahiyIOfHlf4GDLpNiqA6eozQeQ1+hfaaYv26P1HmJm2ZzWfryX0BB+D/PjC3ziPL5fbZ0v\nj/O2R4a0WTR4lRhib99YqG9JXzJ0GqqGmQo+KNRr+klaz8nY/ku0L0egeeiW8Fa3n5zymC+CUj90\neZ1aco+Fc24LdL6WR2f3bDOb4vJ50Ev34qT9moXSHY/zn6ciJUuPlYWuzRQOpb3kyiktJlmLtMyu\nkHu8jfM8EBlW0rv7piE8UjeeDYHHzOwbUdurWRsGVudczmALGmvxbjDXOp0oAJYYv9sBp6jbGeYd\nmZyiLV9E53Uc4g93NLO/dbftFu+dLZr4RUPUnzVpjgj5zNOgbLQmwplvtdA19HisTndAPFXYTx3A\nwJyS1OlunccRD3MlzbR/H+SQsm5qUJldiGS5VhCndPlPz2GP187X3xI5leWiVP6fA6c7OA+okTNW\nRLLeDGQAmeyUpvM4xGe9bWYrJnV6oWiFoSiTSEV34GWDi2hEtwWYiZTSJeep1YG5zawr2tDpnt3Q\n/1HIQSS3z1vqWIJOx+uXYgfHDmQYvxzp1WLe4jXEF6WpoWYLP/WUBkT1ByGH5q1o1kHejRyKxpTq\n9hTa5aOopmKcjniokh6kN7BkYV2baHgP+z0XksmGIrrdGzl1nQosH97rdM/G+lbIjpO0GVJs/5W8\nQ+W3UCrZx5J6Pebb/pPQQkZfDuGJPiiqJsAkYHSqK8203R9lO5iBDPTmdVsHoYwq85tZ6b7bHsF/\ntdHElT2iJyGF/wDyXq9BEH3ab/rNaQ6BurdOiHHOXY1CFPc2s8VdFMngFV6HojQqU5Cy7k/IAzHk\nZM5N+kyUUuCrSPmbUzquTV7hOxMZGrouFnbO7QbcEQwezrm/Is+oNCddmKvLcoK5F3qWiowfdwAH\nRUJRq5QUf0HhrN/FX0hr3iJcIwx1IAXH2WaWDQ12zq2HjEtpCPQrKByuJFDmchvG/Z2JvyQ7gUlI\nyJ1GNTIpzOEoqgrhUL4rQgIV73zfx6BcSJUQk5DgNZpq2OokfMqVkmKrjTm+AqXa+ibNBPIzpHhI\nEW4Y68tUcxAHWAeFIfYuMD43FOpNQsaBN2ve+w7K8bo58py/GoU+f4qUiaVc0J2+v0uQz6kZ4Bmk\nfI4Nhy+QT28yCYXklqKwJqEw5utocYmsRZZy59wmSOG4LuWwxynII2M6Uvx3ebT59/2G5rl4Gtje\nzN5xumj8LLwnvetGJFYdo+HXdQ5gl1RIcM6F1Ga58cxEDOST5HOLTkJ7dXsaOULPNLNbnHMHIO+U\nTmQoGpnUexUR5D9SZbSn0NhTuXfuieY37W9o92wzq9zD4ZxbDOHwhfw7XsvU3QMxPs9m6ncghu8v\nZraQkxfOthEDtijaj8ciY8niNHLR/6nEcHtD4xtIwVS5OM/JY2QRdAdM7oyE8OsUxxnwbzPLptNz\nzj2KDEg53PYqcJ6ZjSkp8XJt+nYduutqqJntGn0folSCMj6356ahFJnXZMriXP8xLQj9fZ/85fRd\nfEWpz3XghfZPIJsGMJyRP6D9vz/C22MQHTwtMw5o4PlzUZTcDDPrctpwzu2IjPkrmtlcvg/fQQaa\ntRH+egOdkRgnh7kYjoyhOVr8OXCi5aM2JiJc0Zf8HJ9tZnc7eRql+Hhu8vg01H0WpdpZBRkUYmXO\nNohOhLzO//ZjvQXR9RUrrUbd9u3f5X+bGgJWRHQ0NXS2Y3Cp46Mciv46wMymxTyYxxWrIa+23gnN\nexoJcavSrKQL8/QR+X0cIAgyywKDfD9eR/RlS2p4a0THc842aYR1MNDX8qEB/DydamYnFMpKvLWh\nsab7Jrz3BnSWcnBR9H/sbTrJt307+XQvIHz2jJkd6vu4KqJTw5GgPR4ZhX+RGU/JQ3sS4tvqeNzY\n+B1guh/jjchDfCOUeueUmJ7XzON0tKb/piGbxH16FZ2HL0fyQpfC35XvoJyEjNslnNob3XFTcqQK\nivzUuzL06V/kUzyYH88Dfmxp7vFzEM64l+Y9AMIXq0WyTOk8l/D42WaWTcHi695JI0VjnDt+VTQf\nA2lODxXGmqNn8bufpHpH4SSUGvDNTH+buoZw614085urkE/rEfq0MnCg+bS0Tl73x6P70yY5515B\nvNL9Sf2VkGPdC0n7od3PyGeJCOUfUKaJHSiyLOVjJ6Eo02eoRgFNQlFAOSVUSrfmAzos8k6P9gQ0\nz3Og0UGpmtun09F6n5Tj72ZTls4aTbwSbjrwoSXOSNFvvoRkld1o8NdTEG+1K/n9NMm3ey/VtNGT\n0N7IeWOHOT4Y7dUrqaYju5n6OXwTKdZzPP3QzPfQmMM30V7M9evkFu+trJ1zbknEexyD+KAPab7r\nKYx3L8r7fCPffjrPreZ4XxpRcmnZqyg1ZdbY5Zz7E3Jo2oJm2TfUfQ+l1+yDxv8aUmL+GclFvzOz\nbFpPp1TLDskzOb7wHN/Gt2jmCf9Wp2B1zj0GXBxwrnNua5SNYX9Ey0aiOU55lqD32d3MKin1nXPf\nQvRzTf95CpJ1AhiS9f6C+Om4zyMp77eJaO1K+rrd0kpRediLOZiC1qekp+riwVwmKr3QJtC1L0p9\nWhTRnTRaJ7yz7nJ6aNxVVKLhjyN9b6oHOZWyvqLWaNJCT/UZyiCyM+KpRiAe/R0aet5FC3xQ6b6z\nMBdfQplyKtlSvFHucGSoPjmpW3LGCHxfP8p6qNjom567ryDZPdWJh/7+mbwzf9EppSCjp9AJ3IOc\nr3I61/kQDVjI138E6UNuRjqRUxFvPcUpk9JdkT68H3CF9cQJ5L/caFLyiO6PQr3mQoQhJSjhgqzn\nUT7iRZLyDxGT1+X54pS2YTe0KJsg5vF6MzstEVSnISFqZ6CP+ZA/17jIMs1fH/f510hAPciS3KNe\nQfQQ2jynZOr+GW3sH5rZla4arn8tQt5pjtBwGdhcSHCMCWVAwEua2Tu+nVQ4WAwxn30y7Q5GaRxm\nIaXNg8lvYgE6ZuRD3SOAI0vChX//mkSEyMyeSZFhIlD2Ruv9Ds2IOrzzKpQG5ZbMeHZBhqfz0Pqn\ndfdBiohUgOiHEOxTyKu94qHunPsVuowpDSPsjzwzBiIi+k5S9m3E3G9kSXiib7eUKius+xGIQJ9N\ns5Hup0jovoRmJNof5WReD9jMzLrSVTnnlkXKu11pneMQqvcFhD7NgbxGJiVlqyPlzaXAsRZFw/jz\n1Zvyuq+NiM1+iNG+HLgmtxaVzpYv6Q0M8RjfZjre0Of+yCs3x3DH71kdCSCbIaVIKb9r2G8noYtg\nf1/oc2kugqLteTPrlcEVrTym90YKw8OS4vvRXn3JMukEvdLkVHSOcuP5GdqLKeMazk8HCt3+OmIa\nrkD7sA/leVoanZkd0L5tYrRpXJyaq7sB8og+FeG4tL97ALua2W1+fPOjc/MjdCbvoZpzNpyfIci4\nVPHw9HM8GHjEzPoma7cdmuNtEZ25GnmkTEZ7bRzyEgrGpfgi3qMRnv+5mZ2eG7Rzbi3gATOrXOrm\ndMFwDr6MaOz9aG0fotnI83tkRE0vawtzsTrCp6uTUeJl+hGHQS8M3GM+Z7BrjlK5FDktpAxX7flx\nuqw9B6G/6yM6mSrxAl9xP1rb2mi96H2b+vHsjISKfyHjSK7PhwFHeBq/LBK690F8xUikcEjrbQ0E\nBtxQXtzvI3q/Cpqn8wONj/q1KlKwDkQ4ORYi+iMF3lyI9ryS0mIk6KxuZpVcz075nBdCPE+sTM2e\nraRuyVjfDzHSryEFzhAza1IYON1htCpySumDPLdG07hwshT50B/R3+UQfzg285tN/N+S4eMGlLpo\nWoGPSnmS8N7xeGOFmZ2QUZCvSgOXx2UnIwH+aBTZELcZcNA4qsJQDGZmSzt5gTpr5Jg+rfD70PZq\nyCjcdC+GK9/11BatDLS4QJtKaQL6I5y8DsL5Ke+W5We+iD57nLm9+TSLzrnfoHnZ0I/lYOAnZlaJ\nhnC6v6L03v7ovG9jSrEXr/s3ffmfaL5HJJytY2ik38ilcQhRealiqz9ytvgKDaV0XBbuhHmFhnJk\nNf95Bs38flw30PdPkLIhxteh3Q/Q+uRwSd089UN89/eoGrb6I357J3T2FoSm3OO/J3+3ATQMIteh\nNfyA5vO8Czrv6T0qFTyeGU9R3kG4PECs+ArzNAHxuCmt7o9km4HI0SeVI1rN8dzIWLwhom9BVlgJ\n8eyjkAyRrl2Qiw42s8t8WzcB75hP2+Tk0LcV1Xs+t0H7qTdaw6lRu2GvlWSM4Bl9DlUjR390BtZG\nPNrzSdl3EN58muZUP/2RYXwy4qsmJGWBbgUDSAfivU5ARrc9EW/0Z5qNjqHujxDvks5DKD8FpQnq\nckLwPMCBaH/3R85kubpZWdobRs7z9R8CzjKz25xz+yBZ7qvISF1Jb5O00wvxgaB0nJ2ufM9a0HXM\nh/bctKSsH3JwuzZTthZKo3oHordjiWQ5V07nEubhfDT3aeRbfyRX9EVn/81M3eOQrPd+pu5ySAbZ\ni2YHu6a1Q3zdTshAswna28/4dnP7dDUakTypjNMfOWkMRPvxtaSsbo4DX3Ff8t7wzvkQX1eJEPS6\npPDu65O6qyIF+XVoHocimvESwgG5i6Tjtg9De+5nvn7c9lpIjtvOunmBs3PuY5SF4nn/+UJgYfPO\nVp6fOQjxSjH0RwavGWT4UY+7bjGzy/3nlK871r8354BYp5sZjnjYCTQ7m4XzMRnhrZxssxyST1I6\nEPbi2b5u7gy0ra/IjOfamvFsCV1pkGcmZf2QwnuHkmHGlVMxhjH9EuGupnv9PI/VZbzIlO1JPkUm\nyCkR8rT0MgLsRAAAIABJREFUW0j3s0uiJw563hcoR1rHfFB6ftbC61fM7IJCnyHvYGVIRgmOdXG7\ngQbcAeSuelg9+v/WpO6eiFZektQN/d2dfMrcYNA6F/hlpAuPZfSzkPxZktHDHS45cIhO7IXo7uFI\nljsF4csvJH1tBczs/+TjJ/0O4OpC+Z5ooV9D1voB/hniF+pzJGStjRieiQjJzPL1FonamgIs7f9/\nhYbHzorRb2Yiz5q6Po/3C/5kofzrKI1HrqwTRaM8mfbJf14Ueb7k6t6HCP1H/v/wBEXwWGQ46Va7\nUb/M/y09lfqIOP7Br88Opcf/dgBKZRO/M7s+bczFNugSs9J4jkaXb+fKjkKKzlzZdMT4/7FQvhS6\n3Llb7/VjnYAQ/1Olp9DmMCTsPJ0p64s88C4r1P0NSm0CYpYvRGfmTpS/f8fCczpCpNML7fZGDMOt\nmbJevr8zfd8OAhaIzldb646inv6JvAWC1+y2Nc/+0bNU9KyOBJZ3gaML41kdpRS5HzGjuWcbZECa\nhQTt5erwRNT2HsjDuHTuSjiqE3n/dfTgfHT6Ocyd6fBdqe4SpXX35QdRxn1v+7X/I2I6OpGw5FrM\nUS0daFG3Fzojt9Wdd6R8PQrhz1GIuW7V9ofAizVzfDjwQmbtZiFlTkdSZyYydl6M6E9gjDuQovB2\npBh8HKUxK/Xrp8Dj3ZynTqRMGYlwdm4/ddbUN9/Pc5ACPfccgZQZ9yKGsAPRu3D+t0BetFMQAz3/\n7JyfFvVOR4aaXNnXkJB6YfTdXsC8yZ78J1LYjfH7psP3p9V+bjojSLnzPSQklc7dHYh3GYPwTCdS\nHBwN9G1jvHMiT7v0+z7IsHtzod4UdG9Hqd3B6HLaXNmlvs91eHnbTL3lkUD5QKHdjxHtegDRuA6U\nGqbdtS/yB4h25Z4v+Tl/C/GSX0OC8Fb+/68hvrMO5+4Z3ssXh8u7aPgX/SBh6O5u1qnFt/43I0vj\naaP9OvpSOxfIoFnBFUjwuwrxPQtknunAStHvH0YGurB2kxD+m1B6avbEKGQw3wrxMvv6/7dCuKS0\n7hMRDn275nmrZi4ORpGF6fcL+D49h5ytik+m7vIoyrTCH/uy14AbCvN/FlKM5Pq6NKLRFxTKRyFF\n6vNIDuxEtHLe3O+T+T8SGTMvRed5Wxo83WY1838mciZ73/+ffXqwvxdA3tN/qvlNlua1quvX7SNg\nzUzZWn7PnFSo+xmRjIFkze8ka5SVfSjIA1F/ryWPb7fya/vrmrk4kLJslMVfbczT034vHI54lQ7k\nhHc+sHiL9Sv2x5fv6vdpX3TWH/Tt34+8drNnoK5tZBiZgnDQ+4iPvABFY3zX7/OJ1OAnCjiqjf2a\nlZdpfWZ/g/inucnIci3euStyMGh7r7W5X1rti5/48/Ox3yNHIeNzrV6oVZ/8b+r40W7PcZvvXJ28\n3qYPoi3/8J/nQDJL7bq02fb3kCw92v8fP28gPdVYxCOkTweK+AxtPYuM1uHzkiiNZ64/nehMz0Ry\nW/x0+DX90P825b8u93uziOcp4PrSfmvjfLTai3V6g5v8XI7z/2efdtcy2RdZWcGP53FER3M8VNdT\n0/5uZM61X7vnyOvFLHra1k36du+iwUNtTSMAIcjh99OsS8099xbankmGv4rO5iBkBO0WzUOyfbbd\nNtavTrd5Ooo+XiZ5BqOzOc7X74mM/i3khJt+H66EeA05tsyDzuLO0br3SAfcsk89qfTf8qD0Nm8U\nym73z+hC+aNI+B6HPAQGRxu61YJ8y/9mit8kR/p6K7Xo73SkfJpUKC8qHf37vh7qdneTIEL1XqHd\nu/AIuAftLo0ITkmh0Bulccq9tx2DS1A4dfj/z/ffX4QsnOciZf6w6PNFpT4jr41Pa8azAmVBdvma\nsveRMWFMoXxz5KHTrff6sQ73e7VtIdXXfRdZiScXyofk9oQvWxkZ+X7j1/dxYNMW/b8ZMVBXopRv\npd+uAbxbs0/HIQ+WfyHi8RffbgfyHonP5aDSXkXEJwg2dXusFQGtY8TrjAxhfxvyeFu7NCeZdici\nQ5mRF2QMmJjMxRdlNNnLj2mp5HkNebRn19bP06iaMS1DGffNQFEMY/znacCqbczT95Bg+BFVRrvr\nqamfxYvRef8UGSne9W1VcFmh7jl+LjcrzPGHKJoqXbsraQi5+wPz+e8Ds/ZWaBPhsk7kKRjaPtT3\neevMe7fxbR/a7j6M+rsI8pwb3Z395Mvf9/spp7x737fXiZQPR/j2wngHI4/S6chjcpFu9HsQBaV9\ni3or44WkQnkH8Hr0eXK0frugs27Io3RHZJRo6VQRnxGEm4f7uZmEBI71CnU+RDzJZMRsdgL7dGO8\nqyFvulzZCN+HczPPOKTYObdQ9ziUu7+0p1rR/hKO+oSC0tfXG4J3PvF9X6YbczGQGv6gxRkp0YGO\nFuPp9Pv806jPXwQuL+7j6PxNQDgl+9SMdxXggx7MUxHf+vLvlMbjy+ciY+CLz07NXExGkVV/Qrn4\nQcrvp5Hi48JMvXhdOzKPRWszJ3IY2TyqexrCx/uVnpo90eqMlNa9OA9trlHdPK4DvNnDdjcmwx8j\nB4CbS+0ifv6MmnaH5Nr1ZdNQ5OAU//lzagy9mXXPrUGr8/wQomWz/P+558EezmHt/FND85AH/3so\nF3v8/Y6Ivs6saXd3dJlyruwRvEISGabCHQGhfMvS+vjyrDzQxlhbOcAtQ1n2KeKvuvcih4kggy/i\n98GP21y7Yn+idZiJ6P1TSBE/i9bOmDsg3nQqVcfDcejC4RB93ol4zF7RPj+CPG56PXpyiuqR6LLw\nUr/q5OW6M1uhWzTLcgu12P918n2d7Nlqfer2xUwkw6yc+b7V+hX7VJqPL2COW70za9iI9sy46HMT\nT9LGOSgZTcYhXrbT/x8/U6LnlMwzHvizb2eAPzeDo7bXoaB/8e87FdHpockzE0UkDPW/XRtlmAl1\nR/r6JTxfxPV1+61u7drYi3U0YDjKsjIVZXLIPu2uZdL2mjVnK9DRHA9VpKc0DLolXYghGn9y5ulE\ncvivEN+YfWrG803EM45FcurvaUPP28Y8jaIeRx1I2ehV59TVUdpPbfSpDo8UdaK+/KfoXPZERh9Y\nmgu/fnvg+Q7/jmWjsv+I0SS+sOj/InyILHA5WB+FQd1YKP86OgCLW/cvZXoCHdbFkILxAGQcuMDn\n/bvF8nmb30TewFMyZSAj0JuFMlCIe6luK/gMWetSMIRYLo0+WzfaXQoR0G7NoSnVxFrI22GJuMzp\nQrFHURjnX2hOK7U/QpIr0wj5egQZb2JIU4UFGEQ1HC+GPpRzK89FPt9teN82NEKYUziC5nym3Xnv\nBcC3zeyXhfISDEBIv5SP+3WUQiUH+6CztQsS7LP3ejjnvoKsyvsh49sa1jrs81OqF2gG+Ax5Rw8D\nhjnnVkLn6yOECJ92zr2FiNjcwEXOuZAfdy7fp8VpRI7Mg7zKTiKfo70deBLtmxwMQmfgNprzRgYY\niwT1BRB+yDZiZulF8T9Ge/oHVEOKQczNKU4XS4dQzr6ucdF05U6LbsA436cmXOR019PxyJhFUrYq\nUn5cVdPuApTxV280V+H8zKJ6R0YOfunrLkRzipoYDIWe5qCEF0FG93mQofZ3iNGcN11Dy+faHYa8\nEe92zj1H8wV2Dh/e63NvGjCf030TP0RG/KdQiqU/OufiNCpf8W1hZm8456ajsODQl4uc7sy5wzn3\nEo0UHysi/PkXM0vzt7cLbyCa1x36AFKWPZrieQCni4XPAy6yKNVSNMdPIHwfUs3smjtDlgl1RkqN\nnlxS2oH2VAkcwkXx5wDXo/2yqZl15SUunfumRoVLf4z23P2Irh2BPLBzOcADDEBzNMmUQ/4zkruD\nfGqjkNJtmJm96ZxbDil1d0LenDlYHuGSNTNlkxCf1S8zlu1RpM1RhXbXRPTiqzXjKsG8VNOFxjAA\n6O90easDVnC6OL4LLJ9e8FyUK3em/z8LZpYb03JoLHeSpwN1YMhhZlz0OT5j6/v+bYWiNTb0aVtA\nKYdK0OF/3wR+L7yPlBczqKbVawdmUr8GJajDt5DQjzTsHkVxXUtzKrkAdfTlQMQ/D0S4cEefSiuk\nabrY8qk8N0XrejEyTKZwJLCsc24jlEp1Ks183ltIyK2kaWoBfRFf8RRlGacEC9Ae7exJ/Y/wPKM/\nX105xnNnKoE3yfPHWyPFxhaFelch+eSnhfK3Cu2CeMIFaKS+mUGL++c8BH5vcXS3XiW9WgnMbCOf\nyvA2M9soLXe6i8icc08lRSGH+O8tkzbHQ9f8FyBL85xzqyAj/mLAy865NIXjHMioUoJH0dnJwSXA\nFc6513z7w83fielhJzI8YwQleaDVWF9GeLMEwVs1B3X4q+69A/Dza2YfOt1VeWdNH9rqj+cRF0b4\ncQMze9F/n02zmkBINe2opp12CPdhZs85XVh8jvlUKh6us/ydAMum33UT6uTlujPbRbcKslzd5cFf\nRgr0EtTJnnX7Ber3xTPI8eFY59wIM7unpp3u9Anq+dGezvFnSOao8AceWqW16ed0/wJorTZxuhy+\nCyxKa9QOmNlizrmVgfvMrJTmPgue5/2Rc+5E5AjxijVfyr0++ftqAtyFUvYPS9o9BUWD3OP7+O+k\n3gnAlTk83wbU7be6tYP6vViUe8xsf3+u/21mB7Tb0TZhCuV9vBfSWWzTzTZ/7P8ug+hVqgu5AmVW\nOD/5Hp++9owcbmsTXkOpYgc557ZEeqhZwK3OuRuBG83sKf+uAejHuTTiKdwCHOOc2zY9I07puc+k\nnDa0juY58ndFtQN1eKRONwmSIR1ypOuujL4k1XSIMcwAlnDOBT5zqQhnLe2c62/RHZ5fBPxfN5qs\nixS/OeiLFBul/Ni/QwL9GG/oGGFmcQ7ZX7nG5d1zAj93zgUENw+AmX2KmPlLvXJ3KMozeQF5hux6\nlHu+chlym0rHC4GpzrkzfZ9+5pwL+frqBFGQwiS3uRxiphdwzk1ASO/pJLdeFjwjfh2RYcpVL6jv\nh+Z2h6RuH5R3Nr20EKTgnoE8RD9I6p2EhJh/m9mR5eEW+3smSmdTggMQA5SDoTVlp6GxTHfOrUPj\ncrYVkafCN/HKj26+15DSsSeIYRw+HU+hfBXKCOtY/+6XgD18nsIY+iAF8JKo35ubWZ1RKIbNKY+n\naZ+a2cuIET0eMTbLo3N/FZGyGDFuC/rxjKaRRuxOM+twzl0CHOXPbHehyIh75eO2KMKiYvD0ipme\nwHjEaNyZU7j4vNhn+Qd0Tp+L/n8CCebnUsBfPYDTkGLjGefc3TQbArZAXjdZYu+cmwN5zo3Mlft2\nLgI6fU7s1CAGgCUXe3lGe0/gODOL83a2CyW8CI37G45FuCrXZyMvYHwbnbthaB3X89+/ir8PgAZj\n62i+8NIhZm1dj7MORB43D6J9vjHCuyCBqunyPTPb0+fi3du/K1xwfZqZlS7zqwNDCsc1UMTNYjSM\nPNC4ILQEO1LNrxvgnwivLuKcG4Euc4sVxu/59+/eon9NDJlzrj+itSXjeR18u6a/AbIX4KH1PgDo\n5Zw7FN2L1s69SneiMzQL8TQ7WHJfRw0YwnVPRka4vtH67I3mZzJaq+85536MztuNKEdzSaC8DHml\nblro99XA3t5AF9O85ZGxp2SsvBpF7/XEkN2L5pz9KfzZ/ybQ02B0NOrP7EbIq2oSeSNRaKP6pdlr\nThe/vmdmuXsk6sChdZiV4cEcDYPv3/3f4e30CaWcegnAObcE2pcHIJp9FzqX95hZnUBUgrozXQcX\nANM8D5uD9HLzHP9Z+a4N+rIvUuyv7Q0cDyB+bNk6g6SZPeCc+z4yfDyQee+LKKXFA/iIEjMLwqch\n3N+t/Oz+vZ8751ZA3qR1d9Kk/emNcMFI59yRVC/1/hO63yh38XBT/cIr1gPGOeeeR4aEsBbm52Ko\nmT1RqLsyUgalMAjJaqVz8w5lhT0oz36ds9mlwOSIFzoh4oWAqiE08HJOudbfzfF2JWhjL6aK7QAh\nh/jTzrns/Tto/rPz1ILmnUEjbdujaF+shOjV1mhdOjP1AixK2SC5BkpLdyPiv9M7O56hLINAWR4o\njtVD0QGuhXwJ9fir7r2O5jtSOikrm7rTnxWQMe+xmn6VYC78xdzm73CI3tuB7j4M8sssmtexzgHm\nQuQQ2V0nmQB18nLdmd0NGO+c+weiyU2yXOllzrmFUdTBfTV9yu61NtYHCvvCv3cS2v9vApd7PBp4\n9FbzVycPQz0/2tM5HoX2con25+5UiKEvzXdiXZbWdc79rlB34ewLnfsbcvJ6NldeqLMBcqK5CMm1\nOyMclF6kvgFytsiBIR45N48PIselkhHsJhQJ3y1oY7+1ommlvVgr93h88DN6pk9qBZvWtDsVGJvj\noXy/5kF0JIWxSM9wNdIrXpnUu5y8A80XAV3n0szuRg6QC6KUgQcCP3XOXYSiIRb0/ZmIzv0JVr7z\ncg7k8H+7c24UzXqU5RB/UDo7WZrn8Y0jf2F7O1CHR/al/kwGA153ZfRlEV9yV029G5FMEObobhpy\n3KMIz5yO+LqjI334vJm22oL/9ovgS949/ZBV/0SkyEstWP0Qw9oXuMTMTsq0fQAymvwYHYCd0MKs\njpSPdR4HAOQUCc65PyNv4FSp0g8pqRdGmyCndPwEeZimzGs/lBolKEanUYVgdT4uU3cwyvd8kJld\nFxc6Xea2HsrXW5kn5AUM1cvP50cbtRcSPF/z7XV5Bnrl51y+7ZuTPq2MNv8x/v0Dadyvshu6UDV7\nmJxz26BUCgMzZePJE/vQ37cRUkoZ3X6Ikf4SQsLpRZZrIeFzK5oVnKF8MPJG7I8UvjF8jLwPc4x4\nP+QZsSSNi+jisqsQwRmarh0QLl3MQT80r3Miz6X0wtbj0eVVoxHhT8eyA1Jo5owqX0N7eRpSEsQX\nSxF5oOT6tDsyIF1AM2Gv3adJ+4slnmzhIrgpKPR8BCJKMUxEd4mUjKyldy2Mzup4Gmch1+cTEDEc\nSGMf31L3Pufco+T3aj80x2PQJXMVBa0rX4oLihwLkFPYDvZ/X8mUrYiUFCtY/jLeOZF3baqMuQ6F\nLucE74D75sCnasiUX4VCjl+nSrxjT/YTku8vQzj1FDNL1wfn3A7pd1HdI32/7qah8A1la6G5OII8\nIxgbb+JzHfbEdugS3wqz7coXBDZBzGB6JvvbNBjEgINWo3ERb1x3rXbekfQrvaQ6wHS0T3vR2K/x\nvg2Ks0OTemEudgd2Mx+t5pw7GrjUzCb5z6sgoWQaotnXowir1bzRtNTfuvMzEOH6zdPz45z7QaZO\n3N9wP1O6dqH8TuStebRvL70ccil0/h9CBt670H5YgzyNhcalobPQBZ1Ne64Fnt/M/x87OsTz0gsZ\n4Xo553ZHZ3UkYvZXqGl3MDIYHmZmFxZ+h29zb8TwBwPdHOTPTThba6A82LnzUTLqhj7dhvB7znA1\nJ5rH5alGn0Ij13GKpwJ/cB+6/LEl/5f0+SYUGfCwmf3IyWNyVFBOt+BL5kK84HlUebvY8enqpCze\nx7EyKcZBp6E9uBEyuvwJKQ96EV2kmBnP9/Ij7Wp7Z3RXTJOXdQt8OxhFdrxK9dLbABuiO5fW8+11\nnS3n3A1orranOYK8nx9jLxQ1Mj4pC2d6bzO71rf7ObC+mT3ZRp/b4Un6oTQDHdF3nYiGjM0ZpiKj\nZu69f0W85BVm9iunKKMHzWy6k5NXqd5qiP8c6/t+P82Xem9C427DnJwxGJ2D/VFkYVp2IhJIn0MR\nkXEU+E8QDtiEZt6iH4pYPgY5LF2YlN2JlHcnmNkf00E557ZGdzWl0b6hT9f5Mb2XKV8W0a9nKCu3\nzcw2i79wzl2FFHHnI4PYcJR7e6YvLylqYl7nOuTgMJAGT3gjSmeYylPhvauhM7IaulsmHetZNNJa\npu8dhOSWg2nmf/uheZ+J1u9qxBfuZ2Yj/Hv/7OehovjwxqbtEG6PFaWxXDTEmj274/rbocwOqRFp\nVbQnd0ORRgGXhLEejy6Yze2JVRB9/Zjqxbf9EC9qaL5SfLAZkrePoDkCpp/vx7pIIfNsUhbo1hQa\nWQ76I2eETpq9rNN5WhnJlq+iyPO0v4ujNZmGzt+1aM8/7t/563QOkrYN8Q1NvLXHQbch/cA4pOf4\nBw2P5N2Av5rZjmnDXsFaRyNK0Zhh/pdFnuXPJGUn+X48TrPCLMbVHyB5OpXlHqJBRzuTuosjHHAC\nVbmnH4pEH4R453eSspUR37A/VUfbfmg9FkVz+FFStjiSH7Yys/edcw4ZIg9AcvSHyKj4L4QD0vEe\njuhyGsXQz7exDNJZvJmU1c3xwf65h2ZjQXjnD2jgthRih5H4zMZ1D0f7Mwd1UTYxDo8dhPuh8zgD\nybxNF8p7mWGBWJfnFIEfdA3vI14/Ky+02KsHIh1LBYc5RQw+is7QmTR42hWQQ+rOwBZmVonUbsGz\nr4L28dY0O36HOT4P8QAXZ+pehfZcSgeC3DMRnYE0orKlPqkOPA9SGs83EJ/0E5ovPw/jOQdF5Pyq\n0PYL6AymDhdfR/T7dTTPqd6nExmFc5Fy16LU3Fljfws91WCUivyQnKOhUzacp1Dk4TVUs+FMQXQ2\nxvWh3a8hvmBpMnqU0ro45+5AOr3xNBtHAt+3OJr7lA/Cvy9AfOb7Idq+kO9vup8GI/qzsZlVDHx+\nHq5FxvX9M+Vvk5d7FkCyz7+QHFHRUznndkROuE8gOSaG66N2s7wUgJnVRc9m4b/daBLy4OW8zT5B\nDEtpgA6fJ9/M7kja/SbaIGeY2dn+u/4on/KByHDyCAq/+kM3+zyiUDQZEdZr/TtySsdVySsdQ92r\nStZL14gMSWEK8iIaQcNTMUA7zOnQFuN5hghpJULuFUiA2wMps9O6ayMEMxHNgUNC10JIWDywMNYO\nlH93bv/5LORFPaGN/lbGGJWvhpip9BCGukdT731xBSIamyFmJiiQ/kHZmjoZEf5cu1MQk3V6xtg1\nB5rbiqI4avctFNK4CNrvr9Aw0n0PKVreo3nPhbH+NmVcond3Iub+HvIpr3byf9MxTUUCd2mso5Cw\n0TK02cweyfQJNL7cWeiFLqvOGQKeLvQpMMRztujza+g+j16IQXZIkd8BHB9wTOa9KSEIMBndJbO4\nmeUI4GyBU8hxSzCzE/3vwxmeF12eObrQbivc9ztan5/DUs/aFnTAoYvKjs95xLXAiw4xninDFfp7\noZmNTSv6drPfR3XPo95rDYDIK7ktcM6dgfBmKYJiPsRYbWdJ2jCPj9dESoYco3Ew9ekZ/4FCcNM+\nB+Eg/T7MxXZEwrdLUu445xZFHvq9XSMMeie0Nk1h0Ml46s7PpkjIzI1l7+j/mFkL/f12oV6AXshY\nF5jxwxB+jSO5DvbjWc6PZz+0NhN8v1LBvJbG+7XLwWSEZ+6hHJp9J3CAmV3vBfrP0b04D9ecj8+R\nQX0VCkJJHTjnSt6eMS0tCTvhvJfgGeAOWqRbtEw6S88ffIWqYDEZKYFXN7NsaoMWho+50ZncwZQi\nLd3jtXyJtU5tlOtPKxy0BUpJcTXK9z3R15uJFETFdXXOlVKYxvzBff63SyKD0TyUU9UEWnluC+ND\nkxCc8JMj0DzvQrPCZjKwJ4r0SPdz6O+u6CLl8VG7q5nZ2BY0YgFap6w1M6tE9UfKs6EWeYB7o+q8\naG1K7fZCPPP3zGxG4oxU8pgNY10EyTI7mFmTg49TStzgwPNipn6gATla+xESqscguaqp764RGZWb\nr16Z7wLMRArqdQs0PKckDWC+7t8z5WE+/mblyJqJhX4t6Nu7Gxn936H5PNfxOqORN+pqiO+P+e4t\nkRJg41yfItyXm6+P0JpVMhXQ4Bnr+KRfo8vcze//tQIv540QjyHcem7S52Fovz5FM42p5ZOcPEkP\npOHIl47HFb4PY50HyQwpBAP3B+iei9QgOZlGGue07clI7g57NYVZiDanEVFhrB9QNvjGOD52pAl1\nF6dqMInL7zJFxW+G5m1nhO/Oxt9/UFP3mtTQ7+f/FqScm5uykhsz2yepGxw/FrMk20P0mzoavwPl\nyKVeCLemdDbG1V1dS18b/R/T91D3dvIwFc39C1Szk4S651M+P1OR8vzhQt27LBMF45z7ElJy5vb6\nVKQfWIr8Pp+McPnbVJ1425nj9H3xO881s9QJI/S5FU94rpkNL/ymFpxzpSjEyUhvsqFlIuycc08C\nZwXewTm3C9JpbUMjEmEyPhVdBJ/5M1W3V19Fl67ncJhDkRs/o5q5ZyLSVZX42Dqe/YeU6WGIhC7h\nqGnImJXSgbAXS1cSBH7mECtHgBehxb6YmzKfZEheOqIk7zrnLka8R5qZ4+dIdrq2QC+XQnfvpbxI\n0I99Fpd5Jf/BiJ7FDpgxTEW47zKanb1jOBlFL22c4kfn3GNIl/sJzbimSwdphWj0NpyrggE2pnmh\n3bMRjsrNcRzFExtYJyN9wgdUaVNodxPy+oJ+yNk7a9Dy4zksUy9u+y7y450Xnbe70R2GdSkZv1D4\nbzeaLFMommxm473xI1uOGPtLEGF5ieaojpUQcd3JmnN7hveuiRigPc1sQFLWVjqJnHL2fwtaKB0/\nQkzyGTmBpc22s0Ku/9ylEEvq7YQMRYcgC7T573shZmpeYFcz+2vhnR+a2Zf95zTv9X8EXNm7fzIw\numTQms13bg98KWZSnHM/Rx5jcyChYY+cpdb/dkFkrd0DGRlByPwGpGhuJ79z2uZwtJ/mJI+gwz5r\nUhTlmMpM27HCrJQazjL7aWMkWFxKw/M6hvuQYiXHVB8f/Z8jRlmG2L93U6SwPAXlog6KqYVQFNuJ\nSACtvYvIkjtN/Dx0KXm+SHDOLY3ukKh4jniPnD5m9kP/eU6k/F8ZMRNzICV4PxpG31EozUsuAi5u\nu0fnp44OIGLfbaVuO+DKnsBNkCPobSh+Q92cEW8t4FdmVsmh72ne30r0xSntzUJmdlChT58hxVcu\nyihiISSaAAAgAElEQVSEzZ+cfD8Zpbbpyf0gPaIRrhEGfSy6U+DwundYki/Vv/MtZCAqppg0s+0z\n/a3jK15F92y1s7Zdkaierm2HcOI2ZjZX8s6SV1ra5s7pd865fVEasGwanxaK6LlydUJbad2k3dk9\nH4PIpz3cJPo/HlOP6axzbn7kqHIQuiA0d+6KY/XldYaP66nZ4z0Fp1SfLcGSSFJfdwJKJXM12h+T\n/ffBaNJj+uKcG4gcMvZEysD4jM1AivlL0B1KdWl/0nY7Ef0OfMkjNJTWIM++u7vLX/t2L6GhnEoN\nnUA1TZOTt1sJvoG8Y3uZd+DxdQYh5c1hSNi9K+BypzShYR+9jYyH6RpMRveo9Wg/OedeAU40szRN\nUijfHdGXFTNlSxWanWxmE71Qv41Vc7sH+r4C4jd3ScYznbLSdw0kHP8OKcY+8O0tivD/j9A8pRHe\nAR/0+P4Wp0j7HFyBPI8f9r/rzvwfgZQ9m1ji+ewUgXYvmv+ck9pSiI+9kWaP78klHj+pm4PJSM5b\nnoYC920U1fVG9Lt1keJ4OZp58NHI8JcqjHN96IuiFw5CSqWHEG68hapzyuKl/vq99oUbmn0fa/d4\ni7pDgEdKRrgvEpyi14Ij51rAC2ZWe19WYf6vA27OGT+ccwcC/c3s3Oi7gKN6IX5nCzMrpTkv9aMU\nTd3yzNbUbQLLp0vM0oU2Zc8e74sW7fZGyuojiCKG2ulTi3br5vg1Mk404Z1eBszBJAr3WaX8pdfh\nVNI/mlkp/WAteBq9Afn7OJ5AOozXzexVp7RMfYKxLzLYp7xGB1KAn21ml9ImRDR8fyQX3Yt0CyFl\n82jkRDYFndHayGSr3l1Rez4o32M2u3uxExkLammmZZzF62SF2Tnvvu3V0d0xqV6nVg/SQj82J3KO\nWtXTkxAhuyCig4OQfrgpvZo3ssVnM2fwLDrh+j5sjXQsAzNldXJTbLyODRUtaV4r+aWn4MpOtkE/\ndjDwnUi+SDNJLATcn6NdNfxXGG9PUgDPFvxXG02+CHDOfYd8VMc1JSOB070ZIMEyJWy/QAjyGcp5\n57AkZVHU9h7ooM4J/NPavJTXKZ1SSzCzyp0CLZjpbEh1pt2lfVsr0JwP/AV6ZjT5K/CimaXpxPAE\ncQvgGavehTIXQibXmtneuXcmv0/722Ht54pvG7ziqiWYWd2dNbl270deon/0n9dHjPBJyBD4G5Tr\n9ahiI6oXoh8AxrcykHlD1NLmL7ZyujjyEDN733/OruvsglNOwk9QOoRrKFzamVPglgivL+uxErtF\nf68HPjGzQwrlT6GzXvJYCO890SkFUyDQ05H3ZCn08Nv+b63wZmaVlEvxPHnl9FJobt5EXgzHmzdW\nOqUxPAcJ8G8hBmMjqnc2fYQE69vq+lOCniqNWzDacb1u53BtY8+Eu0dy+62keA8wGAnCrwKXeQX2\niihqZnukaKuEDwdmroZZewH4vmXuF3Ly5tkbGb5+QsY7sdDm7ijV3Az/eXF09jv953mAw80se09B\nT4wmUd23aX0RnZnZksn5+SNSHowBLm93rP8T4JxbJGVsXdkrrQksc3mj3xObA/8onPdO5CkXBJdz\nULhzk8dsaniK6u5HXii8hZ6fj/8IPs68ZwhSAO2CBKibkCL/CV8e8wcvoFSW2QjLFu+p3eOZ38fv\nDVGouT0ep7MoeiYW5jhEZQxF0Wd34g0oCAfcSE1ou2+4wtc45/6A9sRdKG3FSDS305Dn5SqIRuyJ\n+OcDovkupTUKl2CfQdnBJ3yfHW8deD6qW4bOmrZWoIGnr0G82PvIQ3ooUkb3RorpM8yntvOC9G1I\nEfMyUlC/ZGUDd0+NJtNRKtKsotPpfpvRsaGnXfhPte2cOwSlVuuD5BJDjhkzgSOtJj1gpq2+NPbP\nteTT8YX9dllOITOb8/8Aio7MRoE7536EHPY2KZQfD2xtZkNq3tEHRVPGjisPWNmTN8W3aQrH8HkO\n5HkalIOvAk+2IS98HSnq90QK22vQWV7tf0Px8Z8C1yJlVTfbmp9mPNdZUi4659ZAF1UfUSgvzX8n\n8NUapeNjwMVmdoX/HOOoEcgp6UNq8s6b2bHlUf5nwDm3kCmzRNtz+AW/v1vvrZNN/zegBf81EfGI\np+fOvdclXI30aq/TcMBaCaWHepdqqjFoD+fWRV4anvY7514G/hDR1t18n1JHwP5I1joC0ZEin+11\nSykNPxoYZgVPd1eOvoih2/xKdyCRe8L7svKS7+871EdpW9D3/U9Bej4iGv4pwj2fk4+q2gjdObaG\nrxfrx77v69xoZkc53TH5C+BrHnf8FtGnijOnc24WmqfhCB+mepYnUDaH7H02XkYek+ODZkevUAdf\nJG2anfe6+kwSA2lEwYH0sW3fFxe9sy2aU9JJ1MF/9UXwTt6ZKwamyzl3EFJABugAhlvDK3Izmsfc\nYWbXkAlLdc7tLdyfhV8gwjEZKXBjeBVZgTdCTH1QyAQP86VROPKt/vPrNHKd9vX/j/Vt7+KcW8bM\njonrmtnBmboLIwQwmrxw7VB0xqm+7mkonKtrLpD3WZOQ7DfxmyinZu6wDaKhoAURw5Bz3PnnYudc\nSNkTX1DfHxGf8K63ovH0BzZyzg3PGDFOQnlNt/WHIw4VD3m8Swq6DVG++XUL/TXn3NVmtp///f1R\neR80z183s3HOuYdpvjS7A0UfhftbtqKx34LXWE6JbWht+uDzeCbvdX5eNvPvjdduHeBN59wwv3a7\nIk/L3/h2+qO0Ikf5z/Ech7avQx4R95rZ36N6e0VMxzVofwaYH61RUKxtRvUC8coB8gzV9sAxZraR\n/+6UaDxzIA+zfUweCuk+vRx5A+yDcmDfhpiW2svWnKz380b/52B/8vke07ZShnhOYD0zu92Xx33e\nGrjDOTd3erY8/Ail3Dkx855VgF+bWThfE2jeE0GAyRmOAkNxDs0XU7YNzrl7gSFQ8aSIQ8W3QkzH\nm54h2Rjt8Q2o5jO/0Tn3d/P5kRP8BTo/W5nZ8748Pj/zI/xWWp9+eMVthg78izITEpQBgRmL125e\nlEJjU1Ou+PS8v4o8RnPpGOZDiuqA59PzsxhKj5ITDoYij7MJKA3VQc65o1BKr+uBVax8l0eq7Ehh\nEM3eo11gZoc4585G+2U34CwnY+gw8zl5nXNzRsaRQE+vBfZ0zk3wv3sJeQcHBdJiSIl4pq93Oc33\nOgXa1NSdysAU5ZR6rS1RGmiL8xPecUs6VkQT9jAfou6cu5LmtesAfmgNg3GOr6jkMPa/LSq6PCyG\nImi297/PnZEhVkiBV4BwfktM9nsoHUCAj2jOlx8cES5wzp1MMz52NKfWzL3bqEb3LYTSi1wGkDlb\nDt2BU7pwdy58lEmCJwD+QN5rPcAciEebijw8w10Y3/b9Oh95VUOVP/iXc+5EanCqNQzKqUPG5s65\nkAffAct6wwXIQHqsNbyt4vcGIeIaqjmdz0AeoyMRLYmNVwsg/HGl70+KgzpQmrhrnKL1DkBzN4fv\n3xI053aPIdBpfNvxmV4dGfQPTpUJXrk8jyk12i+dnApOdM6FXPsrI4ejVAD+MqI1kxCPk957he/v\nYcgAmJ4dh2jC2mY2OjMX431/c6nv+qJ86Dn6Dp53RnvnlzQMRmv43/0UKZDGIEXjXmhe+9OczmVH\n4FYvkwTl+PCoH9vSvM+PdI20Ir2ADZ1S7iyKvG7/YGb/8Lx3jF/7oP1W8g5fkwj/Zur3QmlSxnhF\nQ0xrJ6GzU2p7I3zu/eTcOpRu9GJflrbbgVLa7kZzatsbzewd59wC1vBkTOdpCWRkCFGDH9J8pkER\nxrFjRX+EA49xzg0xsxd82+FuA4BvOaXves23s6JzLuy3r6J7bnbx9eK9OAD4mueFcnj8y8DaThEp\nMTTdh1YzT68jvLpYUn+cc+5XhTk+D525W6nhH7yS9AkiPOScW8w5d7iZ/dx/TnH5imhuR6B7gl70\nvzvd/50b8Vh3+s+xPDAAKeZ/gfBTOtYLreGckeLbr6B7ig705ans0wfhg1EZnmR+vHdsMk8LIJl1\nWzPrzIy1F1q/XOTlMsDPa/oD8LyZBa/s95K2cc5tZkkEhZdn1vF9C9/FbS+A9uelVOc/4PoSLEez\ngrsLRzmloJuIosdy9LYPWoNj/fvSuTLEA7+bnNl5EX45zNcr0a0crj4URUL393XSOTTn3FHmPeWT\nvdYf4a51vOyZrk8HMkzdFr0r7IuvonO5mt+Pufd+w7xzQNLnuZG8FD7HfcLPyxjzTisJPzo3ijxb\n35T2s9057gOsbP4Oicw7hyGdRapL6o/22klIvjwvwxMO9r/Z2ZKoEufczkhe+AoN+TBu+xDED6xj\nZi845/5OM65+GkWVpzLvLSj671Ynw/wKNKcofhf4KD07Hm71ePxU30a6V/sifnFOpF+LafhdOYOJ\nU1TlUN/nieQvt18aZbE4yNdJ91snctIZlaFpncCbkawc78XFUEr3Nf1erMg9yRmI+RmHdAo/Kegr\niuBkVBoSdDGZfdEb6RhnZMazNnlDWoANaFamBxru0B24UKXhoPmMle5d+jHn3HHIWHYc0o9tifiJ\nsLdGoHt7w/jiM3Ix0mvsheSUq5Gc/LL/7Xjyd0vjnPsyyjwywX++n+b1eZn8nTO5tmKa91WEn/by\nZTm+bSB52rQYcmzM0fAgL63j8cg9VPWeu1nDYTp2SoEqfen67Jxbj+bgguep6mM3NbMH/e9j/gsk\na6dpZEH6hveRfr6YkYaCnrgWzOy/9kFeEw9Hn6cgYvW2f6YB7yTlndHTgUL758k8U2qemTTy8+2A\nwu/Tvs2NlB//RELtdehQ/hZ5l8V9+hlCsO8ipHyBL/suyrkXfltX9wU/ntcQwnRJfw4FbkvqPobS\nEt2HLjAbjjwtX0D5aa9Dyrs7/VzeBHwrHi8ypvw4aXdTRMiX9WMaj6y76fOuX6eHorrHIKFzhp+7\niwprv54fb0eyniF38UUordi5SLkyzP//sh/vuYX+Pga8loznfITkHkQM/FlR2e8Rk3YyMt582GK/\n7ZyMYzHf1w6UezH33jsQ4T0rs3Ydvk9H+rKRyCAR2hkGzEjaDXN8HtrDM337HcDR/nfHIGNfXO9G\nxFRc4eudlZQvHX1eFCG08HmQH8vb/n0fJHWf8HtitF+vH9Xs0yOjNn+FlMBvI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MLZ1HZF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\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0Zy+0RoMRN4zTCASz/0Dj+MPou8FxpWruDkAy5P52zYPGc09qSvlm6bVMX88j4nUq4Pxx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\nmQ0GX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MY6wsyuzPTzP5H+ChwVQvi8mTXd0yGEwQiG34UUd29DczfrFQT7Iq7wYRo4Yzxj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oXX2NCNw3vbzKt6lkuWmez6VQ/h/gVjP7SaRsEdxV3cy2bGHqUxVCCLtXec4SXmKJNmdG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\nk1CYhuI1ytuZ2MZ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/Et7vj5jrw6yNGLatQgjhR4gg/UGh6BNgjxTybtJmirEGKdauQEz7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Ym914olDu+QgOZgI6O0TztgspHn9HxcDpJfqwi0Zg349oKD8+Cv01Ga2B96RcT4ffn0xz4NmF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g+8PpJpUkGGQZd1pLvvmfi96PyIOn05Y7xFFPE7XeEJTR4GL3oOwNfMVnL3B2u23xGFv5mt\ngviWHZCcF+nf+mVPM7MngMMiedrMRiJ9zFcR/3ke0mdsXrHdCIg9M5oTDyJe+HrET58OXOgx77ym\nKLy73dLO8Dba7EGgu/E5l7m7r12j3Vq6PlMO6X3RufMBAhR+jvi/+RD/dxHw86R8amYDQz9ZOf9q\nk8mj42to7Yx19x5TDre9EO/4vrvPGq7NAvQfhnTFc6I5tBs6a0cAm7v7E4k+l0G6zIvc/cjw21Jo\nre2KdGa3Iy+5xqIRTO1Gk4koHn2qZToowM9EsYGjw+z/2TvvcDuqqo3/VhJKqKE3hVCkCaEJ0qsC\ngqD0Ii0JiiAoTbGAAh8tqHRpGqSEIiJSpAgKAVQQUOlIkSqC0g1IzV3fH++enLlzZ+bMzJk55+bq\nep7zJHNndpmy9157rXe9y1Himf1dFE119+lJ4Cvu/uvgGXwV2DjyMppQqr/2gRQamNmhyIj4BXe/\nKXGuj9YilhSnRW1wVcY1ujAlMqCsBEPMjrSohh5392XzS3VPTOjZzdCEc2l8ETazfREKLwtFvBLK\n91BYEQyb0CjCZ0yGYtSHjOSREW8CSurcUSi5mb2KDMAPhuOzUJ6f7cPxhgiBvXiZejuRXiJGssQU\n3tl2MsxwAv0WefhvCH/aArifRGhk2tgKm/K10OQ/jdItOAKeBCa5+7Em9OwkpIjsXIMzbQ208Vue\n/nPfw0jpvaeT+jPafA2h5LMQsGNQpMjX0Ya5D3HJXtBGUZ4VJY3dECGZV0aL4220nCgvZ5RNIpYL\nv7tOJDjLf4+oGPdGKP6HEb967c++Dgnr6YI5zzJ1k1x1cx0MpTNVVbLN7D4U+nwDouipZfxUfQ4F\n6y40RiIFtGCdC6BIkfeRAhshc5dB1HUjgFU8QZWUqMNQJGtc+fyTDzEF0sweRrR8k4Dz4k5kM5sz\no9gstBy8fWgzk2UccU9Boob6K+slg02sRZe4IXKUfBJRHN0efrdVdUqb2fx5uoMpGmJb+ich/6W7\nv1SlvcEoZjY3MoAvgmgr4hFpeyJ6oPU8gRYN39itaFN9Qkbd56D8UD9H3+PyKLKqDzjGc6LcTCjC\nNdw9NWLEBKK6x92TVFc9kWAEn8Xdt844/xZwr7tvmHH+U8CZ7r504u/P0F6f9KJOwzpkMOrdSbFB\ngsbOkuBk29bd7wqAjpdQ7rlTety1rkv4njamReWXBGrOi6h+OnaaBB1/Z2RTWBMB/VLZHgajdOLA\nKFB3aZtEgTqLghLG0GWd0NpQ41XUuxsx+Ad9cn5El3meJyISeyFhjV41sm+a2aUoSuNL4XhlRI+4\ncMl6JyPj93FIBzkEOdG+4/m0UoNSmlov67D1hT3deijqa2Qo+yP6R6f/BdgqcuQ36MReG42dUWjs\n/JHW2BmOqGOXcPdnwvXT9v9m9jnklNw0XD8p1PUWYlp5CqU9+CSyyz8K04IbPoWcWhv7QDDgDIg1\nZJyXABgWut8htuftJ0U/+mDUjib+J929iVwmUVvHA59HE8sWyNi6hIdICzP7ErCHu6+bUnY4Qidv\njXje4x/Qcujj+hLpyvoPwt9z+XTTjMJFJeZR3xl5+U5D3MYvIBqwn0YDZ7BKMA5t5hko704VFDNb\nNc3T29Qmy0TVsFykjJnZ/Sjk/bRwvChKrp2KpOtEsowb7ZyZNbTbjvux7vauQOGhufQfWWPLsind\n3gdWcPenw3f5Plog7uiwv8ujhe1RRDkRN7gchIypa7p7Zi6Jiu2+AyybtTEw0S2chTZhxwNnVNks\nm9nsyFkbUcGsBDyRtsmyhiKXCvQxSqb4ZJjX30O0cgPyZBSsbxFgVs+gqqhDwnr6FEJWpslMwGcz\nnCY7Iw5yEIXFvsjgAHpPh7n7sFiZw5DDbAakLO3q7m+QIWa2OqK4mxY1hRJDf7zK+LEcNGO4n2tp\nUQQmJfU5FJECY2QxlIeq1HwdACJnIfR4EiCyX6dO2KEkQY8Zh+hWnkTO5Ys9kVsqOPXGoe+0Dzmf\nZiLF4VJDn3L1ksEm4Tv+FxontwF3dMNpEdaQk1F+mEjXnRWh8Q5093Ob7kNdEnSzLPkesA6aF/vN\nx0GfeBTpEtfTP7fL5ohubxPPyOFkZs8hCtpbzGw0mvNPcPfcaPFQdjJ610dknD8GWDfLCdGEmGia\nsnTrGYGFEQXHRvR3KB+GnG9buvv1GXUvCjzqFajOui1N692diDWAxjaztVCS2V/F/rYHcBSaE64C\nDiijY4ZnuHAEMAhOtdU8FiX+3yLWAf1TiTbWofVdjERz+0+ynLLdFutCLogCfUi1SbRZP6aJp9C9\nD0axBqnxmjL4hzHyNnK85IGVU4E0TYiZvYEoJZ8Ix0+jyNTzwvFotKaV3WO8ioAaj5iA028hB3PH\nOVPbrOGRuLsv2WlbsTYbWS8btPUVASe+GN9n1yFmdivS9Y9HY+draOx8D9myIpDhgH6ZmFbOQOvw\n8FidH4RrHgkArIMYuL+/DI33Aeu3mW0c6l0zZd82J3Lwf7mKLW2oO01ywxrDNakJDRvs00iUpGYr\nZDT6UvzFhQ/wRnefkFPHF0j/gC5u2suf0pd5EX3KeJR/4TJkPL4DGSvfReFVewAfQRvonwBXDhb0\nEExbKMYhw/VCnsG1XcRpkmHAu8Qrho12Imb2KFr4rwzv6iXEd/2ncH4N4Bp3z0oWl1XvfxClwcvh\n+DqUKC7ycudR7nTkwTeF/S0LvB83Egev9dHI6Ng1+g4TCnisJ3i6K9YVp3SbGVEMXejuf04ugh20\ncTky8G2XnC+Cce5K4AN3z0r0V7XdiNYj1VFhrZDwn9AysA8Qb8MhGoyZqyMjyEbIgTJz3QiLTqSd\ngpNTbk9gLo8hG035eCI6p0eQ86WWNc36I/zWQij63ETknsh5Yu1D/aPN9bBw/ZooCudoZPz7P8Th\nmkrHYGYnItqYt2gll18S5UA4w1vcvbnP2AqiGc1sEsWi0lJzv+RJgTEyDhl/C3Fkp5SfGyF/oABA\nJDzbttJuTNYpZrawu/+jC+2MRHmjxqKN+lUIufSeKUz+OKTzHA+cHv5eyOFSog+jKaCXDDYx0YKu\ngqI8JhOi/rwCbWKJNj+D5qYzUCTF8+HvH0XRi/si5N304niKjJIDToVfH5o3B3wTplwcFyHAUgQI\newLp5j/M073DRvajMV3uP4iquC2IIrR7FYqc/GHMuLwg4r//IrBN3JAdzufSokbiFXKamFkq7WCQ\n0QigMiOJ3ASI6mJucnTVPD13sEmnendTYg2hsc3sBjTnTAjHKyLAx/lIr/g6oi4+skSd/aJMTajt\nldy9SP6UISXWUPSEKYJnL7TuzYly7F2CIutWKjIPNSHWQS4I6yCnSYF+ZTlN8taP6O+p60eb9nqi\nE1qD1HhNGfytA0q3psTM7kQpAU4y0Rk9ACwVzWEmasQL3H10yXrT9rQru/vf8ksWqrvdGr4PYiWo\nM9pqUKyXJhBo3DHd5+4DaKULOk2aiDRJGzvbu/svY/3aE9kOQPP5gbTostdBDvEvotyu/46cJiha\n8Q95NvyMPl2D8p1l5db7Ksojs025ux3iTpM8sTYJDac36RWqIGyorkIUATd6K2JmmqcwHBsKp9oL\nGYTfRYrQRO8R5YQpBHU7RI+zPlLKfoYcOqlGmXZOkxwD3iwoH81htd5EGzGzbyLP75kolHq+uCHQ\nzA5EqOhPlay3slc7KNvPVXHwmeglfgV8NPzpamQMuRxYAeUrOKMTBSqlzVTqBqTQr4a+n73dPTOh\ntJWMfjFFv72KcnUshFDzpwDHMDCMsxR61sxeRrzwqU684PS73lMoAjsRMzsIIYN29wRy08y2RPPI\n8ySosRLinuAQDU6ST9Ci51oHIb9eQFQkt6IFtHToe6i/9silNorENPFEHpeg8P7YW6igTVFy5L2R\nIeA04AFP8BtX6F9tCD9rH+r/PJqD7g7X/xBFWG0WjrdEjoSlkwXDpuRsWgaQKIHvDCgSZCoyHt5F\nxvghUNLVca+dSoExcgFK2l4bd2+b/hRB4gwYk02KKSHrV7xLib3NbH2ETl4fRfkeAayIHNoT3P3N\nlDKZDpcC7ZXWSwajmGg04hF/qyAAyWTkRLmtzg2pCXB0p2dERJiivNf0lDxFg1GCrpl6CtGHfIBo\nNeZPKfsR5BSduUK7ScPwFEQrW8gwbGYHoMj2EbTWtzkRRfCFHsvVEyvT1ZwmwXl8BNId/4gcOnPT\n38F0EzCF/ut0UkahCPo0cNAI0hGSlwCnRmtVtySslZcVmYO6KdYQGtvMXkRO0nvD8bGI+nLdcLwD\ncJS7L1+yr2/G+lk4Gfj/pJiYohSvQBGbN3ugqUzaFHrQr8q5IGxgVE48D0gkXsWgmeM0yVs/dkYs\nIG+lrR9t2uuJTmgNUuM1afAv0PZw71JO39DeNgjc/Dvk8LvH3beKnZ8ALO4lQZPWnq4PqOYYzGgv\nuYYf5jnUoRXqH4/o0fMAJiO95hwtJnq04zzQSoVvMW6jdmAtT9B499Bpkjt2rFh+JNA+Z1UUHf05\n5DR5gArRPmb2LAKPPppxflmU26SQ3bxf2aHsNLEOEhoORjGzPOfOlPil4V9P/K3SotymT1Hel4uB\ni7zFk5ip4JjZKLSR2AsZO+/3CgiyqmJmqyCDxK7IYHcxcCzi57yAfMTbLIjuKm2TlGfA2xdxF+7j\n6Ylgrwd2iQwwwdlxtgdKGlOipTvKKPih3DD0vUeRTQfHJxIz+zlydk0sWW8nyZ2/W6QNdz86pex1\niALlFPQN7YLQrBOBH9W9gIU2syb9KaHtk5CSX2v0i5m9hL7FEWhDmSbu5blH3wU+5hmc8iZk7hNV\nDC5t2h2GjH/boecWpxf8GDIs7uA5+Usy6v03cpK8RMtJMrmowms9iFwqqEgMmK/N7BWEkIhyFJ2J\nxuG24Xhj5IgunaPIOkT4maKkxrv7ziXbfQdY2lvI8D+iRNgnhuPFUNTHAAoUU26YSz0FURLGzywo\nYiuJcB+GHCQRH2xtaMaqzyGUbWSMDCUxs/3QWnojWk9rp1M10d3tiZwesyIDzidRtNV5wJFegG4q\n4XDJTWicp5f0ylBUp5gQc+shfXwsMJvXGDlj7fNpLAvc7YMkn0YVMeXQOAFtLs8HvubuU1KuWw/4\nWVndIJTtAx6ipXOMQRRf/ei88nT24LTZgf5897OghLqNjdt2EpyZB6P937PICJpKvRWur7pOj0TU\nh2uhZKSRzh1xcf8e2NQTXNxNStAVvuEBpWpmu6Ao87fD8SgUEV8rB3iBfjWCxk7quWb2O+AGdz82\nHI8GHnT32Xvd1+lRrCGgppn9Fe3xLkE2hb+Gv/faaVI5F4T1j8oxNL9ugeagaeLpSdmTeReTMgo5\nA9vadmLrx9K0ogEHrB+DUaxBarxuG/xDm0sjsNYe7r5QXfUWbHsT4LNoz3y6xxJjBwDDbe4+uWSd\njdP1hXZKreFNSAA27Q983cuztLSz9U1CusH84XgKiqR5AT3Dcch2n2R0mAosAbwcrnsR6R8R2GUB\nBKRpwmmyPq2xczeKBEuOnSKRysuhvcEeaA0YhcbHRSX79C4CXqbmJTezpdDaXzotwVB3mlROaNhg\nn26lGJ/dJills8ItoZXo3RE1TaqR1RtIRGUK5xuPDD0PIQPDSWizn+XpWxQN/gOAOevcPLfp658R\npcaliDbj/vD3KBxslyL1eApnc54BL5w/GCUhHkDjZAn+xKCgrdy0l7iqdOg0yYsschSCm0qnZGb/\nQgvKfSZuwtdRoshSk2qdYjVEv1gXKd3M7DGkaPwi4/z2wLHuvkzdbYf6dyKFXtBzInVCuY8hY/Q3\nE3/fB0WSlM7nUce766bYwBxF9yGk66nheFGU86J09KRVQPiF9sYiZ8siwC3uvnnimna0dVei8Poz\nTBRZryHO/d+F8qsgVMiAyCczextY0bMpt5ZAytGsib/XimYs8hxK1ldpjNQtZvY4Qud33cCZJ6Yc\nLRORTvdFd8+ljCtR747oPW6AdMWfAte5+9Sw5n2IUNF5OtyKDHS4nJdlzA/t5uol07PTxFp0iRvS\nPxLw2SrO3Zx2Ks0F04OY2arIUbgeoq+cG80zn/ZEbpKwof818JS7j6vQVmNRH1XHrSl3wP7u/oOy\nbYbywxH9w/dQlPt30bgsRKHoKUCnNu0dhdaCrZKGNhMC/Bq0bh9Zpt5OZHrbY3QqJrTp7u5+u4lK\n6Q30Pn4bzq+IjIP/iwqpIOF7mnYY/q0FqGmtSOcdkO4zCTiRHJtC02I15oJI7pfbXNtx3sWU9eNo\nr06P3ROd0BqkxuuiwX8WRN06Dhm070UAse93Uu9gEGuIri9Wf+oa7g0ZscOacRQt0P2J7n6VKcLs\nWEJeHc9JpZBRb7t1+HFgyehbS7GtfRLRWC2WqDdpH7a044acJrWOHROQdStaVPEzluzT34BD3P2q\njPPbIuafUnljQAjmoSyfoZXQ8AxEl3SfF0ho2KDcl3NudoQyzEI1fzqn7FzApshJdB1SMiZ2Q8Fw\n99uA28xsf+ALyFgwHDjdzC4Grnb316xFOzEObaCfR3QyhZSCmmQFhOC8Ic2BlOYMKSEfR0bXLLkK\n8fOnSXLCSZuASkswWP7JM8I/wzv5nLtfXrJqp/+EnDzOLui+SkZfVkYomMhYnSbzooRtuPubwVDS\ndednQiYg/vr9aUW/LIeMA5t7m+gXS6d02wD4mpllUrqZ6E92dveflOzvZcBJZvaYuz+UqHNFRK1R\nykhQRlyRfYWi+wKqZEe0gVoXbaD6OU3c/ZwOutPRu6sqZnYeGSjhNvIsogN41hR9tgJCrUayAKKL\nqCLPomf8XPh/FmJ7RkSxOB7N48PRO/mJpyPp7yKdjoDY3043caNuiZLKxXmhV0NRF2kyFfHRZ8kM\n4ZqkPIs2kHOTc695UuE5FJYyY6RhWYpBqCeGjfLGQee40pS768PENVWiVy9D3//JiCpvNPAVMwMh\nXyO5OaXsGuibegIZrQ8hOFwKtJurl0xvEvSODcNvXZRf6O+ImuuryMn9TEq5ThJ+PoI2WqdmlNs6\nXDPdiJktiXLnbIcc+cu7Emh+BBlcnjCzH6H5K4pI2w/tIUrnVILOKLCCg+zj3oqE/DL95+epKNJi\nPwaO2xEoGmU/4LfBUTlDOP5WOF/aaRIcoccg1OKxwFmRo8nMsr4V0Hc4a2i3rD60M4rqHoBMdvf7\nzezQ0JcjS9bbiTSyx+hUGtyjXA+cYGaHAZ9HeSfi1EJjgEr0O0Ev/TQtUMNjwG+a0hcHqTia089H\nuaRK8c7nVuz+e+D3Ju75XWjZFM40s0uAqyLjeRflUbS+RLkgFkVR7ZEsRoJetw7Jc4a0k6z1o0C5\nMcBDnh7RvBQw0sy29gR9cMNiwONmFukHswF/sUQ0YEUnaG3gjTQx5WncGzkBn0Pr9EZeIRF1DX35\nBooueSccrwPc64GGyhQRPMHd9ytTbxFnSAAplpa8NbxB+T8U4fEbYG3g58GBuSaKdPl5Qd0+Ke3W\n4Y8kjr9LoJQ2s+OQbWyBlHrz7MNNysfanB9GK49mUicchmhmz4rPNa4cJr8MY/12S4+2i4/zpE3/\nz8APzewNT0RMhbX7KASWLS1DPdIkM6GhiTahrbj77U32EaZ51b6Ccqy8CRyRhig1s12BK9pNFma2\nLlIydkCbxInIgdI1So9gfB0P7IaoXn6MNhIjkWNhIlIyu524PkIEj0UD9hJkrPgT8vY+YkL9fxYN\n7N+6+28K1t2OHmIZxB85gB7CGuIjbApdZu25fQ2Yo0i9AX34fwiBcSVweITmybifpWmFID6PjDLP\nxK/ziol3c/qYx0/9DSpGv1gFSjfrn2+iL+17atPmzMBvEd3MzfSnAPoUCq/c2LtIHRH6tSpCQH02\noCnGozljVuRcnZh08tTQZk8il5LjskS5b6O14gxgExSuvnzs/NeArT0lUrFg/ZkIPzQfjkeO8edQ\nrpDLkNMhEw0f5pzX0Ob6Egbyw8+CuKE/hTadewdHfFT+NuDX7n5cSt2TEW1hqrPbzI4B1nX3DVPu\ncWdkEHsvea95YAMTUrj0c6hD4mOkqTYS7Q2KZIhpEpBtP0UOh3MY6DSpgoR/hmJG+wEIpfCsnkP6\nRKbxxN1PSynbVi8peAuDQsKziNMl3uoF6BKtg4SfAQF4BlqnJ3orv95wZLA4CTjAAzJ4sIuJTmk8\nen7fdPf7EucXR/TDm9If6X0zispIpSYo2YcxxPSdNCdA4vpdgS974LMPeuwbtMbmvEjX25z+43ZR\nWoAxRw6hsQho9CFa/y+oYpQO3+I7KIorUy9094NjZRZCiNbxaAP+9bw2kvtE6xEFap40tceooV9N\n7VHmRfuJdREgaU8PyWnD+d8Cd7n7d0rWuzVC68+bOPUKioSuJepxsIspL2wUUTmKhoGaJuqW8cgZ\nPLe7z9BEOznt15YLIjn2aujb/Ekdrd360aa+5Jj8F7JtPBPmkRVR7sSuzRXWIDWeiTL8Bx6jqapD\nzOwQ+tMdTwpO855FEDc13+a0Nzuym+yN6NSqRJ6VXsM7FTN7CjjQ3a8Jzp4H0B52fCd2ywLr8Otk\n2M4CqOhDlDtpzqp96Ka00QkXQzbDqxEg5u64Iyo8q8vRu0/KXsQiWRLnnBb70mG0QJfLIvvJcES1\nWN7J7e5D9odQTfPFjqegRY3worJ+U8Pvwy708QsI7fIPhKga0eZ+5i9R9wLALaHc3D16Bw+FZ3of\nouKaq9ffReiXoc3mZWhA9iFExr5oML8TvpepwEEF65yMwnWzzh+Dci2U+lZj73Jqhfvsi38zod4l\nEvX2Vah3zyK/NnXMC5yOjJa/RaHPRe5nauyXelzztzISKcpTEYL4lPD7dfibI+ds/Bl/rGDdd+d9\nXwjRcHd4T99Ak/9URC30eURjVuWeZkSLyX0Igfef8P9vIqNUU+NuM7Q4Hhd9h2ghuyrc1yMoMfe/\nkKFkTYREWL6h/qSNj0Lvrs52S5QbFp7dg8g4tkLi/JXAl2ro32woFPoPoa+3onnxXIQkjl+b+36Q\nU2RPlPz5LbS53qim5/jZ0K8TgQVif18Q+H7o22fzxk/GvX6R2Hyccr+nln0OJe6p3Ri5vunvM/Gd\n7oL4tzN/3epPrF9fRJunK7PeUwNtrgEMzzn/TJi3ns75PdWmjSy9ZIk676ULz2qZGuuaG0X+vBvm\nkDVzrj0lPLPX0Lp5T/j/VISu7PmzKXHffWhd/nOb31zh21yDgno+sEqb82ugNSbSqSI96wFy9DS0\nJu0UO07qmxeh+brfuEW68yXIkfL90N5jwPY1PMfJxJx3Wb9w7exIT5+CIiQr7RPDPLBaTp9WB17u\nwffUbi9Qq+5cY79K71Fi5eckZd4O88qMJetaG1G1XIHodUaF39rAL9BeJnN+Gqo/5JiaiNbku9D6\nPKyhtkaghOC9uM9N0Fp0GDBL4tz3gA0L1tNvf9/m2v8k5srrkNE7Ok4dtxRcPzLazByT4dyXw7+D\nRifs8L2Wsq2VqPdDFBkxPPH3xva0BfrUlXUA5bm4AO35HkcsIm1tPBl1TabgGl7jc3ofWCR2/A6i\nf63jW8uz9d2Rtd6hver9oY5vEgIfevlDNqqZY8efJLauIhv0DWnfG3Kk/RHp9n1o/bgBgVQ+kfxW\nE+3Ok/FbJHxr74RvL6nDXk/BuTftN9QjTfISGg6LXbpB7P+zAF9DFAJPuXulcLICfdscvdjFkYHk\nJA8J+XLKFEJ9mtnayLu9A9p4nAec6z1IHhvQDhPd/U/dbruomNlcCL0yDuU1eRU95w/N7HBk1J6n\nQD2fRYatKMFalLBsQUTVcSCwjbsPCAsL7/YGpHSDwoBvQfzpIATe5l4tImRQoctMeQsORZPtk8C3\n3P2mgmU3aH/VNMq4WsTa81Pfhwz8R1Ay+sVyeNhNVBfjUCTKB0gxuARQ7s4KAAAgAElEQVShq6c7\nnnszG48izl5Dhp5X0TdwOqIi2hP4JUJY3+gtpHBjqJweRi71obDWXIqBututIjGE3wHI2XYhStD5\nm3C+8PsxJWAbh+bbD9C3fJxXC3OO6jwAraEjaEWxzInW/QvQJmBTCoyfImjGgFD9BJrrKz2HnHtp\nN0ZO9S5yelvFRMhNipndiIy6B3rJXAMdtttthF5cLxmDqGWrUI71TGwgjc3jKIdQ24gBq5jwM0SS\n7Ur/JOSXeciRNL2IdZhbJDy/qR6LTDdFgB+NohFTv1MzWx5tZB9FBsJovlkeRfEsgwzDafPn88hw\n+LdwPE3fDON2TQQMmy1R7lVgPVek90i02d3W3fPobmuTENl7AKJ5eBX4jrtfEaJP0yR3n2hmP0P3\nuV1Ge79A76YtKr0uCXP5uciQCkJcTqK1Zs6C8sx0O9Jk0O1RssSUxPd5d98n4/w5CEC1RXd7Njgk\nvKtLkU1lPq8h74WJCiv+7qe6+8Od1ttNMeXxjBvb4raoaZK2vhccHy+6+7BEucrrR16bMZ0wDeEd\nq7aZ8ZqiU3RMjddURLWZfQtFYs2MxsVF7v5QjyNNGptvg61rL7SHmgNFCXyZ6dNekcyhMwWxEDzd\nYb3tbH2LAasiyvBptFUhYno/xMpwAkqW/kL4/1SUJy0aj3njMiv9Q9X7abcvegE9x6wcLcshivE1\nEZ3vBuHfBZGd/kZ3/0yBfhiyIR0Vyh2NbN9zIHowQ9G9HVFnD3WnSeFFI2ag/B7ySB2JwsFrdTSY\n+FsnoA/kbJRw+ZWCZfsQmnaAoc0UTr4HmqDnQobH87xmOpuhLsGIfZW7fyEcz4gms0WKLKhtDHjf\n8JCwOaXcT4v0z0vymza8QO6EeMIjGrOzC5Z7CSH6TkeKROoklHRQ9EqsfeL0PjQhZymTmYmwLIfS\nzcz+gUL+lwYWjb3DRhWuMJd8x933r7neB5DS+H0z2w74OUKl7ejufzeziE7k4nDdk6Fck06TXidP\ny7ykSrthPH/L3Q/spH8ZdY9AyvAiSDEejhDxX6Vkgk4TJ/+FKDH0Ju5+S5vrZ0XK93/c/ayM+nag\nv6H0m4guaRIymhYeP+Fet3b3NC5VTEk/x9Hhc0ipN3eMVK23g/70ofedu/Z14vQqK2Z2MzC2iedh\nZnvknD4fGVanuPuFRY0XNfXrE8A4L8kz3UuxijQ2VjHhp4m68OROjCdDQcJceClCwk9FUXHfRVRe\nu6HN9cmuvAFp5S9H+ut2yWceNqZRcs4BBn8TLdXHY06T+YBX3b0vjNujkK44U6Jcmp66shegdOtE\nwv0chnKmvBX6NzFrPiu6T4w5nh5GIKp4zpmDkANqzW4af01Ulm03/O6+UfO9acl05jR5DdjAQ86e\nlPNjUHL5ubrbs96K1QjUNLP1EIh09XA8BTn04hSEm3lB2uzBIE05MMJx7eOjgNMkAgtm5hNsQies\nqlMUqDfTtlaHmMCe44DtEVD042geSV2Dm5SmviczuxZFl1xHDPjYDQdRMLyPd/dDa6yznXMDAHff\ntmS9RWx9q6Go2ym08twugSJNTnL3r1sLpJ3cbziibo/LGmjvMrwBp0m77+ldYIaY02SaThiOlwIe\njvfLRF+6D0pZ0dfuWwzzwvHAwsi+foo3RC8/pJ0mRcXMtkUUCPOhB3+6h6RIDbQVcfOdi+gaUsXT\nea8jmqu0hGufQMjdV5Ah+4OMertmiDazXwFHuvu9ba7LNYh1U9IQB8lJoEAdaQa8X3gGv3GTEu5n\nY4RcBlHQ7IgS+IGUj5srLJD7Aj9CSW/fQRynJ7l7LvdzrE+ROPRLhBUdZzkZhqHQvWnOGuCoJg0l\n1p6fenukJGyaV4+nRL9YTk6G4FB5GaGRPuEhEq0OJcSE3too1H25u79h4oA+HC1WT7n7x6vWn9Hm\n28ig8kwwVryHaJp+H7tmA2SY3w5FCU5CRoeOjNE5fep65FJotw/dYy4SL+ObWRYhMd5HOa7+bWZz\nI8PPfggJuWyd/U3pgyFe+rFoLD6NDPy/8IxE1pEjAm0eNkYJ9v6Okqm/jJKJ3ouoKt9Fzv/lUeTP\nVsBNwCGekkA6o71/o4TyPwN+Vuf4ibVR+jm0qa/tGOmmpK2Hg13Cc5uvSp9NfMJZMgqNuRHuPjxl\nc7A/ijjcK68N72J0TK8kGNEmIwP9D+kfrXAIoszbwN3vSpSrnPDTKuaJmh7FzOZA1L7j3f0TiXMR\nzdV5aG5dF+XG+TNwvLdJ2GpmLwOfydLbTTn/rnf3+VLOPQvs6xkRQWa2FXCGuy+W+Hukp4LWxKSe\nCtS3fwl7jp3ReJ0F7ZtWpBWF0U/CGltqn2hK/jsROUqijbYhB8p4d7+zjnuZ3qWpPUoTYmbvAMtm\njSFTnq2/uvvI7vas+2INATXN7FLgzsgGEtbZLVG0oSFwymKeEcU11KQJI3fe+hFrcx0UdQdaPz6P\nIvH/ivTxa7o5JqvqFAXr7qN/jtZU8WpJ5uPtzI6iYMchw/jdaA93Uif1luxDH9rnvxX+NAFRYkbg\n7dlR3sSyNqEo99hZHstJ25TTJLaGj0cg9Ee8Rmaggs6N0kDmEu2viaiRIzviEwgM8xekf+yH3tsx\nDMznGLF0LBWu3Qbtgw/3DiNlUvrZbn56HuVezYps3go4C4FXNgy/hdHYeBYBplId5Kao8gkoMucM\npN92FEnSTv5rnCaWktAwGMwmIGX5VGCCuyeT1Nbdj2foLNHoKSQ8nUEOj/0/jnhP1tvNRW4fhMSq\n3SDWQZ/a0UB9Gjk54hEhP0QTz7SIIHc/s2L7I7MM/Cb08qeRM2Cy14BCsxaiPfktQBsHRZt6H0bG\n9qPC8W4okfmsBcou1u4a1KkBGxMzOwJ9U79BzprNgEvdfVzx3pcTUxK8z3gGxVyeESF2zdyeEqpu\n+ZRu30Qhmk8AH0HK4iSUNKtycuDglb8CoUlBSIYvolDaPyEv/Y1V6m7Tbu7imrg2UurHIofwLWhT\ndnXac2xSst5dh3VWMkaH7+UXwAxo/P4N8YL+HHHQn+Ip9H9NipnNgzbP4xBP7/DE+THoPX4BzaHn\nAxe6+0vh/MxI+d0JcYPPHiv+GMod9JOym/HgSDoLKYzvUdP4yWkv9zkUrKPwGOmGDEaniZn9BxlN\norD564C93f3FcNwE8nIhpLt8ANzi7punbA7eQFGlb6RU4cCsBIdLSv1F6Cnd3Tereg/dFKtIYxMD\nFZVO+DkYv9W6xcw2QvPLtsjI80t3/0rimheAHdz9D2EsvAgcWtQwUwAkkpnE3MzOQ/ls1kk59x8E\nhHjI3cfFx21MTx1GelLPWiI+wyZ7PDLKj0y0l7YviyJP76HiPtHMViEGoPISCZnrFDMb5j2gaG4n\nTe1RmhBTJOjJ7p5qUDOzcYg2ckx3e9Z9CcbQFxAF6jXUBNQ0sycQjfVD4Ti5zq4CXOfuC3fQ/a6K\npSRqT5wfgRIT351yLkkT9G/0PJ4Ox4X1nSLrR7guLQIf+s/R3bYnNUaNF+73QFrsIKniFZLM57S5\nIlqLdnX3+euqt0C7z1As4nDxkvWuie5nJ+TQughF4L9IjU6TlDX8ZLQ/HMDWMVilqq3PzD6J5lsH\n9nL3P2ZctyCKhh2HbCffakrvKOA0uQTYxd0HrO9mdi6iIB6O6LPvQHkL/+ju75vZWsA8cZuGiQ3g\nKORYGYGexxHu/kIT9zegz0PdaWKiw5qIDPTxif9tNOAmomiIl3rTw+KStynsxBDdpASD2HiEAqjN\nINZBf/qQ9/IGRF2QlLHo+0gzfETi7r5oyXZnQgbwr7v7ginnNwJ+hb5JkOd4nLtPKtNOSr2NfBcB\ncbVc5OQyRYC8A4yOjFdNSFCof+Du54TjT6Fw0JFNbQitA35qM9sUGbW38gz0mRWgdDPRPYxD9Brz\nI8PzT4HfeclJ3MzuRhySR4S+nYRoJMa5+z1l6irZbjuECzAwyi6mXO4GzOHumSHhdUqRd9dB3VWd\nJn9EtB/fRc/k+8AjiIu858hVM1sjufELm77nkXKTGTHh7jeZmaEErSOBV7xNiG2YV49ECuj7wInu\nfpWZjUVI9akIgXItNY2fIpL2HAqWqzRGmhIzuwjYz92n5FxTu1OxTZ8qcXxXbGt2hID6GgqNPwht\nQqAgIjo4XKZtYNx984x7ytNLAHD3Azq5n26JVaSxsWIUQu7uGyf/aA1TbPRKzCyiQxyLInDmQmjV\ny9PmrjDfLhJzSr+FkpI/VrC9dnSk2yNa4WVSzi2JIlr+inSax8OpZRDScQoyDj5p/SlfFkPj5x4g\n01hTZf9iZvOj5zcO6VWXotxWd6I1NK/OCQgRPN3sE7PEBnKPfx8hM7sKQknpV8/2rpYDYsu4/iC0\nPu/uiWgqM9sS6TjHFXVQTs9iAxkDYKDjq7RhPewtl46ctqYIrxvd/T/heDHkfKyVZqZJSRl7D6Jk\n6dE9Zjo+bGAUxCgEKIiDY+fIes5l149QZsDcHpMTkdHy7aw1pQmdsKpOUbDungEuzGwGd091OE6P\nYooA2Qmtt2sgg/jBKAotcx/Rps68NbzxfClmNgrlxQB40t3z7IPt6sq19ZlZnm3xSeSMOsFj0Tyx\numdHYNuvIZvON9391qp9LSJh7HyT1p41CTJfDPgGihxJ0wkd5WW5LOlgN7MbkFNpQjheEemX5yPd\nzVB0cGY+8LodkkPaaWL5CQ0vDv//N/mb1I7C8cpKGJy7ufsZKecGHf1AQD0s4SEvi5ldDewT27BN\nUwbKGsQa6u+30OQ7B5p8zqvLQ13UgBdNAImyv0OTzL4oEucYhLYZlGiaNANF0niVU/YbiNrgnXC8\nDnCvB6qDMPFP8BT+djN7D1jKYyhIEzJyKW+I899K8lMHpX4cSko1FzKE/cLdf57TRiFKN+tPcbQZ\nGkcLlbyfN5ER5UkTf/x7wObeMEdwQYSLe0qUXSg/I/B5d7+87r7F2ij97iq28zSiXHu17cX9y8Xf\n3Qg0V3zG3W+us391SmJznSWlN9eh7gmITu43yCk/H3KGrImoVH7uMW7lOsZPk9LpGOmmNOlUbNNu\n4xzflpIYGkXiFUZEJxwuDyO0V+oGpkm9pBdiPaCxCd/Fq7Sn2OgaqrMTMeU0Go94wm9AUXI3oA1i\npqHA2iCTC7R7FPoWt/QEmClsWq9FkYLfzSi/BtrULkt/Y6qhterGcF2pcWtmKyT7U/B+3kGRtZOQ\nUzPi0i6S26oPGTXeJue7Su4TzayQ0dxTIqaakpR5s1/C1v8msTYgtpxyw5ChZzsE+nuU1l7gYyhq\nfAcfhBE9dUtTzi5TZP+O7j454/yGSK/LjOxvQqyzaJHKQA8z27NI/zwRBVF1/ehEmtQJm9QpmrKt\nmZLWb+IBKW9mxwNxZ9+HwHe7aQszs8WL6gI1tLUM+gZ3Rw67m9196wr1VF7DOxFTRMiP0F4xDrq/\nEdjfKzDjtLP1WXa+03i+VXf3Ef1Omh2M9ivvAwd4BuilbjGzv9N+zzoj0s2TOuHTKEfe4igBvNGK\nNpmM5qutPFDFmtmxyHG6rpmNRywkn0MA4FRx94mVbixDhrrTJC+h4Z6IG/NDlCAxVZILUVNiZpug\nyWUblNtjnpRr8iJNCkU+uPtznfY1r09llIFeiinZXJSY60HE/3yZu7+VWzC/zlIGvETZN4C1o8nf\nzGZBDr0FyhpWE/UWChNPengL1NuH8vLEOaC/gha1aSGuaZvCFNRNv81bG9RNP4NA+NsUlPOiMUXA\n2vBTI1qrbZHCuA76Bj4DrOIZyJgSbaei4QKCaE93P65kfYOKAqjXEpwxjby7uqVb7y44uOdBylnl\n+SfUVQgR6BXyiJnZU4gO4xozWwF4gIBCSa75KWUXQc6x46npXoe6dMup2KYPjTlNwne/B3A00h2n\nJYYuaiRCNF79HC7ufkXB9mvXS3ohVhONjSnPFh5AOW2u7UPc5pm0XqGuWjdRTYmJI3wCQhVOif09\n11CQ4jyaF+WL6GfIzXIemaLDfwt8EriZ/obhTyHE4MbtDD1mtjItSuQnkI5UatwGx+MuaG1ereKY\n/isyVF0CXBQ5I8NzXBsZv7Nkl/Bv7r2mGCwnUzFiqikZzHqfmc3h7v8O/9+CFnUsKIr7ugp1Vgax\nFah7J/RtTKP8RvP0ZWXr+p/0F1NC6Zc9g3LZzM4H5nX3z3a5X51Gi3Q7mXul9SNck5Wf801Ezfha\n7NpuAc0ao8bLs611Imb2ZQQ+2CocT0EAmmg/vyyal06us902fYqimm+Nft4Q4DTW5nBEwz+uotMk\nbw1vygH4URT5+gGyEcdB9/uiNWr1ss+una3PzFbKKoporL8KvJXU38J7fQ+YGdF1p4qnMKJ0S5I6\nobv/JXF+DHKebASsh3TXmzzQEgeH0w3ufmw4Hg086O5xBqNmxd2H7A/l0vhEzvnV0eLcq/59FNGs\nPI0UuItRUtkZMq5fkuDoSjnXF+qI/p2acvxhA/fQB8wfO56CIk+i4wWQ0tvz7yGj/7Mho/e9aOKa\no4O6ngK2Dv9fITyb87LeWd5zTHuWHbyf6DvI+pV+P8gLfGub3y11fzOh7HXIOx39PkA0b9P+1uD3\nsjKiZNkROXoATkfIgTuR42ie8PcPUG6Dqm3NhIxAL4XjGZDHPvqlzhMFv4ndEeJ+a4Q8+mLseOvo\nOx7qv6beXYP97UOb9S3C7220Ydki/uug/gWBCxE9YbRuvB7msQV6ff8p/X0fUdFEx+8AK2Zcmxw/\nH5me7rWHz3hGpKxHeaSuRWCT1Ofchf5MRYneo+N/A4vHjivrHMhR8TYKF18QRX4M+GWUNWQ4eBZx\nvX8JGF6xH7XpJT16Rwchw/2AuQgl9X0FODij7CiE7nslNi5fQTR7o3LaHKBDTc8/4JwwN/0e+DIw\nV/h77toUvpu2vzZtz4iipO5DwJj/hP9/E5ip4v0UHrcIHX0Bonx4PIzH1Tt4luuEeX0Kct4cFJ5j\ncr+U/LXVj6uO8R58T7l6dw/79VngL4l+9dufANtXqHdCGD9X0MpHdS4CVuxc5b0hh3ql73+o/RDl\nysjY8TrxZ4OouM+sUO9G4Z1/P/G9zo+oXz5ETttu32+RfWtfB2Wz9rypOki775eK60esv1m/DxEY\ndHe6qBPSgU5RoO4RwJj49xw7N0s4N6xCvXcgpHzWe98NuLPL3/GGyJk8Oby7qQjUcE6YFwfl3ofs\nNXy5htqbiCIeZk45NzKc+0mFekvb+hBYJdoLHAnMnnLNJET71Yei1VN/DTynm4A5Oyi/HKLcj47n\nRaCxM4npX0gn/Q+K3IquXREBgrZAOYkORIDXxtbooR5pUiihITKARt6vx4DfeAme05J9mgH4PEJO\nrYfCvC5BHH2lPaYm/sCdEbJxDDLcx3Mv5HonO5VeICjqlBBBMA5xMD4BrFf13ZvZ+2gT+EI4fgdY\nwwug1cNz3JP+icguRZPAP6M/uPs1JftUCB3rXcx108k3Y2apKJOkuPvYGrucKx0ievLQcBOQ8ewo\nd58QntMsseKOnMKlEnxZg3RJOW3u7AVReGFeXtTdM/Nf1CWdvLteSJPvzszmQIax2ZADP6KhWx45\naiKal1KodxNVyRHu/nY43gb4tbc4qucEfuru21boc5KKZlrUWYg8OcbdPx87Fx8/w5CT5IKUe30d\nUS0MuFczW9jd/1G2rwXuZdCNETM7HT2PJ5BSfpkLDdWz8WEdcnwXqDuSNOU4CpFPy7twE7AocBpw\nCv2jMFuVBkR1m37Uppf0QqwijY2ZzY0c2IugOSiO7tsV5UZa291fT2lz0NHXdiomeo8d0bfwSQQO\n2RIBNrqSB7AuKTBuhyFj4N/Cv5cjY1+dSWRnQ/PZWBQBfh+KqrmDnCTA7n5bSl1LIwfUHp6geAwR\nkKv7IIpctIHR4QMiw6G7lGGhX9cAV7n7eeE4uR/4BrChl0zw3EkUak6dQ26OqSopkReFGQMK1L0f\nolQfgeYIp5Xn8RBPoS9vWjrct05FNqaX0Tr4PLAu8Ey4ZAFELZUVpZL2vU5FgNsfuPuPM/pcaf2w\n7OjwUcCPQx3/oJWLoHGdsKpOUbDuvRBd3yc9wQZiol27CzjFS+aYNbMXgbW8lfv1ZbQuRMdLA/e4\n+5xl+1yHhKjStZEjZUOUg2QG9C1+vGRd5xW4zN19fMluJttJruG3IRvqVV5jPjszewHYyd1/l3F+\nffTtl6LQL2PrM7NVkX1iPeAnwNF5a0+IUvlzN+2tVaK0Ynbr8egd/h24Gn2Dy6N5/l4UNTMz0gM/\nj57bwu7+fqjn+4j+eET/FvgXimq6npplqDtN2iU0PAE4FCnrcXkFKVbXNtCnfyEDzSRE1/R6+Hup\nBceUB2I8WhBHIgXjJx7jwTYlyT4BLdYnAT/0iomYcvqRy588GJ0moU97oEl3PrQ5P89LUlSl1Jtp\nwCtQtuuG7DrFytNoTFeONjP7GHJK/jkYZLdESMyRyFE5N7AWioK5CIUov0t7p0kepdvLKLHd0eHa\nKcg5+iItVPN77r5X3fdbt5jZbQgp9lPgWnd/NHF+ToQk2Q05kMaXdRBW7NcuaENR+t31QkKYc1tJ\nKv4F6z4CzYtrJ5VPUyK+f6Ikp98pWW+7zfWWwDUdGLlvQGHJoBDwW1C0wCoISfVXd982MX52RZRs\nv3L3XRJ1zo/QeT/1FOq7pgwng3GMDEanolXk+C5Y9wY5p2+JXxo1E/vbsNjfMh0uWd95U3pJL8VK\n0tiY2SnAJsCn3P2fiXMLIsfUb939oJSyjVBsDBYJOshYtO7PhtarK9z9ysR1qwL3ZRmPTHSUn02W\nS1yzE4o4nRE977Nr6H/euD0QJQa9H3F83+iixGuSfmM5Wnzrc7v7DAXKzEIrye1aaGP/C3f/fuK6\nQfctWjHKMNx9o+Z70xJTfrfNPSSVTtkPrIi+wVKAP+sAxJZT56B7r72SpvdxARiyPa08j0+g+S4V\nBNu0dOg0STo+LO04o2yWTjIKWA0BYg/yDNqqWD2F1o92EnTCKxB98TKxv3dFJwxr0670z//ZETWe\nifbnjBy9ZEeUw2L9kvW+g/Y6qRSQZrYsWqtnLtvnOiXoBOsglP4+wGxlx621aL/+Aql5/wBw9206\n6GqyzdJreIm63wOW9Az6LVMe2ifLvruitj40xrZD4JHDvQCNZjuniZnN7TFqvTqkzJqYYrd+DVH6\nOYoeuhVFQP3O3d8OdsUrkYP5LURH/8tQ15rAH9C6sDf9AVaHINam9Twlx1QnkvTODDW5DDjJzB5L\netXNbDdk9HwUvcTkA7/CzDZw97tq7tMIWpvqUoatYMzZCynscyLv5IYImTctcWiKd3KLBpU8Ax4x\ns0gBmA24JzYx1DaJ1SEmVNOnkQHkCGSs+6BE+ZEoBDVtIBpwfphsQR7Ss83s7fhFnoKo9h7lfDGz\nbYEjvRoP6CjEDbwTmvgws9fRuDvc3d/IKb63mUUo7hHAXmYWOVy6x09YQEzI+MsRItLN7EsolHUy\nQkFtCxyO6Fj2QtQisyAj2vJAnhK5A0IqxtFwI4CVEPfprxLX3x5T0t9Az3rQi7tvYGZbI6P18WFM\n/BM5J+ZCVDgfAGcDKyQNZg3261LgUjNbnPLvrutSxRlSQrZETpEBaB13/1eY4zdFSbHLSFKBTh53\nYvhPGsbjSLC50HiKI3pud/enTMmOT0HKdj8J93o8oqxLyxeUuSHoRAqOkVcQWrZbY2R3pG+8aGZx\np2LPpIozpETdAxDlkYTv/+/o+Ud0FHFZLfz7t7LtdqqXDFZx958hdGhR+TywT9q37e4vmVDnZyNq\nhqTMkDY/mnIXzeruj5fox6ATd38C+LaZHY7m6vFoD5BEBd8DLITQdpjZaygfSATemQtxXmdtrPdF\n6+ATyOm8nZkt6e5f77D/mePWzCaiCK2zwn02LsEpfaiZfQvYycy2B0ajvdnTiHEgyrOxJtqY7wA8\nh9DNG7n7Hd3oax3i7hv2ug8ZshAt0AOIniluGH8L7XfLynAUvR3Jh6GuTmXoIk0HkQTnSNdyPRQQ\nB2Y3MZhETo/ZTBHaoOi4LKnsiMzTSYCrzewZpDPmOk1KrB/tZHdgP2BpM/sZXdYJK+gURWRpFE2S\nJfegOb+s/B1RtWflzRoTrumqBCfJmui73BBFIT0P3I4ibvK+uSw5CwFkFkff4qS6DfRJSazhW9Vc\n/YvIBpD1flYAXipbaTtbn5mdicbmnCSYRMzsqzlFT0SRpNG1VyNd+qVwvACKDmsCjLx0cHCkydxI\nr/8sA+3W1yLn0B2eAuh3gbDXD4DBtxL6/eFov7+3h8iTILcDt5vZT1D6i1pzXw31SJO8hIabok3F\naE9JaGhm5wAf9ZIhwQX7tB2tsKQb0Iv/GfJI56HS30Ef2CTg5ghJFnn4keJ5HCW9k52ImbULtfsx\n4pk8pcl+FJXgzPkHmhAzP353XyOjfKYn1wYhdRSAme1Di/7pVHf/o5ltjPhhlwYudPd9S9bZCY3G\nMxRDvKVRoHRdzOxeFNZ8OC3D+rejbzo4UQ5y9+XCsaH5ZTxCa76C8qwMWPDy0HDBaLpMhHQIisFZ\nkTPKRL32uLuXVXqjtufxQB8RUF1fRN7/a9399ip1Fmx3XoQcWCy09wpCp5wFLIwQ9L9uqv02fSv8\n7mpoaxj6nralv7HmCsQ9OmCMmNlpwLe8RXW1A3Cd96e6usirJdt7DYWSZ6Gi+oA33X2ukvW2Q+j1\n0UAUXd74Cfe6HUI0Dxg/AQH2B3efO+N+FkhzLtXY96wx8hevQD9QQ38ip+JeyKk4NwpdL5TgfHqT\nYGjfjv60rXcAmyG05iikh030RERQxfY60kumNwnAnqM9kcy3E3SfKZJhrriuGTag+4TDRxCi/YWa\nbqPnYmbzJwFRBebbBYAXszbvZvYwcLm7HxWOdwPOcfdZG7yPNdGauxPSJS9CgJAXaRi9HO7vDAYa\nPd9Em/rVaG32J7n7/dYGVW3pFBwDxLsQTVtUItSuux/a5Xb/gTdur1kAACAASURBVIBDv8k4vylw\ngSco0ArUmxeFOk3SQGxt6nyIgQ7zfuLuq5bp6/QoBeeZ0pEmJtqbttLkHiVNrLNokdoR3rG6l0R6\nYZ7TJqvsgPWjYLkNEHjkQrqkE4b90teJRUAi6uqOaUvDXmEtz4jqNSWovrPsGmhmp6J8FKsl7YwB\ngHsvcs5/rVrPy4uZ3YJsok8j58gdiNHixRrqngntZ8ch5ozrUG6Qm9L2s4NZTFHPG6McGmnMCzcD\nt7r7gTW324eAcn9NOR2nTEtSRI9GgI4+d1+8rN7XYX+ddDChIwCqoyimAXbrqrpd2MNvmDNmV0Lv\nZ8AevhMZ0k4TmOZRPYiBFAFLA+u6+58zyo1BE0kpA1HJvi1JK1xyEaSUn48SaKch5v6KUAGXIMNY\nFFnyATK0bYvCm77pJfMcNCVhQK3Q5KanjJjZ/xW5zt2PyCjfKGdgMIImv9VLqioiZvZN4GiEuF4W\nTWzHImTKqWgzPMCxUaDeyjQa05uExWdld/9bUNzeJ8YJa2ajgUfcfZaUsnMTKFfcfaWU83k5GV5H\nUWJ3ZvRrbWQwL2vEXhEZA6KcTjuj3EqzomiaWVHizavK1NuphGd7GEIHXIC4i9/OL9Vof3LfXYd1\nG3oHWyBKkiinxnIoudk1HnJxJMo1ySP9IUqqnhrBYK3owR/k1ePu30gp1wunSeb4Cff6OWQEGzB+\nwhz2d3cfEI0b+nsmGTkrIkk+h6Eg3XQq5vThado73d3dl6xY/36IznRGFEkIMqi+jwAgZ5rZukh3\n2wEZ4yciB0pfhsPlyjxjfad6yWAUM9uMFljjJ64Ir2URZexWKK/RFoky7Xik1wN+5ik80mZ2J/Bj\nb+VG2BRt2qPQ/dOAB9z9S3Xd42CUTo2ZAbixnLd414ehiJPR7Qwrwdk7q8dy5JnZxxEN8g7IYN1u\nTT8GGV3WQKjIg1EkfSVq4bBm5km0qV+F/rmtDkSo6p8AX47vyQo6TdpJ7WteWbGB3OKPuPsKXe7D\nZcAsWUAPM/sV8La771Sy3tpBbOG9/pA2ESuRw3EoS3gWh9N6FhNQ8vY4Y8DRFZwmeWMnWvc9TTdr\nUiyfunOaeHr+o3dRzo2J7n5zzf1aFbja3T9aZ7057S2L9md3u/sB3dIJTfTBR9JKPr8ZcKm7j6uh\n7vuAsz2DhjLohF9y95VL1rsAypv1PnLMR9Guy6CIjhGI5qwrzAqhTx8gMMJViC3jNm8g95YJ1LkX\n2kOPAD7uJfNhxuoqxLBQ53pqZnMBf0QR/pPov0ffFUWZrFnVGZpl66O/YyRTkmtMU07sdhLaXYvW\nvJ+Um9Be6kL6262noryh9xdoYzVgfne/Ifa3dxAo8rmMMoshau6RZe6nbV+GutMkS8IDX9YzEmA3\n9cAz2hqGFoDxaDP5lrvPk3FtxAm3Axpkk1BY1nCyvZPTpNsImKYMYr2Sppwm4Ru4lNZ7jd7jcsBS\niE5hl7LeelNen+Pc/YJgcLgNuB4ZJiobpE3RIvt4RkSAmW2OlJDRVdsYLFJ0MUIcijMiZbIQCt3y\n0XDrAa+ijewANJwpH8onvSTtgpndgJByJyCjwGdRJM0XwyWnI2TMmmXqrUuCkeWnwDzIsdcP1efu\nZ9bc3hwIeVPq3XXY5lh0b59z91sT5zZGCu3+7n5h4lxjilHSgZdyvg8pjakGzSDuCd7fUO50Wsay\nQ5CROaLv+1b49+d5/XP3HXNvYGB/b0XosG+nnJuKIsbGpI2fvOcY7uduRCeX091y/MfTmzTpVGzT\nbh4qbzSKLJip4hjYEiUkPAXlgHsx/H0hhHI8AI3Z68PfF0Dr9gYoD8nOtHG4lO3T9CimCOQf0+Is\nfhUZv09HUdWnekqEjimZ6JLAp71/yH2EYvw18FSaocRE77mRh5wFpiiTBaO1M8yrE32QRLA2JTU4\nTQZE0iXryGn70lD3IeF4fqTL/gMZPJdD4+XeRNHRJMatmS1Di698FEIpVomgjLjWL0DRenE5AEXy\nnejuV6eUfRBYFEWMXIo2/Q8VdJoM2twXViAnZhf7sgotqo4T6W9YPAxRCa3tGQDHbspgf6/dFGuI\nMcAULZ0ms6Ckv19Fa0BXnXudiJntjgzIGyIWhvOB8yPHdAf1zoCMkTO4+/YddbJ/vVkRr3Og+eJ2\nYBtPUHA3qROa2RMo6f054fhTCBQx0juMvjbRfn4D2NgTyPVg8/ktWiNOrFD34ohF4dPQLxfezcB+\n7dbUuiU4ytdD3+JGwMpozr2NlhOl4z2wib1iLPruZ0T21qpOk7w1fJqkreGdSHCcHIciYEeFP7+B\nmHy+XcVh0qmtLzgpl0LP9DF3/zD8vZdOk9w1McNu/UO0P7gErf33eivHd+ScWhfl8ByNolEnx+p8\nEM0HqbSvwcZysLuv2OEt9q93qDtNLCOhoZk9AJzsGcmzzGwccKBXyPXQiZjZfMDu7n5Sm+tmQ17K\nsQgh9CyKJvgrOQjYbiNgYoa2Wg1ivZIGnSYHIdTOnu7+q8S5rZER+f+8JM1ZcA4u7SF5non+Ym13\n/1OH/e2ERmOPIm0kDca9kqQx2YTuX8kDR3gwxvwWRWkYMAXYMcuhlKg7Dw03GlgfGX7XjZUxhJ49\nA30vpfKaBOPSxu7+QJhH/g2sHn0TAUl0l7uPyqunSQkL3o+Bl+nvNHF3X7TGdlZGTsQFKPnuOmz3\nJhRReELG+W8DG7j7Zom/N+k06UPGoSylYC4U+lsWOXhXTp2g9es19B4yxd0H5B9p0+5OaEO5n7tP\njP3dUD4xQ46c99OKA3PkOE3+awwnvXAqlpWwWT8C2Behww7zCvnoTMmSf+fuh2ecPwYp8t9GaPgd\nUCTJeYj7+CoKOlyGsgT9+iJ3/76ZbYf0v7vQ3JrJ4R30hnsRiOBH9Ef37YcirT/hKcmAzew/KELi\n2XB8H/BTdz81HC+KgFADIkKHkoT5aX00p4IcvNvS4uaeF9EW5DlNzqX/PuIraKM7jW7K3Q9OKfs0\nsJcHtLWZHQp8GRlMPgzH20eAjCLj1syGIzDJuIpOk0+gDfvOiJLkPOBid3/dzB5H60MWNdSnUFTh\nF9F43x54EqFBN3D332eU6xcROhjE0nNiXoIcFo0ncG7Tt8+hiJ4klcbriLO8kahnK0lPNBjf61CX\nYGQcB3wP7bGORHRtXacp7VSsRXO6B4r0vxV9979MggRiZbIStc+J5iFHCY+frLGf+2Sc+jfSd56k\n+0Cz94Cl4mu/KYJnqTydomDdMyBE/LookiUyZC+L6LV+j4AclfPMhbVuqXD4ZBWDexNiZrOj+47y\nm6wEPFHFKWn96bnWRTlZf4pokCuP17w1vGqdJds3BIoCeDnLoVGwrsq2vjB/XIMiYQFeALZz93sK\n2Kl65jSJXZu0W/8J7b/HIKf4e+E3O9L7H0Tz40RP0PAFXfIw4AvuflPi3GZIX53g7rnMGGVlSDtN\nbGBCwzFoM/v12Ie7e3ITa0IbXoAQ+rnOiwb6vBDwHXffv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2Yd5FiLjmdHaK8+FDX353D8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ba/WRpeiQ+bNdG6JRODy2vzLycPxNmDveBY4vWfZCwBHII3MKWnjsA8yGlB2rhusGhfN7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wD/grrNayEkEXrSGpYkQj9VwL+LeF5KWgeYC/hdEY7RdsfPIK61XYZxjEwyCmlGbP+nqgriK9XJ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\nlnJ9U8eZJlp1SXZ3psnikrwPeADwhKq6tW9sE5pEz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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc = penalty_data[\"LEGISLATION\"].value_counts()\n",
+ "pdvc[pdvc < 5000].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "This pattern keeps repeating itself:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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3THJB27aHmqY5JsnP1/SPJTmQ5Okj1u/MJP/Ytu1VA3k6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BAAAg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N3Te2lI7hQfrGPX4QMfZz7X/o9H8nYEHkNNeEUt0T9F2Ov21WY34L2f4MEu7qev2/gLvHG1bR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\n+Zl1fh5MlW9ifnOLJjn58yqyC/8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TGOM9pTK95sdZEAFxqJ8dQrgUke1V/J2KOLCTO/Vz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dXhpH2it01/RvCVSxsgi4WVC+88jRDM3MCpzjVv2yl571PB4n+ELOlTV2RBhPlI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4/UG0b/0T0a1HZ9o3mDxv1ECyod6Mf258jEhpQclgFlmVN0jTtm9F796CQkXGdInRqti4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nCBBUg4Etd6rZ8p/M+nQggRMvKvwDdCCMMRr/AO3S7on2bg922mPUI3vFnKf5zubeYOTv20tzG/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\ncGKb98zs+4U2AmI6zDCzF6LfN0cuF2ZV91eQleIa1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mMecDTILO87CIn+tpn9PjO+Jhc/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TUflVMcePvnIG+yFON6DsoplPP663UJIQxBYzgMMZ4dw6y6MWoztP9dHtPTEMLeyKGjEtqz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kSxLJEjNjS5FMSU4zZcIFqfVvZvej+Ztdr45yyoxAZ82JyIj9i1D+Y+SksBFydLkaecV9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\n0Z3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r/rvA457hMG1mmyCHgE8Q+9DF4fg/iJ5rGhTpdh05UdpVnA6/NprUhJndjhIcHmxm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\n81ESMyJ6lBGIX/8y1I/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rV0k8TO/x/Rai43w5nJ8GuJZmcrIUoZZBqSSGIW/xjwuvbBNm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eVQEu4APjOzB+ibWB/wJkYRmdkQFO1Wa7C4FDjd3b8wsxUQpd9UyDPr1jqqeIAC43dYnJ7Q\nwC1kYVTGsUn9z8z2I+P+8yop+XxykdW/gqdNu4zWD6IFcprDwg4oUqgtMHE0H4ne5Z5VjAFhUX2P\nme2OwqRHA/ea2fNISXmxu//L3d+jRsB194WCYnNB4HQ0lyYaXVIwELxZq8Q9aIxZMOOcXKNq85oz\nsODuR8Ikr8aVkUf7GmhMmCp4r93p7rvnlWVmX0d9ZzSi07oczYtZuWSOBcaZuNdPoj814j7h+gko\nJ0gl/T8HebLPWGAKM6tVKs6IaBgcORP0FZCgtEd5eiaDux8DHGNKEDoaUQSebmZXojHmwXpvaLAi\n5pW5NcqzeSoywpVJmHoYciy6G/gIGFnjIDMGKZ7rhruPKtGuwYDEdT3qo9siT+RGE5wDHFWz/YcS\nZXUFgsLv0CDTbIEorjYgI1qlzfg36VH+HS3bNgnO5PJNT97pDnR1lGYe6tC7Hoachp80szj16o7h\nby3LwwfI4dDp37db/fz2Q45FiTmVs+DuTwZn2ykQFXMpuPtH6Fn+X+SIgyL0z0I6jaaiF2lSEgU8\nMiIKlVpu968AeyLh5pVGvX3qhYlH7hj6eOQO9RKh72a2IjCru98U27cDErqmBa4Hftaot3VZBE/5\ne9390JTjqZ7y7YaZxUPdDTgIOIe+gXQJpDydE/gj4ru+BVE6VBKJEL6f4xAX7DWIh7AhXsaEskeg\nfrImsBqyxN/r7hs1o/yUOr+HFgRpRrW9UbLSy8L+ft4sVcLMfoAWnivSoveb0o6fIaXOEPqoBmdE\nY97+7n56ynXzIU7LSBk1L/AJomKLjCh/a9QwZuISvh09nz8jChPoo8a6D1ELXYKUsV8gZf0B7n7S\nZAUm1zFnyqGhwG5o/H4/3MvUwB3ufk4j91OwPfH+dz0KsV+G9Ptfz2uSeNeUtyVwBQ0+nwLtzetf\nP0Nh2C03WodIqNtD206MGQTnBPZH8/N67n5nq9sW2vEWsLO739jier+BlJQ/AaZDnk3j4wKymX0f\nOBpY1N2HBmVoZHRZGQn2k4wuKfV0vTdrJyM837PQmJsKd9+/NS1qLoK34lyRN1mYm5dy91fDdkPe\ndiGqah80Nk2XEakS5bX6MTIO3IoMnJdRcH42s80QJeksNYfeQ8q6HVrd/yMU8OS9DPX5WgrdaGH/\ne+9L0puktE/Np5TSnumQQngUsBKa7y7wFvF2J7RnIpJvInn8fnR/kcfobChJaVuUrqa8CKOQDDkj\n+i4vBf5KE+VHU57Fj7yGasVEwfqRd0ik8UCHma2DFHILIyeVk9vobFU5zGyGnFOWQjkxC/e/mIF2\nCySXXO7uP2m4ken1VDJ3xcr/LnATotBbptNk22bAJs93W5vrdiiwQbdGKwxkDLYooTS9qyln4eHA\nwchBsx/1qruvlVJeRz+/jEiZONzdz6yo/iHAJpVECfaMJuVQo9hOhbsfFc6fAgmxRyAr25GIP7NS\nj3ozmy3UuTNwL3Cgu2eGRhUs9xYUlnVC2F4SJY+9EC1q9gPOjbz6Wo0QRracuz+fcnwRpLjNE8Da\njjSFfRiQR4XfV9ACfJsodK9Jdc+OBvedUA6HA939kWaVH6tnTvqSSW1LhtKiSfWNI9uoNhF57ayN\nDFdvISX9q/HzvELKiFa83wJt+BpS1C8Udr2AktBPxgOfUcZwZDxZAxlSvgZ86O4zZVyWVd5R6Jls\n7O5P1BxbGrgBeRrcAOzu7hPM7CBgP3evVVLVU+92SGE8DYqI2hZRqH2KFmonu/t+jZafUudk/Q/Y\nhPz7/23W2Gtmj6AIgqY9n5ryx9HBRmsz2wVFSUyFlH2OFExfAHu7+9ntaFdo26zu/m6L65wWKf52\nRIrJL+nztPwDin67kj5PqV97LKw8lNHP6OLuQ1Pqqkt26qE+hLnrIbLzCri7F6KQ7TQUMLoNARbP\nkx9M+RhWpG9uWh5xM9+DlG6/S7nu36G+S4CrQjQWVid9ppl9BVif/nPrn4Bhre7/Ne0qS39WmdI+\nGON/B8zURsVARJGUFoVqqH+1q32fAlej7/P2aI1Z7/fZQ2fDzJZFUc6rIprMo71CSsZgrPgRotb7\ndlX1FGhHGkXZpFMo0P/C2mZU+A1H8vUFaEyvJPK1WXNXQrmr0pd42dF60egw2bYZMLPfFjnPBymF\nXyej05X+zUKW3tUaoF4OxoAoT2HHPj9TbqgsTAFMcPfhKddPie4nMaegmc0D/BzNdR/UHJsROBQ4\nKc1hrwx6RpMWwsw2R17Cs6PEqmd6xREYQQmyL/rAXgIOcveGQqZTyn8LKe0eDtvHAqu7+ypheyvg\nKHcf0aw662zfx8CStYaG2PHhwJPepLwAVSIvysHMDFgPKbw2QXyJ17p7EatvWp3TIs+Un6PF/IHu\nfnuj5SWUPwd9yaTWQF5S45GyJ0rQWlky6QJGtYlI6IyMmnHO4EloxeRUxfttUruGFV1cWF/0yRrI\nS3cqd/9Kg/U+jxKVX5NyfCsURbGwh2iooCD7GPhqvQtLM9sQjdvzI+q2U5DB4cqYUXw7ZCRuVp6R\n1P5X8P6PdfeFk46Hcz5CXKiln09K+R1vtDblW9mavpwdL6AkmpUl0ivYrpZFcZrZKvQttg3lNlkU\nRSmchujffkBfBMlvkvp8gtHleXdfrGz7BiPM7BlkUPxv2D4LONzd3wnbcwCvpY2ftQvTgYayRjcz\nO5w+I8nrBCMJMpT8s0D9/wWeRErpK6LFW7OU0qH/LxQ32lTV/1Pqz4ukWAdF6KUZTZqqtA/Gpa2R\nQXYV4GVgrLsfX085zUKQZXLhSobacpjZc8jb+lIU8fdc2N80o4kpWnNZRLt6X3BCOARFE10P7FGV\n4nmww5SD4zgUFXEl8l6uLAI+vOsxwOYo4vw6L0BdWGF7atk7EpG2fjSzrdH9rI2ori5C40kh5gQz\nOxpRJ38StmeODOcFrm2aw4iJKnkkupc5ULT49ogicm46ULbtYXCjgGzR1ijNssjTu1oO9bKZbYzW\nfhfG9h2C6LyGIEe2jVHOXeiy52eT57R5DOmR/1/YznPIOQmYwd13Tjl+DvA/dz+g6Y13996vST/k\nLbBl+C0V2786Cr36GAk5M7awTW+Heo9HSfuWSvqVKP8zlMw12r4XUTZF2/Mjb/J2vZOHkFdF2vGf\nAw+1+9speC8fAsMLnjsLyjfxeIn69kDhvS+gyIZm38+ziJP18/DdHIME2Gla+Ew/znqmwHYogmDt\nrF8bvoXS77cJbRiKaEzezjhnXsSf+1sUnfMhcBvyBFgVmLpE/f3GnoTjX0cGrjlq9hfuR+H85ZEy\n7TNkKJk1duxTYP7Y9hThe567Cc83s/8VvP/PcuqYWPb55JSf17+GAx+36pvtph+iHjggtr0k8hL8\nvzBvvQUcWaL8uVHE0nPhO7gfUQ1NF47/GxnUQB6KE4HtU8paBeU4+CB8P2OBletoS6LsNJh/tX0z\nPNvhse05gYkZ10+o7duD7Zc1Dofn+xqKiJq1gbKnQR7XdyLj4jUoD8l4YETJds8V2jY+tq+p/b9A\nGyaGb2hiwm9CmFsnxM5/ABnbo+3n0Jx/LKLxi/Z/Uc/zQcbX85Gi9mOk3Fyt3d9WN/wQVeLYMCY/\nguhmvwAWa0LZOyFP+ReRLHIQyqNxNuJp/x9SKrf9OQy0H6Jd/BxRAn6zwnq+ioxgLyEnrQmIYsba\n/QwKtn+WjGPjgeuAjYApGii73/xaOz83oe2ZawiUDPqGMCZeh4xnQ+sdX3u/3q/VvwKyxcS4bNFt\nP/L1rv9BDi9p19+F2B+i7ZXCczkEGa095dl1xfNj8rVNP50D+Wubp5BDWdrxlYCnK2l7ux/eQPgB\n30EeZxNqPtwnEK/8eJSLYq42tC2pMzWtcyEPvdXC/1OjxePaseNLAv9t47sZGdq0GzAktn8IsHs4\nNqrd31DBe2maMrOOb+dj5HV8adqvRPm/RJETX2njMy1tVEMUEW3/Pip6PkPDe3oYKVU3DftHA/8E\n3iSm2K259hXEzX4TipZYId4Hm9C2fwPfyji+XBAuDkYGiOj3KaLXmrQvo4xr0SLkQmDehOMTgdlr\n9jWlnxbof58Bt+Tc/38K1NHw8ylwDx1rtEa5Ou5CHiu1x2YMx5ZuR9tCG94Cvh3bPhZRnUXbWwHP\nlCj/S2SUO4kEJRrJgu1Cse1Mo0vBNmTJTsu169l3wi/l+dcuLFJlt9rrB9oPOCXn+Nwo0int+Ppo\nUfsAUkA+CZyJDHez19mWBVHyyTfDc/89sC4wZcY1MyPKqnfQXLoHMrofjeTS8chDMTq/qf2/wD3N\nl/ObCCyb9n2GfQ0r7ZHMEDnWPIgoLqZv93cXa9+8RX7tbmdo63TIyHF/eG93he26vvOaMp8iKH5Q\nwuwvUDL4+Pf5UrvvfSD+wjv8BFFhp/5KlL8FcDMygl2FFPRT0yUKebSuvBL4NOOczLkxjMUb5byD\n1Pk5p+xSc1c450vkhDtTzf4v0BzWsbJt7ze4fwVki/mA+drdzhL3V0rvinQby8S2TwFujW2PQg4p\nHfn8UBTRMxnjj6OcI9G+etc2H2fJVkj2qsQZcwg9lIIpefUdSLjfjr5kvCPQAmElNIltA2wthp3J\n4U3ikE/AAhWVG+Fm4HgzOwDR7XyCOEEjLIXC6NsCd7/IlGfl18AvzexlFKY6HC0kzvBYCFwnwSZP\npjQEGGVm74TtTcPfv2cU4+6+T4NNuJI+KqrkD7cE3P2grONmthjizd232XXH8BvgbDP7HDjP3b8M\ndQ8BdkGKkN1S2rcWUhJuirhjmwozK5LgtMz7LYKj0XP4MxrLrgpcsisghfdVXpMANIZh4e9EJOB/\ngQSGZuEupPDfIuX4gWg82qlm/9sofD2CA2eklLEpUl6tB6yXMH4b8JqZnRvbNzVwiJn9b1IF7j9P\nv41U5PW/f6HcEmk4ED2jLLxBueeTh4b7VwuwD3Cn13CiArj7/8zsdpSTa7uWt0yYGb3jCKuj6JMI\nf0PRRI1ia+CG6J0kwIHpzewz+mgJh1lfAtY3UXj971BC5meTi0lGAdnpDjNbwXvc+41iJ+TtnYp6\nqBU7EKPN7F13P7b2gJnNjfJN/SftYne/DUU9YmbTo8jH1ZGy/vdm9hKiB/1pXkPc/WXg0ED5tT6i\np7sJKR1nTbnseDSnXhiuORUpnyPqinGI2ipCs/t/JjyHVirMhZk0L+5+H3BfkGV/gJwtpgTOMrNL\nges9JENOwH7o/rdy96fqbH4r8BrJORXiFK4O7V9nu/tHKELp/yK5Gs29Z6F8Xo1gOPJ0x91vNTNH\nThIRHqTC73OQo+o8X1egPCnbeIw6Jk1/0QkIdHljkKPkzGis3CHtfE+hrTTlZBuDFJOz03j/yEKp\nuSvgIuT4ubKZXYxogiNZdhSdLdv2MIiRJ1sMAJTVu04PxPPZrYKM1xHuQhTJnfoc9wL+L2P8cbT+\nv6HB8j9FLEZvpByfP5zTdPRympSEmV2JhOItvOZhhhwEDyOF4VlZ5bj7RZU1skKYEh1dizr1R8jT\n6LrY8TsQ3+0hbWpi1I4V0KItnmzzcnd/oH2tykaBZEpzhb9Z9+DuvlaTmlQ5AhfktmhRtwLypMxS\nDDejzpOQAeBDZOCrNartHTv3a2jhPwrxx96GEqJfVkG78hTeUPH7NbNXgL3c/QYzWwJ5gF+IjFm5\nk4eZLUpfzprVEaXJvWhRcDfwiAeu8wbaNgItzJ9GnhjPoXe3GFK6jgBWcPenGyk/1LFLzimRMSSL\nA7+Sd9SK+28G6ulfLW7Xy8Bm7v5EyvElgT94SrK6qmFmryM6rHtCrpn3Ee/rHbH23V2Vw4VNnmi1\nNp9TqUTHBWSna4Ev3H3rRsrvdgTe37kipbIpp9lS7v5q2G442aOZDQV+Cuzn7nPlnd+JMCW9vRXY\n12NJbQPH+zgU5bhuUBgXLXNKFP20CTLmTlfi+54d9d9E5wczewNFOd9pZvOjyMzj3f3gcLzd/X+p\nnFMeA9bykDPAlL9q6ej7zCg3Utpvj+hzEpWSZjaVu39Rf8tbAzNbOu0QkmH3AD5y9zla16riMLOp\n0Pd0bYPXD4pkvoMRwQloGyRbXoxyNr3XzHw4zUAYFzdHzmsrI+eu7yIv7SfrKGcYioyKyvkLygly\nnackEw7z88LIuGHIiWQVZEydhCTFYbPmrth6eQzKLXQzigr6J4qS6UjZtofBjQKyBQBp3+9AR3DY\n2d3dbzOz6ZABZa3ghIKZLQvc5u6zp1y/OaJuLfScm40gu26Q5kgXxs63kT7WEKvCiih6BhRp8lKa\n7GBmf0SyRa3DZ3T8fGAed9+w1I0kodEQld5vUhjQf4hRaCQcz6VIqbh9+wPDYtsrA0Nj29MDZzWh\nnhlJoCJAuRcazlvQ+3XuDynCL2lSWRGNw0coGuEkYjzYLbiXFYDTkdB5M0p+vEI4NgSFO99KoERC\nhtABz72PoiziPOWfAkuWKG8xpIy6EimB3m/Ce3uavrDXKPT1GWDFdj+/it/NmuGb7Pj7z+pfbWzT\nZ8ACGccXIIPeoQXtOxvRqawKnIxofKaOHf8R8LcS5ce/mbTfl8jYmforUX9Hy07t/oX38wR9dCtf\nIkqcaPsJskPYp6ZBasVu+QHfC/1427A9F4pYepACVE6IguU7wAFhXv8gfPevI+eAkSXaNjfw64zj\nXxLjrUdRkSNi25X2/4LfXxrveGRQ9YzvM5MiCMlVm2ccv5lY/kcUOTlTbHtWKqQna/CZrRP62wco\n0WvH0IlVcK8TEC3dDGj99wFiFpgh/BbKGp96v8reywzArsDDJcsZhqI2onx+fwh9fIl232No35lh\nTPwririYNewvTCGGZIxzUUTmoyj6+Msi1zO5/JS4nXF9qbkrobzFgF8hZaQjp5NNUs5tq2zb+w3u\nXwHZoqNzchS4v1J6VyS3P4scSy5D8uiUseM7ozxTVyOq7uXD/rWQM8vHwNltvP/PgG/kvH8vMXau\nGcbpk4A5Y/vnRLLyl8jI1PR760WalESgrljI3d9MOb4RcLW7T5NyfCjwfXe/sqL2TUALs8gb6AOU\nOK7nDUT7LbLdBjP7KoqyGI14E+9293UaLGuOUNYYtOi6DE0Af6VDvJnM7FSknHgdUUVc5u7/7jSP\nq6qQ5+1cZ1lz0hd1siZaVH/u7sOyritY9jeR1xfAC+7+97B/RbSYuil27g6I3mBa4HrEy/15A3VG\ndACj3H2+mmNDgGm8Di/ngnUm9r+0+y9QXmXPp9NhZm8CO7n7rSnHv4soxdpCMVJ1FKeZbUoyvQzI\n62cPlCA1TXapjURJgrt7Ij1NAdnp68CLafUPdJjZEUXOc/dEqhYzO4H+1IqzAxG14nFkUyt2Dczs\nh8AFSFG4P1owruPuedRkt6DnMj0yIt2FvHzviuTjAnUvjuay8Yge5f3Qbw9Fz/4Vd1885dq8SKK2\nRnGH+S0Le4a/mc854/tcFjja3TdKOV4bydCxa5dwLycgA9f56L4S6X9a2KZCfbvR51d1JGIP9cHM\n1kTy6OaoT17n7rs3qeyFkMw5EkUI/xHpNRqKUmpSm75Efe54708hVmhtZmZPIAPTpcDvPURk13H9\n6kXa6SESL6WMhuaunHYNQYaTl1HEzdQJ57RVtu1hcKOAbAF0L41XWb1riHw7F9gY9eWd3f0vseMv\no/X/34FF0Vx7LPAz5Jx4rru/V9Ht5SK0bx93vz7l+BFIPt4+6XgED1HVKWXsgu51KuSw4UiP+AXK\no3p22rVl0Hau1QGA15GnWuLCH3lnTFIw1nYeYCakLK7EaAKTceE3lZTUzAoJTe6+eTPrrQehc62L\nFranu/uDpnwUJyNF4+/a1bYyMPFn58Ldjy5ZzxAU8rsj8qSbEjgEcRa+m3VtDl5HlvI9gds90DRZ\nG3hzzWw5RN8WKZ6fR/3yZ0gwP87dP25xm1ryfvOaAVxoykkBotc6x8z6PYuk/h2MYmvQZyhZGE1o\nD6HQ97uQgaw0gpEgyVBwEuLNvCm0aUm0SLkQeXLshxRmRxapJ9ABbIEWp2siTs1Has45BDgMGGJm\ndyJe6IYFmCL9L+3+zezb7v5wRvGHI0VhU55Pxj0k9q+ctlWNP6PnOJnRxDQIHRLOaQvc/R1gNTOb\nEdG81CrBtkLK1EbLn0ygNbNFUK6FjVEy68ODoW4L+r+7a5FyJtfoktGEPNlp+XDOoESasrkObAXs\n4P2pFYcghdCA8ZZy90vNbCY0bj1KcaXT+2h8u8vdX6y3XjPbBMkv0TpqfzPbCcnyjyDqv0SDbFQE\nytsT5RQaBtxoZuNrzpuZCvp/HgooLHLzdJnZ+iZ6xvHA+e7+iomyMxpjbqujSR2XUMHMFkQGyC3Q\nex9R1ODWAhgaPy9C3qfNxpoVlNlDHahxopkJjRU/RAbcpo3xYXw82MwORRESO6L10dBm1dEAtkdy\n+FuBruVi+ud8ysMiKHfLXSgyuy5kGUPqKKPRuSurzC/N7EbgG0ix2g+dINv2MLjRrcaQOlBI7xrW\nduuiHByOdMV/dlH6peZjQpEUO7pyNq+KogFXQtEdLdVTpeBm4Bgzu9XdP4sfCAahLZHRPdUokgd3\nP9fMbkK5Ob+BnvELodzMXHtl0Is0KQkzOwoJLd/zmmSFQQH1BHCyh2TWlsz7+pa7ZykXyrSvUt5Z\nU1LoXLj76EbKLwszOxAls36CDrTIloGZZS2EHAmF05R4tyMQx+t2KCHxxUhQfoUmRFmY2XNI6L4U\nuNjdnwv7WxrFYWa/AvZFCohowbsgSu5+C/K4/xZwI3oGt6Pww0rbWPX7LdiGhvt3GHu+QHQVd4Xf\n/d7kxMMmzs8J8XJD5MUxwEbAcpFy3syORZRCq4TtrYCj3H1ETh3fRH3hB4hfdDhK3nsomqR/E85b\nCfEhH46MDscCt3gDieCL9r+c+98w6/sws7cQr3mp55NzH1n96yR3P6DRsssgKLweQUaAk8Nf0Dyx\nDzISfNvdX2pH+1oJM5sHRReNRIrMg9z9KTPbDeXLmRp584C8M8cDP3f3s2rKmczokrZAKiA73Qj8\nzt0LGY976I+gfF/A3f8Rtj8FvuN1cL13MsL8GF/AjEAGuA/j57n7shXV/xBwHzKQ/xj1k6eBMe7+\ntwLXl4okajcsJ0rbzHZEycf/i5S57yJDy5lIWXm6p3Beh+s7OmeGmZ2FlMd3AQd6wejOVsHMvo3a\nty1SxoxFHvVdud7poQ9mtgV6t6uhNcol4e/HtGjtZGZztDuaKrRjASRHjEIy5SzIUenqnOviBqdh\nSLb+PaLH+mbRZ5jmVBLNuynXlJ67zOweRL/1ftjeBDkfftqTbXvoZuTJFp2OgrLLW2hNNUPN5f8D\nfuLuV2SU/ymwsIco/eDUupK7P5J2TSsR7u9RRLX1a/qPP7sjx89lPSVfVCejF2lSHr9E3r9/N7Pb\nkaIsSsYb0RadnlNG11qu2mUMqQOjEQVLp1pkG4a7L5O0PyhMjweWQIvWRvE4cA5KSPd4rPwSRfbB\n3Rc1s5WR8P83M3sBCf/Qoj5hZiORAW0PZED7IuyfCoVMRxQnO6Fv6Xw0bk6BjBaVLU5a8H6LtKFM\n//4ucG9V/cxE33Ml8lafYGa/RkaMc1ASy+uQcjc+Ma9Of2+0vwGpIepmtjvyZvs6UvRsGCLVvkBC\nz+L097jdEi1cjg3Xf4bG/7qNJuT0v4L3v1JOHTNT4vnkoUj/MrOn3b3l0X7u/rKZrYOiai6nb8wx\n1K/XHeiLyuDpdDB6R38H1vYQBm5m3wPOQPlnTnb3t8L+uZGH/ulm9pq735xgdPlmrSEkAXmy00PI\ni3tQIkSp5cLd10o5NCUa/yJ8SYWRCW1AbaTUH1pc/yLAD939IzM7E0U17l3EYAKdawyJw8pFae+J\ncuacGJS8V6F8ZksW9ASMcqbU7usU/AQ5z8wBjE2Ti6sy2uUhOEI8bGajDIuUAAAgAElEQVR7I7lk\nNJpvbwQucPfbm1FPI0rjHkrjCrQ22cb7U1M1tRIzm9VDNHOQN3dCBoYbPEYX00646AyPMLMjgfXQ\nevISMzsNfYd7pFz3D+TUdGwY08YgI/gQYJSZne/uL2TVneFUcqKZTeZUEkMz5q5VQr0RLgG+iSgh\nB71s20Nno6Rs0e1YEvXF64FTgefC9ghgL+BiM3suvu6vwVAke0QYj5xTOgLu/q/gQHo2WudFE5Oj\n9eE6wJt585UnUAsCmFnimI4MTi+4e1MYTBLr7kWalIeJsmVv+tOPvIAmq+Noo7dUsHgeSt9i+QTg\nRJRADcTnfHSJaIThwKveoR9Sp1tks2Bm87j7P+s4fwHkXb4Nok851BugnYiVdzewNHANigQZF/Y3\nPRIkeMv/AC3sVkDGrUuB6z1wfleB4C16mbufmnL85yhR33fC9hTIGLAjClN/G7imkUiCBtra1Pfb\n7TCzy5Hi6gJEFbQ68m54EPEc/z8zex3Y3t3vCeP0+yiy4o5QxpIoL8gsKXVEvMmHe4weJeoDyJtr\nEXd/I+x/COUKODFsz4eS1U7bwP1l9j8UzZJ5/wXqKPV8CpRfV/9qF8xsGWIhvp3mNVwFzGx/lAD7\nbeBgd/9DzfFxyOh5aMr1v0Df3P30GV0OqEeZkiM7neoDMJdOUQTZ7XXEH/9F2nnuvnfG9bcA0TPc\nGLgTeSPHr28bdWo3I8+bsMD1mZ7aJlrGZd39oaY0uE5YyShtE4Xn4u7+mml1/DmwprvfV7D+vO93\nKLBBGyNNui5SKMiQF6Bxe3Z3L6VoyVAaJ0Yi9tAcmNm5aB3wNIpAvsLd32vW2sz6Ij2/DryIopVu\nRVH3E8PfLT2Fs77dMLNZEX3XaHdfuo7rZkQ5LMcAywJPZUTSfQ8ZO9KcSn6G8tXeXOZeMtpaaP4Z\njLJtD52NsrJFp6OA3nUkku3SaLuuBj5w9zEZ5Z8HfBJ27Y6Mpv2o/Vqhl8qDmc1M3/jzYpinorXN\nRUBq5Lu7X5NSZlpO3ZlQXpP7URRe0w1JPaNJxQgfx1r0WQHvRxxskUJrNuSZXJXR5DUKeGe5+wIN\nll+b8OgKYI9OCbsKz39Ob0Ii61bDzN4Ddnf3S3POmw04AtgZuBdRBRTydizQhm8gAXIkCrW7DHnN\nL+UZ1Aol61wMGSW2B2Zx96mqqCfU9THyfExUdASj4JNJSm9Tzo4dkGCemOy1SW2s7P12M8zsn8Dm\n7v5AeBdvo4X6abFzzkYGhgOATdF3PI+7jw/HfwTs5e7LpdQRec9/iUL3L3b3l2KGixtQH70tGP7e\nBdaKFEOmBLG3ufvsDd5jav8D7si7/wLll3o+BcpvuH+1GqGfRblEBjzC3Pgp4rZOShq8Mcr3sF7K\n9SciqodnSTC69FAOZrYfciKYFY09Yz0/eid+fUdTpzYTZrYUMaObuz/RgjonovEyWqhehrwE+8m+\n7n5DyvW1svOTKJIxcvBpN/3U8yiX20XWF6V9M/Juz40ebYJRadB8v1XDzL5Gfwqj3yGnmy8zLssr\ns61K48EOEzf81kg+XB558H6PYlGeeWXfgmTe49E6bKNQ/k7hlDOBb7n7CmXq6WSYIvrHeEqkSkGn\nklXcfY2cehqau+oZXwebbNtDZ6OsbNHpKKB3/RrwjrvPnXL9OsBZ7r5wyvFxOeUDuKdHobcVZrYC\n8AtgORSZOha41JXLpWzZw5EB6e/uvlvZ8iYrv2c0KQ8z2wbYBHnb3OHu58SOTUQfd5JFMdrv7VoY\nlUXZhVHV6CaLbC2CF9cJyMNnl1qrqZlNi3IF/Bx4CfHQ/6mitkyBBPLRSIB+HtEtXOPuT1dU5xBk\nLb62ivJDHR8gnvfnUo4vAvzN3Weo2T8FMNSbnJ+jpo6Wvd9uRFA6zRMZaM3sI7SQez52zmwoKmcV\n5PUx0t2vix2/A3jA3Q/JqMdQ2P8YlJD9cZTjZiVgM2RsOA7YMOwb7iEqxcx2RsmYVyl5r0n9b3Fg\nDXe/J+3+C5Rb+vnklN9Q/2oVTEk4j0VemzOH3e+hSIdDPfBFD0SY2YVkC97boUi/rVKun4jklxtI\nNroA2ZEMWbJTD4KZrYjGnq1p8gKj22Fm30Ge8yOgHwXA0yhRZqpzgdUZyZtw/cQCp6XK9nmys1Wc\n7zAPVjJKu4C3JQDufkbTGt3DJJii+DZDDkiroqidsSjHWup4XUf542iC0riH8jCzhZBsOBKYDkUn\nXt3o2snM3kHOP08EZ6APUG7AR8LxRZFcOFNTbqBBhPteCnjU3V8NhrwDEIXY9UgxmyjjWMlIvyDb\nLpcmb+fJtmXmrnB9ntF+WiTDLc8gk2176GyUlS26HWGtPsIDQ0XC8UOQI1rbnQkbRRg/FwXGe4zm\n0My+j6KMFkXj0tZo7voWGrMvcPe7Sta9GnIy+0aZchLL7hlNysHMdgV+g0JYP0UT+Mnuvl84Pl+R\ncjwlWWqnowuMJuPobotsFE4/AuVmuTF27G1Er3YmEpgS77PZXpfBq30kGugWadTgFxTB+xFTmqGk\n05UZIhLaMA74i7sflnL8MuS5tVhs3wEo8mMqlBT+h1UIoO16v92CYDSZy/uiyD5AY89kUWSmsPuP\napUFZjZL2D++9pqUOmdBnndjUJ+8D5gG0WS9DezsMXoiM7sLuNXdT2jgFtPaEPW/XwETo/6Xdf8F\nymzK80kodxzZ/attipVwb38Fvoo8+aPIuRHAD1FizpW8i8PEy8DyqdUeAhYAbsoqJ80TPE926qE/\nzOwrwFbI8WMEMhiXMpzkKY46GWY2AlERPot4oeP9d280Jq/gKVQ1VjCStyoUNJq0M9IkM0rbzHbI\nKeLk8Dcrj467+/ASbdzScxI+VwWbPJlzIrxNOU3M7F2UWPoiROGU2M8bHUPKKo17aD5izjU7At91\n96ENltPRY1Now2Yop1/kmLozcC4wDjlxrI+MA4myt5WM9LNyLAWl5q5QRp7RPjLEnEdPtu2hg5An\nWwx01I6vCcffQ1RTXy3j2NMumNkSaF0Y5UP9A8pheiV9uXh/7TEKcROrxnk0gTrUzOZH1IrTNVpG\natk9o0k5mNnTwJUeeGvNbDvEx9cRFsICCxsAvMFEvAmKy0E1+LUKZvZT+oSrKKQ+ShQeJcyMRzOV\njmIys4MRr3yqEcPMVnL3+xss/zDgSEQP8ykSci/zFB7HKmBmGyHr9ilIYRdFLcyFqGf2Qf1517B/\nBaQoPxq9i2OAG9193wraFheKm/5+ux3h+fyPPsXFTMgjrt9iwhvMx1Gg/uXQ4nQbd5857/wGys/s\nf+H+P6JvPGjp/RdBgf61F7CZu2cq3itq22nA2sA6XkMnGdr3JxT9kJgzYqDDzEaiRH77Aud5oHIJ\nHkS7IK/x3dz9wgbL72jZqdNgZqsgY+1WyBt1zZy5+RNgvphs9kfgx95Ho9N2xVcZmNmVKGnvFrXe\nxGZmKILuC3ffOuX6zEjeAvWPBfb0WCLmOq/vaMWk5UdpR9QHSd+gI0/nIWXaX8RbsVHFcFlYh+c0\nSZAfJzuFcuuDrqHeHIwoYxAvYDBt+9xhZg8jyrBDEe3cb5B39mnh+M7A3nGHt5rrS0X6FXAqSc3X\nV3buykNPtu2hk1FAtgA6kwGmCAroXS9E959GXTk/yu3yHkp3cElN+acUaUe7nl9YawxF1J0/CL/n\nkQP4b+LrFhOd50g0hs+EvoMDvRx16MYor2vTafN7RpOSMIWZLebur4XtKdAiYn53f8vM5i1SjqeE\naTWhfXHFWmLSIVXfcKLfXrLRimGKVvotstCeS5+SdMbw9/Ss673BKKZaT5xmw8xeBE5y93PD9joo\nrHyYuxehvmhWO34GnISE2GjSnhE95/HAau7+WDj3ZGAJd18/bH8PKbYTuSdLtquro9TM7A1gGXd/\nN2z/FPhdWe/oWPkjC5y2I6I2y4K7+44l2jGNu3/W6PUZ5Wb2v4L3j7tflFHH2GJFlHo+Wf1rf3fP\nHL+qgol3dhd3vy3l+AbAOe4+fyvb1SoUVKq/FU7/EHgZyRDDEQXIGXmL7izFTZ7sVPL2BgTMbB76\nchHMgBYUY7M8UGPXdjT9U1mY2X+QN/XDKceXA272jHxSlhHJW6D+UvJRuH5h4D+oX72JaBJfC6fM\nCTzXRqPJOBqI0g6L4COQge9Od9+gwfrr9lbsoQ9mtnqR89z97gbLb1hp3EM5mOhH8uAei3qus/y8\ndf1QYIM2G00+RCwALwfZYTyxfC7B2/gZd/9KyvWljNZlnEqaMXdlYbDLtj10NhqVLboFBfSuEa1h\n1jNwpL84BbgL0UhHur/zw99oPF4FeIT+Dixte35m9m9gPXf/u4nF4j1E/X1xOD4VYpjZEeX8/hOi\nDr2piLHEzNKiV2dENF8nAxe5+9Glb6a27p7RpBxqPTLCvkmTb1gYTToU/nrNvoa9fQq072m0+IoW\n282mauroZI2dbpHNg5nthAaAPyMh6D85lzSz7swQwiaU/znwDQ/h0GHfZ2FfSxfCpkSZWwELhV0v\nANeEv3HuzQdRHpdfhe35kGDe86arQcKi5AO0qGkZdZ+ZXZdxeEpgHZSbJm1hlOfpdTgaz7P6pbv7\n2jnlJNVdaf8LdZR6PnXUk9i/4n2/1Qjjz4JpY01o80vuPk1rW9YaFFWqozw9P6D/u7scKVHyjC5Z\nSodM2anZ99ttMLObgTXpW1D8sR7vq06PZCiLICsslDaGmNnXgReL9F9LjuQF0umVyo7P1pfvcNKu\npO1ueT9mNj3KJ7AnioR6A0gaW/+HxpBr3f3zhONReYW9FTsRZjYN8FN3P6ndbakCZZTGPZRDzdiR\n5QzZaBRRR6/roSlGj9Lzo5mdhHJO1uVUUnbuMrMV3P2BjHZNkm1NtJ4LeCz36ECXbXvooZ1opt41\nOBPfisaWSEbsJxt22ropZWxd1t1fDNv/QQafi4Df0eec1w/u/knS/gTZud9lyKi0hzdIK56FIc0u\ncJDimOC1GWFq4BAz+x/6uD9EC7IbqVmQVQ13X9zMlkdeX/eY2Uto0fF7b4LHdzuFpoJYJv+UfF7i\ndsDMbgW+gxZek9GnWWuimKp8NkOAWg/9L1CukJYiKE4n85gzs38ieog3TYnZv4lohSLMQl+IaVPR\novfbSqQt7ppTuJQ28TomuvtmKed+HyVv/xzRfKThcuTBFiW9rsVUqI/8OeHY9Ig/uAx9SOH+l3L/\nWXzyNOH5FEJa/2oz3kFh0GkG2gWAhnlVBwg8LM4nW6AHpWD8e1sNJWDtd1pO+VmyU9SAjnRoaAE2\nQIuJeZHn/hFmkz/ONKX+IMDrSD5KM7wuH87JRHB82Bx5w/2B+mT06YMCLBUZcvaaddTTsQhegz8D\nDgbeBUa7+9WmfF5JntIzAd9AfX+tDPllOfq8Ff+CjCbHRd6KnQAzmx19Z+MR3c2E8Dx2Aw5CMu6A\nNJq4+0VmtiTwa+CXZpakNL6wjU0cyHgP6RUuRPlq3mlm4V2wroc+Wuq07SLXR+N3pIycLubFnJuL\nx933NbOr6e9UcjdweZZRg/Jz18Vm9gpSDt7s7h/XHH8HWMOUO2U0MmY/HTvek2176KEiNEvvGqI1\nj0HGl2Nosf64BJLG1mGxsXXW8DsM0SumIc1gnSY7f4CMzZl6jzLoRZqURIEws6mRxfFL+vjaLnD3\nZzOuqQRmNgx5+45GE/b1wJgsb68e2gczux0tQNM8odOsrXGPRXf3hoyjofx3U+qYBHefo0T58RBw\nSKB38wqp3UJY9+Lu/mTY/gnqsxE2Qomif4ESLK6O6GMmhPN/DIxy91UqaFul77dq5HlyNaH8byIl\nyoax8uOh+A6s6O5/i12zMnA8sCxa7B/vGckQg7DzFeQNMdZjvOoZ1wxBHK2HIK/aw9z98jpvr0j/\nGwJM64HTvcj9F6izrudToLy8/jUBONtbSMcXa9tYYEFg3VqPFDMbiviyX/EW5lhqJQp4Wl6JOLcj\nb6alUVTdFwWvz/P0HMcADtEvCyuZM8Emzzf3AXo/HcNLXwZmdhSiLfueB0qW2LElkZPS79z98Iwy\nGo7kzfF2gy6LFKmFmT0DrOIh14uZnQUc7u7vhO05kNLvbTQXHYXWNhNSioyXPQPwe+BDd/9hyjmZ\n3orthinH0E1IuerAw2htdT1a752BKCI6OiKmLEx5/iaLRMxRGvdQAmY2NbAZUsqtirjxLwBu9UGi\n1LH8nIYGzJATadKWSL+yc1cwzO6K1hnDUZ/7J3JCnBn4NpKzrwJ+Ecnf4doBL9v20NkoKFu85inU\net2EFL3rWOQgnIa5kRPKnEgu/UNOHZ0YaZI7tgLrZZXj7nc0v3Xl0DOatBBByB6NOtAzSMi5oNUK\nIxMf6lHIM3S2MkqxTkcInz3f3Z9rd1uajaDEmhl5HfU7BGwL7AF8VNKosQ8SRFPh7hc0WH7bQ8DN\n7IfAT9x9tbD9IfA+fRb92ZCHzgjgX4h+5u7Y9XcDt7n7cRW0bem0QzTh/VaN8P0cirg9QUl3T6TG\nK87dz2iw/AuAl6NnH97dLsA/0DMag+a47YPH1QnIe/t3wBFpxsiEelYPZW0OPI7G7SsTvLswsx+h\nyIxhyNA2ibaigfvL63+jgH+7+xbh/NT7L1BXw88np9wi/WuvRseQkm37GlJ0fY6SiD6HnttiyFN4\nKPBtbyOFWJUooFSfABAzmvSj1ytrNOmhWpRVKnU6QqTTHcgr93ZErRX133WAh4C1PCXfVCySdy9P\niOQtUP9EYAtyPHa9YM4IM1uc/p51EzxGqdJqJPTv2v7/LIrCPQFRaCVG3KZ5VprZd4Cr3D0xd5vl\n53zJLL9qBKPvP1FE5kg0V78IHOLuV7ejTZ0EM5sJ2NDdL213WwYyTBHpo9A3OBRRnhzRqNzZLbCS\nOf2s4pw/WSg7d9WU9W00Ls6H1h3voCiVXyAjyqCTbXvobBSQLbo6314SavSuWRH4DkwR/s4RGZJy\nyu40o0lLxlYzWwj4PmKMcOBV4Poqn0PPaFIRgrfxNElhQmFAuAx5rc8eWVsrbs9XkVA1GpiWPq69\nAWdMiMOUbHw48CAKZb0iSdnZibBiiXr7KaVM/IfHo8XmKcDJ7v5hg/VXnlOh3QjRPOe7+xVhu1bx\n9xNgG3fvCCqNZr7fqmFKRljEk3x4g+U/C/zQ3R8L27XvbnmUl+Z2YDvkFXqwNxjlF7xjt0Vj6OLI\ni2tXdx9vSqx4PLAAouM4pew4k9f/Ct7/lWlKqXDO15GRp/TzSSm/o/uXKRH0WcjjJZ5z7HZEi/hS\nO9rVChRQqs+MKN4SeXOrimTIkp16KI6ySqVuQPC43ht5ui8cdkc5d0717JwZmZG8Beoum9NkVTRP\nLBe2o0jB+Di0vrsnUT9WjgJG0YiyMo0WJ9NT28yGA4+7+/QZ9XdszhczexdY1d2fCd6kHwGb53mF\nDhYEp59Hu9Uo220IsswFtFCv0Okwsym9QORbO1Bm7ipY/qCVbXvobAwWh6s0vSspOTyQ/LcnypP0\norsvnlLuUjW77ge2poZq2pucw7pZMLPNgRu9j7VgLuBfHgwSQZ7a1d1Tc1Kb2UFIdzEF8G80xs2O\n2CsO9opyyXUkrUs3wcw2Bmb1GHermR2CuNqGmNmdSCn0npmthLx/t0IJDXdHXrdVtm9r1GFXRyGZ\n+6CEoh0pSDQb7r5QsPCOAU4HTjezq5Ai7/72ti4XhTnjzWxZ5PG3KjIObdgEY8dgsKguirzN03A3\n8iRsKyp6v5XC3eevuIr56J+A/XD6R7G8hajVtkYGpvuAhYJ3Qj+4+w15lQWP1vPM7O/IQDIKuNTM\nDgVWAM4B1iniGVIQef2vyP3PmVPG86Ge0s8nBR3dv4KC/7tmNjN99CIvDRKFQ14E32+RAJ8GA14w\ns+g7nQ54LCyIouPpF9chO+W0c0DCzB6jwBzsKTlNutkYUhQuWr0Twq/ea9fNOm5mhpSPVc2zu6F8\nBHGsibyEDUWS7kpyvqxOwObIKaFR+rwVUPLkNHSEo0oGZibMt+7+aXByeir7kvbDlMNnWuA5bwMt\nZg/Ng4lqaQu0vl0R+COifBoM8ksqzGxhYEdgB0R1k3RObs4SqC6SrczcVbD8wSzb9tBD21Cv3tVE\nYz0G5S6ciHTzWXLV3+lLCB/hpvB3UqJ40nOCVIpw/9eHMS5idfhnTN64CkXCRRTEL6B8wVGEyAyI\nlSTRaGJma4brjwFOj9aIZjYLsBdwvJk95O73NP3eepEm5WBKdni1u/8mbK8E/AUpsJ5FE+JbwBxI\nyP49ivBoiXAdFBhvhHr/lXaeN0iR000wJfLeBg1mKyOF4QXAxe6e+mzahaLWeOBqJDhfCRzarNC0\nQRJp8hnKufBy2J4deNfdJ5rZTfRFJ6Um8w7f1U+AT9z97Ca3b0GkVG76++12mNl/gY3d/b6U4ysD\n91Is2iVTuAjfxfZIsIkiBccCjwKfAueh0NC0CuoeXwtEmhS5/xvdfZacOvLQsDdvVv8K298Ans7q\nXz20B+HbWIs++qFab6aNw99MT/005X0B2elY4BYfpIngrWROk1DGNsAmiN/8Dnc/p0nN63iY2dyI\nKumnKcfrjuStuf5VRHHyboPtexHYLFoLJMh3y6CF9jyNlF8WCZFkHwJLFY0kS/CGjDAj8C3E2X1U\n1P+7DQXGR6B93p5mNgaYKe6taWbnIWUyaP2zvldE0dOLNKkOJmq70Sjy+TXk4HDJYFaIm9lX0Po+\nMiA9DFzj7iemnN+xOany5q4eeuhmlJUtOh316F1D1MVxKEril8CZSKeQtfZPZY+oKf/1OpveFIT3\nO7en069NJDa21htpZGZXAO+7+y4px88Dpnf3HzT51nqRJk3A4iiUKsKWwO3ufiyAKZnq/KhT3ICS\n/0xRu6CoULB+AwkGickWo+pR0sIBDRddzlhgbFDWjQYOQsqZblTaHY9C02ZEi/e/N7n8qbwv4fn0\nKGkyKI9ER1JCNYB/AYsQPB69fyLYG9H3YmZ2LBLC48n2RiAu2Y2BPyFvgqbBlBxtR+Auqnm/lcNE\ntZMUgn4p8hDISoaWh8eATVGERBI2B+5097UbrcDMNkHjxPooKuJo+ntQROPrphnFNDq+5vW/Ivf/\nWFYFXj1nbFb/AnEsv11xG3poHHeQ481UYmGTJzt9hqJDB6XRJMsYUgRmtiviM38RLcI2N7MF3X2/\nZrSvE2DKA7ImMB5REb5vZrOhXFq70Oe5loTCkbxJcPcFGmp0H76G6PEijKT/WPhfYNaSdZSBAXeY\nWZQbYRhwo5mND9tDYBIFxRb0ze/PA9eS7A0Z4R3kRXhWauXyvtyPmNEPGVk6KbF67vhIm7w9gZ2B\nc6MNE4XoaOR9/yzwa+Tp+eO2tK6HMngAre3PAB4J+1ZRcFwfSkQIdw3MbAX0DW+FnsliwJru/pec\nS+ORbAbcHMr5RxXtrEXJuauHHroZhWSLLkYRvetQU87PJdE65wR3/x9AGMezDLojgZPcPTGPXAeg\nVubLZB1oAN9BTqxpuBjlZm06epEmJWFmnwKLuPsbYfshlNzwxLCdxPtb+wG1xZthsCJEBmyNFNIr\nAc+7+2LtbdXkSLDG13LGR99WnmI0kb6jYBvmRZbvDZGBBhQ++Edgj+i771aY2VjUf1dOOGbIe/AL\n4GP0rcT5t59HoZfnVxE5Ft7vZyiJXyrKvN8qYeKlvB15ff0ZLdShL9nhfcB6XiDZYUr5WyD+372A\ns2PRC1Mi6pOTUc6P1KSsQTGzobvflHI88hi5GCWiTYS7n9fIPeQhp//dghQfDd9/gfozn0+B6/P6\n132IJmRMo23soRpU7c1UQHaaD3jG3adtpPyBhKBMmR/JkK8ViW4ws6eRMuaosL0dcO5AeZ7BoH01\nfQvsV4CdUETmI8Bp7n5rxvVt5dU2s38DW7v7uJTja6D+MHsV9eehYKTTcmgunxrlQwJRK4xH9Am1\n9GMAH3gByj0zOww4EskOnyLHhcs6Za7oAm/Pd4E13P3JsH02opvbMmyvAfy2UeOfme2Rc8pXgX17\na9vmo+oI4W6Ame2DokpmRJHfl7j742b2BRrHn6mzvLqSKYdI2SJR7JM5bZWdu3rooZvRjCjqboaZ\n3YzkprHAke7+ds3xiYjq88uEywGWAZ5097Ro3raigGxdNtLkE2BhT8lHaKIDe9Hda52gSqNnNCkJ\nM3sJ2N3dbzOz6YB3gbU8UKaY2YZo4ZCp2GyXYD2YYGarICFrS2RsuAq4wFPobdoNy0/UOwxFyGRO\nLI1OPMGD8OFQ3zn0Kb1HIDoqgOXcvSWeOVXARH/1KDJMnISiIEDe8fuGv99y95eCkncW9NzfaVTZ\nX0fbulqwMLOjUN6PjWsj6QJ1ww1o0X5kiTpOQN6oH9LnmTUc5Vc4Jc2rOkSajQntm93dp0o5722K\nLYwSKVTMbCZgO3f/dU4ZSdcW6X/XId77uu6/QN2Fnk+Bcgr3r0bK76F7UUB2Wha4rV1K405A8EY9\nG9GJxnE3SpT4fMa1nwKLuftrYXsKpHye3wMFVTcjGNnuQzlwfowiF54Gxrj73wpc326jyY3Af9KM\nAGZ2ITCbu29URf1lYWbfA/4AnAac7H20ZnOjOflnwPfd/eaMMoalRY6Y6MtOcvdzw/Y6yFlgmHdJ\nLg4zW6IKh5qCdX+C+v/rYftxtN45I2zPixzGGlIsmOjpctGEiKweepgMwUv9BOBwj+UKaKHR5NSM\nw9MjL/OhSfNH2bmrhx566F4E2fNL5IybpF+YGTnMHp9SxBFINtq/mhaWQ0GjCUAk216F5MXIeDQT\nSpuQZjTJoy6vTHbvGU1Kwsx+iShSjkPewCsBw72PVmVnYAd3X6VN7duhyHnuXkkoU7sRFnAjkfJv\nYRTWPBa43N0/amPTcmFmI4uc5xUlfDWz81Ei53VrF7Ym/tjbkJf4TlXU3yqY+IEvRPcajwZ7Dhjt\n7g+2qWldDTN7HjjY3a9JOb4VcKy7L5x0vI56VkD0X1GywxeRRydMvTcAACAASURBVOoDNecNQyH8\nP0ZKyL+gSJXrvMk5jcxsbRTJthnKdVM3zUrR/ofyMuXef4H6Knk+vf7VnQhKtVw0Gm3Y6bJTu2Fm\ncyFvs/8go+lzqN+MQF6pswJLZCwcJgJzeowSr17FUCfDzP5Hn0PDlMDnwAbuXihxuuVH8lZtNFkT\nRVGcApwYW2DOARwA7IkiMe+sov6yMLNxwL3ufmjK8V8Aq7j7GgnHhgI/BfZz97lSrv8c+IbHcm6Y\nKPu+keZh2AkwUWn+AM2j32qXt7+ZPYvyIlwbItXeBpZ390fC8e8AN6Q9/x566GSY2UGIbm4aFGly\nsbs/1SqjSUoZQ4DdgUOQw+Nh7n55wnml5q5Qxs3AD7yP0udA4Bx3fz9szwr8xd1HNHo/PfTQQ/0o\noHeN1jRpDtu/RUwuic6WSbJ9JyG0byR99LOXIUaMSI9wPUxiYEpDaqRkKP9QIE2HOz1wdM9o0oEI\niqZzUV6Dt4GdPcalaWb3I6/AzATRjSoeCrQvKwzegWmBIe0S7KtG8EZ5F0X7XODuz+Zc0jUwsznS\nFCbh+BBgWXd/qMHy/4GEsntSjq8OXOruX22k/E6DmX2TPl7uF909k/asBe2p9P1WjaDgWMhTEo2a\n2dfRc56m4nYshxQY26LcGr9HHmpL1buwyqnn62gRNxqYFxkcLkYJmOvO3dKq/tfC59NR/auHbFh6\notS4sOvu3hD/cAHZ6S7gVnc/oZHyux0him4dYOXaqMbw7O4F/uTuB6VcPxE4D4jzHu8OXEIsl4a7\nd2XOmDxvtoLXZ0XyGjBDlbKxme0GnIpoWj4IbZkReSHu00iEYhPb9hjZi9qlkdPM4inXL4GoZp5E\ndF2/cvfrzWw0yiM4Afh1Wv+uNWqFff0SxnYSzGw15CixBcp9dy1KRN0Wz/GgRN0T5Y1ZC0WMLhE7\nvhewkbuv04729dBDMxDk4IhB4iWUK211r5NBouzYYmY/QjkPhyFqwvPcPZFep+zcFa7JS7bc1cm0\nexi4KCBbAJ1LPZ6HsnrX0Le/6jW0XbHjtbJrckXusxRrcXNhBekjEa1r+gmxCMKa8l+j2PfT9CjX\nbk+203YED+Asq+IKwPJAbRhVP8UDFb0Ld585aX+IwDgCCRu3V1F3h2Br5E2Vxg3YzXjLzOJC05Mo\n/0CkpJ4V+CuNJ6KcjexkdC/T3kSlTYUr0XonJVuv+v1WjQ+AOUjPBTIXopWqDGb2BOJYvxRYyd2f\nDvvTwl7rLX8q5C3/Y2BV4FZETXIZiqIpY3SovP9V/Xzi6MD+NahhZs8gT/D/hu2zENXFO+GUtVDe\nnBVqL0UGtj1I9/TJRZ7s5O5rph0bJFgXOL7WYAJ6dmZ2IpIrE40mwD2I/i6O+xF936SimtHQNmL9\n4LULyvm0dlDWT4KnJ0MeXbZyE+XZKGBz+nLOvIr46i/2HK80dz/LRNO1Jf0jBa9OczZoIa6P/W/o\nOzsHJagHWILstcNP0aL4NRRFdpWZ/RaNJz9H+VoSF8WxOi8MEScRpgHOMbOPox3uvnmhu6kAIRps\nFDKWzIByEgwFNm2mw0GD+BXwFfRtvo2iSONYGckpdcPMtk3yoE859+vAvPUqsXvooQjc/W7gbjP7\nKaLEGhO2H0Lj6ClJ15nZtTW7JhtbQvmZ44uZbYBodBZAFLSnuPvHWdcElJm7gMqTLffQQ1XIky26\nGmX0rma2MBoPHgfmzKjmCGLOT50Ed58i/6xS5c9fZflZ6EWaVAwTd3/iIWKKB3efo0XtmZ6+0P+n\ngYPc/a5W1N1DfTBxBmd10AWA16MBpNZbJXiavNXoABasuTu5e9rgvh7wf+5eKCFmD/Uhzxup7Put\nGmZ2BfKm2CLl+DXABHffusI2fA5cgSI+/hwpsRoN4U8o/9+INucSpAR6r1nlt6L/Vf18euhcJIwv\nSZ6K/cYXU16B41HE0OeIYiJK5N7P6GKiGXrN3b/SwtsaMDCz94Fve0q+H1PeoYfdfabWtqwzUNSb\nrSpPWzMz4EZELfc4ffRpiwFLImedTauoux1IkD8eQjSQidz+pkTk77r7wkEZ+ASiadwxz5gUrv9t\nkXa5e2njVyMIxq7VUJ6V36OouAmDYe40s7uRQ8xvgRtrI/jNbEZklNkOGX93zFEA99BD02BmSyJD\n5g/TdCtlxxcTvd0JyAh8DnKSeifp3IRrS89dBdeHvUiTHjoejURadRPy9K4muu1tkDFlRSQrXebu\nJ6aUl5nTo9NhoiRcJJKRzOzH9I86mYB0Gx2Xu64XaVISgUKiSKLgtWPXxBUPvwJOrq6Fk+qcCiXa\nORjRVY1296urrrfdyKAYicO9QYqRinFaxrH5EUfg13PKKGMVvQE40czWdvd34wdMHMknoESgAxZm\nthLwYI5HZDvRyVbvo4AHzewBxNseVyrtjbj5a73Ym43hyBP0bGCYmV2GFBzNem5DQlmOJvpmohX9\nr+rn00P3IMlTMTKiLYu+t1WB85Gi+G2UrDDCdsjTMlIcGPLeTK6sAdlpkGF6FK2Xhg+B6YoWFsYM\niip2Oh0d4CwwCinN1651PDKztYDrzWwHT8kXGOiccuEp9IwdgN8AZwfD+yQqGhNt6C7ALMAxAK5c\nA58DpxYxmIRr2mIMqQPfBc4Aznb3F9vdmFoEpe4jGRQXQ4Hvu/uV9Zbt7qub2SZoTfnL4J3/LzQf\nzIyiiN9BRrIlvMk54wY7zGzagtEMgxLu/iSwl5ntl3FO2fHlAeBTZDB5Ffih7OiT1XNGwr5mzF3R\nuqN2Xw899NAByNO7mvKx/hhFgb6BdCNrolyoc5tZYpRcwFHArhU1vRQKyLZroQjYpcL2qWg9E8kq\nMyNK10TDtrUxn1MnKoq7DVl0I9OjcNGhkKx4qNpSGLzhdkBcm0NQ572gg5XAzcbmpAsSK6JIn3Yv\nvhPh7qfX7jOzWYDD6BssN6qwCUcBDwKvmNlF9Fd6b48S1B5VYf2dgL8AcwNdadFvJ9z9GTNbFyUq\nv5zJk4CvF9FBNQJTouo3s5Qw7v4PxJ9+bFBkjUHJ14YAo8zsfHd/odE2APMgDvMdgdPN7BYUddKM\nxUte/3uPkv2vBc+nhy5HiBjbAlHPjIh5Mk52asLlWf2gsOw0iDG9KTdUEmYgh5LDzGZC/XsbtBCJ\n+JYvBw6NFhmDEQUieUFGuwVTjv0AOC4pUtvd7zRRHP4ISDSaAOOy6o397ch1mrtfFDy6f40U5y+j\n73E4MuY5MsBH+JISdH4diFXQvP+IKen6xahfdQr+Skx2rY0kRDl8LkPjet0IkSM3BGPsKsB8KJ/D\nO8BjwGOd6Ck6QPCEmY1093vb3ZB2oCg9nLt/USE93BtojMuKJnRkWK0CtfSFtfRig1126qGHtiBP\n72pm+6C19oxoDl7N3R8PUarvAsvkVYHoUTsV4+iv76lFUhL4VWJry92QjiMtGnB9+o9vByM5JlrP\nDGFyauKmoCOF8W6Cu+9duy94Wu0OHAL8AzgzTfHQAjyBFjFnosiFT4BpaxUe7p7l0di1cPfra/eZ\n2SIo0mdjtKg7vNXtqhemxK8/B/YFXkfGoBuBF8wsUp44MF3YBilVGoa7v2tmy6NntUOsvA+Bq4AD\naz3gByDayRPr9CnNmv5+WwF3fwBY3PonAX/Bld+iLF6lDoOWu98J3BmoI36EhJZ9zewpd18q6Zrg\nTXmLh0TuQUHwbsxQY8Cs7r6WmS2IePLPQHPrIWZ2IXBnI0bqAv1vNE3MZ9PI8+mhq5HnqXg8ciiY\nEdFENTUfTUHZ6bBm1tllMCDLYJm08Og7KAeLvwJfRXJORKEzAkVJrG1mK0WUgt0KM5s1kkOCgmwn\npLy9MSdKIy+SdxeyFU9LMXmuwjhuQU45aUjkvUZ5KPYM13Y0XYW772tmVyMDUpST5W5kPLifbKVe\nVEbbcpKUQZBtHjAlVI+oNU5BY+a6Zvamu1easy0HRXIelJZvQ+TaZOusHirFNUhWOx04xN3Ht7tB\nLcauZnYEddDDNbsB3gRe/RJzF8BFNduXJJyTZrDvoYceqkOe3vUEFF1xYJJuwLs/n+N7SE9xIXIm\nqY1uf5psh+9xhCjlFLQtn1Mvp0mTYWY/QtbFYcAvELfxGOAu1EFamgi3hjsz6WUbFfI+dxLMbB7k\nmT0SuA3xCj7V3lZlI3D/7YSSPn2GDDyXuLsnUI/VKlGa9m5NCU/nCptvDxQPsqAEn9bdX4/tWxwZ\np6ZFCVrndPf/tKFtLXu/3Yhm8HoGY84Yd09UbpnZBGBuz8770I83OPSV9dFCbWOUs6pswvbJ+l8r\neE3znk+B6/P61/XufmlTGttDXQjfz1PIAxykBH4OhUVDn7fTYylFLAM8GRnUTLzES7n7q2G7Lk7t\nBNlpEuXPYISZrV7kPFci3KTrTwPWBtappccxJbD+E3BHkvGqGxCiHG5EFKUvohyBt6JxZWL4u2WS\n40xGmfFI3geBA4JyPOnc8cB87v5WyvF5gFfdvZDHbxjjxyBZbyJwJHBRu2QtM6sd808ATqRmAZxE\nPxOu7+icJFUgOGTtiLwkZwJud/dN2tSWXs6DAYxA7TIWjRXbu3vaPD0gEaOHWwvIooc7tdPo4aqY\nu3rooVtQVrbodBTUuxrwJoo0udhFYTopH1pwjv2oVv4LcuJ0nezobmZTI4qxMYhZ6WbEOHJr0F1+\nBizu7i+H8+cG/hXdqylf49NpsnM7ZZtepEmTYGYbIM/MBRCv9ynu/nF4uZ+hpHljEygtAHD3ZStq\nWrdbLEsjeJ0cjASsvyMO6r+0t1X5MLOtkfIootg4u8ajqGXvNgxm/wztGmJmQ93901bVXyHORPe1\nD4ApefFfwr6IbuLWQD2RCq8mmfmg77sFUNbq/xwKs09D3R4Noa/cAtxiZrMjBUopJPW/6FDZsnOQ\n93zykNe/LjSzKd394rIN7aFu1FK71ebHiUKdE5XywDeBOczs0bA9DLgxKJOhoHyZJjsVuXYgI80Y\nUgc2BXZJUhi5+9tmtj/iY+9KownKB/gkiorbHrgJJeXeKRw/EziQAl7wSZG87n5zzmVT0mdwTMIE\niveBzYHjgNmBXwJnuvvn2VdVjtrv4m36z2VTAZjZuJTrTwVw9yea3rIOhbs/D+xvZgchh4kxbW5S\nDwMU7v6AmS2D1oj3m9nt1IxH3RrFVQSdQA8XImP3RpF2kyLpgUuB06MI9QQ0be7KaNuiwA3uvnDu\nyT300FrkyRZQLbVd1ahHdzMG5X59CekXZjazzZAh6ZsoSiWOYcDfzGxfd7+xKa1tMoKe8grgChON\n+ihE4zrURDX+b0Sf9XI4v9bxaFFkBE+tgjblc+pFmpSEKdneCSih8TnAsR5LtBlCSHPh7gM9N0Rb\nEBQDB6BB+WB375rE5cHg9imyRCdZlRdDVEd7VtiG7YFlgQfc/QozOwbYDykDbgd+5O7/rar+qmHi\nNR8VKajMbF/gJ8Ci7v5leAfvIUt5Kty9tGI8oW07AFd0gPKkIxHezXlMLlTU4pfA8siD/g53n2BK\n0LYbcBAwxN1ny6ijYY+G4EFxiLv/tO4bJLf/TYk86TLpddz95zl1zE6Dz6dA+/P6177Io26FRsrv\noX0oK9vkyU49lEOgRVrQ3f9fyvGvAS+5+zStbVlzYGbvAGu5+xNmNh2SkZZz90fC8UXRuDlTRhmp\nkbwF6o+M42nz81BggyxvtxBNdAKKSD8dOMFDcstORywSNsuRYNBGwrYb4f2sBUTy+f3A1kA0HsyG\nImF676dLEbyRz0SJhK9hcqPJgIni6jQEQ/vtKDfqn+mjv1wMWAflBlzP3SfLSdaMuatA+5YGHu31\n7x566GyYWZTDcQzwLZT77TZ33ybl/DHANu6+futaWQ5mtgCKNlkd0bfO6+6rJpxnyLHyxbT5K0H2\n3hi4E0UcQgHZu1H0jCYlEVNsn4c49hPR7jAzM/sqyqkSeR08D1zrSgQ8YBF7P39Gnn+J6ESPnODB\nl9VB1wDuTRp4mlT/gUiZ8ACwNOJF3xpZ/ycCP0X0OrtXUX8rYGafIgXu62H7ZuApd98/bE8E3nf3\nWdrQtn7UUD30R3g3f6WPTigJMwALhr8OPIxygVyPFphnIAqUxKipokYTxEE/HrjS3d8P3m+HIl78\nV9x98QbuL6//HYeMwc9lFOPuvlZGHasgL7eGnk+Be8jrXwsDf/WS9GU9NB9mNkfW2BO8LJd194ca\nLL8rZKduhZn9Ay2sEpMFm9mqyCg/T2tb1hw0waCdF8mbV38p+qkwFq6DKHaOdPe3i9bdCTCz+Yqc\n5zFqxoEEMxtb4DR396bnUyiCHKNWtL9n1OpSmNm6aOx4CxjpNXk9eqgWZnYU8qDeuDaaLhgsbgB+\n6+5HJlxbOb1Mz2jSQw/tRSN6VxN131+Bz9PWxYG+6p5Ol90DI8YWyBi0IoqmGwu8BDyKou1Ooi93\n4yLIKXRx4Fvu/mJKuW2jfu0ZTUrCzF4jPyzI3X24mS1F/2TILQlbN7PdUILCqemLWJgBKfl+7u5n\ntaId7YApEXPuR96NHjm1glcF5b8AHOXuvw9ewX8FtnX3q8Lx7wG/8SYkxGsXzOxfyBvo8bD9DqI0\nuSZsTwA+c/dp29C2ynNWVAkzOxw4yd3zIkEaLT/3+QTD4z+RgWEkool6EUV/XF2wjm3poyq6DvHd\nRwquddAkH40xryDP5SuBR4DT3P3Wum6sr+68/jcR+H/uPm8j5YcyxlHi+RQoP69/LYRoFKYrW1cP\n9cHMHiN7bqzNWfIksKG7vxm2Sy3s65GdGil/sCModRcE1q01BoTFzG3IoNuVFEJh/JuUb8zqzKlT\nIJIXyI/UaxSh/i+Rd1xqP2iHwwaAma0IzOruN8X27YBo/aZFtI3ruPv7KUUMaIT39zqiAkqNtnH3\nzVrWqBiqNmqZ2SvIO/7dRq7voXGY2blIXjsORWimOgT2UA3M7HnEXnFNyvGt0LuZjB7r/7N35nG3\njeX/f384ZZ4qREmmyJSEkFl9+SoZMlY4x2kUSsYSoQjJlIq+mZUhlTGVmRJSKGQoFJX6VeYG0+f3\nx3Vvzz777LX3evbeaw/Pc79fL69j7TXd61nrXuu+r+FzdfvtKtm+7DTJDCUlxhYXAXt4hFU2urG7\npmDD1V1Qc1nSm4m+PUdvW90bkr1iGmE7eRg4ncjg/mfdNmsRShnLMDb+FWF/mGb7pj42uTS5pkmX\nlDEYS1ojGRyWZ2xwbUl3A9Nt/6Kq9iXD9onA8cBXnLTjFLIx+wInSHrY7fWbRxLbUwfdhoqp0uv5\nBuAGANu3SnoBqHf03QkMtae7BDcDe0r6MLA1MA+R5ldDwCCzsUbZq/15QnanEqcJ5f42KwG7OQqr\nHUzo1u/n8cn0ndewfEbd/yu1Y17gQ8Qg6UTCuNzte71d/zNjxeE7pRd/n1a0619vIorhZfpPvV62\nCCm2kxmTc1mFKE5a442kOgaJq4BZNFbTpCkuqNc2ys72EeFgInPsAUlfIzLSRMiH7EaksPdcVrLP\nnKGQIQOYHThZUn2KfituIN6hS7XYpqPvb5IY2JQY329TsNmwB+ocDFxHZCLWIiBPJb5/vwW+AhxI\nzCMmI98gahksQROjwKDpQ4bPGwmJ0Ez/eQewtu2W395MpSwOtMqyvZkYwxfRzbcrkxll2o0t9iWC\n+Q4ZSOu6pAd214eJ+VdTpwmwGhGwMazcTATVnEgEjwKso5lrei9HyJHVHMsPALd5iLM5cqZJxUh6\nO1FI9ddEYcRaCu3yRDGkZYE1bd9T0fmvIyScPlew/ovAOrY3qOL8o0A7GZJBImkuoibL1sQkxYSU\nyYXEB+UuWhcjLTRalTh35SnEgyZlf11NGL2nAEfYPqhu/ZVENO5HWxzjda3SLbto20tUeH+rpg+Z\nUGUyTZo9w6vY/n3Jc7SbvPwNWCs5HWYlNDY3tX1VqYtofe52/e8lupTX6PbvU+L47frX2cCztj/W\ni/NlOqfg+Wr1/B1NFM4+lOZOF6Dzem2S5gc+aPukzq4oo9AR/jrwP9QF7BBa7Lvb/t2g2tYtg0zR\nLyL9vXclZFsWBK6y/Z4ujjfroKLIJf2FkJ65LS0fDqxve520/BKhO73sINo3DKTxwdbEPV+bkJ84\nFfjJoCf+6dvblk4VD0Y9E3qUkfTKxuzBJtusVuu7md4j6W/A/zrVIWmyfnXgh7YXbLKu62+XpMdp\n7dSfAsw1yvPzzMSkxNhiW0JlYfkBNrNjurW7pr/HB4E1bP+1Yd1rgVuIII0De9nuXpHGBu0otF0k\nBYrptg/obcu6JztNKkLSxsB0QoP+RWD2xkF0ikb7PvC87e0qaketwNh9BeuXBX5he94qzj9oJP0L\nWLwuDfZy4EN1nt+hNfxLeiVRvHFFouhRfaTopkTa37G0kJaAroxWLwHrMWYEu5WYINYXkrx2GP92\n40FRf+IdwGO2b2lY927gnlradMO61xKRltNtz1lBu14iojmfabVdp/e3ahpT0Cs4/i7Aea1SeNW+\nGCpQbDiQ9HUi86LpPWhnWO6GEv3vA8ABPXCadPz3KXmOjvpXpr904DSZ4dvZq2e/buy0FfAv53o3\nhSgkuK61fXab7RYg0uAhir8PTUT8qJMM59sQz+w6RPT9PsCptluOzVoc803peDvbXqRXbR1nG/4D\nLOMxOb6fAlfYPjwtv0T0zyytyMtyWFOBnQmD5QpF44Y+tadVTZMaHQddpOPvAjzZajvbl3Ry/Ex7\nFEXEX3RdzTlJqwBfILKdR3pu1goNWB5O0vnAFNvvK1j/PeLeVGXb2aXMdrbPrOL8mUynlBhbvJGQ\nBp5nYI3sgm7trorC8D8nMtXOIWqhQGRmfIBQZ1jT9tO9bvugkDQHYXuojaPvt73cYFs1M1meq4dI\nWoxIuZ9GPOznEQbPTZpFHdm2pCOAKqWxZgWeb7H+eSZ2ivXszDhpWA9o1AFsNakYJB8HXk8YomZ4\n+Upajsha+rvtL1XYhuuZ8e9Tk2t5uZBkhefuC7b/DhTJEd0EfF1RdPE54EjgJCLLZx8ig6zKSNYv\nj3gk3/2SWj4j7lyz/e3A94jsDiTtCFxi+9m0PD/xjF7NjM9wTUe1/hkuegd+lLjXrYwfm0iqGQ5m\nATaWtGL9Bl0YDlr1v1mIgvBA4fV/x/Zmbc7Rzd+nLa36l+3LOz1upnIMzJMmOLXnYG5JtYF+zwIt\nCsZOWxHPZqaYJYGNJO1te5WijWw/ThMpEUnbuAe1i0aVNpm8LetxSXobMcHbkShseXb6/0eBH4/X\nYSJpTmB7xopm3kYExQyKvxLSU4+kAJ5VCcnNeuaU1NIB18X3fdSod1IMw5xqiT6co51BtquxQ6Y5\n6Xt5AbAG8KKkk4DPEZme2xO199YeXAv7whsZ7LN1KHCLpJuJ93R9UONehJrImlWdPDtDMiNMu7HF\nPLS2Ww47XdldbT8t6R3Al4j3+QJp1ROEE+XAieIwUagxTSfqn8xFSHrt5oJ6LoMmO026RNIrgC0J\nPft1CaPWvkRxycOB9xHafEU8RrwgquJuYAtCGqwZW6ZtJjPDavjfGvhCM2+17XuTMXpz4sVaBcu0\n32S0kVRklHgSuJ+Iwl+b0NrchOhHmxIT5I1s31xh84b1uRwPn6dNJGIXNDo0TiHSVmuR7rMR96mb\nQtJlHKqNk5dTGpY7NRy063/3M+OkrNn1b9LmGJUaVkr0r++3yhTKDBQR96h++faG5Y7fUe3GTq5I\nsnQiUUvvl9RUxkDSFCI67Tnb99f9vgVwWFo3kk6TlGXTDtueXrD/KwmndC2T91LGjF4HAv8raT3b\nRZPfW4CvEhF/L4/RNLNuc0skrUn0gW0JHeg3AxvavnFcB+o9PwSOlLQ/0U//BTS26RFCn3xS0iDP\ntQ4RcLA78CPbZSQqKsPV1zSBLM81KL5MBAR+knj+Pkl8Q28BlrL9aIt9Mz3AIcn7LkKO7zxmLGZ8\nL/A/tpvaVrr9dqVjLEBI+JzZ6KCXNB+R8TbTukxmCGg3tlgZ6IlE9IDo2u5q+0lgN0mfIFRdBPy/\nQct+lkHSem02mY+wTWxIyNieR0gI3wj83zDP/bLTpHv+RHwgzwF2SBF9SDo3rf8DEQ1SVOz27VRb\n0OdrwDcUBce+afuF1L4phNHxi0RR0MzwsTxRLKsVb2qzvmPco7oGQ85bC36fH1iamJjsZPu8FM31\nIHCH7c/2oW3DmgE1Hs6rcFLd+Pdp9veqDTS6KUb/ymRga8bsAG6jL90J7fpfknes/3Z08rzsQpuI\n6i5p17++IGkj23+s6PyZAiTt2fDTFGCqpL+n5a+mf79fURPajZ0yJWk2yUjZbpcBi6Xli4ns1QsI\nR8H/Ae/uYzN7zQIt1s0KvJNwHBcZntpl8l4HfIyxftDI1enYCylqM/14PBNaSXsTxvb5CEfherbv\nlPQ8MBDJmQYOIvr+9URgwi4N3zkRTu9JGfGcpDt3IOZ2pwE7pqzKkUDS1sAhtkvVPmnC0BtvJjDr\nAVvbvlnSBUTw5bdtHz/gdvWb+izvplQpD5eC5laQ9FbGgpzut31Hm127/XZBOGdXtj3T98n2k5LW\nJbKBD2/Tlkym37QbW+wK/GQQDesR7eyuXwEsqVW9OtueksaUlUicV8h1zOhEbqQWcLc5EWDyIow/\n4GgQZKdJ90whbr6J2iWNnAccK+m+xnQjSSsBxwBnVdU422em85wEfEnS74kHdklgbuBE22dUdf4h\noHZvipaHmflpPXleg5CPynSI7Q2L1iUZmicIncXzbD+cpGrO6VPzlmD0Ppb1DEM/E/Ge68Yp0Mqp\n3bV81YD5PCHpUInTpET/+jYheff+Ks6facleDcuPATs1/Gbbn2y2c83pIukt6adGp0vtACcWnL/d\n2GlSk+pazG/71rrfNiZkWOYCLrJ9RItDHEXIRu1OyEbtSGQxnApsWq+DP4rY3qrZ7ymL5ghCtvGw\nFodol8l7OFGrpKnTxPYmdbJy3wDmSDr3UO7bd1T672APaZ8jGAAAIABJREFUqNh7K5IDYL0UtfxM\nkza+RMxfJisfIzKDHgTWB9ZvNum3vXWf2/Uykj4K1KRlT7B9i6SNCKPNm+hu7jn8Fo6Jy8KEjCC2\n/6ao3XnFYJs0EIZCHs727cyYhdtu+26/XRAqJnu3WH8K8X7OTpPMUFFibLEtbWq5DjMl7K6XEIEW\nzVgL2I+Ii/xVm/Os2rtW95THgacJhZazgcZgktq7cg2iXsvv+tayLslOk+5ZlPh4TQdOkHQFYVSt\nTZq+REQN3CHpSqIORU0C4J2EznSriW/X2N5H0oXEpLkWDXE9YQiuUl5oGBAz1lWYG7g9FTGsrR9W\nZqG1MWlbYIqklvIIttsNvjJNsP1Uem5Wr/v5RaBfxqZdoL33fYjv7zD3rfHwAWIQ0IwfEu/VUWVg\n9yj1ry8A3x1UGyYztruVZivldCE0apvRbuw02TkK+A2pFomkJQgJqRuJWlqfkfSvFtHFqxMSIXdI\nupF4Tx3hNkXjR5WkAX0koY99EnBkLXupgHaZvNfSRnrKUcj0MOCwJNUyDXgBuDiNuS+0XTTxPSht\nv1PKrjp7GHWck0xEM8Ro6453y1kM8btK0gHEs/lrQoZvi+QI3AM4ATilTf9ox5n0byycmZmXGv6/\n59nOI8DA5OFaSM/OgO1PlzjWeL9dAEsBD7RY/0DaJpMZSorGFrZb1kkbBcZrd1UUhz+SyL74NXAN\n1UmbV80iRE3KXQkH0A+JYK0fpcyZJSWtT8z97pR0F2PByEM7pgLQCMijjQySliImQbsAryNS7s8g\nJrmfJDpPTU7pfiIL5bis6V4dknYps90wSgwkx85dxCS8GW8m5IGapQIbWBaY3faoRsEPnHQPDNyZ\nflqZkJSZYYJShcdfUqvIpUl/f9O9+SZjWRKfID68tYHGnEQq7EK2O8rYSeconJi1W18lJa//w62e\nj3SMhTv9+3SLpCWBO21XWdcr0wRJ1xASH08MQVuKxk7XDGMUfj+Q9Aiwne2fp+XPAds4FXyXNB3Y\nwwUF4BvfTZKeBla13crQMnKkei5HEbXGzgI+X0bTP8lgLWb7sYL1iwB/sF0kzVh03JrW/K6EfErL\n73OaPO5KZLX8DlgBWN/2z8Zz3l4jqZ0sn4h6jJs3Zi0pitovDdzlAdf2mKxIuo9wkp6ZpHquJ4wX\n29t+drCty3RDerc/yZiBaX7gKWZ0pGD7VX1uWt9I0jaLDNBpch3tDXy2vVGLY3T07Ur7PkFkjDYN\nfE21sn5ke/4yx8tk+kWJsQUw2CzNfiFpUeBQYu7zY+Azwxg80ymS3gBMJa5vNiLY4vN1kmXzEoGp\n04DVCGfRt4GLh9F5lp0mFSBpFqLIzXTCa/iM7VcPtlXN6YGubaYiJB1CCa+r7UMb9luF8FhvBJxm\n+2OVNHASkCIF3kFIGBXSeA+qZFTur3pQ7LDN8a+jff/YgJBYa7ld0eSy3cQsTV6XoY2Mmisoxljy\n+ttJZDVOvouOUcnkW9L7gf2KDL+Z6ujW4VeF02WUxk5VI+nfwJtSNgOSrgZusn1QWl4K+GWRUSS9\nu95EvJtE1F5YB3i4frsq3k39IEljHUY4KC4DPmv7t+PY/0Xi+W/67pa0MPDnboISJK3aItOkcdt5\nCJnCXYG3ERlGF9ouFdHcaySd3maTpYnAnYUbHZtJu/tm4Hjb/ZIzzdTR5P3xX2Bt27/s0fFrAUWt\nsO2saNFjRjkYsFcMMmCpW7r9dqVjXAvcYvuAgvVHAWu0Gv9nMoOgxNgCANvTqm7LIEh218OAy4nM\nzzuA/W3fWHL/2YHdbY+MPGrKlD+VkDJdsJlDJEmaTSfei/OON2CpH2SnScVIWpAoJN104pOi2Q60\nvXuFbWira2v741WdP9MZkuRxdND0UvoCsD1RZOtzVUaVphfcLbbnrOocVSOpyFk4H2G4+CxwqO2v\n9a9Vzen3/e0WST9osfrlYodVZsqkidWnaJPmWjS5lPQXYEXbTWsLlTAcKA7f+2ss0/8kvcJ2oYRK\nt3+fEm0cmf412eiB06RSo0W7sdNER9KfgK1s35qcSY8D77d9eVr/ZuBm2/MV7N/4blKz5VHNVFTo\n+JuQMynMynBBIeASmbxTgBVKZIqszsxZ5N+xfVvLC2h9zNrk8f22F+r0OFUi6afASbbPK1i/HTGx\nX6+/LcvAzFmkKdNsZdsP9ej4W1I89lkL2BOYxfbsvThfJlNPMrzuafvpAZ3/QWD1orlBm327+nal\nY7yPUCvZC/iGx4opzwrsRth33m/7wvG2L5PJdEcbu+sKRFbg7wmH6cVN9l8QeHva/2rbL0p6BdG3\nPwNMsf2a/lxNZ0iajZBg3pUYE1xOBPr+qMR+W9i+oPpWjo/sNKmY5BT5ClGw+zngAttPSHoNUdDz\no8CDtleo6PyNurYiCoP1Stc2UxGSbgJ2tt2ySFJ6lj4PfAT4KXCA7V/0oX1vAX41qkYXmMGw1Ky2\nw9+BY4GjbDsZgF82jNj+dZ/aOJD7WxUaK3a4KPG3PbLD42zX6qOaol2fJwwHPTfsSpqbkER4gLg3\nhdi+voLz70toHzftf+n6L2iV4twHw3fp/lXF+TPFpHuzEVCUAr0FcKvtH7fYv8pnp/KAkmFG0reB\neYlJ0rZECv9ra9I6yWhysO23FOy/fpnzVPFu6gcaq0vXikKnUKeZvA3HOBrYhyha+mD6eSlCGvEY\n2/uXaGMh7ZzeVaKQTnyo6N0s6W9EJPPDBeuXIN4fC1bXykwRai/fCZSruTCOc9brsn+beD/9oVfH\nzwRJ0qQZzzZmfWWqoZvxT7ffrrrjHE4YUJ9m7PtTKzb95aIslExmkLQbW4w6JeyuRxD1wK6ied3i\nVxNOhinEGPU2Qr7qIiLI50TgTDfIog4LktYg2rsDkdl+OnBOs+ySUSOnzfYASSsAG9LcKfJx4BXE\nwwOwn6QPAxcAvyQiCVt63bpkGqFrf6bGdG3XBpZ21rUddh4F7pC0f7NIbElzERP2TxNa2Jvb/kmf\n2zjqFBVDfqrmTJS0hqRTicKxNeOvJd0NTK/KgTHR7q86K3bYirMkPW77yibnmkK8Y3tOeo/WNOhF\nRHsPwvD4xaIVdde/VptjVD1obdu/MgPlapo7tAzMAiDpIaIo9rXAtbb/VLfd8pJe2+oErZzLbcZO\nH2XMEDAZORC4EvgDMbHas2HMthOh/9uUUXWGlMX2LF0e4tBuJu1JImcPIqL+lJpzI0UDfhw4StLd\nts9qcYxZCL3nrYE3Ev3uIeBCojD8IAutP0AU9KzVxDmfeAb/mtbPRTj1ipiHcB5lBsMNRN27GjcR\nBtV6evL918y67Kt4AumyDyFFkrMvpu/1Mbb/r89t6iujLA/Xg29X7TgHSrqYqAmwNDGWu57IdLy1\nF+fIZCqg3dhi1Glpd5W0HK3fXWsRcrpbEN/UvYEfEFkpo5A5djPwR8K5U5MDXUd6ear5feL6W/0N\nbHu2ylrYITnTpEskvZeY4NQ+zA8C9U6RJYjiewcBHyIia+8Gdu1TNkCluraZapG0LWFg/jUwzXVF\n4iQ9RkxMv0oUzm3amavKiJgImSbtUBTquwX4LXBc+hfCgbIXMSld0/Y9FZx7oPe3V6iLYodtjvtJ\nwnHwTtu31P0+C/BdQr9/QXoQDZ8Mw7sQzpKFCGPRTkTk5qAKwR8F7Ec8f0XXv5Htu1scY2R1oTPd\nke79GhTX43klIaG2HOHYWCP99jvCgfIRirOIar+3ivRvN3Y6vuKAkqEnOT9XAP6f7T83rHsL8GiR\nPEh6D+wLvJe4b1cTjoKhjE4bL5Jms/3fLvYvlcnbYv9bgXNtH1ew/tPADrbXKFgv4FJgM+BO4F6i\nz7wZWAm4xPaWnbStFzR+G5K801tsP5iW7wBOtt203puk3YCPONermrBImo+Q2By3Lnumc1pkEc5P\nfLP3BPayXap2wCgyaHm49H7chfbStjNJbHX77cpkRpl2Y4tRp1u7q6R/AOvavkfSHEQm89ZuIuM1\njJTNpAO2a/L7GsR4YtbsNJmApInTzyhwikh6Enib7d8lrcn/ApvavqpP7atU1zZTPUnb8GuEPuLZ\njGlw75X+rXls641XbY1WJc7bLkpwZeBnE8FpkpxTM+mSEy/1KcD7GqNSk9Hj+8Dztpu9/LttU/2H\np+f3t2rUg2KHJc5xKLA7sJ7tu9M79nxgPcJh0FW0Y5ISmw5sDPyEcJJcRgxi3kJodK5WZLjs8txl\n+t9NRK2DSq6/VxT1rxGJmpmQjNdhpig+uBbhQNkAWJfIgFiq1X5F8iztxk7lrmLykRwps9t+ps12\nBwGHEBIA/wY2IYz8u1beyD4g6T/AzxnLgrp5PJkZki4gHBZNM3lL7P8ssFLRRD9JUPzG9lwF66cR\nUg1b2L62Yd1GhBTD7q0yVaqkhNNkP8Jpv1Fj4EZy6F0NHG376P62PNMP0v3fH3iMAl32zGCQtCvx\n7lh10G3pJ/2Uh+tGYqvbb1c6RlG9wMYGDHVQXWbyMQmcJl3ZXdP+K9aCcdP+q9j+fVVtHjSSlga+\nBGxF2DA+N4x26uw06ZJ2TpFBvxw0AF3bYULSPcA6Tlp6kr5ODKT+npYXAh72EBczT8/VwURE182M\nOU1mI4zn72+1f6eDxhLpz0NttC9DisY9l9CMv5+I9oSI9lyaqImxjguKuiqKwP7QFeh2S1q8zHZV\nTQq6RT0odljyPF8l5E02JDJPNgQ27sVkQdILwNGE8eeJut+fJ97jPc8wqjtHqf4HfJ2Krr9bSvSv\n7wI7NjokM9XTgdPklYTTZCPCabIe8Afbb+zw/AMNKBl2JG0OvNr2GXW/HUg4maYQ0lzbu0DmTtID\nhEzLKWn5nYSTdw7bZQw+Q42kqcRzuAHwBsIxdBPxd7kW+IXb6Pu3yuQtcf6niJoe9xasXza1oamE\nlaSfANe4oKaXpM8C69vepGybeomkF4n3Q9OJv0KG7CdERuNVjL3blwPeSXzz3zVeY2CmN1Q990nf\nj1a67AC4RU21TDVIWgq4vejdM9HQzPJwn6k6YKibLO0efbta1QusMdLz88zEpN3YYtQpYXfdA/iW\n7Y+n7S8HPmT7L3X7G3hr2v4mIoB3hvHpMMzxuyWpeHyeUPG4hnh33zHYVhWTnSZdUiIaqzGF81zg\nU8AM2n3dGg5btO86yul+blTF+QdNk/vzFOGxrd2fhYG/uEcao71Gofl+FvAqIgL32ja79PLcG5fZ\nzvbVVbelKiTtRejn72L7soZ17wUuJiRNDinYfzHgAVeUAj7KdBOJ1cG5zgHeR2SA9MxhoKhlsw0h\nPXE2UXfhqT45TUr3v6quv1tK9K/TgS/YPn4Q7ZvMSLqWqKn2RMH6VwJrEhP7jYC3E/U1bkj/nUUX\n0m6DDigZdtL9ubCWBSFpbeBGIoDit0RhySuKAl6SJMDSThIB6bf/pN+6lkccJlJWxwbA+unf1wPP\nAjfafnebfYsyeYHigKI0tr7R9kEF679IGK03KFj/GOEkbDpBlPRW4v62rBlUFal/XkE4MyGit68h\n/q4vb0ZETL8fWCYt17J0j7f9XN8anJmBquc+ks6gRE0U29M6OX6mcyStClxse7FBt6VKNEB5uGT4\nXaTT8U/dcTr6do16UF1m8lJybDGyDvcSdtcNgJ/aXjdt38xuXAuKbGToVUZqtFKYkDQPcADwSUJh\n4IB+2jc7JTtNuqSEU+SiEocZ+od/VCnh1FoY+PMw/v0lHUDIa3wH+KTtpxvW7wd81UmjXFFo+zYn\nrdT0UjrK9m4VtnH+IqPbKCDp18Tk/rSC9Y8B/ymKppa0DXC47WWbre+ybQO/v8OMpGPrFl9B1EO4\nEfhN/XbdZtFJmgvYgYiEWJWoUbUF8R4prBdSNen6ZyMGnpVdfzeU6F/TiXdbKamBTP9Q6PL+jai7\ncD0xiX+sbn1Lp0uJ4w80oGTYkfQ3YBPbt6flY4HlbW+aljcDTrC9TMH+M0Tzpd8mVERfMyQtQUgq\n7gHM3W5s1yKTF1oEFEl6DzG+Pxb4ilMR0xQ5tzfxLG/V6Cyu2/85YPFadGGT9YsCD3lAus6SStVD\nyEbx4WSU5z6ZzkkZYGcBr7C9zaDbUxUasDxcN5kmLY45rm9XJjOKTPaxRYlv89uAW4ElWx1nWB2i\naq8w8WvCOfwP4EDb3xtEOzshO026pJ/R1JnxM8oTB0l/IQppXlqwfoZIl4JIskquTaG5/SFgSw+x\ntFk7kmFwWdt/LFh/PFFQcGU3pHtLWokwKJ5l++AK2jaw+zsKJKNtO3qaRSfpzcA0YGfCYXEpEQ3e\nV8Nu6n/nAq8hov6LGGgWYYn+tThwr+05+tuyTDsk3Uykh98HXEc4Tq5zj+r35LFTaxr7jqIGzHdt\nfzktLw7c4+KaGY3RfNAkom9Uo/lqSHoDY3V2NiDeiTcT78XrbRe+H7vN5JW0B3AMIZdWc/7NRzhe\n9rN9Qot9Z3JqNawf6u+7pDWAX7pARkbSbES9lgv627IMDMfcR9JCvTQqZwJJ3y9YNR+wAhGNvK7t\n3/WvVf1FA5aHS4bfPRuDGcd5jG6+XbmmSSYzgpT4Nh8F7DOsY792lFCYuBh4jpALfmHmIwSuoFZw\nt0wZdANGnU5Tm/tFQzR2IYOMRq6YWpH0xt9GgRXbGKgatUxbaZt2jaTXEwbjqcBChHbs9CrP2Qf+\nDcwPNDXqEnIduwN3SLqSkEUR4TF/JxENcERFbevr/e01Cg3t/ZwKFkvaEbjE9rNpeX4iVXOzTo5v\ne8OeNbb8OX8L7KfQm9+ceP4vBF5Z9bkL+t/3bJ9b9bm7oF3/mhf4T/+akymL7TUlzU3ULNiQKPp8\nrqT7GXOiXN+pUWzYx05DwJ+I78wf0314C7BX3fpXM6aZ3Iwzm/x2Tu+aN1gknUYYml5F1M+4kdCR\n/oXtwolY3f4tM3nLYPurkn5ARNTVMn7uJ97LjxTvGU0AzlDIqDVjIBkm4+DnwCJENtpMQR3Ee/9c\nIDtNBkOlcx9FzbrFPaZL36jLvjDwZ2AkDT9DzpMFvz8CfA/4tu2ibSYKZzHAuXw3UfDdfrsSdzBj\nTZPa36J+nmhy/8tk+kpJu+uhwMfT/zd+q/fpeaP6yzRg32ZZ1rYvSQF5y9EgxzYK5EyTLkkfv8IJ\nV/KqtaWqSOVBRGMPE8mjexdj3syViVSxmtbyFGCFYfToSlqLKAR7Wd1vOxMv27mABYHFnPTJq4gk\nkzQF2JLIKtmAKFL3LmDViRDBkiZ6f3QqyNVk/cnA4oSRsFGb8TzguJpcVgVtG3ikYDf0I1NG0rzA\nM24obJzSQ+e2/VTHF0D793vaZlFgU6IY+xuJwc9DhDPlbHfxkW3X/6q+/m4p2b/e0KnjLNNfkiTg\nusQzOI14xjoKvinTtyYzkr5E9P0jgM2AtYEla5H9kj4C7Gx7ncG1cnCk7+MfiXokVxOFj0u/a9tl\n8vYCSXM4yWs2WTfSEhUlxydDWy9wolP13Cff/8xkRmPFmlvhZuOjbr9d6Rj1NU1E9PXNiLpz9Q0Y\nSgmfTGaiUsLuugHxXa7NfeYHngJq8/gFgJeG1bbTjomsMJEzTbpnF6KYTdHEv1RNEyqKBhhENPaQ\ncWjDcjPd02HV0zuYMNZfBi/LQZ0KnEFkPHyFKKK0bxUnl3Qc8AFiEHYOYaD5m6IIdtlomGHncOA6\nSa8mZDbuZSyTZG+idsWGtn8GHDWwVo4mlWbKSNqKuCerMHPE9RzALyTt06VRrOX7XZKICLHNgDuJ\neiK15+cMwpGyZScnbtf/+nT93VKqfw2ueZMXSbM0OttabQusTgz2NwTeQTjuu5mQtxs7TXYOA14H\nnEjotn+wQQppR0IecLLyZsakTfYGZpP0U5KMHPCrNs93u0zejknSVLsTY7OmhdyH1RnSY3JU3uAY\nhrlPvv+ZgVGxPNzWFD/faxGyzkUOw26/XTM5QyQZeDQ7STKZwdLO7ipplzaHOJ2w7Y0qXSlMSHoX\nMN32DhW0rStypkmXNEbbDBuSjgG+ZfvethtnhooUCbm57dvS8uHA+rXI0vTs/R34YtrlKODL6TeA\neYDDuogkeyEd84iapFL6/XkiouyeTo47bCTj8zeJVOl6Hgc+SjiX30tIMF1t++Q+teslQhfymfRT\nT+9v1VSdKSPpJ8AFtr9VsH5XYHvbm3R0AbR/v0uaBpxAaLdf27BuI8Jpvrvtszo4d8v+BxxPxdff\nC9r1L49QEbiJRJNMsC8DX7L9z7S8BmNa2+sAcwOPEpP6a4n6Jh0XFB/2sVNmtJC0PLA+YYxaD5gd\n+Knt9xRs3y6T9yJgj6JM0uQYOYTIunoOONr2RembcDihs3+S7QkZbDHqmbCZ7sj3f3BIup32DqkX\nCGf7lcAptp9rs/1IUVYerp/Pn6RlgSMJ6d5vAweXcWKM99tVcIwZ+l8mkxkM3dpd07f1Sdq84203\nzqmHgk4UJhT1nWry468DrrG9aR+aOy5ypklvmEdSkddsE+DHA5RJ2QLYS9ItwLeA8+sNcJmhZgHg\nr3XL6xOFXWv8GViUMZ3zx4CdGo5R5OktwzRgV+Avki4l6ntc2cXxhhLbP5D0Y6Kv1uuS/4SIhv4a\n8ADhPX+fpKVsV5Ld08AfgQ/XLff6/o46KwK7tVh/A2MOxW5o9X7/IPCVRocJgO1rJB1JZIuM22lC\n+/7Xr+vvilb9y3armgyZamnM/Poo8A3gn2n5ZuKdcy3waeBa279/eWfpRUmFTpeStOpbAAxaYm4Y\nSbJ8HyCisVYbdHuGAdv3SPoH4Yx9HNgB+N8Wu7TL5N2XGGMdUrD/YUSfuYqQTvtuktxak+gv33VB\nkfQJxPKSapk0ApZT1N+BKGqcmbg06rA3q6GSqYYyChazELXvPkdkNrQaK44iszPjGGY9IsO6nr7U\ngUwSvYcS88UfEzLEd5Xdv4NvVyaTGV56YXf9DTEeHUVKKUxIeiWwFVEbdgNCcekAwuH0+ADa3Zac\nadIlJXQta+mZRwCn2/5d9a2aEUnrEca396Wfvks8lDf1uy39pmREDrZX7UNzxoWkPwA72b4hvVye\nIDJPrk7rVyIK8VbqbZa0NGHA3YVwtC4IbGP7B1WedxiQdDdwhe190vIHiaituQbbsuEnvRu/yZh0\n1CcImalagco5gQ93kWnyb+CtRdEckt5MpLl3rJtZ8v1eqD0q6a3E89NUoqVkG5r2P6KAcaXX3w8k\nvc72nwbdjslGiUjhZW3f12b/RW0/lpYbC0GXOX+rviVCEzxHKickbUiM5bYm3qM/sP2JwbZqcEha\niDHJuA2ImmPPAbcSzr5rbV9fsG+7TN5tgUNtL1+w/4PApxyFLVcEfk04XKaPV59+FKnrv80Mk7Xf\nc/8dEFXPfZpEwzbqsguYN9//wZLm/xd0MwYdRoYh00nSfMBngT2Iwuz7276x5L4df7sKjvc0sHI3\n2b+ZTKY3tLO7SlqB6PvPEe/nJyS9BjgQ+BRwn+3l+t/y3tBGYeIIov7rB4jA37OJGsF/YMhVbHKm\nSW/YhrHozEYWJCIGdgAOSLqV3wIudEGByF5j+wbgBkmfALYnDHA/lXQf4ck82/ZfWx1jhKmPyBHw\nGeBkiu/XMPFD4EhJ+xN1Ef4F1A/IVgZ+32zHXpIcfQdKOoh4lqcD50l6DPie7U9X3YZBkCIolwWW\nBPZJP38HODVFWP9lYI0bDW4g/n41biL+lo3bdMrDwGpEFEMzVqO7mgs1Wr3frwK2a7HvX4mMsY4p\n6n+Ew+ZYop5KM3p1/ZWQ+teBxPXMOeDmZBpo4zB5E/E9vRNYuPZzB6dp1bcyhFORSFmfRhgmFwDe\nT0y0JrxxvghJvyUMTS8AvwAuJDJHfma7ZfZSol0m7y+AxVrs/3rglwC275L0X+C4SXRPlhh0AzIt\nqXruMxlq8kwEfkXMWzI9RNJ+wP5ENu6OtpvVDCrat9tvVzOn6BzApZJmkGEbxoDQTGai08bu+nNC\npaJmg99P0oeBC4gx5UtE5tzI0kbB5Ung68B6tu+u7SP1JTGwK3KmSZeMR5c7RQlOJTyPLxCGr1Nt\n/6LSRjZvSy16+WPA3LZn63cbBsEo6X4mr/P3CT35Z4Bd6rM7JP2KmNQv1ShhkiJgbgI+nl7evW7b\ngkTk+zTbK/T6+P1C0gLEy7umS34kcBIhybEPMRD9sOvqRvTrGVLUxDgJWLPf93cUSJHBHwTWaHT6\nJoP8LcA5tg/s4hztapq8mNb/v4L1lUS7pf53LjGwWqyq6++WEv3r14Sh8fxBtXGyUiITDICaU1zS\nnMTgf1ei0OmsRCT+IWn9uN6L4xk7TUYkvY9wKK5HGPPPSf8+y5BHY/UDSV8iInJ/2onMX7eZvI3v\n/hzpOyOS5gc2s50NtkPAKM19Mq2RdC3ts4hse+N+tGcQNHn/PkU83w+l5UozTdL45d9E4FShDKPt\nrZvs29W3Kx3j82W2s31oJ8fPZDK9pc7uuh8RyDA/8CEi+PFuYFfbv5jocyNJVxNBnRcRQftXpd+H\nvl5ydpp0SScPt6R5iMyTqYT+8V2231JNC5uefy4iOno6ocV8n+039+v8g2QUJw7JQP6MG/SxJV1B\nFCY/pmC/PYENbW/V4XmPBj7nCVZAsB5JpwCbEqmTmwDLE5q0LxH1IG5iRsMiNDEuVpFtI+kSIkX7\nuIL1Xd3fUSe9R38OvIG4H7XI+OWItM9HCIfT012co53T5CXCkNm0WDAwG7BpJxO3dv2vH9ffLe36\nl+2bB9W2yY6k6yhheCHkJz4EbEukUr+ZSCu/nnE4XZqcf0JPDLpF0gvAUcCR9X14FCYWw0CSJ5zu\nJK3ZZP03gLcQ0cJbEkEgi9bet5I+QMhvrV6wf+O7f3PgGsKp9TLNjGaTAUlvIeQhszzTEDCKc59M\ncyQ1nRMk5iEyEWebyH1v0PJwks6gnPzduDOy2n27MpnMaNFgd30H8HvbS0ualRhDblrnPJhCzJUf\naFQkSsFrSxN245cYQkoG/B4CrETYwWclkgj2JAIIanbEAAAgAElEQVSPftvP9o6H7DTpEkkPAavZ\n/sc491uSiNj8OPFhf0UV7Ws45zrpnNsQA4rvEpkuP6v63MPCRJo4pEjJTYteMJKWI4otv6HD4/+e\nMIjtZPuOzls6vEj6IzDVUbT7jcCDhJHqs2n9dZSL6NqogrZVen+rRtLBZbazfVgX55gP+BIRAV+T\nwXqC+AAf6C6LibV7vysK/7alw4lT2/5X9fV3S7v+lRleJO1NjBfmI7KazrF9Z81oT2QQdfxu7HTs\nNFlIDsftiQi0s4liko9np0kxaWK6AzExXRO4x/aKBdu2y+S9Gri5KFOvynf/RCA7TYaLXs99FDV9\n2mK7UZI1UwHJ0PYJQvL0SeAg2+cNtlXVIWmXMtvZPrPqtvSC8Xy70vYLtQo4Sc/DqrZv7XljM5lM\nKQrsrlNpXY9pKrA78PYmwdJTgJuB422f06fLGBfjCfhVaHJtSmTgvBd4iPgbfc/2nf1qc1my06SP\nSJqDiNbcFViXeDhOB85wRYVwJS1CRNBNJTQ0bwZOA86z/UwV5xxmJpjT5D/Aio6aB83WLw38xh0W\ngk4e7S8Tz+vhwBHD6tnulBTNu5hTfRJJ/yIMeQM3SFV9f6smRYL9GfgbFNY7sHuguZs+vK9J5/l/\nrvjDJml9YC7g51U5JsbT//p9/WUZ5v6VmZFkRMb239NyLdPh4PqBezba9480ZtyOeAe8ncjSejew\niu27Btm2YULSOwhj03aEpOZxRNHNonpX9fsWZfK+Kv0+YTNtqyQ7TYaLCpwmLxE1075DjPGaYvuE\nXpwvU0zKijuMePd9Efim7RcG26pMO8dG2qajb1eSJ1ukzvD6G0IO8ZG0XKk8WSaTaU47u2v6du7C\nWFb+uUTx95rM9pHA5bb3LTj+dsDutoey7kmnAb+SXg3sTMx3lh/Gd1cuBN8HJK1JPATbAa8kotve\nafvaPpz+EeAfRKTiqcOc9lQFyaNZzxRgqqS/1/9o+8T+tapn/AlYEWhqVCcKxXdcrNyhtfoJSRcC\npwKbSzqSBv1W25d0eo4hQER9oRovEjq1rXcKb//sFTseK72/feAKYCPgNmLAcFlVTrfkJGhaV6Qb\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i02zTydp/B42k1wDfJ4IUniFqPPygbv3VwM22D+zw+LmmTWZgDIs8nGYsZPwicAHwLdu3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\nAX3Mkz1Bk6eBAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc[pdvc < 1000].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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DQQ1WrCdZay05mOHw0RkMBhMBi0XSL5o3AAAAJ55HPvKReeQjJwdF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cCMU+17nrE8zPC/HZgvqntB5K8u9/s6xfrpXeun0yLY3dCA9HQUPPpd5AN2f/vO94j8xgPnoaDn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8R1CI/IdpoT2IMR9Tl2ZE/3MjYeo36b2mImFkllq7XoWdA/3nOUDvQVEube85jUB9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iVTylWtsMxsBUSIbAP8GDiupswAvUPfQbHVXkKx3UAL/j0hhFFefjo6FGui519D8dse9/xC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W8NL1jvkd6n2pah2H9fsS8pgorj2FNNV1bS+KElKXv91OyIKnD+GXPXO/G2IGbovOfx3G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igyiy33YG99BtZ1BMEfxMjqKzt6MRkDISRXif4iGjwiKy+iwSCswqQP20osy6GhOJXBuEmcUH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0Ihea3EuBdH+ngWnqK+3aEnUKgoMQUDqNqBvHNyT8DMlkDP6y4o27fUO5wTRQPn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hmrzz4Yv40/Buhan9R6tAwQgwMeYWuCTYLPiC8QwF08o8CB016+GyNFdSSSYYXhhZfyCw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\n1iUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc[pdvc < 100].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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JkiRJUu+YwJAkSZIkSZIkSb1jAkOSJEmSJEmSJPWOCQxJkiRJkiRJ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\neU57woq4bZLHllGP+cAvBq8bxfoheb6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stw/qsY5x+1a9sv/GiGje+dGFUsq/kxNUXga8\ncehuCEopR5NzpXypYbxdyXmk7kTWI18eWrYa3NZR0VQpZUPygpiHAfevd2g0V0pZPyKuGnq9D9mh\ne8bw+yuieo6wMwsfd86KiOZXbJZSnkGeE5weESeUUh5KdgKuSSZm3lw7XCaulLIVOQzezAswWqy7\nkMmvhwEviIiWd0MM2ig/jogmdzb1VSllffLuh8EdsZeR55DN97nltW2WvAP20+RwdPeZkWxuGWdt\nFnyPl9eLWFrH2Aq4JSJGXpRSv+NbI+JzrWOPibc2eV7XepSJ4Rh7khdtfbj1dllK2YkcWumMMctX\nI4dvnNRxb9CH+ZuIuHkSMWbE24AccvJnEdFyNJ7B+rcEXsToPsUPRUSzixhLKf9C9qVcVhPKw8v2\nB85p1ZdSkzLf6/p4sFwTGJJub3Gd/tIdQT0Juy8LhqV7KNmY6sOdg+qJmmieP4kOjzHxrJ8lSZK0\nQqsXeqxPTuxru1bLVSnlziyc7JroRbz1nG6D+vKqaU/MTotedATVjWcbFs5Ind91RVqvFH1+RLy1\n4TpXA55IZtaHy3c68NVJXBU05nNsQw6dsNVi/7hNvHWAR3aY6d6CzEA/ovF6NyTHyBv8dpeS2dkr\nx/+vpYqzN3lL6m7keHWUUq4mM7NHRo6B3olJfZdjYk1kO6l1ymMYvd99o6u6pZTyr8D/RMQLOoi1\nMrBxRFzSeL07cvvv8YyI+FXLOCOsQ46fuFl9rAE0jVmvPhpVtolchbSIz7ESsEHrq4z7cGytdxr+\nV0S8vOE69yHnEtidOrRAKeUqcpiX109gH+hT/bwKcI+WV26WHEf3IEbXl59seddaKeU+5FBOe5Dz\nAMwnhyb6CnDEpE5Whk5S5rc+fs+IszXwYkbUK8AHW16t1mWsoZid1CmllDuRk3zebjuJHPe8M/XK\nzi9ERCdzNJVS1iXvYG41V9eiYm0LfD0itljsHy/Z+vYnf6N/1tf/ClwyuHq45NwN/xkR72wRbyju\ncj+WT7ANtje33w9OHHdH5zLGeggLjnUb1revZMGx7ocNY+1E3n13ah0WZXuyPlsJ+PK40QsaxF2H\noe0kIpqOU7+En2FD4Lmt94MxsZqfZ3X925VS1iDvshp1PGg5XNUg3rrkCAyj2kTHTeqO4q7aKcNq\nh23LeeOWSL379qiIeHzj9d6NvHNm+Hf76fCdgF3o8vy/xrsH8OqIeEkX8Vqro0i8nLwLYvj935Ln\nBk1Hqyml/FuNtwsL+sNvLaWcBbwnIsYNndVrpZSZw32P1PIu2Bp3d25fP58UjUY1up2YwMzuS/oA\nCjlW6VXkuJvzhx5XkeN4lQ4/z07k7V6t1ncvclzzG8khUD5bH6fW9/4A3GtFLNu0xyNv2zyGnKR4\nXt0eB9vpLcAngDUaxTqwrvPzwPPJW+8fV59/Dvgn8IwV9bvsOhY5ZNT59Xv7Cdmp+dX6/J/kOJmb\nr6jl6yoWeUXOd2t9fBk51uYv6/N55Bjl6zeMty7weOA95BjhN9ff7J3k2JDrNIy1Hjkp+XxgLjmp\n9m/r83l12V27+N0m9Nv15tg6gbI9jZwA/QPk2PVX1m3kZWQny2XAFg3jTXX9TDberyKT858ix1o+\noj6/tO4T92sU6+HADWSy4oT6/IP1d/xTrbc3avx9PYYc7/Wmui/MI8eQPw7YtHGsR9Q4PwP+l5xL\n65D6/Kdku+/hK1qsGq+zOoUcTuaCuu1dUmN8kxyTeR455MUqLX+7xXyeFbo922Ws+vtsNPT6uuH6\nmLyysmW83hzLJ/BdblT35cF5x7y6D1xKTkz+zsaf/4Aa58vkvChPqo+DgS+Sx7qnNYr15FqGueQE\nn/uSc3p8p/5mt9L4uEoes88dOg4MHucCz+tiG5nUttLxdtnpb0f2pVxIdrLPqfv6SeT5wa1kO6zZ\n8YCcr+5Kck6Yz5ATTb+vPr+8vr9T49+os3bKYj7HDsANK+h2uRbZbr211mOX18ct9b3jyLv4u/ou\np7bdUONtDZzbaF2vINus76r1yQ71sS95fnc9cGjDz/4iso/hQyy4yHy3+vzo+lkO7vC73JEcarnF\num5ZxOOfdV9o3Vf0g1ovD+quXwFX15hvmsR3trznwHg72aB4PTk28fCkJo8gT5Y+GhH/3Sjedov5\nk22Az0dEk0lcSinfIXe6Z8eM8f7q2G7Hkp3gyzwZdCllcVdxbFg/R6uyrbaYP9kJ+EnDeC9azJ/8\nC5l5bhXvI+TEOi8BvhMLriZbleyEeR/w/Yj4jwaxfkdeLXnUmOWHAIdEo7tnuvwuu95OasxvkpNL\nPStmjAlZxzQ9luxo2a9BrMWtYwtyAqWJTkRVP8tOwNkN94HPkCcOz4sZY3HXuzI+So6Rf0CjePOA\ni8gG6GnkWLATGTu0lPJpsr7/fxFx1oxlO5OTSZ4fEc+cRPwRn6f1b9fZsbVesbko9wY+0rBsvyUn\nlj6+vt4V+ExEbF6HHfsCefXaUxvF67R+XoLP03pbOZ3swHlBzBhjuX6fHwG2j4jdG8Q6i5yf4YP1\n9aPIK6u2r8eKbwF/jojnLWusuv5nkQmSj5AdA88jL0z4C/B08kqv3aPRlcyllHPIq9kPH7P8zcDj\nI2KnFSlWXV+XdcrXycTFf0TE/FLK4cCuEfG4ejfxycDHIuJNyxqrxlvcejYm785utc+tuZg/2ZEc\nY75FG+w9i/mTDcnOxlZlmw/cLerdhKWUv5OdfX+qrzcm78hoFa83x/IJtcHuBDyH7Gx5N7B2RDyn\n3pXxOXJs/Pc1inc+eff1e8csfynwoojYukGss4AvRcRbSilPJzuS3hMRb67LXwEcGBH3W9ZYdX2H\nkXXUUYyuv14CvCEi3t0o3uLaA9uS5V/hzrOWw2/3DTJx8cKIiFLKq4C9ImK/knOXfpu8U/QNjeL9\nGPg9WefPm7FsZbJO2Soi9mgUr9N2ymI+S7M6rORcSIuyKfC6htvlR8n5IA4h51maV99fmezPeT/w\ng4j4f43idXr+X+v8RbkXOZfCxPsb6udpua1cCLwmIk4Ys/wA4B0RsemyxqrruwD434j4xJjlB5F3\n89+zRbwl+DxN2w5jYqwH/Dd5p9zPI2LPRus9nhwx4yCynXIEecHTC4BHA8cDh0fE0S3i3RZ3OScw\nLiVvofzWmOWPBj4REXcbtXwp4s0nOzZHzZg+eD8aVjY3AA+MiN+MWb4DeVvb4k5mliTWPODX5NUQ\no6xFnkS0KtsSDRfQ+KToCjKbN8qqwIYN411Nnvz/aMzyPckhwNZrEOtG4L4xZriHksNEnBMRayxr\nrLq+zr7LrreTGvN6srPj12OW70gOLbBWg1iLqlMGmtQppZQzF/MnawDbNdwHrgMeNrNTYGj5/ckk\n3tqN4n0LeDCZtT+tPk4ZdHy0VMu2d0T8fMzyB5AN4HUaxTt9MX+yJrBDw9+us2Nrl/tAjXcDuZ1f\nOPTeLcBmEXFJTWh8o0XdXNfddf189mL+ZA3y5LnV93kjeYfF+WOWb0s2rJe5fDXWdlEnWawJkpvJ\n3+7Smgz7QkRstKyx6vrPIzulPltf35+8unjT2hHyGWC1iFiiW66XIN5NZDtr4ttKl7Hq+rqsU/4B\n7Bx1ksGSw0n9newYv7qU8kSyw6zVsEfzybt/xiXM1wC2bdyeXdTJV7NzkdoGO4e8E2KUO5Pf9Yqa\nwOjsWL4c2mDXkh2Xv62v1yKvdN8gIq4rpRwIvDYitmkUr8v66x/kpMEXDh0Hdhm020sOZfvLiLjL\nssaq6/sLcFiMGUaplPI04F0NO8i63scXq+F22fVvdz3ZBvtDfb0aeRfu3SPiqlLKE4D3tupsrO2U\nnSPivDHLm7WJ6vo6a6fUhO+irEsON9Ziu5xP3kUybvtcmbyzvtV2eQ3wmIgYeb5VSnkwOaTNXRvF\n6/rcp+t4ixtOfyOyTdhiW1mSfe6sFv2lQ/EWdd6zDfCLhvv44obvWwfYdxIJjFLK6uQIBa8E/kom\nE77WcP1/A/Ycqv/vTN6VvUFE/L2U8hzgVRGxuJsIZmV5z4GxNnDxIpZfDDQ5AFZXA68Bvj9m+Xbk\n0Aat/A3YHBiZwKjLWo2j+Eey8XX8qIWllPsCIzsil9L1wDvI25lH2ZLMdrcyh2x8fn7UwgmUbxXy\nFrJxbiQPvi2cT2YuXzNm+XOAkZX6Uuryu+x6O4Hs6PhXMqE3yr8wPtE3W5cB/0kOUTXKfYHFnfQu\nqZ3IK+4uHLN8Y7IOa+UW6vwCY6zB+CTYrEXEo+qVMg8gJ+7eH3hvPTgOEhqnRpurkG4FFnXV2mqM\nb3QvjV3IOwPGzVuwEXm7bCtdHluvAA4FvjFm+Y7ksImtzCFv8b8QbktIDj4H5K3/d2oYr+v6eTty\nqII/j1l+d6Dl3R6Xk9vnyIZ8XdZqfOSLyavEBmXbgjyODu6Uu4jsUG1lM3IIFgAi4uclx0e+O3mF\n/3vIq3FbuRB4FDBu7olHMb4O6HMs6LZOuY686GZgdbJNNphc8ZfAPRrFghyu6n9jzJwTE2hf/h14\nO+PbBvcihzFo4Y/k3AWfGrVwAmXrWpfH8q7bYDezcCf4fLK+HJy7n06eR7ZyPvAs4LVjlh/I+Ppm\ntv5ODj1xIdlpOphIeGB9spO6lY0Yf05AXbbBIpbP1jXk1a6njlm+LTksVwtdn2d1/dv9jYWPLWvW\nmIM5RH9FHtNbuYI8dxvXrrsvC9qbLXTZTtmf3CbHza+xqM7x2boIeHlEjNzOJ3DsWYkF28Qo/6x/\n00qX5/+Q29xLgK+PWb4jMPKi26X0KvLu7HH7cpNkQvVz4LBSyvPj9neCrwQcRttt5ZfknTovHrP8\nkPo3rTyJ7HseV28060sZqN/b4K7pW8n5Pj4Z7e9cGAxPNXAr2U4ZtMt+BPxf45jLPYHxA+AdpZRn\nRsQ1wwtKKXcF3krbjo+zyLFZLxi1sGaNWlbeHwWOLXkr//dY+JbVfchGYqtGxVlkR8PIBAaLz9rO\n1i+Am2PMRF31dqiW8QblG9npTvvyfR34v1LKc2deyV/vnDma8QeR2XoFcFIp5ZHknAMzt5NtyDkA\nWunyu+x6O4Gcn+TYUsr/MHq/ewO5b7ZwFnll0MjJkEopt9KufL8hh5X48JhY9yVvPW7lC8AxJYfI\n+V4sGEZtNfJ7fB/jt6GlEnnL70/q420lJyx+IDnnwLvIzs0Wx60vkmV7MXmXx60ANd7DyHq55QRe\nvyFvXR55EK+/3UEN43V5bD2LvCNg3K2/19F2H/8w8NFad9xMjs/96cFvSCbAWt5q33X9/BvyzswP\njVpYt5Umt8BX7yG/z50ZXV++kDyRaeH4GuvN5G/3CuBrg7qF7CC8sFEs6rruz4Jk185kJ+CgjFeT\ndxy28gbguFLKXozeVh5HdgKuaLGg2zrlu8ARpZQXkNvJ28kregd3EWxC2w6kQZto3NWpk2g/3xpj\nJp8tpcxtGO/nZNlGJjBoXzaAR9a7ByA7jPYppdynvl63cawuj+Vdt8F+BLypXsH4T3If+1NEXF2X\nb0h2lLdyGHBiKeURjK5TdiDnKWvhu8AHSynvJ+e1+jbZ5nsuuU2+i7adcT8DXl1Ked5QWwGAeuHM\nq+rftHIWOUfcuLtZVmfFPc/q+rf7DvCeUsrB5PHgbeSdQIML0Tal7fHgvcDH6v48qk30YsYn+ZbG\nhXTXTjkfOD7GD51zX3JItRYGx9VxibrWx56TgI/UffwXwwtKKfcjhzprduU53Z7/D+Jtt4i7yG5o\nHO8C4O0dXRh9CJmku6yUcioL73N7kdvKMg+3P+SlwLdKKY/l9vv43uQFOy3jnQ98NiI+Pmph/S4f\n3SpYKeUpwFvIpPxbyWGQb261/hlOB15X6/9bgDcCc2LBEO7r0+5i/QWiowlKRj3IrPO5ZMPsTLJi\n+Vp9fjPZWNysYbynkPNAjFt+VxpP5EU2igaTEA4mN5lf33tlwzj3YDETlwIrN4z3IjKzPm753YC3\nNYx3H+BBi1i+KrBlw3jrkY2mwXBLv66Py+tv+G0aTgxIXiFzBPBj8qBxQX3+7pbl6vq77Ho7qess\nZMZ5MInj8GMu8D/ASo1iPZS8ZXXc8rWAfRrFej9w1GK2oR82/B7XIJNBg8kjr6mPwYSSHwdWb/nb\nzfjeHkmeqPxk6DP8otH61yQndLu1Pq6sj8Hkb4P5iVqV52jgA4tYfi9yWLNW8To7ttbf6cmLWL42\n8ITG28ehZMP5N7XeXGto2XbkcFwt43VZP7+PHA5hUZ/llMYxn0l2dN7KgomZb63vtZyMc9X6PV5W\n65LPksMVDpbvSg5b1yrei8mG8zvIRvXF5DwNw+U+u/F3uSfZYXrxUP1ycX1vjxU4Vpd1ysZ1vYN2\n8xxyiJLB8qfSdkLHzYCtF7G8DNcxDeIdDLxsMeV/c6NYd2v1uyxhvPlL8mgYr7NjOd23wbYg76AZ\nTL55DTnMxGD5QbRvP29NduD+lByD/y/1+XvJCxVaxdmYPI/6Ozn30Tr1+x3s87+n7TndjuTk53OB\nL5GdmR+qz+eS5+T3aRhvf+CgRSxfj5zjp0Wsrs/Hu/7tNgLOGFr/heTwL4Pl/0bOQ9YkXl3nc8ih\n9wZ9NoPY57CIfqSljNVZOwX4JIs+F9kOuLRRrPuxiHYIeaf09g2/x7sC36y/1VXkHTTn1efzyLvE\n120Y76F0dP5f17cv8MRFLL/Loj7PUsQ7gZyjbtzynWh7LF+HTGQcTyYVvlef/2fL320o3kbknfVf\nJY9xP63PX01e7N4y1jFkEmHc8m2BixrF+il5V97b6z6x0qhHw7JtRbYTbqpxrwMeNbT8eYvajpb2\nsVznwIDbrnzYjzxxHYydexl5sPpmzJhAaUVVx4TcuL68LOoY0Oq3erfF7bbNGDOvifqj1i1bM7Tf\nAb+fljqlKyUnPn8QC3+PZ8aMCdIbxHkE2SB8KHnVzipkh9kp9XFaLLjysFXMjcj9e7hsP406fveK\n7I5ybFU79arQDevLKyPipuX5eVoopbyQvBPhTuQVXm8elKvkBKArx5hxcLWwLuuUOrb6NuTvdm4s\nuEtHup1pPZaXnPB9D3I4hp9ExNzl/JEmqp4rr0lOvH7r4v5+luu+C3ksGFV/fToW3OGlpTDJ366u\n/97k8WAi6x8Tc00W1ClXRMS4eZKWNU4n7ZSS8+isEhHXLvaPV1B1voRR/Ta282ahlLIJeZHi2Dva\nSyl3isld2T81SilrkPtwy6H1xsUaHoJrbCd/tJ179i7kHa+rkXepXtpq3WNjLu8EhtqqJ5jbsHDF\nff40dVbVob4GDYrLu6gQujDit7sU+N0kf7tp/S6Xl/obMk37W1fKgolUBwmLU6f9ZF3LpnZa3Z28\n4urCWDCkwCRidV4/Lw9d1WG1g3o98gqulsOg9EKXx1aP4+2UUrZkqP0cY4acXdHUIZW2Z+Fzg3Mj\novnYy4v5HBsBz4+IxU0QquWk1s1bsfCx7o8xY2xySVoSdejh4Ytjpu6CBM//l10pZUNy2OjhY8/P\nImLcnC3LGu8uwM4z4v1ikueSk1ZKecyS/F1EtBoGf7noRQKjjve3Gws3rE+PGWPYNYq1NXm73sx4\nZ5C397SaoGwQbzvy9qdR8T4QEec2ijMYNucQcozZ4XHwrgGOAt4UDX/wUsq6wLMZ8dsBx0VE0zHP\nSikHkZPQbD9j0W/J25M+2TjeKuR4r6PKd1KrE78Zv91dZyye1G93EB19l11vJzXmvcjbqkftd0dH\nxB8bxtobeFmNtV59++oa68iIOKVVrBpvVH15RkSc3TJOjdXZb1dK2TgiWk0WvCTx1iaveBpVtuMn\ncTVeyQmnR/12v2odq8br5NhaSnkQOaboqP3tvRHRciI7Sin/Tt7mu+XQ20GOwX9ozJi3aBljdV4/\n17gPZPS20vS7rLE6q8PqXCKvIq+QG0y2/jfgROB1EfHXVrFmxN2UBcmuP7W+g2wozkEsfGwt5LY5\niWNrZ7GGYnZVp2xEDrW0B0O/G/AV8tjTtDO1lPJqsg7biAXt5yCHIzoyIt7RON565BBAo44/n2x1\nt2HJiRzfRJ73rDNj8bXAB4DXd9U5XcfjP7vx1X+dHss7boOtARzAiP0gxsyhsozxXktOFLs+C59H\nzgXeFxFvaRir07LVmHcj7yge7rA6MyIum0CsLs9Duj4f73q7vDs5H9eo48ExrTuNSykPYUGb6LaO\ndxa0iX7YMt5Q3K7aKeuR88UNbys/m8Bd7k8n2yj3Y8EE2vPJeVuOiIjPNo63GvBERu8HX/3/2Tvv\ncKmKpI3/iowIZsSEOX5iTmtWjGvOOYE5r7rqqmvOaV3jmtesmHNc85rzumYFI6gLIiggCPX9UT3c\nwzBz7uCtU8O9zvs85+HO9NDv6VjV1d1V3hsndVj/r0LTWmvioRWa1lovePIlzvIN7SHAx546Q7rp\ndCnmLq0dTTETpsf6y43A/qo62omvI/A3zL1RZ5qCv3fCXKJeBRxeQH8p36ApebQoZIMmCmncbU1l\nefDvQkhb6oOqJQ8mFJ5OBf0K82n9evp7AnYKd2ZHvvUwH12vAqdiBomD0t8vA6OBdR35NsQGRvCg\nFAAAIABJREFUwotYwMX90nMi5j97DLC+E9eZmIJ5AOZPvXt6SgrUd8DpjmVbGhPm3wG3Yn67/57+\n/jZ9v6Qj3+Gpfc7B/AD2Sc86wNmY3zVPn8jzYX48f8GCkd2ZnufTdx/STMyRqbjtwuoyup8kznVS\n+d5Mdfun9JyZ5pdRwNpOXDtj/olvB/bEAqdukv4egAlFFx/yxM+X4W1X4R2mw5S1Y7BgaV75LpHK\nMBTzF39Jeu5IY3EIjnEUMGPAE6mdhgBvp2cI5pv1cSzgoxdfWF/BYkuNw3zPHootandIfz+YxkDV\nGBm/ge/g1HZHYIcDPsI2GDZPY26kc1+Jnp97As+ldhpEk2/WQem753D0zxo8h+2Y2ueCVK/fpn8P\nxGTrt/jHFNkf889aHg/peTJxFZy4ImVrtE4UOacsgxkB3sL05/HYAvYOzOj+LDCtY9lOwTYjD8di\nhM2SnsUx48sw4CRHvmUx2TM4leu89NxIk5/+pZ24zk5z1D7APFhsq67p773TmDvLcxw08z5LAuMd\n8wuT5ZFjIPEtgM3732JxYCZggWpfwmJ8DMDcwXjxnZbq8RDstuEM6VkEk7v/A05tpWXrlsZXKTbK\nt+kZl767AZjGkS9yHRK9Ho9uu+Uwg+ZrmP7zKxbb5lZs3v430N2Rb4fUL+7GNtG3SM++mB1gLLCd\nF1/iDNFTsLn/qlSGCZg8/TH9PRa4EqfYhph9bQwWH2VjbMNk+fT3hWkMHODcLz9N4+5pLMbabenv\n0cDHwAKOfGG6c+LbNvHdj+nM26TnQCx2w1hgG+d+eVyaP8pjwXwHHOvIc0Vqu42ATpnvO2JuSz8G\nLnfkuwj4EtiOTHwNbMNk2zQWq8a7+g1802BxMErxPIfSFJtlHBZv1C3uZuKcCeiHyZwzgT1wtDNk\neOZJ7fND6hcTMDd4pRhC1+MYg3kir3eGU1joAdjCfLIgPlggoRexqO1efG8Bp+WknwK87cj3NnYy\ns1r6icA7TlyDyQRNqZC+IXYd3qts/04DbrJOCbTHAvw+78g3CNghJ30HLOq9F9+jSUhMFjgoTXD3\nAY+00rYLq8vofpLyfRM4Myf9DOAtJ64PgYNz0g/C4m54cEXPl9Fj/Argysznrql+R9AUIMprwfdc\nEqqTLbIwhek6fINx3ootviZbRGIGmFeAWxz5wvoKFqfkyJz0PwPvO5b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aVURewGLZ/JjK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XrK2RQQT6MSVHW5CJ4MovtJpO6Mqs4cyYetpcoPWBSFnYBDgUoG/HHYTdVzMbtqi6EO3gemEKdF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rzc5PC4gi3wZBfADzmdnwAv/cZjZZFd9TATxZ352kV4FjzGwknvJlezyEdDCwlZn9WlLkYjrn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\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3nQfGK8Sc4K9pu0pgVIwpktTZUYQ8yjHACY1JhgwxngS2tf2bFvvXIhb6s3lFSFqQqKRf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\nAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc[pdvc < 10].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Making plots nice"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "I said we'd come back to our histogram. [Here's a demo histogram from the matplotlib website](http://matplotlib.org/1.2.1/examples/pylab_examples/histogram_demo.html)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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zG/CdwOPDeltMbMSftnV7mLiCOAH9D8sN6NwCdSSp9svXYMzTebzZ20j3bx8+U1wEBK6Y938T2+\npyk9Q7vI3HLg2pTSR0dt+xFwY0rpg2OZOa/E2bUrga+nlP5zu+2/CYwH/mPrhpTSfcAq4KR85Ult\n5Q+AH0XE9RGxPiKWRcSfbn0xImYDM9g2d0/SXHibO2nffR84JSKOAoiIlwCvoLmwNnNSwfYyYycC\nj299U6vluzQ/AfbyTKVK7exQmnl6ovW1mZPGWEQE8EXgspTSvTsZchLmThoTrby9Cbg/Iv699d7K\nDyPizaOGnYDvaUpj6fvA3Ig4HCAiXgMcBXyr9fqYZc4mzk5ExFtpXm7/lzt5eTrNrvaT221fT3Mx\nLmnfPY/mVW/30bwM8R+BT0bE21uvz6D5g/z67b7P3EnPzN8C1wErImKA5pWnl6eUrm29buakYu1N\nxmYAvaNfTCkNA32YQ2m/REQnzXPh1SmlTa3NZk4ae5fQfP/kil28bu6ksTMNmAhcTPPDea8DFgP/\nFhG/2xozA9/TlMbSeTSvqlnTem/lRuCclNL3Wq+PWebG72+l7ab1sK/LgdemlAbLrkeqiXHAHSml\nv259fVdEHAfMB75UXllS2zqN5j1b30rzFhYvBf4hItamlMycJKltRcR44F9pNlLfXXI5UtuKiBOA\n99B8DpWk4m39oP6SrbcsBH4aEb9D872VW8spS2pr76F55ejv07y65lXAp1vvrWx/d6/94pU4OzoB\neDawLCIGI2IQeDXw3lZHbT3Q2bqn3WjTAe/XKj0z62h2rke7F5jZ+v0jQNDM2WjmTnpmLgP+JqX0\nrymle1JKX6b5QL6tV6CaOalYe5OxR2h+ovKXIuIgoBtzKD0joxo4vwbMGXUVDpg5aay9kuZ7K6tH\nvbfyXODjEfFQa4y5k8bOBmCIPb+30uF7mtL+i4gu4KPA+SmlG1NKd6eUPk3zricXtIaNWeZs4uzo\nu8CLaX4q+SWtXz8C/u+o3w8Cp2z9htYDiWbSfFifpH33PeAF2217AfAwQEppJc1/3EbnbjLNbvf3\nM9UotZMJND+BPNoIrZ8LzJxUrL3M2A+AQyNi9CeYT6HZ/Lk9U6lS2xjVwHkecEpK6fHthpg5aWx9\nEfgNfvW+ykuAtTQ/TPT61hhzJ42R1t2E/h87vrdyNK33VmjeRnsI39OUxsLBrV/bv7cyzK96LmOW\nOW+ntp2U0maat5b5pYjYDDy29UF8EbGI5qdHHgc2Ap8EvpdSuiN3vVKb+ATwvYj4S+B6mm9i/Snw\nZ6PGXA58ICIeAHqAjwBrgK/lLVVqC18H/ldErAbuAY4Hzgc+N2qMmZP2Q0QcAjyf5htRAM+LiJcA\nfSml1ewhYymlFRHxLeCfI+JdQAfwKeCalJKflJS2s7vM0bzq+6s0P6j3+8DBEbH1Sri+lNKgmZP2\n3V6c6x7fbvwg8EhK6X7wXCftq73I3N8B10bErcBNwBtonvdeDZBSetL3NKW9t6fMRcQtwN9FRD/N\nZunJwJnA+2BsMxcpbd8s0vYi4j+Bn6SU3t/6uhP4e+B0oBP4d5oPLerd9V4k7U5EvJHmA2afD6wE\nPpZS+vx2YxYA7wQOpXk/13NSSg9kLlU64LV+EPkIMI/mLSzWAlcDH0kpDY0atwAzJz0jEfFqmovn\n7X/Y/kJK6ezWmAXsJmMRcShwBfAHNK+W+wrw3pTSlsIPQDrA7C5zwKU0f74c/Vq0vn5NSum/Wvsw\nc9I+2Jtz3XbjHwIuH/W8DnMn7YO9/PnyT4C/Ao4A7gM+mFL6xqh9+J6mtJf2lLmImAb8DTCH5q1A\nHwY+m1L6h1H7GJPM2cSRJEmSJEmSJEmqIJ+JI0mSJEmSJEmSVEE2cSRJkiRJkiRJkirIJo4kSZIk\nSZIkSVIF2cSRJEmSJEmSJEmqIJs4kiRJkiRJkiRJFWQTR5IkSZIkSZIkqYJs4kiSJEmSJEmSJFWQ\nTRxJkiRJkiRJkqQKsokjSZIkSZIkSZJUQTZxJEmSJEmSJEmSKsgmjiRJkqS2FRHPioh/jIiHI6I/\nItZFxDcj4qQSanluRIxExG/knluSJEnSgWl82QVIkiRJUoH+jea65+3ASmA6cAowNWcREXEwEEDK\nOa8kSZKkA5tX4kiSJElqSxExBXglcHFK6b9SSqtTSj9KKS1MKX2jNWYkIt4ZEV+PiM0R8bOIODEi\nfj0iboqITRHxvYiYPWq/z4uIJRHxSERsjIg7IuKU7eZeGREfiIgvRMQTwD8BD7Ve/klr3v9sjT05\nIm5vzfV4RNwaEb+W5X+SJEmSpEqziSNJkiSpXW1q/To1Ijp2M+4DwFXAS4B7gauBzwAfBU6geQXN\nFaPGTwRuAF4DvBT4JrA0Io7cbr9/AfwEeBnwYeC3W/v6PWAG8IcRcRCwGLgJOA44kWbDxyt2JEmS\nJBEpuTaQJEmS1J4iYh7wz8AEYBlwC3BtSml56/UR4MMppQWtr18O/AA4K6X0hda204DPp5QO2c08\ny4F/TCl9uvX1SuDOlNJbRo15Ls1bur00pfTT1rbDgA3AySmlW8fy2CVJkiQd+LwSR5IkSVLbSikt\nBg4H/oDmFTOvBpZFxJmjhi0f9fv1rf/evd22roiYCBARh0TE37duvfZ4RGwEjgFmbjf9nXtR3+PA\nF4BvR8TSiHhPRMzYh0OUJEmS1MZs4kiSJElqaymlgZTSf6SUPppSeiXNW6ddOmrI4Ojhu9m2df30\nMeDNwCU0n7nzEppNn+1v2bZ5L+s7m+Zt1L4HnAbcFxG/vTffK0mSJKm92cSRJEmSVDf3Aru8NRp7\nfh7N7wBXpZSWppTuAXqBWXsx70DrvwftMGFKd6WUFqaUXgHcA5yxF/uTJEmS1ObGl12AJEmSJBUh\nIrqBfwU+D/wU2Aj8FnAhsGR337qHbfcDfxgR32h9/eFdfM/2eoGngP8WEb8A+oFu4J3AUmAtzduy\nHUXzaiFJkiRJNWcTR5IkSVK72gT8EHgf8OvAwcBq4LPA37TG7Oyqmz1tez+wiObtzzYAC4FJe9pH\nSmk4Is4DPkiz8XMrzdunHQOcCUwF1gGfSin9054PT5IkSVK7i5T2dKcASZIkSZIkSZIk5eYzcSRJ\nkiRJkiRJkirIJo4kSZIkSZIkSVIF2cSRJEmSJEmSJEmqIJs4kiRJkiRJkiRJFWQTR5IkSZIkSZIk\nqYJs4kiSJEmSJEmSJFWQTRxJkiRJkiRJkqQKsokjSZIkSZIkSZJUQTZxJEmSJEmSJEmSKsgmjiRJ\nkiRJkiRJUgXZxJEkSZIkSZIkSaqg/w+F9WgS/4WJcAAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# This bit makes some random data. Ignore it\n",
+ "mu, sigma = 100, 15; x = mu + sigma*np.random.randn(10000)\n",
+ "\n",
+ "# the histogram of the data\n",
+ "plt.hist(x, 50, normed=1, facecolor='green', alpha=0.75)\n",
+ "plt.xlabel('Smarts')\n",
+ "plt.ylabel('Probability')\n",
+ "plt.title(r'$\\mathrm{Histogram\\ of\\ IQ:}\\ \\mu=100,\\ \\sigma=15$') # allows for latex formatting\n",
+ "# plt.axis([40, 160, 0, 0.03])\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Here's how we made our histogram before:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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AsGQKGQAAAAAAgCW7pEKmqr6/qt5eVe+vqvdU1c9V1T/a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\nhlPIAMzaytQDAIxMrgF9WVmRa0Bf5BrAcAoZgFn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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "And this is how we'd change it so that we can add more features:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "capped_face_value_data = penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000]\n",
+ "\n",
+ "plt.hist(capped_face_value_data)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's look at some of the things we can do to this. The docs for histograms are here: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.hist"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "capped_face_value_data = penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000]\n",
+ "\n",
+ "plt.hist(capped_face_value_data, bins=10, facecolor='blue', alpha=0.2) #<-old one\n",
+ "plt.hist(capped_face_value_data, bins=50, facecolor='green', alpha=1) #<-new one\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can go back to our initial, unfiltered, data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=50)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Instead of doing the filtering before we present the data, we can use the graph to hide the extents of an axis:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=50, range=(0, 2000))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can nice that up a bit by pulling the parameters out as variables:\n",
+ "(unmagically, no difference!)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "number_of_bins = 50\n",
+ "lower_bound = 0\n",
+ "upper_bound = 1000\n",
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=number_of_bins, range=(lower_bound, upper_bound))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "This is still pretty naughty, we should have at least a title and some axis lables."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We do that by setting some more properties on the `plt` object:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "scrolled": false,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "number_of_bins = 100\n",
+ "lower_bound = 0\n",
+ "upper_bound = 1000\n",
+ "\n",
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=number_of_bins, range=(lower_bound, upper_bound))\n",
+ "plt.title(\"Number of fines of a given value issued between {} and {}\".format(\"then\", \"now\"), fontsize=18)\n",
+ "plt.xlabel('$ value of fine', fontsize=26)\n",
+ "plt.ylabel('Count', fontsize=26)\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "notes"
+ }
+ },
+ "source": [
+ "We could get the dates from the dataset if we wanted to be clever about it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "If we reimport the date, but with a bit more cleverness, we can tell pandas to convert the dates to actual dates.\n",
+ "\n",
+ "Because _we_ are civilised, we use either iso dates `YYYY-MM-DD` or `DD-MM-YYYY`, but often you'll have to deal with data prepared by savages who don't respect this rational behaviour. They will use `MM-DD-YY` and other such primitive formats.\n",
+ "\n",
+ "The settings used here control how it's read. You can only really tell by looking at the data and working it out. E.g. are there months bigger than 12?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " RED_LIGHT_CAMERA_IND | \n",
+ " SPEED_CAMERA_IND | \n",
+ " SEATBELT_IND | \n",
+ " MOBILE_PHONE_IND | \n",
+ " PARKING_IND | \n",
+ " CINS_IND | \n",
+ " FOOD_IND | \n",
+ " BICYCLE_TOY_ETC_IND | \n",
+ " TOTAL_NUMBER | \n",
+ " TOTAL_VALUE | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2011-2012 | \n",
+ " 2011-07-01 | \n",
+ " 74731 | \n",
+ " Proceed through red traffic light - Camera Det... | \n",
+ " ROAD RULES 2008 | \n",
+ " 59(1) | \n",
+ " 353 | \n",
+ " Y | \n",
+ " Red Light / Speed Camera | \n",
+ " 7163.0 | \n",
+ " ... | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 46 | \n",
+ " 16238 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2011-2012 | \n",
+ " 2011-07-01 | \n",
+ " 8469 | \n",
+ " Stop on/near marked foot crossing | \n",
+ " ROAD RULES 2008 | \n",
+ " 173(1) | \n",
+ " 265 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 20670 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
2 rows × 25 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " OFFENCE_FINYEAR OFFENCE_MONTH OFFENCE_CODE \\\n",
+ "0 2011-2012 2011-07-01 74731 \n",
+ "1 2011-2012 2011-07-01 8469 \n",
+ "\n",
+ " OFFENCE_DESC LEGISLATION \\\n",
+ "0 Proceed through red traffic light - Camera Det... ROAD RULES 2008 \n",
+ "1 Stop on/near marked foot crossing ROAD RULES 2008 \n",
+ "\n",
+ " SECTION_CLAUSE FACE_VALUE CAMERA_IND CAMERA_TYPE \\\n",
+ "0 59(1) 353 Y Red Light / Speed Camera \n",
+ "1 173(1) 265 NaN NaN \n",
+ "\n",
+ " LOCATION_CODE ... RED_LIGHT_CAMERA_IND SPEED_CAMERA_IND \\\n",
+ "0 7163.0 ... Y NaN \n",
+ "1 NaN ... NaN NaN \n",
+ "\n",
+ " SEATBELT_IND MOBILE_PHONE_IND PARKING_IND CINS_IND FOOD_IND \\\n",
+ "0 NaN NaN NaN NaN NaN \n",
+ "1 NaN NaN Y NaN NaN \n",
+ "\n",
+ " BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \n",
+ "0 NaN 46 16238 \n",
+ "1 NaN 78 20670 \n",
+ "\n",
+ "[2 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data = pd.read_csv(filepath,\n",
+ " infer_datetime_format=True,\n",
+ " parse_dates=['OFFENCE_MONTH'],\n",
+ " dayfirst=True)\n",
+ "penalty_data.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "This is some straight up, powerful voodoo.\n",
+ "\n",
+ "We're grouping the fines by month, and then adding up the groups. Pandas' `groupby` feature allows for all kinds of clever stuff like that."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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hw4axWrVq8nwmk+kv3gGFQqFQKBQKxe3knnvuIQA++OCDTtsSExOl7+jj48P0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\n9dVX/Omnn0iS//3vf9m/f3/26NGD7du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7vrLnj22fB93b/zDvTt69723xNLpLALNDfQEn9SIOnp6QCUKsw7VoqIiIiIiIiIFDNz5lgoBBaK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\nGLp3D/9zSvHz7bfuROKNN8L77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P3000ybNo3ExEQaN27Mww8/TPPmzXP9mB9//HHmzZtH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7qkuS7Tx/8MEH9n6cknTxxRdr\n/fr1uummm+xrRxxxhAYPHqxzzz1Xq1atsq9Pnz5dnTt31hVXXKH09HTl5OSoS5cumjJlimbOnKn8\n/HylpqYqNTVVvXv3Vtu2bfXNN9/YhiUmJkadOnWS1+tVbW2toqOjFRUVZeu/srLSrk6rqalRu3bt\nlJ+fr4KCAtvxateunXr27Kl7771XPp9PJSUlKikp0fPPP6/33ntPDz/8sObMmSPpv2Gnx+NRbW2t\n+vbtK0n6+OOPtWXLFt166632sx122GG6+eab9dFHHzX4zDt37tR+++1nb60p/Xe34e7ne/hKDKOu\nrk5ut1uFhYXasmWLff2kk06Sz+fbYxfG6NGj9dprr+nOO++0r51yyil65513NHjwYPt50tLSdPfd\nd6u6uloff/yx0tLSlJKSog4dOqhnz5767rvv7Mqy+Ph4G/hWV1fb1SEul0sej8dO4gQCAVVWVmq/\n/fZTVFSUPvnkE3u+R0VF6fLLL9dTTz2lZcuWqaCgQAUFBbrxxhvVu3fvBr+vLpdL9fX1mj17tqZN\nm2Zfj42N1eDBg7VgwYIGn7m6ulp1dXV2J6D038H17hf1+Ph41dbW2ovjjh07bPA+e/Zsbdy40R7b\ns2dPxcfH68wzz7SvdejQQVu3btWpp56qVatWKT09XYmJiRo/frwGDBigv/zlL0pKSlJKSooyMzN1\nzTXX6Ouvv1ZlZaUSExMVGxurNm3aKD093U4Kmw6jx+NRdXW1AoGAvSDHx8crLS1NS5YssRPGfr9f\nw4YN07JlyzR37lyVlZXJ5/OpT58+mjBhgvr166eioiKVlpbK6/Vq2bJl+uKLL3TttdfazzFgwACN\nGjVKS5Ys0fr16+3rpaWlio+PV2lpaYNz0NR/uKioKLvTx3TcamtrJUlbtmyx1wbz/YqKivSPf/yj\nwXucc845euaZZzR58mT72sUXX6zp06fbjnpGRoYyMjL0yCOPKD8/X3PnzlVycrI8Ho/2339/nXLK\nKfriiy/szzcpKUnt2rWTy+WyuxFdLpeio6OVmJgon8+nUChkg3/zPMOtW7cqEAjYycejjjpKCxYs\n0IYNG1RUVKSSkhINHTpUXbt21ZVXXqnS0lK7qvjrr7/W6NGj7eSOJN1yyy0aP368hg0bJkn67rvv\nVF9fr+LiYhtQ5eTkaNu2bSooKJD04y6p8IAqKirK1v/uq0C/+uor7dixwx47duxY+Xy+BrfP6NKl\nizZu3Kjzzz9fn3zyiWJiYpSXl6fHHntMBxxwgCZMmKDExESlpqYqOztbDz/8sGbPnq0dO3YoOTlZ\niYmJ6tmzpzp27KhVq1bZhQaxsbHq2LGjqqqqFAqFbB2boLKiosIGF36/X4cccojWrl1rfxf8fr8O\nOOAAnXTSSbr44otVWFioXbt2qaioSB999JHmz5+vCRMm2M9x0kkn6d1339W0adO0detW+/qIESNU\nV1dnF+BI/92Gv/v5Gl6v4fUryU4uGdXV1SovL7fP4DQee+wxvf7663rsscfsa5deeqmee+455ebm\nqra2VklJScrNzdWCBQv06aefavr06UpKSlJSUpL69OmjcePG6amnnpIkO+l81FFHyXEcbd++3ba5\nycnJys7OtrcXMG2ZuY57vV7V1dXZ3UodO3bUypUrtXPnTjshOWjQIGVlZenRRx9VZWWlva3yW2+9\npcsvv1yvv/66vF6vJOkvf/mLRo4cqbPPPrvBZ7788su1Zs2aBreQ23///ZWYmKht27Y1qNdgMLhH\nP8PUcTAYVG1trSoqKlRRUaGYmBgVFBTY313px+uo9GP4vWLFCvv6Cy+8oIMOOkgDBgywbWVeXp6+\n/fZbTZ06VWvWrLETGKeccop69eqlWbNmKSkpScnJyUpOTtZRRx2lwsJC1dTU2P6E6Vv4fD5bv/X1\n9UpKSlJVVZUqKytVW1ur2tpaJSYmKjc3V5999pkdRAUCAZ111llavXq1Zs+ebQeWhx56qCZNmqTO\nnTtry5Yt9nd2wYIFKigo0MiRI+1nO/TQQ3XhhRfqP//5j5YtW2ZfP+uss3TggQc26MuZPplZuJSR\nkWHLbMoffjvuqKgo29ZVVVWpqqrKXkPCB9aSNGXKFH366acNBm1DhgzRCSecoD/96U92tWFUVJQW\nLVqkiooK3XXXXXaxgZnwf/XVV1VTU6OsrCylpKSoe/fuiouL065du2zb4Xa7lZ6eLp/PZydqTAAf\nFRUlv9+vuro6+5WXl6ft27ersLDQTqrvv//+ysnJ0bRp0+xiFZ/Pp8cff1wvvfSS3nzzTfn9fvl8\nPp111lm6/vrrbX0ZGzZs0Pz583XbbbfZ104//XRdccUV+uKLL7Rr1y77uun3hvczzLm/++RvTExM\ng/51MBi0fZKtW7c2CLNOOOEEbdu2bY/BcigU0sMPP9zgmnn99dfrwQcfVNu2bW2bkpGRoVmzZmnp\n0qV66623bKjbo0cPnX322ZozZ45tTzwej7p27aq6ujr5fD7b/4iJiZHH45Hf77c7w2pqapSSkqK6\nujo7GWh2n/bt21fz5s3Tzp07bds5fPhwxcbGaty4cdq5c6cKCgqUkJCgbdu26YYbbrD9aunHtmbY\nsGG66667Gnzm2tpa7dy5U+vWrbOv+f3+RsOLUCi0R//OtPkmCDM/q/j4eK1bt06LFi2yxx555JH6\n85//rMcee6zB79jLL7+s3NxcDR482PY/zLj25ptv1po1a5SSkqKUlBSdc8456tevn9544w2lp6fL\n4/EoPj5egwYN0vbt2xUIBOxOcxNIer3eBqusPR6PgsGg7ffV1dUpLi5OaWlpWrlypSorK20dX3DB\nBVq0aJFef/11Ozbt37+/pk6dqvbt26ugoMCek4sWLdL69es1duxY+9n69euniy66SG+++WaDcfSI\nESOUk5OjtWvX2utneEC1+y3+zbntOI6qq6vtebFjxw59++239rijjz5a5eXlDfrx0o99lenTpzc4\n5y+88EK98sorOvfcc237kJycrOuuu04VFRVaunSpXdyUk5OjQw89VBs2bJDL5VJ8fLwNYlwulx2n\nGElJSSouLrbtXzAYtJ9p+fLlqqqqsm3RyJEj9dBDD2nFihWqqKhQWVmZJkyYoP3331/9+/e372l2\nkc2aNUszZsywr7dt21annHJKg3611PgEl7ku7D4WNwuVzLXH6/Xa9ufTTz/VDz/80KDetmzZokmT\nJtnXOnfurO+//14jR47UBx98oOjoaGVlZWnKlCk6+uijNW7cOHu9TE9P15QpU/Txxx9r165dto/X\ntWtXtW/fXtu2bWswTsnKyrJjLlPHZpd0aWmpnSivrq628yRffvmlKisrFQwG1bFjR5188smaOHGi\nCgoKtGvXLu3cuVP/+te/NH/+fF133XX2cwwaNEgffvihrrnmGm3evNm+bvoJs2bNsq917dpV0o+/\n++F9uZqamr0GF+FjbvPzCQQCDcaB0o/XvOXLlzfo348ePVpnnnmmhg4d2uB9li5dqhUrVmjKlCnK\nzMxUdna2jjvuON1yyy265557VFtba0OV4cOHy+12a+XKlbYvkpaWpm7dutmF2GaeIzEx0Y5pTBvt\nOI4yMzNtwG/Ol7y8PLndbi1cuFBVVVV2TurKK6/UM888o7lz56q4uNguzhoxYoQ6dOjQoC9XUVGh\nN954Q1OnTrWvXXLJJRoxYoTmzZtnx3qS5PP5FBUV1WBuKLz9CL/uxsTEqL6+Xu3bt7eLd8yxa9as\n0fLly+2xQ4cOldvt1l//+lf7WlJSkkaNGqXbb79d//rXv+zrEydO1Lhx43TccccpLy9PGRkZSk5O\n1mOPPaZFixZp7dq1SkxMVFJSkg499FAdeuih+uKLL5SUlGRDg7y8PDuODd+VGx8fr4qKCvs7GQwG\nlZOTo0AgoG3bttnxb0JCgg477DC98cYbKiwslNfrVWlpqcaOHav8/Hzdc889KikpUVFRkdq1a6cV\nK1boggsu0Oeff24/x7Rp09S9e3dNnDixwWd+5plntGbNGn3wwQf29e3btyspKUmFhYUNztdQKNTo\neN3cscfMk1VVVSk2NlaFhYUN2m0zJn7ooYca9IEWLlyogoICjRgxwr7WrVs3ffPNNxo+fLg2btyo\n5ORk5eTk6JZbblFeXp6ef/552ydJTU3V2WefrZUrV6qqqkrJycl28U5SUpIN46KiohQVFaXk5GQ7\nJq+pqVF1dbVtt5YsWWKDj0AgoKuvvlozZ87UO++8Y+f1Tj75ZE2aNElZWVl2flCSvv/+e82bN2+P\nhXRjxozRokWLGoyrd+3apaioqAYLnc377N7/iI6Otv9mfhdNH2Tt2rUN+twnnXSSysvL9fLLLzd4\nj7Fjx+qvf/2rHn/8cfvaVVddpaeeekpHHXWUnWv2eDz6+9//ri+//FILFy60wXmvXr10/PHHa/78\n+XK73faa2alTJzsOiI6OtncQSUhIkNfrtW12dXW12rZtq7q6On377bfy+Xx2sc/QoUP13HPPadOm\nTTbsu+SSS5SZmakxY8aovLzczjVv2rTJ3r3NeOCBB3T++ec3WFQkSU8//bS2bdvWYPxTXFwst9vd\noN6lhv0+066EB1Tt2rVTWVmZysrKFAqFVFhY2GBO1ox3Z8+ereaIi4vTzp071aZNm70e43IivaWl\nlZk5c6YuvPBCm57PnTtXp59+/rRnMQAAIABJREFUuq6++mo9+eSTexx/3XXX6YknntBrr72m8847\nT0888YSuu+46TZkypcGEkXHaaafpnXfe0dKlS9W3b1/ddNNNeuSRR/R///d/dmLOcBxHhxxyiNat\nW6eioiJlZWXpzDPP1FtvvaVVq1bZ3V5GTU2NXY1SVlamqKgo9ezZU2vWrFFJSckeK+p27Nih9u3b\nq1evXlq9evUeZa2oqFBaWtq+VGPEuVwupaSkqG3btsrLy1NmZqbdxWQmCDIyMpSSkiK3293gKzEx\n0XaI3G637WiGN67mNkhmYGoaV/NVVVWl0tJSOxFQUVFhV+pVVFTYhq2qqsqucjKrP8JXhrVGsbGx\nSkxMtBOGOTk5dnWVWY1pOpcJCQl2UiwxMdGuFjerB80EjZkUCP9ZmA6RmXwyFzdTt36/3050mFDT\n1HVFRYUdxOzatctO+JrdjL93UVFRdpVOXl6esrKy7HlrVtebicbwSUfTuTRBcfgEmOnYS/+9naKZ\nJDVhmpnUMhOLZiLA1Ke50FVUVNhdW+Gd8NYgLi5OWVlZat++vdq1a2fbjtzcXKWmpioxMVHx8fG2\nvuPi4uxEi1kFFH6uRkVF2U6umSA3obD5c3V1td1tYc5hU4+mDouLi7Vr1y55vV75fD6VlZXZzkNr\nZs7lhIQE2zE3dZuRkWFXDJsvsxItKSnJts/mliPht2UNr1/TaaysrFRZWZnKy8ttGGRWQJaUlNgd\nc+Xl5Xt09H7voqOj7Xnavn17G+yaFcWmXTBhsFnt6vF4bBsQ3g6Y/5o6Db/emc65aR+qq6tVWVmp\n8vJyVVRU2Imt8vJyFRYWqqSkRF6vV36/X16vV0VFRa363I2KilJubq69tpkBkNkVbSZazHXPtMdm\nx5i5zpl22AwyJTVoKwKBgJ08Nu2DaSvMgKewsFDl5eW2f2EG+bt27WoQnLc2LpfL7lYyk9Xp6enK\nzs5Wenq60tLS7Llt+g7mOmcmYHfvR4Sf3+GT3mYCy9zOORQK2cUPpv8Q/nMwbYS5Jpr2wrTV5t/K\ny8ttYN5amQF+ZmamsrKy7IKdzMxMpaam2olx8zsQ3p+Li4tTfHy8vTaG17053037Yn4G4ddG00b7\nfD7bhzYLpfLz81VSUmJ3gpq2xQQUe3uu7u9dTEyMDW9MO5GYmKiMjAxlZ2crKytL7dq1U1pamtxu\nt+Li4uwdAcyiQHPuh7fj4e25uU22OedNnZvxi7lemvPa/N2c46WlpbYNNzu6WvO4JTY21gaYmZmZ\nysnJUVpamj23Tftixi7m7+Htu8fjkdvttu1MeJ/E3Io4/Jppzm0Ttpmv0tJSu7jK9AMLCgpUWFho\n7wgSPtn9exYTE6OsrCw72ZqSkqKsrCxlZ2fbv5t+Svg11LTZph9t2o7wW0GZeg1vu8Pr0rQDpi4D\ngUCDdqK8vNyOuU0f0IzZW6OkpCRlZ2fbvl5mZqYyMjJsKJ+RkSGPx6Pk5GSlp6crKSnJLu4Jv16a\n9iN8nC01vE2rCR3MIg7TLpv6NeeuGcuUlpbafkppaamKi4tt4NPaxcXFKSMjQ2lpacrOzrZBT2Zm\npjIzM207Yfrfpg0x7Ub4eNH0B80CjvC+t7kFnel7+/1+Ox43803hi7rNz6SwsNDeMci05ybgao3M\ndS4xMdEu3DZjRnNXEdP3CO9/mPPa9FHMuR7ezpgxe/idmMLHkTU1NbZ9MT8LM043c0nmHDfhQ/gc\nX3jo01pERUUpKytL++23n9q0aaOkpCTb/zMhjznPzeLNpKQk2+c29R7e5w7vh4S3J6aOza62yspK\ne800bUkgEFB5ebl27dqlsrIyFRcXa8eOHSotLbVtT2tm5kzDQ8qUlBR7l4bwP5s7Opjz2fQ7TEi8\n+9gyvM7NVzAYtO2FWVQVXt+mvamqqmo009ib6OhoBYPBn9yJzA6qRqxZs0aJiYl73LIvFArpiSee\nkCT7bKoBAwYoISFBr732mu67774GKxt27dqlGTNmyOVy2dvgmF0X06ZN0/XXX9/g1ktff/215s+f\nr+TkZPXs2VOSdOKJJ+qRRx7R008/rbPOOqtBCDJ37lytW7dO3bp1szsyTjzxRL311lt66qmn9Oyz\nzzYo/z/+8Q/5fD6deuqp9oQ88cQT9fXXX+uZZ55psOpRkl1lccwxxzRaTykpKY2u8P0pw4YNU1lZ\nmZ1oDT/ZzS/ATw3YzVbaxi7o4YNgsyLPdMrMZJH5xfZ4PK1y27gkO3gpKiqyE05lZWW2QTZhi5mI\nMoNGn8/XoGExg82mXBDDGzTT6GVkZCgnJ8cGeWb1mJl4M7svzO2xUlJSlJyc3Kq2je+uvr5eRUVF\n2rVrl/Lz8+0qQtPBM51rMwnl9XptZ8V0Yna/d3djzCSlGeCGD3rNpHH4ZHKbNm2Ul5dn/5uZmdlq\nbhtUXV1tb0tnJpnMuWwGNeXl5SovL1dZWZnt3Pn9fnsOm/P5p5jOUHgnyUwYh+/SyszMtH8Pv+CH\nh1CtRSgUsm2FqV+zGyQQCNjA0NRzeDhrQgQzgG9sx0xjoqKiGgxszWrztLQ02yaYibSkpCR7O4nd\nO7Fm0jk5Ofl3eS4Hg0EVFhZq+/bttvNrBuQmMDSrXE3dmtWX4YGCCcnD7wG9N2bgam5RZTqi5nw1\n7W9ubq7tyJq6TElJaVW3Nairq7NtQWFhYYMdj+EToSbw8nq9DXafmsGIaR8CgUCTFheYVXCmP2Fu\nu2Emc8wkb/gkgxkoZGRk2NsC/R7P2d2ZCU9ze7z8/Hy7UjV84t/s0guf5Dd9uPAVuz/H7Ao0X+Z8\nNv05M6A1tyY1562p67y8POXl5dlJ4dbahzPq6+v3mCAK/yosLFRxcbHtV5h6NxN8P9dfbozZJW+u\nheF9CdNPM3VuJoTDQ6XwtsZMHrdGNTU1tq0wOz5Mm2L6bqbvET5hHb6YwbT5ph/yc8yzUE1fOj4+\n3ta1WZBl2hsTgJjFMGYMk5mZ2SpuLxbOcRwFAgEbWJl+s/ky9WlWw5t+id/vt0Gk6Y/U1NTYwKEp\nzG3zwseJpm0x4xczkWn6JeELtsx4sbVcOx3HUVlZmXbs2KGdO3facYqZBA2fEDX1bsL18AnuptTv\n7v08cw6HhyBt2rSxE/Ph7UaHDh2UnZ3d6s7lmpoa258uKSmxfRBzvfT5fHY8Y87hYDBo2w1zq+/m\nnr+mrQj/Mu246RNmZmaqbdu2atu2rdq3b28XDCQmJrbK23zX1dXZhTSmfSgsLLS7PMyu7PC+iGmj\nzTyHOaap/T9zfTSTuWbcaNoNE26YnYfmVoSmr23G7KZdiY+PbzVthxEKhewkv2lDwq+DJkwxdWsW\nVZu/hwftTalzM3lunutkvsz42/RTTPuRlZVlg23TdpsFGr/3W5v+lPr6etv3KykpsXWen59vx+lm\nYZMZo5vz3LQ95hpZU1Pzs23M7u2H6XeYRUamf2fCVXN+m+uj+dm0pvO7qqpKxcXF9o5apk7DQ1tT\nr+ZnYdqW8EdhmPmnn2Kuj6YdCV8kZ9oHsxg/fF7KLGI0YaoZH5n25PeqOQHVzp07f/bazw6qRmRn\nZysUCmnBggU6/PDDJUkFBQW6+eab9fLLL6tr16769ttv7QTEhAkTNHXqVPXp00fPPvusevfuraVL\nl+q8887T1q1bNWLEiAbbDocNG6ZZs2bppJNO0pNPPqn9999f8+fP10UXXaSysjJNmjTJbtUPhULq\n16+fVq5cqZEjR+qvf/2rMjIy9PLLL+uqq65SMBjUiy++qFGjRkmSKisr1a1bN+3YsUPjx4/XXXfd\nJbfbralTp2rSpElyHEcffvihvb3dli1b1L17d9XW1uree+/VDTfcoLq6Ot1666166qmnFBsbq2++\n+cZu925MUx+MZur254Q/9NQwwVRrn5D4PTIrss0qHNMkmBUN4Qk7Wi58ZapZsWAu8JznLWNW+5oA\n0Jy/MTExraoT9Xtk2uXwNsIwt/yjrWgZs1osvI5N3dIutIxZpb77dc7Ur2kraCeaz6wmNfVqviTZ\n3Rm0Db+O3XcYhde9JLurgJ/Br8/cUm73nwHt9y/PtOdm/BJ+m7zwsUtrC0B+L0z9hp/Ppi0xQSvX\nypYx103TfofXZ/j5Sz3/MsJ3BoTfVsy0F+ZWXfjlmDFN+HyeaUcYm/+6wtuX8P6I2Y1HvbfM7mNK\nw1wf/2j9vV86CyCgasT999+vSZMmyeVyqXfv3kpMTNSyZctUU1Oj7Oxsvf/++w2e8VJVVaWRI0fa\n+/eGP/fiiCOO0HvvvddglWFBQYHOPfdcffrpp5Jkb/Ek/XiLvzfffLPBapd169bp7LPPts8gCT/+\niiuu0NNPP92goVm0aJEuvPBCbdu2TZLsbc6io6N177336o477mjweWfNmqWxY8eqrKzMHiv9eJ/x\nZ555RhdffPEvUKsAAAAAAAAAAAA/IqBqhOM4ev/993XPPffYh+1lZ2fr8ssv19VXX628vLxG/7+3\n3npLjz76qPLz89WmTRtdddVVOvfccxtNUevr6/Xiiy/qxRdfVHFxsTp27Kjx48frxBNPbDTVrqmp\n0d/+9jfNnj1bFRUVOvjgg3XHHXeob9++jZbF5/Pp3nvv1QcffKDq6moddthhuvPOO3XQQQc1enxh\nYaEmTZqkJUuWyOVyacCAAZo4ceJePysAAAAAAAAAAMC+IqD6Geb+nmlpaWyHxB/W1q1bNWfOHBUX\nF6tLly4644wzlJSU1OixoVBIM2bM0MKFC1VbW6uBAwfq8ssv3+uzympqavTggw8qGAzqL3/5S6PH\n1NXVaf78+Vq9erWSk5M1cOBA9enT5xf7fAB+e1999ZUWLFig6upqde/eXaeddtpen91TVVWlJ598\nUsuWLZPb7dbQoUN1zjnn7PW6XFpaqkmTJql379667LLLGj1m8+bN+uijj1RXV6d+/fqpZ8+eXOeB\nVuzLL7/UwoULm9ymPPHEE1q+fHmT2pSSkhJNmjRJhx9+uC699NKfLcuzzz6r2bNn684777TPoQXQ\numzcuFHz5s1TRUWFDjzwQA0ZMkQJCQmNHltbW6tp06bpk08+kSQdf/zxGj169E+2Qff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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "income = penalty_data[[\"OFFENCE_MONTH\",\"FACE_VALUE\"]].groupby(\"OFFENCE_MONTH\").sum()\n",
+ "\n",
+ "plt.xkcd()\n",
+ "plt.plot(income, \"x-\")\n",
+ "plt.title(\"Monthly income from fines\", fontsize=18)\n",
+ "plt.xlabel('Date', fontsize=26)\n",
+ "plt.ylabel('$ Value', fontsize=26)\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "matplotlib.rcParams.update(saved_style_state) # revert to regular matplotlib styles, not xkcd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "I don't expect you to learn this this week, I just want to give you a taste of what can be done, quite simply, with pandas and matplotlib."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# some tricky tricks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Say you have a _lot_ of rows, running things on them takes a long time. You can test on a subset of that and then come bakc to the full dataframe once you are more sure that it works.\n",
+ "\n",
+ "To do this we can use python slices in combination with the dataframe's `.loc` property."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [],
+ "source": [
+ "ss = penalty_data.loc[:5]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's say you want to apply a function to each row in a dataframe, and save the result as a new column in the dataframe. This is where `apply` come in handy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+ " if __name__ == '__main__':\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " SPEED_CAMERA_IND | \n",
+ " SEATBELT_IND | \n",
+ " MOBILE_PHONE_IND | \n",
+ " PARKING_IND | \n",
+ " CINS_IND | \n",
+ " FOOD_IND | \n",
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+ " NaN | \n",
+ " 78 | \n",
+ " 20670 | \n",
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+ "
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+ " \n",
+ "
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+ "
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+ "
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+ ],
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+ "1 2011-2012 2011-07-01 8469 \n",
+ "\n",
+ " OFFENCE_DESC LEGISLATION \\\n",
+ "0 Proceed through red traffic light - Camera Det... ROAD RULES 2008 \n",
+ "1 Stop on/near marked foot crossing ROAD RULES 2008 \n",
+ "\n",
+ " SECTION_CLAUSE FACE_VALUE CAMERA_IND CAMERA_TYPE \\\n",
+ "0 59(1) 353 Y Red Light / Speed Camera \n",
+ "1 173(1) 265 NaN NaN \n",
+ "\n",
+ " LOCATION_CODE ... SPEED_CAMERA_IND SEATBELT_IND MOBILE_PHONE_IND \\\n",
+ "0 7163.0 ... NaN NaN NaN \n",
+ "1 NaN ... NaN NaN NaN \n",
+ "\n",
+ " PARKING_IND CINS_IND FOOD_IND BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \\\n",
+ "0 NaN NaN NaN NaN 46 16238 \n",
+ "1 Y NaN NaN NaN 78 20670 \n",
+ "\n",
+ " day \n",
+ "0 1 \n",
+ "1 1 \n",
+ "\n",
+ "[2 rows x 26 columns]"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ss[\"day\"] = ss.apply(lambda x: x.OFFENCE_MONTH.day, axis=1)\n",
+ "ss.head(1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "Above is equivalent to below, it's up to you to decide what is more readable."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:4: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
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+ "
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+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " SPEED_CAMERA_IND | \n",
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+ " FOOD_IND | \n",
+ " BICYCLE_TOY_ETC_IND | \n",
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+ "0 Proceed through red traffic light - Camera Det... ROAD RULES 2008 \n",
+ "\n",
+ " SECTION_CLAUSE FACE_VALUE CAMERA_IND CAMERA_TYPE \\\n",
+ "0 59(1) 353 Y Red Light / Speed Camera \n",
+ "\n",
+ " LOCATION_CODE ... SPEED_CAMERA_IND SEATBELT_IND MOBILE_PHONE_IND \\\n",
+ "0 7163.0 ... NaN NaN NaN \n",
+ "\n",
+ " PARKING_IND CINS_IND FOOD_IND BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \\\n",
+ "0 NaN NaN NaN NaN 46 16238 \n",
+ "\n",
+ " day \n",
+ "0 1 \n",
+ "\n",
+ "[1 rows x 26 columns]"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def my_f(x):\n",
+ " return x.day\n",
+ "\n",
+ "ss[\"day\"] = ss.apply(my_f, axis=1)\n",
+ "ss.head(1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "How do we tell the computer to treat _facade_ and _fašade_ the same? What about _University of new south wales_, _University of New South Wales_, _University of NSW_, _UNSW_, _New-south_?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "## The answer is _folding_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "_(This is a \"pattern\")_"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "uni of stairs\n",
+ "Ben Doherty\n"
+ ]
+ }
+ ],
+ "source": [
+ "def fold(given):\n",
+ " \"\"\"Return canonical versions of inputs.\"\"\"\n",
+ " \n",
+ " # Use canonical variables so that you can define once, use many times.\n",
+ " UNSW_canonical = \"uni of stairs\"\n",
+ " ben_name_cannonical = \"Ben Doherty\"\n",
+ "\n",
+ " # dictionary of input:output pairs\n",
+ " folds = {\n",
+ " \"University of new south wales\": UNSW_canonical,\n",
+ " \"University of New South Wales\": UNSW_canonical,\n",
+ " \"University of NSW\": UNSW_canonical,\n",
+ " \"UNSW\": UNSW_canonical,\n",
+ " \"New-south\": UNSW_canonical,\n",
+ " \"BDoh\": ben_name_cannonical,\n",
+ " \"Benny\": ben_name_cannonical,\n",
+ " \"Mr Dockerty\": ben_name_cannonical,\n",
+ " \"Oi, Dickehead!\": ben_name_cannonical\n",
+ " }\n",
+ "\n",
+ " return folds[given] # needs a defensive part, but ommited for clarity.\n",
+ "\n",
+ "print fold(\"New-south\")\n",
+ "print fold(\"BDoh\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# _fin_"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/week6/Melbourne_AirBnB.ipynb b/week6/Melbourne_AirBnB.ipynb
new file mode 100644
index 00000000..f8d5b4dd
--- /dev/null
+++ b/week6/Melbourne_AirBnB.ipynb
@@ -0,0 +1,2251 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Open Data Project\n",
+ "\n",
+ "## Airbnb listings in Melbourne"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "by Cathy Vu_z5061877\n",
+ "github: cathyvu"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "The data I am discussing about today is sourced from the site Inside Airbnb. Which is a project primarily brought to us by Murray Cox; she conceived the project, then sourced the data from the publicly available information that is already provided by the Airbnb listings, proceeded to analyse it and then built the site.\n",
+ "\n",
+ "The data presented is a snapshot of Melbourne’s listings on the 3rd of April, 2017. \n",
+ "\n",
+ "I personally chose to look into Melbourne’s listings as it is the city that many of my friends and I visit the most frequently, so getting a closer look at the listings available would hopefully aid me in planning future trips such as the one for Transmission."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Generic library imports to get us started!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "plt.rcParams['figure.figsize'] = (15, 5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "saved_style_state = matplotlib.rcParams.copy() #give us a style state to go back to"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Importing the Data Set from Inside Airbnb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "loading data set from file\n",
+ "Completed!\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Loading dataset of AirBnB\n",
+ "if os.path.isfile(\"melb_listings.csv\"):\n",
+ " filepath = \"melb_listings.csv\"\n",
+ " print \"loading data set from file\"\n",
+ "else:\n",
+ " filepath = \"http://data.insideairbnb.com/australia/vic/melbourne/2017-04-03/visualisations/listings.csv\"\n",
+ " print \"loading data set from the internet\"\n",
+ "\n",
+ "melb_listings = pd.read_csv(filepath)\n",
+ "print \"Completed!\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## A Summary of the data: The first 5 rows of Melbourne's Airbnb listings"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " id | \n",
+ " name | \n",
+ " host_id | \n",
+ " host_name | \n",
+ " neighbourhood_group | \n",
+ " neighbourhood | \n",
+ " latitude | \n",
+ " longitude | \n",
+ " room_type | \n",
+ " price | \n",
+ " minimum_nights | \n",
+ " number_of_reviews | \n",
+ " last_review | \n",
+ " reviews_per_month | \n",
+ " calculated_host_listings_count | \n",
+ " availability_365 | \n",
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+ " 145.146512 | \n",
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+ " NaN | \n",
+ " 1 | \n",
+ " 172 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " id name host_id host_name neighbourhood_group \\\n",
+ "0 17948917 Separate 123157430 Eee NaN \n",
+ "1 17816991 lge large 121801678 Ugarte NaN \n",
+ "2 4287875 small and comfy . 22260925 Melroy NaN \n",
+ "3 17797801 study 121617802 Strickland NaN \n",
+ "4 17797773 master bedroom 121617550 Choi NaN \n",
+ "\n",
+ " neighbourhood latitude longitude room_type price \\\n",
+ "0 Greater Dandenong -37.949196 145.151698 Private room 50 \n",
+ "1 Greater Dandenong -37.950484 145.148574 Private room 100 \n",
+ "2 Greater Dandenong -37.983177 145.171931 Private room 50 \n",
+ "3 Greater Dandenong -37.944460 145.152215 Private room 98 \n",
+ "4 Greater Dandenong -37.950239 145.146512 Private room 100 \n",
+ "\n",
+ " minimum_nights number_of_reviews last_review reviews_per_month \\\n",
+ "0 1 0 NaN NaN \n",
+ "1 1 0 NaN NaN \n",
+ "2 2 33 2017-02-28 1.11 \n",
+ "3 1 0 NaN NaN \n",
+ "4 1 0 NaN NaN \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "0 1 178 \n",
+ "1 1 364 \n",
+ "2 1 333 \n",
+ "3 1 364 \n",
+ "4 1 172 "
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#Getting the top 5 rows of data\n",
+ "melb_listings.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(14305, 16)"
+ ]
+ },
+ "execution_count": 130,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "melb_listings.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "The overall size of the entire data set consists of 14306 rows, and 16 columns.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "So essentially 14306 listings all up! Though if you remember, this data is merely a snapshot. Some listings could have since been deleted or some could have been added."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index([u'id', u'name', u'host_id', u'host_name', u'neighbourhood_group',\n",
+ " u'neighbourhood', u'latitude', u'longitude', u'room_type', u'price',\n",
+ " u'minimum_nights', u'number_of_reviews', u'last_review',\n",
+ " u'reviews_per_month', u'calculated_host_listings_count',\n",
+ " u'availability_365'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 131,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "melb_listings.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "The 16 columns consist of those shown above."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "And that's the Airbnb individual ID, room name/description, host ID, host name or names, the latitudinal and longitudinal co-ordinates which then gives us the neighbourhood group which is basically the neighbourhood.\n",
+ "Then there's the room type which varies between an entire home or apartment, a private room, or a shared room.\n",
+ "Followed by its price per night in AUD, minimum nights per stay, total number of reviews for the listing, the date of the last review, an average amount of reviews per month, calculated host listings count (which can show us whether or not the host is running a business with multiple listings or not), and finally the rooms availability throughout the year!\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## With this data, you can ask fundamental questions about Airbnb"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "### Such as the amount of listings within each neighbourhood"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 132,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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1nPrTSVVKkiRJkrQ0jNLS+EbgR8BfVNXPJ1QfSZIkSdISMso9jXcFPmDAKEmS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\n+s6EyrtdkrtV1bkASbYBJnlCeUySvwM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ieioiJbVX7yrgFbYXr2h7SWIC8TmMHpjXqumv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\niYhyXmP7wQ5sPhN4NqNTjM9o2caUVDVM2kfRhP7NRM/Xb9m+pwOb+wD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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Creating a bar graph with the data\n",
+ "melb_listings[\"neighbourhood\"].value_counts().plot(kind=\"bar\", facecolor='#5FC0CE')\n",
+ "#Colour generated from http://colorschemedesigner.com/\n",
+ "plt.title(\"Amount of Listings vs. Neighbourhoods\", fontsize=24)\n",
+ "plt.xlabel(\"Neighbourhoods\", fontsize=18)\n",
+ "plt.ylabel(\"Amount of Listings\", fontsize=18)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "This kind of information is useful for analysing how Airbnb is being used in comparison to the residential housing market. And from the bar graph shown, we can see the normal distribution of Melbourne's listings between all neighbourhoods.\n",
+ "Whereby the amount of properties available are primarily located in the heart of Melbourne; the CBD. From this, we can conclude that it is due to the large supply and demand of both travelers and locals wishing to be as close to the city as possible for its bountiful facilities and services such as the free tram program."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Listings for the Greater Dandenong suburb only"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " id | \n",
+ " name | \n",
+ " host_id | \n",
+ " host_name | \n",
+ " neighbourhood_group | \n",
+ " neighbourhood | \n",
+ " latitude | \n",
+ " longitude | \n",
+ " room_type | \n",
+ " price | \n",
+ " minimum_nights | \n",
+ " number_of_reviews | \n",
+ " last_review | \n",
+ " reviews_per_month | \n",
+ " calculated_host_listings_count | \n",
+ " availability_365 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 17948917 | \n",
+ " Separate | \n",
+ " 123157430 | \n",
+ " Eee | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.949196 | \n",
+ " 145.151698 | \n",
+ " Private room | \n",
+ " 50 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 178 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 17816991 | \n",
+ " lge large | \n",
+ " 121801678 | \n",
+ " Ugarte | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.950484 | \n",
+ " 145.148574 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 364 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 4287875 | \n",
+ " small and comfy . | \n",
+ " 22260925 | \n",
+ " Melroy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.983177 | \n",
+ " 145.171931 | \n",
+ " Private room | \n",
+ " 50 | \n",
+ " 2 | \n",
+ " 33 | \n",
+ " 2017-02-28 | \n",
+ " 1.11 | \n",
+ " 1 | \n",
+ " 333 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 17797801 | \n",
+ " study | \n",
+ " 121617802 | \n",
+ " Strickland | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.944460 | \n",
+ " 145.152215 | \n",
+ " Private room | \n",
+ " 98 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 364 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 17797773 | \n",
+ " master bedroom | \n",
+ " 121617550 | \n",
+ " Choi | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.950239 | \n",
+ " 145.146512 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 172 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 17547269 | \n",
+ " Hotel in Dandenong | \n",
+ " 68813725 | \n",
+ " Ivy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.976183 | \n",
+ " 145.207178 | \n",
+ " Private room | \n",
+ " 125 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 10927751 | \n",
+ " Room for rent noble park | \n",
+ " 365556 | \n",
+ " Rebecca | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969667 | \n",
+ " 145.172255 | \n",
+ " Private room | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 10127951 | \n",
+ " Insaa Apartments Dandenong - 3BR Townhouse | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.991689 | \n",
+ " 145.203059 | \n",
+ " Entire home/apt | \n",
+ " 248 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 2016-12-16 | \n",
+ " 0.28 | \n",
+ " 5 | \n",
+ " 360 | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " 9374434 | \n",
+ " A room with a double bed! | \n",
+ " 48639316 | \n",
+ " Cameron | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.958970 | \n",
+ " 145.145906 | \n",
+ " Private room | \n",
+ " 39 | \n",
+ " 2 | \n",
+ " 5 | \n",
+ " 2017-03-30 | \n",
+ " 0.63 | \n",
+ " 1 | \n",
+ " 203 | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " 14600160 | \n",
+ " 湿地旁的橄榄树之家 The olive tree house | \n",
+ " 60302994 | \n",
+ " Tao | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.003565 | \n",
+ " 145.155980 | \n",
+ " Entire home/apt | \n",
+ " 218 | \n",
+ " 1 | \n",
+ " 33 | \n",
+ " 2017-03-12 | \n",
+ " 4.74 | \n",
+ " 1 | \n",
+ " 127 | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " 3856909 | \n",
+ " 4BR House-DANDENONG–PERFECT LOCAT'N | \n",
+ " 19896788 | \n",
+ " Mary | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.982467 | \n",
+ " 145.214488 | \n",
+ " Entire home/apt | \n",
+ " 132 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 105 | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " 9245788 | \n",
+ " Cosy bed room with private washroom | \n",
+ " 48048221 | \n",
+ " Malhaar | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.967490 | \n",
+ " 145.168888 | \n",
+ " Private room | \n",
+ " 45 | \n",
+ " 1 | \n",
+ " 24 | \n",
+ " 2017-03-24 | \n",
+ " 1.56 | \n",
+ " 1 | \n",
+ " 351 | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " 12501251 | \n",
+ " Private bedroom Double Bed | \n",
+ " 67654086 | \n",
+ " Cris | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.946927 | \n",
+ " 145.145450 | \n",
+ " Private room | \n",
+ " 35 | \n",
+ " 2 | \n",
+ " 8 | \n",
+ " 2017-03-18 | \n",
+ " 0.90 | \n",
+ " 2 | \n",
+ " 147 | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " 16073615 | \n",
+ " Queen bedroom in Springvale with free wifi | \n",
+ " 97858591 | \n",
+ " Swan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951066 | \n",
+ " 145.142706 | \n",
+ " Private room | \n",
+ " 68 | \n",
+ " 2 | \n",
+ " 2 | \n",
+ " 2017-02-27 | \n",
+ " 1.36 | \n",
+ " 3 | \n",
+ " 324 | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " 16461750 | \n",
+ " Big sunny queen size bed + single bed room for... | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.997542 | \n",
+ " 145.149134 | \n",
+ " Private room | \n",
+ " 41 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 2017-03-23 | \n",
+ " 1.53 | \n",
+ " 5 | \n",
+ " 267 | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " 3221228 | \n",
+ " Spacious room - CBD 30m by metro | \n",
+ " 2359587 | \n",
+ " Paul | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.961968 | \n",
+ " 145.162627 | \n",
+ " Private room | \n",
+ " 35 | \n",
+ " 15 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " 6561521 | \n",
+ " Melbourne Garden Hostel Room1 | \n",
+ " 34310230 | \n",
+ " Karen | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.942196 | \n",
+ " 145.144605 | \n",
+ " Shared room | \n",
+ " 39 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-03-02 | \n",
+ " 0.28 | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " 10531333 | \n",
+ " i am friendly | \n",
+ " 54307006 | \n",
+ " Beatriz | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.999524 | \n",
+ " 145.177937 | \n",
+ " Entire home/apt | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " 6559957 | \n",
+ " Melbourne Garden Hostel Room2 | \n",
+ " 34310230 | \n",
+ " Karen | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.941005 | \n",
+ " 145.145696 | \n",
+ " Shared room | \n",
+ " 20 | \n",
+ " 1 | \n",
+ " 7 | \n",
+ " 2017-02-16 | \n",
+ " 0.38 | \n",
+ " 4 | \n",
+ " 350 | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " 17834431 | \n",
+ " The view is very beautiful | \n",
+ " 121978021 | \n",
+ " Gyg | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.977062 | \n",
+ " 145.209971 | \n",
+ " Private room | \n",
+ " 98 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 20 | \n",
+ " 11148934 | \n",
+ " Tuscan Villa in amazing views. | \n",
+ " 57964239 | \n",
+ " Dominic Pappalardo | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.952764 | \n",
+ " 145.227037 | \n",
+ " Private room | \n",
+ " 75 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 21 | \n",
+ " 12988604 | \n",
+ " A Third Floor Apartment Close to Amenities | \n",
+ " 64704997 | \n",
+ " Olga | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.956325 | \n",
+ " 145.181973 | \n",
+ " Entire home/apt | \n",
+ " 90 | \n",
+ " 7 | \n",
+ " 2 | \n",
+ " 2017-01-23 | \n",
+ " 0.31 | \n",
+ " 1 | \n",
+ " 15 | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " 13033196 | \n",
+ " 2nd bedroom in large modern home. | \n",
+ " 33329279 | \n",
+ " Myrna | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969823 | \n",
+ " 145.209711 | \n",
+ " Private room | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 8 | \n",
+ " 2017-03-05 | \n",
+ " 1.20 | \n",
+ " 2 | \n",
+ " 355 | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " 7468159 | \n",
+ " Insaa Apartments Dandenong - 4BR Townhouse | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.992599 | \n",
+ " 145.205270 | \n",
+ " Entire home/apt | \n",
+ " 298 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 5 | \n",
+ " 316 | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " 14269674 | \n",
+ " 1 rooms has ensuite. 2 rooms share b/room.new ... | \n",
+ " 2558544 | \n",
+ " Justine | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.014530 | \n",
+ " 145.202323 | \n",
+ " Private room | \n",
+ " 39 | \n",
+ " 5 | \n",
+ " 1 | \n",
+ " 2016-09-20 | \n",
+ " 0.15 | \n",
+ " 1 | \n",
+ " 342 | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " 10239227 | \n",
+ " Cosy Room No.3 in Quiet Court | \n",
+ " 50855053 | \n",
+ " Bob | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.945757 | \n",
+ " 145.192631 | \n",
+ " Private room | \n",
+ " 55 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-02-19 | \n",
+ " 0.45 | \n",
+ " 4 | \n",
+ " 331 | \n",
+ "
\n",
+ " \n",
+ " 26 | \n",
+ " 690762 | \n",
+ " Room To Let Next to Chilsom Tafe | \n",
+ " 3529788 | \n",
+ " Thomas | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.974134 | \n",
+ " 145.219546 | \n",
+ " Private room | \n",
+ " 80 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2014-03-01 | \n",
+ " 0.03 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 27 | \n",
+ " 17547377 | \n",
+ " Hotel in Dandenong | \n",
+ " 68813725 | \n",
+ " Ivy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.977851 | \n",
+ " 145.205558 | \n",
+ " Private room | \n",
+ " 140 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " 7095182 | \n",
+ " New Executive Apartment furnished | \n",
+ " 6460810 | \n",
+ " Deborah | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.985800 | \n",
+ " 145.222053 | \n",
+ " Entire home/apt | \n",
+ " 145 | \n",
+ " 2 | \n",
+ " 37 | \n",
+ " 2017-03-30 | \n",
+ " 2.40 | \n",
+ " 2 | \n",
+ " 324 | \n",
+ "
\n",
+ " \n",
+ " 29 | \n",
+ " 11093948 | \n",
+ " Chinese style master bedroom | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951441 | \n",
+ " 145.176522 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 2 | \n",
+ " 10 | \n",
+ " 2017-02-20 | \n",
+ " 0.83 | \n",
+ " 5 | \n",
+ " 336 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " 11763524 | \n",
+ " Charming single room | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951800 | \n",
+ " 145.178036 | \n",
+ " Private room | \n",
+ " 30 | \n",
+ " 2 | \n",
+ " 32 | \n",
+ " 2017-03-25 | \n",
+ " 2.54 | \n",
+ " 5 | \n",
+ " 347 | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " 11762629 | \n",
+ " Amazing double bedroom | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.953545 | \n",
+ " 145.178254 | \n",
+ " Private room | \n",
+ " 45 | \n",
+ " 2 | \n",
+ " 16 | \n",
+ " 2017-03-22 | \n",
+ " 1.27 | \n",
+ " 5 | \n",
+ " 338 | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " 9665733 | \n",
+ " Simple Family House | \n",
+ " 49773227 | \n",
+ " Niroj | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.967619 | \n",
+ " 145.185518 | \n",
+ " Entire home/apt | \n",
+ " 90 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " 12045772 | \n",
+ " Female only. walk to station 3 min | \n",
+ " 55625498 | \n",
+ " Dan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969695 | \n",
+ " 145.174820 | \n",
+ " Private room | \n",
+ " 31 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 2017-03-27 | \n",
+ " 1.00 | \n",
+ " 3 | \n",
+ " 170 | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " 16399867 | \n",
+ " 4bedrooms for up to 14 guests | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.996141 | \n",
+ " 145.150416 | \n",
+ " Private room | \n",
+ " 79 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2017-01-02 | \n",
+ " 0.32 | \n",
+ " 5 | \n",
+ " 357 | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " 17659381 | \n",
+ " Newly renovated, spacious, comfy like home | \n",
+ " 120139961 | \n",
+ " Donna | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.965432 | \n",
+ " 145.145385 | \n",
+ " Entire home/apt | \n",
+ " 94 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 165 | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " 10616480 | \n",
+ " Large family home in quiet area. | \n",
+ " 33329279 | \n",
+ " Myrna | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.970012 | \n",
+ " 145.211618 | \n",
+ " Private room | \n",
+ " 60 | \n",
+ " 1 | \n",
+ " 11 | \n",
+ " 2016-11-29 | \n",
+ " 0.80 | \n",
+ " 2 | \n",
+ " 346 | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " 15345802 | \n",
+ " Master bedroom/ensuite in Springvale free wifi | \n",
+ " 97858591 | \n",
+ " Swan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951760 | \n",
+ " 145.142177 | \n",
+ " Private room | \n",
+ " 79 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 2017-03-30 | \n",
+ " 0.61 | \n",
+ " 3 | \n",
+ " 140 | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " 8748739 | \n",
+ " Fully furnished 1BB in Mel SE | \n",
+ " 41051832 | \n",
+ " Anu | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.963277 | \n",
+ " 145.184227 | \n",
+ " Private room | \n",
+ " 46 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-03-13 | \n",
+ " 0.47 | \n",
+ " 1 | \n",
+ " 343 | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " 11303220 | \n",
+ " Jolong Park Club House | \n",
+ " 59071825 | \n",
+ " Sisly | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.043218 | \n",
+ " 145.151599 | \n",
+ " Entire home/apt | \n",
+ " 2500 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 53 | \n",
+ " 11763442 | \n",
+ " Spacious double bedroom | \n",
+ " 20584468 | \n",
+ " Dorothy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.953217 | \n",
+ " 145.178493 | \n",
+ " Private room | \n",
+ " 149 | \n",
+ " 2 | \n",
+ " 8 | \n",
+ " 2016-09-27 | \n",
+ " 0.64 | \n",
+ " 5 | \n",
+ " 277 | \n",
+ "
\n",
+ " \n",
+ " 54 | \n",
+ " 753220 | \n",
+ " Furnished Bedroom in the Suburbs | \n",
+ " 3961962 | \n",
+ " Kuldeep | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.959625 | \n",
+ " 145.176813 | \n",
+ " Private room | \n",
+ " 75 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 55 | \n",
+ " 12992391 | \n",
+ " Brandnew clean cozy master room with own ensuite | \n",
+ " 46687156 | \n",
+ " Jenny | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.964862 | \n",
+ " 145.163775 | \n",
+ " Private room | \n",
+ " 48 | \n",
+ " 1 | \n",
+ " 20 | \n",
+ " 2017-03-18 | \n",
+ " 2.01 | \n",
+ " 1 | \n",
+ " 50 | \n",
+ "
\n",
+ " \n",
+ " 56 | \n",
+ " 14766827 | \n",
+ " Great Room with Comfortable bed. | \n",
+ " 92106729 | \n",
+ " Zubin | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.988598 | \n",
+ " 145.172359 | \n",
+ " Private room | \n",
+ " 180 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 57 | \n",
+ " 17816898 | \n",
+ " apartments | \n",
+ " 121801080 | \n",
+ " Otoole | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.949837 | \n",
+ " 145.151553 | \n",
+ " Private room | \n",
+ " 100 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 180 | \n",
+ "
\n",
+ " \n",
+ " 58 | \n",
+ " 13722058 | \n",
+ " Large bedroom with KING SIZE BED and heating | \n",
+ " 67654086 | \n",
+ " Cris | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.947740 | \n",
+ " 145.145451 | \n",
+ " Private room | \n",
+ " 41 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 2 | \n",
+ " 358 | \n",
+ "
\n",
+ " \n",
+ " 59 | \n",
+ " 16440182 | \n",
+ " Classic and romatic queen bed room near wetland | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.997304 | \n",
+ " 145.149970 | \n",
+ " Private room | \n",
+ " 38 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2017-02-13 | \n",
+ " 0.60 | \n",
+ " 5 | \n",
+ " 355 | \n",
+ "
\n",
+ " \n",
+ " 60 | \n",
+ " 8412000 | \n",
+ " Insaa Apartments Dandenong - 3BR townhouse | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.992269 | \n",
+ " 145.202854 | \n",
+ " Entire home/apt | \n",
+ " 248 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 5 | \n",
+ " 356 | \n",
+ "
\n",
+ " \n",
+ " 61 | \n",
+ " 15260363 | \n",
+ " Luxury house in the keys | \n",
+ " 47934920 | \n",
+ " Yiqian | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -38.005548 | \n",
+ " 145.145677 | \n",
+ " Private room | \n",
+ " 80 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 2017-02-20 | \n",
+ " 0.70 | \n",
+ " 4 | \n",
+ " 365 | \n",
+ "
\n",
+ " \n",
+ " 62 | \n",
+ " 9887196 | \n",
+ " Cosy Room No.1 in Quiet Court | \n",
+ " 50855053 | \n",
+ " Bob | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.946804 | \n",
+ " 145.194149 | \n",
+ " Private room | \n",
+ " 39 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 2017-01-23 | \n",
+ " 0.39 | \n",
+ " 4 | \n",
+ " 358 | \n",
+ "
\n",
+ " \n",
+ " 63 | \n",
+ " 16083734 | \n",
+ " Basic bedroom in Springvale with free wifi | \n",
+ " 97858591 | \n",
+ " Swan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.951569 | \n",
+ " 145.144081 | \n",
+ " Private room | \n",
+ " 56 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 2017-02-25 | \n",
+ " 0.97 | \n",
+ " 3 | \n",
+ " 133 | \n",
+ "
\n",
+ " \n",
+ " 64 | \n",
+ " 12276678 | \n",
+ " Spacious 2 bed flat with courtyard | \n",
+ " 8359534 | \n",
+ " Sussie | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.976979 | \n",
+ " 145.204680 | \n",
+ " Entire home/apt | \n",
+ " 100 | \n",
+ " 2 | \n",
+ " 14 | \n",
+ " 2017-03-20 | \n",
+ " 1.44 | \n",
+ " 1 | \n",
+ " 145 | \n",
+ "
\n",
+ " \n",
+ " 65 | \n",
+ " 12045613 | \n",
+ " Female only.步行火车站3分,附近超市24小时 | \n",
+ " 55625498 | \n",
+ " Dan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.969772 | \n",
+ " 145.176870 | \n",
+ " Private room | \n",
+ " 31 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2016-04-11 | \n",
+ " 0.08 | \n",
+ " 3 | \n",
+ " 166 | \n",
+ "
\n",
+ " \n",
+ " 66 | \n",
+ " 16501036 | \n",
+ " sunny room with genuine Leather queen bed | \n",
+ " 107285752 | \n",
+ " May | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.997209 | \n",
+ " 145.149771 | \n",
+ " Private room | \n",
+ " 52 | \n",
+ " 1 | \n",
+ " 7 | \n",
+ " 2017-03-23 | \n",
+ " 4.38 | \n",
+ " 5 | \n",
+ " 83 | \n",
+ "
\n",
+ " \n",
+ " 67 | \n",
+ " 10757824 | \n",
+ " Female only.交通便利,舒适,安静, | \n",
+ " 55625498 | \n",
+ " Dan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.970094 | \n",
+ " 145.175036 | \n",
+ " Private room | \n",
+ " 31 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2017-03-23 | \n",
+ " 1.00 | \n",
+ " 3 | \n",
+ " 170 | \n",
+ "
\n",
+ " \n",
+ " 68 | \n",
+ " 10195741 | \n",
+ " Dandenong | \n",
+ " 52373654 | \n",
+ " Rajinth Vergil | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.995404 | \n",
+ " 145.223156 | \n",
+ " Private room | \n",
+ " 69 | \n",
+ " 1 | \n",
+ " 4 | \n",
+ " 2017-03-04 | \n",
+ " 1.60 | \n",
+ " 1 | \n",
+ " 351 | \n",
+ "
\n",
+ " \n",
+ " 69 | \n",
+ " 14326294 | \n",
+ " Big room available with Queen Bed | \n",
+ " 87663648 | \n",
+ " Allan | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.952961 | \n",
+ " 145.175681 | \n",
+ " Private room | \n",
+ " 37 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 1 | \n",
+ " 276 | \n",
+ "
\n",
+ " \n",
+ " 70 | \n",
+ " 10127911 | \n",
+ " Insaa Apatrments Dandenong - 2BR Apartment | \n",
+ " 39093981 | \n",
+ " Don | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.993136 | \n",
+ " 145.203064 | \n",
+ " Entire home/apt | \n",
+ " 198 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2016-10-27 | \n",
+ " 0.19 | \n",
+ " 5 | \n",
+ " 361 | \n",
+ "
\n",
+ " \n",
+ " 71 | \n",
+ " 9537955 | \n",
+ " Melbourne garden hostel | \n",
+ " 34310230 | \n",
+ " Karen | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.942005 | \n",
+ " 145.145451 | \n",
+ " Shared room | \n",
+ " 20 | \n",
+ " 1 | \n",
+ " 13 | \n",
+ " 2017-03-17 | \n",
+ " 0.87 | \n",
+ " 4 | \n",
+ " 355 | \n",
+ "
\n",
+ " \n",
+ " 72 | \n",
+ " 12692275 | \n",
+ " Comfortable Bedroom with Bathroom | \n",
+ " 68813725 | \n",
+ " Ivy | \n",
+ " NaN | \n",
+ " Greater Dandenong | \n",
+ " -37.977441 | \n",
+ " 145.207162 | \n",
+ " Entire home/apt | \n",
+ " 110 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 4 | \n",
+ " 360 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
73 rows × 16 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name host_id \\\n",
+ "0 17948917 Separate 123157430 \n",
+ "1 17816991 lge large 121801678 \n",
+ "2 4287875 small and comfy . 22260925 \n",
+ "3 17797801 study 121617802 \n",
+ "4 17797773 master bedroom 121617550 \n",
+ "5 17547269 Hotel in Dandenong 68813725 \n",
+ "6 10927751 Room for rent noble park 365556 \n",
+ "7 10127951 Insaa Apartments Dandenong - 3BR Townhouse 39093981 \n",
+ "8 9374434 A room with a double bed! 48639316 \n",
+ "9 14600160 湿地旁的橄榄树之家 The olive tree house 60302994 \n",
+ "10 3856909 4BR House-DANDENONG–PERFECT LOCAT'N 19896788 \n",
+ "11 9245788 Cosy bed room with private washroom 48048221 \n",
+ "12 12501251 Private bedroom Double Bed 67654086 \n",
+ "13 16073615 Queen bedroom in Springvale with free wifi 97858591 \n",
+ "14 16461750 Big sunny queen size bed + single bed room for... 107285752 \n",
+ "15 3221228 Spacious room - CBD 30m by metro 2359587 \n",
+ "16 6561521 Melbourne Garden Hostel Room1 34310230 \n",
+ "17 10531333 i am friendly 54307006 \n",
+ "18 6559957 Melbourne Garden Hostel Room2 34310230 \n",
+ "19 17834431 The view is very beautiful 121978021 \n",
+ "20 11148934 Tuscan Villa in amazing views. 57964239 \n",
+ "21 12988604 A Third Floor Apartment Close to Amenities 64704997 \n",
+ "22 13033196 2nd bedroom in large modern home. 33329279 \n",
+ "23 7468159 Insaa Apartments Dandenong - 4BR Townhouse 39093981 \n",
+ "24 14269674 1 rooms has ensuite. 2 rooms share b/room.new ... 2558544 \n",
+ "25 10239227 Cosy Room No.3 in Quiet Court 50855053 \n",
+ "26 690762 Room To Let Next to Chilsom Tafe 3529788 \n",
+ "27 17547377 Hotel in Dandenong 68813725 \n",
+ "28 7095182 New Executive Apartment furnished 6460810 \n",
+ "29 11093948 Chinese style master bedroom 20584468 \n",
+ ".. ... ... ... \n",
+ "43 11763524 Charming single room 20584468 \n",
+ "44 11762629 Amazing double bedroom 20584468 \n",
+ "45 9665733 Simple Family House 49773227 \n",
+ "46 12045772 Female only. walk to station 3 min 55625498 \n",
+ "47 16399867 4bedrooms for up to 14 guests 107285752 \n",
+ "48 17659381 Newly renovated, spacious, comfy like home 120139961 \n",
+ "49 10616480 Large family home in quiet area. 33329279 \n",
+ "50 15345802 Master bedroom/ensuite in Springvale free wifi 97858591 \n",
+ "51 8748739 Fully furnished 1BB in Mel SE 41051832 \n",
+ "52 11303220 Jolong Park Club House 59071825 \n",
+ "53 11763442 Spacious double bedroom 20584468 \n",
+ "54 753220 Furnished Bedroom in the Suburbs 3961962 \n",
+ "55 12992391 Brandnew clean cozy master room with own ensuite 46687156 \n",
+ "56 14766827 Great Room with Comfortable bed. 92106729 \n",
+ "57 17816898 apartments 121801080 \n",
+ "58 13722058 Large bedroom with KING SIZE BED and heating 67654086 \n",
+ "59 16440182 Classic and romatic queen bed room near wetland 107285752 \n",
+ "60 8412000 Insaa Apartments Dandenong - 3BR townhouse 39093981 \n",
+ "61 15260363 Luxury house in the keys 47934920 \n",
+ "62 9887196 Cosy Room No.1 in Quiet Court 50855053 \n",
+ "63 16083734 Basic bedroom in Springvale with free wifi 97858591 \n",
+ "64 12276678 Spacious 2 bed flat with courtyard 8359534 \n",
+ "65 12045613 Female only.步行火车站3分,附近超市24小时 55625498 \n",
+ "66 16501036 sunny room with genuine Leather queen bed 107285752 \n",
+ "67 10757824 Female only.交通便利,舒适,安静, 55625498 \n",
+ "68 10195741 Dandenong 52373654 \n",
+ "69 14326294 Big room available with Queen Bed 87663648 \n",
+ "70 10127911 Insaa Apatrments Dandenong - 2BR Apartment 39093981 \n",
+ "71 9537955 Melbourne garden hostel 34310230 \n",
+ "72 12692275 Comfortable Bedroom with Bathroom 68813725 \n",
+ "\n",
+ " host_name neighbourhood_group neighbourhood latitude \\\n",
+ "0 Eee NaN Greater Dandenong -37.949196 \n",
+ "1 Ugarte NaN Greater Dandenong -37.950484 \n",
+ "2 Melroy NaN Greater Dandenong -37.983177 \n",
+ "3 Strickland NaN Greater Dandenong -37.944460 \n",
+ "4 Choi NaN Greater Dandenong -37.950239 \n",
+ "5 Ivy NaN Greater Dandenong -37.976183 \n",
+ "6 Rebecca NaN Greater Dandenong -37.969667 \n",
+ "7 Don NaN Greater Dandenong -37.991689 \n",
+ "8 Cameron NaN Greater Dandenong -37.958970 \n",
+ "9 Tao NaN Greater Dandenong -38.003565 \n",
+ "10 Mary NaN Greater Dandenong -37.982467 \n",
+ "11 Malhaar NaN Greater Dandenong -37.967490 \n",
+ "12 Cris NaN Greater Dandenong -37.946927 \n",
+ "13 Swan NaN Greater Dandenong -37.951066 \n",
+ "14 May NaN Greater Dandenong -37.997542 \n",
+ "15 Paul NaN Greater Dandenong -37.961968 \n",
+ "16 Karen NaN Greater Dandenong -37.942196 \n",
+ "17 Beatriz NaN Greater Dandenong -37.999524 \n",
+ "18 Karen NaN Greater Dandenong -37.941005 \n",
+ "19 Gyg NaN Greater Dandenong -37.977062 \n",
+ "20 Dominic Pappalardo NaN Greater Dandenong -37.952764 \n",
+ "21 Olga NaN Greater Dandenong -37.956325 \n",
+ "22 Myrna NaN Greater Dandenong -37.969823 \n",
+ "23 Don NaN Greater Dandenong -37.992599 \n",
+ "24 Justine NaN Greater Dandenong -38.014530 \n",
+ "25 Bob NaN Greater Dandenong -37.945757 \n",
+ "26 Thomas NaN Greater Dandenong -37.974134 \n",
+ "27 Ivy NaN Greater Dandenong -37.977851 \n",
+ "28 Deborah NaN Greater Dandenong -37.985800 \n",
+ "29 Dorothy NaN Greater Dandenong -37.951441 \n",
+ ".. ... ... ... ... \n",
+ "43 Dorothy NaN Greater Dandenong -37.951800 \n",
+ "44 Dorothy NaN Greater Dandenong -37.953545 \n",
+ "45 Niroj NaN Greater Dandenong -37.967619 \n",
+ "46 Dan NaN Greater Dandenong -37.969695 \n",
+ "47 May NaN Greater Dandenong -37.996141 \n",
+ "48 Donna NaN Greater Dandenong -37.965432 \n",
+ "49 Myrna NaN Greater Dandenong -37.970012 \n",
+ "50 Swan NaN Greater Dandenong -37.951760 \n",
+ "51 Anu NaN Greater Dandenong -37.963277 \n",
+ "52 Sisly NaN Greater Dandenong -38.043218 \n",
+ "53 Dorothy NaN Greater Dandenong -37.953217 \n",
+ "54 Kuldeep NaN Greater Dandenong -37.959625 \n",
+ "55 Jenny NaN Greater Dandenong -37.964862 \n",
+ "56 Zubin NaN Greater Dandenong -37.988598 \n",
+ "57 Otoole NaN Greater Dandenong -37.949837 \n",
+ "58 Cris NaN Greater Dandenong -37.947740 \n",
+ "59 May NaN Greater Dandenong -37.997304 \n",
+ "60 Don NaN Greater Dandenong -37.992269 \n",
+ "61 Yiqian NaN Greater Dandenong -38.005548 \n",
+ "62 Bob NaN Greater Dandenong -37.946804 \n",
+ "63 Swan NaN Greater Dandenong -37.951569 \n",
+ "64 Sussie NaN Greater Dandenong -37.976979 \n",
+ "65 Dan NaN Greater Dandenong -37.969772 \n",
+ "66 May NaN Greater Dandenong -37.997209 \n",
+ "67 Dan NaN Greater Dandenong -37.970094 \n",
+ "68 Rajinth Vergil NaN Greater Dandenong -37.995404 \n",
+ "69 Allan NaN Greater Dandenong -37.952961 \n",
+ "70 Don NaN Greater Dandenong -37.993136 \n",
+ "71 Karen NaN Greater Dandenong -37.942005 \n",
+ "72 Ivy NaN Greater Dandenong -37.977441 \n",
+ "\n",
+ " longitude room_type price minimum_nights number_of_reviews \\\n",
+ "0 145.151698 Private room 50 1 0 \n",
+ "1 145.148574 Private room 100 1 0 \n",
+ "2 145.171931 Private room 50 2 33 \n",
+ "3 145.152215 Private room 98 1 0 \n",
+ "4 145.146512 Private room 100 1 0 \n",
+ "5 145.207178 Private room 125 1 0 \n",
+ "6 145.172255 Private room 60 1 0 \n",
+ "7 145.203059 Entire home/apt 248 3 1 \n",
+ "8 145.145906 Private room 39 2 5 \n",
+ "9 145.155980 Entire home/apt 218 1 33 \n",
+ "10 145.214488 Entire home/apt 132 2 0 \n",
+ "11 145.168888 Private room 45 1 24 \n",
+ "12 145.145450 Private room 35 2 8 \n",
+ "13 145.142706 Private room 68 2 2 \n",
+ "14 145.149134 Private room 41 1 3 \n",
+ "15 145.162627 Private room 35 15 0 \n",
+ "16 145.144605 Shared room 39 1 6 \n",
+ "17 145.177937 Entire home/apt 60 1 0 \n",
+ "18 145.145696 Shared room 20 1 7 \n",
+ "19 145.209971 Private room 98 1 0 \n",
+ "20 145.227037 Private room 75 1 0 \n",
+ "21 145.181973 Entire home/apt 90 7 2 \n",
+ "22 145.209711 Private room 60 1 8 \n",
+ "23 145.205270 Entire home/apt 298 3 0 \n",
+ "24 145.202323 Private room 39 5 1 \n",
+ "25 145.192631 Private room 55 1 6 \n",
+ "26 145.219546 Private room 80 1 1 \n",
+ "27 145.205558 Private room 140 1 0 \n",
+ "28 145.222053 Entire home/apt 145 2 37 \n",
+ "29 145.176522 Private room 100 2 10 \n",
+ ".. ... ... ... ... ... \n",
+ "43 145.178036 Private room 30 2 32 \n",
+ "44 145.178254 Private room 45 2 16 \n",
+ "45 145.185518 Entire home/apt 90 1 0 \n",
+ "46 145.174820 Private room 31 2 1 \n",
+ "47 145.150416 Private room 79 1 1 \n",
+ "48 145.145385 Entire home/apt 94 2 0 \n",
+ "49 145.211618 Private room 60 1 11 \n",
+ "50 145.142177 Private room 79 2 3 \n",
+ "51 145.184227 Private room 46 1 6 \n",
+ "52 145.151599 Entire home/apt 2500 1 0 \n",
+ "53 145.178493 Private room 149 2 8 \n",
+ "54 145.176813 Private room 75 1 0 \n",
+ "55 145.163775 Private room 48 1 20 \n",
+ "56 145.172359 Private room 180 1 0 \n",
+ "57 145.151553 Private room 100 1 0 \n",
+ "58 145.145451 Private room 41 3 0 \n",
+ "59 145.149970 Private room 38 1 1 \n",
+ "60 145.202854 Entire home/apt 248 3 0 \n",
+ "61 145.145677 Private room 80 3 1 \n",
+ "62 145.194149 Private room 39 1 6 \n",
+ "63 145.144081 Private room 56 2 3 \n",
+ "64 145.204680 Entire home/apt 100 2 14 \n",
+ "65 145.176870 Private room 31 1 1 \n",
+ "66 145.149771 Private room 52 1 7 \n",
+ "67 145.175036 Private room 31 1 1 \n",
+ "68 145.223156 Private room 69 1 4 \n",
+ "69 145.175681 Private room 37 1 0 \n",
+ "70 145.203064 Entire home/apt 198 1 1 \n",
+ "71 145.145451 Shared room 20 1 13 \n",
+ "72 145.207162 Entire home/apt 110 1 0 \n",
+ "\n",
+ " last_review reviews_per_month calculated_host_listings_count \\\n",
+ "0 NaN NaN 1 \n",
+ "1 NaN NaN 1 \n",
+ "2 2017-02-28 1.11 1 \n",
+ "3 NaN NaN 1 \n",
+ "4 NaN NaN 1 \n",
+ "5 NaN NaN 4 \n",
+ "6 NaN NaN 1 \n",
+ "7 2016-12-16 0.28 5 \n",
+ "8 2017-03-30 0.63 1 \n",
+ "9 2017-03-12 4.74 1 \n",
+ "10 NaN NaN 1 \n",
+ "11 2017-03-24 1.56 1 \n",
+ "12 2017-03-18 0.90 2 \n",
+ "13 2017-02-27 1.36 3 \n",
+ "14 2017-03-23 1.53 5 \n",
+ "15 NaN NaN 1 \n",
+ "16 2017-03-02 0.28 4 \n",
+ "17 NaN NaN 1 \n",
+ "18 2017-02-16 0.38 4 \n",
+ "19 NaN NaN 1 \n",
+ "20 NaN NaN 1 \n",
+ "21 2017-01-23 0.31 1 \n",
+ "22 2017-03-05 1.20 2 \n",
+ "23 NaN NaN 5 \n",
+ "24 2016-09-20 0.15 1 \n",
+ "25 2017-02-19 0.45 4 \n",
+ "26 2014-03-01 0.03 1 \n",
+ "27 NaN NaN 4 \n",
+ "28 2017-03-30 2.40 2 \n",
+ "29 2017-02-20 0.83 5 \n",
+ ".. ... ... ... \n",
+ "43 2017-03-25 2.54 5 \n",
+ "44 2017-03-22 1.27 5 \n",
+ "45 NaN NaN 1 \n",
+ "46 2017-03-27 1.00 3 \n",
+ "47 2017-01-02 0.32 5 \n",
+ "48 NaN NaN 1 \n",
+ "49 2016-11-29 0.80 2 \n",
+ "50 2017-03-30 0.61 3 \n",
+ "51 2017-03-13 0.47 1 \n",
+ "52 NaN NaN 1 \n",
+ "53 2016-09-27 0.64 5 \n",
+ "54 NaN NaN 1 \n",
+ "55 2017-03-18 2.01 1 \n",
+ "56 NaN NaN 1 \n",
+ "57 NaN NaN 1 \n",
+ "58 NaN NaN 2 \n",
+ "59 2017-02-13 0.60 5 \n",
+ "60 NaN NaN 5 \n",
+ "61 2017-02-20 0.70 4 \n",
+ "62 2017-01-23 0.39 4 \n",
+ "63 2017-02-25 0.97 3 \n",
+ "64 2017-03-20 1.44 1 \n",
+ "65 2016-04-11 0.08 3 \n",
+ "66 2017-03-23 4.38 5 \n",
+ "67 2017-03-23 1.00 3 \n",
+ "68 2017-03-04 1.60 1 \n",
+ "69 NaN NaN 1 \n",
+ "70 2016-10-27 0.19 5 \n",
+ "71 2017-03-17 0.87 4 \n",
+ "72 NaN NaN 4 \n",
+ "\n",
+ " availability_365 \n",
+ "0 178 \n",
+ "1 364 \n",
+ "2 333 \n",
+ "3 364 \n",
+ "4 172 \n",
+ "5 365 \n",
+ "6 365 \n",
+ "7 360 \n",
+ "8 203 \n",
+ "9 127 \n",
+ "10 105 \n",
+ "11 351 \n",
+ "12 147 \n",
+ "13 324 \n",
+ "14 267 \n",
+ "15 365 \n",
+ "16 365 \n",
+ "17 0 \n",
+ "18 350 \n",
+ "19 365 \n",
+ "20 365 \n",
+ "21 15 \n",
+ "22 355 \n",
+ "23 316 \n",
+ "24 342 \n",
+ "25 331 \n",
+ "26 0 \n",
+ "27 365 \n",
+ "28 324 \n",
+ "29 336 \n",
+ ".. ... \n",
+ "43 347 \n",
+ "44 338 \n",
+ "45 0 \n",
+ "46 170 \n",
+ "47 357 \n",
+ "48 165 \n",
+ "49 346 \n",
+ "50 140 \n",
+ "51 343 \n",
+ "52 365 \n",
+ "53 277 \n",
+ "54 365 \n",
+ "55 50 \n",
+ "56 365 \n",
+ "57 180 \n",
+ "58 358 \n",
+ "59 355 \n",
+ "60 356 \n",
+ "61 365 \n",
+ "62 358 \n",
+ "63 133 \n",
+ "64 145 \n",
+ "65 166 \n",
+ "66 83 \n",
+ "67 170 \n",
+ "68 351 \n",
+ "69 276 \n",
+ "70 361 \n",
+ "71 355 \n",
+ "72 360 \n",
+ "\n",
+ "[73 rows x 16 columns]"
+ ]
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "greater_dandenong = melb_listings.iloc[0:73]\n",
+ "greater_dandenong"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "Now if we look at just the listings available for the Dandenong region which is also a high tourist attraction area due to its exquisite landscape views, plentiful antique and knick knack stores, and a certain cafe themed after Agatha Christie's fictional character; Jane Marple. Which is appropriately named, Miss Marple's Tearoom - I do recommend everyone to pay it a visit if they get the chance! I 10/10 go there every time I swing by Melbourne.\n",
+ "\n",
+ "Continuing on, the Greater Dandenong neighbourhood has a total of 73 listings available."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 134,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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gnWrSNcCPMvPSrnn/DvzvEDHnAxtHxMrAcRHxtMy8uGeegylFJHPnzvWInyRJ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\n/fQrlFOwVqOc4nchpefRxzWM9z898S5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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Creating a bar graph with the above table\n",
+ "greater_dandenong[\"price\"].value_counts().plot(kind=\"bar\", facecolor='#5FC0CE')\n",
+ "#Colour generated from http://colorschemedesigner.com/\n",
+ "plt.title(\"Amount of Listings vs. Price\", fontsize=24)\n",
+ "plt.xlabel(\"Price per night in AUD\", fontsize=18)\n",
+ "plt.ylabel(\"Amount of Listings Available\", fontsize=18)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "And as shown in this bar graph, the most typical pricepoint for this area ranges from 39 to 100AUD. That's a totally reasonable budget for accommodation. But it can go up to 2.5k per night for an entire home (and obviously there’s a very minimal amount of listing at that price, i.e. only one)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {
+ "collapsed": false,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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8NFbQGNNgjPks9mjgl9jBqkzc8w9TOIWAiBxM8876Nuzl5H2NMcONN+gS9soViNupxHkE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\ngg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Creating a pie graph\n",
+ "#https://stackoverflow.com/questions/6170246/how-do-i-use-matplotlib-autopct/6170354#6170354\n",
+ "plt.figure(figsize=plt.figaspect(1))\n",
+ "room_type_values = [16, 54, 3] \n",
+ "room_types = ['Entire home/apt', 'Private room', 'Shared room'] \n",
+ "pie_colours = ['#3E94D1','#65A5D1','#0A64A4']\n",
+ "#Colours generated from http://colorschemedesigner.com/\n",
+ "def dandenong_pie(room_type_values):\n",
+ " def my_autopct(pct):\n",
+ " total = sum(room_type_values)\n",
+ " val=int((pct*total/100.0)+0.5)\n",
+ " return '{p:.2f}% ({v:d})'.format(p=pct,v=val)\n",
+ " return my_autopct\n",
+ "\n",
+ "plt.pie(room_type_values, labels=room_types, colors=pie_colours, autopct=make_autopct(room_type_values))\n",
+ "plt.title('Room types available in Greater Dandenong', fontsize=24)\n",
+ "plt.axis('equal', fontsize=18)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "Now regarding room types, there are only three available types on Airbnb’s listings. With the majority of over 70 percent being a private room which is usually a separate part of the house and so you’ll most likely be staying with the hosts during your visit. \n",
+ "If you’d very much rather an entire space to yourself however, they are slightly harder to come by, with only 16 available listings. And are most likely over 100AUD per night.\n",
+ "And as for a shared room… Those are just weird. I’m not down with sleeping with strangers in the same room. Luckily for me it only takes up 4 percent of the listings on Airbnb, and they are probably of the lower pricepoints of 20AUD ish."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "And in all honestly, that’s really all I ever look at when picking out accommodation.\n",
+ "And I’ve only really looked into 3 different variables of Inside Airbnb’s data set. I imagine you’d be looking at more or all of them if you were for example, thinking of becoming a host yourself."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## And that concludes my presentation!\n",
+ "#### Cathy Vu_z5061877\n",
+ "#### github: cathyvu"
+ ]
+ }
+ ],
+ "metadata": {
+ "celltoolbar": "Slideshow",
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/week6/basic_pandas.ipynb b/week6/basic_pandas.ipynb
new file mode 100644
index 00000000..95d5a729
--- /dev/null
+++ b/week6/basic_pandas.ipynb
@@ -0,0 +1,2551 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Pandas\n",
+ "\n",
+ "Messing about with the [NSW Penalty data](http://www.osr.nsw.gov.au/sites/default/files/file_manager/penalty_data_set_0.csv)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "`imports`, you've seen this before!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Some magic that tells jupyter to put graphs and things in the notebook instead of the default behaviour which is to save it as a file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "plt.rcParams['figure.figsize'] = (20, 10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "saved_style_state = matplotlib.rcParams.copy() #give us a style state to go back to"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's check to see if we've already downloaded the data. It's a big file, so we don't want to do it every time we run the code. Even just loading from file takes a few seconds!\n",
+ "\n",
+ "Pandas is pretty smart, it can get data from the internet just as easily as from the file system, it just takes a bit longer.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'os' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misfile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"penalty_data_set_0.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mfilepath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"penalty_data_set_0.csv\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0;34m\"loading from file\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mfilepath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"http://www.osr.nsw.gov.au/sites/default/files/file_manager/penalty_data_set_0.csv\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'os' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "if os.path.isfile(\"penalty_data_set_0.csv\"):\n",
+ " filepath = \"penalty_data_set_0.csv\"\n",
+ " print \"loading from file\"\n",
+ "else:\n",
+ " filepath = \"http://www.osr.nsw.gov.au/sites/default/files/file_manager/penalty_data_set_0.csv\"\n",
+ " print \"loading from the internet\"\n",
+ "\n",
+ "penalty_data = pd.read_csv(filepath)\n",
+ "print \"done\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " RED_LIGHT_CAMERA_IND | \n",
+ " SPEED_CAMERA_IND | \n",
+ " SEATBELT_IND | \n",
+ " MOBILE_PHONE_IND | \n",
+ " PARKING_IND | \n",
+ " CINS_IND | \n",
+ " FOOD_IND | \n",
+ " BICYCLE_TOY_ETC_IND | \n",
+ " TOTAL_NUMBER | \n",
+ " TOTAL_VALUE | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 74731 | \n",
+ " Proceed through red traffic light - Camera Det... | \n",
+ " ROAD RULES 2008 | \n",
+ " 59(1) | \n",
+ " 353 | \n",
+ " Y | \n",
+ " Red Light / Speed Camera | \n",
+ " 7163.0 | \n",
+ " ... | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 46 | \n",
+ " 16238 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 8469 | \n",
+ " Stop on/near marked foot crossing | \n",
+ " ROAD RULES 2008 | \n",
+ " 173(1) | \n",
+ " 265 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 20670 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 10247 | \n",
+ " Enter restricted area without offering ticket ... | \n",
+ " RAIL SAFETY (OFFENCES) REGULATION 2008 | \n",
+ " 10(1) | \n",
+ " 200 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 15600 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 6557 | \n",
+ " Own dog uncontrolled in public place-not dange... | \n",
+ " COMPANION ANIMALS ACT 1998 | \n",
+ " 13(2)(a) | \n",
+ " 220 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 352 | \n",
+ " 77440 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 2011-2012 | \n",
+ " 01/07/2011 | \n",
+ " 70624 | \n",
+ " Custody of knife in public place - first offence | \n",
+ " SUMMARY OFFENCES ACT 1988 | \n",
+ " 11C(1) | \n",
+ " 550 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 70 | \n",
+ " 38500 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 25 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " OFFENCE_FINYEAR OFFENCE_MONTH OFFENCE_CODE \\\n",
+ "0 2011-2012 01/07/2011 74731 \n",
+ "1 2011-2012 01/07/2011 8469 \n",
+ "2 2011-2012 01/07/2011 10247 \n",
+ "3 2011-2012 01/07/2011 6557 \n",
+ "4 2011-2012 01/07/2011 70624 \n",
+ "\n",
+ " OFFENCE_DESC \\\n",
+ "0 Proceed through red traffic light - Camera Det... \n",
+ "1 Stop on/near marked foot crossing \n",
+ "2 Enter restricted area without offering ticket ... \n",
+ "3 Own dog uncontrolled in public place-not dange... \n",
+ "4 Custody of knife in public place - first offence \n",
+ "\n",
+ " LEGISLATION SECTION_CLAUSE FACE_VALUE \\\n",
+ "0 ROAD RULES 2008 59(1) 353 \n",
+ "1 ROAD RULES 2008 173(1) 265 \n",
+ "2 RAIL SAFETY (OFFENCES) REGULATION 2008 10(1) 200 \n",
+ "3 COMPANION ANIMALS ACT 1998 13(2)(a) 220 \n",
+ "4 SUMMARY OFFENCES ACT 1988 11C(1) 550 \n",
+ "\n",
+ " CAMERA_IND CAMERA_TYPE LOCATION_CODE ... \\\n",
+ "0 Y Red Light / Speed Camera 7163.0 ... \n",
+ "1 NaN NaN NaN ... \n",
+ "2 NaN NaN NaN ... \n",
+ "3 NaN NaN NaN ... \n",
+ "4 NaN NaN NaN ... \n",
+ "\n",
+ " RED_LIGHT_CAMERA_IND SPEED_CAMERA_IND SEATBELT_IND MOBILE_PHONE_IND \\\n",
+ "0 Y NaN NaN NaN \n",
+ "1 NaN NaN NaN NaN \n",
+ "2 NaN NaN NaN NaN \n",
+ "3 NaN NaN NaN NaN \n",
+ "4 NaN NaN NaN NaN \n",
+ "\n",
+ " PARKING_IND CINS_IND FOOD_IND BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \n",
+ "0 NaN NaN NaN NaN 46 16238 \n",
+ "1 Y NaN NaN NaN 78 20670 \n",
+ "2 NaN NaN NaN NaN 78 15600 \n",
+ "3 NaN NaN NaN NaN 352 77440 \n",
+ "4 NaN NaN NaN NaN 70 38500 \n",
+ "\n",
+ "[5 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "`dataframe.head()` gives the top 5 rows, if it was `dataframe.head(3)` it would give the top 3 rows. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can also get the list of columns out of the data frame"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index([u'OFFENCE_FINYEAR', u'OFFENCE_MONTH', u'OFFENCE_CODE', u'OFFENCE_DESC',\n",
+ " u'LEGISLATION', u'SECTION_CLAUSE', u'FACE_VALUE', u'CAMERA_IND',\n",
+ " u'CAMERA_TYPE', u'LOCATION_CODE', u'LOCATION_DETAILS',\n",
+ " u'SCHOOL_ZONE_IND', u'SPEED_BAND', u'SPEED_IND', u'POINT_TO_POINT_IND',\n",
+ " u'RED_LIGHT_CAMERA_IND', u'SPEED_CAMERA_IND', u'SEATBELT_IND',\n",
+ " u'MOBILE_PHONE_IND', u'PARKING_IND', u'CINS_IND', u'FOOD_IND',\n",
+ " u'BICYCLE_TOY_ETC_IND', u'TOTAL_NUMBER', u'TOTAL_VALUE'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "This is useful for you when you are documenting your dataset, you can make each column a heading, and then describe that column's characteristics."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "You can't index a row directly, you need to use the iloc property.\n",
+ "\n",
+ "This gives us the row as a _Series_.\n",
+ "\n",
+ "↓"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "OFFENCE_FINYEAR 2011-2012\n",
+ "OFFENCE_MONTH 01/07/2011\n",
+ "OFFENCE_CODE 8469\n",
+ "OFFENCE_DESC Stop on/near marked foot crossing\n",
+ "LEGISLATION ROAD RULES 2008\n",
+ "SECTION_CLAUSE 173(1)\n",
+ "FACE_VALUE 265\n",
+ "CAMERA_IND NaN\n",
+ "CAMERA_TYPE NaN\n",
+ "LOCATION_CODE NaN\n",
+ "LOCATION_DETAILS NaN\n",
+ "SCHOOL_ZONE_IND NaN\n",
+ "SPEED_BAND NaN\n",
+ "SPEED_IND NaN\n",
+ "POINT_TO_POINT_IND NaN\n",
+ "RED_LIGHT_CAMERA_IND NaN\n",
+ "SPEED_CAMERA_IND NaN\n",
+ "SEATBELT_IND NaN\n",
+ "MOBILE_PHONE_IND NaN\n",
+ "PARKING_IND Y\n",
+ "CINS_IND NaN\n",
+ "FOOD_IND NaN\n",
+ "BICYCLE_TOY_ETC_IND NaN\n",
+ "TOTAL_NUMBER 78\n",
+ "TOTAL_VALUE 20670\n",
+ "Name: 1, dtype: object"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "row_one = penalty_data.iloc[1]\n",
+ "row_one"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "Series objects are _very_ similar to dictionaries. They have more properties though."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Stop on/near marked foot crossing'"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "row_one[\"OFFENCE_DESC\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Doing the same thing on a dataframe gives us the whole column"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 353\n",
+ "1 265\n",
+ "2 200\n",
+ "3 220\n",
+ "4 550\n",
+ "5 93\n",
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+ "7 463\n",
+ "8 88\n",
+ "9 371\n",
+ "10 130\n",
+ "11 1500\n",
+ "12 206\n",
+ "13 265\n",
+ "14 265\n",
+ "15 216\n",
+ "16 278\n",
+ "17 265\n",
+ "18 265\n",
+ "19 3000\n",
+ "20 677\n",
+ "21 353\n",
+ "22 853\n",
+ "23 1059\n",
+ "24 530\n",
+ "25 200\n",
+ "26 216\n",
+ "27 278\n",
+ "28 1915\n",
+ "29 216\n",
+ " ... \n",
+ "246275 109\n",
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+ "246286 2025\n",
+ "246287 506\n",
+ "246288 425\n",
+ "246289 100\n",
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+ "246291 415\n",
+ "246292 220\n",
+ "246293 2025\n",
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+ "246295 248\n",
+ "246296 265\n",
+ "246297 1270\n",
+ "246298 417\n",
+ "246299 200\n",
+ "246300 93\n",
+ "246301 112\n",
+ "246302 265\n",
+ "246303 112\n",
+ "246304 80\n",
+ "Name: FACE_VALUE, dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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1d3bmJES6M+htXT/27+eemxxwQH2M5Gc/a2f9XL16+MucbbH38Sc/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\nPeL1/PWvE9/75jfj95LzKpdemr7dF72o99qWW04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I13TXxZX8cCUdiLnSiFfB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\ny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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"].plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "If we do a simple `plot` on this column we get a pretty dense, but useless graph. It much better one would be a histogram."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "The problem we have now is that almost _all_ fines are less than $2000, but there's a very long tail that fills up the right of the graph."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's exclude all the values above $3000, and see what it looks like.\n",
+ "\n",
+ "We can do that with a nice feature of pandas, boolean indexing:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 3000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "That's pretty crazy/powerful, so let's see that happen a bit more clearly.\n",
+ "\n",
+ "We'll make our own series and call it `some_numbers`\n",
+ "\n",
+ "Let's give it the values 0-99 "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 0\n",
+ "1 1\n",
+ "2 2\n",
+ "3 3\n",
+ "4 4\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Note the capital S, I have no idea why they did that!\n",
+ "# but if you get an `AttributeError: 'module' object has no attribute 'series'` error...\n",
+ "# v\n",
+ "some_numbers = pd.Series(range(100))\n",
+ "some_numbers.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can use boolean indexing to get just the values that are less than 8"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 0\n",
+ "1 1\n",
+ "2 2\n",
+ "3 3\n",
+ "4 4\n",
+ "5 5\n",
+ "6 6\n",
+ "7 7\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "some_numbers[some_numbers < 8]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Or we can be fancy and get the numbers that are less than 4 _or_ more than 97:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 0\n",
+ "1 1\n",
+ "2 2\n",
+ "3 3\n",
+ "98 98\n",
+ "99 99\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "some_numbers[(some_numbers < 4) | (some_numbers > 97)] #this needs the round brackets,\n",
+ " # not really sure why."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can be _really fancy_ too!\n",
+ "\n",
+ "This needs to resolve to a list of booleans that matches the list of inputs. It's filtering only for values that are True.\n",
+ "\n",
+ "If we use a list comprehension then we can do almost anything we like!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[True, True, False, False, False, False, False, False, False, True, False, True, True, True, True, True, True, True, False, False, False, False, True, False, True, True, False, False, False, True, False, True, False, True, True, False, False, False, True, True, False]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "0 Dog\n",
+ "1 Goat\n",
+ "9 Donkey\n",
+ "11 Water buffalo\n",
+ "12 Western honey bee\n",
+ "13 dromedary camel\n",
+ "14 Horse\n",
+ "15 silkmoth\n",
+ "16 pigeon\n",
+ "17 goose\n",
+ "22 guineafowl\n",
+ "24 muscovy duck\n",
+ "25 Barbary dove\n",
+ "29 Goldfish\n",
+ "31 Koi\n",
+ "33 Society finch\n",
+ "34 Fancy mouse\n",
+ "38 red fox\n",
+ "39 hedgehog\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pets = [\"Dog\", \"Goat\", \"pig\", \"Sheep\", \"Cattle\", \"Zebu\", \"Cat\", \"Chicken\", \"Guinea pig\", \"Donkey\", \"duck\", \"Water buffalo\", \"Western honey bee\", \"dromedary camel\", \"Horse\", \n",
+ " \"silkmoth\", \"pigeon\", \"goose\", \"Yak\", \"Bactrian camel\", \"Llama\", \"Alpaca\", \"guineafowl\", \"Ferret\", \"muscovy duck\", \"Barbary dove\", \"Bali cattle\", \"Gayal\", \"turkey\", \"Goldfish\", \n",
+ " \"rabbit\", \"Koi\", \"canary\", \"Society finch\", \"Fancy mouse\", \"Siamese fighting fish\", \"Fancy rat and Lab rat\", \"mink\", \"red fox\", \"hedgehog\", \"Guppy\"]\n",
+ "\n",
+ "pets_series = pd.Series(pets)\n",
+ "pattern_of_bools = [\"o\" in x for x in pets_series]\n",
+ "print pattern_of_bools\n",
+ "\n",
+ "pets_series[pattern_of_bools]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "source": [
+ "_Note: the first `in` means a different thing to the second `in`. I was wondering if I should leave this out, but it's probably good to expose you to strange stuff!_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Anyway, back to our fines, it looks like we have a similar pattern of fines here, lots at the bottom end, not so many high value ones. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 3000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's see what's under $1000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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AsGQKGQAAAAAAgCW7pEKmqr6/qt5eVe+vqvdU1c9V1T/a\ntuapVXW8qjaq6q+q6g1V9enb1nxWVf1iVX2gqh6uqqNVddW2NV9eVfdX1aNV9X9X1TdfZJ5bq+rB\nqvrrqvqNqvriS9kPAAAAAADA5XCpz5D5siR3JPnSJF+Z5ClJ7q2qv7dlzSuTfHWSr0/yvCSfmeRn\nz9+4KF7elOTqJM9N8s1JviXJy7as+ewk/zHJLyf5wiQ/kuTHq+oFW9bclOSHk9ye5DlJ3pnknqra\neYl7ApittbW1qUcAGJlcA/rivAb0Rq4BDHf1pSxurb1o6/tV9S1J/jzJ7iSnq+oZSfYm+YbW2q8u\n1uxJcqaqvqS19vYkL0zyj5N8RWttI8lvV9VLk/xQVR1qrX0oyXcl+YPW2sHFp3qgqm5IcluSNy+u\n3ZbkR1trP7X4PN+ZzSJob5Kjl7IvgLnat2/f1CMAjEyuAX1xXgN6I9cAhnuiv0PmmUlakr9cvL87\nmyXPL59f0Fp7IMlDSa5fXHpukt9elDHn3ZPkU5P8ky1r7tv2ue45fx9V9ZTF59r6edriY64PwJPE\n6urq1CMAjEyuAX1xXgN6I9cAhhtcyFRVZfPlyU631n53cfmaJH/TWnv/tuXvWdx2fs17LnJ7PoE1\nz6iqpybZmeSTPsqaawIAAAAAAHAFeSLPkHl1ks9PcvNIs1wWL3rRi7K2tnbB2/XXX59Tp05dsO7e\ne++96Gti3nrrrTlx4sQF19bX17O2tpaNjY0Lrt9+++05cuTItnt4KJuvjX522/U7khzYdu3cYu3p\nbddPJtlzkd3dlOTUtmv35uKvxX5rkhPbrq0v1m5su357Evu4svbxrguuPPTQQ1lbW8vZsxfu4447\n7siBAxfu49y5c1lbW8vp0xfu4+TJk9mz5/H7uOmmmy7bfx/2Md0+XvOa1zzu4+f730cv/533sI/X\npI999PL3YR+b7OMjnsz7eOSCq738e24f9mEf9mEf9mEf9mEf9mEfH30fd955Z6655prccMMNf9cN\n3HbbbY+baZlq85W+LvGDqo4l+dokX9Zae2jL9a/I5suGPWvrs2Sq6g+TvKK19iNVdTjJ17bWdm25\n/bOT/EGSL2qtvauqfjXJ/a21792y5lsW9/GsxUuWnUvy9a21N25Zc2eST22t/bcXmXlXkvvvv//+\n7Nq1a/vNS3XfffflBS94QZIHk3z2Zf3c9GpvvuRLHsjb3vbWqQdhYqdOncqLX/ziJ3w/6+vr2b17\nd5L7k1zejKRHr0tySzyeGOZUku255jHF2NaT7M4UXxvw5DPWeQ3gSiHXgJ585Hti2d1aW1/257vk\nZ8gsypivS/IVW8uYhfuTfCjJjVvWX5tkJcmvLS79epIvqKqdWz5uNcn7kpzZsubGXGh1cT2ttb9d\nfK6tn6cW7/9aAJ4kTp48OfUIACOTa0BfnNeA3sg1gOGuvpTFVfXqbL5E2VqSD1TVsxc3va+19mhr\n7f1VdSLJy6vqkSR/leRVSd7aWvvPi7X3JvndJD9dVd+X5DOS/GCSY4uiJdl8jZNbq+pIkp/IZtHy\nL5K8aMs4L09yZ1Xdn+TtSW5LsiPJnZeyJ4A5u/vuu6ceAWBkcg3oi/Ma0Bu5BjDcJRUySb4zSUvy\nn7Zd35PkpxZ/vi3Jh5O8IclTk/xSNl/AOUnSWnusqr4myX/I5rNZPpDNEuX2LWv+sKq+OskrknxP\nkj9J8q2ttfu2rHn94lk2L0vy7CTvSPLC1tpfXOKeAAAAAAAAluqSCpnW2sd9ibPW2geT7F+8fbQ1\nf5zkaz7O/bwlye6Ps+bVSV798WYCAAAAAACY0iX/DhkAAAAAAAAujUIGYMb27Nkz9QgAI5NrQF+c\n14DeyDWA4RQyADO2uro69QgAI5NrQF+c14DeyDWA4S7pd8gAcGW5+eabpx4BYGRyjcvnzJkzU49A\nJ3bu3JmVlZWL3ua8BvRGrgEMp5ABAACeZN6d5KrccsstUw9CJ572tB154IEzH7WUAQCARCEDAAA8\n6bw3yWNJXpvkuolnYf7O5NFHb8nGxoZCBgCAj0khAzBjp0+fzg033DD1GAAjOp1ErnG5XJdk19RD\n0DnnNaA3cg1guKumHgCA4Y4ePTr1CAAjk2tAX5zXgN7INYDhFDIAM3bXXXdNPQLAyOQa0BfnNaA3\ncg1gOIUMwIzt2LFj6hEARibXgL44rwG9kWsAwylkAAAAAAAAlkwhAwAAAAAAsGQKGYAZO3DgwNQj\nAIxMrgF9cV4DeiPXAIZTyADM2MrKytQjAIxMrgF9cV4DeiPXAIZTyADM2P79+6ceAWBkcg3oi/Ma\n0Bu5BjCcQgYAAAAAAGDJFDIAAAAAAABLppABmLGzZ89OPQLAyOQa0BfnNaA3cg1gOIUMwIwdPHhw\n6hEARibXgL44rwG9kWsAwylkAGbs2LFjU48AMDK5BvTFeQ3ojVwDGE4hAzBjKysrU48AMDK5BvTF\neZlVkp4AAB99SURBVA3ojVwDGE4hAwAAAAAAsGQKGQAAAAAAgCVTyADM2JEjR6YeAWBkcg3oi/Ma\n0Bu5BjCcQgZgxs6dOzf1CAAjk2tAX5zXgN7INYDhFDIAM3b48OGpRwAYmVwD+uK8BvRGrgEMp5AB\nAAAAAABYMoUMAAAAAADAkilkAGZsY2Nj6hEARibXgL44rwG9kWsAwylkAGZs7969U48AMDK5BvTF\neQ3ojVwDGE4hAzBjhw4dmnoEgJEdmnoAgFE5rwG9kWsAwylkAGZs165dU48AMDK5BvTFeQ3ojVwD\nGE4hAwAAAAAAsGQKGQAAAAAAgCVTyADM2IkTJ6YeAWBkcg3oi/Ma0Bu5BjCcQgZgxtbX16ceAWBk\ncg3oi/Ma0Bu5BjCcQgZgxo4fPz71CAAjk2tAX5zXgN7INYDhFDIAAAAAAABLppABAAAAAABYMoUM\nAAAAAADAkilkAGZsbW1t6hEARibXgL44rwG9kWsAwylkAGZs3759U48AMDK5BvTFeQ3ojVwDGE4h\nAzBjq6urU48AMDK5BvTFeQ3ojVwDGE4hAwAAAAAAsGQKGQAAAAAAgCVTyADM2KlTp6YeAWBkcg3o\ni/Ma0Bu5BjDc1VMPAAzzwQ9+MOvr61OPwcRe/epXZ2Vl5Qnfz5kzZ0aYBmAMJ5O8eOohAEZz8uTJ\nvPjFcg3oh1wDGE4hA7P0/+Vd73pndu/ePfUgXAHe/OY3Tz0CwIjunnoAgFHdfbdcA/oi1wCGU8jA\nLD2a1j6U5LVJrpt6GLrwpiQvnXoIAAAAAOiWQgZm7boku6Yegi54yTIAAAAAWKarph4AAAAAAACg\ndwoZgFnbM/UAACOTa0Bf9uyRa0Bf5BrAcAoZgFlbnXoAgJHJNaAvq6tyDeiLXAMYTiEDMGs3Tz0A\nwMjkGtCXm2+Wa0Bf5BrAcAoZAAAAAACAJVPIAAAAAAAALJlCBmDWTk89AMDI5BrQl9On5RrQF7kG\nMJxCBmDWjk49AMDI5BrQl6NH5RrQF7kGMJxCBmDW7pp6AICRyTWgL3fdJdeAvsg1gOEUMgCztmPq\nAQBGJteAvuzYIdeAvsg1gOEUMgAAAAAAAEumkAEAAAAAAFgyhQzArB2YegCAkck1oC8HDsg1oC9y\nDWA4hQzArK1MPQDAyOQa0JeVFbkG9EWuAQynkAGYtf1TDwAwMrkG9GX/frkG9EWuAQynkAEAAAAA\nAFgyhQwAAAAAAMCSKWQAZu3s1AMAjEyuAX05e1auAX2RawDDKWQAZu3g1AMAjEyuAX05eFCuAX2R\nawDDKWQAZu3Y1AMAjEyuAX05dkyuAX2RawDDKWQAZm1l6gEARibXgL6srMg1oC9yDWA4hQwAAAAA\nAMCSKWQAAAAAAACWTCEDMGtHph4AYGRyDejLkSNyDeiLXAMYTiEDMGvnph4AYGRyDejLuXNyDeiL\nXAMYTiEDMGuHpx4AYGRyDejL4cNyDeiLXAMYTiEDAAAAAACwZAoZAAAAAACAJVPIAMzaxtQDAIxM\nrgF92diQa0Bf5BrAcAoZgFnbO/UAACOTa0Bf9u6Va0Bf5BrAcAoZgFk7NPUAACM7NPUAAKM6dOjQ\n1CMAjEquAQynkAGYtV1TDwAwMrkG9GXXLrkG9EWuAQynkAEAAAAAAFgyhQwAAAAAAMCSKWQAZu3E\n1AMAjEyuAX05cUKuAX2RawDDKWQAZm196gEARibXgL6sr8s1oC9yDWA4hQzArB2fegCAkck1oC/H\nj8s1oC9yDWA4hQwAAAAAAMCSKWQAAAAAAACWTCEDAAAAAACwZAoZgFlbm3oAgJHJNaAva2tyDeiL\nXAMYTiEDMGv7ph4AYGRyDejLvn1yDeiLXAMYTiEDMGurUw8AMDK5BvRldVWuAX2RawDDKWQAAAAA\nAACWTCEDAAAAAACwZAoZgFk7NfUAACOTa0BfTp2Sa0Bf5BrAcAoZgFk7OfUAACOTa0BfTp6Ua0Bf\n5BrAcAoZgFm7e+oBAEYm14C+3H23XAP6ItcAhlPIAAAAAAAALJlCBgAAAAAAYMkUMgAAAAAAAEum\nkAGYtT1TDwAwMrkG9GXPHrkG9EWuAQynkAGYtdWpBwAYmVwD+rK6KteAvsg1gOEUMgCzdvPUAwCM\nTK4Bfbn5ZrkG9EWuAQynkAEAAAAAAFgyhQwAAAAAAMCSKWQAZu301AMAjEyuAX05fVquAX2RawDD\nKWQAZu3o1AMAjEyuAX05elSuAX2RawDDKWQAZu2uqQcAGJlcA/py111yDeiLXAMYTiEDMGs7ph4A\nYGRyDejLjh1yDeiLXAMYTiEDAAAAAACwZAoZAAAAAACAJVPIAMzagakHABiZXAP6cuCAXAP6ItcA\nhlPIAMzaytQDAIxMrgF9WVmRa0Bf5BrAcAoZgFn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AAABLppABAAAAAABYMoUMAAAAAADA\nkilkAGZtbeoBAEYm14DeyDWgN3INYCiFDMCs7Zt6AICRyTWgN3IN6I1cAxhKIQMwa6tTDwAwMrkG\n9EauAb2RawBDKWQAAAAAAACWTCEDAAAAAACwZAoZgFk7NfUAACOTa0Bv5BrQG7kGMJRCBmDWjkw9\nAMDI5BrQG7kG9EauAQw1+0Kmqm6tqger6q+r6jeq6ounngng8vm0qQcAGJlcA3oj14DeyDWAoWZd\nyFTVTUl+OMntSZ6T5J1J7qmqnZMOBgAAAAAAsMWsC5kktyX50dbaT7XWzib5ziTnkuyddiwAAAAA\nAICPmG0hU1VPSbI7yS+fv9Zaa0nuS3L9VHMBAAAAAABsd/XUAzwBO5N8UpL3bLv+niTXXmT905Lk\nzJkzSx7r8X7v935v8aeTSf7BZf/89OgPF//7piSX/zHNleStSV430v0kHlOMw+OJJ+JiueYxxdg8\nphjTx3s8jXVe48lDRjG2sR9Tcu3JTUYxtgeTTPN9+22f92mX4/PV5pNK5qeqPiPJnya5vrX2ti3X\njyR5Xmvt+m3rvzH+tQAAAAAAAC70L1trP7PsTzLnZ8hsJPlwkmdvu/7sJA9fZP09Sf5lNp9a8OhS\nJwMAAAAAAK50T0vy2dnsD5Zuts+QSZKq+o0kb2utvWTxfiV5KMmrWmv/btLhAAAAAAAAFub8DJkk\neXmSO6vq/iRvT3Jbkh1J7pxyKAAAAAAAgK1mXci01l5fVTuTvCybL1X2jiQvbK39xbSTAQAAAAAA\nfMSsX7IMAAAAAABgDq6aegAAAAAAAIDeKWQAAAAAAACW7ElTyFTVrVX1YFX9dVX9RlV98dQzAWxX\nVd9fVW+vqvdX1Xuq6ueq6h9tW/PUqjpeVRtV9VdV9Yaq+vRtaz6rqn6xqj5QVQ9X1dGqetJkPnDl\nqqp/XVWPVdXLt1yTa8CsVNVnVtVPL3LrXFW9s6p2bVvzsqr6s8Xtb66qz9t2+7Oq6nVV9b6qeqSq\nfryqnn55dwKQVNVVVfWDVfUHi8z6/ar6gYusk2vAFamqvqyq3lhVf7r4enPtImuecIZV1T+tqrcs\nOoY/qqoDlzrrk+KL2Kq6KckPJ7k9yXOSvDPJPVW1c9LBAB7vy5LckeRLk3xlkqckubeq/t6WNa9M\n8tVJvj7J85J8ZpKfPX/j4huUb0pydZLnJvnmJN+S5GXLHx/go1v8QMy/yuZZbCu5BsxGVT0zyVuT\nfDDJC5Ncl+R/TPLIljXfl2RfNjPvS5J8IJtfg37ylrv6mcXH3pjNDHxekh+9DFsA2O5fJ/mOJN+d\n5B8nOZjkYFXtO79ArgFXuKcneUc2c6xtv3GMDKuqT0lyT5IHk+xKciDJoar6tksZtFp73Hzdqarf\nSPK21tpLFu9Xkj9O8qrW2tFJhwP4GBbF8Z8neV5r7XRVPSPJXyT5htbazy3WXJvkTJLnttbeXlVf\nleSNST6jtbaxWPMdSX4oyae11j40xV6AJ7eq+i+S3J/ku5K8NMlvtda+V64Bc1NVP5Tk+tba8z/G\nmj9L8u9aa69YvP+MJO9J8s2ttddX1XVJfifJ7tbaby3WvDDJLyb5h621h5e9D4DzquoXkjzcWvv2\nLdfekORca+2bFu/LNWAWquqxJC9urb1xy7UnnGFV9V1JfjDJNee/Bq2qf5vk61prn/+Jztf9M2Sq\n6ilJdif55fPX2mYLdV+S66eaC+AT9MxsNvt/uXh/dzZ/Qnxrpj2Q5KF8JNOem+S3z3/TcuGeJJ+a\n5J8se2CAj+J4kl9orf3Ktuv/LHINmJevTfKbVfX62nyJ2fWtPxlZVZ+T5JpcmGvvT/K2XJhrj5z/\ngn/hvmye+7502RsA2ObXktxYVf9lklTVFyb559l8hrJcA2ZtxAx7bpK3bPuBwHuSXFtVn/qJztN9\nIZNkZ5JPymbjtdV7svkXAXBFWjyb75VJTrfWfndx+Zokf7P4h2OrrZl2TS6eeYncAyZQVd+Q5IuS\nfP9Fbn525BowL5+bzWf7PZBkNcl/SPKqqvofFrdfk80v3j/W16DXZPNZ0H+ntfbhbP4QjlwDLrcf\nSnJ3krNV9TfZfFbzK1trdy1ul2vAnI2VYaN8XXr1J7oQgMvu1Uk+P8kNUw8CMFRV/cNslstf2Vr7\n26nnARjBVUne3lp76eL9d1bVf5XkO5P89HRjAQx2U5JvTPINSX43mz9I8yNV9WetNbkGMKInwzNk\nNpJ8OJs/fbnVs5N4/UrgilRVx5K8KMmXt9b+bMtNDyf55MVrXW61NdMezsUzL5F7wOW3O8mnJVmv\nqr+tqr9N8vwkL1n8BOZ7kjxVrgEz8u5s/p6rrc4kWVn8+eEklY/9NejDST59641V9UlJ/n7kGnD5\nHU3yb1tr/1tr7Xdaa69L8op85NnNcg2YsyeaYe/esuYJf13afSGz+EnM+5PceP7a4mWAbszma2QC\nXFEWZczXJfmK1tpD226+P8mHcmGmXZvNbwCcz7RfT/IFVbVzy8etJnlfNn/aCeByui/JF2TzJy2/\ncPH2m0leu+XPfxu5BszHW5Ncu+3atUn+KElaaw9m84vyrbn2jGy+/vjWXHtmVT1ny33cmM1vFrxt\nOWMDfFQ7svlyPls9lsX3DeUaMGcjZNjbt6x53qKoOW81yQOttfd9ovM8WV6y7OVJ7qyq+7P5f+Bt\n2fzH5s4phwLYrqpeneTmJGtJPlBV55v297XWHm2tvb+qTiR5eVU9kuSvkrwqyVtba/95sfbebH6D\n8qer6vuSfEaSH0xyzMsFAZdba+0D2VaaVNUHkvy/rbUzi/flGjAnr0jy1qr6/iSvz+YX89+W5Nu3\nrHllkh+oqt9P8ofZzKw/SfLzSdJaO1tV9yT5sar6riSfnOSOJCdba36SHLjcfiHJ/1xVf5zkd5Ls\nyub3zn58yxq5BlyxqurpST4vmwVKknxuVX1hkr9srf1xxsmwn0nyb5L8RFUdyeYPHn5Pkpdc0qyt\nbS/A+1RV353kYDafRvSOJPtba7857VQAF6qqx/L4n0xKkj2ttZ9arHlqkn+fzeLmqUl+KcmtrbU/\n33I/n5XNXzD75Uk+kM0C+vtba48tc36AT0RV/UqSd7TWvnfxvlwDZqWqXpTNX4L9eUkeTPL/t3eH\nOA1EQRiA/71BL4PmBAiugMD2CpvUgiHFkuC5A4JroDkCqskg3pI0RREyLYHvs2/EPjNi/ped26p6\nOKiZk1wnWSV5yehrr3vnqyTbJBcZL9Gfkqyr6v0YdwD4tAwyN0kuM37Z85YxeNxU1W6vbo6+BvxC\n0zSdJ3nO15naY1VdLTVzftjDlr2B90nOMlal3FXVzbe+9b8EMgAAAAAAAKfy53fIAAAAAAAAnJpA\nBgAAAAAAoJlABgAAAAAAoJlABgAAAAAAoJlABgAAAAAAoJlABgAAAAAAoJlABgAAAAAAoJlABgAA\nAAAAoJlABgAAAAAAoJlABgAAAAAAoJlABgAAAAAAoNkHFhTM9GoZ+ZkAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "This warants some further investigation, but we'll come back to it in a bit. First, let's look at some of the other columns."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "In the `LEGISLATION` column it tells us which law was invoked to give this fine. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "ROAD RULES 2008 103558\n",
+ "ROAD RULES 2014 88546\n",
+ "PASSENGER TRANSPORT REGULATION 2007 4446\n",
+ "ROAD TRANSPORT (VEHICLE REGISTRATION) REGULATION 2007 4185\n",
+ "PROTECTION OF THE ENVIRONMENT OPERATIONS ACT 1997 3070\n",
+ "HEAVY VEHICLE NATIONAL LAW (NSW) 2644\n",
+ "LOCAL GOVERNMENT ACT 1993 2088\n",
+ "COMPANION ANIMALS ACT 1998 1937\n",
+ "ROAD TRANSPORT (DRIVER LICENSING) REGULATION 2008 1887\n",
+ "ROAD TRANSPORT ACT 2013 1857\n",
+ "NATIONAL PARKS AND WILDLIFE REGULATION 2009 1655\n",
+ "ENVIRONMENTAL PLANNING AND ASSESSMENT ACT 1979 1650\n",
+ "MARINE SAFETY (GENERAL) REGULATION 2009 1618\n",
+ "LIQUOR ACT 2007 1422\n",
+ "FISHERIES MANAGEMENT ACT 1994 1367\n",
+ "ROAD TRANSPORT (VEHICLE AND DRIVER MANAGEMENT) REGULATION 2005 1166\n",
+ "ROAD TRANSPORT (VEHICLE AND DRIVER MANAGEMENT) ACT 2005 1001\n",
+ "RAIL SAFETY (OFFENCES) REGULATION 2008 993\n",
+ "HOME BUILDING ACT 1989 866\n",
+ "FOOD ACT 2003 850\n",
+ "MARINE SAFETY ACT 1998 827\n",
+ "ROAD TRANSPORT (MASS, LOADING AND ACCESS) REGULATION 2005 670\n",
+ "ENVIRONMENTAL PLANNING AND ASSESSMENT REGULATION 2000 655\n",
+ "ROADS REGULATION 2008 552\n",
+ "ROAD TRANSPORT (GENERAL) REGULATION 2013 549\n",
+ "SUMMARY OFFENCES ACT 1988 506\n",
+ "PROTECTION OF THE ENVIRONMENT OPERATIONS (NOISE CONTROL) REGULATION 2008 503\n",
+ "LIQUOR REGULATION 2008 439\n",
+ "TOW TRUCK INDUSTRY ACT 1998 437\n",
+ "FISHERIES MANAGEMENT (GENERAL) REGULATION 2010 428\n",
+ " ... \n",
+ "LORD HOWE ISLAND REGULATION 2004 3\n",
+ "PHOTO CARD REGULATION 2005 2\n",
+ "MOTOR VEHICLE REPAIRS REGULATION 1999 2\n",
+ "TATTOO PARLOURS REGULATION 2013 2\n",
+ "WESTERN SYDNEY PARKLANDS REGULATION 2013 2\n",
+ "MARINE POLLUTION ACT 2012 2\n",
+ "ROAD RULES 2\n",
+ "MARINE ESTATE MANAGEMENT REGULATION 2009 2\n",
+ "PHOTO CARD REGULATION 2014 2\n",
+ "UNLAWFUL GAMBLING ACT 1998 1\n",
+ "FISHERIES MANAGEMENT (AQUACULTURE) REGULATION 2007 1\n",
+ "EXHIBITED ANIMALS PROTECTION ACT 1986 1\n",
+ "HEMP INDUSTRY ACT 2008 1\n",
+ "ENTERTAINMENT INDUSTRY ACT 2013 1\n",
+ "SPORTING VENUES AUTHORITIES REGULATION 2014 1\n",
+ "NON-INDIGENOUS ANIMALS ACT 1987 1\n",
+ "PETROLEUM (ONSHORE) ACT 1991 1\n",
+ "PROTECTION OF THE ENVIRONMENT OPERATIONS (NOISE CONTROL) REGULATION 2000 1\n",
+ "CHILDREN AND YOUNG PERSONS (CARE AND PROTECTION) ACT 1998 1\n",
+ "ELECTRICITY SUPPLY (CORROSION PROTECTION) REGULATION 2014 1\n",
+ "THREATENED SPECIES CONSERVATION REGULATION 2010 1\n",
+ "VETERINARY PRACTICE ACT 2003 1\n",
+ "FOOD REGULATION 2015 1\n",
+ "COMBAT SPORTS REGULATION 2014 1\n",
+ "WATER MANAGEMENT (GENERAL) REGULATION 2011 1\n",
+ "COMMERCIAL AGENTS AND PRIVATE INQUIRY AGENTS ACT 2004 1\n",
+ "WATER MANAGEMENT (WATER SUPPLY AUTHORITIES) REGULATION 2004 1\n",
+ "STOCK (CHEMICAL RESIDUES) REGULATION 2010 1\n",
+ "EDUCATION AND CARE SERVICES NATIONAL REGULATIONS 1\n",
+ "CONTAMINATED LAND MANAGEMENT ACT 1997 1\n",
+ "Name: LEGISLATION, dtype: int64"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data[\"LEGISLATION\"].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "*ROAD RULES 2008* and *2014* are pretty popular, but only one person got a ticket under the *COMBAT SPORTS REGULATION 2014* and one other person got booked for something under the *TATTOO PARLOURS REGULATION 2013*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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emXluYON81Orm1uZFdGqt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PJm5PWwL2a+C88kdOr0bLSpEj+vodN+50OdTTTYxpjTL0ByYjp5uYqNNWcLj0P+tx6IrlKbv0f8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/FMofAh4plF+CNgPnQ06LVezzAWT4jsG9WpiH9ZCT7gKn7FgUweLiIDpOe2dhrM8U6PEilLKt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\n2HiyvL1lDNci3py7U66oQ9CSs70fukjqfws6VVVd0Hi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jw0zPyWt37E/An4wp7Yk2Yr7s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N+1gbMTZYsZ7j6ClPitUQiuw+y3cZSPPS8CfCVTtigJOrayY5BgqDy9x6FTBZW3T3jBXu7I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\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4c8s4/0Sn8SV1BvoYokf30OkQCuJvl0Uh1l4srNtDSPY/CDnHPOi/R5r8eGWOzvG/J1HZ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\n4b2fXGizLtXtm4URYfqC9/7rTZWE+1cCrnbOPUDzuoT0XefcGeTnYU3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LRf8/VtNmT2Ew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Trrxk1FbgMq8hwgQWWIGXkr8GvEwDZZEGf6BkuSx6LfUmvOKs+XoZQtAUbH/WjW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Jc5uv3zWRtsWsIRNwOLOWxqEL+blMf1YBbrJ07JYlkEDxTaQF1RvlfQ9ZxnRsKdUO3Dpj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gsi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\nFSlWzkOCtA6WqeHeH83sSqSgTJa7JOIDnkK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a8nxL9PdsFOn3IAIjxw2hvUb3awWQwtoE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yYeQjQpnyEKkbkTrv0icqjOVKLeuJF5IqLEzWVkNrMDUCT9QJrz2RCEBj7c3c9M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\nilBZHkWOzIMUr4nAdmlOqVi5Wci9YYh38253XzNyjSF07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VP9IrShK47JjPZMoIbozUj5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54L6Scu5DxLf7Qtgv9R5Syu1ZQ7QpD80WNHKdPIeSsVae5LFJOzoSvWlmK9NQQBiKfn4z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\nFJIkaeqq6pz52+3Tg5+xz76kZdgTeN287WcBn62q5wEk2UgzC+aw6YcmS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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"LEGISLATION\"].value_counts().plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We're going to see this distribution over and over again as we look at all kinds of data set.\n",
+ "\n",
+ "These are probably the most common distributions, but they leave off the [power law](https://en.wikipedia.org/wiki/Power_law), which I think this probably is. \n",
+ "\n",
+ "[img](http://blog.cloudera.com/blog/2015/12/common-probability-distributions-the-data-scientists-crib-sheet/)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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r7YVr2M7CZ+SqemJu/dvlr6vqnyb51dx6jF+d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BKAqs+awKHBvg8TrAdSmlvXPOtzbKTgamp5R2yTlPTSm9EymNd6HIx3WBfVNKxzgKynxoc33h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sH4MAI5hBbCJlE7I1PPVYmxpPSktvOXtAfisSb4QnGhOfguZ/tsgvSZ8Qk4JdsNxnoo9ZE9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MLZ1HZF\nxNcsxLfemLbH7qdTzx8fS83pJsienfxxMgdTqNd1pHUHviEdf494to8L1wRq4QfrcJSVP43IMNUq\nXCBcuE0EF/EYf4GUbZ/bfYqrb7J2P4fCMYY5Dbv3lsqNod2PoZ4uxbLnZOr5/XQMR1GWT6YlcJF+\n91RrX84wNRE54ranbbL7cdTjoE5+1N7djBrtanWMRyMe8vPCN4t02MZhZ2oOR+m6mxi3N1N+LSJH\nziRvHJLXJtj9w9Schp9DMkaDnioq70p5FWV6I1kh3u2WrutN7Z2Uhn+J+P1DifgwavzkzWT40Gjc\nlqLm7Bvjp5EIB5Xo7Gc0euCHuZ2awGIq93xO/RqI+ZkzbYyLPFjFOI5KYChu00iDtwmF/mR5mSg/\n5UlOQM5mQfbM0nCkHxuOZJE6/RjS8c6yuieT7ASz53flcEW8RpADxe+oj+rRA9GwB2ncGTEThR8M\n9XTq+uy+g7LsU+XUNcnG+FO7T/m+e4BZhXrHI53ALSn8ozUZ6z3/iq1Ju3+Xar1n4JFzkSRmozUe\ncN9+wHxR2ZE07gBryn9Z3ro23g4ZUG6zOX0Mc9zpztWtQv8pFxL4YgayP/Who2ZQjxw2p+Z99SMD\n+kqlI4rndhRCNO8QeTRH7/S1yX7BgGN/5P0ch7QKC3UiOhMj960O4E5rdy601Ayi7caZ8htjxAp5\nnP0IEZo2a0tpJ8xryMu2xJAdZMD3MFI8P05t69MXwICKNl1ngHpK5moDriIT3gNZgf9li2pocnnk\nXTbU3u1UoLYAM18gBFoKqzMNIzaZvCnIu6Wk7JxBvTLtm9S8nB2y1nqkKD+UeuPGFHQ4Uq7e6YhJ\nafiuwV44cHc4SegdG78rK+BtOzJCoY1DQ4iFpKxH6+Jzux9r/72Vb0/KxIqpVSr6un0FLO5qfdJb\nSG8AACAASURBVBprcHscFiqqxfnvWXi+AYXtu9TCO/3L7lOGuI1qofsTG5+RmaudeoPLDRjxRoTs\nECLvs+i9AYjBzzKfybv9kYfDCMRs/R0JxGcWrunA5RX17Wt9Pol6xd5rSPG8VcU4Zr0ro/UzObqP\n108Hins6I4bTaPyzdADhv/Ur5qcKL05BRqIqvBgMXFvZ/7ADqQ3RgQEV66cdeVCml0fM3fuI9kxH\nhow6g1tFvUVlp71zuI11CLUWvEiDgvANhKsWS8q1UR+qYXNqOyv2Rcr/wIQeggwGA8O3KtqzJmUm\ncSoRk5TJH0M9w/ZLat5M45GwOixT7gpqCoG6vto8rtkETuNvdvIVdr+8vXMyFTtRES4bQc0poQ8F\n/sDeWRuj8YghviOZd08LBrxM3e1J/2NFdBsSGEtl76SwPpLxOAvhu9nIk7ct18+ozPqU6WybzWvA\nx514wu7PomD0tfy/IbpxIOIjwi7IoxFdqVqzPyDaiZrkd9mBBDnjHIjWTdUaGYDWaQj7GvNgfRCf\nuiva6TUNCWIzqKbh51ALw/iKjUEIAboD0c6uTNlpmDGykD+Met57kJWZYTB8PxnjOtqxVYQnm4OS\nh2UVbz0N8W5ZZY6N70y0Hkcjfnsjm5c2yjTi94jHLylKb8SUpPb+tsiAOR152T1t33yQyCAdrcsT\no/uNqN9tt3wGnpa29o4qwRPwDbTGnf3/kV0b2bNJFePYhnjRIGcsSr3MtVLapqTsctF9TN/bbA5m\npPUi5ch6Bju53Xme+nBi6ThNIBK8M+3ajLISbybwSnS/K9XGzPkRbz+7YvzPQTLdDGohOdLrAkTz\n30A0eTLir2YR0abM+Ffxom2IVk0vlF3d6k+999c2WM2GW7T2rZ/Ls/wGXG7zdziS8TyZXYXW3hVR\nGNW2Zn2lEd9OKs07wgd7ksEHVu/21JREMSxOwXiaQr0dFJS6CD9tnMuL8ktlJyM6UZJNJ5fKWv7G\n1Mt5YfwDb/BaoVwPg8OXSXAU4n/vpBzSbQplPrUNhdkMyv7ONWtzs13FGM82OJ0/eT4LrfXNcuXs\nnRlExqXM+O9Omd9P5ZMYLsYZ/JXaPAbh85xhqgPRnI8LZadX1DvF2tzAPzcZ42BAK9W7asU4tCE9\nTCnc2FNERuxM/m+IwjgleVMRD1/avbxeDs4RnjiPSJZO8ksODY8hmbiDaLdbpnwnDqOehrcjWe0c\n6nUCdaG7Kvr6N/LhudsQrxnobErTUt1mDIvjDSZKczuDskFsILUwmgOjawCRorwCLkp6nTaDt7ZC\nf4LMFBspl0a45yKEy7+VqXcA4n2zNBzpx/7HxiSnH/snMgIMJtEN2Rg0hAO3vP7Wrg60ti+hwGuT\nRMOhQtdn71c5VFY5dU1CZ2GW5v2TinqnIB79/ULenk3aNC26T51S7rJ1kosk0Yb0yiVcMoOI5tGE\n/0rKrkvNGNPbxupZq7NfrkwrV7cK/adcyOPz+xX544i2DSV57QixZLeW2jt7I8XVaMRg9EryN6V2\nbsA/7Z1xSFF6FhIgUq/PfwBnFr73hH0vbONNr4lUxyI+FTHWVyMk8TJSsC2EDD7Z7YkG9D8p1Y2Q\ndwdiSF5C3pkhvML9wG8r2uSpxRB/PbmmIoJVYthOJ7NFlApP7Ip2hFAL46xNbxTeG0t5++eLyEBT\nCmkxkfKW+9dtnKegGMMpXLxCOZb3OwZnpe/uUTF3z1KOOd+BFFhBORsraEchpFZiem9Axp+DMtcb\nVs/zNG5nXQNZpkvE6B1EjEr96bB6zkIMYfbKlFsFWbanIOYqKFpWQ0andpLtocjT42ZqYbJKsYo/\npuAp38L8TKHee2E48BP7PxR5IOWYqm0MVp/O5PVDcSZPQwxBG1Ki7UzhzJekfJ0SNZO/OBmmGBmT\nviyM/w42b1VxZSeRUXBH8z4I8xykXlnWjA7sSN7wtCLCB6VdKC8i5UZp7o4iCmuUtOkNYL+KNnXY\nWJ2fuSZE18jC1cDctDJ30XvLIObmWmTYPt7a9AHyOv9T5poOPFHoS5U3sKdaiT0U0avrMtdMhHOv\nK5RNBdmnqcUiH4oEtIa1ae2aiIy8aT8nIgeI0o6pCVSExUNekvGZJ+lO1G0RbpyKcFHMYD4H/DxT\n5zTEIJ5q76TnHwyysRiQuUI4mAEVsFja2fQeMv6VFIAH23jktnz3Q7h88WRsbqVmoLuilbVlzwI+\nDgb6Ej4eQUG5FOGDePflqsjjebS1qxRG40YkgJVCfzVzIBmAGVyQd1qIg/y+jXP2rA57/z6E5+p4\nMOQVeKnB8TC0EzjsUG2Ggz6lPlRJ3Rl6hTJhF0YHhVj29t5U6sPMhbF7B+2m/CYZJRHCf6NopOk/\nRGFlPPU7YtJdeA1rJxqLP1MOkznTxnY76hWzs5BSpCq0R5G+V5T5Gjqr5uWKtTWKTLzmKP+7BrNB\nIHzE2jsZ0ftSuL6Tgecr6n2eyFiT5H2IDEXZ8kho/4L87qVif6zeUymHltoJW5c07s4bTyYEYFT2\nFcoC/0Ak1L9GvZJoXxRzvgM7g6VQfivr75bIA34KMjB8Cvy6otypFbA4FzImtCEnlPORESUc0j6c\ngkHTxqN0DtGHaHdTg+yDdsKEWPip936zMDMvAkdU9LUBlyf5H5EPu/ohWvu759YXotNV8vsblI0Q\nw9A5GTn58kOEaxpCpFhfr6ZMI6oMEEVZzPLfo7wT8XmkjH6sYm4beNwovyRLtyO6mqXD3bmohYmc\nSTVu+3UOLmzehlDGBdfYOpuCeMMd0U7oWYgGZM8KtLLjm8zPrTlYs/wJlOWTxxAeKcHFryrmrigP\nW/7HlPVYLyK6mnMMqhrjd5EMXRrj4Yjffyq5XjUYH0XhjEWE2zwyLGyAQkTPixTlt9k8/Zx6fBtw\n7hcI7zU4J1vdP6F2lsrcVmYoNbljtsFdegUHohuT63Kkt3uZLuIwRMOPRTKTRzz6ncjRbiYZown1\nO/hmE52/k5m7GymHSBtD2YA6FMkxJVgcR1n/1WxX561kwnZb2feAXSrW+y+IeMIkv9PRAPHv6yHd\n4GSE5zuIdn1E5bZBuPxyktCS1PQgxTM8qy6q9VSzEM89Du1sXyd3Fcq+hOl4KuYghHdOr1mIv8it\n6ecRbSo5dc2irEN8Ee2GzumaXkZ4thTCeSoWrrWQX+WU8iCFs90sfzoFA6rlb1XR37DT5Eqka+my\nk3W23jkp/P/6MqTSoDS0PIcE6w8qAPMBIm/NJP8VA4YL0Pav+JD4UxFR+RwJrOsk9cZIJr0CQtou\n883vIUbgsEKbDrP8XNkQ33yKAckGSf7lhkAatiXZwn+XjHe5lRmHCNm6mfxv23fPJ/JEQoaaC62/\nMxCDWndAPfJGngrskKl3J8s7JJPXgTzkHrH7otGExlALf2rS3nbEHDV4GiNGugO4NJO3rvWzihh5\nyt7AIT/33VsQQTk1k9fX5ii7M6DJGI+hpoAamVzj7ZsNhBcZfT4iOqQ8887S5ENSrG7w+Tr5Q7J+\nbbDWgEitr2EMU4Jet+7s/XlQSJunqXlch3NNPkdKovGICQ/nhiyJ1ve7Ni7t1tYqRvwlg6/c2mo2\nP69gii0bs44AA8i6P5OE4CDc9orNT4m5nGJ9PQsZB+bJXZlyIZzPa4UyuyOFRTuNnihfR4qSDoQf\n70JC/wh7P4xTCfdVEfV2FN4ljtcZttU3owPPUAuJEDPas9EaGFOYu5PtnVsK630sdqhcioeQ59FH\nZHbAofXjKRz2VnUhQSR3XY0Y+KY7TSrqvgUppR8j7xXyIQVG3MrfTYaeIlw7kkz4OxQaySOc+xek\nHI6vsYhJvK/wzQkBZpCyaSq1sDRh/UxNyjjEYLYjQTDt5+sGpzlP+MXsG9nzNnLjQP1O1LA9+xqi\nLdnRu1kaj9bTOZZ3HI3nH2xMObZ4s1BLVUaTXyP8lTvfrQ/Co1maZ+9cQ3Q4d/T8fyjsfiFaW+Tx\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0Zy+0RoMRN4zTCASz/0Dj+MPou8FxpWruDkAy5P52zYPGc09qSvlm6bVMX88j4nUq4Pxx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\nmQ0GX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MY6wsyuzPTzP5H+ChwVQvi8mTXd0yGEwQiG34UUd29DczfrFQT7Iq7wYRo4Yzxj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oXX2NCNw3vbzKt6lkuWmez6VQ/h/gVjP7SaRsEdxV3cy2bGHqUxVCCLtXec4SXmKJNmdG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\nk1CYhuI1ytuZ2MZ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/Et7vj5jrw6yNGLatQgjhR4gg/UGh6BNgjxTybtJmirEGKdauQEz7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Ym914olDu+QgOZgI6O0TztgspHn9HxcDpJfqwi0Zg349oKD8+Cv01Ga2B96RcT4ffn0xz4NmF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g+8PpJpUkGGQZd1pLvvmfi96PyIOn05Y7xFFPE7XeEJTR4GL3oOwNfMVnL3B2u23xGFv5mt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\nbGBCwzFoM/v12Ie7e3ITa0IbXoAQ+rnOiwb6vBDwHXffv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2Yd5FiLjmdHaK8+FDX353D8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ba/WRpeiQ+bNdG6JRODy2vzLycPxNmDveBY4vWfZCwBHII3MKWnjsA8yGlB2rhusGhfN7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wD/grrNayEkEXrSGpYkQj9VwL+LeF5KWgeYC/hdEY7RdsfPIK61XYZxjEwyCmlGbP+nqgriK9XJ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\nlnJ9U8eZJlp1SXZ3psnikrwPeADwhKq6tW9sE5pEz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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc = penalty_data[\"LEGISLATION\"].value_counts()\n",
+ "pdvc[pdvc < 5000].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "This pattern keeps repeating itself:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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3THJB27aHmqY5JsnP1/SPJTmQ5Okj1u/MJP/Ytu1VA3k6\nKknatj04lNd7Jnl45u+fj7Zte90S1vNudX0O279J3ty27cGmae6c5CFD+ftc27ZXNU1zl5TjZzDt\ns/3359zcvDVNsz/JA9u23Vu35S+M2TbvTXLHJM8Zk/e3tm17aAnrf5skDxqcvm3bs2tak+ReKfv2\nppqfJyY5JskH27btLnL8TSfZnuSMem49JMnv1unf2rbtOxbI19FJvjvJxIj1P6tt2z3jpmvb9qYF\n5vv3Sf4oyVOTvLNt228usn22jdqO9cba3du27YxIm0lyfNu2X6mfvyeHHwMfa9t2ZqFlL5avJBNt\n215+M6frr3+S3Ng/v5qm+dEk/yvJZJJvJnlN27afW2A+90jyiiR/m+QLbdteW98j9d9T9v0Hk/xJ\nkrenlJUHlpi/pk7/W0k+Wue9ahXN8L5b5LtLOT/unOR/ZHT98S9LWMZRg+Vd0zQ/XOd/Vn+b9svq\nge8cn7INH5hybv5727bvb5rmSUlemLm67eQkTxqTt0/Ved0tyaW1bD86yc/U5Z/Wtu2+xfJf53Hv\nJI9IqQeOTXJFki/UdeiNmaZ//l+a5Mmj8phSDt4rC2z/gfndMckvZe74fsdS8z+Ur3uk1s8LHSP1\n2LjTYP1Vxx+X0na6dMx0xyU5pl+uNE1z1yT72ra9Yeh7r05ybtu2f3dz12FoPrdNOUYGt+2eJH+d\n5O1t235iifMZ2Xa5Bfl5WMo5P/K4GPje3ZP8Udu2z15o+XX7/XDm1x+fWWD7z9a/9fOS6u/arknb\ntjfe3HVeYB3vPNT+uXfq8du27QV13Nj6+xYu89Ep2+eGMemz5WPTNN+Z5P4ZU/63bXvu0LTfN5D/\nrw+lHZXkkZk7P89YSvtludV1amrZfceU9RnV/nprkh9Kaft9uG3bL9Rj9/mZK18/n3Lsfbpt26/V\n9f8/KeXTNUleeQvq74kkt27b9uL6eVzZ/6W2bfcvYX6PzOFl6/v7527TNA8dsf5ntW372SXM+y5J\nHpVyDfDxoXrs2CS/3rbtKxdf69Ft/6ZpTszctdunmqb5iSS/nbnt/6aUOvCq4bKoaZr3Jrkgye8u\n5Zyt5fmjM1e+nNa27YFl2P5HJblf5m/fr4y4xrlVSl13ef377X7btWmak1KuA/rnzilt275zsX07\nIi/fSHn359cWy/cS1um4/jG6wPeOTvJzOfz4uiDJ3y3WZlzqthv4/leTPGG47BlIX6xu3p9yPD07\npW48a6H8DU1778y1G75c64unZHTb6+NN0+xI8msZce6ltM2n63xvl/Le1iS5bNR15ai2T0r5s9B1\n+9UZvW/OTPKBpbbnB/KwpHbTIvOYVzcv1/RL2Yajpm+a5r4ZX77/U9u2Hx+a/oE17fPDdVvTNN+R\ncq3f30fvT/KYLNP2r8u4Y0rdcfnQ+DvU5R6b5IrF2m3j2rZLzMN3JmmSXJ9y7k63bTtT1/+pKdvn\n3W3bXjgwzWFtu5R3Ki9524/Ix62SHOqXFU3T3CvJMzK3/d80fG9gqcdf0zS/kXJv4aLFt8i86RYs\nn0Z8f2z5Xq/nH56bce+laZoTavpnk9wl5fi7KslHBuuyes3wgrZtXzo0/aOS3DalfXB13cYPyPy2\n6fQC67Mzyfvatr2mWfi+6Y4kr13o/sTQfJd87TdYn9/ca9+maV6Xcs/je9q23b2UvI3Jw52S/GzK\nu7hH3vddYNp57ZGhtNlrq6Zpbp9k54j5n5ly/lwzat5Jto2qX5umeUTmzs+PtCPuwTVN86UkT2zb\n9rxx+V/IYuffAuX7vLZjXfftg+Vg0zT3SfKbKcfv7rZtX3NL8riotm039JByM+tAysF5TUpw5JqU\nxvY/JOkluTLJZUk6KSf+B5J8OslNKTcEn53kH5M8o87zKUn2phRgb05yXZ3ukpQG14VJvprkK0na\nJE+u0+1I0k05qd+X5Lwk16Y0kg6lHNBn1+HSJAdrvg8k+XbN94+nFHIfS/KRmse3JTktyYvqcp5X\nv3N9kr9PuXF2RpIX1vQ/qHm+LqXxtL/+vy/lAqib5BNJ/rPO/8qBvHxP/XtDkpmUhtcVNf2clEba\nOXV+19Z5frtum101LyfX/y+py3p23R79+Rys/78vyeNTglqH6nBw4Hv7Um4C/1SS1yd5eZIdQ/v/\n0XX7fb6u001J3lK32dV12/9j3QaH6jz31f/31/14oC7vyoFtcaDO5+0L5G1PyoXd8HAwyYfrPruu\nbsv/TPIvdfjPOq5Tt90Xaz4P1u32zjr/M5LcboFj/7+lHKPXDmzXfl7PS/I/Uy5eDib5WpJ71+10\nXcqxc0VKsGnc8fellOP74nosPKWmnVrX40CSn10gf4+u0x9K8q0ku+vwrTru7CSPqN/dluQPk1xU\n8/utJK9K8v0jhv0pFdKhur8/XPN266Hl377uvxtSzv+XJjlqIP24Oo+XjxgOJvm7JK9MOd772/Zg\n3XSFjJsAACAASURBVAb9/9+d5B63sOw6vs7n9CS/Ucf9dp3/1fVYOmGB9T87yXPrdCfW/Pxbkr9I\nObf2pzTgxi3/6QP756KUxlGnHlNfr9utv42vSPKXSe4/MP3RSV6WUsb8SR33O/XYurFOf7Cuy3tT\nKrQHDuXhuSnl3NuTPGYobaLm5RVJ/iOlkZckv5dyftxY983/G7Pv+p9/r26X36nT/++6PtelHPML\nnR8n1r97U4IEh1LKlg/U73yk7qM3ppQl/TLxCzVfZ9bt9/Ekd6rT9c/R6SQPTqmLDqRcZH1Hkn8f\n+M6hlHKgm1LuX53kz5P8WV1Ot467vH73tJTy5GDK8fO1+v+5KWX3WXW73ZhSB00NbfMdSV5T5/Pm\nlHPys5mr/3Yn+WSd3401D69Ncs8Rx9cDB7btuDxet8D2vzHlplxSbuxeUefx6Zr3S1Lqh39IOU/v\nN7T8O6XU1betn7fXfTd4Lp/eTx+R/0eknB+dJK9LclRdVn/aT6eU1d9MqWNuXbddP/3MJJ+p/++v\nx8htB+Z/qM7/3JQfedxlRB4ek+SUlLLre0es33l1Ww2X/xcM5OOrKYG2uw5Nf1VK0La/34fbLtck\n+dMscn6OyPP+4eNqzPbdl+TgIst/f8r5cyClDL+s/n9TkvNT6qF/Hhr65eC/DGyHcW2Lx6UEh68e\n2IZX13GPTfIrdZ/+Us3nzyb5XErd+Pt1n16dUk797tD6vXRg/e6Y5EOZf+x9IKWsHld/PyHJ7VLa\ntK+t6/Sxui9elOSEMdt1f5KpjK7XBsvHt6acY+PK/wOZKzPvVI+DwW15QZJfrunfk+TLdXy3/v1C\n3XZfTylDnjmUz379O67t/Sd1G4w7v+9Vj4dvJPmblDbE6wfyt7vm5fKU8/6v6vC2Ot01KcfRV+o+\neFIdd2pKO2x/3Qb7Uuqyx9XpPpZSnrf1O+9OuRhvhvJ3u5Qy9Lwkb0hyq7r8fv4+WbfLuLK/l1L3\nHTdmP98lyacyV0f3t/kVdZ6vTmkT98uDz9ThgjruEyl11EeT/GGd5/PrNrihrlc3pe23P8l/Jbnv\n0P47uMD5fZ+an3Ft/5Mz13bfl3ID4JqUa5rX1zz064x+Wf1dI8rPq+r+H25bfDDJHer/d04prw/V\nefbrnM8vsP2vTCk7z0jy1KF5f1fdLn+cuWuGwTr7+pSys0mpN/4i5VzrX1tcmeTxdV7PrOv6miS/\nXtflurrscfv29JQbjMPDTSnneP/zM1PKmbck+bGhdfjOlKD9qH3Xr7vflVLP3lSHS+q4R6Rcf3y1\nrtcnk/xrHT5Z90sv5Ry+84j5Nwtsuytrnp87YripbtffTrn+Glc3X1S35yuHhoMp52K/3Tuy7k0p\nb29X/79NSj0/WHafmVLudFOujw6lHDufr+n/Udf/cylt5OfV4WUp5+ANKefelzJ3XvSHL9X59O8r\njGr7XJH59xCGr9uvSqlLR+2bG1OO/f82sL4PqNvl4ynl4zuzcLvpwynXA+PK9vfW7759aDiYUg++\nI6U8+XJGn1+npBzn4/Zf//PTx2zDy1Pqy4Wmf3vdR6PK9zMzd4/gtJRryXdm7hj9csp58IsD7ZeL\nU9oCX0y5nj5Qpx+1/S9Icp+B9X18Sjn8zbqPn55yPE+n/Kjt6JTysr9+p6XUfy9KuQ68KfPr5qvq\nNn7cmPP7hzLXFh91X+lvU9p3b8v4+rV/T+WilPbGuSnH5OUp59fDF2jb9dv34+rWAylt1oXa9ldn\nrl32sJTj/st1P11e8/eWBfb/m2r6N2oerk+5nvzTul4HUs7pJyU5emj5o8qm4fLpuQucXydm4br7\nXfXvdMbfezmnruNHU9qX7xk4Bs5POQb31em/lvnX7n+aEnAaLI8/NDD9pXWfD7aL+8PeDF0LjGh7\nPjqL3zft31P8jQzVEXX9Fyr/+oG3cfc9+8fZuGvfK5L8RJL7Dg37U9qch1KO199P8t2LXcuM2A6P\nzFwdM+q+70dSyrhx+f/nJLdfYPv+YMr5cmXK8f6aOrwz5Vy7NOUcHndv5sIk3zlwLvWPxf69rW9l\nrv0wONyU5MX9zwus/7/VfTSu/D+/Dm8cGvptjjemnHvj2o4fTvJXQ22Zy+s+/2jd9t9K+eHuYdfV\nRzIs24zWakgpJP9X/f+xKQXErw+kf6keCP1eNS9M+QVdknxfPej2p1RoF9cDolv//lE9SD6WcgH0\n23VHnDIw/zalV0LqPP495VemSblIujCl4HngiLz/YD2Iv1Q/P63m5yUD3zk9pYB8TUqB8+qaz2el\nBCOuTykY/yKlcHhNysn+tJSL7V7Krw6T8ou7bpKXDsx/uubvh1IKyS/X9Tgm5SbQxSkn4A/UZZ9b\nD/5bpVTkl6dUmttGrF9Tt92hlAr8f6TcdPjZ+n//JPpqXf796gnz8pQLmGfX/PdPtLPq/v2VgWV8\nJvML/50pv1xISmHQrdvn55PcZuB721MaDAdSTvBbD6TdKqXg/HZd93F5a1Mafm8aGvo30y+q+2JU\n4Xf7mrfzBsb9apJPDRQCZyd51QLH/j/UPPxCSqPrkynH9w9k7ubIp1Iq7L+s++49df2OSSl8rkz5\ntW8ydPylNNz/LeXmwxNSCvPfG1j+i5P85wL5O63m7/4j0r4/paHy0fr5RXV7PL+uy29krtIZNRwc\nSH9PyjncTTlGf6DO869Sju8npxxvF6RcjN26ph9X5/HllGNrcDiU0vi9NOWGyoPrdn1vSoPjjpm7\naO8fn4c1rhYpu95Upz8lpVHzqpTy5Vkpv5hZyvr3b8qdldr4HZj/36Vc1PzcmOG8Oq87pgQWOkle\nNzD9q+oyHljTp+tyP1O35yvq9jk55Tx4XZ3H01LKmm/VtOellClX1OVdkVK5vyPlfD4lczfwXjSw\n/P5NtUvqfp2u+7STcq70L2ouGbPvzqrfvTKlAfH1lHKyf7P97LrM/5vx58elSV4xkKdnp/ziNim/\n7vhmShnynpQG7UxKGdy/GTqTUia9LeVcPCPlAncy5Xz9WsrNq1+o2+SMOtwzpTH/pbrtHlrX9ekD\neenfbDqqfn5JkvfW/+9flz2d0sPutXVeH0i5CXDbzN0g+q46zYNTzsnP1e/3G72vzIjAYN1Gj065\nkLoi9QJmIP2BKcfPG8fk8aN1eX8zZvvvH/juB5P8U+bO3Vtlrm75QN2GNyR52tDx0w6s38tSyuTH\npZS/j0o5B/5szPn57jr9r6cEut+Tcsw8POUi7bKUOuJ5NS/vSbkIeHhKo/nqlPrzR1LKtC+kNPr7\nN/L65/IpKW2UG+u+fnxK3fnklPbHR+o+uT71QqJO/9c1fyemtH0+nvJLtPul3LBv6+dX1/2zP6X8\n6v8adXDfj2q7fLEuf9z5+bm6jDOHhkN1Xc+twxPGDIcyV36NWv75KcfgT2V+sPuoJD9Zl31Jynk3\nOBxMOV6+Vtd7XP19Y12/U1NuUvx0HZ6ectFyU+ZumnRTgr5XpQQtX1nTrqjf/82al3dk7li/KLVt\nklL+fDHlXLxdSqD14pTjZ1T9/eq6/Jk6n3dnrlx5Y+YCmTMpx/CegaF/M7BNOSfG1W3XpJRv48r/\na1N+1ZaUG9l7UnrEbE85t/cn+dea/raU8/m4+vkudfvfkNJuflld178dmP8f1DyOa3vPZC64NOr8\n3lWn/82a/q8p59+jUm7qXlfzcNSIc/uoui/Pq59/un7/Nwe+8/Uklw+1jf58IL2t2/nDmfuhx8tS\nb0am1FVfTWnTnFHz9181fz9Rt38no8v+e9T592+8vSclMLNtYPmnptRRd0r5hfFrU3pnJeX8uDGl\nDtkxYv131GX3aj6/klIOfyulbn1mTdudci7eKeW4uyxz7avFgia/X9dhXNv/UJK/r9/98bp/B280\nfbbuk7unnBMfrtvzu4fKz9+u+6EfKHtOSvk+WL69tm77e9fPd6/7/+Ix279/fv9X5urywYv0ft3S\nTelN8L0p5cp31P/77ZyXZ+6HMM9Iafc+rU778jqv3anXsAPzP7MeH+P2bZtSv5w/NPRveJxfl39D\nynXCO+rx8FtD6zBy/6WUQ21KufOclN6fT6z//2vdNmenBJvuOGL6fj4O1Dy8LcljB9JfscC2e25d\n9rUp18+DQ789eF3Nw7i6ua3b/BNDQ/8YaVPKinF178HMHTsvr8v+8bovHp5SF38x9XxMKbPeX/+/\nX83bxxc4Nz5c1+X/pdTdD6jDY1OOvTa1rMnots+FKefiQtftl4/ZN3es8/+P+vlHMhdceVVKwKdN\ncuIC7aar6j4YV7b3r43eOjQcTCmzvphSvvxBRp9f/enH7b9PpNR7/eDT8DbsX5edt8D0+wa28bzy\nPeXa7JKaz3elHGNnpQSC75vSjrsh9cchKefB21PvMdT9e2GS05ew/fttoX9KuVH5pswd57+Tct3w\n9tSb1Snnf7duv9NT2p8/nFJnTNT8/WJKm/qimu8HDOXhtTUP4+4rXVrX8dyMrl/PqsfAv6S0Nc9L\naTNtS6lb25QeV8notl03yVcXqFvfn6W17b+vfv5YklcPHT+X1X08av/3fwj5zpTj8vqU8+gVKW2G\nNuWG6wdSyrDLU47T+w3M/+KML5/aJN9a4Pw6VD+PK99vGth+o+697EmpH56YUrafkXKc3DMlmP3t\nlLprW0q5+tq6zR9Up/9S5t83+6WU9tbDU35g0P8B4K+k1I+fSblH8+DM3Rfo/xBucOgHvffX+S10\n3/TclGvHb9f9+y+pdUTKsdXf1qPKv3NSjv9x9z2vTbnfM+7at83h91MGg8L99P6PtD5Qt0O/bX/7\nRYaP1HmMu+97Sd0+4/J/Q/3OuGura+r2Pux+U90+Z9d9MO7eTJu5YMopKWVL/1y6Z+Z+9HDF0NAP\nrFyR2jYeU78tVv63dR7vHhr6AaXPZ+H7xm2Slw0s7zdT2jzbB5Z/ec1rL+U8f3yGfth0S4Yjmng9\nDCmF3T0HPu9PbdTXzzNJrh/4fOv6nX6U7cLMXRg9qJ4gzxqa/pz6/9E1/YeGDo599f9vJnnUUP6u\nW+Tgmklybf2/qXn7wYH0C5LcUP/fUQ+qpw6kz954TyksDyb5+aH5f2uB+V+d5Lr6/23q9A8dSN+X\n5OqB9JuG0nv99DHrd36S/QukX5vyqIf+5zunFBjH1s+dlO7H/fSn1m36qwPrd3AgfVtdx/7F+zUp\n3VVHLfuqlEb7lWPSr+7v2zF5e1Nd1jOGpjuQcnE0M3gsjpj/Df19Wz8fVefXb6z3I/3jftVw7dC6\n372O61cu12Xupsdt67H6YwPf/9E67l6jjo86r0fWv/20Bw5Mf25d1z1jhoNZ+KL6xswd++fk8Juu\nF6Sc3/dPaazeJ+Wi6kBKAXgoyUPqd78r5Qbh3rrcz6ZU3j89ML+JlMr/tJSLi/5N+a+l/ipmxD68\nvL+MOv47+8dAnfYPU26uvC/zG1dTObzCGx72Z+6m4ffVfP/i0Lkzs8D6X9Nfv5TK/QeH1qFfcY0L\nvLQDy79Vne+DBqa/bwZuOtdxj0z5ZXD/hvrpKcfR99b8P2Xgu7+cWnYOjHtAyoVBv0fW4PH7o3X7\nvbR+7jeMH1c/36dO88T6+Y9TLgouHrXv6v9fG/j+/er0T6ufL09pCH4xC58fg78I65+jdxmY/9UD\n6Y9P8l/1/4tTKv83pJQdhzLwC52UG2c3pTwqJ5kLxD1yoGz7mZTuxanLHfy10PVJZgY+9wMNd66f\nv51adqY0nGfnXcf92OD+Tbmw+aeB9J9Kudl72IVfTR88189OOfcGx+2t87/vqDzW7f9bKRdco7Z/\nL8lFA9vyQUPLP3do/X855bh81tDx01+/czL/wuuMlAblTOZumA0Og+dnv6x43MD0l6bWLSmPITuU\neqOhjuumPNKy//k2mQtC3ynzgwbHpNRtH0k5Rjt1nQcbhv+97vOdA8sfPH++J6Ws7l+cHsrcDzpu\nVbfPh1KOuYvqtnloTR/Vdjkv5bE4487Pm+o8/nxoOJhyk32hsme4/Bm1/LF1d01/WZ3PSQuU3Q8e\nGD9cf1+epLPA/C9OedRHUm5K7M/Azc26f/cOfP7ulLKkH/jrDazfN0as3+VJugOfZ+vvlPL806n1\n95j8HUi5GLw45dx9SUqZeDDlIuxjKXXguLptX2rvpYwu/2/MXNv2/AyUHQPnZ3/7XJjkh4fSv5n5\n7afvTSkv35TSnvhq5oJKo9re3xzcPzn8/L5kYPv2Hx/xk0P5v3SB7TeTpDfwefja4ZrUa4eUduWB\n1LJ64PzqXzvcO+Xm0Tcz90vzK1IelZSUc/NQBnrmpt70rv/PK/sH559y4+L0zA/M3Kfuv8H83rau\n8+3r5xsyoifYwPcvTC0/M9f+GPxB0rUpj14ZnOaPMxeIfHHN46geD/8n5dg7tMDy9w/mb8T2vyLz\n28fbUgI356XcIJwtPwfKpzf091tK+fJzNe0r/f+Htn//2mi47v1qSt3Ur3unUtqjr6+f+3XL48es\n26G63y5NqQufPZR+bZKv1/9Htd2uHVr34X37Hynn33BP0cG2z5dTr5Pq50enXPO8KKV9vKeuw2dH\nDL1F9t1v1HUceX1T0x79/9k77zC9ivLvf04CARKKdCmKdAgdpIlKEEFpNlREUFFQ6cWG+lNEkKqi\nIFVUQKQrIL1KkwRCQgIBkgAhISSk92yyJbvz/vG9J2ee88zM2WxA0Je5rnPtPmfO9LvPPffYOnwD\nbeh3ITrycxtzdO6s/H02ls1i40M07yPBWlR58x8Rf9ozUT7cUIvxXoed5ENyQ5XHNOAWzbJXO4He\nGhnfBPJ6cRsm1xKXfWYBc+3/mN6+gLxe3kVJ2+5HYazDfEfpHNQgNwV9mhD8rtJ2v/H1tcT8v0yj\nnaKKX+dY+ej62f/jqusSfPczg7EpmfJzKA2FDfQdyUeHI/xdg2be8kl7t0nwfcgbWpCRL7oGlfl/\nHIV5DPNnU+oR69v34XzdA7ySWd9Qjh1pT/gulE1idqVDbT78aZEG/opkH+8Yt7yV370yPk9bU3Yx\nT1tjvHUkBt/2OyXbb26/J9Nom/iZtdtSadfD3zDg6OD9Ppgsh2QhB9wQjP2nlKf2ByJ69ixp+hTS\nlxh+taEwTTne7flDzPYyBZPNkU2iSv/mEtjV7N2PEf3f2eAr5J1XAX+t1D81+L0BwhdvW2pH/P3I\n4DkK0dyfI/rzY/u2zm66gsHSo5Q8oh3TBYnTvzcp7ZYxu+csSvoZ033HWh+3QfC/ObIPdCCnsi60\n+b4Mcoa928Y2GTlZhhstsceF8xvBz8mU+B/rf6fBQEq36kDhL1P1j8dkW+K2mS7slCmSjT5bKf8Q\nohEbJuD7OzWPdzhM0f+jrY+fT+SPBk7MjK8qO94J/LYyvhmILx+GHLo8b/8lZvPsydOjQu+mBxHt\nKmH/dJA/jUBxohSOV7LfC2lUnFppNEzNoETuvjbxu1WAe3oAqNUd/Vno3oFU/2eg2LZh3/as9GdK\n8HshwVFF+x0yl6phbbHiAaxCM/GYR2n4WQYRhlBxnhOMf1kCI5+9m4gRrwxwT8jkz6nMv1fePcNp\nCfPt3Set30fZnIfE38PACsH4WhNtzzWEmpvJn5fp22a2Pv747ar2PhTsD8yMfSqBUQh5rndRGnW8\nYanqzRB6NVQ3jDqwMCwGG6FRcR6NBmDvzVg12u5pv2cjj5VJQfnwSLf31P1F4llInnFMD2BrMs2M\nsT/lMdRwo69JMKmU+xgKi+FoFppWQkLPw8jQ0YmMx2OQMaJXpY3ZBGFxKAWAtaz93Sjxax2kkL5M\n6bUwiGbG559FlfWr4u6mNeO/AzOqIqPK8ZWxLhYcEvM/i1Jw9orXrkH+NlQ2TYK8la2/w4M6qrRp\nQxpp0+pIALkEGasdMLxS79YGC+dQCsYfzMzRwTbPTWsX9OkDwfehd9gCW3sPgyn8COn9mtaeD13Q\nSkDfKQXcdaytgykNa/MrsPRBq997v3r83c5+j6MMWbKhtfu5oPwMbFMhWJNOSsG7lUbamhqfp2cT\nCRSfAAYaFM8grxXhWQr/L6fibRP2kdKzqTXRv2eBjuD/z1XaX0jFIQF5g85DQpmHH7/BNa0CO22U\nm52/jjwdNOPn1pXyoUNGC40bRA2bWvZuWWvTh3proo9IiPYbAosqeZ8yOPomzZvmVfrfRYX+BXB3\nOo2bFjHZpUE2iuDnwVbHTwg8eGjkf19AG42xp7Om/bnV9iv5O9scDEanDlaqtD8LM4oEcx/y77aa\n+quyYVsFfhZislvwbjW0KXYX2igJN02quDWfRvli8frZ0z+2fsH3e6AN+18ShF6jkf7leNv04LsY\n/R9LSRtfw4yUQf7LlIrfSOATEfpQnZ/1kEL0NyryAc2ydwvBpksEv1vI4+eEmvWdSSnbeMPrvpX2\nJwW/q/JPF4Fh294V6NTKLQg3ZlfqC+nDfJo3Zbar1B/Cxwa21n5jph34QZDvnZpWC8aX0z3aaNwU\nrfLvOURke2SQmkEpn45NPIvpS6L9Sb5/lJvO+wf5DfMfvL+S8lRFjH72Q7pBSN+mUDnxbPPv26/y\n3gXIQSSUXzagDLW2jtW/TWJsXcgjuwXh2daV/NspedvfgdMjfXs5s7Yb2/qPpzGyQoj7LVSMA2hz\ncrrVdYv188zI0yCbRsa3uY3/gMz4v0oj/myGDE5vWtknMvVvi+jBGzQaNz3tqnOW3JAyLM25mEcu\n9bqD570O471U5IYAnsJNLa9be9lrjF/fxPjasQ3TRP7wADZjss9iZ0zievtUAtqRWB+/4T2RQMYN\n8r1dIDb+Boc/exfS9nURjRqEThn507WhQ2EVNqv41Zlav6APyTCgaNOyK1N+Lo30fDF9t7pD3S4m\nu3dShpUcTqPDzCQkF6Vk53D+J1MJtYloc8g7FtDIOzYgb3dps3mPybW/pln3rNL+jRAORHEM4d9H\nKQ3XVd7YGcxdTLZrsMtEysfsPjHZ3odsHog5EwXfn2rrHcP/hSH8EehtVfiP9OFaW48FpOlTuGkS\nw6+ZBM66NNP3uTTqldX5aaWR/lThczYV/LT3P0BycVX2GlUZx/zK+hQ06hYHUIY66xcZ/2KaQdxu\n2kXgMBS839TWK3RYi9G/ql20ahdoJW/72sTm+7lKuSR/QPTt54hGOcwRKvHMJ88/G5zNI/0/1PqQ\n0q3GE2yCROpvp9E2UMXvxbIlcdloA6vjDRqjW4TzMw3RudjjQ2pF6b/93x/RzT9R2jxD/Gw6IR30\nYwaN8DkVCxUcjK9q+9sIhTWfYGsfdQate5a4wLvtQUevRiECORAx7BeRYd1fgjQJ7SJuaAv4bFB+\nNoFh0YBkg+D3gzbBeyCv22eQQtwPEQOHeYUYIlRjc95pgLAfjSGg+tg7HyLhELQ79wA6ZrcJEozb\n0CWVvtwQdHm1//0apbfYzvb9N4P8JxFxPxgJ5w+jY4ofMsSYiRSQtZHn2BjgT5X5mIwIxmlIiPlL\nkP+4Icdv0THCnezZ39515YDT2g53tE+mUdCeRsRbA3lpz0femA55eO+FPLAeCb57jIhHluXdbXXc\nG8nbBimNozJ929761wsps+ORUasdIf4ZNr+nICVgbXu2tXcLbW4/iQz9DxEc6ba8nKfkcJqPWIaC\n1ngalb5jMMOS/d7R+vBkAv5GWBs+BMc6NIaHGE3+FJU/RncQRhTtfV97NwcZhnsj3LqSRgZxEcLp\ngxCh+yEl8+5PcIQ+0f7LBEe+g/crWr2hwf99iDYMQQqhb+NhGnewj6f0kOlE3nQx5j+ACmGPfPN6\n0L73tP16kP9FhG+p8W+FFOA/I+bq73L6kb3rRJeypdp/1NZnV0RHhyKD7gpoh/5GEpsmAXxugwnE\nBjfrBfm7IeH3IuT16DcYz0b4+gZ2p02l3v5W9zXWvo9buxPNIaq+hAyHTWtn+VNpVKaHY/TTyh1K\n6bEXw48Wq/ejiL7eg4XQs28m0kgT/GmYPra+n6Okz+cSxG5FIW46MIMJ8raZQrkRdj7CkSnoVMWF\niN4fjjZ75yEc/xDCzWuA5yp9CwXLUwhCBSKYc8hA2xvR/mpc+Kdtzj8OLFvJGwIck4EvHzf5wVgf\nbf6PpTwNU53/E638EfaMRR5NH0GbBovQhYjVdve0ufHGjz/YXE6hMUTIs/ZNE/4G9M17wnteHYY3\nmUXg7YfCE6xVKd9kuEDG+zvpnlHx5Mj7fRDfep1G+v8VGgXxLuq9TX2ImpjsMoW40TLETx+K8nFs\nc5OSPt1JEAo00b7LtP8Qkmd2iJTdweDvb8hodJ7BxwBK/vsQjSE/qvy74aRSpI2FmLdnsN4bBr/H\nEldM/cbJ6za+DRHt/jcmW6INy9kEJ/Fo5t/b5NbPvlkFhWl6ClMKCeif/U7xtjtQuLYU/R9mcLYJ\n8rofGLSxIdoo8RvP30A0fk/kUPAxW7t7In1eF+HGYsXY3ldl7ynEN/08fk+hxM997d1JwXc3GYyd\nZ/nb2bOvvesw2DsJyYk3o5M7H0Xy/gJ0IWZIz5YNfndS8eaM4O9vgt83E9xPghR2b1hqoP0BfjwX\nqbdA/HMiooHLU96b8Wrw3S3Wx8/TSPdXtnedwPXB+6dp5N9DSeAH0gW6IHsaYVRN/hCE9/9nbV9t\nMPVpJEcvIJDlK2X9SbYc/eyydb0V0bkDK/kvUBr9qrx3LFLmh1bKfBDxybus/XswZ6lI26OQLvom\nzae0Pmnz/zDiTQvQybBL7V0Xoqmptd2VUi97GJ00ez+Nss8bVO4xsfde7ngiNX8EvC+Rf6a17+9a\n64+cYlanNKpMB86MlO1tsDUlMXf+7re7EZ181H6vRUm7hgPH2fcx3nw00l9WRjxiGOV9gN3RHbqs\n/Qusn/tU8u+yujaxPl5HcCqQ0inhViTjHGzPscjBrgvpqrGw1r0ow3IfQVz2abU5SOntz1j52Nqc\nYH27COlirxF4gQfj7yAiN1n+BCob2vbe03Z/Mq43MlSNQ/YYP/9jqWyyR/DLO9c0rZ99+wQ6/RRu\nsgAAIABJREFUeZaaw79Q2oRi5Z/HTgLa78X0HcnVR1GeBPwdFp3Efm+LZPNpSO76mvX7MKQ3+FAz\nj2Tm/2r7PY4gmoHVP4VGo++tNPIOv/G0bXXslv8slZB/lfwZNPLeql3Jnz452n438Fdb418DL9jv\nr9J8X18nadnuNRqdmau8dToRhz8aZftOJEP9DOHVFOSs9WVk3J6B8DCG/69W1t4b0f1Jik7ysuH7\nkL6Sok9dyL6Wwq8HyPPukTTK8lXby2QaT+H+hkbdciiJTVNkH1jMuxHOddEoM75Ioyz6ORpPDXuH\n0t8iO8tu9t6P/3Yk/+fspg9n5vcgRNOPIE7/OjDbBnG7Z3V+YrrvZCQHTQROqfS/jj8MJ7AjR/K9\n00zK7tuO2XUT/T8EwWhKt/oBks3PQrbQrez5hL3rAn4d1Fe1zXj6fjPCkwMq/ffyxUZo4+PvSK/x\n7b9OECo6Mv7tydD/ynxciOxcu1Pi5zCCcH2R+l+l3NTfH+HSGkF+JwE+Vcr2Qpt+/0jVn3uWuMC7\n7UEG0L8gIvMnpOz9mPKSqqco46N12uKFHhkjCTYBIvX72NddSMleDymaHfbMRQT8u/ZUL9s7y9ro\nsPZnUV6u1IEU3keRgv4QIsaXBf1dSOBNFunfXygNUzMRQ56ElMJzKA3T7dbOakjhCJnabPt/OlLU\nn0ECt495PMfypyLEfMramIgY99k2x+FlZIvs3a/sm2eRAPZ9e85HhH0hYoITkNDRTmMIleexO18i\nY98bGTU9AehCxCE0bHyRMn7lmwgZh9n/nZQXH02170Yg5ttp45yd6dvxNIaz+SjmXUopmJ1KeVGg\nP7rXZe9+jgRoP29P0+hN8G8spn9i/N9FhPlJpDh1YJ4Xlj+QYNMnUv7HCOb+RRz+fD83TZQfREWp\nrORvaeXbbdzzKC+9bUcG/iGIYP7V+jAOCRSv2dzvanWtY+8focZbLGj/IuCWRN5Ktr6dlfffDNa/\nP7pLYrb1azTBxgalJ8CNiTYuJYjzG8k/19q50+DvBzZfv0TC3+L7h2Ljt/ebIgbt8cDj3tNImMyF\nQNgOi7tvY/sAUhT9ZWnTEf41xUW28v8iCP8Qye+0ek5HzHyFSv71wO8SZbeijJHagowC/l6BSYiu\nnonw9/TY2tm7R6l4IAVtXI5OvURD4CD8uN/mxM/tczR6fF1v/ToKKU7DKWPR/hPxpNRlq8dRxnZe\nYH/3QgLBkwj/u5AAexZi9t9CQk6Lwc0wSrryBo2h5B4B/p5Znx9Sxn72T/VCzwcpaau/+P7/kIBz\nEUEc4Uj9G9s4hsb6aPN/BQn+ZvM/1Mp4uumfhTZPUaM85UWEjsaYxt8OvrkC0YBHE3V8z8q/Ymvz\nRYQvNyG+3UVgdIyUv4d0eIZlqT+Jdyd231Qkz99Z4BCu+8szwzsZZpCPq/7dylOVXUZQOQkWwU+/\n6XsMol1fpxR8B5DwRLYyJyBjRKr987CNIRuLDzMxw+DhHgLahGjMeEra/WEsBA9x/n0hZYirCxCv\nPtX+f87q+XnN+jQZjixvVcypwdZphF9vyrs6XrG8FP9us7H+CClWTcah4NtvIrr4HSqKSeWbkLdt\nRnmvVYr+32j1jQz632Z/n0GOIQsxz0gaacnrBCEfKn1Zz8rlDLODSHvqDkA46YK+HYLw8zrkDdpq\nf4fTSD867d13Ef0eiwwrKyC+6+WxceT5m8NCeCTy76MSlqmS/xtrJ0b7n7D6c4avTWyO2638bBpP\nynwb8Qe/LgsraziR/GWefyQ4iRLJf5G8t7M/7ZGS/T0PG4FocR8kA3l96zXyd+ZNroGfqyrPlyv5\nflMpNv+TrQ9N4X+QMWyclX3J5n+wjeVO+99RngQZS2XzG23UPWMw4DcQFyFadRMysI/NrO03sZA+\naBPtJ5QXtnvZ50aCTbtK+zeQ4T+IjnfaWM62/p5k/z9tc/ZJJAt4mhLqNw7JLNEY4jaHqblrQxta\nGwTj+zniL4so74VZRJo3t2GbKlbH12ikfW8QGMEj/XsUyU/+OaqSfw6ieZ6ejCc4LYA2wP+AjE1+\nc9OHxfw7MgROQTz0Zvv2D/b/FAR/3yMt+9yAZN+U3r6Q8g6i6tpMCfrt31XH95KtcZPcZPlDiDhU\nBLT9lRC2kLF7XDD/fyERXoYAv1LrZ++278YcbpcpfyxBuMRKH+5A+tZVifyjDS4Oo7zcOZzTdoQn\ndfPv1/TESv3DCTzFI+1/jdKmNB3ZEY6n9O6/Arg0U/4p8qEbD7Y1WEScv75oYzwhM3+ex8Zku7uB\nuzLtv0xaLxuAefIjm8szNOJHF6KFoSxVxf/TsFMiiJaOAG4Nvu8iYzup9CdGn+rw6zuU95XF6Pvl\nJOwKlj+S/KbD38g73PqN2z/bWj5Zyf+r5T9MKROG9xmeRBm+b1+byzMoZf9NbQ1TdtNOYK+aeT2Y\nNP171P6m7J5t5G1nP8ScpSkdDx6i+7alb5MPH7UBkr1Sdl9/J1Kq/7Mx3YOIbmXvj0R8skpLXjD4\n+Eamf48j3cLfNfKVSv65wP32v9/4eIMSvv9BflNjOxod+hrof+T7/RBt8fj5CertxvNtnhYRODZb\nfY6IQ+Vb8fjL0f/nUlEU/dDO9Wz7vSnaUBnlnFsUfLcH8mYbnqjnWGSsusE5NyN4vzdSsgaF7zP9\nWR3t3q1tryajeOPRskVRbG71O7Tj/Uriu69bvV3AQOfcDUVRDEAErC8SRM90znVVym1l9Y9A87Il\niuk4tyiKvojJrIAEh9fRSZ3Rzrn5RVEsj4SFFdBu6Wirc3kUvga0C9hq7zdGAspuyBvKj38QMtC3\nooupl0OMYETQz71Q+LVfJca/NxJAv42OYM5PfLdDrH3n3PCiKLZGRsBq3gtFUayX6luinRWRsXCk\nc649eL8Rwdo758YGeQ2wGrzfGnlvPJ1oa1lEbPaw/t3vnLs3yC8AXALJi6LYEJ2EmBTJ2wzBz4vO\nuY7cmOtSURSrIqNPCPtDnHOzbAxHIs+CjRCuTUKK62XOuQmVur6HlNtjqnmJdtd1zr2YyF8JhSZ7\nrPJ+Q7RZco9zbl5RFB8EPovm+CFPK4qiuAoxznndnIpYH76FYG+gc+6qoij2QQzK4+7PK/QqOv6i\nKHoj+O2FTv+0LUEf1rYyzmBmX4TbTzrnpmXKbYZCEIxN5D+LPJZmI6PuY8hz9GXL3xYpmlclym9N\naTzwc3St4fyZlHN0unOu08pU125bdMx5dKKNIxBz/2skbzF+GCwt55ybXPlmWSRgHIbgw4dJm2b5\nu6HNokci9e+CBIOFyMA7xDk3piiKdZAQ1RcpFg9Fyha2Xr2QAXs55PXVGhtnYuybIc+dcI3HV+jv\nD6wff0WCzJ5IafkAElqeRBda/jrTTo/66OcfKcU70kgfhtq7jzjnzkmU3wttcH4z08amKLb464n8\nPRDfGOScG1gURX+0mdMXbRpeX6XbQdmDAJxzdybyl0GGoTGJ/L0R7zsjkb8v8qB6lpL+P5ga65Km\n7uKnc+6X9rs/MkJvi053vfQW9WNL4rx7VOTb9yGaM9w511bHv4ui+BBSSmKyyfPIW2lwol8/Q6Hf\nTkrkr4rw63Xi/O1+ZPg5hDj/Phrh2p6Id85FBix/mrZBZjVYvg7Rkuj8V+mjvcvSf5v/AyP9f8jK\nrI5OBmxYyV+AQgLcn5ifzyJP2TMT+Regky2fTeTvhZTfxxA8PF4UxTbIgNwXXcz8Z/u2L6X8MdU5\n1xKr076N0vrId/1q6lkD8ZaZifwD0OZaB3Havy2KNZ2UL0x23BNtOAx0zk2NfLMyOqUZwvdQZCxo\nz9Cfw1GIohsT+f3RCeIhifxlEV59joTsH2vb9IhluyNXFUWx3JLIOpWy/ZCX7bY0z/866K7IlN7x\nAeTh+Cf7GxvfvV4uiZTfDcklw2r6l13byvc7ISPiX0223hE5KFyR+H57FOLjJ4n8zRFtbNKNkEHW\ny3EFMpKF8v1mKMJAUncwmbXbc2fy0seQk+OsGt58p3Pumkr5DRBtvD+lJ3Y3mT7XjpyvlkOOMe35\nUk11rIIMYbHx/805N9vmqEn2Mdl2ZTJ6u3PuJVubTSr1v4pkuTBNDPlpURQno0t1z030fU/k/Xxt\nIn9ddDrnmuDdyghORiD5sX9GNvoACtV3RfCuaf26M4dB+Q8hOli7/jbvZPD3I+iU4DCjc7vTyP8G\nO+dmZuZ/o0qVc0NdqyiKExHvuDjR/kHIMDwVyQh7IdxYBcnzj2Ibfh5PK+W3QrQ/Z1fqRJu4HseS\n/DVSfi2rPyob1yWDr27L9ka3QxwZU7V7hOuP9Iqz0Kn95ezdSc656fbtbuiEwONL0OfF9AnhbJhi\n+LUS4sPdou+VtupsOz603HOZOr6F5NLJ6FLwyUHepWjzdR1K2fS2IL+Ptd9uv9dEGzB7oXsEvU1w\ndbd0dtMc/fsqpV2gW3bPoN7NkG4/3n4XSJbcC21obYTk30Wx8t1NRcbuuyT9z+lWRld9/VOMF9TZ\nZr6KZLubE/kro03rluDdx1DEicvRPUt9nXODEuX7ABu6wO4S0P8XYjKbyctbAc845xYU3bMbD0D2\n1IcrdZ2F6P/IWP+WJv3Pbpq8E6koihXQET2QYrbwnezP/+/JGxbf6X68l95L74ZUFMVyAD01Mlgd\nqyBhvlsbRWYw3xEJIwOQUr+AchPl0beDsb2X3t5kRoNvIQPTis653u9wl95LS5HeKtnFNoJWRyHP\nogaHt7P9/9VkStMAyk3LNdBm9KPOuYOD73ohZXzue7LPW5vqDGnvpXdHMkNF4Q1g76X3Ul16D7f/\nt9P/D+trht/tKXWtAciwucw72C2gXm/8/2F93kvvpaVJPdWt3ulUyJE83NSZX8nvjfQZ0D0/S7VR\n9Xan/4lNE/OIOY64R8wlKAa49667sSiKr6Hd8l4oVuRpVmarSvmXvKdMURSfQAY/f9H4ayim3ivm\nkfU9tAtYWHmHPBV/i463fT3Sv4HoaFQvdFoiln9NylPN+tULxXKbWnm/NlrfyYW8L5Ptm0fLjrF8\n7wllRrJw/GOQp+HcVN+Ccpc75/Y17xNffqwrTwEtg7xBY/27yznXYTvZu1TyByPvy7Ms727n3HmF\nPEB/bN/dgeJyRvtpzPxTsR3Xoih+jOJCXpIoOw8dBf6zc25g4pv+6NhsDDYvRmv/PZph63Z05KzW\nIyqxdoOcc8+aMerQWP1+d9aM6Yckvmk4hVFpdzN01PyoRPuDi6JYjW7AdkA4u1zppX8SCi80MdOH\ndZA3XGz+rkZeHNnx51Ihz9xLUJi5ah13OfNQL3QaZXFeN70oVkD3gQyuvH8fQJ2Xjn23v3Pu+kT+\n+uiYdoHmf2XLmovg7wLkkVSHe3ujsDUfQV4ioKOd/wR+4Zx7M9H+Muikz/jgXW/k7fM5RLP7Ia/E\n6tw+WMXZOuYbaX9D4BLn3P6Zb1ZA8LsDafzYDIUFi8HYRd7Aa0rLagiGZwVtJHlHpR8NfXDOPVfI\nm/IktD6Lx47W7/fI0+xY0t6gr2bGviaKo3q+/d44rMNVvIDN029A8KyFjhk/5iKnIQp5yu6Ejhan\n+ngDUvJi8LcCohHRUyBBO+9H3jxh+ae951QdDbJ3MfoVevP0BL/7oZMaUW81g8/b0PHsu51zvzWe\n8xOEs7cDx6bg3PN+FKI0ij9FUWyHjjXHYPfXCPeTsotz7jrzoIvS97o5yCWTDfyR/ZTsdAuiFbG1\n+6fLePeaXHgbClOYo2+9QyXExtsLhYdos3dZ3Ei0vwaSu64lIrsEfC7JvxP1rovw6QS09suRkV0z\n/dsQhZC8MtJ+OD8ej0P4edZvytT1vzv0ryfJ8xd0rH+LSvujnHOdRVF8HNHu3QlOQSPa8zvkSZvy\npr8MeQ/78qtZ/syg/Lhc+ZSnn/W/LzJyvUIePgrEI8P8V5xzXT2V3azetVH4r9RJtt4ojn6Kv28O\n3Oac6x+pt3A1J3Xs26x87DKn1Yy23Ys8Du9GfPJS5Cnq0KbiaehkQnITNqVbuPwp26TeEHyzK6Kv\nf3bOvVbIu/s4RFtuQ3CblP2R7HoEab61HOW9nQ+5xpPt/VB4mjMKnRiM4efzmb7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BAAAg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N3Te2lI7hQfrGPX4QMfZz7X/o9H8nYEHkNNeEUt0T9F2Ov21WY34L2f4MEu7qev2/gLvHG1bR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\n+Zl1fh5MlW9ifnOLJjn58yqyC/8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TGOM9pTK95sdZEAFxqJ8dQrgUke1V/J2KOLCTO/Vz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dXhpH2it01/RvCVSxsgi4WVC+88jRDM3MCpzjVv2yl571PB4n+ELOlTV2RBhPlI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4/UG0b/0T0a1HZ9o3mDxv1ECyod6Mf258jEhpQclgFlmVN0jTtm9F796CQkXGdInRqti4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nCBBUg4Etd6rZ8p/M+nQggRMvKvwDdCCMMRr/AO3S7on2bg922mPUI3vFnKf5zubeYOTv20tzG/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\ncGKb98zs+4U2AmI6zDCzF6LfN0cuF2ZV91eQleIa1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mMecDTILO87CIn+tpn9PjO+Jhc/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TUflVMcePvnIG+yFON6DsoplPP663UJIQxBYzgMMZ4dw6y6MWoztP9dHtPTEMLeyKGjEtqz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kSxLJEjNjS5FMSU4zZcIFqfVvZvej+Ztdr45yyoxAZ82JyIj9i1D+Y+SksBFydLkaecV9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\n0Z3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r/rvA457hMG1mmyCHgE8Q+9DF4fg/iJ5rGhTpdh05UdpVnA6/NprUhJndjhIcHmxm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\n81ESMyJ6lBGIX/8y1I/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rV0k8TO/x/Rai43w5nJ8GuJZmcrIUoZZBqSSGIW/xjwuvbBNm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eVQEu4APjOzB+ibWB/wJkYRmdkQFO1Wa7C4FDjd3b8wsxUQpd9UyDPr1jqqeIAC43dYnJ7Q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\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i02zTydp/B42k1wDfJ4IUniFqPPygbv3VwM22D+zw+LmmTWZgDIs8nGYsZPwicAHwLdu3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\nAX3Mkz1Bk6eBAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc[pdvc < 1000].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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DQQ1WrCdZay05mOHw0RkMBhMBi0XSL5o3AAAAJ55HPvKReeQjJwdF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cCMU+17nrE8zPC/HZgvqntB5K8u9/s6xfrpXeun0yLY3dCA9HQUPPpd5AN2f/vO94j8xgPnoaDn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8R1CI/IdpoT2IMR9Tl2ZE/3MjYeo36b2mImFkllq7XoWdA/3nOUDvQVEube85jUB9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iVTylWtsMxsBUSIbAP8GDiupswAvUPfQbHVXkKx3UAL/j0hhFFefjo6FGui519D8dse9/xC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W8NL1jvkd6n2pah2H9fsS8pgorj2FNNV1bS+KElKXv91OyIKnD+GXPXO/G2IGbovOfx3G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igyiy33YG99BtZ1BMEfxMjqKzt6MRkDISRXif4iGjwiKy+iwSCswqQP20osy6GhOJXBuEmcUH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0Ihea3EuBdH+ngWnqK+3aEnUKgoMQUDqNqBvHNyT8DMlkDP6y4o27fUO5wTRQPn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hmrzz4Yv40/Buhan9R6tAwQgwMeYWuCTYLPiC8QwF08o8CB016+GyNFdSSSYYXhhZfyCw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\n1iUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc[pdvc < 100].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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JkiRJUu+YwJAkSZIkSZIkSb1jAkOSJEmSJEmSJPWOCQxJkiRJkiRJ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\neU57woq4bZLHllGP+cAvBq8bxfoheb6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stw/qsY5x+1a9sv/GiGje+dGFUsq/kxNUXga8\ncehuCEopR5NzpXypYbxdyXmk7kTWI18eWrYa3NZR0VQpZUPygpiHAfevd2g0V0pZPyKuGnq9D9mh\ne8bw+yuieo6wMwsfd86KiOZXbJZSnkGeE5weESeUUh5KdgKuSSZm3lw7XCaulLIVOQzezAswWqy7\nkMmvhwEviIiWd0MM2ig/jogmdzb1VSllffLuh8EdsZeR55DN97nltW2WvAP20+RwdPeZkWxuGWdt\nFnyPl9eLWFrH2Aq4JSJGXpRSv+NbI+JzrWOPibc2eV7XepSJ4Rh7khdtfbj1dllK2YkcWumMMctX\nI4dvnNRxb9CH+ZuIuHkSMWbE24AccvJnEdFyNJ7B+rcEXsToPsUPRUSzixhLKf9C9qVcVhPKw8v2\nB85p1ZdSkzLf6/p4sFwTGJJub3Gd/tIdQT0Juy8LhqV7KNmY6sOdg+qJmmieP4kOjzHxrJ8lSZK0\nQqsXeqxPTuxru1bLVSnlziyc7JroRbz1nG6D+vKqaU/MTotedATVjWcbFs5Ind91RVqvFH1+RLy1\n4TpXA55IZtaHy3c68NVJXBU05nNsQw6dsNVi/7hNvHWAR3aY6d6CzEA/ovF6NyTHyBv8dpeS2dkr\nx/+vpYqzN3lL6m7keHWUUq4mM7NHRo6B3olJfZdjYk1kO6l1ymMYvd99o6u6pZTyr8D/RMQLOoi1\nMrBxRFzSeL07cvvv8YyI+FXLOCOsQ46fuFl9rAE0jVmvPhpVtolchbSIz7ESsEHrq4z7cGytdxr+\nV0S8vOE69yHnEtidOrRAKeUqcpiX109gH+hT/bwKcI+WV26WHEf3IEbXl59seddaKeU+5FBOe5Dz\nAMwnhyb6CnDEpE5Whk5S5rc+fs+IszXwYkbUK8AHW16t1mWsoZid1CmllDuRk3zebjuJHPe8M/XK\nzi9ERCdzNJVS1iXvYG41V9eiYm0LfD0itljsHy/Z+vYnf6N/1tf/ClwyuHq45NwN/xkR72wRbyju\ncj+WT7ANtje33w9OHHdH5zLGeggLjnUb1revZMGx7ocNY+1E3n13ah0WZXuyPlsJ+PK40QsaxF2H\noe0kIpqOU7+En2FD4Lmt94MxsZqfZ3X925VS1iDvshp1PGg5XNUg3rrkCAyj2kTHTeqO4q7aKcNq\nh23LeeOWSL379qiIeHzj9d6NvHNm+Hf76fCdgF3o8vy/xrsH8OqIeEkX8Vqro0i8nLwLYvj935Ln\nBk1Hqyml/FuNtwsL+sNvLaWcBbwnIsYNndVrpZSZw32P1PIu2Bp3d25fP58UjUY1up2YwMzuS/oA\nCjlW6VXkuJvzhx5XkeN4lQ4/z07k7V6t1ncvclzzG8khUD5bH6fW9/4A3GtFLNu0xyNv2zyGnKR4\nXt0eB9vpLcAngDUaxTqwrvPzwPPJW+8fV59/Dvgn8IwV9bvsOhY5ZNT59Xv7Cdmp+dX6/J/kOJmb\nr6jl6yoWeUXOd2t9fBk51uYv6/N55Bjl6zeMty7weOA95BjhN9ff7J3k2JDrNIy1Hjkp+XxgLjmp\n9m/r83l12V27+N0m9Nv15tg6gbI9jZwA/QPk2PVX1m3kZWQny2XAFg3jTXX9TDberyKT858ix1o+\noj6/tO4T92sU6+HADWSy4oT6/IP1d/xTrbc3avx9PYYc7/Wmui/MI8eQPw7YtHGsR9Q4PwP+l5xL\n65D6/Kdku+/hK1qsGq+zOoUcTuaCuu1dUmN8kxyTeR455MUqLX+7xXyeFbo922Ws+vtsNPT6uuH6\nmLyysmW83hzLJ/BdblT35cF5x7y6D1xKTkz+zsaf/4Aa58vkvChPqo+DgS+Sx7qnNYr15FqGueQE\nn/uSc3p8p/5mt9L4uEoes88dOg4MHucCz+tiG5nUttLxdtnpb0f2pVxIdrLPqfv6SeT5wa1kO6zZ\n8YCcr+5Kck6Yz5ATTb+vPr+8vr9T49+os3bKYj7HDsANK+h2uRbZbr211mOX18ct9b3jyLv4u/ou\np7bdUONtDZzbaF2vINus76r1yQ71sS95fnc9cGjDz/4iso/hQyy4yHy3+vzo+lkO7vC73JEcarnF\num5ZxOOfdV9o3Vf0g1ovD+quXwFX15hvmsR3trznwHg72aB4PTk28fCkJo8gT5Y+GhH/3Sjedov5\nk22Az0dEk0lcSinfIXe6Z8eM8f7q2G7Hkp3gyzwZdCllcVdxbFg/R6uyrbaYP9kJ+EnDeC9azJ/8\nC5l5bhXvI+TEOi8BvhMLriZbleyEeR/w/Yj4jwaxfkdeLXnUmOWHAIdEo7tnuvwuu95OasxvkpNL\nPStmjAlZxzQ9luxo2a9BrMWtYwtyAqWJTkRVP8tOwNkN94HPkCcOz4sZY3HXuzI+So6Rf0CjePOA\ni8gG6GnkWLATGTu0lPJpsr7/fxFx1oxlO5OTSZ4fEc+cRPwRn6f1b9fZsbVesbko9wY+0rBsvyUn\nlj6+vt4V+ExEbF6HHfsCefXaUxvF67R+XoLP03pbOZ3swHlBzBhjuX6fHwG2j4jdG8Q6i5yf4YP1\n9aPIK6u2r8eKbwF/jojnLWusuv5nkQmSj5AdA88jL0z4C/B08kqv3aPRlcyllHPIq9kPH7P8zcDj\nI2KnFSlWXV+XdcrXycTFf0TE/FLK4cCuEfG4ejfxycDHIuJNyxqrxlvcejYm785utc+tuZg/2ZEc\nY75FG+w9i/mTDcnOxlZlmw/cLerdhKWUv5OdfX+qrzcm78hoFa83x/IJtcHuBDyH7Gx5N7B2RDyn\n3pXxOXJs/Pc1inc+eff1e8csfynwoojYukGss4AvRcRbSilPJzuS3hMRb67LXwEcGBH3W9ZYdX2H\nkXXUUYyuv14CvCEi3t0o3uLaA9uS5V/hzrOWw2/3DTJx8cKIiFLKq4C9ImK/knOXfpu8U/QNjeL9\nGPg9WefPm7FsZbJO2Soi9mgUr9N2ymI+S7M6rORcSIuyKfC6htvlR8n5IA4h51maV99fmezPeT/w\ng4j4f43idXr+X+v8RbkXOZfCxPsb6udpua1cCLwmIk4Ys/wA4B0RsemyxqrruwD434j4xJjlB5F3\n89+zRbwl+DxN2w5jYqwH/Dd5p9zPI2LPRus9nhwx4yCynXIEecHTC4BHA8cDh0fE0S3i3RZ3OScw\nLiVvofzWmOWPBj4REXcbtXwp4s0nOzZHzZg+eD8aVjY3AA+MiN+MWb4DeVvb4k5mliTWPODX5NUQ\no6xFnkS0KtsSDRfQ+KToCjKbN8qqwIYN411Nnvz/aMzyPckhwNZrEOtG4L4xZriHksNEnBMRayxr\nrLq+zr7LrreTGvN6srPj12OW70gOLbBWg1iLqlMGmtQppZQzF/MnawDbNdwHrgMeNrNTYGj5/ckk\n3tqN4n0LeDCZtT+tPk4ZdHy0VMu2d0T8fMzyB5AN4HUaxTt9MX+yJrBDw9+us2Nrl/tAjXcDuZ1f\nOPTeLcBmEXFJTWh8o0XdXNfddf189mL+ZA3y5LnV93kjeYfF+WOWb0s2rJe5fDXWdlEnWawJkpvJ\n3+7Smgz7QkRstKyx6vrPIzulPltf35+8unjT2hHyGWC1iFiiW66XIN5NZDtr4ttKl7Hq+rqsU/4B\n7Bx1ksGSw0n9newYv7qU8kSyw6zVsEfzybt/xiXM1wC2bdyeXdTJV7NzkdoGO4e8E2KUO5Pf9Yqa\nwOjsWL4c2mDXkh2Xv62v1yKvdN8gIq4rpRwIvDYitmkUr8v66x/kpMEXDh0Hdhm020sOZfvLiLjL\nssaq6/sLcFiMGUaplPI04F0NO8i63scXq+F22fVvdz3ZBvtDfb0aeRfu3SPiqlLKE4D3tupsrO2U\nnSPivDHLm7WJ6vo6a6fUhO+irEsON9Ziu5xP3kUybvtcmbyzvtV2eQ3wmIgYeb5VSnkwOaTNXRvF\n6/rcp+t4ixtOfyOyTdhiW1mSfe6sFv2lQ/EWdd6zDfCLhvv44obvWwfYdxIJjFLK6uQIBa8E/kom\nE77WcP1/A/Ycqv/vTN6VvUFE/L2U8hzgVRGxuJsIZmV5z4GxNnDxIpZfDDQ5AFZXA68Bvj9m+Xbk\n0Aat/A3YHBiZwKjLWo2j+Eey8XX8qIWllPsCIzsil9L1wDvI25lH2ZLMdrcyh2x8fn7UwgmUbxXy\nFrJxbiQPvi2cT2YuXzNm+XOAkZX6Uuryu+x6O4Hs6PhXMqE3yr8wPtE3W5cB/0kOUTXKfYHFnfQu\nqZ3IK+4uHLN8Y7IOa+UW6vwCY6zB+CTYrEXEo+qVMg8gJ+7eH3hvPTgOEhqnRpurkG4FFnXV2mqM\nb3QvjV3IOwPGzVuwEXm7bCtdHluvAA4FvjFm+Y7ksImtzCFv8b8QbktIDj4H5K3/d2oYr+v6eTty\nqII/j1l+d6Dl3R6Xk9vnyIZ8XdZqfOSLyavEBmXbgjyODu6Uu4jsUG1lM3IIFgAi4uclx0e+O3mF\n/3vIq3FbuRB4FDBu7olHMb4O6HMs6LZOuY686GZgdbJNNphc8ZfAPRrFghyu6n9jzJwTE2hf/h14\nO+PbBvcihzFo4Y/k3AWfGrVwAmXrWpfH8q7bYDezcCf4fLK+HJy7n06eR7ZyPvAs4LVjlh/I+Ppm\ntv5ODj1xIdlpOphIeGB9spO6lY0Yf05AXbbBIpbP1jXk1a6njlm+LTksVwtdn2d1/dv9jYWPLWvW\nmIM5RH9FHtNbuYI8dxvXrrsvC9qbLXTZTtmf3CbHza+xqM7x2boIeHlEjNzOJ3DsWYkF28Qo/6x/\n00qX5/+Q29xLgK+PWb4jMPKi26X0KvLu7HH7cpNkQvVz4LBSyvPj9neCrwQcRttt5ZfknTovHrP8\nkPo3rTyJ7HseV28060sZqN/b4K7pW8n5Pj4Z7e9cGAxPNXAr2U4ZtMt+BPxf45jLPYHxA+AdpZRn\nRsQ1wwtKKXcF3krbjo+zyLFZLxi1sGaNWlbeHwWOLXkr//dY+JbVfchGYqtGxVlkR8PIBAaLz9rO\n1i+Am2PMRF31dqiW8QblG9npTvvyfR34v1LKc2deyV/vnDma8QeR2XoFcFIp5ZHknAMzt5NtyDkA\nWunyu+x6O4Gcn+TYUsr/MHq/ewO5b7ZwFnll0MjJkEopt9KufL8hh5X48JhY9yVvPW7lC8AxJYfI\n+V4sGEZtNfJ7fB/jt6GlEnnL70/q420lJyx+IDnnwLvIzs0Wx60vkmV7MXmXx60ANd7DyHq55QRe\nvyFvXR55EK+/3UEN43V5bD2LvCNg3K2/19F2H/8w8NFad9xMjs/96cFvSCbAWt5q33X9/BvyzswP\njVpYt5Umt8BX7yG/z50ZXV++kDyRaeH4GuvN5G/3CuBrg7qF7CC8sFEs6rruz4Jk185kJ+CgjFeT\ndxy28gbguFLKXozeVh5HdgKuaLGg2zrlu8ARpZQXkNvJ28kregd3EWxC2w6kQZto3NWpk2g/3xpj\nJp8tpcxtGO/nZNlGJjBoXzaAR9a7ByA7jPYppdynvl63cawuj+Vdt8F+BLypXsH4T3If+1NEXF2X\nb0h2lLdyGHBiKeURjK5TdiDnKWvhu8AHSynvJ+e1+jbZ5nsuuU2+i7adcT8DXl1Ked5QWwGAeuHM\nq+rftHIWOUfcuLtZVmfFPc/q+rf7DvCeUsrB5PHgbeSdQIML0Tal7fHgvcDH6v48qk30YsYn+ZbG\nhXTXTjkfOD7GD51zX3JItRYGx9VxibrWx56TgI/UffwXwwtKKfcjhzprduU53Z7/D+Jtt4i7yG5o\nHO8C4O0dXRh9CJmku6yUcioL73N7kdvKMg+3P+SlwLdKKY/l9vv43uQFOy3jnQ98NiI+Pmph/S4f\n3SpYKeUpwFvIpPxbyWGQb261/hlOB15X6/9bgDcCc2LBEO7r0+5i/QWiowlKRj3IrPO5ZMPsTLJi\n+Vp9fjPZWNysYbynkPNAjFt+VxpP5EU2igaTEA4mN5lf33tlwzj3YDETlwIrN4z3IjKzPm753YC3\nNYx3H+BBi1i+KrBlw3jrkY2mwXBLv66Py+tv+G0aTgxIXiFzBPBj8qBxQX3+7pbl6vq77Ho7qess\nZMZ5MInj8GMu8D/ASo1iPZS8ZXXc8rWAfRrFej9w1GK2oR82/B7XIJNBg8kjr6mPwYSSHwdWb/nb\nzfjeHkmeqPxk6DP8otH61yQndLu1Pq6sj8Hkb4P5iVqV52jgA4tYfi9yWLNW8To7ttbf6cmLWL42\n8ITG28ehZMP5N7XeXGto2XbkcFwt43VZP7+PHA5hUZ/llMYxn0l2dN7KgomZb63vtZyMc9X6PV5W\n65LPksMVDpbvSg5b1yrei8mG8zvIRvXF5DwNw+U+u/F3uSfZYXrxUP1ycX1vjxU4Vpd1ysZ1vYN2\n8xxyiJLB8qfSdkLHzYCtF7G8DNcxDeIdDLxsMeV/c6NYd2v1uyxhvPlL8mgYr7NjOd23wbYg76AZ\nTL55DTnMxGD5QbRvP29NduD+lByD/y/1+XvJCxVaxdmYPI/6Ozn30Tr1+x3s87+n7TndjuTk53OB\nL5GdmR+qz+eS5+T3aRhvf+CgRSxfj5zjp0Wsrs/Hu/7tNgLOGFr/heTwL4Pl/0bOQ9YkXl3nc8ih\n9wZ9NoPY57CIfqSljNVZOwX4JIs+F9kOuLRRrPuxiHYIeaf09g2/x7sC36y/1VXkHTTn1efzyLvE\n120Y76F0dP5f17cv8MRFLL/Loj7PUsQ7gZyjbtzynWh7LF+HTGQcTyYVvlef/2fL320o3kbknfVf\nJY9xP63PX01e7N4y1jFkEmHc8m2BixrF+il5V97b6z6x0qhHw7JtRbYTbqpxrwMeNbT8eYvajpb2\nsVznwIDbrnzYjzxxHYydexl5sPpmzJhAaUVVx4TcuL68LOoY0Oq3erfF7bbNGDOvifqj1i1bM7Tf\nAb+fljqlKyUnPn8QC3+PZ8aMCdIbxHkE2SB8KHnVzipkh9kp9XFaLLjysFXMjcj9e7hsP406fveK\n7I5ybFU79arQDevLKyPipuX5eVoopbyQvBPhTuQVXm8elKvkBKArx5hxcLWwLuuUOrb6NuTvdm4s\nuEtHup1pPZaXnPB9D3I4hp9ExNzl/JEmqp4rr0lOvH7r4v5+luu+C3ksGFV/fToW3OGlpTDJ366u\n/97k8WAi6x8Tc00W1ClXRMS4eZKWNU4n7ZSS8+isEhHXLvaPV1B1voRR/Ta282ahlLIJeZHi2Dva\nSyl3isld2T81SilrkPtwy6H1xsUaHoJrbCd/tJ179i7kHa+rkXepXtpq3WNjLu8EhtqqJ5jbsHDF\nff40dVbVob4GDYrLu6gQujDit7sU+N0kf7tp/S6Xl/obMk37W1fKgolUBwmLU6f9ZF3LpnZa3Z28\n4urCWDCkwCRidV4/Lw9d1WG1g3o98gqulsOg9EKXx1aP4+2UUrZkqP0cY4acXdHUIZW2Z+Fzg3Mj\novnYy4v5HBsBz4+IxU0QquWk1s1bsfCx7o8xY2xySVoSdejh4Ytjpu6CBM//l10pZUNy2OjhY8/P\nImLcnC3LGu8uwM4z4v1ikueSk1ZKecyS/F1EtBoGf7noRQKjjve3Gws3rE+PGWPYNYq1NXm73sx4\nZ5C397SaoGwQbzvy9qdR8T4QEec2ijMYNucQcozZ4XHwrgGOAt4UDX/wUsq6wLMZ8dsBx0VE0zHP\nSikHkZPQbD9j0W/J25M+2TjeKuR4r6PKd1KrE78Zv91dZyye1G93EB19l11vJzXmvcjbqkftd0dH\nxB8bxtobeFmNtV59++oa68iIOKVVrBpvVH15RkSc3TJOjdXZb1dK2TgiWk0WvCTx1iaveBpVtuMn\ncTVeyQmnR/12v2odq8br5NhaSnkQOaboqP3tvRHRciI7Sin/Tt7mu+XQ20GOwX9ozJi3aBljdV4/\n17gPZPS20vS7rLE6q8PqXCKvIq+QG0y2/jfgROB1EfHXVrFmxN2UBcmuP7W+g2wozkEsfGwt5LY5\niWNrZ7GGYnZVp2xEDrW0B0O/G/AV8tjTtDO1lPJqsg7biAXt5yCHIzoyIt7RON565BBAo44/n2x1\nt2HJiRzfRJ73rDNj8bXAB4DXd9U5XcfjP7vx1X+dHss7boOtARzAiP0gxsyhsozxXktOFLs+C59H\nzgXeFxFvaRir07LVmHcj7yge7rA6MyIum0CsLs9Duj4f73q7vDs5H9eo48ExrTuNSykPYUGb6LaO\ndxa0iX7YMt5Q3K7aKeuR88UNbys/m8Bd7k8n2yj3Y8EE2vPJeVuOiIjPNo63GvBERu8HX/3/2Tvv\ncKmKpI3/iowIZsSEOX5iTmtWjGvOOYE5r7rqqmvOaV3jmtesmHNc85rzumYFI6gLIiggCPX9UT3c\nwzBz7uCtU8O9zvs85+HO9NDv6VjV1d1V3hsndVj/r0LTWmvioRWa1lovePIlzvIN7SHAx546Q7rp\ndCnmLq0dTTETpsf6y43A/qo62omvI/A3zL1RZ5qCv3fCXKJeBRxeQH8p36ApebQoZIMmCmncbU1l\nefDvQkhb6oOqJQ8mFJ5OBf0K82n9evp7AnYKd2ZHvvUwH12vAqdiBomD0t8vA6OBdR35NsQGRvCg\nFAAAIABJREFUwotYwMX90nMi5j97DLC+E9eZmIJ5AOZPvXt6SgrUd8DpjmVbGhPm3wG3Yn67/57+\n/jZ9v6Qj3+Gpfc7B/AD2Sc86wNmY3zVPn8jzYX48f8GCkd2ZnufTdx/STMyRqbjtwuoyup8kznVS\n+d5Mdfun9JyZ5pdRwNpOXDtj/olvB/bEAqdukv4egAlFFx/yxM+X4W1X4R2mw5S1Y7BgaV75LpHK\nMBTzF39Jeu5IY3EIjnEUMGPAE6mdhgBvp2cI5pv1cSzgoxdfWF/BYkuNw3zPHootandIfz+YxkDV\nGBm/ge/g1HZHYIcDPsI2GDZPY26kc1+Jnp97As+ldhpEk2/WQem753D0zxo8h+2Y2ueCVK/fpn8P\nxGTrt/jHFNkf889aHg/peTJxFZy4ImVrtE4UOacsgxkB3sL05/HYAvYOzOj+LDCtY9lOwTYjD8di\nhM2SnsUx48sw4CRHvmUx2TM4leu89NxIk5/+pZ24zk5z1D7APFhsq67p773TmDvLcxw08z5LAuMd\n8wuT5ZFjIPEtgM3732JxYCZggWpfwmJ8DMDcwXjxnZbq8RDstuEM6VkEk7v/A05tpWXrlsZXKTbK\nt+kZl767AZjGkS9yHRK9Ho9uu+Uwg+ZrmP7zKxbb5lZs3v430N2Rb4fUL+7GNtG3SM++mB1gLLCd\nF1/iDNFTsLn/qlSGCZg8/TH9PRa4EqfYhph9bQwWH2VjbMNk+fT3hWkMHODcLz9N4+5pLMbabenv\n0cDHwAKOfGG6c+LbNvHdj+nM26TnQCx2w1hgG+d+eVyaP8pjwXwHHOvIc0Vqu42ATpnvO2JuSz8G\nLnfkuwj4EtiOTHwNbMNk2zQWq8a7+g1802BxMErxPIfSFJtlHBZv1C3uZuKcCeiHyZwzgT1wtDNk\neOZJ7fND6hcTMDd4pRhC1+MYg3kir3eGU1joAdjCfLIgPlggoRexqO1efG8Bp+WknwK87cj3NnYy\ns1r6icA7TlyDyQRNqZC+IXYd3qts/04DbrJOCbTHAvw+78g3CNghJ30HLOq9F9+jSUhMFjgoTXD3\nAY+00rYLq8vofpLyfRM4Myf9DOAtJ64PgYNz0g/C4m54cEXPl9Fj/Argysznrql+R9AUIMprwfdc\nEqqTLbIwhek6fINx3ootviZbRGIGmFeAWxz5wvoKFqfkyJz0PwPvO5b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aVURewGLZ/JjK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XrK2RQQT6MSVHW5CJ4MovtJpO6Mqs4cyYetpcoPWBSFnYBDgUoG/HHYTdVzMbtqi6EO3gemEKdF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rzc5PC4gi3wZBfADzmdnwAv/cZjZZFd9TATxZ352kV4FjzGwknvJlezyEdDCwlZn9WlLkYjrn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\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3nQfGK8Sc4K9pu0pgVIwpktTZUYQ8yjHACY1JhgwxngS2tf2bFvvXIhb6s3lFSFqQqKRf\nPL1Ukwx9LGOMWYg56zzEM7vmu7EU0Yn6FPDBQVO0GBRSV84uxHrRHITM03nArynAS2GEc1maWHvY\nN9Pxzm+x6xXic3qm7X/miJXinQK8ZHu/FvuPAWaxvWeumC3i1FRItrP9noJizMNQcfRMwOK2c8px\nRZyxtIaYBrYz2d66xf6LgFdsjy/3zCpGG5J+xcgVLbb9kRJOJyt1Bj9H2/5X3evZDX4k/Y+o2n0y\nbb8GrGL7T7lijCXSZPw0YkGs9vkUkcyY4IwG5WVfO0nfA9YkDDnfaNg3LdHO+Wvbn8sQq5UMVz22\nXYqnSEXnpLbYESmydXVQkDQ1IVHwWaKr5UFiUvk60ZG3FDEAvYRYMK7u222Q9CWiyuldhJbvObbv\nLuLZOsgojK0vBLYkJpO19veliQWXS4Gtbb/ds5OsGBU06RK4n1hkPDltLwA8YLvRy6GigVQc8DJD\nY8tZiQWd2vdMxCJLDqPRygMjE5JuI4oQLihioWgsIml1Yp68IqHacZQL8tJJUl+LtpKIkjQf0VVc\nimyipOlyJWkkzUb8HbdhSPnkFeAnRLdHtkXiirxI+g8x1joXuKbWcVTWeFbSjERh+QRC+eEvtpcr\nMmZRSHoA2Mn271vsX4mQp1+ypPPJqkKS5pKbEfOfdYiusTOAK4tSWRlruoirA42Vt/WcDFQVtxXY\nXqfX51AgpxELVutIOhu4sKiBGdGiWt/B8iZ5jZHGFEnuZVlJ7weWSC8/aPuPBYQr+9odSZjH3Sfp\nO8RiKsCShObszOk9XVNVY/YvVWIiHylReCJwoqSVCU3bBQkN7buJTtUbq0lmxxyT/h3SC2nEQSEl\nJraWtC0hQbFU2nU/8DXbF/Ts5CpGG48Q3cSPpmTFEoSedo35CJmUipEp01en0QOjmWly5YHRGQ8A\nJwDHp0LM01pV81eMjKTLgI0I+blta0VcBfI00UHfyuNiOeCZgs+B5IuxJ7A/0TXRNWlt4VOSPk3I\nuwp4pio+6AueAlYBHiLuMQ+XETQlDycQSa/piXnI+FxyTiPE/iAhkXV75mTwAsCzbfY/D2RZl5C0\nNpF0Xb2FXNWvie/5bzPFO5GQn3+GSFqMq8lQFslY68D4N7CM7abmS2nwe5/tGcs9s4qKctGQEdN4\n4IPAtcDGwPtzahqmiq6rgVqmdxPCnHKYVInzGfwONKkl99+Ng79UsTpTzlbcXlw7hdHtKcSCRP2E\n9mZCO/KBVj9bUVFR0UskHUgsAk5HdGCcbfveqgNj0pC0C1FY0Vc+VRXlI+mTxALHhUSV5ku2V6/b\n/1VCpmSTHp1iRQdUPmTdIWkmolp5V8Kz7iGiWO3Htgtf/B4k0tznDaIbqSW258wU7wTgI8C6Lbwi\nfkEUkuydIdY0hFH4+kSB2rdsXy5pZ0IqS8BJto/IEGv2dsUvCrPkFWzf2W2simJIi+ETiG7YewnJ\n8W8TfpX3tfvZSYwzJ3Hvqu9gPg+4lQLGzpL2AWa2fVjdaz8n1jkgkjfr5lpzkPQMsIPtG1rsXxc4\n1/bcGWJdQqhVNJVYlbQXsHautZs6yf3f00a5xpl9yMZaAmOYQVmT/ZW+Z8WYI5kL7UaYlM0EXElo\nYf4sw7GbmnA24kwGvw2x5wa2YKhT4QHgkn4dzEvanKjufb/t/zTsmxG4k/CQuDxTvF5eu/cypM36\nkO2nc8eo6E/SYnAn8n7TlnE+FRWNpEnfeGAromptWWLCkKXiadBJWvzvLaOKq6L/UZi6b0JUAB5W\nP8aTdBJwfY7xbEVxVAmMfKRCoPGEd9WcRCHSaZUcV2dImtDJ+2yflinebIRXxNzEAnG9v2GtsnnV\nHJ2wCmPtzwA3EgnfdwM/AtYmEhgXNkr4dhFr2HNc0l3AJjWprGrNrX9IxZM7EmtFKxPFjOcCP8/0\nuXwNuIj4/P+iVqRZVPGPpD8Ax9o+P21vQfw+HyckS88AXrC9Q6Z4PwGmtr15i/0/B/7XyuJgEmM9\nDmzUKsGU/ESusb1gt7HS8c5h5Dk5tnfOEe+duGMwgTGO1ln1WYEzqptpxVgkVfFvTGTbpFgLiAAA\nIABJREFUP9rPC4CS9iCq8qZjqGNgRkLbfW/bp/Tq3CYXSdcBP7F9aov944l25w3LPbNykPRhwudj\np16fS0XvUJi5t2IV4POEiWvf3r8qBgNJMxMLEOOBlQgfn4taVUZVBCMVG/U7qdt7RFp1i1dUFIGk\njpIHthcpIHaVwMhMmtNtBfwAmLVa2xi9pCTGkcC2xFoUwEuEV8RXcsl4SnoE+JLtSyW9D/gjcDaw\nW25Zp8bneBO/ormAp21PkTNuRbFIWp5YJ9qJ8ESaJsMx7wemJbouzq7JRRWYwHiRkFj6S9o+DZi2\ntr4g6UOEp1AWH0yFefatwBXANxluaL8fsfb2oRzdSJJeB5az3VTyS9JiwJ/c575gY80DA+CsEfaP\nnYxORUUdafByOXB5aufrSyR9FPg+oQF4nO0n0uvzA18Gvi/pb7av6eFpTg7L0d7D52bg8JLOpRQk\nzUu0le5GaPPf1NMTqug5ti9ufC0NyI4CNiekRL5a9nlVVDRi+1/AD4Ef1k36DiBa8CvaM8hj8cdo\n/vup7nUzNudok4SkbYBLbf8vbc9HVPXWKjhnAD5n+5s9PM1+YSHgcWIRaSCTh2MFSWsQ4+ZaRW9H\nHdUVQ0iaFliX4V38NxQhbZi8IvaU9BlgjvTyc85fZTwfIfWC7XsUBuLH9dCTYpCf8wOJ7T8Be0va\nH/hEpmMuVed98XtJDxLdGFDMZ2Rq4LW67dWINaMaf2foe9g1tu+StBVwOjFPrecFYJuMUmpPEetF\nrTxLlid8d0pB0vpE8el2WY87ljowKirGOpJWdRhBd/LeGYCFbf+54NPKiqQbgVttf6XF/qOIdtwP\nl3tm3ZFaLD/QysgqtQXe2e9ZdUlTEYOiCcB6hInjQcCPbJdixpk8Ypa3fXsZ8SomjyQTdyhR4X4D\ncKCLMbSvqMiCpKlzSTQMKqly817gzXbvs71iOWeUF0krtNpF6Nh/gfC66ttCkrJoIlPyCiGzWV/l\nW8mUdICkrYln6TqE7NDpwFVlLG6m67aC7b8WHWtQSdKr44iinyWIit/TCFmgV9v8aEUDkjYGTiWM\np+t5ljAUvqqEc1ibUA64NSU4chzzLaIr4rm0/S/CzyD7967DDozq3lwxjOTnsz2RgF2VKFw8jyhU\neK7dz05CjLsJ/5dzUtHDY9R5wEpajeiWnjdHvLq40wMbAYsR470HgesaZcG7jPE9wkd05VphR92+\naYlO8F/b/lyumE3OYQHi+u0KzEskfjfKGqNKYFRUTIyk/YDv2n4tba8O3FGrvEjSEMfYblcRP+qQ\n9BDwKDEwu6rZoFbSMkRr4G7A/rZ/XO5ZdkeaCK3SZqF/KeB227OUe2bdIek+4Ajb57TYvzNwkO2l\nyj2zPKTP3e7EZ+8fRFvz+cTntVQD3LTAdGc1sB6dpPvvAcBewJ+BA2zf2Nuz6k8kfcb2Sb0+j4qK\nGmnh4zjg3+3e5zoDxn5H0nrA0cTC47eJqth/9fasRj/VIll+6jpfdwVmIMZip9l+KGOMFxleWTsr\n8AowLFlie/ZcMQeVpN8+HtgA+CfwY+D0VnOgivZIqi2aXk08h2pa8ssAXyIWINfMVeCUKtlnsn1w\n2laKvUF6y7OEoXDXxYTpfnk5UOsi2Ry4jiGpZSCP4W5KliwCPEcs1j5NVLrXkiVzAQ9X9+bRiUaB\n32AqzJwA7AzMbnvqTMf9DCHZdi6wOvBf2x+s238gsIbtjXPEK5NU2HcXIZn+XYbLVX2OkFZf0Zm9\nRSVNQ9xPJhBFEFMS8/RTcyVgh8WrEhgVFRMzqFVdkqYG9gQ+SwwsHiTazV4HZiNucDMBlwBHplbB\nvkLSq0T1fFMtXUmLEPp/M5Z7Zt0h6QhicX8V2/9o2Dc3YQJ3ju2DenF+3ZIGSycTD7u7G16vEhgV\nAEjaBziQaLs9qJmkVEXnSPonISmwm+2nen0+FRWD7oFRj6QVgWOANYnCkq+Phd87F1UCo1hSFfjX\niIrO92SsBN+Vzow/R5J9HvOkMfI1RLfFFbbbdq5VtEfSFYQ3wydb7D+VuOd8PFO8O4mCyAvT9taE\n3Pn6RPLkx8B/MiUVSjPcTffm+lhqtl3dm0cnGkV+g0mZYVPbP8t4zM8AmwDPAAc7mcunfT8iOiN+\nmiHOdrYv6PC98wML2P5tlzEXJuRr12vYdT2wp+1Hujl+Q6wViKTFjsDfiIKHCwg5ysLWbqoERkVF\nE8bCpEjSysAahLfA9MDzRNb2RmcyDOsFkn5PLOR/p8X+vYEdbf9fuWfWHanq/FZgAUIbsj6rviPw\nBCGN1ZdVm5JuAlYALiZMvH6VXq8SGBXvkO7NrwHX0kZiJsdkbywgaR7gR0Rl3BdadXhVVJRFYwHJ\nICJpUaICcEvCqPWrrYouKlozFsbqvUDSdIQB9HhCxuMyYJwL0P+v6A5J781dTTuWSUUd69i+p8X+\nFYh5cpbuoNSN9CHb96XtM4iF4V3S9qrAT23PnyNeWUhat5P32f5l0edSkQc18RusZP/ak9Y25iR8\niC6vfc/r9r+L6ALZiUhaTrB9WabY7wEWJ5KFD+WS4GqI8QZwEnBKfZdY0Ws3lUFcRcUYxfYdwB29\nPo8COAn4XvKMOM32WwCSpiQkio4gKgf6Ctv/SlJmRwHbEh0zAC8RCY2D+jV5AWB77TQ4Gg+cmxax\nzq/t7t2ZVYwyzqP6PGQjdV1snCpiT5S0OXGPfLPhfU0n8xUVBaBen0CRSDqJqFi7kdAprnx7umND\nSS+n/58CWFfScml71h6dU18i6YPEZ3MbQr7zdGDL3BIQktazfX2b/VMAX7F9eM64g0iVvMjO9MS8\nqhUvpffkYiqGJJ0giklOqNt+CnhPxnhtkbSZ7Uu7PU6VmBgcNLHfYDVu6ZC0trEpse50VFIJ+QdD\nyidzEwXEZwLLNSpsdBn7+XTsIrmZkJucVdLZ7Z7rOak6MCoqmlBVdfU3kk4gjDBfAh4mFkQWBd4F\nnGS77xIY9SSN1PcQv9dzHrAbeZq8bkz4sHyc6Db5KXBxJh3Yj43wloWBE6vvd8VYIunwX0PcV2rt\n/lWb/2QiaVlCB7bGWznuX//P3nlGSVZVbfh5yTlJVEmSc1CRIFkE8QMlCKggMIOiCKiIEkSikiUI\nIihRooCA5ChBEBUFBCSqRAEVBUFyeL8f+9R0ddHVXTN9qqpv1XnW6tVzw9yzq7vvvefs8O5eR9L8\nwJNOzYNTFlltMVZ50vzyNWBYjXpXtEl5J0k/y5Eoz68WkPRnIlP0HKKHwp9G+C+jGesN4CfAt93Q\nwDQFn84g1mBZm6gWCiMh6V7gyGbyZZK2B3azvUym8e4GjrF9uqL57WOEI/P+dHxV4Hzb78803uRE\nVvYb9VV/isblBxISzFNlGEfAbsDGwFTADcBBpYqrOqj0G8xKmssOpXxyV22+W0UkLUAEt7Yj1jzn\nET64ZRsrTrKN2WN+r5ZQdIFfj2iWB9EH4Dqnhs2FQloU7cNAE8nDgCMYiGTOSGgVl0XRGCVVK3yO\nmKhB3Ofn2b61e1ZNOpLmHE5SI2lEruhMjeXGCpLmBLYlghmL5bjnitOjd5FUK8Hdqtu2VInUW+Qg\nIlB4EO+uwHi8G3ZVCUmrA0fV5AlT4sN0DFQUGFi/UxlKVUbSLEQlUH214fPEwmgf28NlyI5pJO3X\nynnuoSblhbFPmhe9TDz7mzoHckjnpEqP04ns8+1s31arugC+S0iJfjV35UehMBKSdgf2IKSGr204\ntj5R8X6Y7SMzjfdF4GhCkmdl4AXbq9Ud3wf4iO2NMoy1JNHEe4G06xdET8zzgBWJPirH5ZjvSdqb\nmEveRMi+foyQd95htNcutJ/Sb7AwsaSg5QaEv2Zj4FEGkk+zJkT0XQAjlfGczLvL8Z4jnB6Xdd6q\nwlhD0mO01uhqwfZbU5gY0qTp6F4LSDbqgqcsoQ1tP5m2e74qSNKqtn+T4Tot/Yxq8mOFsU3KWtue\nyP54H/Ar2xt01aiKIOkDRLbrIsCOtn/ZZZMqi6Rzgdtt/zBtv0RUkj1OBDF2Bea3PVxzxL5H0mxE\nv6f3AWcTjUwBliSSEp4kNMOLc7NQyISkbVs5r1lm+iSMNw1wKLATUY2xMjAv0WQ0W7PWQmFiSOuD\nCwkH3P3E+0fAEunrcmCTnBnTksYx0FD4ANvP1h07Abg+xz0h6TJgeuCHwFaEVNyDRKPw42y/PNox\n6sZ6mFiL/zhtr0/00pm2ytnm/cJY6DeYqnGnBx4sfzPVQtJ7gC8QlRlL5vZN9VUAI5Xh3UQ8QH/A\n4EXRNwmpkjVt/7YrBhYKhVHTqw1AW5Q1e8b2ZF00c5JJlRYj0onfa8oiWN/21e0eqzBpSJqKaCQ3\nHliLKFvdEzi5ODZbR9L/CNmoL/eKRE+3kPQI4di4L203PqNXAK6w/d4umjnmSRKQ6wIfa9QDTlrM\n1wI32P5GN+xrN8mxu3OuDN9CYayS5lpnE87Ulwlt9Ye6a1W1SSoT9X2E3rH9WrfsqSqSPg98lsFq\nHecBZ1dVtlfSP4ANbN+Vmgc/D2yfKyjZMNbrwMK1JLu077W076nc4xXyIuksWkvk3SbDWOOAWWwf\nVbfvJ8T6DkJGev36v6V2I+n/bF/eqfGqiqR9Ccm9V4Y5Z6Xc6iD9FsC4ktDV3bHJ8ZOAeW2PpI9e\nKCDpfbb/3m07CoNpdPT3Cr3elyV9vpFeSLY9RRttWIDIFtieCIK1bazCpCFpOWJS+3ngCeBMYlH5\nOHE/3N9F8ypHkic4ougSjx5JrwKL1lXFbQpcXZvYp2yyh21P3UUzxzypAnZH29c0Ob4BcKLtBTpp\nV04kzQF8BHiDCMa8LWlKIht9L2AK2x1r3FooSFoJ+GOzylNJUwOfsn1+pvEWImSkFgH2JeZdCxDB\n9FIJ2CKSlgW+X5MYqpMurGFCguiP3bCvMDokrUhIVv9fhmsNtY5c0fYjo732EGO9ncb6V92+lwhd\n/Edzj1eoLpJ+C5xk+7S0vQEhdbYdkWx+PHB/TvmxFDxfiOgF80Td/vUJ6bMVbE+Za7xOI2kNYFPi\nnWpCzunCHCoWDeN0JWm4kpm6o2Bl4iZoxo+AVTpkS6GiSJpb0nFA9hd+J5B0Zcq8qG3vmfSma9vv\nkVR1J2D/RGZ7h1WAVZt8HQG8DryYe1BJU0v6nKRfEQ3f1yZ63syXe6xCFv5A3N9r2F7B9lG2n+62\nURXmAGDmEc8qtMJLxIIIANsXNWQlLUgbnmE9yDxEw8hm3AfM3SFbsiPpo8T88VLgKuA3SZv8z8CO\nwP6ElE6h0EluB95T25D0YpIYrDELcG6OgSTtDPwJ+CfRNPgnwGrAMcB5ks6sX5cUhmVXoFE5Yjvg\n48D6RG+FXTtsU2WRNF0rX5nHXF/SkZIOrt1zkhaXdAlwB/n8dQamTZ9h+rQ9VZs+m4CTJZ1f+wKm\nAY5v2FeoIJLWk3RepsstQqztanwK+KXts23fSfRGWjfTWEhanKioegh4VNI5yfd1DXA+8BtgsVzj\ntWhTtoRJSccTikPbEVKs8xLJmb+WdHSucWrDZb5eS/Rbdum0DL94/C/xcC30OZJmBU4gmr2/Qei0\nHk8sLHcH7iGyharI+kB9BujexAO71hRzCjr84G4D90saNohhuyXJojGEgRlTCa7S9gySZkrHZ2r6\nPyuA7d817kuOnsOA5QnN1kNzjZfkXHZgQFP9bGANIvO36gG8XuYWYlI2i6QzS0PkUdOVyWeP8jtC\n8/WmJse3S+cUhuc5ImusmczEgsB/OmZNfr4HXAkcDGxLSNheDOxt+8JuGlboaxrfBUO9G3K9Lw4k\n5lpn13YkjfPDJF1O9GX6M+F8KQzPasR6tZ7b6qqzXyKCGIXW+B+tJcFlqXaXNB74KfFOmxXYQdFA\n+Tji97a07QeGucREDQf8rWH7niHOy/HZzuHdP8dcDu9CF9AQ/QYzXbrRP7sq0VC+xt/Im7RyGPA0\nUe26FbAlsBwRoN/c9ksZx0LSFsNVLqbgxflExcRox/oU8KX0dWqtd4iit8944DhJN2SWx+p40nC/\nBTAeAdYBTmtyfF0qmlVfyM6hxAP0dMLhfzSwAfAOsE7F+6S0skipOgfTe5muIjIG6rfvatjuicoT\nSUsDhxD33s+ALXLKtUm6E5iDmKysZftPaf/3co1RaA+2162T+jo1Tcpqi6Ke+PvvAuXnloejgOsl\n/ZuQ5arJNMwJ7AFsTWTFFobnGuD7ktaz/Ub9gSRjcxDRt6WqLAPsZPv+pB+8G/DtIpsz8XRa9qiQ\n7V2xlO1nhhzA/rOkjxDJVYWRmY+oZKlxIPDvuu1niKq2Qmus1+HxvgbsYfsISZsBFxBSgsu0oVdE\nxz6b7a07NVahfagz/QYfBz4IPC5pdmAp4La643MTSea5WBn4hO07JV1PBA5+YPvUjGPU8zNJz9u+\nrvFAWsOeTz4FoHHA0bZPrt+Z5kg/kbQIkbyZM4DxcAtJw7NlHK/vAhinAUdK+oftK+sPSPokcDjh\n+CwUPgFsZ/tXqRTrb8DdtsuEuhqc3Ws9MAhpo54mZXccRPQ3uJTQSn2wDUMtTVRcXFULXhSqg+3H\ngH0l7UcElrcH3gYuknQB8Ivye50obpD01nAn2F6xU8ZUFds3StqFSHjYTdKLhMNvZuAt4Ou2c2Ws\n9TL7EnICj0j6EfAgEaBfgnDsTA2MunFkF5mVqDLB9quSXiFksQoTz+2Ec7YWLHwRWL6Wfc6A7FEJ\nYIwhmgUv6o6/TcwFCyPzOhHEeArA9hENx+cFmjZYLbyLuQit+DdGPDMPCxFBC4CLiLnCt9rR6Nr2\nDbmvObFIeh8wve2HRzy50DU0dL/B7YhgwxUZgxcQFXc/krQUkWj+YEPPnlXJO0eaA/g7gO0XJL0M\n/Drj9RvZg1iffqxebULSZMTcZDXic+dgRYb3ZV+YvnKyH3kDTCPSbwGMY4mb4HJJDxGNYWqLokWA\nSwj9zULhvcTfB7YfS7I9Z3XXpGyYd2dR9VIGbi99lgnYvrnbNrQTSUcBXyEkVlYbSlIqIwsTTu/T\n0gTiHCKg0ZN/O72KbRMa8ldJeg8h3zMO+A6Zyvv7hGsI2YTCKLF9gqTLgM2JeSVEZe+FtebeheGx\n/ZSkVQhZlEMYqBI1cB2wcw/8LJeUVJNEELBY0iSfgO2hpD0Kg+mk7FE/0Ph3ubikGdJ2tqbykq4E\nPmv7v2l7T+BE2y+k7fcAv7a9ZK4xe5i7Cc34Zs1ZP53OKbTGmcD1DK5qaSfTkgJMti3pdaJqpm2k\ne3xTYNG06yHgYtvPZhxjW2BW28fU7TuB6PNE6rW5Qc7q+kJW/kDMwdawPaEnmdSW1+nhwHTE3+Sz\nwGcajq9Gpv5LCQNTpuqSmnrFZGl74KRMQUzbx0qaDbhS0hqpynByQiJudULZZbi+bxPDHDSXXyUd\ny/YuT5zX6aRhxfq/v5C0JfBZBh7cDxM//KLNVwBA0tvA3Lb/lbZfIrLBH+2uZaNH0juE0+/1tGsj\nQsfw5bQ9NTGpqKQDMH2+uXutAiNpJE5u+/W6fXMBXwamBy61fWu37Bst6ff2GiMstGyvmnFMESXV\n44gF4NSEfNzJdRmchYohaSXbv++2HVWgV5+Xhd4g9SOrBYL+YrvKvS+ACfecGdqxXtvvqs7BOknj\n8yvN1Zer0/+fC3i6/CxHppN/l2mNNU/d721Q5Uz5vbWOpM8QCTi7AD9JiR21+e2XicTMbYqMWmt0\nek6UxtuHgSSSw4AjSFV6NWz/MNN4OxJVotMwsO6fnlh/fd32TzKNczvw05osj6SPA1cQ8jUPEH0N\n77H9pRzjFfIi6QbgQ0Ry94R+g5LeJN6x2XpFSloD+I3tYSvBM45Xe9dN2MUQCYy53z+SjiOCNGsT\nvdDWBtbNmaySPttcNf/lEMezvlsb3+Wdoi8DGIXCSKQHwH1EKSfAsoSMwaBobBVlNSQ16wEzCNuV\nbFIuafJmeshVJv3e3rBdy16ZkWhyOA2RrbMkofV8ZfOrjF0kHUoLFRC292rT+LMSsiTjiPv97ire\n34XCxNCtyWcvkhZhI2L7lnbbUhi7SJq/lfNsP95uW6pOCWDko5N/l+X3lhdJPwC+AbwA/DXtXoiQ\nL/yh7W90y7aqMZIDsA3jPcbIax/b/kCGsT4BXAYcT2j+P5n2zwt8i6iC38j2qHtMSXoOWNv2vWn7\nBOKe3zRtrwOcYnvB0Y5VaA91/Qa3I6razwN2JRJ6czWW7/g6RNL6rZxn+5o2jH0WsBkRsMwavEjX\nf4eonGkmGzgd8JWMAYyuJMH1ZQAj6e9txuDSuYtKGVuhRtJWHxHbB7TblkIBQNLDhHTGtWn7q0ST\nwyVt/1fSYcBKtnu+V0a7kfQhYJztnbptS6HQTkoFRj7Sz7IZtcm2bfebfOtEIamlRoq2x7XblsLY\nJt1z6wC1ypzfAFswIKEwO3BdcYSPLUoAIz+SPkqoS9RLF55b5crsbpD+Nu9mIIFxSGyv1BmL8iHp\nRuB2N+nnKekQYOUc68jU22mJWsBT0t3AabaPTdvzEb0OphvtWIX2kqq5av0GNwYeJfq2ZOk32Ovr\nkCSRXWNK4ItEz41768+zvVuGsW6ltWTQ1Uc7VjfpuwCGpJ2Ao4CpgBfT7pmIzPrdbJ/QLdsKhbGA\npMUJOaJFRzy50DFSk6mlazJmki4CnrK9a9peErjJ9pxdNLMtSJoO2BIYb/uj3banUOgVUtbtE+63\nyWAbkDRzk0PTAV8jMtf+ZnvpzllVPdJi9nHgLobpX2B7k44ZlRFJ3waOs/1q2l4N+ENNHjJVVx5W\nAugjU+S48iJpJtsvpn9vyOBemW/bviLTOMPK9JYARqFbpGfKMQzIKw2J7e92xqJ8JKm2lWw/2OT4\n4sDvbc+UYawHgL1sX5J62vyDCI78IR3/MHCZ7bmHu05hbKHB/QaXzCQp2Omqp42Bq2y/mbZnB/5d\nJ783LfDFjLJtN7Zwmm3nauTdMVpMOLLt8VnH7ac1q6RPAr8kXkw/sP1M2j8PUTq3CxWWYCl0Bkkz\nAZ8nnKkf6rY9uZG0HHBnWTiMLST9G1i9pjsp6WngW7bPTtsfAO7rpWwWRSPXcURG5ZvAL3O8BCVd\nR2sl2y2VmRYKVaUhM6gpOTKD+g1JkxHPr/2Ad4D9gTNsD1ep0fdI+hGRSfw4cBpwlnug90WNov+f\njyLHlQ9J/wccZHuFtP0SoY1fw8CWti/MMFZP9+LrJJLe28p5tp9uty29QBd6YHSsoX1KhFvGTXr8\npXXkvbanH+r4RI61N/BVQq5qXeC99Z9B0teAjW2vO9qxCt1BmfoNDvE+GJKa/FiG8cocLBOSLh7m\n8OTAx4Cpc/8s+62M/VvAobb3qd+ZAhm7pXK3bwMlgFF4F5LWJpwRmwL/BYa7aQtdQtL67dAtHAPc\nTfRo2EvS6sBcxIKvxkJA5RcokuZgILvj/cAMhP7mOc7X22TI7KPEDES1x9SZxip0gJTFPD3wu9pC\nsNASK7RwTv9kumRC0qbAwcAcwCFExv2wi7NCYPurknYj5lrjgEMkXQGcAlzbA9VCjdUCTatMCsNT\nAhNZ+RJwXMO+heucOt8m7sdRBzCAMxq2zxrinJ9lGKcfeIqh39H1jWlN//l8JpVOv1/WZ/B6Y2/g\nfKKfCcTvbbFMY91PBAuPbXJ843RODg4l1lOfA54lEtHqWRP4eaaxCplpMTD61MintMxLwKsZrzcc\nHZ+DpeTn/zUmMKVEpxlqlY8ZxhlSHq4R2wfnGK9ZJbSkTxFroNeBA3OMNej61V8HtE6KsH3Y9kNN\nji8G3JGjdK7QG6R+KdsRun+zALMSL+Pze2ARPSRVr8CQ9Drh6NjddrMmRpVD0ppEhsIzwDyEtu34\nuuMnANPb3rZLJo6KVCE3npjM/4pY0F5KSP0tV6s8aeP4kwNfBr5LNL/a1/ZQi+pCF5G0OzCT7X3r\n9l0ObJg2nyUao2VrMFcotEp6Th8GLEM4CQ4rAbXRkbLstyMC21MAS9n+X1eNGgVF/z8fSUd9RGw/\n0W5bqo6kR4mqh4fSduPf5TLADb0oU1plJH2w2SFgc0K68BXbs3fOqurShQqMjr0PJG1PVER8g2ig\n/XbaPzmwAyGxvovtlvpQFXqXVKUwYZN3B/ayyTP28j2XrrcJsS5YvtEvJWl64E7CZ3VZhrHuHeaw\niWTXado1v0zJhIcCKxLPmkNtP597nH6Lxk9OyJA04810TqHPkbQZ4Uxdg3AafzN9f5kor+zJ4EWP\nsAohO3GPpG1t39Ztg3Jg++a0UPk44aS9oOGUu4FRl3J2kV8CRwA71MuFRO+w9iJpS+AgYGbg+8CP\na9qYhTHHZ4m/E2DCs3odYG3gAeB0QrJnq24YV0U6lRnU6yQpiI8BpwKftv1sl03qFer7HJQ5eqGe\nxyjZ57mYh8ESHmsDT9Zt/4+YIxXGELb/2LhP0lqEE2kpwil9eIfNqjKLAE21+CUtQUhI7945k/Jg\n+7SUpHgicKikvxDPyoWIe/uEErwo1PEksaa6ihGa2o+SXvepfQU4fKikWtsvSzoM2BkYdQDD9jJD\n7U8JCIcASxA+sqykPqyHEc3ef0bI4uWs0BlEv03o/gx8Cji6yfFPp3MKhZ8TN+KWtl+q7eyEM7Xd\nSHqe4V8WlX4u2L5T0ocIJ+YNko4lnNJvNZxXueqMlFU+ZGa57Z902JzcnE3opa4k6UzgwnZn2Ur6\nGHGfL0os8o6sv98LY5IPAH+q2/4k8AvbNwNIOohSlt4y9ZlBROVRPdMCd0jKkhnUB2xAvGe2BLZo\nNl+wPVsnjaoikqZmQELqo8DlxALv6h7pIbKDpNr7bQpgO0nPpe0Zu2RTFWkmgSciiL0r4XgvjMx/\ngIWJoBBOzXbrWCSdUxijJOf0oURSx2mUQPpEY/uvjftSlvRWRGLjyoTMUq4Ahnn3mrxtDl3bX5d0\nAaEmsUjafQ5wnu1b2zVuoXLMR1S+bgd8ETiTqNp5pA1jdcO5tpakmkzbZMBHJS15N0HeAAAgAElE\nQVSctmfNPNbSwE7DHL8F+F7mMYEJVaoHEr17LyV64Awnoz2x1583XX9rYp6+bCcUEPpNQmpb4MfE\nS+cntt9K+6cAdiSyOneyfXrXjCyMCSSdRDgh/kw8tH9u+3lJb9IBOZt2ku6DEbHdqFFbOSStD1zB\nEC/HIs8w9pA0IzGpHke88C8nnFhZ77lUyXIosDrwU6JxZUdKVwujIzn9lrH9aNp+APih7R+n7fmA\nh2xP20UzK4OkawlJxJObHB9HBPJLQ/sR6Kd3aztJcohbEdl/pwJn235u+P9VHSQ9RgsOKtsLtt+a\n3iMlJhzKQGLCD0piwshIOg+YzvbGTY5fDrxse8vOWlYYCUkLEg6wLYGLgO+0ydHYVyQ5lPFE/4Zp\niQTYkzM7AEtD+8KYJlV0bQ9sRqg9nAKcnkuNJEmv3lbzy7abdM+NRBZ5rDTeq8AKzZ4bqarrzpzr\nVkmzAfsQgZPfAXvY/m2u69eN8woxnz0eaKp4YvvSrOP2UwADQNKRwG5Es5i/Eo7NDxCNhn5o+xtd\nNK8whpA0LTFpGQd8BLiGyPZd3vZ93bStMDKSNgZOAh5h6AqMG7phV6E1JC1N3HtbE9kRlxJVGVdm\nuPY7RLOwE4n3wJDYPmG0YxXyIulu4CjbP0uZH48TAY0/p+OrAhfYfl837awKkp4G1rD9lybHFwZu\nsd1KQ79CYdSk5/MTwF0M4+i3vWnHjCqMeSStSFSTrQ6cDBxYEhNaR9IKwO2EjMXhwMPp0GLAHsT6\nZ1Xbd3bHwsJQSPoh0YD9VmDPISpnChOBpDmJrPNxhKzSuUSFwu20IYFRUktyLra3zzDWwsD+RLLu\niw3HZiackPvWEoQKhXpSb4hziQbsc9TLPY/yul9o5TzbP8s03tQtjvf6yGe1NN4DwPeb9dWUtA0R\ndF48w1jTEn7u3Yl59F45/CbDjNfRYNCEcfstgAEgaWVCR7tWOvcwUTqXPTJV6A0kLUJEn7clgl1X\nEM7Ui7pq2CQgaVbCKXxGkwnMF4Y6VhWSnvvxRPO67xLOzv570PUIkqYk5P3GE82Zp8xwzacYOQPW\ntltqEFroHJJ2JJwr5xH9bl62vUrd8e8Aq9j+vy6ZWCm6kRlUKAyHpNNprUJh1A6dbiDpV8Cmtl8Y\n8eTCiEhaCDiYyA49H9in1oyzMHFI+hQR/GmUuXue6E92SeetKgxHciC9BgybWGd7pc5YVG3SnOhC\n4CzguppkYY8oMJxI9DsbUv5K0uFE37Ph5G4KfYaklYiA3pbAo0Rl7Am55DyTtHkzDEwPTJGxIuIE\n4NvtlqmuG+/7hN9tJdv/aDg2N1EhcZbt72QY62ki8Hoc8Qwb8ndU5ecY9GkAo1CYVFJT008SztRP\n2G4pijuWkPRdQqPuM02Onw/8yfb3O2tZHpJz+hlg26o/oAuDkfT+djaFKlQDSV8iyuyfBfaz/XTd\nsROJRecvumVflehkZlCv00J/KaD0wOh3ksNx7lIdMHqSI2I8cCORfX53l02qPJKmA9ZnIMnvEeBa\n2y83/1+FbpH6fo2I7e+225ZeQNKDhGzTOcCZteSOdgYwJC0ArAdMBdxUqyhuwzgPAtvYvqPJ8Q8R\nko2LZRpvOiITfFNgAWJ+9CgRIDrK9ms5xinkJ1UibUMELuYkKi9O7eQ7VtI8RD/TccCvbG+Q6bpv\nA/N0ag6W5LFvJ/qKnAU8lA4tTvSmeBJYOYfUZUNFRG09orpt0YaKiE5TAhh1SNoU2N/2st22pTD2\nkTRnFRegSYLlm80klCStSzQzbtYccUwj6Xpgfdtvd9uWdqDoDPtBBk8G76p6lUnK8BgR279vty2F\nsYukzxHVb29025ZeoJOZQb1O6YFRaIUSwMhHXfb5sJr0tlfsjEW9i6RZgK1tH99tWwqFdlLX++Iz\nhErHWUTlb/YGtZLWJvr91apc3wLGNUsqGeVYrwKL2X6iyfH5gQdsT5dhrCkJWbMVCAnuBwnn6RJE\nsOYOYM1O9T0oTBySXieSQc8ALmGgR8sg2hTQm5GQLfwa0Yt2L9s3Zrx+x+dgSeHkEKKKpdYk/AVC\nTeA7toerQpmYcRZq5TzbTeWzJ3HczxDqRoumXQ8D59i+MOc4E8aruM9roknyE+sBbwDH2v6dpHWA\nHxA/9J/Z/ko3bSx0n9Q/YSRs+7K2G5MZSS8BSw0zgZkPuM/2TJ21LA+djqx3kjTRPQWYn8ER9UeJ\nCe8t3bJttKQJRWO2QCM5m2pNDuzKEC9c4PgyqR6b9PL93Q06mRlUKBQmvOvWAYbVj7Z9T2csqi6S\n9mvlPNsHtNuWXiUlNY0HNgFesf2eLptUKHQESTMQa4TtgZWBm4k1wiW2/5VpjFuB54CvEMHY7wGb\ntKPvmKR/AFs1cwYnf9i5tufKMNauwHeAtRqDPpKWIhqVH2j7R6Mdq5CfJpn8kDL4a99zZvKnoNcu\nwN7AvwnHfnYHePps8wHDriPbkSiXklBnJ35+/+pG8qmkxZvJBk/CtSYjqnNqwd7adZcAFgYuAD6b\n+3P2VQBD0p7AgcA9xOJcRHPfXYBjgZNyRcAK1WaIpjS1h/WgfVUswZL0ArBBs54vqUfM1bZn6axl\neejV7MbUfO1PREb0sQxksyxJOOI/RGQHVVL7WdKLhEPndGKB8N+hzmvMEp/EsaYhMoI+CtwE1CbX\nSwBrAbcQ90iWBl6FfPTq/d1NOpUZVCgUBgXrhwrU90yJf6G6SJqXcNpuTzh6zgPOBG6w/WY3bSsM\nRtIdtCZdWHpgjILUD2w8IaszW45+fOm6LwCr1jLZk+zSi8Bctv+dY4y6sS4AJrO9WZPjFwHv2N48\nw1g3E9XSxzU5/jUiULPWaMcq5KeTmfzJqf8Fwkc7BXAAcEq7lDQaEiab0o45mKRlGUiafMj2vbnH\naDLu9MQabwfgIxmTQb8B7EPItl/ecGxj4DTgINvH5BhvwrX7LIDxEHCw7TMkrU5E0q8EtizanoXh\nSFULy1XVOVyPpBuB39nes8nxwwg5kbU7a1ke0otprlzZMWMFSccDS9hed4hjAq4H7re9S8eNy0Ca\ntH+G0Lr8IFGyekrOstG6sfYjXuIb276r4diKwC+Bn9o+MPfYhdHRq/f3WGAsZAZVGUktzQ9sf6Dd\nthTGLukZthIw7DPM9uOdsahQmJD9+mlibrQ6cDWRTHIuFW9e3MuUHhidRdIUxNrhokzXe1dSTrt8\nDpI+CPwGuJiQxKqvuP02cf+vZvsPGcb6F7C27SGby0tahuhrMMdoxypUG0n3Ah8gGk8fA7wy1Hm2\nX8w03jvA54Bhk7NsX5NjvDTmSoSCxpIMVtD4MzC+WV+aDOOuyoAc3nPARcAvbN+e6fr3AMfYPrXJ\n8fHA13K3Z+i3AMarwKK2n0zbrxNR7z9217LCWKfHAhibEdlU3wB+XItwJ0mdnQg5tc+1S7eu3aQX\n02U00WusYXuLzliUB0n3ETqQQ8qWSdoIOMT20p21LD+p2mQcken0JhHBPzhXNoaikd13bV/Q5PgW\nRGlzaVw8xkj3992ETnBTSrZhodOkv83HCadf0woh28d2zKjCmKNUkeVD0l20lklZemCMgKR/EpW9\nZwEX1Crv1MbmxYXRI+m9wDMl4aAzpCSnA23/X6brvQNsy+Cq83OBrwMTKs5tX5ppvE8RjtRZGw69\nAOxg++JM47wJzGv72SbH5wEetz1VjvEK1WUYuaoJp5BXQrqjczBJSxLqGQ8ARzOg+rAk4YtbjJDq\nzfKOlTQH8UwZTySlXUgkJmR/j7fYV+dB29MOdXxSmSLnxSrA1IS+YI03GEGDtlDoNWz/QtLhwA+B\n79dljX4AmAE4oqrBizreYIQARgWZDxiu1PA+ojdG5bH9F2BvSScAPwP2B35Evuf1AsCQEmqJ29M5\nhbHJTUCpmsxAcQBmZUsi8LobcBVwKnCl7UZJykKhkIdLum1ADzEF8S4w0BbpjkJbeBKYhxH03Aut\nI2l9Bvqlnmz7b5IWBw4FNiIkaHNyxhD7Tqr7t4Eszlvbv5R0PbAhoVEvQrv+atv/yzFGYjKGf468\nQ6bPVKg8nVb86HSwd3/gOmCzhkDz3ZLOJaoi9gdGnVgr6WKix9o1wJ7EGuRNSTuM9tpNeBWYBRgy\ngAHMxGDfexb6LYABcJCkWmnSVMA+kgZprdverfNmFQqdw/Z3JP2SaNJam8DcDJxj+/ddNS4PX+3B\n7MYZaFJWmXgFmK5DtrSNWnk24Qhch5DG2sx2zmDzS8CcxMJvKOZK5xTGJof24P3dLYoDMBOpousC\nSe8DtiMyrU6SdCYhh/dIN+0rjBluJhxjhVHi0pw7J+8FNiOyNo+VdBVRjVEy+8c2Q/XSKUwiSfLk\np0TC1KzADpJ2I+Rtfg4s3diUejTYnizXtSZizJeJ5rrtRMA1kppVS/ejD7IwBLZv7vCQ/6SzQfq1\ngU8MVSVn25IOJloa5GAjQobrR7YfzXTN4bgd+Er6GoqvpnOy0m8SUjfRWqZhJbX/C+0jNRherkMP\ng8IokPQ2ME+vOThTyeM6NK9CmB24rqqNP1Njq+2JoNpzRDPvnzUrPx7lWBcQ84Yhsx0knU80uht1\nI7tCXnr1/i70JpLWJDKr1gBmLw3RC0MhaRqigmd64j1egl0ZSD/XnW0f2W1bqkRq4Lo9IUPxPkLS\n5nRCs75UZ4whSl+wvCRN9zNtH5Ekly8gKra3sP1Ud62bdCRt3qq6QpIlm380OvmlN0uhVZJs8yW2\n30jb7weerlUvpx6ZO9s+vAO2zAB8luhLsXKma74GLFJrYTDE8XmBR2xPk2GsjxJJCJsD9wBnAucT\ncnTtkJBalVBFuAQ4kpChFLAE8E3gU0QvnNuyjttPAYxCoVUkPc/gYNcswItEyeMEbM/WSbtykBzF\nI2L7nnbb0g56VV86fS4zdLZVbX82jchOkxzTTxKl1E1fdLavzTDW0sSC5G7gKAa/cHcDlgVWsT2c\nZFehC/Tq/T1WKQ7ASSP93DYnKslWBi4FtrXda9KGhYlE0lHAlLZ3SdtTEfrISxGVlFMA6+Vqstjr\nJL3njxBVLTfYfjs1pN4J2AuYwvbs3bSxqkiaDFifcIhsBLxUfpZjizQnOoHhK7Sx/e3OWFRtJL0M\nLGX7MUki5IizO+A6jaTbgJkJacvLGoPkyXG7KrA18Angi7ZLhW5hSCRNDXzF9jEZrjUoMS0lDS9f\n6zsraS4ioNE2/4ak1Yn5+ubEs/QS2ztmuvZDwN62f9Hk+ObA920vlmO8dM0ZiUDMOGAFYl75NeBU\n28O+KyZhrE2AnwCNPtHngR2bfe5RjVkCGANIWoKIuO3ebVsK3UXStq2cZ3so3coxzQiO8BpVdoSv\nC9xse8iy1RTZ39f2lzpr2ehIjZBGxPbj7balHTQ08WpGziZeqxET+UUYCFYKeIR4D9yaY5xCXlJm\n6KPD9RWQ9CHbf+igWZWmOADzIekjhLNvC+BvxDPm7FJ5Uagh6T5iMXtp2t4e+AGxyHyC+JuZ0/Yn\nu2dlNUjZhpcTOssG/kBUDlwCvEX0ejvD9qtdM7JHSO+JbWwf1W1bCgOkufPvgTeHOc221+iQSZWm\nMUlG0ktE5vLfhv+fYx9JmwK7AGsSTcOfJfTpZyUqrZ4n+g7+wPYzoxxrtuGkfyVNTvxc7xzNOIX2\nIek9wIeJtcFNtt9JMs87AnsD0+ZI5B3pnmtXAEPS3ESV4ThCVnomYBvgvJy96yQdQMjKftL2fQ3H\nlgEuIxQn9s01ZsMYSxHrkq2JKt9rbG+aeYzpiGSHRdKuh4FrcwdLJozX7wEMSdMDWxG/2JWB+20v\n3V2rCoX20euO8JGQtBxwZ1UDNL1KyuYYkZwZzCm76kMMfuH+cSidysLYImWLvV3vmJK0PHAQsGG5\nv1ujOADzIenPxCLoHCLL6U9dNqkwBknZhSva/kvaPpfIbP9S2l6eaLz43i6aWQmSNPDTwMGEI+Kb\nRBLCd1qVSykUqkypSs1L+nnuA9QaWh8GHEFI207A9g87bFo2kkN4dWB+YFris91FrH+a9ayY2DEa\ns+rvAjaqyXB1Iqu+MOkkaaDLCQUSE1WitbXB5MTa4LTUT2W0Y3U0gCHpU4Tfd13gWqLX0+XEPd8O\nmaVpgBuIRLHrgAcYUH34GBGAXsd29mbXDXZMSUg6jbO9YTvHajd9G8BI2be1LLlpiWaLJ9t+sKuG\nFcYsRaO4N6hqAEPSfK2cZ/uJdttSKHSLpBV6PrAS0YTteGKxeSLxfL4YONr277pmZIUoDsB8pEXY\ny0Tgp+nkuorSk4V8SHoB+HBtDinpUeAg26em7QWAB2xP2zUjK4KkfwOr275f0rSEA2JT27/ssmmV\nI/0djuQUsO2FOmFPoTVKX7C8SHqM1u6DD3TAnMrSolP6GXehiXlhZCTdSDS7PoRYG3yNWBvsB/w8\nZ6JfFwIYbwGHA4fbfqFu/5u0IYCRrj0V8A1C1mnRtPth4DxizVpJeVlJ6xDr8JVtv9hwbGbgN8CX\nbf8657hT5LzYWEfSnEQJzzhCB/BcYC2iO/qpJXhRqNFEo/h2BjSKD5dUSY3iXu+B0cM8xtCTatXt\nN332XJ8UJLXUCKxoBo9JjgCmISbTm6bvqxPZQQu5wk0Wu8QywE7JAbgv0QPm28UBOEls320DCpXg\nAaKfwFGptH8+4Ma64/MTDRcLIzMrKTPa9quSXgHuG/6/FJownJb5AoRsSEuVsoWOMpwccGEisb1A\nN8dP2vX1v9N3bP+v2fkVpz+zqKvBsgwkBzwE7ArsafviNo23vqT/pn9PBqyb+lVCVIHk5Azgq8Bq\nks4Ezm90vudE0hrAb2wfRlR09RJfB3461M/P9n8lnUSsK0sAYxQ8DlxIODyu80B3+64aVRiTfJzQ\n96vxeWJRuQgDGsX7AFXUKL6bwT0w6vX/qdtXqQqFPmCFJvtFyODtykDJc2F4VmnhnDKxHpusQWTY\n/lbS+YSG79k5Gsn1KcUBmIlWemIl3edCf3M4cJ6kTxJJMVfafrTu+IaEpEChNZZMWtYQ86HFkjzw\nBEpCzsjYPrZxn6TZgO8CXyGSBPbotF2FEfki0c+gKZKmLTKQY5MkGXhwnaTL08B0dadY0iq27+i8\ndYU+Zqi1QTvfo43z55MatrOtyW2Pl7Qr4TsZBxwn6Upi/tAOp/CNwDxERUuvsRzDzwuuBbL3lu7H\nAMZHCQf040CpuCg0Yz6gvoTs48CFtb4Qko4FruyGYRlYsO7fIpxVGxL3ROWRdNEIp+SO5HeEofTU\nJX0MOJQoRzycaARaGAHbq3fbhsIkMxfwKIDtf6ZJ9VXdNanyFAdgm5G0KCFb+gViIVPoU2xfLGlD\n4P+Ixd1xDae8ApzQccOqyw0Mdjpcnr7XEnVKQs5EkuS4diMcD48TSQNVXfP0NLZPaXYs9ZbbGfgW\nMHez8woDJEfmZ23/N23vCZxYk5pJjY1/bXvJTEPuAtzasG8b4O/E82sckaC2TabxOoWBaVNzXzVs\nw+AgTWFssqik2dO/BSzU2K8yh9xSN2TEUu+OU4BTJC1BVFA/B9wq6TLC53dppuF6OVN+LuDNYY6/\nBcyRe9C+CmDYXryu98Udkh4mGrdAybYtDOYdBj9wViaaw9Z4gYhOV47G5tySDDzVQ027h81ESsd/\n1glD2oWkFYkyxNWBk4mmxb0Y2W8L6dm/su3/dNuWwiTxTsO/3+iWIT1CcQC2gbRQ35JwQKxCNEg/\nqqtGFcYEtm8g7ruhjh3QYXOqzIIjn1JolVQh9kVC5/w1wnF6Vk6980JeksTxAcB6xFzocNuXSNoe\n+D7RK+zoLppYNdZnsFTa3kTftZpW/hTAYhnHW5XQkK/nt3X6/6+m8auGgL81bN/TsF2eK2Obmxm8\nNrg6fe+ptYHtB4BvS9qbkPccTyj2TJVzmIzXGkv8HVga+EuT48sCz+QetK8CGAC2bwNuS6VDnyUi\nbpMDJ0g6B7jE9r+6aWNhTFA0iiuK7Z7VIZe0ENFsdzNiQrtkbZJbdVJvlvtq0n5DHJ8K2CBTRsTC\n9OH7r0cQ8HAKvALMANyVmsBNoDRKbpniAMyMpJWBHYDPEBW/SwBr525iV6gmkr4NHFeTdEmJVX+o\nNXFMGuiH2d6pi2ZWglYSb+p0tAvDIGkL4HtElfL3gR/bLskBY5+DiP4k1xPO8AsknUYk3u0GXGD7\n7S7aVzUas6XbnT09P1Dvd9qXJN2TeIbIch41kg4G9rX9Vo7rjcB6HRij0D4W6dRAKXC+pO170/aX\nGRw8eJt4Hw3pH5iE8aa0/a6qgXRfXAxcLCl3pfTpkoZt1G1709EOImnVVs6z/ZvRjpW4EjhI0tW2\nX2uwZVoiuH75kP9zFKgkVUAqHRpPlOfNZnvKLptU6DKSNgHOI8o6lwLusL1R3fHDgAVtb9ElE7Mh\n6SVguV5xhLeCpDmrVrEg6QTiOXUj0Ujr7i6blBVJbwPz1H4vkv4JrGT7sbQ9F/C07VFneyRn99xV\n+xsogKRtWzmvlX4EBUiNu4+0/Uq3bak6kr5JVFvMDJxLZC7/SdKbxDt21KX2heozxLvuRWD5uozb\nbO+6fiUFgT5LBBI/WH6WI5PmRa8Sz66mDU1t79YxowojIulvwNdtX5qCdfcApwPjS+XMxNO4Pmhc\nI+d+Pkv6D7BRSrAd6vhqwGU5knIkPUqoEGxTcxYXCt1G0ueAL9teI22/RFQ81QJtsxPPuKZyeRM5\n3ivAbYQ/5Ubg9+0M8qZnyvnE+7UpORJw01j1fW4HDTEwlLMkcabn4Z1EkOl44KF0aHGiUfrkwIq2\nsyZ9lwxUJpQO7Z50Djfutj2F7tOHGsU9M8lNL6b5a5VUkq4AdrD9TNqei2iSVrUF7ZeJkv45gVOl\noZOCbK/YSaMy0viBpgUadTFzZkKtK2lYubGi+Tz2KIGJ7OwHnEi80wqj47D0tW/JeC0MQ6czfPsG\nSWsQiR6bEfO8i4hFdGFkbiHWAgt125DCRPF+4I8Atu9LWb5Hl+DFJGPevSZu58/yLuDThEN1KDZN\n5+RgGaJX4u8lHUBU+pW/k8K7kLQbcEItq17SR4C7alV5kmYgms/vmmG47YEfNexbsy5o+GVga6Jn\nRQ52BdYCdiKqDv8n6TbgV0RA449tuC927VDSZLN+E9MQ/XZ2JSrDs2D7H6nq48fAIQzMZw1cA3w1\nd/AC+rwCI0kD1Tsx37b9527ZUyh0Akl3MXgytizR0H5QqXhVHeEtZs88042mUaNB0n6tnFdV/exO\nZj01yg01wSVrc+ySSlPXIxrYQ2R9XF+TZSm0RqlGyoekvYiF2DREFvOZyaFUKjAKE+h0hm+vI2lu\nYDsicDETken4Zco9V+gDUkXX3HVJWy8By9p+tLuWVZP0fL4KqMm9bEQ4Nl9O21MTcra5KjA2IxQf\nvk6dTE6S1dmJCDh8zvaFOcZL114P+CmhX38okT09gRzJW2neM5KT0banHuGcQhfoZKWopCeBtWz/\nNW03zomWAG5rhzSwpEWJYMaa6fvcRAXiLbY/lWmMQT/LTqLIdt2WkHKaDDgQOLUdSVaSZiUkugU8\nYvv53GPU6KsKDEmrA0fZ/nDa9VtgOuqiRZLWt319VwwsFDrDJQ3bv+yKFd2lcpHbqgYmxjDvA4rT\ntoJI2phoXj97w6HnJI23fVkXzKoylXsejkVsHwIcImlNQkrqd5L+QswxZ+2qcYVCDyLpMmAN4ArC\nAXi17bdTxmYhIzW5Zdu7d9uWwiDEYH31aYATJb1cf1IOffU+obHK96whzvlZrsFs/0LSUYTSw8FJ\nEgzgA0SPt6NyBi/SmNdJ2pnwBzT6AHI1Zt5qmGMrEdngJUg/dulkpWhj1cAHgH/Xbb8JTN+OgW0/\nDDwM/ETSvEQ/oV0IBZZcdKXKNq2VDwHeS1SHH9PYpyInKWBxR7uuX09fBTCISPaZDfvWBh4n/rh2\nBb5CNMIqFHqS4gjvPSTNBHyeWFx+qNv2jIKFJM1St72gpNp7qllZ5KTydpF5qR6pVPVC4FIiM+2B\ndGhJ4JvAhZLWtP3bLplYReqbog9JOzKfehXbNwM3JwfB54hgxs2Sfg9caPuorhpYGAvsIOl/6d9T\nANtJqjVunbFLNlWRTwA/JDKXH+m2Mb2GpOkJR+R4oin0/UAJYIwtWnG4F1okhw79JIy5h6SLib49\ntebJtwDn5p7LSpqacGrulL5/j4FeA9mw/Yshxl44jbkJ8HNgn9zjFirJP4DFgL8C1KrJ6lgCeDb3\noJLeS/iB10pf7wV+DxwD3JxxqLWB/2S83rCkvjmHASsSfSkOaWc1RDfoKwkpSY8Am9i+L203liit\nAFxh+71dNLNQaCsjNbBODuMVbf++g2ZlY4hy6heJ+/zRtN0z8gyS1iacY5sSjdkutl1Jvee6xlMT\ndqXvrtvOIutUZHOqi6QrgSdt79jk+EnAvLY37Kxl1STdC18nnh9NKb1HRoekZQgn4Odsz9ltewrd\nQ9JjtFD1ZHvB9ltTbSStTNxXWxLB7DMJOZZnKBJSk0xygIwHtiD6kR0NnGz7wa4aVih0AEkLEBKl\nUwE39Yq8eOpjcAbx/tnO9u86NO7cRL+1cYQc11627+7E2IVJo8OyzqcCi9lebYhjIvrDPGh73GjH\nStf8CQNyUbcDvyYCFr+r9fjIiaRVgPfYvrxu3xcIWafpiUqoXWy/3uQSEzPWpcAGRJXYfrb/Ptpr\njkX6LYDxKrCo7SfT9qZEufEraXt+4OGix1foZYbQNbwX2LDuvqi0gz+9dP/LgINgFkLPsNb3QMBM\nFf587yP0nrcnPtusRJbv+VVuxiZpsVbOs/1QhrHOBHay/dIw58xmu2MZE4XWkPQfornbvU2OLwvc\nbLtI9rRACeZ1FklT2n6z23YUCr1EqhTYknCQrURIk+xGaD03fc8XBpA0JzG3HAfMTPTxOYdw8JRg\nUAVIFcwLp82/2H6hm/ZUkZQYdjkRuIOoThhnuy2VLZLma+U826NuvCvpDVbyh7QAACAASURBVOAE\nIoDQ9n5xkmYE9gS+BvwZ2NP2je0etzB60tpgT6BWKfoDonqmvlL04EwBjIWAO4l+rEcSkk4QVRm7\np+8ftP2X0Y6VxnuHaGR9HHCd7XtyXHeY8a4iAqGHpe1liM97OpF48S3gJNv7ZxjrHUJya6SktEon\nUvVbAOOfwBa2b2pyfC3gAtu5pUoKFaOXqxRajKpXrsl1DUnbtnJe1TKKU6O38YTe81VEmfhVRGO5\nsrjMhKSPAzsAG9medqTzC50lJSIsbvvxJsfnJzJ1yu+uBbrZXK7XUDSWX7eWZSXpEKLhZ423gH3b\nqUFbGPtIWrA02G0fKRliPLANkeRxne2Nu2vV2Ce9Wy8k5pbX1TUTfpMyxxzTpIqBHwHrM7h6+Wpg\nZ9uPdcWwCiLpVsJJ+xXgNUJiaZN2qXMMUX0+4VDdftsetey7pLWHCyCkANiGts/JMNZuwF5EL4Pv\nDCUpVRi7SHqK1ipF58003kqEQ39xBisvPAhsn7NaSNJSDEhHrZnGqVVh3JS7OkjSM4RP4Q9p+/tE\nIt5H0/ZngANsL5lhrPGtnGf7lNGO1U36LYBxGfCvZiVIkk4HZreds3FLoYL0cpVCJ8sCC/mQ9Bah\naXhofUZhrywuU+BgKP4LPNLOaojk9B4HbEtUtFwF/ML2Be0aszBpSLoHONr2aU2OjwO+bnvZzlpW\nTUoFRj4UjYM/aXujtP0SkXVYy3RcHDjc9tFdMrEwBkj33OPAjbUv209116reQ9LkwEZE9nQJYIyA\npAeJgOs5wJk1uahemWP2KorGs3cQWbcnMLgv2FeIHjsfLs+Y1pD0ArBq7e9d0nREFf9ctv897H+e\ntPGWa3aI6D+zK/C/TmRMJ1vuzCjV+ypwDcP02LC9xWjHKvQOkpYHFk2bj9i+qwNjLksEMtYGVicq\nOG+x/elM138NWKTOh3grcJXt76ftBYB7bZf+Zy3Sb028jwKul/Rv4Ig6B+6cwB7A1kAzJ1qhv1DD\n9gLAlCOcUxgDKBpaD8XLrnbT5lOArwJrJQmkn7u3mjJdPcyxdySdAXw1V/aypKmI3iE7AKsB1wPv\nB1ZoJk9UGBOcBhwp6R+2r6w/IOmTwOHAwV2xrJpMBSwp6aVGSYG0cF8YuK+WjVsYls8Tf3/1fK4u\nOWBr4hleAhj9zToMNI38LDCVpL8R2uC1gMY/umZdj5Dme5ekr8II2F68rvfFHZIeZqAhdP9kO1aP\n/YGHgPUb5seXSDqamFvvT8x1CyMzEwMyOdh+JVUnzUxUE2TF9p8a90n6GHAo4cg9nJDvqRrnUJ4b\nlUXStcBnbA8rRZSbVP0wqAJC0hLAeNu7t2nMeyQ9TfTOepaYy2+UcYh/AAsCTybfw4pET5gaMxIB\n6GxImhpYl4Fg0EPAr3L02RgL9FUAw/aNknYhFo+7KZr7mngpvUVkbf6qmzYWKkVVX8wGZkwR4VqJ\n6gx1jv9mAYCq8AJD/27elvQocKTtn3bYplFje0dJXyeaKo4DjpF0DfE7rKTcVwPNJH9mAT4IHAvs\nDew72oEkHUc4jh4hFuhb2v53yjSscpCrHzgWWBW4XNJDRLahgCWARQhn1THdM69ybA3sDHxkiGNv\nAKcSP8+26D/3GAsD9cHP1xjovQTwe0Lmo9DHJBnbmwAkTUM8z9ZKX9sCU0p60PZS3bGwOiiaf46E\nbbckq9Dv2L4NuE3SrsQcaXsiG/UESecAl9j+VzdtLLyLDYg57LuSe2y/Kum7RGP7QuusL6necTsZ\nsK6kpWs7bF+ae1BJKxKV9qsDJxPKD5WsjrW9dbdtKIyKjzFYArWjpL5WWxEB9ZWB+4l+GLmu/x4G\nqi7WIirW3gL+QPTGyNmr5UrgUEl7AJ8GXiEkq2osC/w112Apme9kYK6GQ/+UNK4x+a+K9JWEVI1U\nbrk54eyAcGJdWCvtKRR6WWZpCL1NDbVdxc8GIGnNJodqjvBdgW80k6CpCpIWIRaX2wIzAFcQz7GL\numpYm5C0IfAD20tkuFZPy3H1A5K2JJrX197jDwPn2S4L9YkglTIf3+znJmkLQkN7jc5aVj1Sluby\nth9qcnxx4G7b03TWssJYJ2XlrQZ8AtgRmKGqc7BOUifHdRfDVEXb3qRjRvUYtexXoqfIbLYbq9EL\nXUTS68BCzSSiJL2faOhd3jstkJ4pI5F1jaxoYnwwsBlwPrBPzd/QSXJKSLU43mztlAcuTDrdkpet\nqwLcgkhsPBo4uSZpmGmMe4mkNwN/JIIVNwG32n451zh1480OXAR8lGiKvq3ti+uO3wD81vZ3Moy1\nMtHL4yqicqteUvCbRMB7dVewh289fRnAKBRGIvXAWBT4F7EoepJ48DyWTpmLaBRbuQXmMA7+Qdi+\nud22dIOkkb+z7RW7bUsOJE0GfJJ44X/CdtcyJtpJ0oi8z/YMGa71WaKKZRUi8HMm8bJ/jRLAKPQR\nkv4JrNSsyaekBYHf256jo4ZVEEmPAHs2a1aZgkEH2164s5YVxhopYLEyA9l/HyHmmbekr5ttP9E1\nAyuCpB8RlQKPE/KCZxWHWHuQNCXRiLQnk2SqiqTHgC/ZvrbJ8Q2AE20v0Em7Cq0h6QRi/XYjMX/I\n2kC4YaxdRzjlfcDumXpgvAh8wPZzafuXwI62n03blU0E7QdSAGMNYNj3aY71cpLy345Yl88MnEtI\nkN1OG9bkko4g7rdf1ycxthtJMxP9bN5u2D9b2v9GhjEuB56x/cUmx08mAlOV7vfcVwEMSS1lENq+\npd22FMY2vVyl0O8ZDynT5S7bVZfKeheS5qxqufFIpMDbybYXGfHk1q+5IDFp2g6YDpiNKMW/MNcY\nhbykgN23gI2J/g03AAc09m8otIakl4FVbN/T5PiywO22p++sZdVD0rFE2f0HG+U8JE1LlKZfb/tr\n3bCvMDaQ9CsiYPEokSn3ayJg8UxXDasoSet5U8L5sSqRlHAKcK37aZFb6EskHUP01Vm3Ud4rOQav\nI/rqfL0b9hWGJ/kbXgOGzTDPkXSXZJRHxPaCGcZqRcniGdu9IIHcc9T5wYaqbKztz+IHS9XLFxJS\ntdfVeu4VVYSJR9J/gLWGWdMtR7wPZuusZXnpqx4YJM3ZJrjue7/9XArvZu1uG9BGnpZ0CXCK7eu6\nbUwXmBnoaFOqTtHDwYvFiUZ2wzX6nmhsPwrsJ2l/4ONEFtRZaUF4ke2RspUKnec7REPK64FXga8B\ncxLOq8LE8wjh9BtysktUHj7SOXMqzcFE2ftDko4nZM0AFiP6jExBaTBfCH3zZ4im3TcRwYvszWH7\nhdSU8lzgXEnzEwkJJwBTSFrK9v+6aV9VSJXnI1LFxK0e5wBgQ+Cvks4iHOG1vmCfI5rSHtg986qJ\npM8Q1V21JrgPA+e0IcHpgMzXa0qOwERmSoB5bLMqdQ3t28jjxFrjifTvbHJRjUjaHTiulWbWkj4I\nzGn7qnbZ0wamJXrBNuMFmvccrQz95qiftcn+6QgnyK5AxzUHC2OPXpVPSnyRWOBdLelJ4HTg9GYS\nIr1EKoH/FvC7bttSGIykZxh6MjsT8bK9BfhuO8ZOWZrXANekUs4vEP1FCmOPLwA72T4JQNLHgCsk\n7VDL2ilMFOcA35P0m8aMnZSpcyARPCyMgO1/SFoV+DFwKAOZayayYHey/Y9u2VcYM8xCBDHWAvYg\nHO8PE9UYNxEBjdIoedKozxotjvaJQ4Tz6Ayip0ihAth+XtJHiOD4VsTzBcJRdQ6wdz9X3U8sqcr3\nXOAzRNCi5kxdCvi5pAuAz+aq7rLdsQAGgCQBCxMVzA/ZfquT4xcqxaOdSIy0vXhd74s70nzorNrh\nzMOtCDwh6efAZcAfbD8PE+6NJYhgytbAAsSas0r8hUjCPqPJ8XXSOZWmrySkGkkvqXHAfsSkd3/g\njOIEKfQDdfI5XwDmJfQATwYuzqHD1y0kNdPnnZmYgJpoYFT5B3gvIWnHJodeJCbZd2YebyZCxmMq\nQuO/OIwqQGpYubDtJ+v2vZb2DdnEstCcFNS9lpiwX8/AYn1xQg7pNmA92292x8JqkgKhtV4XfykO\npEIzJM1I3H+1fhjLAY/YXrqbdlWFBgmpjwKXE/0wri7rudaR9CHCgbQVIW92KnB2zblTGPskB1yt\nX9W/ioTaxCPpG8A+RKPdyxuObUw8Ww6yfUw37BsNad1/KdHQF+DvwGa272jDWG8TElL/StsvEnJA\nj6bt0gNjDNPFJt4zEJVP2xN9wm4mArGX5Fqnp8qKnYHNgOmB19PXjEQg/17CH3ZK1eSJU4XJHsDn\nG/siSVqfCAwdZvvIbtiXi74NYEjalMhWmAM4hBbLiQr9wRA9MIbCtnuiiillMW8PfJrQ4jy7qvI5\nkk5rcuhF4CHis/WkhFShNSQtD1wJzEVMVl4CtrB9TVcNK4xI46Io7XsJWLa2MCpMHCmI8Q1CbmIR\n4p54mFg0HFPlgHahMNZJyVQfJgIYaxNO+GmKY2dkUgPcrYgG6DWHeyckL3oWSdMAmzPgQLqM/pWc\nrQSSVgY2AqYEfmU7q9xqPyHpHmLec2qT4+OBr9leNtN4zzO0v+G/xDzsyFz3nqQLiUS+A4m1/u7E\nu+aDOa7fMNY7wL8Z+GyzEw2ha0FlAbOV99zYRNKvgY1sN5UjkjR5Y0PqzDYsQQTVtyH+VqbMfP3J\ngRWA+Qmlh+eIHqmVrZROn+lCok/k/cADDEgKLkEkeGxS9eSOvgtgpEawhwHLAMcSUajizCwMQtKn\nhjm8CiE3NpntaTpkUkeQtBnwE2CWMqkY+6SF5pZEBsF1tntGq17SwkB9c7e3bf8107WvAWYgJu+v\nEdJUy+RsEF5oD2lRdBWRLVNjI0JP/uXaDtubdti0QqFQGJEUsPgQUW2xNrAa8Q7/O1EJeyPRZPHx\nbtlYFdL74AlC8qjpgra8DyaNlLF9CrAmMEepJBt7SNoc+DnRE+xNQnZ1j6pn2HaL1FB4MdtPNDk+\nP/Cg7Sw68pK2bXJoFuCDxBpvc9uXZRjr2XStW9P2PMBTwEy2Xx72P0/8WONbOc/2KTnHLbQfSYsC\nOwDb2J6nA+NNAWxsu5nCRqEBSZ/n3T18ziOSPCrv/O+rAIakKwlJhFOB/W0/22WTChVC0mKErvVG\nwNnAvr2wwEyTse2BbRmQkjrF9nldNaxNJKf/zlWb3Es6CpjS9i5peyqil8dSwCtET6P1bN/ePSsn\nnaQdf6TtVdP2S0R/IojsAQPr2r4pw1jPAR+vyVJJmoXIDJrF9oujvX6hfQxTYTUI26WHSQtIWgn4\nY7MsqiTP8inb53fWskKhN0lSGtMTzXVrAYubcgXo+wlJp9OCRnZ5H0wckt5PSMxuR8zDfgbsU/Ty\nxx6S/gjcAXzV9tuS9gK+ZXu2LptWSST9B1irsSdY3fFlgFtsN+urmtue3Yigw6oZrvUOME99hrmk\n/xEJXFkrmNOa7nftzNAvdA5J0xHBtHFEIu8fgF/YPqKrhhX6kn4LYLwDvEVkaQ6XqVNe+oUJSHov\ncADh4L8G2Mv2fd21anQkp9RmxItoLSLz73TgtF5o5i1pDqK/wRvADWlSPyWwE7AXMIXt2btp48Qi\n6T6iGd+laXt74AdE+eMTRGB2Ttuf7J6Vk46ks4lmWken7ZcIXesniADGV4G5bG+RYax3aXsWGaJC\nP5Ikueap3QvJubq87b+l7aJTXChkJPV7utH2w922pVCokZJiNiEkO1YnKh1PBa4qTsixS3JAL1/r\n65d+jy8D7+u0fn0vIOkK4AnbX2ly/ERgPtsbdsieRYHf5vBNpfneokB9L4GnCNnCx2o7ciRyNc4t\nC9UkydPtQDS1f4KQIVrb9q+7alhhSFKgaURsv9JuW9pJT+j3TwQlA6fQMpJmBvYGdgHuJrK/K//A\nrtMM/n/27jtcrqp64/j3xUAIvUtQqgFCR5oB6UgRBaQXlUDAH4qIFKV3REEjiiAKSokgTcBQpEgN\nINJBepOuiNRAIBAI7++PfYZMxpl7J/eeOWdm7vo8T57kzDmZvW5yZ+6cvfZeaybgMmBTUvmhrshm\nSqo0cZyNlKi8J5vsH0tKYB4FjCktwL5biFTPsGIj4OLKLiBJJ5H6OnSqVUk7nKr9s2oi9SxSLea8\nLC1p/qpjAUtlDVUBaLQCK4Quol6OGz0WQugD26eVHUMIdbxM6gc2hrTYpzLxOHPqDZ3ELtW2MxOp\nxx8AtidJep9UJjUmj6fdccDNkuYGRgOPM6WG/P7AFqTSf0UZTFqMl4dKf7Pax+6v+rOBPBasxOfG\nDiZpf9Ii19mB84G1bf9D0oek3iahPU2giV2p5PMaL82ASmDY7nXSMmt+EgY4SQcAB5K2+O9o+7KS\nQ8rTmqQdJefa7sYfQj8iTeT/mLRrZn/gz6TdCxeXGVg/fczUHwhHAMdWHb8FFLKluUUWJH0NFXsA\n1Y20Xic1gcvLDfzvB+wrST/48/wQH0Kn64rkdgghhIbmzH4dDhxW53x8Lmpfu2c7MSoGAbtk5VIB\nsP2r4sPqPLZvl7Q9qR/k1jWn3yTNCfytwJB2Iy2izEORiReIz46d7ITs1xGxA6+jbFh2AEUYUCWk\nepJt0dsN2LmIhjShvWUlZiYC1wMN37ijMWD7kfQ6sJbtRyUNIWWjt+r0JJSkvwN/sn2ipGWAB4Fh\nlZJHktYBxthepMQw+0zSq8DWtm9pcH4dUr3Nficxsr4vveqGHjch9KS2nFpWSm2FKCEVQggDR/YZ\nq1e2x7U6ltA8Sc/R+0SxbS9WQDhdIyvFsjGwePbQk8Bf8y69kvU3rGd2YCVSyae1bd+b57itln22\nvAL4oKfr8igLHPKX9dLZFZiRtAPjHNsPZzswVrD9aI9PkG8sw4HLbS/R68XNPd8kUom9V3u9uMNI\n2olUnSOvXVttaUDtwKjVoCFNox8kYWD5A7FyoFPNCbwGYHuipPeAju5ZkvkpcIGkr5Aad19V069h\nU+CuUiLLx93A14G6CQzgG+T09UViIoSpVJdTEzBc0izZcUf1CgohhDDtIjHRmTp10VK7yxIVfy5g\nqM83ePxt4DrSArxcevNJmg74IbA5MANpJ/rRtifm8fx1TKKXBEZoT7Z/AvwkS2yPAu6U9DTpHqHo\nag+Dgc/l+HyD6N4SZ+eQFl93dfnAAbkDIxrShNC9slUf6wNvZA/dDmxHalT2iU7sbyBpA+CrpNJm\nJ1evBJJ0JDDO9s0lhdcvkjYEriGV/vpZpc5y1oumUtJtU9t/zWGszRucGg88afvl/o4RQifI3i8r\nZdNqfVJOLXZghBBCCCF0JkmHk/pAXk+qMrExcL7tUS0Ya6rdvaGzZf0hdyIlM1YmLSi82HbLF35L\nWgG4L6/7kG7+3uzmr63agEpg1GlIc25VQ5pCt0OFziFpDmBYdvi07bd6uj6UKybkOpekfUk7TaZj\nyuqB+Uj9Pw62PTqncT7u4bSBC4Bv5b1VPIR2E+XUQgghhM4kaXVgbttXVj22M6nX4czAWOB7tmMl\nfJtr9XyDpKeA0bZPy46/BPwFGGK7p/uivow1GRja7ROpA5Gk5Uhl93eyPV8B47UigXEQqcR4Q7ZP\nzWO8ImVf26e7sTxWtYGWwPiIOg1pIoER6pG0CPBr0gqFymS4SavE97L9XCmB9ZOkFW3n1RCs7QzU\nCTlJWwFH2V6+7Fj6Q9LnSDtmKnVnnwIusv3PAsaenbSy5NfAn20f0uoxQ2hn2Q31prbPKzuWEEII\nIUwh6WrgZtsnZMfLAfcBZwOPkUoGnWb7qLJiDD0rar5B0gek3okvVj32fvbYS43/Zp/GGhArwbuV\npEV7K10maXrbHxYQSysSGC+TFkc2YtsL5TFekbKv7QHgo56us71aMRG1xkBLYLRNQ5rQ3iQtSKrJ\n/yFwKulDIMDSwHdI9fNWzfsHfhGyDzBHA8fnveIitJakPYANSXVFT7J9p6T1gZ+TGr39wfZ3yoyx\nG0jaBPil7eFlxxJCmfK+cQghhBBCPiS9DGxm+57s+DhgHdtrZsfbkvocLF1imB0j271yYVE7Voqc\nb8h2RcxfvTpb0jvA8nn12ah63g1IZY3rTqRmi2O+YfuUPMcN+cgmwp8Hbqr8atWcl6Q36bnv7CBg\n5igh1bvsa/sl8G5P19k+vJiIWmNAJTAqqhrSbAM8TWqIu47tv5UaWGgbks4gbePc2Pb7NeeGkFZF\nPGV79zLi6w9JmwKnk3pCfNP2UyWHlCtJiwPHAHtU+ihUnZsd+A1wmO1nyoivryQdRPq6HgSGk1bp\nHAd8DziJtMLqzfIi7B9JGzVzXR49MJqIZRHgYduz9HJpCF0tEhghhDBwZbuaZwYej0VP7SdbQb94\nZVW9pNuAq20flx0vAjxke9bSguwgRZc+KnK+IZvcvJqpG2tvBtxI1YSn7a36O1YPMWxAKj+0JfCe\n7blbNVboO0nrApVfXyA1fX+G9L1SSWi8ktNYI5u5zvaYnMbr2vJm3ZycqTao7ADKYHscME7SXkxp\nSDNOUmENaULb2wTYvvbDBIDtiVkjrAuKD6v/bF8laRnSpPf9kg62fXLZceXoh8CLtckLANvjJb2Y\nXdNpOxV2JfVlGCNpLWAcsAZp62+PmfYOcU0T1xgoYiJ1MeDfBYwTQgghhFAqSaOAOarvgSWdTpps\nBHhC0sbV5WdCW3gFWBR4UdIMwErAkVXnZyWt7g/Nqdc/sZWKnG+oNwF8bk7P3VC2y2TX7NdCpK9n\nS+CGVo8d+sb2zcDNAJJmJM03rJv9GglML+lx28vkMFaviQlJed77F/0aL9KA2JkwIHdg1FN0Q5rQ\n3rIyS59rtF1O0mdJDbZmLDayfEnahvRB4l1gcvU523OVElQ/SXqCtC317gbnVwbOs71ksZH1j6SJ\nwBJVq6w+ANawfW+5keVD0uBmrmv1tm5JKwJnkrY+79vKsUJod7EDI4QQup+kO0g7ec/KjjcBrgB2\nIZW1OQV4tBN3nnczSb8BVgAOBL5GmlxcwPak7PzXgX1sr1pelJ2j6Ca43TrfIGl60vfj7sBapEVq\n55FKuEfZ9g6UJUi/CHwZ2AOYpdX3BpKWIM3P7mx7aE7PeSzwE9vv5fF87SR2YAwwth8C9pH087Jj\nCW3hZVL9yUb1/pYF/lNcOPmTtCpwLKlJ8mh6afjTQRYCenrjfg1YsKBY8jQYqF6hMwl4o6RYWuEX\nwAG2J7R6oB7qbc5M+rl4HVOvYAuhK0nau5dLPlNIICGEEMq0OHBP1fEWwGW2/wgg6RDgrDICCz06\nHLiUtCt7AjCykrzIjAJaXnq1y9wgqbcmuCvlNFa3zjf8C3ictMNjh0qJY0nnlxpVaFqWsBgBrMeU\nUlIvArcAe5Hec1ox7kzA9qT3rtVJP5fyrI7zG2COrA9LQ7Y7sRLD4kDD5KukpYDdbP+guJDyFwmM\njKT5gUNJWb6ZSg4nlG8sMFrSBrWrMCTNB5yQXdNxJA0iNfH+AfBr4JB6W1c72Hjgc6TmU/UMA/6n\nvFSHOFZSZcXADMBhksZXX2B7v+LDysUewFGkG7BW26fB428DT8TKoDCANLPL6IWWRxFCCKFMQ5j6\ns/EawBlVx88A8xcaUeiV7deAtbMefxNsT665ZFuK+VzdTa6luH+zwuYbJN1P/cVb44EngZNyvP8Z\nlI1laio8hPYn6UZSwuJZUqLiNFKVmpdbOOYI0o6dbUn3HUsB69m+NeehXqL+60BVj5sOnCe3/c/a\nxyTNDOxAmuMeATxKmgPsWAOqhJSkOYFTgQ1Jq5ePJ22JPYr0H/kg8AvbF5YVY2gP2ffKnaQP6+eS\nVhGI9Ga6E2k1xAjbHbcCXtKDwCzAqKzGYVeRdBEwve0tG5y/DJhke9tiI+sfSTfTe21D216/gHBy\nN1C2PYYQQgghtBNJjwGH2r5U0jyk+5wvVMqUSloNuNx2JDFC1yr6XqTI+QZJjXaWz0HqnTICWN/2\n33IYa0Zga6ZMml5N+vouBFaMhWLtTdKHpN1BY0m9MMbZfr1FY+1P2m0xO6nE2Lm2/5HFkHu5sayU\neN1TwDbA3qQG8/PkOW7RJH2R9PrbjrRA4RfA720/XmpgORhoCYzTSM2S/gRsTNqydy3wMfAj23eU\nGF5oM9mHih+TtrFVtpm9BVxE2rXQcckLAEm/J9VD7coVOZI+D/wduBL4KfBEdmo4cADwFVLviPvK\niTDUk9009Fb+i5qt8X0dawFgP+CY2mbv2Sq2w4DRtl/p71ghhBBCCO1M0kHA90kL/dYH5rW9bNX5\nfYCv2v5SSSGG0HKSJgNDi1xM1S7zDZKOIyVLNsj5eT9HauA9klSW9HzgbODGOjuGQhvIVu2vRSod\ntR6wImmXzjimJDRy6ROTlWs7ATii+vuhVQmMBjGsS1rYvgxwEvDT2vmBTpDt2tqFqRNC55Hmxbqm\n98xAS2C8AOxi+0ZJi5C2wx5v+5BSAwttTZKAebPDV93hLxpJ9wK/IzWy7rg352ZI+iqpEfPcNade\nB3a3fXnxUYWeZAmMXl9beTQMkzQamM32/zU4/1tgvO0D+ztWCO1M0lXAjrbHZ8cHAb+1/VZ2PDdw\nq+2lSwwzhBBCC0majlSRYDPSqu/9bD9Wdf5PwDW2z6j/DCF0vhJ2YKgyr1D2fIOkZYCbbM/Xouef\njrSAeDfS+8wE27X36aENSZoVWJMp/TBWAJ6qTnL347kPJiW4ZiRNuJ9j++EiEhiSViAlLtYn9Xg6\nynYn9pwBQNJE4GLSbqfrbH+cPV5YMqgIAy2B8RGwYKV+W1ZLfpVu+c8MxZG0PHCP7RnKjmVaSTqD\nVF/wU6TGb2d0aSmpIaQdV8NI2wKfBP5q+70e/2KbkvQosGZlJY6kU0mrFV7LjucDnrPdkT18spuG\nnYA3e7rO9rU5jPUw8G3btzU4vwbwO9vL9HesENpZ7WpDSW+Ttvc/kx1/Gvh3HonDEEIIIYR2JWlh\n4IWikgeSbgd2tv10EeP1Estw4LYiSudImhf4pu08mzOHFsmST6uSNTJMqgAAIABJREFUEhjrkZIZ\nM+Z5byBpHdLOgW2Ap0m7IdbJo6RZnbEWBX5E2vV0Kal84lN5j1M0SY8Dg0m7Ls6plIvqtgRGxzUn\n6ScBH1UdTwYmlhRL6GwiJQA6ju3dJH2PVBNvF+AGSc+SdiyMsf2vMuPLi+2JwJ/LjiNHw5n6Pfsb\nwGjgtexYpNULnezGglY9LUrPjYlfAhYpII4QyqZejkMIIXS5rMfFvY1KukgaDGxh+6JiIwuhUCMB\n0maIxmwfk9N4LwEPSDrQ9q9zes6+2orU4Lffens/Ad4mfe2hDWUJi1WYUkLqi8DMwL+Am4DvZr/n\nxvY4YJykvUgLGkdlx3cBF+eV7JL0K+D/gNtIJdPuyeN524Ht4VW9L+6W9CRpNwY0UeWiUwy0HRgf\nAw8zJYmxPKlZ0lQ11W2vVHBoocNkW87u64ZVqVW1Kb8JLAD8lbQr49JSAwtTqd3WLOkdUja9K1ZK\nF1l3VtJrwFa2b2lwfm3g0k5v4BVCb7r9fSWEEELvYjdeCCDp/h5OG1iS/FeebwucAjwI7Gq7JRP7\nkvZucGp2YGVSj8gv274+h7Hi/aSDZf9fM5PKCd6U/brZ9j8LjmM50mT8TnmVNsvue94nzQk3ZHu1\nPMYri6RZgB1Jc3wjSP1LzgPG5tW/pCwDbQfG0TXHl5USRQhtJPthdJikw4GtgUqz+/hQEYr0X9Ku\nuCLcSUrY1U1gADsDdxUUSwhlMv+7KmfgrGwJIYQAze3Gix16oavZ/ny9xyWtSKqVvyypj2SeY/5J\n0s3Ar4GHJJ3D1BVDsL1fDkPt2+Dxt4EngLVt/z2HcSDeTzrdD0n9UJ4sMwjbDwH7SPphjk97XI7P\n1bZsTyC9V/1O0lKkRNCPgFOB6cuMrb8GVALDdm0CI4S6JM3WyyWzFhJIQSStS8rQbk360JTrh7OQ\ni66eaLQ9tNG5qlUEu9kekcNwo4HrJI0Hfmb7lWycTwMHkEqrbZTDOCG0OwFnS/ogO54R+K2kd7Pj\nweWEFUIIoc10zWfOEJqR1co/lim18pdpUa38N4DHgC2BzzN1AiOX153tRfN4nhzF+0mbsn1aUWP1\nsDOomoGT8xjP9uF5PE8nsf0Y8ANJBwGblx1Pfw2oBEZPsgnrr5MmyFYpO55Qurfo+Qerejnf9iR9\nljRRuwuwGHArsCfwp6x/RGgvIvUrqXyoHQJcIalSAq/r3s8lrcWUhl7vAWPzeF7bN0n6LnASsG+2\nVdakbdQfAt+zfWMeY4XQ5sbUHJ9b55o/FBFICCGEEELZJM0DHMmUWvlr2L67RWMtQ/qcNRewke1c\news0Mf4gUlmsCUWOG0Km0c6garklMCTNZfuNHs5/ilRK9748xiuSpAWA/YBjbL9dc2524DDSIs6O\n1nUTXtNK0nqkCbKtgPF0V9Pf0HfrlR1Aq0jajvQ9vwGpbM8Y4EzbT5caWE4kHQMcb/u97HhO22+W\nHFYemimBd0kRgbSSpPlJTfRGAfMBs5HKPV1g++O8xrF9mqQrSc3sh5ESRE+SGoVFY7kwINjetewY\nQgghtIWls89gkD4TDc92wAJET7DQ9STNDPyANAn4NLCZ7b+2cLyDgKNItem/b/udFo61GTC37bOr\nHjsUOBwYJOlGYPsc75nj/ST0qoSdQa9Kqu7Pcj/pdV65958HuJvOLKW+HzBbbfICwPZ4SbNm1xxY\neGQ5GlBNvCskfYa06nxXYA5gTlK3+4s8EP9BQp/0lsFtV9mK/b8AZwBX5Tkp3A56axzWzbIfyC+X\nHUdfSNqCVJ9xA1Ij+XOBK4EJpJUQj5YYXgghhBBCV8oam5r6dekrjzua7oZuJuk/pDLRJwPn06Da\ngu0HcxrvZeD/bF+Rx/P1MtZNpEVav86O1yBVXziCVL7qOODqPPptxPtJaFfZ9+b8VfNE75DmGaob\nzL9se7oSw+wTSQ8D37Z9W4PzawC/s71MsZHla0DtwJC0NWmCbG3gamD/7Pd3gYcieRGaIWkjYHdg\nM1IZn07z2cqbdj2SpgM2tX1lgTHlqZnGYR1H0ok9faiUNBS4GViysKDydQnwU2Bn229VHpTy/++T\ntDJpC+UWDbZYjgX2sf2P3AcPIYQQQmgv7VYfP4QyzJf9fgCpkXH1TcgnE+/ktzp7Wduv5/RcvVmG\ntPq6YhvgOtvHAUh6n1RaN4+G4fF+EpoiaX3gFGBEg3vy24Hv2L6lwLA6dU54UeCFHs6/BCxSTCit\nM6ASGMCFwAmk7XGfbNFrxQRZ6C6SFiaVtBlJ2rFzNbBzqUH1UaPkhaRhpK9xF2BeYPoCwwq921XS\n65UPmtWqkhevFh5VfsYA3wW+KOkc0o64/9kCmZP9gRt72GJ5HenG5RstGj+EEEIIoS3Yfr7sGEJo\nA4VOvBeYvIC0s6R6vDWBP1UdPwIskMdA8X4SpsE+pF0Bje7JTyP1ySgygdGpJpISFI2SGItk13S0\ngZbAOIM0QbZuNkF2YZfUxg8tIGkGUm+U3YEvAtcDnwU+b/uhMmPLi6QhwLZM+RpvBY6hs3vBGJg1\nW0lSWSkzi6TZprqodZPjrbI5cI2kN2z/pvJgVl/0JuANYJOygusv27tJ2hvYgZRIO1nSVaT/w7yz\nzF8Aju/h/BWk10QIIYQQQleTtHwz1+VVOieEdtTlE+//ApYCXsh6UazA1A2U5wbeKyIQSVsBR9lu\n6n0ndLUV6Lknw19JfWnyYmCIpJmYMk9UOQaYqeHfbH93kvqGNkr27AzcVVw4rTGgEhi295C0D6lp\n6yjgl5KuJX3zdlyds9A6kk4GdgSeItXi397265I+BCaXGlwOJK1KmqDdAfgn8EdgDWDPLug1UGnG\nXH18f81xntt/C2H71qwB+yWS3rR9QVXyYjywke0J5UbZP7bfJSWaz5C0FKlP0WvAbZKuINVuvTyH\noT4D9NQobwIwNIdxQgghhBDa3QM0rllf0XGfnUOYFpIOAE62PTE7/iJwj+0PsuNZgRNs71limH31\nJ9Lc14+BTYH/AHdUnV8FeCKvwSTtAWwITAJOsn1nVi7o58ASwB/yGit0tE8DH/Zw/iNSZZC8CHim\n5vjBmuNOLSE1GrhO0njgZ7ZfgU/6ehxAqrKyUXnh5WNANvGukLQ4aYJsJDALqbHxxbYvLTWwUDpJ\nH5HKjR1fU27sQzq8obCkB4HZgPOAP9p+JHu84782AEnrNHOd7XGtjqUVJO1EmuT/DumH0bvAl2yP\nLzWwFpE0iNRvZjdSkmaGHJ7zReBbtq9pcP7LwOm2F+zvWCGEEEII7SwrldurLl+hHgY4SZOBoVUN\nft8GVqxp8PvvTmw+nVVdOI10T/UfUvPwW6vO3wRcY/uEHMY6iFTR4UFgOGlS+Djge6Q+G6dFFZQA\nIOmfwP62xzY4vxUw2vZiOY23QTPX2b4hj/GKliUOTyKVgn+blIyZnZQk2re6ikenGtAJjIqsafFX\nSBNkX7Y9uOSQQskk7UjapbM6KbF1Dqnvxft0+CS/pA9I/WDOAa6vNK/vlgTGQCBpT+Bk4D66OHlR\nS9JQ2y/n8DxnAcNsr1XnnEil1J6yvWt/xwohhBBCCCG0N0kfA/NXJTDeId0btzSBkTUr3pBUo97A\ns6R79E4rdwyApCeAH9seI2ktYBxwFamixbvlRhfaSVb1ZF1gVdvv15wbQip5dJPtvUsIryNJ+gyp\n4tAwplQmudj2S6UGlpNIYNSQNF+jJsdh4JG0KGm71S6kmnhzkX74XlxiWP2SvantQtp9NAQ4n1RC\n6k7SKpOuSGBkX+fWpG2qkLbFXmr7X+VF1XeS7mfqLY1LAy9SUwrJ9kpFxpUXSbcAm9t+KzveHLiu\nso0757E+B9xL+p74OVO2TA8nNfheAljF9tN5jx1CCCGE0EmiZn0YCMpIYEj6BnAKqTpCtfHAt21f\nmNdYRZE0EVjC9ovZ8QfAGrbvLTey0G6y19R9pBLtpzD1Pfl3SWULV6qUQwphQCYwJM1t+/XszwsC\n3yJN5F5evZUuhIpsVfZGpF06m5Pq8l/a6dngrBblKFKz8hlJtfN+b/vJHv9im8t2KJwIzEDaPgfp\ng+EkYD/bp5YVW19JOrKZ62wf3epYWqHOTcNU27ZbMN4qwNmkRFDlB6GAR4Fdbd/dinFDCCGEENpN\nMzXrbX+nzBhDaKWiExiSViItIPwj8AvgcdK9yNLAPqRelava/kce4xUl+3f8tO1Xs+N3gOVtP1tu\nZKEdZSUMfwNszJQ+TAauBb6b5/eNpEnNXJdHyeqiSWo0LzkeeNL234uMp1UGVAJD0nLAFcCCpObM\nOwDXADMDH2e/b9OoBlsIkBJgwDdJk5wrlB1PHrKtq18nJTNWAh7u1FVWkr4CXAb8Evh5peSQpKHA\nD0n1N7ewfVV5UYZavd00tHDcz1O1xdL2A60cL4QQQgihnUTN+hA+uRc5DJiQPXQC8DPSwkWAWYFj\nckxgnAXMYnvbBucvBt62PSqP8YqS/TueDryXPfRd4FzSROonbO9XcGihjUmakyn35E+14mdO9r35\nPDAGeKjRdbYvyXvsVpPUKNEzB6kPxu2kahdvFBdV/gZaAuNqUif740kT0F8lZfa+lV1yMrCy7RHl\nRBhC+SStCIzq1N0lkm4GbrN9WIPzPwLWtL1ukXHlSdLyTCmN9aTtB8uMJw9lJTCyseYBsP1ab9eG\nEEIIIXSTqFkfAkh6jqnL9dZle9GcxnsS2NP29Q3Ofwk41fYS9c63q+xevLd/R9tev4BwQoeTtE1e\n5dsljSBVVNmOVK7qTOC8Tu030yxJi5GSiA/Y3rPsePpjoCUwXgPWt/2gpFlIpWVWrdTjkzQcuMP2\nHGXGGdqDpMWB5YH7bD+brew/kFRubCzpg37HvYB66/MiaRCp1uBdBYaVm6z00Kq2n2hwfkngbtu1\ntUbbnqTVgDNIW4urt1g+AuzWyWWPsgTGSKaszjmftH16qpqXti/Pabw5SKsLtwfmzB5+E7gAOKzS\niyOEEEIIoZtFzfoQiidpArC07RcanF8IeMz2zDmMtWcnllAO3S+bexoOTKouYy5pC9LOwOG2B+c8\n5kykJMauwMqkub0zbN+U5zjtRNLawJm2h5UdS38MtARG4Y2ZQmeStCVwEam0mIH/A04DbiY1GdqY\nNMl5Qlkx9pWkycDQqtfBQ8CmVTctHf06kPQusFyjlftZBvqhPD4MFknS0qQ6qY+R6qQ+lp1aGtgX\nWBIY0alN2LP35944j+9LSXMBfwc+Q6o7W/1vuROpOfoaUS4hhBBCCN0uataHULzauak653O7J5f0\nBnA3qQT2v/v7fCHkQdKywJWkEv+QyoB/hzQPtyzwO+AU2y+1MIZhpJJn6wDzdnqJpUYkLUIqEz9L\nyaH0y6CyAyhBbcZm4GRwwrQ4FPgpqQ7mLsBvgYNt/xJA0v+RJo07LoHBlJX7FYsA0/dyTSd5BNiC\nNMlfz9eyazrNUcB1wNY1O38ekHQ+cGl2zXbFh9Z/tqcrcLgjSE0qP2d7qh0eko4A/ppds2+BMYUQ\nQgghlOVYSZWa9TMAh0mKmvVhwJC0czPX2f5DjsNuXPs6q5JnVZDKZPDDkva2fW6Ozz0VSSc2c128\nnwTSXNrTwF7AjtmvpUgVJzaxPbFVA2f9UUeS5vrmIM0ddXMpqeVI/T862kDcgXE18EH20GbAjUCl\ntudg0gulI1eeh/xkK49WtP1PSdORJjtXtP1wdn4R4FHbM5UXZd90+04kSSOB3wA/AE63/VH2+CBg\nD1Iztj1tn11akH0g6VXgy7bvaXB+VeAq2/MWG1nnyWrc7mH72gbnNwF+a3uRIuMKIYQQQiha1KwP\n4ZN75AmknqmNFvPZ9lw5jtebXHafV425C3AicBOplO5HNYP1u6+ipNoyPGsC9wLVk9HxfhKQ9F9g\nI9sPSJqdVM55pO1zWjTe9MDmpD4Y65MWLZ4JXFmZM+pUkhqVR5+dVCbr58AY28cUF1X+BloC46xm\nrrO9a6tjCe2tmyf5u/lrq5A0GtgPeAf4J+lD6GLALMCvbHfcynpJ7wOLV0p91Tm/IPCU7RmLjaz/\nJI2wfUeT184ELGq7z7tostrOn2u0HVXSZ4GnO/HfMoQQQgghhDBtJD0CfJrU7PbMPCbz21HWHPwa\n0v2xSMlLkXOypGq8qeYaQqhoMC+1ku2nWjTeq6TF62OAPwAv17vO9nv1Hm9n2b9lo8l9A78H9rY9\nqbio8jegSkhFYiJMAzP1G0DtcSczMGs2IV750DJLVda245pb17L9A0kXk7YhLp49PA64oNmJ8jb0\nPLAaqT9DPV+gc7cFniPpGdIP1qtsv1t7QdYD5BukZlsH0r8yYK+RSqc1qqe5KNCV9S9DCCGEEEII\nU7O9jKQvAKOAWyQ9TSpl80fbXVFaRtJ+wLGkJM2x1OzACKFg9ealhtTuJsjx9Td39utwUqn4Rjpx\nIe96DR5/m7TIdUKRwbTKgNqBEUKzsgzmeKYkLeYgvfgrWz0FzNaJuxTqZGdV77gTv7ZuJuloUo3G\nr1RKmVWdWw64AviD7SNKCK9fsu2c3wG+S9op8yTwb+B9YE5gOGn3zJ+BH9t+qJ/jnQl8DtiwdhWC\npMHAtcAztkf1Z5wQQgghhHYn6VFgzUrzUkmnAkfYfi07ng94rhNL54bQF5KGANuSFk6tBowFRtn+\noMe/OG1jrN3MdbZvyWGsxUirzhcnldG9rL/POQ1jxw6MUFfR81KSNmjmOts35DFeyF8kMEKoI+uj\n0CvbY1odS94krdPMdbbHtTqW0DxJMwI3kHZaXAc8RvqhvhTwJeAuYH3b75cWZA4krUKqlbowMIS0\nW+J+4KbKjXUOY3wWuIfUD+nXwONM+bfck9QPaZVG5bpCCCGEELpFnTIeb5N6/1WXl33Z9nQlhhlC\n4bIkw9HA2sA8tt/M8bl76oFRmaSz7X5XTZE0gVQ26tuVxGRRIoERGol5qfxJWhzYglRtwsCzwNhu\nef1FAiOEPpL0KduTy44jDBySZgD2JZXGWiJ7+EngAuAXea4K6naSFgVOBTZiSqM+k5JDe9l+uqzY\nQgghhBCKMhD644XQLEmfAUaSdl/MzJSeGI/nPM7sDU7NBHwf2Ju0I3zZHMY6DPhZEfeKkpaveeh2\nYDtqSvd2a4+R0L4kbQVcYfvD7Hh+4BVnk+LZzqvv2D6xxDD7TNLBwDHAdMB/SXMc8wKTgUNsjy4x\nvFxEAiOEaSRpCWA3YGfbQ8uOZ1rV1hRspFtqfYbQE0lzMqVPytN57fIIIYQQQugEkcAIASRtR0pa\nrEMqJ3sW8JeiFixKmo7Uf+NIUtnqo4AxtnvaqdHsc08GhlZe461UVRZIdU63tGF46CzZa25spaRz\nViXh35XveUkzkRYW/jSn8aZ6HTTYbdiRP+skrQdcT+ptc1Jlt5ikuYB9gENI1Tr6XZKuTJHACKEJ\n2Zvn9qQPFauTys9cYvtnpQbWB3VqDf7PJcSHio4jaShwqO29yo4lhBBCCCF0hmxSZ37br2bH7wDL\n2342O+7YSZ0QmpXdI78A/BF4pdF1tn/VgrG3An5MWi39E+DknPttTJWkbCVJCzdzne3nWx1LaG9F\nJxS6OVkv6ULgLdt7NDh/OjCr7R2LjSxf/a6nF0I3kzQC2J3UxOsFUo389WzfWmpg/bNe1Z8FXEX6\nGv9VTjihWZKWIf3/TQIusv2WpHmAw4A9gK6obRhCCCGEEAoj4AZJH2XHQ4ArJE3KjmPOIAwEL5AW\n+e3UwzUGcktgZD0ATgCWA04CTrA9Pq/nr1HUyuWRwGjb7xU0Xuhctbt06u3aCc1ZDfhmD+fPAf5Q\nUCwtEx9GQqhD0v6k3RazA+cDa9v+h6QPgddLDa6fapsgZZnvO7qmsY90E71/QLPtDYqIJy+SNgcu\nZsr79gGSvgVcBNwLbGn7mrLiCyGEEEIIHenomuPL6lxzSRGBhFAW24sUOZ6kq4AvAWcCX7P9nxYP\nWZ2krMv2SjmMcyTwWyASGCEU59PAcz2cfxaYv5hQWicSGCHUd0L264ho1N1xHujh3KykVTWDC4ol\nT4cBvwYOJ+2YOZG0AmhT23eXGVgIIYQQQuhMtmsTGCGE1tsE+IhUpno7qf7ic9tz5TTetcCEnJ6r\nJ7GKPrSzDSRVdjlNB6wraXh2PEdJMeVhRlKVjkY+BGYoKJaWiQRGCPUdTmri9U1J5wPn2H645JhC\nE2zvW/uYpEHAd4FDSaWyDi86rhwsCexke4Kkk4HRwL7dkrzIViHtWNk2Lekg4Le238qO5wZutb10\niWGGEEIIIYQQuoyknZu5znZeZVh2zel5mvWzInpgZKLRbmjWxjUJhQ0kLZsdtyKh8Mea49/XHHfy\n9+7ukholKWctNJIWiSbeIfQgq0s5CtgGeBpYBljH9t9KDSxHtY36uo2krwPHkOr5/gg43XaP22fb\nUW9Npzpd0U28QgghhBACSLqfJiZtciovE0JbkvRmD6cNzAwMKvJeRNKn8qgGUXuf1UrZPet4enlP\nyXFnSehQ2fdKb5xjE++mnqcTK7BIeo7mfo4v2vpoWid2YITQg6xfxDhJe5FKD43Kju8CLrZ9YqkB\n9oGkS2semhH4raR3qx+0vVVxUeVP0ibA8cCipN0KJ9p+t+e/1fZ6WqEAgO3Liw8rF9HEK4QQQgih\neGOr/izgYFIN+zfKCSeE4tmes97jkoaS+jqMAq4rIhZJSwC7ATsDQ/N4yhyeY1ocSUpihNCQ7ekK\nHq/jEhPNKrqHT1liB0YI00jScqQPFDvZnq/seKaVpLOauc520dtacyFpNVL/khGkm6/jbL9WblT9\nV/QKhaL1tsMkdmCEEEIIIbRet+3yDaEvJM0KHAh8H3gEONj2TS0cbyZSP4xRwOrAPcAltn+Ww3Mv\nDLzgAib/au/pQmgX2Q6MJW0/mh3vztR9ISYDv7PdzLxLKEEkMELoI0nT2/6w7DjC1LIPTROB04GG\nZbFs/6qwoEKvsq3N89t+NTueqrRZJDBCCCGEEFovEhhhIJM0PfA94BDgdeBQ2xe3cLwRwO7AtsAL\nwFLAerZvzXGMpqpG2N4vh7EKK1cVOpuktZu5zvYtOY23A7CX7TWz43eAd0iJC4A5ge/ZbmrBbzsZ\nKP1Eo4RUCDUk7WD7gt6us/2hpAWBhbqpJ0YXeIFU/+9rPVxjIBIY7UXA2ZI+yI5rS5sNLiesEEII\nIYQQQjeTJFLJpmNI82SHAGe0quyMpP1Juy1mB84H1rb9D0kfkhInefp8E9fktbI5ygCHZt3MlO+7\nRt83BvJawDgKOKXmsTWrKj7sCXwT6LgEBrAxU8+XHAJcBLyVHQ8Cliw6qLxFAiOE//UdSUeS3riu\nsP1Y9UlJswNfBL4BbEgqJxXaRLfX/5M0t+3Xsz8vCHyL1KD8irxWJ5RkTM3xuXWu+UMRgYQQQggh\nhBAGlAeBxYCTgV8C7wEzp7zGFLbfzmm8E7JfR7S6Nr/t9Vr5/DVjFdrXIHS0N0k7IM4GzgFaXfZ7\nKVJptkZuBo5tcQytMiD6iUYJqRDqkLQ5aevo+sC7wCvA+6RtZfOT3lzPBn5h+5WSwgwDSNZ75Qpg\nQeApYAfgGmBm4OPs921sj234JCGEEEIIIVSRtHfNQycAP6NmMinKr4ZuVtNvsN4kmcix36Ckg4Fd\nSbvOzwfOsf1wtgNjhUqd/rxImg2YUFvfX9J0wCw5JmZCaIqkGYAtSTsj1gKuAs4ArmlFvxZJ7wPL\n2P5ndjwUeKXympA0DHjEdsdVfhgo/UQjgRFCDyTNA6wJLExa5f4acD9wfzT3aV+SBgH7AjsCS2QP\nPwmcB5zUib1LJF0NfAQcT9ra+FXgWtIODEirhVa2PaKcCFtL0nDgcttL9HpxCCGEEEJoiqSGPeOq\n2PZiLQ8mhJJIWqeZ62yPa8G4o4BtgKeBZYB18ixRLWlLUmJyRdvv1ZybGbgP+IHtK/IaM4RpIWkh\nYBdgJKkU0hjgSNsf5TjGC8C3bV/V4PxXgVNtL5TXmEUZKP1EI4ERQugqkoYA1wGrA9cDlRJgSwFf\nAv4GbGT7/XIi7BtJrwHr235Q0izA28Cqtu/Nzg8H7rA9R5lxtoqkFYD7Ov2HbgghhBBCCCFUkzQr\nsBMpmbEycBdwse2mGnD38tx/BS6y/fsG50cB29veuL9jhdAfkhYl7cJYB5jX9hs5PvdZwDDba9U5\nJ+BW4Cnbu+Y1ZlGyHRhXA5V+opsBN5KqyUBKCm3S6XMpkcAIIXQVSUeTsveb2X6w5twKwOXAWbaP\nKj66vhso2wIbiQRGCCGEEEIIoZUkfQbYmim7+J8ALrX9rwJjWI7UZ3Mn2/Pl8Hz/JjUJf7rB+WHA\nLbYX6O9YIUwrSYNJr7lRpEWofwHOtH1NzuMMI+02eggYTarQAam59Q9Ju59Wtv1UnuMWIUvO9KoT\nkzPVIoERQugqkp4ADrF9SYPz2wLHdVopoiyB8elu3xbYSCQwQgghhBDyJ2l1YG7bV1Y9tjNwNKnH\n2ljge7Y/aPAUIXQFSXsCJwIzkHa7A8wGTAL2s31qwfFMn0fpY0kTgc/bfrzB+aVI91lD+jtWCM2S\ntBqpD8wOwHPAWcC5ee66qDPm6qRetoszpdeNSD1Gd7V9e6vGDv03qOwAQgghZwuTttw2cgfQcXUN\nM2dLqtw8zgj8VlL1tsAQQgghhBCmxRHAzcCV8Mnq7zNIkzyPkVam/hs4qpToQiiApK8AvwJ+Cfzc\n9svZ40NJr4GTJD3XqH5+K+TYt/E5YBWgbgIjO/d8TmOF0Kw7gBdIr7t7s8fWTNWcprB9eV4D2v57\nVnp7ZabssnoKuKcVjcNDvmIHRgihq0j6L/DlSm+IOudXBa6yPW+xkfVPt28LlPQmU1ZB1DMImDl2\nYIQQQggh5EfSy6TSq/dkx8eRmgivmR1vCxxte+kSwwyhpSTdDNxm+7AG538ErGl73SLjykP2mv4G\nsJrtV2rOzQ/cSVr5fmgZ8YWBKasw0RsXdf8vaXFgN9sHFTF7plh/AAAgAElEQVRemHaRwAihDknP\nkBokv152LGHaSLoQGGR76wbnLwEm296u2MhCTySNbOY622NaHUsIIYQQwkAh6X1gcdsvZse3AVfb\nPi47XgR4yPaspQUZQotJept0//9Eg/NLAnfbnq3YyPovaxD+d1IVgnNJfT0AhgNfB14ERth+p5wI\nQyiHpCHAdqSeM2sCT9oeXm5UoZEoIRVCfYsAsdK7Mx0N3CnpDlIN08dJdQ2XAvYFlgZGlBdeqCcS\nEyGEEEIIpXgFWBR4UdIMwErAkVXnZwXyKmUTQrv6FD1/n39Ih84P2H5H0heBnwDbA3Nmp94iJTQO\njeRFGEgkfYGUtNiB1OvpV8Ceth8uNbDQo0hghBC6iu1HJW1Iqt17AVM3Z3oc2Mj2I2XF11eSzmzi\nMtvereXBtICkOUlbm8fYfrvm3OzAzvXOhRBCCCGEfrkKOF7SgcDXgPeAW6vOLw/8s4zAQijQI8AW\nwC8anP9adk1Hsj0e2FPSd4F5SPfGr0bd/1AWSWs3c53tW3Iabx7SnMJuwLykuaKNSD/vfmf70TzG\nCa0TCYwQGttY0vieLsizoVDIj+07gGUkfR5YPHv4SdsPlBhWf83Zw7lPAV8iNfLuyAQGsBewvO2T\na0/YHi9pLWA24LjCIwshhBBC6F6HA5cC44AJwEjbk6rOjwL+WkZgIRTo18BvJH0AnG77IwBJg4A9\ngB8Be+Y1WFb/v7fkgW3nOmeXJSxezfM5Q+ijm5l6sWk9Jr+dTy8AY4EDgGtsTwaobRoe2lf0wAih\njnZrKBRCI5K2AH4MLACcYPv4kkPqE0kPAPvbvqHB+Q2A0bY/X2xkIYQQQgjdL9vxOqEyqVP1+FzZ\n45Pq/80QuoOk0cB+wDukXUcCFgNmAX5le98cx9qih9OrA3sD09meMYex7qf3ZAm2V+rvWCE0S9Lr\npNfa2cA5wGv1rst2D+Ux3tPZH/8InGP76ezxD4EVYgdG+4sdGCE0Nr/t/5YdRJg2kk5s5jrb+7U6\nllbK6pgeT6pTfApwvO03y42qXz4HPNXD+aeya0IIIYQQQs4aTRLZfqPoWEIog+0fSLoY2JEpu/jH\nARdkO/zzHOuy2seyRuHHA5uRJlmPyGm4sTk9Twh5GgpsSdrldwCpnOEZpN0Rua+0tz1M0jqkihX/\nkPQwqQcMNJHgC+WLHRgh1CFpMjA0EhidR9LNNLcdd/0CwsmdpKWBE4BNgD8AR9p+qdyo+k/SW8Am\njW4OJI0gfZiZo9jIQgghhBC6l6RLm7nO9latjiWEgUjSAsDRwEjgWuDgaCYcBhJJCwG7kF4Dg4Ex\npHmOj1o03mzA14FdgVWAG0lJw8siad++IoERQh1ZCanYgRHahqQFgWNIja6vBA6x/Vi5UeVH0k3A\nnbYPanD+BGA12+sVG1kIIYQQQveSdFYz19netdWxhNCuJG0FHGV7+Ryfc3bgEOB7wAPAgbZvzev5\npyGOGYG9bI8ueuwQqklalLQLYx1g3iKSCZKWI+3K+AYwm+0ZWj1m6JsoIRVCfWOAiWUHEaadpGeA\nVW2/XnYsOXuCtLPkROBvwOKSFq+9qIMby58CXCDpJeA3VU21PkVqmLcvsFOJ8YUQQgghdJ1ITISQ\nSNoD2BCYBJxk+05J6wM/B5Yg7X7Pa6wDgAOB/wA71isplSdJ8wJfIH1tN9ieLGl60n3WwaS5wUhg\nhMJJGgxsTSoltTrwF+ArRe2EsP0QsI+kA4GeetOEksUOjBBCV+nW3TMDobG8pONIH6DfAZ7JHq40\nzvtZo90ZIYQQQgihbyQtBjzbiprjIXQKSQeRdrs/CAwnNfA+jrQ74iTgtDz7DWb3dhOB64HJja7L\no3SbpDVJO/hnIy2Iu4dUOmcs8BHwK2CM7VjAGQojaTXS9+EOwHPAWcC5UcIpNBIJjBDqyD5QNNNH\nIXYxtZluTWAMFNkHma8Dw0g3Dk8C59m+q9TAQgghhBC6UG3vP0kXAnvbfqXcyEIojqQngB/bHiNp\nLVLz7quA7W2/24LxzqaJxsF57JDKekT+G/gxqcfA/sBTwKG2L+7v84fQF9m8zQuk6if3NrourwoT\nkj6kuTm+wXmMF/IXCYwQ6pD0NRq/ua0O7A1MZ3vG4qIKzch+EI4Exvd0XaeVWpI02PYHZccRQggh\nhBC6R+3iH0nvACvYfqbnvxlC95A0EVjC9ovZ8QfAGrYbTqx2CkmvA2vZflTSEGACsFWry1aF0JOi\nK0xI2rqH06uRdlt9KhIY7StWj4dQh+2xtY9JWhI4HtgM+CNwRNFxhaaN6eW8gU4rtTRe0t+Bm7Jf\nd9j+sOSYciOpqYZ4th9sdSwhhBBCCCGEAWUw8H7V8SSg1FI2kubLqarAnMBrALYnSnoPeDiH5w2h\nz2xPV/B4l9Q+JmkY8BNgS+BC4LAiYwrTJhIYIfRC0gLA0aRV/dcCK9qOH/jtrRtLSH0bWJfU3Ooo\nYKKk24EbSQmNuyuNrzvUA6TEknq4phMTTyGEEEII7cz8787zKNMQBqJjs8l9gBmAwyRNtavf9n55\nDJSNs7DtV7PjvwC72345O/40qexTXvc+S0uavzI8sKSkmasviIViYaDIXgtHkuZWbgRWsf1AuVGF\n3kQJqRAakDQ7cAhpK9kDwIG2by03qtCb2jq+3ShrtrgusE72+2eBd4FbbX+lvMj6TtLCzVxn+/lW\nxxJCCCGEMFBkZTyuBiqlSjcjTehMVfc/j2bCIbSrrE9EM/Xx189pvB5Lt2UJjJfzWKVe1d+z3kKx\nyuO5leoJYVpI2hbYEVgie6jSAzP3/iySZgUOAr4PPAIcZPumvMcJrREJjBDqkHQAcCDwH+CQqA/Z\nOQZaE29JiwK7kRJts8QHzxBCCCGE0CxJZzVzXR7NhEMISZMJjH/ncW8XC8VCO5I0HXA+sC0pafF4\ndmopYBjwJ2BH5zRpLWk/4GDgdVID+/8pKRXaWyQwQqgj+0AxEbgeaFiWJ1YitZ/sJmxv2++UHUsr\nSFoIWI+082JdYB7gDuAWYJztW0oLrh+iB0YIIYQQQghhICg4gXEEMNr2e71eHEJBJO1L6jkx0vaV\nNec2B84CjrX9y5zGq8zxXQt81Og629vlMV7IXyQwQqhD0tk0Ufs1ViKFokg6k5SwmAv4G3ArMI7U\n+6LhD+BOUWdrc+X1V73VObY2hxBCCCGEEHIl6cRmrsuxB8ZkUgKj0gPjbVIC49nsOM8ERteXWA6d\nR9KDwC9tn9ng/G7A9203tdCxifHOpbk5vm/mMV7IXyQwQghdpWoivCe2PaiIePKSfV0vAL8GbgDu\nz2s7ZTuo2dos4GFgU2CqrcyxtTmEEEIIIYSQJ0nN1MHPuwfGeKbct84BvA18XLkEmC2nBMaAKrEc\nOoOkicCStl9ocH5h4HHbQ4qNLLSrjprAC6GdSJovPgS0pa1onMBYHdgb6HcztBIsxZTSUfsDgyXd\nRtqFcTNwn+2PG/7tNlebmJBk4KVIWIQQQgghhBBayfZ6BQ9ZdCWHrln4FrrGRFLirm4CA5gNeL+o\nYCRtCOxme4eixgzTJnZghFCHpPeAhau2dP4F2N32y9lxbls6Q+tJWhI4HtgM+CNwRKdPjEtaGliH\nlNRYG5gRuM32V0sNLCe1dWBDCCGEEEIIoRUkjQZ+b/vxXi/uMHV2e9Rle65iIgrhkzm2F2x/p8H5\n3wIL2d60hTEsREom7gJ8BrjR9iatGi/0T+zACKG+GZm69v7aQO3WNRHamqQFgKOBkaRmTSvafrjc\nqPJh+1FJrwNvZr92AL5cblQhhBBCCCGE0HG2APaVdCfwe+BC2++WFYykocChtvfK6SmPJCUxQmgX\nxwE3S5obGA08TppjW4pUcWIL0mLNXEmaAdgS2I1U3eJTwEGkBOabeY8X8hMJjBD6LrYvtSlJswOH\nAN8DHgA2sH1ruVH1n6T5SD9kK6WklgAmAXcBvwCaqd3aSeI1FkIIIYQQQmgp24tLWhsYBZwEnCTp\nT6RJzdtbMaakZUj3dZOAi2y/JWke4FDg20CeO9EviPLXoZ3Yvl3S9sDpwNY1p98EdrT9t7zGk7QC\nKWnxdVLZqnNIOy+eB/4SyYv2FyWkQqijttFVbTmbKCHVviQdABwI/Ac4xPZlJYeUC0mPkRIWHwF3\nk5IVNwN/s11YbchWkXQ/UycslietwphUfZ3tlYqMK4QQQgghhDBwSJoZ2J5UWuaLwBPAGcA5tl/J\naYzNgYuZsqj4GeBbwEXAvcAvbV+T01iTgaGRwAjtSNJMwMbA4tlDTwJ/tf1ezuN8CJwKnG77kZrH\nV7D9aJ7jhfxFAiOEOrIf8vNX9cB4m/Sm9mx2HAmMNpUlnyYC1wOTG11ne6vCgsqBpJ+Qkha35f3D\nvB1IOrKZ62wf3epYQgghhBBCCEHSMFIi49vALLYH5/S8dwF/Aw4HdgdOBB4BRtm+O48xqsaaanFm\nCAORpBuAVYCxpGTk9dnjkcDoEJHACKGOOo2u5gDeBj6uXALMFgmM9iPpbJooPWR719ZHUxxJSwG7\n2f5B2bGEEEIIIYQQQifLdmJsRyo7swbwhO2lcnru8cDKtp+W9CngA2CTyqRqniQNApYGnrI9sebc\nTMAw4GHbH9f7+yG0gqT1gVOAEbbfrjk3O3A78O08S4FLWoRUJm4XUu+LC4C9geVtP5bXOKE1IoER\nQh2SRjZzne0xrY4lhEayD9U7kD5UjwAetb1suVH1jaT5eloVlH3wXsn2XQWGFUIIIYQQQhhAJK1J\nmuTchrRw8U/AGTnX4++xZHWeJO0C7AV8wfbkmnODgDtIJavOzXvsEBqRdDlwk+1fNDi/N7Ce7S1b\nMLaATUi7qzYHniW9zi+x/Y+8xwv5iARGCGHA6W2yvN1J+iIpabEdMITUwPv3th8vNbB+qK3NKukh\nYFPbL2bHUbYthBBCCCGEkDtJQ4GRpJXZS5Am9c8kNb+e0ILxPs7GG589dD6wDzBVjw3bl+cw1m3A\nKbYvaHB+O2Av22v3d6wQmiXpedKuo7o7HyQNJ/XCWKjFccwN7ExKWi4d8w3tKxIYIYSuIuk9YOGq\n/iV/AXa3/XJ23JET4ZLmI32gHgXMTvqQex7wd7qgZmNvq5Cy/7eXbU9XYpghhBBCCCGELiPpI+B1\n4BzSbouWlpPJ7n164zzuWSX9F1jN9nMNzi8K3GV73v6OFUKzJL0PLGv76QbnhwEP2R5SYEyrRcWH\n9jWo7ABCaEeSmtq6aXuxVscSptmMpK2+FWuTdilUE53neeBi4PvAdZUapWn344ARGfcQQgghhBBC\n3rYDLrf9URGDFbwoa2Zgth7OzwrMVFAsIVT8C1gWqJvAAJYHXs5rMEkLNHHZS3mNF/IXCYwQ6luE\nNGF8HtCxpYZCQ504Ef48sCbwQvbnji0XFUIIIYQQQgjtwvalZcfQQk+RmpA/2OD8mtk1IRTpKuBY\nSdfYfr/6hKQhwNHAlTmO92L1EPzvnFDlsY6q1DGQRAIjhPq2J5Xq2Q+4mlT/8qrKqvcQimZ7eFXv\ni7slPQlUGq11YkKmloFZs62klQ8Ps0iqrBbqadVQCCGEEEIIIfRJVtKpt3sq2851Dk3S+sBWpAWU\nJjUTvtj2LTkOcx7wI0m3254qiSFpBeAY4Kc5jhdCM35E+t5/UtIpwBPZ48OB75ISCcflPOaLwNmk\nOb5CdluF/EQPjBB6IOkzpL4Du5C2VVZqYsYKhTaVNYOev6oHxtukXgrPZscd2QOjmqRZgB2BXYER\nwDjSB9Ox/9/enYdZVtd3Hn9/mga6UZpFlmbUQAMqIAFk3NIuLBplTNCIoJJooHFhjAkmRuM2oiSj\nYCQzJhFERwQERBw1uEEARZZx3wUVBVkCSlhkaQSapfs7f5xTdnVxq7pobt1zq+779Tz1UL/zO13n\nwwO3697zPb/fd+zfe7bp8aFh4lMRoU/7wEqSJEnSmCR/wuQFjD8AjgDmVdWCPl7zBOC1wG3AL2g+\n7zwO2BQ4vqr+qk/XWR84j2alxZdZvZJ/J+C5wNeAP6yq+/txPWm6kmwLfAh4Pqu3+S7gXOD1Y/dw\n+nQt7+3NchYwpGlKshfwbpqeCltU1W3dJlIv7Y3wO1j9BnRTYDkwtnomwKK5ciM8yc40qzJeCWxe\nVet3HGmdtK+vtaqqi2Y6iyRJkqTRluQJwDHA/sDpwJFVdW2ffvaLgU8ChwOnVHtjLsk8mhusHwIO\nqqrP9+l66wN/A/wpTZEkNEWTTwAfqKr7+nEdaV0k2QzYkeb/yytm+l5bkr1pHgZ9CfBD4ETg5PIG\n+VCzgCGtRZIFwIE0W0o9Hfg8cEhV3dtpMPWU5JDpnFdVp8x0lkFKMh944WzdvzXJ5lV1a9c5JEmS\nJI2uttnvUcAhNE+Cv62qLuvzNT4P/KSq3jbJ/PuAnarqRf28rqTV2t05zgD2Arb0fsRws4AhTSLJ\n02iebH8pcBVNH4zTXXkx3JKsV1Uru87Rb+3TOG8GXghsAHwFOKqq7uk0WJ+0vS/OolnGeX7XeSRJ\nkiSNjiSbAG8H/ormqey3VNUlM3St64EDqurbk8w/DfhMVT2mD9d6KvC9yT4jJ9kQeFFVferhXkua\nDdrXxGE0vW+vprnXd7w9b4fbvK4DSMMoyU+ALwL3AHtV1Z5V9UGLF7PC9UmOSfK4roP02TuA9wK/\nBX4FvAE4rtNE/fUaYEvg35Nck+TdSbbrNpIkSZKkuS7J39E8tPjHwMFVtXSmihetLYDrp5i/HnhU\nn671jfE/K8nyJNuPm9+U5il0ac5KslWSv23v9X0JuA/YZ9y9PosXQ84VGFIPbR+Fu4AHmLyZF1W1\n+cBCaVqSvJNmue8S4Os0+xl+qqru7jTYw5TkCuDYqvpwO34uzS/ehXPpl22SJTT7vv458Fjgq8BH\ngX9zb1ZJkiRJ/dZ+/r+Hpsn1pKv5q+qAPl5v66q6eZL5rYFf96NvY3utxVV1Uzu+E9i9qq4ad60b\nqsoHnDVnJbkXuAE4hWbnh55bwlfVTweZS9NnAUPqYVT7KMwlExozrQQ+BXy0qr7VZa511f7C3bGq\nrht3bEV7bKqnd2attkizDPgTYAXNFm5HdJtKkiRJ0lyS5GSmeHBxTFUt69P1VgEfASZ7yG4j4DUD\nLGD0pVgiDav2dTBm/Gs97ThA+ToYXhYwJM1pSR4JvJzmqf6lwM9o+iz8ry5zPVRJVtK88bx53LE7\ngd2q6uruks28JC+heYO/qW8oJEmSJM1mSS5kegWTffpwLQsYGnlJdpjOeVX1y5nOonVjAUPqwUZX\nc1OSPwI+ziy8Ed6+8TyHNZc67g9cQLPdGdC/Zc1dS7ItzeqLQ1i9ldSJVfXJToNJkiRJGjlJthor\nAswm7efIfYFb20NfB17K6h4cWwDnz7bPx5JGiwUMqYf2afdtxj2lsBzYw6cUZp8kG9G8QVsGPBP4\nJfCxqjqm02APUZKTpnNev5Y1d6EtDL4EOAzYm6ZZ+cnASVV1TWfBJEmSJM1ZSe4Gth1b7Z7kS8Cr\nq+qGdjzQz/9tk+0Tqup5ffhZq1i9Rc5Ebp0jaVaY33UAaUhN/OXe65d9r2MaEkmW0twIP4jm77pP\nA++sqos7DbaOZnNhYjqSHE+z1ddGwOeAF9A8CWSVXZIkSdJMWsCan++fDSyccM4gP/9vDDynTz9r\nSZ9+jiR1xgKGtO68sTqEkvwdzWqLxwPfBd4MnFFVd3YaTGvzTOAo4LSq+k3XYSRJkiRpnFn5+b+q\nrp1qPsmmNA+PTXmeJHXJAoakuebNwGnAQVV1WddhND1VtVvXGSRJkiRpxGwLnAp8ousgkjQZCxjS\n5HZJsrj9PsBOSR7ZjrfoKJPW7r9U1f1dh5AkSZIkzQrFmissJo4lzWFtP87XVdUHus6i3mziLfVg\no6vZK8nZwMFVdUc7fitNA7Tb2/GjgEuqapcOY0qSJEmShkD7+f8OVhctNgWWA6vGTgEW9evzf5If\nMHWBZCPgcYO435Bkd+D73tvQXNfeC3oKcB9wYVWtSjIfOBx4O7CwqjbvMqMm5woMqTcbXc1e+wEb\njhu/HfgUcHs7ng88YdChJEmSJElDadmAr3fWgK8njbQkS4Ev0hQnC/hWkmU0r8X1gKOBk7pLqLVx\nBYakOaV9emZxVd3Uju8Edq+qq9rx1sCvfcJkuCTZo6p+2HUOSZIkSZorkhyxllMeDbzJz8eay5J8\nFbiJplBxCPAG4ArgXcCZ5c3xoWcBQ5pEkkVVtbz9/gWsuWJpZVV9qZtkmooFjNkpyb3AUcAxVbVq\nbedLkiRJkqaW5OrpnFdV7kKhOSvJb4BnVdVPkywEfgscWFX/1nE0TZNbSEk9JPlj4B+AJ7WHzgQe\nMe6USvKyqvr0wMNpbXo1XLNSO/xeDHwEeGGSV1bVFV0HkiRJkqR+m0YPDACqas+Hey0LExIAmwG3\nAFTVPUnuBn7cbSQ9FBYwpN5eC/zrhGM7jnuK/++AwwALGMMnwMntE/0AC4ATktzVjjfs/cfUpao6\nO8kTgX8GfpDkbVU18TUoSZIkSbOdPTCkwXt8ki3a7wPskGSN+0NV9dPBx9J0uIWU1EO7zHK/qvp5\nO564DdHvA1+pqq06jKkekkyr8VJVDbpRm6YpyYHAJ4G7gJXj56pq805CSZIkSdIsk+Rs4OCquqMd\nvxU4oapub8ePAi6pql06jCnNqHar8aIpXEw0drzcanx4WcCQekiyAtipqq5px08GflRV97fjJcDl\nVeXT/FIfJXkK8PF2eCzwwPj5qjpl4KEkSZIkaRZKshLYZlyPyOXAHvaI1ChJssN0zquqX850Fq0b\nt5CSersV2BG4BqCqvjth/nHtOZqFkhxo/5LhkmQ+TRPvNwHHAW+vqhXdppIkSZI01yX5KfDMqrq1\nHR8PHFlVt7TjrYBrqmqjPl1vYD0wePAT572eQJfmNAsTs9+8rgNIQ+pi4Igp5o9oz9EQSjI/ya5J\nHj/h+IuS/Ag4vaNomtz3gYOB51fVGy1eSJIkSRqQnVjzAd9XAIvGjUPTW7FfzgI+1359HngicMm4\nY2NfkvogyRuTLBg3flqSDcaNH5nkX7pJp+lwCymphyRPAr4BfAH4R+AX7dQTgLcAfwQsrarvd5NQ\nk0myK/BF4LHtoc8BrwM+BewK/B/gg1V1fTcJ1UuSjwJ/XVW/7TqLJEmSpNHR7o+/eNw2SxN7YM7o\nNksTr9fnn72S5t/t5nHX2q2qrm7HbiGlOc+t1GY/t5CSeqiqHyR5GfBR4IAJ07cBL7d4MbTeB1wJ\n/CXNE/0HAzsDJ9I0Zr+nw2ya3JOAVyT5RFUt7zqMJEmSJM0BAU5Ocm87XgCckOSudmxfT40Ct1Kb\n5SxgSJOoqs8lOR94Pk3PC4ArgPOq6q7J/6Q69hTgeVX1wySX0BQw3ltVp3acS1P7Ic1qp39K8lng\nxKq6sNtIkiRJkkZA8eCeFHNlu5JTJoxP63HOxwcRRJLWlVtISesgyabAK6rqg11n0ZomWf67Z1Vd\n0W0yrU2SjYCXAocCzwKuBj4GnFJVv+owmiRJkqQ5qv0MeRnwQHtoN+By4L52PB944mzcQkpS99vE\n6eFzBYb0ECR5DvAq4MXA3YAFjOFTwMZJVtAsCyxgYZJFa5zkNkVDp6ruBk6mWeK8A7AMOBw4Ksl5\nNKsyPtthREmSJElzz1ETxr0aaH+mXxdLcsSEQ/OBQ5PcMv5gVdlUWOqfQ5OM9dycT7OF9dhrbuOO\nMmmaXIEhrUWSx9LcSF0G/B7wSeBU4CtVdX+X2fRgbWV9/F9s6TW2sj47JAnwEuDDwKb+d5MkSZI0\nmyW5ehqnVVVtP+NhpBGQ5HqmsS1cVT12AHG0DixgSD0kWR/4E+DVNFvZ/DvwCeAMmmVmP+0wnqaQ\nZK/pnFdVF810Fj08SfamKRy+hGY59yer6r93GkqSJEmSJEkDYwFD6iHJTTR7Xp4G/N+quq09fj8W\nMKQZk+QxND0wDgW2By4BTqR5Hd7TXTJJkiRJc1GSHzC9p7P3HEAcSX3Wbkl9UFXd0XUWrRt7YEi9\nzad5A1PAyo6z6CFIMg94M/BCYAPgK8BR3vwebkleChwGPAe4CTgF+FhVXdlpMEmSJElz3Vnjvg/w\nNuAE4NaZuFiSfWn6aT59Ym/GJJsAXwdeV1UXz8T1pRH0XGDDrkNo3bkCQ+ohyQKabWteBTwdOIdm\nNcaZwB6uwBheSd4JvBv4MnAP8HzgjKo6rMtcmlqS+4Av0ay2OLuqVnUcSZIkSdIISnInzc4LV83Q\nz/888NWq+t+TzB8B7FNVL56J60ujpu2Vuriqbuo6i9aNBQxpLZLsQLMP/yHAo2n6YJwMXFBVrs4Y\nMkmuAI6tqg+34+fS3Bhf6E3x4ZVkq6neTLQra15QVV8cYCxJkiRJI2YABYxrgf2q6meTzO8EnFdV\nvzcT15dGTVvAeDZrWVXlw8rDywKGNE3tDdTn06zK2B+4s6q26DaVJkpyL7BjVV037tiK9tj13SXT\nukiyI83WUocCW1bV+t0mkiRJkjSXDaCAsQLYdbLtctvPQJdW1cKZuL40atoCRtFsETfR2PGqqvUG\nGkzTZg8MaZrap/fPAc5JsiXwyo4jqbf5wIoJx+4HvPE9SyRZCBwEvBp4Bk0j778H/q3LXJIkSZLU\nB78CdgUm6/e3G3DD4OJII2EpcEvXIbRuXIEhaU5pK+vnAPeOO7w/cAFw19iBqjpgwNG0FkmeQlO0\neDnwS+B04H3Abi7llCRJkjQT2p4T470PeD8TbnZW1b/06Xr/CuwNPKWqVkyYWwh8m6ZHxsRcktaB\nPTBmPwsYUg9JrqZZRjaVqqodBpFH05fkpOmcV1XLZjqLpi/Jj4FFwCeA06vqJ+3x+2mWb1vAkCRJ\nktR37ef/tamq2r5P19sa+D6wEvgg8PN2aifg9cB6wJ5VdWM/rieNOgsYs59bSEm9fWCKue2Aw4EN\nBxNFD4WFiVnrCcCZwFcBixWSJEmSBqKqlgz4ejcmWUMG5dwAABS+SURBVAp8CDia1fvyF3Au8HqL\nF1JffQ24b6oTkqxXVSsHlEcPkSswpGlKsjnwTuB1wLeAt1TVN7tNJc0NSR5N06h7GbAQOINmC6lv\nAXu4AkOSJEnSTEhyAXBAVd3ewbU3A3akKWJcUVW3DTqDNMqSPJ5mK+tXVtU2XedRbxYwpLVo96B8\nI/Am4Frg7VV1dreppLkryb7AYcABwALgWOCjVfWLToNJkiRJmnPcXkYaLUk2Al5Gc9/hD4DvAp+p\nqvd3GkyTsoAhTSLJesBrgHcBK4AjgdPKF400EEk2Af6M5k3FnsBlVbVbt6kkSZIkzSUWMKTRkOTp\nNKstDgL+A9gZ2KeqLuk0mNbKHhhSD0leCvxPYFPgPcCHqmrK/fIk9VdV3QEcDxyfZA+aQoYkSZIk\n9dsuSRZPdUJV/XhQYST1T5K/pbmfsAnNdtXPrqofJbkf+E2n4TQtrsCQemifwLiH5i+25ZOdV1Vv\nHFgoaQ5LstVUTzwlmQ/sWVXfHmAsSZIkSXNc+/m/WN1Me7yx41VV6w00mKS+SPIA8D7gyPGNutsC\nxu723Bx+rsCQeruY5o3KDl0HkUbEDUm2GStiJLkUeEFVXdfOPwr4BuCHBkmSJEn99jTg5q5DSJoR\n7wSWAa9McgZwalVd1nEmPQQWMKQeqmrvrjNII2bi007bAeuv5RxJkiRJ6of/sAeGNDdV1dHA0Un2\notlK6ltJrqS5x7BZp+E0LfO6DiDNRkl2TnJs1zmkEeOeh5IkSZIk6SGrqouq6hBgMU2/ze8BFyX5\nehK3iB9iFjCkaUryiCSvSvJ14CfAfl1nkiRJkiRJD8tFwH1dh5A0GFV1Z1V9uKqeBjwJ+Dbw1o5j\naQoWMKS1SPKMJB8DbgQ+Anwd2KWqdu02mTSnFLBxkkVJNmnHj2zHi4BF3caTJEmSNBdV1T5VdXvX\nOSTNjCRLJpurqkur6q+BRw8wkh6iVLkjhzRRkq2AQ2n2xtsEOAP4BE0T4d2r6qfdpZPmniSrWHOL\nqPQaV5VNvCVJkiRJ0rS09xuuBb469lVV13ebSg+FTbyl3q4FPg28ATi/qlYBJPYQlmbIPl0HkCRJ\nkiRJc86+wN7t18HABkmuAi5gdUHjxs7Saa1cgSH1kORyYEOaVRenVtXl7fH7cQWGJEmSJEmSNKsk\nWQAsZXVB46nA+sDlVfXE7pJpKq7AkHqoqp2SPAN4FfCdJL8AThub7i6ZNDe1fS7WqqqWz3QWSZIk\nSaMjybyxXRckzW1VtQK4IMn/o1l98d+Aw4GdOg2mKbkCQ1qLJI+kWWK2DHg6cBHNyoyzqurmLrNJ\nc0WPHhgPOgV7YEiSJEnqsyQrgW2q6qZ2/H7g6Kq6tdtkkvolyQY09/T2oVl58TTgOuDi9uuiqvqP\nzgJqShYwpIcgyc40qzJeCWxeVet3HEmaE5LsNX4InA28GvjV+POq6qJB5pIkSZI0t7UPUy0eV8BY\nDuxRVVd1m0xSPyS5gKZgcTXNQ8mX0BQsbug0mKbNAoa0DpKsD+xfVZ/tOos0FyW5k6bfjB8aJEmS\nJM2YHgUMP4tIc0jbz/YG4CzgQprixW86DaWHZF7XAaTZqKrut3ghSZIkSZIkDbVNgdcCdwNvAX6d\n5NIkH0xyYJItu42ntXEFhtRDuwfmWrkfvzQzfOpJkiRJ0iC0KzA+QnNzE+D1wGnAHePPq6o3Djia\npBmQZGPgmazuh7E7cEVV7dplLk1uftcBpCEV4FrgFOAHHWeRRpUVdkmSJEkz7WLgCePGXwe2n3CO\nn02kueMu4Nb26zbgAWDnThNpSq7AkHpI8mSaZt0vp2ny8zHg9Kq6rdNg0hyVZOKWbPsDF9C8sfid\nqjpgYKEkSZIkSdKslmQe8GSa1Rb7AM8AHgH8Cvjq2FdVXdtVRk3NAoY0hSQLgAOBZcDTgS8AJ1bV\n+Z0Gk+aYJCdN57yqWjbTWSRJkiSNriRbAFTVLV1nkfTwJVlOU7D4T1YXLC6sql92GkzTZgFDmqYk\nS4ATgb2ALavq1o4jSZIkSZKkhynJpsB7gJcBm7WHbwM+CfyPqrq9q2ySHp4kh9OssPhF11m0bixg\nSGuR5DHAoe3XRsDHad7APNBhLEmSJEmS9DAl2Rz4BvBo4HTgZ+3ULsCfAtcBS91SWpK6YQFD6iHJ\nBsCLafpgPAs4h6YPxjlVtbLLbJIkSZIkqT+SfAB4DvDcqrpxwtxi4DzgK1X1N13kk6RRZwFD6iHJ\nb4A7gVOAU4Gbep1XVcsHmUuSJEmSJPVPkmuAw6vq3Enm9wNOqKrtBplLktSwgCH1kGTVuGGvF0mA\nqqr1BhRJkiRJkiT1WZJ7gR2q6vpJ5h8DXFlVCwabTJIEML/rANKQ2qfrAJIkSZIkacbdAmwH9Cxg\nAEuAWweWRpK0BldgSJIkSZIkaSQl+RiwA/CHVXXfhLkNgXOBq6rqsC7ySdKos4AhSZIkSZKkkdRu\nEfVd4F7gOOBymm2jdwb+AtgQeHJVXddZSEkaYRYwJEmSJEmSNLKSLAGOB55HU7yAph/m+cBfVtWV\nXWWTpFFnAUOSJEmSJEkjL8lmwOPa4ZVVZe8LSeqYBQxJkiRJkiRJkjR05nUdQJpNkmybZJckvnYk\nSZIkSZIkaQZ5E1bqIclhSd444dhHgKuAS4HLkjy2k3CSJEmSJEmSNAIsYEi9vRa4bWyQZD9gGfDn\nwFOA24F3dRNNkiRJkiRJkuY+e2BIPST5DbB3VV3ajj8EbFlVB7bjvYGTqmpJdyklSZIkSZIkae6a\n33UAaUgtBJaPGy8FThw3vgpYPNBEkiRJkiSpr5I8ezrnVdXFM51FkvRgFjCk3q4F/itwbZItgCcC\nXxs3vxi4o4tgkiRJkiSpby6cYq7G/dN7aJLUAf/ylXo7BTguyROBfYHLq+p74+aXApd1kkySJEmS\nJPXLZpMc3wh4A3AEzS4MkqQOWMCQevtHmjcrBwD/CRw0Yf4ZwBmDDiVJkiRJkvqnqtbYXSHJPOAw\n4F3AKuD1NA85SpI6YBNvSZIkSZIkjbwkBwDvBbYEjgb+taru7TaVJI22eV0HkIZRkqcmWW+K+Q2T\nvHSQmSRJkiRJUv8l2SvJN4FTgc8C21fVsRYvJKl7FjCk3r4BPGpskGR5ku3HzW+KW0hJkiRJkjSr\nJTkbOB/4IbBDVb194rZSkqTuuIWU1EOSVcDiqrqpHd8J7F5VV7XjrYEbqsoioCRJkiRJs1T7+f8B\n4C5g0ptkVbX5wEJJkn7HJt7SurP6J0mSJEnS7Las6wCSpMlZwJAkSZIkSdJIqqpTus4gSZqcBQxp\ncrskWdx+H2CnJI9sx1t0lEmSJEmSJPVZkoXAHwKPbw/9HPhyVd3TXSpJkj0wpB7aPTCLpnAx0djx\nqqr1BhpMkiRJkiT1VZIXAh/lwQ8r3gK8qqq+MPhUkiRwBYY0mSVdB5AkSZIkSTMryVLg08DngX8C\nftZO7QL8LfDpJHtV1Tc7iihJI80VGJIkSZIkSRpJSc4GrquqwyeZ/zDw2Kp6wWCTSZLAAobUU5Ld\npnNeVf14prNIkiRJkqSZkeRWYK+qunSS+d2Ai6pqs8EmkySBW0hJk/khk/fAGFOAPTAkSZIkSZq9\nFgLLp5i/A1gwoCySpAksYEi92QNDkiRJkqS57wpgX+CkSeaf054jSeqABQyph6q6tusMkiRJkiRp\nxp0EHJvkxqo6e/xEkj8C/hF4byfJJEn2wJDWRZIDgHdX1bR6ZUiSJEmSpOGTZB5wJvAS4OfAz2i2\nk94ZeBxwFnBQVa3qLKQkjbB5XQeQhlWSw5N8OsknkjytPbZvkh8ApwJf6zahJEmSJEl6OKpqVVUd\nBBxMU8DYCXgCcDnwZ1X1EosXktQdV2BIPSR5K/D3wI9p3rwEeA/wV8A/Ax+uqtu6SyhJkiRJkiRJ\nc5s9MKTelgGvqapTkjwLuAhYCuxYVXd1G02SJEmSJPVDkkXTOa+qls90FknSg7kCQ+ohyT3A46vq\nunZ8L7C0qr7XbTJJkiRJktQvSVYBU90cC1BVtd6AIkmSxnEFhtTbhsCKceP7gFs7yiJJkiRJkmbG\nPl0HkCRNzgKGNLl/SHJ3+/0GwP9Icsf4E6rqjYOPJUmSJEmS+mRb4MyqurfrIJKkB3MLKamHJBcy\n9RJSaJaQ7juAOJIkSZIkaQYkWQlsU1U3dZ1FkvRgFjAkSZIkSZI0ktoeGIstYEjScJrXdQBJkiRJ\nkiSpQz7dK0lDyhUYUg9Jfgo8s6pubcfHA0dW1S3teCvgmqraqMOYkiRJkiTpYWhXYFwGPDDVeVW1\n52ASSZLGs4m31NtOrPn6eAVwLHBLOw6wYNChJEmSJElS350L/LbrEJKkB7OAIU1Pehxz+ZIkSZIk\nSbPf++2BIUnDyR4YkiRJkiRJGlU+nChJQ8wChtRb8eA3Mb6pkSRJkiRpbum144IkaUi4hZTUW4Cv\nJBlr4rUQ+EKS+9qxrx1JkiRJkma/7YH7k8yrqlXjJ5KsBzyiqpZ3E02S5E1YqbejJow/1+Oczwwi\niCRJkiRJmjFPAt4H7AHcPWFuAfCdJG+qqi8MPJkkiVS5K44kSZIkSZJGT5LzgE9V1UcnmT8MeFlV\nPX+wySRJYA8MSZIkSZIkja5dgQunmL8Y+P3BRJEkTeQWUlIPSX7ANJp2V9WeA4gjSZIkSZJmxmZM\nfX9s/fYcSVIHLGBIvZ017vsAbwNOAG7tJo4kSZIkSZoB1wBPBi6fZP7JwLUDSyNJWoM9MKRpSHIn\nsHtVXdV1FkmSJEmS1B9J3gO8AnhqVd04YW4x8C3gtKp6Rxf5JGnUWcCQpsEChiRJkiRJc0+SjYFv\nAL8HnAb8vJ3aCfgz4Drg6VV1ZzcJJWm0uYWUJEmSJEmSRlJV3ZnkGcDRwMtY3e/idpqCxjssXkhS\nd1yBIU2DKzAkSZIkSZrbkgTYgqYX5s3lTTNJ6pwrMKQekhwx4dB84NAkt4w/WFX/MrhUkiRJkiSp\nn5JsVVU3AbQFi5snzM8H9qyqb3eRT5JGnSswpB6SXD2N06qqtp/xMJIkSZIkaUYkWQlsM1bESHIp\n8IKquq4dbw38uqrW6zCmJI0sV2BIPVTVkq4zSJIkSZKkGZcJ4+2A9ddyjiRpQOZ1HUCSJEmSJEka\nYm5fIkkdsYAh9ZDkD5L88YRjf57k6iQ3JflIkg27yidJkiRJkiRJc50FDKm3I4Enjg2S/D5wIvBl\n4Bhgf+Bt3USTJEmSJEl9UsDGSRYl2aQdP7IdLwIWdRtPkkabTbylHpLcAOxfVd9tx+8B9qqqZ7bj\ng4CjqmqXDmNKkiRJkqSHIckq1twiKr3GNvGWpG7YxFvqbTPgxnHjvYBzxo2/Azx2oIkkSZIkSVK/\n7dN1AEnS5CxgSL3dCCwBrkuyAbAn8K5x8xsD93cRTJIkSZIk9c22wJlVdW/XQSRJD2YPDKm3s4Fj\nkjwLOBq4G7hk3PxuwC+7CCZJkiRJkvrmJGCTrkNIknpzBYbU2zuBzwIXAb8FDqmq+8bNHwac10Uw\nSZIkSZLUN+k6gCRpcjbxlqaQZBPgt1W1csLxzdvj9/X+k5IkSZIkadi1Tby3rqqbu84iSXowCxiS\nJEmSJEkaSW0B4zLgganOq6o9B5NIkjSeW0hJPST57HTOq6oDZjqLJEmSJEmaUefSbB8tSRoyFjCk\n3u7oOoAkSZIkSRqI91fVTV2HkCQ9mFtISZIkSZIkaSQlWQlsYwFDkobTvK4DSMMoyfZJ0nUOSZIk\nSZI0o/zsL0lDzAKG1NsVwJZjgyRnJtm6wzySJEmSJKn/lgC3jA2SbJFkiw7zSJLGsYAh9TbxCYwX\nAI/oIogkSZIkSZoZVXUtsCjJcUluAW4EbkxyS5IPJtm044iSNNJs4i1JkiRJkqSRlGRz4BvAo4HT\ngZ+1U7sAhwLPSbK0qm7rJqEkjTYLGFJv1X5NPCZJkiRJkuaOI4H7gB2q6sbxE0mOBM5rz/mbDrJJ\n0shLlfdkpYmSrALOAe5tD+0PXADcNf68qjpgwNEkSZIkSVKfJLkGOLyqzp1kfj/ghKrabpC5JEkN\nV2BIvZ0yYXxaJykkSZIkSdJM2gb4yRTzlwGLB5RFkjSBBQyph6pa1nUGSZIkSZI0424BtgOun2R+\nCXDrwNJIktYwr+sAkiRJkiRJUkfOBd6TZIOJE0k2BP4B+PeBp5IkAfbAkCRJkiRJ0ohK8hjguzQ9\nMI8DLgcC7Az8BbAh8OSquq6zkJI0wixgSJIkSZIkaWQlWQIcDzyPpngBUMD5wF9W1ZVdZZOkUWcB\nQ5IkSZIkSSMvyWbA49rhlVVl7wtJ6pgFDEmSJEmSJGkSSQ6sqk93nUOSRpFNvCVJkiRJkjSyksxP\nsmuSx084/qIkPwJO7yiaJI08CxiSJEmSJEkaSUl2Ba4EfgT8LMlnk2yd5CLgY8A5wA5dZpSkUeYW\nUpIkSZIkSRpJSb4EbAh8ADi4/fo5cCJwXFXd02E8SRp5FjAkSZIkSZI0kpLcBDyvqn6YZBPgNuCQ\nqjq142iSJNxCSpIkSZIkSaNrC+DXAFV1B3AX8M1OE0mSfmd+1wEkSZIkSZKkjhSwcZIVQNrxwiSL\n1jipankX4SRp1LmFlCRJkiRJkkZSklU0RYvfHeo1rqr1BhpMkgS4AkOSJEmSJEmja5+uA0iSJucK\nDEmSJEmSJEmSNHRs4i1JkiRJkqSRlGRekrck+VqS7yQ5JsnCrnNJkhoWMCRJkiRJkjSq3gG8F/gt\n8CvgDcBxnSaSJP2OW0hJkiRJkiRpJCW5Aji2qj7cjp8LfAlYWFWrOg0nSbKAIUmSJEmSpNGU5F5g\nx6q6btyxFe2x67tLJkkCt5CSJEmSJEnS6JoPrJhw7H5g/Q6ySJImmN91AEmSJEmSJKkjAU5uV2KM\nWQCckOSusQNVdcDAk0mSLGBIkiRJkiRpZJ3S49hpA08hSerJHhiSJEmSJEmSJGno2ANDkiRJkiRJ\nkiQNHQsYkiRJkiRJkiRp6FjAkCRJkiRJkiRJQ8cChiRJkiRJkiRJGjoWMCRJkiRJkiRJ0tCxgCFJ\nkiRJkiRJkoaOBQxJkiRJkiRJkjR0LGBIkiRJkiRJkqShYwFDkiRJkiRJkiQNnf8PXq4cYLiDjt8A\nAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pdvc[pdvc < 10].plot(kind=\"bar\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Making plots nice"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "I said we'd come back to our histogram. [Here's a demo histogram from the matplotlib website](http://matplotlib.org/1.2.1/examples/pylab_examples/histogram_demo.html)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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zG/CdwOPDeltMbMSftnV7mLiCOAH9D8sN6NwCdSSp9svXYMzTebzZ20j3bx8+U1wEBK6Y938T2+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\nkiRJkiRJUgXZxJEkSZIkSZIkSaqg/w+F9WgS/4WJcAAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# This bit makes some random data. Ignore it\n",
+ "mu, sigma = 100, 15; x = mu + sigma*np.random.randn(10000)\n",
+ "\n",
+ "# the histogram of the data\n",
+ "plt.hist(x, 50, normed=1, facecolor='green', alpha=0.75)\n",
+ "plt.xlabel('Smarts')\n",
+ "plt.ylabel('Probability')\n",
+ "plt.title(r'$\\mathrm{Histogram\\ of\\ IQ:}\\ \\mu=100,\\ \\sigma=15$') # allows for latex formatting\n",
+ "# plt.axis([40, 160, 0, 0.03])\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Here's how we made our histogram before:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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AsGQKGQAAAAAAgCW7pEKmqr6/qt5eVe+vqvdU1c9V1T/a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\nhlPIAMzaytQDAIxMrgF9WVmRa0Bf5BrAcAoZgFn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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000].hist()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "And this is how we'd change it so that we can add more features:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "capped_face_value_data = penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000]\n",
+ "\n",
+ "plt.hist(capped_face_value_data)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's look at some of the things we can do to this. The docs for histograms are here: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.hist"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "capped_face_value_data = penalty_data[\"FACE_VALUE\"][penalty_data[\"FACE_VALUE\"] < 1000]\n",
+ "\n",
+ "plt.hist(capped_face_value_data, bins=10, facecolor='blue', alpha=0.2) #<-old one\n",
+ "plt.hist(capped_face_value_data, bins=50, facecolor='green', alpha=1) #<-new one\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can go back to our initial, unfiltered, data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=50)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Instead of doing the filtering before we present the data, we can use the graph to hide the extents of an axis:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=50, range=(0, 2000))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can nice that up a bit by pulling the parameters out as variables:\n",
+ "(unmagically, no difference!)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "number_of_bins = 50\n",
+ "lower_bound = 0\n",
+ "upper_bound = 1000\n",
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=number_of_bins, range=(lower_bound, upper_bound))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true
+ },
+ "source": [
+ "This is still pretty naughty, we should have at least a title and some axis lables."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We do that by setting some more properties on the `plt` object:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "scrolled": false,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "number_of_bins = 100\n",
+ "lower_bound = 0\n",
+ "upper_bound = 1000\n",
+ "\n",
+ "plt.hist(penalty_data[\"FACE_VALUE\"], bins=number_of_bins, range=(lower_bound, upper_bound))\n",
+ "plt.title(\"Number of fines of a given value issued between {} and {}\".format(\"then\", \"now\"), fontsize=18)\n",
+ "plt.xlabel('$ value of fine', fontsize=26)\n",
+ "plt.ylabel('Count', fontsize=26)\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "notes"
+ }
+ },
+ "source": [
+ "We could get the dates from the dataset if we wanted to be clever about it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "If we reimport the date, but with a bit more cleverness, we can tell pandas to convert the dates to actual dates.\n",
+ "\n",
+ "Because _we_ are civilised, we use either iso dates `YYYY-MM-DD` or `DD-MM-YYYY`, but often you'll have to deal with data prepared by savages who don't respect this rational behaviour. They will use `MM-DD-YY` and other such primitive formats.\n",
+ "\n",
+ "The settings used here control how it's read. You can only really tell by looking at the data and working it out. E.g. are there months bigger than 12?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " RED_LIGHT_CAMERA_IND | \n",
+ " SPEED_CAMERA_IND | \n",
+ " SEATBELT_IND | \n",
+ " MOBILE_PHONE_IND | \n",
+ " PARKING_IND | \n",
+ " CINS_IND | \n",
+ " FOOD_IND | \n",
+ " BICYCLE_TOY_ETC_IND | \n",
+ " TOTAL_NUMBER | \n",
+ " TOTAL_VALUE | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2011-2012 | \n",
+ " 2011-07-01 | \n",
+ " 74731 | \n",
+ " Proceed through red traffic light - Camera Det... | \n",
+ " ROAD RULES 2008 | \n",
+ " 59(1) | \n",
+ " 353 | \n",
+ " Y | \n",
+ " Red Light / Speed Camera | \n",
+ " 7163.0 | \n",
+ " ... | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 46 | \n",
+ " 16238 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2011-2012 | \n",
+ " 2011-07-01 | \n",
+ " 8469 | \n",
+ " Stop on/near marked foot crossing | \n",
+ " ROAD RULES 2008 | \n",
+ " 173(1) | \n",
+ " 265 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 20670 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
2 rows × 25 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " OFFENCE_FINYEAR OFFENCE_MONTH OFFENCE_CODE \\\n",
+ "0 2011-2012 2011-07-01 74731 \n",
+ "1 2011-2012 2011-07-01 8469 \n",
+ "\n",
+ " OFFENCE_DESC LEGISLATION \\\n",
+ "0 Proceed through red traffic light - Camera Det... ROAD RULES 2008 \n",
+ "1 Stop on/near marked foot crossing ROAD RULES 2008 \n",
+ "\n",
+ " SECTION_CLAUSE FACE_VALUE CAMERA_IND CAMERA_TYPE \\\n",
+ "0 59(1) 353 Y Red Light / Speed Camera \n",
+ "1 173(1) 265 NaN NaN \n",
+ "\n",
+ " LOCATION_CODE ... RED_LIGHT_CAMERA_IND SPEED_CAMERA_IND \\\n",
+ "0 7163.0 ... Y NaN \n",
+ "1 NaN ... NaN NaN \n",
+ "\n",
+ " SEATBELT_IND MOBILE_PHONE_IND PARKING_IND CINS_IND FOOD_IND \\\n",
+ "0 NaN NaN NaN NaN NaN \n",
+ "1 NaN NaN Y NaN NaN \n",
+ "\n",
+ " BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \n",
+ "0 NaN 46 16238 \n",
+ "1 NaN 78 20670 \n",
+ "\n",
+ "[2 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "penalty_data = pd.read_csv(filepath,\n",
+ " infer_datetime_format=True,\n",
+ " parse_dates=['OFFENCE_MONTH'],\n",
+ " dayfirst=True)\n",
+ "penalty_data.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "This is some straight up, powerful voodoo.\n",
+ "\n",
+ "We're grouping the fines by month, and then adding up the groups. Pandas' `groupby` feature allows for all kinds of clever stuff like that."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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hw4axWrVq8nwmk+kv3gGFQqFQKBQKxe3knnvuIQA++OCDTtsSExOl7+jj48P0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\n9dVX/Omnn0iS//3vf9m/f3/26NGD7du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7vrLnj22fB93b/zDvTt69723xNLpLALNDfQEn9SIOnp6QCUKsw7VoqIiIiIiIiIFDNz5lgoBBaK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\nGLp3D/9zSvHz7bfuROKNN8L77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P3000ybNo3ExEQaN27Mww8/TPPmzXP9mB9//HHmzZtH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7qkuS7Tx/8MEH9n6cknTxxRdr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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "income = penalty_data[[\"OFFENCE_MONTH\",\"FACE_VALUE\"]].groupby(\"OFFENCE_MONTH\").sum()\n",
+ "\n",
+ "plt.xkcd()\n",
+ "plt.plot(income, \"x-\")\n",
+ "plt.title(\"Monthly income from fines\", fontsize=18)\n",
+ "plt.xlabel('Date', fontsize=26)\n",
+ "plt.ylabel('$ Value', fontsize=26)\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "matplotlib.rcParams.update(saved_style_state) # revert to regular matplotlib styles, not xkcd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "I don't expect you to learn this this week, I just want to give you a taste of what can be done, quite simply, with pandas and matplotlib."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# some tricky tricks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Say you have a _lot_ of rows, running things on them takes a long time. You can test on a subset of that and then come bakc to the full dataframe once you are more sure that it works.\n",
+ "\n",
+ "To do this we can use python slices in combination with the dataframe's `.loc` property."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
+ },
+ "outputs": [],
+ "source": [
+ "ss = penalty_data.loc[:5]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Let's say you want to apply a function to each row in a dataframe, and save the result as a new column in the dataframe. This is where `apply` come in handy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+ " if __name__ == '__main__':\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " SPEED_CAMERA_IND | \n",
+ " SEATBELT_IND | \n",
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+ " BICYCLE_TOY_ETC_IND | \n",
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+ " 2011-07-01 | \n",
+ " 8469 | \n",
+ " Stop on/near marked foot crossing | \n",
+ " ROAD RULES 2008 | \n",
+ " 173(1) | \n",
+ " 265 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " ... | \n",
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+ " Y | \n",
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+ " NaN | \n",
+ " NaN | \n",
+ " 78 | \n",
+ " 20670 | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ "
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+ ],
+ "text/plain": [
+ " OFFENCE_FINYEAR OFFENCE_MONTH OFFENCE_CODE \\\n",
+ "0 2011-2012 2011-07-01 74731 \n",
+ "1 2011-2012 2011-07-01 8469 \n",
+ "\n",
+ " OFFENCE_DESC LEGISLATION \\\n",
+ "0 Proceed through red traffic light - Camera Det... ROAD RULES 2008 \n",
+ "1 Stop on/near marked foot crossing ROAD RULES 2008 \n",
+ "\n",
+ " SECTION_CLAUSE FACE_VALUE CAMERA_IND CAMERA_TYPE \\\n",
+ "0 59(1) 353 Y Red Light / Speed Camera \n",
+ "1 173(1) 265 NaN NaN \n",
+ "\n",
+ " LOCATION_CODE ... SPEED_CAMERA_IND SEATBELT_IND MOBILE_PHONE_IND \\\n",
+ "0 7163.0 ... NaN NaN NaN \n",
+ "1 NaN ... NaN NaN NaN \n",
+ "\n",
+ " PARKING_IND CINS_IND FOOD_IND BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \\\n",
+ "0 NaN NaN NaN NaN 46 16238 \n",
+ "1 Y NaN NaN NaN 78 20670 \n",
+ "\n",
+ " day \n",
+ "0 1 \n",
+ "1 1 \n",
+ "\n",
+ "[2 rows x 26 columns]"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ss[\"day\"] = ss.apply(lambda x: x.OFFENCE_MONTH.day, axis=1)\n",
+ "ss.head(1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "Above is equivalent to below, it's up to you to decide what is more readable."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:4: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " OFFENCE_FINYEAR | \n",
+ " OFFENCE_MONTH | \n",
+ " OFFENCE_CODE | \n",
+ " OFFENCE_DESC | \n",
+ " LEGISLATION | \n",
+ " SECTION_CLAUSE | \n",
+ " FACE_VALUE | \n",
+ " CAMERA_IND | \n",
+ " CAMERA_TYPE | \n",
+ " LOCATION_CODE | \n",
+ " ... | \n",
+ " SPEED_CAMERA_IND | \n",
+ " SEATBELT_IND | \n",
+ " MOBILE_PHONE_IND | \n",
+ " PARKING_IND | \n",
+ " CINS_IND | \n",
+ " FOOD_IND | \n",
+ " BICYCLE_TOY_ETC_IND | \n",
+ " TOTAL_NUMBER | \n",
+ " TOTAL_VALUE | \n",
+ " day | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2011-2012 | \n",
+ " 2011-07-01 | \n",
+ " 74731 | \n",
+ " Proceed through red traffic light - Camera Det... | \n",
+ " ROAD RULES 2008 | \n",
+ " 59(1) | \n",
+ " 353 | \n",
+ " Y | \n",
+ " Red Light / Speed Camera | \n",
+ " 7163.0 | \n",
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+ "
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+ "
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+ "
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+ "
"
+ ],
+ "text/plain": [
+ " OFFENCE_FINYEAR OFFENCE_MONTH OFFENCE_CODE \\\n",
+ "0 2011-2012 2011-07-01 74731 \n",
+ "\n",
+ " OFFENCE_DESC LEGISLATION \\\n",
+ "0 Proceed through red traffic light - Camera Det... ROAD RULES 2008 \n",
+ "\n",
+ " SECTION_CLAUSE FACE_VALUE CAMERA_IND CAMERA_TYPE \\\n",
+ "0 59(1) 353 Y Red Light / Speed Camera \n",
+ "\n",
+ " LOCATION_CODE ... SPEED_CAMERA_IND SEATBELT_IND MOBILE_PHONE_IND \\\n",
+ "0 7163.0 ... NaN NaN NaN \n",
+ "\n",
+ " PARKING_IND CINS_IND FOOD_IND BICYCLE_TOY_ETC_IND TOTAL_NUMBER TOTAL_VALUE \\\n",
+ "0 NaN NaN NaN NaN 46 16238 \n",
+ "\n",
+ " day \n",
+ "0 1 \n",
+ "\n",
+ "[1 rows x 26 columns]"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def my_f(x):\n",
+ " return x.day\n",
+ "\n",
+ "ss[\"day\"] = ss.apply(my_f, axis=1)\n",
+ "ss.head(1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "How do we tell the computer to treat _facade_ and _fašade_ the same? What about _University of new south wales_, _University of New South Wales_, _University of NSW_, _UNSW_, _New-south_?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "## The answer is _folding_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "_(This is a \"pattern\")_"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "uni of stairs\n",
+ "Ben Doherty\n"
+ ]
+ }
+ ],
+ "source": [
+ "def fold(given):\n",
+ " \"\"\"Return canonical versions of inputs.\"\"\"\n",
+ " \n",
+ " # Use canonical variables so that you can define once, use many times.\n",
+ " UNSW_canonical = \"uni of stairs\"\n",
+ " ben_name_cannonical = \"Ben Doherty\"\n",
+ "\n",
+ " # dictionary of input:output pairs\n",
+ " folds = {\n",
+ " \"University of new south wales\": UNSW_canonical,\n",
+ " \"University of New South Wales\": UNSW_canonical,\n",
+ " \"University of NSW\": UNSW_canonical,\n",
+ " \"UNSW\": UNSW_canonical,\n",
+ " \"New-south\": UNSW_canonical,\n",
+ " \"BDoh\": ben_name_cannonical,\n",
+ " \"Benny\": ben_name_cannonical,\n",
+ " \"Mr Dockerty\": ben_name_cannonical,\n",
+ " \"Oi, Dickehead!\": ben_name_cannonical\n",
+ " }\n",
+ "\n",
+ " return folds[given] # needs a defensive part, but ommited for clarity.\n",
+ "\n",
+ "print fold(\"New-south\")\n",
+ "print fold(\"BDoh\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": false,
+ "deletable": true,
+ "editable": true,
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# _fin_"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/week6/melb_listings.csv b/week6/melb_listings.csv
new file mode 100644
index 00000000..32d0de6f
--- /dev/null
+++ b/week6/melb_listings.csv
@@ -0,0 +1,14311 @@
+id,name,host_id,host_name,neighbourhood_group,neighbourhood,latitude,longitude,room_type,price,minimum_nights,number_of_reviews,last_review,reviews_per_month,calculated_host_listings_count,availability_365
+17948917,Separate,123157430,Eee,,Greater Dandenong,-37.94919599271302,145.15169763539836,Private room,50,1,0,,,1,178
+17816991,lge large,121801678,Ugarte,,Greater Dandenong,-37.950483773102704,145.14857432232878,Private room,100,1,0,,,1,364
+4287875,small and comfy .,22260925,Melroy,,Greater Dandenong,-37.98317663259588,145.17193088883062,Private room,50,2,33,2017-02-28,1.11,1,333
+17797801,study,121617802,Strickland,,Greater Dandenong,-37.94445961181717,145.1522148378495,Private room,98,1,0,,,1,364
+17797773,master bedroom,121617550,Choi,,Greater Dandenong,-37.950238694558685,145.14651218703415,Private room,100,1,0,,,1,172
+17547269,Hotel in Dandenong,68813725,Ivy,,Greater Dandenong,-37.97618319502303,145.20717820067765,Private room,125,1,0,,,4,365
+10927751,Room for rent noble park,365556,Rebecca,,Greater Dandenong,-37.96966735515187,145.1722550510247,Private room,60,1,0,,,1,365
+10127951,Insaa Apartments Dandenong - 3BR Townhouse,39093981,Don,,Greater Dandenong,-37.991688514051006,145.20305902209125,Entire home/apt,248,3,1,2016-12-16,0.28,5,360
+9374434,A room with a double bed!,48639316,Cameron,,Greater Dandenong,-37.95896976956658,145.14590631554344,Private room,39,2,5,2017-03-30,0.63,1,203
+14600160,湿地旁的橄榄树之家 The olive tree house,60302994,Tao,,Greater Dandenong,-38.003564726501885,145.15597996219543,Entire home/apt,218,1,33,2017-03-12,4.74,1,127
+3856909,4BR House-DANDENONG–PERFECT LOCAT'N,19896788,Mary,,Greater Dandenong,-37.98246664602514,145.21448825546423,Entire home/apt,132,2,0,,,1,105
+9245788,Cosy bed room with private washroom,48048221,Malhaar,,Greater Dandenong,-37.96749025053675,145.16888783114507,Private room,45,1,24,2017-03-24,1.56,1,351
+12501251,Private bedroom Double Bed,67654086,Cris,,Greater Dandenong,-37.94692724716111,145.14544971337617,Private room,35,2,8,2017-03-18,0.90,2,147
+16073615,Queen bedroom in Springvale with free wifi,97858591,Swan,,Greater Dandenong,-37.951066388200616,145.14270552436162,Private room,68,2,2,2017-02-27,1.36,3,324
+16461750,Big sunny queen size bed + single bed room for 2+1,107285752,May,,Greater Dandenong,-37.997542451467346,145.14913351167544,Private room,41,1,3,2017-03-23,1.53,5,267
+3221228,Spacious room - CBD 30m by metro,2359587,Paul,,Greater Dandenong,-37.96196809341195,145.16262721338651,Private room,35,15,0,,,1,365
+6561521,Melbourne Garden Hostel Room1,34310230,Karen,,Greater Dandenong,-37.942195743893556,145.1446049878557,Shared room,39,1,6,2017-03-02,0.28,4,365
+10531333,i am friendly,54307006,Beatriz,,Greater Dandenong,-37.999523800709525,145.1779371048153,Entire home/apt,60,1,0,,,1,0
+6559957,Melbourne Garden Hostel Room2,34310230,Karen,,Greater Dandenong,-37.94100533206045,145.14569645636075,Shared room,20,1,7,2017-02-16,0.38,4,350
+17834431,The view is very beautiful,121978021,Gyg,,Greater Dandenong,-37.977062018874605,145.209971111237,Private room,98,1,0,,,1,365
+11148934,Tuscan Villa in amazing views.,57964239,Dominic Pappalardo,,Greater Dandenong,-37.952764272686515,145.22703705096424,Private room,75,1,0,,,1,365
+12988604,A Third Floor Apartment Close to Amenities,64704997,Olga,,Greater Dandenong,-37.95632486544817,145.18197316720014,Entire home/apt,90,7,2,2017-01-23,0.31,1,15
+13033196,2nd bedroom in large modern home.,33329279,Myrna,,Greater Dandenong,-37.96982275825002,145.20971128341972,Private room,60,1,8,2017-03-05,1.20,2,355
+7468159,Insaa Apartments Dandenong - 4BR Townhouse,39093981,Don,,Greater Dandenong,-37.992598593319514,145.20526999793623,Entire home/apt,298,3,0,,,5,316
+14269674,1 rooms has ensuite. 2 rooms share b/room.new home,2558544,Justine,,Greater Dandenong,-38.014529578395525,145.20232311947933,Private room,39,5,1,2016-09-20,0.15,1,342
+10239227,Cosy Room No.3 in Quiet Court,50855053,Bob,,Greater Dandenong,-37.9457565653389,145.19263070970723,Private room,55,1,6,2017-02-19,0.45,4,331
+690762,Room To Let Next to Chilsom Tafe,3529788,Thomas,,Greater Dandenong,-37.974133664891276,145.2195461397694,Private room,80,1,1,2014-03-01,0.03,1,0
+17547377,Hotel in Dandenong,68813725,Ivy,,Greater Dandenong,-37.97785108569023,145.20555774886898,Private room,140,1,0,,,4,365
+7095182,New Executive Apartment furnished,6460810,Deborah,,Greater Dandenong,-37.98580018658054,145.2220528724435,Entire home/apt,145,2,37,2017-03-30,2.40,2,324
+11093948,Chinese style master bedroom,20584468,Dorothy,,Greater Dandenong,-37.95144123613693,145.17652162081012,Private room,100,2,10,2017-02-20,0.83,5,336
+16500264,Two bunk beds+single bed 4-6 people family room,107285752,May,,Greater Dandenong,-37.99800689730301,145.14822304753582,Private room,38,1,1,2017-02-08,0.55,5,87
+5001593,Charming Rustic Open Plan Home ,25791816,Rachelle,,Greater Dandenong,-38.05874752422421,145.22129394417777,Private room,128,5,0,,,1,364
+13226563,Cosy Family Home,39906565,Rohan,,Greater Dandenong,-38.00600053230056,145.14267696354995,Private room,35,1,1,2016-06-19,0.10,1,82
+17948963,furnished,123157805,Opnbvgd,,Greater Dandenong,-37.95343541869968,145.15587008244856,Private room,51,1,0,,,1,178
+17949024,garage,123158205,Ztjcmnm,,Greater Dandenong,-37.951720341405654,145.14516008414296,Private room,50,1,0,,,1,364
+17323206,1 Bedroom for rent fit for 3 people,99172627,Ai,,Greater Dandenong,-37.96175886206033,145.16013361233075,Private room,80,1,0,,,1,0
+10239025,Cozy Room No.2 in Quiet Court,50855053,Bob,,Greater Dandenong,-37.947000731771794,145.1940032687346,Private room,39,1,2,2016-04-16,0.15,4,317
+7463312,Insaa Apartments Dandenong - 4BR Townhouse,39093981,Don,,Greater Dandenong,-37.991887783493006,145.20308472456975,Entire home/apt,298,3,2,2015-12-26,0.10,5,364
+6384614,"Feel at home, close to facilities",33277326,Nusrat,,Greater Dandenong,-37.964165992752186,145.18005003824993,Private room,60,1,1,2015-11-22,0.06,1,337
+6156890,Charming Melbourne private room,31940564,Qing,,Greater Dandenong,-38.003320428396925,145.1557055792516,Private room,66,1,15,2016-12-28,0.71,1,173
+10283006,Cosy 3 Rooms in Quiet Court,50855053,Bob,,Greater Dandenong,-37.94716946815007,145.19290070752714,Entire home/apt,138,1,7,2017-01-14,0.56,4,316
+11762465,Fabulous single room,20584468,Dorothy,,Greater Dandenong,-37.951353581414494,145.1780672932144,Private room,30,2,15,2017-03-21,1.19,5,355
+5503903,Double bedroom with queen bed,755657,Galya,,Greater Dandenong,-37.96916198088059,145.20569335940584,Private room,45,1,0,,,1,365
+11763524,Charming single room,20584468,Dorothy,,Greater Dandenong,-37.95179958288759,145.1780357581808,Private room,30,2,32,2017-03-25,2.54,5,347
+11762629,Amazing double bedroom,20584468,Dorothy,,Greater Dandenong,-37.95354486636671,145.17825351185434,Private room,45,2,16,2017-03-22,1.27,5,338
+9665733,Simple Family House,49773227,Niroj,,Greater Dandenong,-37.967618928580606,145.18551829413332,Entire home/apt,90,1,0,,,1,0
+12045772,Female only. walk to station 3 min,55625498,Dan,,Greater Dandenong,-37.96969463356285,145.17482008984274,Private room,31,2,1,2017-03-27,1,3,170
+16399867,4bedrooms for up to 14 guests,107285752,May,,Greater Dandenong,-37.99614054564202,145.15041645715922,Private room,79,1,1,2017-01-02,0.32,5,357
+17659381,"Newly renovated, spacious, comfy like home",120139961,Donna,,Greater Dandenong,-37.96543159101983,145.145384906938,Entire home/apt,94,2,0,,,1,165
+10616480,Large family home in quiet area.,33329279,Myrna,,Greater Dandenong,-37.970011725581884,145.2116178613867,Private room,60,1,11,2016-11-29,0.80,2,346
+15345802,Master bedroom/ensuite in Springvale free wifi,97858591,Swan,,Greater Dandenong,-37.95175999910335,145.14217660502965,Private room,79,2,3,2017-03-30,0.61,3,140
+8748739,Fully furnished 1BB in Mel SE,41051832,Anu,,Greater Dandenong,-37.963276766166224,145.1842269584381,Private room,46,1,6,2017-03-13,0.47,1,343
+11303220,Jolong Park Club House,59071825,Sisly,,Greater Dandenong,-38.04321761832957,145.15159850445824,Entire home/apt,2500,1,0,,,1,365
+11763442,Spacious double bedroom,20584468,Dorothy,,Greater Dandenong,-37.95321690031212,145.17849261446204,Private room,149,2,8,2016-09-27,0.64,5,277
+753220,Furnished Bedroom in the Suburbs,3961962,Kuldeep,,Greater Dandenong,-37.95962495976938,145.17681317502974,Private room,75,1,0,,,1,365
+12992391,Brandnew clean cozy master room with own ensuite,46687156,Jenny,,Greater Dandenong,-37.964862269978774,145.16377545365754,Private room,48,1,20,2017-03-18,2.01,1,50
+14766827,Great Room with Comfortable bed.,92106729,Zubin,,Greater Dandenong,-37.988597881292414,145.1723591608977,Private room,180,1,0,,,1,365
+17816898,apartments,121801080,Otoole,,Greater Dandenong,-37.94983693161467,145.151552607246,Private room,100,1,0,,,1,180
+13722058,Large bedroom with KING SIZE BED and heating,67654086,Cris,,Greater Dandenong,-37.947740000101625,145.14545089792398,Private room,41,3,0,,,2,358
+16440182,Classic and romatic queen bed room near wetland,107285752,May,,Greater Dandenong,-37.997304120403584,145.14997046407848,Private room,38,1,1,2017-02-13,0.60,5,355
+8412000,Insaa Apartments Dandenong - 3BR townhouse,39093981,Don,,Greater Dandenong,-37.99226859386479,145.20285449366526,Entire home/apt,248,3,0,,,5,356
+15260363,Luxury house in the keys,47934920,Yiqian,,Greater Dandenong,-38.005548253677375,145.1456767294705,Private room,80,3,1,2017-02-20,0.70,4,365
+9887196,Cosy Room No.1 in Quiet Court,50855053,Bob,,Greater Dandenong,-37.94680381448184,145.19414883792552,Private room,39,1,6,2017-01-23,0.39,4,358
+16083734,Basic bedroom in Springvale with free wifi,97858591,Swan,,Greater Dandenong,-37.951569489783026,145.14408089975456,Private room,56,2,3,2017-02-25,0.97,3,133
+12276678,Spacious 2 bed flat with courtyard,8359534,Sussie,,Greater Dandenong,-37.97697927838437,145.20467974380907,Entire home/apt,100,2,14,2017-03-20,1.44,1,145
+12045613,"Female only.步行火车站3分,附近超市24小时",55625498,Dan,,Greater Dandenong,-37.96977224397262,145.1768699845026,Private room,31,1,1,2016-04-11,0.08,3,166
+16501036,sunny room with genuine Leather queen bed,107285752,May,,Greater Dandenong,-37.99720867490006,145.14977081793143,Private room,52,1,7,2017-03-23,4.38,5,83
+10757824,"Female only.交通便利,舒适,安静,",55625498,Dan,,Greater Dandenong,-37.97009380405302,145.17503588731782,Private room,31,1,1,2017-03-23,1,3,170
+10195741,Dandenong,52373654,Rajinth Vergil,,Greater Dandenong,-37.99540444165019,145.22315639049597,Private room,69,1,4,2017-03-04,1.60,1,351
+14326294,Big room available with Queen Bed,87663648,Allan,,Greater Dandenong,-37.952961284292094,145.17568118717548,Private room,37,1,0,,,1,276
+10127911,Insaa Apatrments Dandenong - 2BR Apartment,39093981,Don,,Greater Dandenong,-37.99313620733862,145.20306427758246,Entire home/apt,198,1,1,2016-10-27,0.19,5,361
+9537955,Melbourne garden hostel,34310230,Karen,,Greater Dandenong,-37.94200526576322,145.14545098825172,Shared room,20,1,13,2017-03-17,0.87,4,355
+12692275,Comfortable Bedroom with Bathroom,68813725,Ivy,,Greater Dandenong,-37.977440829268524,145.20716150299737,Entire home/apt,110,1,0,,,4,360
+12328328,Queen size bedroom 4,66524136,Gordana,,Wyndham,-37.88989789937127,144.64608791664224,Private room,50,1,0,,,2,365
+11627485,Big Ben City Chic in Werribee,20958587,Big Ben,,Wyndham,-37.90564300858279,144.67107513853406,Entire home/apt,200,7,1,2016-12-13,0.27,1,363
+14155778,Deluxe lake view house 20mins melbourne CBD,85569276,Miriam,,Wyndham,-37.89782737231293,144.77281849833358,Entire home/apt,319,3,0,,,1,321
+12190654,Kimmy's Abode,54881050,Kim,,Wyndham,-37.900727438754544,144.67072165187508,Private room,52,1,2,2016-10-30,0.23,1,171
+16968197,Charming and full of character Room 2,99698806,Anthony,,Wyndham,-37.897331173465005,144.62634052522478,Private room,29,2,4,2017-03-04,1.97,2,295
+16947107,"New house , close to Train station",100256427,Moc,,Wyndham,-37.87432009848509,144.59397385943024,Private room,37,3,5,2017-03-24,3.06,2,118
+15139020,Brand new luxury house!,76410719,Thanh Tuan (Jackson),,Wyndham,-37.83765540665475,144.71486390477534,Entire home/apt,79,1,5,2017-03-17,0.81,2,330
+16498878,Holiday by the Water--House One,108377237,Jin,,Wyndham,-37.896941112432316,144.743147773534,Entire home/apt,165,3,12,2017-03-16,3.96,2,166
+7252782,Granny Mansion,37971839,Judy,,Wyndham,-37.85303183699034,144.69878195164375,Entire home/apt,115,1,9,2016-03-30,0.44,1,0
+17794192,Private Rm(s) in Modern 5BR House close to station,23227579,Craig And Jenny,,Wyndham,-37.85884757422125,144.7531678614013,Private room,45,1,0,,,1,223
+17836790,Family home with large spare room,93994353,Sandra,,Wyndham,-37.90976063485046,144.66782606988434,Private room,45,1,0,,,1,168
+12683856,Cozy and Clean Single Bed Room,54289205,Jen,,Wyndham,-37.88008120207963,144.67280588468023,Private room,28,1,12,2016-11-20,1.06,2,331
+3006500,Pride Comfort Private Room,7044292,Malcom,,Wyndham,-37.86121157489415,144.75155407178673,Private room,50,7,44,2017-04-01,1.25,9,180
+16728573,2 x kingle single room and or Queen Room,1423099,Margherita,,Wyndham,-37.85688132014817,144.74761873007256,Private room,52,2,4,2017-03-15,1.97,2,323
+10685491,"Modern, Sunny and Fully Furnished",55202209,Julius (Anton),,Wyndham,-37.843808014890875,144.66931317492686,Private room,26,1,17,2017-03-16,1.16,1,333
+17796419,A tranquil room for a tranquil stay,114775952,Mannat And Nitin,,Wyndham,-37.89352177988791,144.65876106595763,Private room,46,1,1,2017-03-26,1,3,362
+12234053,Brand New Room with Own AC/Heater,1681836,Cynthia,,Wyndham,-37.842630758866086,144.7246625622318,Private room,35,2,2,2016-05-01,0.17,1,276
+10522034,Old World Central Oasis Retreat,54249658,Raelene,,Wyndham,-37.89775961862176,144.6641493414029,Private room,93,1,0,,,1,0
+16648160,22 mins to Airport CBD next to Lux House,92196966,Alex,,Wyndham,-37.88454166487558,144.73251540619708,Entire home/apt,414,3,2,2017-03-28,0.70,2,359
+13143660,Comfortable and modern bedroom for you!,549667,Vassy,,Wyndham,-37.902038119736524,144.61528134431086,Private room,66,2,9,2017-02-08,0.91,2,365
+16977544,3 avail bedrooms in brand new home!,53673880,Ashley,,Wyndham,-37.91847439146668,144.74820822323736,Private room,50,1,2,2017-03-24,1.50,1,344
+18026412,位于wyndham vale环境优美house -1,77994373,Jessie,,Wyndham,-37.887034326315394,144.61504139264798,Private room,31,1,0,,,3,177
+6230256,Lovely townhouse in a golf premises,32323340,June,,Wyndham,-37.89392611966089,144.7608901386116,Private room,80,1,0,,,1,365
+17969308,"Quiet, fully equipt room in a friendly home",2046336,Marissa,,Wyndham,-37.87132821512231,144.5933674934184,Entire home/apt,79,1,0,,,1,173
+5907584,Cheyenne Room @ Westbourne Manor,30581042,Loida,,Wyndham,-37.85620525296774,144.74649163621248,Private room,60,3,0,,,4,364
+16429288,"VILLA SEAGRASS MELBOURNE - 5 Bdrm, Sleeps 10",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90862788739724,144.71828398911697,Entire home/apt,245,2,0,,,46,329
+16000166,Comfortable & near bus/train stop,32212956,Himanshu,,Wyndham,-37.89758213675561,144.7331170180806,Private room,25,1,0,,,1,176
+16622826,20kms South West Melbourne CBD -2 mins M1 Freeway,36204938,Maria Loida,,Wyndham,-37.856311654321104,144.74547540830454,Private room,60,2,2,2017-03-29,0.97,2,350
+17011677,"Spacious, Clean and Cosy house with carpets.",67487614,Mahesh,,Wyndham,-37.89481888346521,144.73299882323914,Private room,58,1,2,2017-03-04,1.13,2,180
+6263917,Point Cook Guest Room with Ensuite,20095699,Stephen,,Wyndham,-37.90435225705308,144.74800888351615,Private room,69,1,3,2017-03-25,0.16,1,365
+17576674,Fully furnished new house,22829103,Li,,Wyndham,-37.863062875828646,144.74228412011033,Private room,48,1,6,2017-03-27,6,1,346
+15028564,cheap and cherry,21077750,Mehul,,Wyndham,-37.84715237704494,144.7290597646449,Private room,60,1,3,2016-12-08,0.52,1,335
+13348222,"Luxurious Large 3BR Home, 22km to Melbourne",29904057,May,,Wyndham,-37.902285280633706,144.76235067971305,Entire home/apt,169,3,29,2017-03-26,3.16,1,265
+13772466,Spacious house just 30 mins to CBD,22963295,Vivian,,Wyndham,-37.83621747157999,144.6625434972652,Private room,100,1,0,,,1,364
+5908158,Elena Room @ Westbourne Manor,30581042,Loida,,Wyndham,-37.856613694742585,144.74471589859593,Private room,60,2,2,2015-11-27,0.09,4,352
+2238160,Quiet modern home 2,2539832,Craig,,Wyndham,-37.88970325259131,144.6367623638644,Private room,30,1,43,2016-12-09,1.12,3,361
+12887796,星级服务 价钱实惠,8874040,Kevin,,Wyndham,-37.86543671801542,144.72097985188563,Private room,50,1,1,2016-05-09,0.09,1,365
+17171303,"Your Own Bed, Own Bathroom, No Sharing. Spacious!",1423099,Margherita,,Wyndham,-37.856331416101405,144.74625308019057,Private room,52,2,3,2017-03-16,2.37,2,364
+17182324,Comfortable Clean New Large House.,24499341,Queenie,,Wyndham,-37.9103774431642,144.73267741632557,Entire home/apt,160,2,5,2017-03-27,4.55,1,355
+9659125,"4BDR &2 BATH guest house in point cook,melbourne",8668696,Qiaoling,,Wyndham,-37.901911685519984,144.73409208557055,Entire home/apt,189,1,70,2017-03-18,4.82,2,267
+16621659,舒适的环境 安静的街道 从旅游景点回来,就要有一个,让人安静下来的感觉,109754266,Su,,Wyndham,-37.86009422779976,144.7404555302585,Private room,80,1,0,,,1,181
+5364419,melbourne new bedroom for rent,27665334,琪羚,,Wyndham,-37.90421010898641,144.73303685526562,Private room,80,1,0,,,2,365
+4519807,Friendly Host in Melbourne Room 2,22793004,Samuel,,Wyndham,-37.84801275100692,144.6860931267064,Private room,59,1,29,2017-03-05,1.01,2,358
+11896801,市区西南20公里sanctuary lakes湖景别墅,63453486,Yang,,Wyndham,-37.907584515563975,144.7684172510524,Private room,68,1,0,,,1,364
+16263498,Best in Wyndham/21km from Melb CBD,106352803,Novine,,Wyndham,-37.90134948046573,144.75047110118402,Private room,66,1,9,2017-03-28,2.97,1,359
+16624177,Friendly Student Accomodation,19995744,Brianna,,Wyndham,-37.87777267309119,144.72505238535246,Private room,41,1,5,2017-03-22,1.81,1,365
+12374251,Million Dollar - South Yarra Home,66743252,Kari,,Wyndham,-37.90187105591422,144.73662665159523,Private room,250,5,0,,,1,364
+8002331,Private Room Queen Bed Point Cook,36591532,Reny & Dick,,Wyndham,-37.897788444148354,144.72829311895168,Private room,45,1,42,2017-03-23,2.32,2,362
+15995321,"VILLA STONEYFELL 20- MELBOURNE 4BDRM, Sleeps 12",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.9078389075628,144.77846379298168,Entire home/apt,215,2,1,2017-01-31,0.48,46,365
+14920379,serene living away from the city hustle bustle,80194001,Abdul,,Wyndham,-37.86800479379019,144.7111493500026,Private room,42,1,5,2017-03-31,1.40,1,362
+1024812,A Clean Private Room In Tarneit,5642324,Jonny,,Wyndham,-37.84576423603041,144.66857768198835,Private room,75,5,0,,,1,365
+9738996,Near Lake Master Room Queen Bed,50171785,Vivian,,Wyndham,-37.90826234880512,144.77128437139126,Private room,42,2,6,2016-09-10,0.37,1,89
+17777795,"Luxurious 3BR & 3 Bath with Spa,wifi &20min to CBD",121291785,Shreyash,,Wyndham,-37.860351243288,144.75507565936005,Entire home/apt,229,1,0,,,1,52
+17945026,Cozy new two bedrooms 25 min to Melbourne CBD,109788769,Mia,,Wyndham,-37.857860051731,144.74651615680372,Private room,130,1,0,,,6,350
+7847695,Watching ships on Port Phillip bay,41353275,Helen,,Wyndham,-37.96640112145295,144.70460149517663,Entire home/apt,190,2,2,2017-03-04,0.86,1,356
+17593320,**A brand new house** in a park view location,119546632,Leon,,Wyndham,-37.90163879292179,144.6159824724856,Entire home/apt,149,2,0,,,1,311
+13779109,BATES MOTEL,80896463,Peter,,Wyndham,-37.87967647395882,144.69071887231522,Private room,41,1,0,,,1,0
+13515320,"1 Single rooms available,Common Kitchn and Laundry",77609323,Aditya,,Wyndham,-37.88854222630259,144.72024696764993,Private room,43,2,2,2016-12-25,0.26,1,362
+16071598,Melbourne luxury house 5 BRM,22965385,Lucy & Yong,,Wyndham,-37.89995959752594,144.76969065211333,Entire home/apt,300,3,0,,,1,162
+15514629,Charming and full of character Room 1,99698806,Anthony,,Wyndham,-37.89770497044927,144.62503559801812,Private room,29,2,7,2017-03-02,2.14,2,337
+1621193,Private EnSuite room4 in Point Cook,8623584,Michael,,Wyndham,-37.90037243518967,144.74153548429263,Private room,50,3,10,2016-12-23,0.35,4,180
+363060,SUNLIT Kitchen/Vegie Garden/CLEAN,1835097,Rovielle,,Wyndham,-37.84545379982072,144.716379923007,Private room,69,3,0,,,1,365
+4617499,Private room in 3 bedroom house,23920294,Brydie,,Wyndham,-37.89519985747486,144.6164232650192,Private room,35,1,3,2016-10-21,0.28,2,306
+4601119,Twin bed with parking,10857350,Lyn,,Wyndham,-37.892982628816696,144.66776025153007,Private room,55,1,18,2017-02-08,0.68,4,362
+12138041,Luxury Celebrity Style House,65159547,Karan,,Wyndham,-37.85578768976434,144.73766350054606,Private room,2000,1,0,,,1,365
+17769903,Luxurious Home with 4 Rooms +WIFI. Room No. 2,63276696,Bobby,,Wyndham,-37.9098331473009,144.75965874879657,Private room,51,1,1,2017-03-19,1,4,176
+15087210,Tranquility,25039556,Juliet,,Wyndham,-37.88042670937006,144.7427503213102,Private room,329,2,0,,,1,89
+16692924,20kms Southwest Melbourne CBD Clean & Comfortable,36204938,Maria Loida,,Wyndham,-37.85594991094714,144.74683910120757,Private room,80,1,0,,,2,357
+7266440,"Friendly host - Large, Comfy Room",38047748,B,,Wyndham,-37.839415472712304,144.665272556785,Private room,39,2,7,2017-03-17,0.41,1,176
+2150936,Queen bed downstairs with parking,10857350,Lyn,,Wyndham,-37.89298019194878,144.66623790073015,Private room,50,1,28,2017-03-28,0.77,4,307
+5816622,Queen room with shared toilet and bath,1360067,Sharmaine And Justice,,Wyndham,-37.9093186225293,144.77445824684025,Private room,48,14,3,2017-02-28,0.17,1,181
+17482045,"This place is very closed to super market, parks",48194563,Hemant,,Wyndham,-37.91205368362542,144.73624255096695,Private room,50,1,0,,,1,0
+15993573,GRASSBIRD LODGE 118 - MELBOURNE,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90508824944315,144.72133647800058,Entire home/apt,245,2,0,,,46,311
+10286517,"Styleline House, Melbourne",28902941,Novia,,Wyndham,-37.866064806578926,144.72114899055381,Private room,60,2,3,2017-03-17,0.21,1,365
+16605735,Holiday By the Water--House Two,108377237,Jin,,Wyndham,-37.895302440362464,144.74456497406686,Entire home/apt,149,2,11,2017-03-25,3.98,2,148
+16893048,Quiet Room in a Cul De Sac,101515935,Kristine,,Wyndham,-37.89868158694737,144.6333843548097,Private room,45,1,4,2017-04-01,4,1,90
+5338395,new bedroom with own toilet/bath,27665334,琪羚,,Wyndham,-37.9055800956511,144.73194592128695,Private room,100,1,0,,,2,365
+13354897,Brand new luxurious house,74101644,Claire,,Wyndham,-37.84012833482201,144.71510667954126,Entire home/apt,75,1,13,2017-03-19,1.32,2,329
+10438565,Exec Room Close to CBD/Country WIFI,46736077,Maki And Roy,,Wyndham,-37.8537882825806,144.70884464703417,Private room,48,2,18,2017-03-26,1.26,2,172
+12469746,"Spacious, Clean and Cosy house with carpet",67487614,Mahesh,,Wyndham,-37.891787922717285,144.73303142741105,Private room,51,1,3,2017-03-07,1.01,2,365
+7063167,NEW WAVES VILLA - MELBOURNE 4 Bdrm,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.91517161540865,144.78063601135116,Entire home/apt,180,2,1,2016-12-29,0.31,46,190
+13159453,Amazing View from two story home,73481938,Alana,,Wyndham,-37.909225442189104,144.7316324623133,Private room,80,1,0,,,1,365
+17909857,"""A serene room for a serene stay""",114775952,Mannat And Nitin,,Wyndham,-37.8936512931866,144.65762313231133,Private room,62,1,0,,,3,365
+8472390,Room in Melbourne called home,3013882,Fleure,,Wyndham,-37.84575731571027,144.71628643318437,Private room,50,1,0,,,1,365
+12797768,Clean And Comfy New House,16319616,Airin,,Wyndham,-37.84057044050525,144.7414514846386,Entire home/apt,139,1,15,2017-03-11,1.73,4,234
+14272862,Near to bus stop and market,39914731,Vikram,,Wyndham,-37.91060304631098,144.74077192775675,Private room,46,1,0,,,1,364
+11193241,The Green Living Place,58279579,Dileep,,Wyndham,-37.838277368991704,144.65610492127104,Private room,50,5,0,,,1,365
+14634057,4 BR & 2 Bath house in Williams Landing,8668696,Qiaoling,,Wyndham,-37.86063725343979,144.75182599190322,Entire home/apt,189,1,27,2017-03-18,3.84,2,319
+8309844,Double Room with Ensuite Bathroom,34107892,Neeraj,,Wyndham,-37.90387771931569,144.73113452573594,Private room,37,14,0,,,1,0
+1630761,Private Ensuite room 3 point cook,8623584,Michael,,Wyndham,-37.900066037153096,144.74145672637462,Private room,52,3,10,2017-03-04,0.38,4,181
+12078354,舒适安静小区,经典澳洲式洋房,前后花园550平,设施齐全,64728039,云新,,Wyndham,-37.84461202695289,144.73623694587243,Private room,55,1,0,,,1,365
+17080990,Lovely modern living with green outdoor area,114603902,Deepa,,Wyndham,-37.861339788711696,144.59993760444655,Private room,30,1,0,,,1,338
+17982151,位于wyndham vale环境优美house -2,77994373,Jessie,,Wyndham,-37.88584563232679,144.6149055338225,Private room,35,1,1,2017-04-02,1,3,181
+12597140,private room for rental,56283032,Fiona,,Wyndham,-37.89924858988196,144.7310991664005,Private room,39,1,14,2016-09-24,1.22,1,315
+16077047,"Brand New Built house , share with friendly couple",100256427,Moc,,Wyndham,-37.873153847819935,144.59472164545963,Private room,35,2,8,2017-03-30,2.70,2,72
+14819923,Clean & Comfy Room In A New House,16319616,Airin,,Wyndham,-37.840540441902405,144.74237542440443,Private room,55,1,3,2016-10-09,0.48,4,335
+12799502,Quiet room in Sanctuary Lakes,69731370,Ulrich,,Wyndham,-37.890519495564426,144.77391742194322,Private room,47,2,12,2017-03-05,1.24,1,315
+12669480,Clean Private Room In A New House,16319616,Airin,,Wyndham,-37.84151399184724,144.74104956367475,Private room,41,1,13,2017-03-16,1.19,4,336
+16846657,2BR with private bath@Point Cook,106791831,Hao,,Wyndham,-37.88841987332762,144.74776287008004,Private room,41,3,6,2017-03-19,2.73,1,53
+17683126,Brand new home,120433497,Umberto,,Wyndham,-37.91866414812509,144.74843194786254,Entire home/apt,50,1,0,,,1,39
+6944782,VILLA STONEYFELL 18 MELBOURNE 4bdrm,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.907424319568854,144.7768977221328,Entire home/apt,215,2,5,2016-12-27,0.29,46,191
+17980111,Modern Comfortable Cosy Room with Comfy Beds!,19362358,Donald & Ween,,Wyndham,-37.90340223142818,144.7323559083258,Private room,121,1,0,,,3,163
+17003895,步行可达火车站的别墅住房,101133439,Celine,,Wyndham,-37.86383039301438,144.7370247696784,Private room,75,1,0,,,1,337
+16636785,Lovely new house with nice garden view,109788769,Mia,,Wyndham,-37.85789360076273,144.74804140959827,Private room,66,1,2,2017-03-11,1.87,6,361
+11426714,位于saltwater coast环境优美带会所house,43473834,Parrot,,Wyndham,-37.90878131252742,144.7774794238654,Private room,38,1,40,2017-03-09,3.05,1,350
+14900176,Short Stay 30 minutes away from Melbourne CBD,93536832,Shovon,,Wyndham,-37.89104809851594,144.6658976991889,Private room,110,1,0,,,1,174
+7724084,Cozy & Modern B&B,1751503,Charlin & Candy,,Wyndham,-37.89737486482057,144.7763592138442,Private room,41,1,31,2017-03-06,2.14,2,354
+11124106,Comfortable family home,54694131,Yonghan,,Wyndham,-37.88905694724838,144.6844764081929,Entire home/apt,170,1,3,2017-01-10,0.28,1,153
+16355200,"VILLA CARMEN 45 - Sleeps 10, 30 min to CBD",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.91539454381855,144.74655856571235,Entire home/apt,245,2,0,,,46,337
+13101779,"Independent 1 BR unit, Kitchen , living",72801001,Ashok,,Wyndham,-37.89766929955163,144.74057621102713,Entire home/apt,96,1,4,2017-03-25,0.83,1,76
+17722183,Home Away from Home,1318245,Itchie,,Wyndham,-37.89303967076252,144.74242975030825,Private room,50,7,0,,,2,273
+12189674,werribee gate way to the west,63020908,Borgy,,Wyndham,-37.902425075418066,144.63303842075945,Private room,35,1,1,2016-06-02,0.10,1,359
+13036416,relaxing country house,71928865,Paula,,Wyndham,-37.89013145346586,144.68525608409578,Private room,75,10,1,2016-05-30,0.10,1,0
+12179388,Warm getaway with all amenities,65443456,Walter,,Wyndham,-37.90730730346157,144.63401552529834,Entire home/apt,170,1,3,2017-02-02,0.46,1,365
+6876108,One room left,32879672,Joyce & Mark,,Wyndham,-37.90048303204906,144.77698711486323,Private room,79,2,6,2016-11-05,0.64,1,324
+11067119,Cozy place in a nice area!,44788627,Cibeli,,Wyndham,-37.8787127883856,144.72070450387835,Private room,45,1,6,2017-03-04,0.43,1,364
+9201274,Tastefully decorated and cozy home,1476661,Faapoi,,Wyndham,-37.89261321738189,144.60899082022107,Private room,73,1,0,,,1,364
+13100557,A house just next to to Local shopping mall.,72781918,Rahul,,Wyndham,-37.88842345621666,144.6616146765825,Private room,60,1,0,,,1,365
+10282551,Spacious bedroom in great terrace,52885981,Patrick,,Wyndham,-37.87616651670515,144.706191402145,Private room,85,1,3,2017-02-02,0.23,1,365
+10528362,Clean and Comfy Room in Werribee,54289205,Jen,,Wyndham,-37.87930348159337,144.67127593487768,Private room,31,2,15,2017-02-09,1.02,2,304
+16901768,related friendly house.,67264579,Afroza,,Wyndham,-37.859743401844526,144.72889823178826,Private room,30,4,0,,,1,91
+12997271,Cozy quite place,60790126,Vani,,Wyndham,-37.86405005063622,144.7233830188233,Private room,90,1,1,2016-05-25,0.10,1,365
+14739344,"WYNDHAM BEACHSIDE VILLA - Sleeps 14, WI-FI + LINEN",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.965296590144405,144.7056007739149,Entire home/apt,245,2,0,,,46,347
+17945274,Cozy new three bedrooms 25 min to Melbourne CBD,109788769,Mia,,Wyndham,-37.85688456300785,144.7478889735695,Private room,180,1,0,,,6,349
+16579390,Modern 4 BR. 30 km to Melbourne CBD or Airport,82234809,Zeeshan,,Wyndham,-37.89426503722113,144.64762499627753,Private room,66,2,0,,,1,349
+8994613,Enroute to the Great Ocean Road!,31704781,Shae,,Wyndham,-37.83818966466791,144.7086137270928,Private room,75,1,80,2017-03-18,4.73,1,73
+14973786,Enough Rooms for Group Travel Up to 8 Persons,2587171,Melba,,Wyndham,-37.86916426807258,144.6757042948356,Private room,75,3,4,2017-01-31,0.63,1,364
+1637329,Private Ensuite Room 1 in Melbourne,8623584,Michael,,Wyndham,-37.901881253369176,144.7422859895335,Private room,60,3,1,2017-03-16,1,4,180
+6941758,VILLA SALTWATER - Point Cook 3 Bdrm,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.9070242222866,144.77218740025413,Entire home/apt,176,2,8,2017-03-04,0.40,46,360
+14971779,Lux house 22min to CBD or Airport,92196966,Alex,,Wyndham,-37.884262456419606,144.73138779225187,Entire home/apt,320,2,4,2017-03-04,0.91,2,335
+16902136,Comfy new bedroom 25mins to Melbourne CBD,109788769,Mia,,Wyndham,-37.857718765666064,144.7483621095016,Private room,66,1,1,2017-03-09,1,6,358
+12934790,Single room in Family home,71037095,Radhe,,Wyndham,-37.857944236329764,144.7268729647228,Private room,45,1,0,,,1,365
+6487741,Stylish & Modern Living B&B,1751503,Charlin & Candy,,Wyndham,-37.89716385249538,144.77515604434228,Private room,45,1,28,2017-03-13,1.60,2,353
+17783422,Luxurious Home with 4 Rooms +WIFI. Room No. 5,63276696,Bobby,,Wyndham,-37.90966936525987,144.76190451437427,Private room,39,1,0,,,4,160
+15302418,Modern Comfortable Cosy Room with Comfy Bed 2,19362358,Donald & Ween,,Wyndham,-37.90273088467646,144.7305273676604,Private room,39,1,20,2017-03-30,7.32,3,160
+16020432,"VILLA STONEYFELL 15 - 30min to CDB, Sleeps 10-12",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90873485753259,144.77826382508033,Entire home/apt,215,2,1,2016-12-28,0.31,46,359
+11703323,"2 dogs, 1 cat, my husband and I.",4591571,Cassie,,Wyndham,-37.836271378720625,144.7160309847136,Private room,35,1,18,2017-04-02,1.39,1,358
+15596606,Park View - Charming 3BR Retreat 22 km to Melborne,24785416,Subhashish,,Wyndham,-37.90417736243186,144.74410066539627,Entire home/apt,128,1,13,2017-03-25,3.02,1,144
+13661968,"Cosy, Clean Home Away From Home",60445511,Jessica,,Wyndham,-37.86128978655621,144.73664496487268,Private room,66,1,0,,,1,364
+4390476,Friendly Host in Melbourne Room 1,22793004,Samuel,,Wyndham,-37.847195633756954,144.68602320483245,Private room,59,1,12,2017-01-20,0.42,2,358
+17574386,Most tastefully furnished room in Point Cook,31771415,Anoo Radha,,Wyndham,-37.91164218312098,144.77612993661805,Private room,55,1,1,2017-03-28,1,1,83
+17791658,Luxurious Home with 4 rooms +WIFI. Room No. 4,63276696,Bobby,,Wyndham,-37.908632243177955,144.76097981716876,Private room,51,1,1,2017-03-21,1,4,348
+17791672,Luxurious Home with 4 Rooms +WIFI. Room No. 3,63276696,Bobby,,Wyndham,-37.9078423932028,144.76203630031247,Private room,51,1,0,,,4,164
+16382651,GRASSBIRD LODGE 124 - MELBOURNE 5BDRM,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90416783876146,144.72445405142113,Entire home/apt,245,2,0,,,46,338
+13593771,**WiFi**enroute to Great Ocean Road,78561414,Karen,,Wyndham,-37.90022550057007,144.61583479528042,Entire home/apt,139,2,38,2017-03-25,4.25,1,284
+16355774,"VILLA CARMEN 55 - Sleeps 10, 30 min to CBD",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.91854332085484,144.7456483449237,Entire home/apt,244,2,0,,,46,338
+5661754,Queen size bed upstair with carpark,10857350,Lyn,,Wyndham,-37.8922886459074,144.66685059610217,Private room,50,1,15,2017-03-30,0.66,4,360
+16676910,Luxurious Large 4 Bedroom house close to Melbourne,37446634,Jojo,,Wyndham,-37.9058573183481,144.76736880133828,Entire home/apt,148,2,4,2017-03-07,1.62,1,32
+6748080,"VILLA de MARSEILLES - 6 BDRM, Sleeps 14, 30min CBB",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.89263917251793,144.7471184292715,Entire home/apt,275,2,1,2017-02-19,0.67,46,344
+11989583,Private Room Double Bed in Dunnings,64091016,EFel,,Wyndham,-37.884903633609426,144.71937278298537,Private room,50,1,7,2016-07-21,0.57,1,365
+3075412,VILLA MYSTIC - MELBOURNE,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90927369903192,144.77535975447486,Entire home/apt,185,2,6,2016-12-27,0.28,46,360
+17985133,位于wyndham vale环境优美house -3,77994373,Jessie,,Wyndham,-37.88694803368762,144.61455068639256,Private room,35,1,0,,,3,181
+15848204,Clean & Modern close to transport,102580391,Alan,,Wyndham,-37.89326532992314,144.63342062963935,Private room,38,2,4,2017-03-09,1.02,1,87
+15526663,4BR Melbourne Stylehouse 22min CBD/Airport,99346216,Alex,,Wyndham,-37.88536868604072,144.73265436835308,Entire home/apt,300,2,1,2017-03-02,0.88,2,335
+16509619,"VILLA HIDCOTE - MELBOURNE 5BDRM, 30 min to CBD",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90201469079737,144.7521200578664,Entire home/apt,245,2,0,,,46,337
+9118352,Peaceful position by Werribee River,35257380,Lisa,,Wyndham,-37.8924550570027,144.64612324749868,Private room,30,2,31,2017-03-25,1.82,1,357
+8377494,Small Price But Quality Stay 价惠质优,44151135,Sue,,Wyndham,-37.88255421720713,144.69630711497572,Private room,31,3,2,2016-07-22,0.23,1,356
+16999711,Sanctuary Lakes Golf Course - Resort Living,20449641,Danielle,,Wyndham,-37.88967693268821,144.7627776340681,Private room,45,1,4,2017-03-17,2.14,1,91
+8152019,Spacious Bedroom and private bath with amenities,25983721,Kris,,Wyndham,-37.85735227578081,144.73672230662388,Private room,43,1,18,2017-02-21,1.03,1,61
+16245597,Rustic cabin in Werribee,23649355,Kiralee,,Wyndham,-37.8794183500228,144.66480900542993,Private room,50,1,3,2017-01-28,1.01,1,347
+1630611,Private Ensuite room2 in Point Coo,8623584,Michael,,Wyndham,-37.90174009722747,144.74117440731115,Private room,55,3,7,2017-03-16,0.17,4,179
+13984115,comfort room,83453608,Bobby,,Wyndham,-37.9079045798637,144.7688708478154,Entire home/apt,110,1,14,2016-12-31,2.06,1,90
+5907737,Mandy Room @ Westbourne Manor,30581042,Loida,,Wyndham,-37.85581054459025,144.74676088061943,Private room,60,1,2,2017-03-02,0.10,4,360
+17985580,Fully furnished new house with park,9676094,Hunter,,Wyndham,-37.86271601157545,144.73668207464488,Private room,48,1,0,,,1,363
+10160701,"Resort Style Living
+(B & B)",44317034,Mobin & Binish,,Wyndham,-37.89906183890756,144.76690400458116,Private room,45,1,47,2017-03-31,3.09,2,349
+11395003,Private room in Point Cook,45795405,Ganesh,,Wyndham,-37.89199751873111,144.7360563155018,Private room,50,1,0,,,1,88
+14113500,Shared Accommodation - Long Stay,1318245,Itchie,,Wyndham,-37.89522184779206,144.74283528442268,Private room,50,7,0,,,2,270
+8654769,VILLA JEMMA - MELBOURNE SLEEPS 12,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.91119339446493,144.7786337945127,Entire home/apt,185,2,6,2016-12-29,0.34,46,360
+515607,Quiet modern home 1,2539832,Craig,,Wyndham,-37.888576190079,144.63698848513792,Private room,30,2,34,2017-03-16,0.86,3,352
+16601004,Modern 4BR Home. 22km from Melb CBD with WIFI,109517239,Wendy,,Wyndham,-37.842729083436936,144.7233565573891,Entire home/apt,155,3,11,2017-03-24,4.07,1,139
+16243829,Hoppers Crossing. Elegant Family Home.,15739356,Tanya And Andrew,,Wyndham,-37.854709297095,144.7089602543622,Entire home/apt,170,2,7,2017-03-25,2.12,1,352
+15653994,VILLA GARDENER - POINT COOK 4bdrm,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90611623682944,144.72365299638722,Entire home/apt,195,2,4,2017-03-02,0.94,46,358
+16440282,距City仅16公里 墨尔本湿地保护区紧靠火车站 交通生活便利 可接机,107809101,Nathan,,Wyndham,-37.864898846543866,144.7376243160262,Private room,60,1,1,2017-01-19,0.40,1,365
+7878679,Private room in 3 bedroom home,23920294,Brydie,,Wyndham,-37.8947061705504,144.6165439596092,Private room,35,1,23,2017-03-12,1.46,2,360
+3759399,Quiet suburban household room.,19247107,Tim,,Wyndham,-37.896396579333576,144.74689959432297,Private room,90,1,0,,,1,365
+11656465,Éxperience contemporay living space,61851704,Winee & Gesh,,Wyndham,-37.83805172391087,144.67587248683657,Private room,47,1,38,2017-03-23,3.11,1,60
+15638571,"A welcoming, modern living space in Tarneit",100868802,Maria,,Wyndham,-37.83305736853811,144.67263636796724,Private room,34,1,5,2017-03-19,1.05,1,261
+17674836,Cozy new two bedrooms 25 min to Melbourne CBD,109788769,Mia,,Wyndham,-37.85716237287236,144.7465210596215,Private room,110,1,0,,,6,358
+13359684,"""RAZ - RAB"" 5 BR Rendezvous",75787076,Roz,,Wyndham,-37.85154164489688,144.7182902992483,Private room,37,1,10,2016-11-11,1.04,1,363
+17950946,全新4房别墅的主卧带卫生间,免费WIFI,可自己煮食,步行到城铁站和购物中心,123171726,Philip,,Wyndham,-37.861636985302574,144.7363877435092,Private room,88,1,0,,,2,271
+15835244,Spacious dbl room with private bath,75726327,Kathryn,,Wyndham,-37.861372533285554,144.75329153458495,Private room,60,1,2,2017-03-31,0.61,1,177
+16666340,Point Cook Serviced Accommodation,110233148,Point Cook,,Wyndham,-37.906534978963386,144.7617260300638,Entire home/apt,300,2,0,,,1,322
+10573212,Superior Room Cls CBD Kitchen WIFI,46736077,Maki And Roy,,Wyndham,-37.85515984298103,144.70900901135448,Private room,48,2,25,2017-03-29,1.73,2,361
+15849679,"VILLA MIDDLETON - Brand new & Modern, Sleeps 10",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90634965874334,144.7585203606667,Entire home/apt,195,2,4,2017-02-28,1.07,46,357
+16832106,Cozy and comfortable private room,112030161,Dilani,,Wyndham,-37.89996075555844,144.7383662870045,Private room,50,1,0,,,1,0
+5863819,Amazing house in amazing surburd,1233125,Jan,,Wyndham,-37.86304966137927,144.7468950065701,Private room,60,2,0,,,1,365
+16796448,Cosy Rooms 22kms West of Melbourne,30379082,Mathew,,Wyndham,-37.84231929771623,144.72397129071456,Private room,80,2,2,2017-03-25,2,1,360
+4868852,Melbourne delight. LUXURY. PRIVACY.,21301078,Lucille,,Wyndham,-37.904243148805,144.7254346567177,Private room,42,1,5,2017-03-25,1.97,1,357
+9030367,A quiet private self-contained unit,47137708,Peter,,Wyndham,-37.90959510620307,144.6575176077128,Entire home/apt,90,2,19,2017-04-02,1.20,1,73
+8506529,提供大家一个来墨尔本探亲旅游,学习工作暂住的,价廉质优的房间!,38745614,Stella,,Wyndham,-37.89086647547572,144.73517086173635,Shared room,48,1,7,2017-02-23,0.46,1,365
+12738402,Aussie Country Cottage with Views,69271568,Bianca,,Wyndham,-37.878461355318855,144.48432557799322,Entire home/apt,66,1,0,,,1,0
+16757512,Spacious brand new double story house,111209858,Mary,,Wyndham,-37.839802600903994,144.73757296796344,Entire home/apt,165,5,0,,,1,178
+4402872,Resort living at Sanctuary Lakes,4383786,Dominik,,Wyndham,-37.905757619569094,144.7636505676877,Entire home/apt,190,2,2,2017-01-01,0.23,1,365
+5222707,Charming 4BR Home 22 km to Melborne,5598870,Arya,,Wyndham,-37.86522874287097,144.72259413686987,Entire home/apt,159,3,67,2017-04-01,2.62,2,272
+17366822,全新的4房3厅双层别墅有1--4房出租,免费WIFI,步行至城轨站,116361208,Amanda,,Wyndham,-37.86308129159406,144.7356423352041,Private room,48,1,4,2017-03-30,3.64,1,64
+12328175,Bedroom 3 upstairs,66524136,Gordana,,Wyndham,-37.89065626363545,144.64545636762963,Private room,50,1,0,,,2,306
+16624974,Comfy new house in Melborne with nice garden view,109788769,Mia,,Wyndham,-37.857652615625774,144.74626074936674,Private room,75,1,12,2017-03-30,5.00,6,352
+2382258,Last minute room for short stay,2539832,Craig,,Wyndham,-37.88711301315272,144.63518080814444,Private room,30,1,9,2016-03-01,0.34,3,365
+5907830,Mia Room @ Westbourne Manor,30581042,Loida,,Wyndham,-37.85597296054833,144.7452572751031,Private room,80,3,2,2017-03-04,0.91,4,365
+11283693,Carter Cottages Accommodation,58946150,Mim,,Wyndham,-37.904531198720036,144.66662659372005,Private room,149,1,2,2016-09-24,0.15,1,362
+16589867,Modern Comfortable and Cozy w/ Spinal Support Bed3,19362358,Donald & Ween,,Wyndham,-37.90398233580045,144.73185140072616,Private room,39,1,11,2017-03-27,4.46,3,157
+16261876,GRASSBIRD LODGE 126 - 5 bedroom house in MELBOURNE,15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.90565125160013,144.72283826707434,Entire home/apt,245,2,0,,,46,314
+8561235,MODERN PRIVATE STUDIO-Wetland Views,45058728,Verena And Aleks.,,Wyndham,-37.91295425663065,144.73648289683973,Entire home/apt,73,3,45,2017-03-27,2.60,1,311
+14254809,Modern home away from home,86795259,Joseph,,Wyndham,-37.918457480803625,144.64079288108348,Private room,47,1,2,2017-03-04,0.32,1,364
+17178153,Queen size bedroom with Parking,10857350,Lyn,,Wyndham,-37.891589315023694,144.66630393279559,Private room,50,1,4,2017-03-24,3.64,4,91
+15271199,"Golf, Gym, 2 guests Queen Size Bed",3384038,Kristine,,Wyndham,-37.90570677163993,144.77252006468083,Private room,66,2,0,,,1,151
+6692465,"Hoppers Crossing, West of Melbourne",35029789,Michael,,Wyndham,-37.87749571087325,144.70363059955798,Entire home/apt,180,1,1,2015-12-30,0.07,1,0
+10000147,Sanctuary Parkview Resort,24105997,Nube,,Wyndham,-37.892799136147,144.77362487715413,Private room,35,1,0,,,2,0
+464612,Point Cook Homestay with Private Bathroom,2309055,Serena And KC,,Wyndham,-37.90042129541459,144.724964251269,Private room,60,4,49,2016-11-25,0.85,1,354
+13997715,Single clean room in Melbourne surburbs,28776949,Michael,,Wyndham,-37.865451404547805,144.70779264068912,Private room,37,1,6,2017-02-05,1.13,1,85
+11640029,Charming Spacious Bedroom,549667,Vassy,,Wyndham,-37.89539200401171,144.6230872264721,Private room,66,2,12,2017-01-22,0.94,2,360
+10000999,Sanctuary Parkview Resort,24105997,Nube,,Wyndham,-37.89409529500189,144.77267490090085,Private room,35,2,0,,,2,0
+12786220,Comfy Private Room In A New House,16319616,Airin,,Wyndham,-37.84254621733496,144.74211345194647,Private room,41,1,28,2017-03-29,2.96,4,336
+12238085,Master Bedroom for the two of you,65860158,Michael,,Wyndham,-37.85923919917136,144.7356030022189,Private room,60,1,0,,,1,364
+17100483,A perfect room for a perfect stay.,114775952,Mannat And Nitin,,Wyndham,-37.895057702998855,144.65878961789704,Private room,41,1,5,2017-03-26,2.88,3,363
+3769366,Amazing waterfront apartment,5238994,Pawan,,Wyndham,-37.966629902460824,144.70618146181297,Entire home/apt,180,7,4,2017-02-15,0.13,22,37
+8460414,Inside will suprise you!,227700,David,,Wyndham,-37.89122139127983,144.68197798025415,Private room,50,1,4,2016-05-27,0.29,1,139
+17995143,全新双层现代别墅有1-4房出租,免费WIFI,可自己煮食,步行10多分钟到巴士站,城铁站和购物中心,123171726,Philip,,Wyndham,-37.86279665823311,144.7356986250938,Private room,48,1,0,,,2,174
+8722950,Welcome Home - in Melbourne's West,42807088,Ricky,,Wyndham,-37.890855011148155,144.77489592128546,Entire home/apt,194,1,0,,,1,0
+4391429,Modern 3BR Home. 22 km to Melb CBD.,5598870,Arya,,Wyndham,-37.84525940539463,144.72971673410558,Entire home/apt,159,3,91,2017-03-18,3.16,2,321
+16862537,Quiet and comfortable bedroom.,43033410,Fernando,,Wyndham,-37.87656334158496,144.74937942210406,Private room,41,2,1,2017-02-27,0.83,1,115
+15811600,Romantic getaway At Sanctuary Lakes Resort,102330470,Bryan,,Wyndham,-37.89315471256386,144.768813516313,Entire home/apt,189,1,6,2017-04-01,2.17,1,359
+17832370,Resort style living,121959743,Vibil,,Wyndham,-37.917417762735596,144.7586028498535,Private room,45,2,0,,,1,0
+15437969,"WYNDHAM BAYSIDE VILLA - MELBOURNE Spacious, Beach",15651267,Serviced Houses Australia Hosted By,,Wyndham,-37.96219861623512,144.7071774133243,Entire home/apt,265,2,0,,,46,362
+16307889,Near public transport and shopping,45466919,Bedro,,Wyndham,-37.89935204740904,144.73082128298708,Private room,41,1,0,,,1,180
+7864485,Private Room Queen Bed with Aircon,36591532,Reny & Dick,,Wyndham,-37.897600253727646,144.728636671931,Private room,50,1,36,2017-03-30,1.86,2,364
+10160658,"Lake Resort
+(B & B)",44317034,Mobin & Binish,,Wyndham,-37.89723966321362,144.7778024868917,Private room,45,1,5,2017-01-27,0.37,2,348
+16481246,Truganina,108200898,Peng,,Wyndham,-37.86670074660842,144.7187263040936,Private room,85,1,0,,,1,89
+17558418,Upstairs bedroom and living area near airport.,59845433,Serge & Rosie,,Hume,-37.67609377819414,144.87331406182713,Private room,75,1,10,2017-04-02,10,1,311
+17984660,Room for rent in Craigieburn,123551695,Beenu,,Hume,-37.58659564848039,144.9149831576144,Private room,50,1,0,,,1,365
+16739776,Tullamarine Studio Apartment,38226780,Jess,,Hume,-37.69803321553892,144.88944143102722,Entire home/apt,89,2,0,,,2,83
+10846372,Ambient,56176927,Gresilda,,Hume,-37.637799453434724,144.90763013305317,Entire home/apt,138,1,38,2017-03-31,3.02,1,348
+12934958,House - 3 bedrooms (1 x bedroom available),57983290,Bronwyn,,Hume,-37.651639655271396,144.92571107419693,Private room,50,1,3,2016-10-15,0.39,1,0
+9115016,Private Room w/ Shared Bathroom - 1,4695256,Misty,,Hume,-37.67927702545694,144.89794124357817,Private room,41,1,50,2017-03-11,3.34,7,337
+17246947,Stay! Close Airport/City transport.,115159647,Nidz,,Hume,-37.66747369653367,144.9485654290015,Private room,48,1,3,2017-03-26,2.14,1,365
+6783728,"BULLA HILL - MELBOURNE, 5BDRM, SLEEPS 12-14",15651267,Serviced Houses Australia Hosted By,,Hume,-37.63106148785108,144.79919048510178,Entire home/apt,295,2,4,2016-02-14,0.21,46,354
+17123439,Room (Close to Melbourne Airport & M31 Hume Freewa,107192169,Xiaolin,,Hume,-37.579119009991835,144.904148681337,Private room,21,1,3,2017-03-26,2.20,2,174
+4883611,Backpackers delight near airport,12137616,Lorraine,,Hume,-37.59161612606688,144.9049776678372,Private room,42,1,59,2016-12-07,2.21,2,92
+13699870,when location matters,21831653,Lin,,Hume,-37.634944839050796,144.93361322289965,Private room,35,1,8,2017-03-08,0.93,4,177
+3312756,1 Bdm Unit 10 mins to Melb Airport,16729776,Natalia,,Hume,-37.69160287634173,144.89476663687321,Entire home/apt,69,1,31,2017-03-16,0.91,1,154
+6328212,Outer Suburbs family home,26817929,Stacy,,Hume,-37.63465837640137,144.92612357847545,Entire home/apt,41,1,0,,,1,0
+16900867,"Seperate, self-contained living, close to airport.",112804323,Maggie,,Hume,-37.674527996588196,144.8822109256506,Entire home/apt,85,1,19,2017-04-01,13.57,1,127
+16915327,Travellers lodge with en suite near the airport,20824451,Kylie,,Hume,-37.606013659167374,144.91879184771165,Private room,39,1,7,2017-03-22,3.28,5,221
+17832875,Fashion simple decoration style,121964788,Sef,,Hume,-37.64468831193913,144.95688687305199,Private room,98,1,0,,,1,365
+519659,Suburban Bed and Breakfast,2557442,Froilan,,Hume,-37.62675929667805,144.9358296281907,Private room,98,3,0,,,1,365
+16290695,"LEMONWOOD VILLA - MELBOURNE 5BDR, 25 MIN to CBD",15651267,Serviced Houses Australia Hosted By,,Hume,-37.6333843666544,144.88272335770947,Entire home/apt,245,2,0,,,46,337
+10265783,Private Room w/ Shared Bathroom - 5,4695256,Misty,,Hume,-37.67880330779654,144.8977677378844,Private room,41,1,80,2017-03-11,5.27,7,330
+14658602,"Private bedroom with aircon,free to airport",91050309,Dong,,Hume,-37.70694537477184,144.88166168953373,Private room,75,1,9,2017-02-23,1.22,1,214
+16603676,Private double room close to the airport.,109549297,Sally,,Hume,-37.597945672094575,144.84176411290454,Private room,80,1,8,2017-03-25,3.29,1,79
+17833144,Complete home appliances,121966856,Sikz,,Hume,-37.61613702691846,144.92969400274242,Private room,98,1,0,,,1,179
+14953643,Luxury Retreat Melbourne,44205615,Adam,,Hume,-37.66344291184171,144.9716515704512,Entire home/apt,999,1,2,2017-02-25,0.30,1,356
+11782201,"CREST LODGE - MELBOURNE, SLEEPS 10",15651267,Serviced Houses Australia Hosted By,,Hume,-37.67200305519709,144.8894051757011,Entire home/apt,185,2,0,,,46,358
+14659932,Cozy room in Posh Locality,41972657,Pooja,,Hume,-37.571961398649414,144.9110113092299,Private room,80,10,0,,,1,0
+6823542,APPEALING HOME ON 1 ACRE (1st of two rooms avail.),23333253,Jenny,,Hume,-37.56073168546347,144.7023911231914,Private room,75,1,27,2017-03-28,1.37,2,353
+9318365,Room with double bed.,47854519,Himal,,Hume,-37.591343331238406,144.89279423867876,Private room,66,7,0,,,2,365
+15708594,Suburban Charm close to Melbourne Airport and CBD,38226780,Jess,,Hume,-37.69821979683725,144.88938725129313,Entire home/apt,165,3,13,2017-03-05,2.73,2,76
+6789100,ATTWOOD LODGE - MELBOURNE SLEEPS 12,15651267,Serviced Houses Australia Hosted By,,Hume,-37.66883235208494,144.88984063964944,Entire home/apt,275,2,3,2017-01-01,0.19,46,346
+8956494,"Location & Quality, 10m to Airport, Netflix, Pool",46807748,Dayan,,Hume,-37.625761450978885,144.8902951069686,Private room,59,1,36,2017-03-24,2.48,1,303
+12857489,5minutes to melbourne airport,69581250,Rachael,,Hume,-37.67265493650034,144.90257544159795,Private room,48,1,1,2016-10-26,0.19,1,180
+16917403,Travellers lodge near the airport,20824451,Kylie,,Hume,-37.60501116120511,144.9186010433538,Private room,29,1,13,2017-03-18,6.61,5,284
+16561120,Private room with En-suite close to Airport/City,109072717,Zoe,,Hume,-37.67169229124082,144.88116935816365,Private room,60,1,24,2017-03-29,8.78,1,161
+7094052,Silky Oaks - Melbourne getaway,37182819,Deb,,Hume,-37.597551492224056,144.87992259947637,Entire home/apt,250,2,4,2016-01-05,0.23,1,0
+14301076,Airport Accommodation,25475709,Lucy,,Hume,-37.69032686130448,144.87267215397125,Entire home/apt,94,3,1,2017-01-28,0.45,1,184
+10369462,Luxurious Warehouse Melbourne,51367692,Adam,,Hume,-37.66345916097464,144.9716806344799,Entire home/apt,999,1,19,2017-03-18,2.97,1,346
+6667300,VILLA TUSCANY - MELBOURNE Sleeps 21,15651267,Serviced Houses Australia Hosted By,,Hume,-37.55793797863698,144.8965516434781,Entire home/apt,295,2,8,2017-01-27,0.54,46,311
+17833971,Pastoral small fresh Hardcover,121974196,Gyh,,Hume,-37.58805077641694,144.9186495908048,Private room,98,1,0,,,1,365
+16005735,Luxury 3 Bed House in Craigieburn near Airport!!!,104054439,Tina,,Hume,-37.588152852655575,144.89389369844147,Entire home/apt,83,1,24,2017-04-02,5.54,1,286
+15064873,"Homely Room, in good area.",61495896,Zane,,Hume,-37.576898004688864,144.702685604977,Private room,48,1,6,2017-02-21,1.37,1,85
+13868873,FURNISHED ROOM FOR RENT,42460492,Navneet,,Hume,-37.59724479208501,144.92482780038398,Private room,50,1,0,,,2,365
+12323771,Modern roomy home close to airport FIFO,39884464,Naile,,Hume,-37.61211647053696,144.9118593420063,Private room,45,1,0,,,1,365
+16167793,BRADFORD PLACE 2 - 20min to CBD,15651267,Serviced Houses Australia Hosted By,,Hume,-37.69289739075193,144.88738223769013,Entire home/apt,215,2,0,,,46,331
+8371770,Best Western Melbourne Airport,44124191,Frontoffice,,Hume,-37.672885214135086,144.8878639572615,Private room,142,1,0,,,1,365
+7012134,"BRADFORD PLACE 1 - 20min to CBD, 4B",15651267,Serviced Houses Australia Hosted By,,Hume,-37.6937820597919,144.88535086916238,Entire home/apt,215,2,9,2016-11-30,0.58,46,304
+16006877,"VILLA VILLANDRY 16 MELBOURNE 4BDRM, Sleeps 10-12",15651267,Serviced Houses Australia Hosted By,,Hume,-37.61538308385053,144.91586911644453,Entire home/apt,215,2,0,,,46,337
+17610060,Shearers Qtrs. Great for famalies,27805462,Laurie,,Hume,-37.62999827055843,144.74654282041163,Entire home/apt,300,2,0,,,3,365
+11187842,R2 - Queen Bed with Shared Bathroom,57818425,Zaheer,,Hume,-37.589333723397054,144.69576131978863,Private room,85,1,0,,,3,365
+13933445,"Supreme house, best location, walk to everything",21831653,Lin,,Hume,-37.63448544417234,144.93272155646832,Private room,35,1,18,2017-03-06,2.10,4,180
+17834324,The view is very beautiful,121977136,Jiz,,Hume,-37.57442351414237,144.748438796095,Private room,98,1,0,,,1,365
+7030161,VILLA WARATAH A - MELBOURNE 3Bdrm,15651267,Serviced Houses Australia Hosted By,,Hume,-37.70662778814261,144.88265951223954,Entire home/apt,195,2,5,2016-09-26,0.31,46,333
+15152732,Woodlands Hill Escape,7016873,Chantal,,Hume,-37.657158686030506,144.8811835621531,Entire home/apt,121,2,0,,,1,65
+5621528,Halal home with Country hospitality,29140595,Cassie,,Hume,-37.68866389832269,144.9303817215886,Private room,83,1,0,,,1,365
+11126622,R1 - Single Bedroom Shared Bathroom,57818425,Zaheer,,Hume,-37.58922151817242,144.69586621741675,Private room,60,1,0,,,3,365
+8615689,Room for Rent,42460492,Navneet,,Hume,-37.59718047515213,144.92383299297654,Private room,50,1,0,,,2,0
+16917081,Great modern 3 bedroom home,20824451,Kylie,,Hume,-37.60461450122997,144.91897143240936,Entire home/apt,250,1,1,2017-03-25,1,5,7
+17486028,6 Mins away from Melbourne Airport!,108828079,Adam,,Hume,-37.702595109379594,144.87543195396316,Private room,72,1,1,2017-03-21,1,2,168
+9851203,Private Room w/ Shared Bathroom - 6,4695256,Misty,,Hume,-37.677920752212266,144.89830110724841,Private room,45,1,47,2017-03-08,3.09,7,339
+16797679,Queen Bedroom in quiet house close to Airport,111665268,Nicole,,Hume,-37.53659005359275,144.89806216845963,Private room,41,1,1,2017-01-26,0.44,2,168
+16207239,Large Ensuite Room near MEL Airport 大房間靠近機場,46966319,Henny,,Hume,-37.589153158438435,144.90068371686058,Private room,30,1,2,2017-03-11,0.78,1,0
+4760174,Private Comfy Room & Bath or Homestay in Greenvale,2166921,Nicholas,,Hume,-37.65243745832912,144.89995066100673,Private room,69,1,0,,,1,174
+13968149,Airport Gem,40249004,Gorica,,Hume,-37.645799215348596,144.8911900981965,Private room,50,2,2,2016-12-01,0.30,1,64
+14766843,Great house for any visitng tourist,27708115,Fatih,,Hume,-37.663176249371226,144.92946733219114,Private room,43,1,0,,,1,364
+14016969,Very Close to Tullamarine Airport,69725986,Sylvette,,Hume,-37.697210544276324,144.87817599173962,Private room,60,1,49,2017-04-01,5.68,4,359
+15360542,Comfortable Sunbury Retreat,98048015,Felicity,,Hume,-37.58858781889944,144.7030082940009,Private room,50,2,7,2017-03-17,1.48,1,275
+8118550,"MELROSE PLACE - MELBOURNE 20min to CBD, sleeps 8",15651267,Serviced Houses Australia Hosted By,,Hume,-37.70209986816272,144.8822936312066,Entire home/apt,195,2,2,2017-01-14,0.16,46,336
+9200293,A nice room in Melbourne.,47854519,Himal,,Hume,-37.59129307191506,144.89428122532487,Private room,66,1,0,,,2,365
+16247310,VILLA WARATAH B - MELBOURNE 3Bdrm,15651267,Serviced Houses Australia Hosted By,,Hume,-37.70650637181683,144.88420532768217,Entire home/apt,195,2,0,,,46,337
+17834086,5 star standard,121975227,Ghh,,Hume,-37.57948550274003,144.7130266328806,Private room,94,1,0,,,1,178
+16019918,"VILLA VILLANDRY 12 - MELBOURNE 4BDR, Sleeps 10",15651267,Serviced Houses Australia Hosted By,,Hume,-37.61588198427962,144.91380717264562,Entire home/apt,215,2,0,,,46,359
+7626402,APPEALING HOME ON 1 ACRE (2nd of two rooms avail.),23333253,Jenny,,Hume,-37.5614181321822,144.70213751733056,Private room,75,1,12,2017-02-11,0.60,2,356
+15823406,田园渡假期别墅,62172513,Lucy,,Hume,-37.54197059745707,144.84573303077462,Entire home/apt,450,1,0,,,1,364
+17655151,jinghua luxury park,120139470,Landry,,Hume,-37.65709958756368,144.93712960399174,Entire home/apt,127,1,0,,,1,181
+16805452,2 Single Bed Room in quiet house close to Airport,111665268,Nicole,,Hume,-37.536548728750816,144.8987685011754,Private room,30,1,4,2017-03-17,1.74,2,162
+17833416,Warm and comfortable leisure,121969517,Sud,,Hume,-37.56770925964815,144.90789709846888,Private room,98,1,0,,,1,179
+16676200,Spacious & Homely,87688416,Wendi,,Hume,-37.56622890576158,144.71749608339326,Private room,69,1,3,2017-03-25,1.70,1,180
+11168110,R5 - Queen Bed with Shared Bathroom,57818425,Zaheer,,Hume,-37.58907536200288,144.69611601265257,Private room,85,1,0,,,3,365
+13761113,1km from town and train station,77056111,Lynette,,Hume,-37.580106754588925,144.71654253863355,Shared room,41,2,1,2016-11-08,0.20,1,180
+16676265,Vista,110344785,Elizabeth,,Hume,-37.67551851562634,144.89537017376648,Entire home/apt,300,2,0,,,1,365
+16249342,VILLA WARATAH C - MELBOURNE 3Bdrm,15651267,Serviced Houses Australia Hosted By,,Hume,-37.70700977148671,144.8838423074476,Entire home/apt,195,2,0,,,46,338
+13988570,Near Tullamarine Airport,69725986,Sylvette,,Hume,-37.69717925928372,144.87663771202165,Private room,60,1,59,2017-04-01,6.73,4,91
+15524785,Master New King bed Ensuit&Breaky,43332729,Helen,,Hume,-37.58893394532823,144.70091731860688,Private room,89,1,11,2017-03-31,2.34,1,337
+9034673,Queen bedroom with built in robe,21191209,Billie,,Hume,-37.693886494409334,144.87475584564635,Private room,149,1,0,,,1,0
+13590504,Dog show weekends,59232878,Rebecca,,Hume,-37.58211407629795,144.754372512142,Private room,80,1,0,,,1,365
+16828947,Room (Close to Melbourne Airport & M31 Hume F'way),107192169,Xiaolin,,Hume,-37.57999307296858,144.90429815714486,Private room,35,1,9,2017-03-29,4.35,2,173
+17487444,6 mins away from Melbourne Airport!,108828079,Adam,,Hume,-37.701645504114786,144.87439220878016,Private room,66,1,1,2017-03-20,1,2,169
+3345112,"2 Bedroom, 1 bath in Family Home",4695256,Misty,,Hume,-37.676021542194064,144.89576747431434,Private room,75,1,62,2015-11-25,1.89,7,34
+15709710,Close to Melbourne Airport 20 Minute Drive,49583172,Michelle,,Hume,-37.57045917457949,144.6966837652398,Private room,55,1,13,2017-03-27,2.62,1,171
+14014110,Near The Tullamarine Airport,69725986,Sylvette,,Hume,-37.69616950891946,144.87830534367828,Private room,60,1,74,2017-03-18,8.64,4,87
+17660118,A cozy peaceful space,120188483,Diana,,Hume,-37.69807341391771,144.87879843659977,Private room,80,1,0,,,1,180
+5363839,Animal Land Settlers Run,27805462,Laurie,,Hume,-37.63028871240781,144.7465024310008,Entire home/apt,360,1,3,2017-01-28,0.13,3,176
+16021817,Iron Bark Room. Melbourne farm stay,27805462,Laurie,,Hume,-37.630098987769735,144.74495696334614,Private room,290,1,0,,,3,181
+17655197,yijiahome,120139899,Adams,,Hume,-37.64965375760689,144.92233689888837,Entire home/apt,94,1,0,,,1,181
+17833242,Quiet life,121967939,Gyhb,,Hume,-37.611181788908404,144.92372545919082,Private room,98,1,0,,,1,365
+6931589,"VILLA VILLANDRY 14 MELBOURNE 4BDRM, SLEEPS 10-12",15651267,Serviced Houses Australia Hosted By,,Hume,-37.6148236378756,144.9163452114724,Entire home/apt,215,2,5,2017-01-15,0.28,46,335
+17814825,"Female house, 20mins from airport",23005557,Mandy,,Hume,-37.58721856875308,144.91586571885938,Private room,24,1,0,,,2,355
+16665646,Would suit solo traveller. room close to shops.,110225078,Peter,,Hume,-37.640969399769816,144.89246376089937,Private room,50,1,0,,,1,90
+12798757,Self Contained Cottage,69725986,Sylvette,,Hume,-37.69524057237437,144.87899777891698,Entire home/apt,100,1,63,2017-02-27,5.71,4,82
+8375030,Outer Metro Melbourne 2,32741289,Rob,,Hume,-37.60799092091977,144.9243464743335,Private room,35,2,3,2016-04-27,0.18,2,9
+17948820,"""Moiradale"" Country Retreat",46817754,Leissa,,Hume,-37.549455820459286,144.7303906485262,Entire home/apt,300,2,0,,,1,61
+8654594,Spacious rm 9min Airport 30min City,45482644,Cherlyn,,Hume,-37.62699362707985,144.87557454748125,Private room,45,1,47,2017-03-27,2.65,1,358
+12492979,two king size singles in a private,67641306,Paul,,Hume,-37.676080138153246,144.90728665289654,Private room,55,1,0,,,1,90
+9613666,Private Room w/ Shared Bathroom - 2,4695256,Misty,,Hume,-37.67913550512247,144.89659801345817,Private room,41,1,79,2017-03-18,5.13,7,319
+10528061,Melbourne Airport - 1 bed apartment,54288518,Heather,,Hume,-37.672817118381566,144.88537900137428,Entire home/apt,94,2,4,2017-03-19,0.27,1,358
+17146991,one spare bedroom with a queen bed,115294952,Rateb,,Hume,-37.69123771088527,144.91751039675904,Private room,41,1,0,,,1,92
+17573579,Luxury Home Near Airport,119344082,Samia,,Hume,-37.673803090170836,144.9414657769809,Entire home/apt,110,2,0,,,1,29
+10265267,2 beds - Private Room and Bathroom,4695256,Misty,,Hume,-37.67761459135841,144.89756611365476,Private room,69,1,42,2017-03-14,2.79,7,306
+16949805,Traveller & backpackers lodge close to airport,20824451,Kylie,,Hume,-37.60613798781316,144.9176256771936,Private room,29,1,10,2017-03-26,4.84,5,320
+17834197,Complete facilities,121976114,Gyh,,Hume,-37.589243689406615,144.69848641326837,Private room,98,1,0,,,1,178
+17833332,Clean and tidy,121968722,Gyu,,Hume,-37.58614503659559,144.9102751459721,Private room,98,1,0,,,1,365
+13705001,Huge house with Direct transport to City & Airport,21831653,Lin,,Hume,-37.63422063594258,144.93319267717672,Entire home/apt,35,1,32,2017-04-01,3.60,4,177
+10265616,Private Room w/ Shared Bathroom - 4,4695256,Misty,,Hume,-37.67859640838121,144.897514347736,Private room,50,1,35,2017-03-08,2.38,7,339
+9279201,Q Comfy sunbury room queen bed.,27144571,Lennard (ROY),,Hume,-37.57941522840502,144.71817787879158,Private room,50,1,8,2017-03-12,1.30,2,108
+15221929,Entire modern home,20824451,Kylie,,Hume,-37.60387890523559,144.91474385291147,Entire home/apt,250,1,1,2016-10-02,0.16,5,356
+16653607,5 minutes from Tullamarine Airport,6170368,Sam,,Hume,-37.68895912822285,144.87340701666977,Entire home/apt,94,1,5,2017-04-01,1.76,1,177
+6296679,Outer Metro Melbourne,32741289,Rob,,Hume,-37.60544696360127,144.92662253163607,Private room,35,2,26,2017-02-28,1.14,2,158
+16560503,Home away from home - Clean & Comfortable,109065684,Nicole,,Hume,-37.6151339202732,144.88600280208792,Entire home/apt,110,5,0,,,1,63
+13701330,Huge luxurious house with best location,21831653,Lin,,Hume,-37.63419534258071,144.93291748502946,Entire home/apt,35,1,35,2017-03-27,3.96,4,179
+9279128,D Comfy sunbury room double bed.,27144571,Lennard (ROY),,Hume,-37.58026894486475,144.7181310253086,Private room,50,1,30,2017-04-01,1.82,2,80
+4271529,Double bed near airport,12137616,Lorraine,,Hume,-37.59135073776332,144.90647020210784,Private room,45,1,25,2017-01-06,0.88,2,92
+12479314,"Female household in Craigieburn, Mel. Meals",23005557,Mandy,,Hume,-37.57823016189838,144.91487506187414,Private room,33,1,24,2017-03-17,2.09,2,44
+16848507,Large Ensuite Room near MEL Airport,46934422,Menas,,Hume,-37.59074016478504,144.90063684957798,Private room,50,1,0,,,1,0
+4145386,10 Mins from Tullamarine Airport,21505124,Domenic,,Hume,-37.69044867696736,144.92967456958235,Private room,149,1,68,2016-05-29,2.28,1,365
+17800694,the oriental plaza,121641671,Mosley,,Hobsons Bay,-37.87309522299867,144.77494490906037,Shared room,100,1,0,,,1,181
+653325,Your luxury home away from home 2,2471690,Margaret,,Hobsons Bay,-37.86057272444632,144.87985227709066,Private room,185,3,0,,,4,365
+7974213,Self contained 2 bedroom unit,38981612,Bruce,,Hobsons Bay,-37.852386591973776,144.89743562498154,Entire home/apt,185,1,19,2017-03-25,1.50,2,350
+3604633,Luxury 4BR House in Williamstown,5821435,Veronica,,Hobsons Bay,-37.85695426587715,144.87156812878143,Entire home/apt,350,5,3,2016-12-15,0.17,6,278
+6390245,Stylish Family Home with pool,33313740,Ken,,Hobsons Bay,-37.85678552795408,144.88049424712233,Entire home/apt,375,1,0,,,1,0
+15500278,Easter Escape to Williamstown,13014637,Giuliana,,Hobsons Bay,-37.86750644467445,144.9051505493217,Entire home/apt,350,2,1,2016-12-27,0.31,2,28
+16351482,Art house by the bay,106883994,Andrew,,Hobsons Bay,-37.85380897428068,144.87582605347816,Entire home/apt,193,3,6,2017-03-25,2.54,3,357
+14451298,Deen & Kelly's house room 1,63672488,Deen,,Hobsons Bay,-37.84474925880683,144.8466709919902,Private room,69,1,8,2017-03-25,1.41,4,359
+15368986,"Delightful renovated home, close to CBD & beaches",98157809,Rose,,Hobsons Bay,-37.834032716074425,144.84365542595876,Entire home/apt,208,3,0,,,1,168
+5932515,Cosy abode,30803019,Alkinos,,Hobsons Bay,-37.83794066082788,144.88044486378396,Entire home/apt,125,2,22,2017-03-04,2.04,1,339
+17925643,Williamstown beach house,59994038,Chantelle,,Hobsons Bay,-37.865903527753865,144.89242506810368,Entire home/apt,260,2,0,,,1,209
+16418387,"4bed, 3bth luxury, 10mins to CBD, 5mins to beach!",54420643,Rachael,,Hobsons Bay,-37.83770344251605,144.88192291163395,Entire home/apt,275,1,0,,,2,27
+16411506,Altona Beach Retreat,64973861,Janine,,Hobsons Bay,-37.86611931687356,144.837251940427,Private room,55,1,4,2017-03-24,1.97,1,363
+12192582,A sweet surprise awaits inside...,29835061,Gina,,Hobsons Bay,-37.84175477302675,144.88033758999956,Entire home/apt,430,5,4,2016-12-30,0.49,1,117
+317239,Inner City Home-12 mins by train to Melbourne CBD,1628602,Jacqueline,,Hobsons Bay,-37.82988575651253,144.8712253428748,Private room,85,3,0,,,1,365
+4937509,Twin room in cosy family home,22041729,Janine,,Hobsons Bay,-37.887139504068,144.76209082907195,Private room,121,1,0,,,1,365
+14522186,Historic Federation House recently redecorated.,79207510,Ian,,Hobsons Bay,-37.864405988574866,144.88924534366896,Entire home/apt,201,3,3,2017-01-28,0.55,1,270
+17894337,"City Fringe Jewel, Wifi & Close to beach",22310961,Fiona,,Hobsons Bay,-37.846378177394186,144.8887774255581,Private room,69,1,0,,,4,345
+17894381,Newport room with ensuite and WIR,88450665,Michael,,Hobsons Bay,-37.84392960432003,144.8696443632017,Private room,41,1,0,,,1,183
+6917979,Newport Leadlight Haven,7015827,Noel,,Hobsons Bay,-37.84236022582764,144.88881695536605,Entire home/apt,135,3,22,2017-03-13,1.07,2,281
+11013745,Gorgeous 3 BDR light filled home,19762308,Christine,,Hobsons Bay,-37.83934111117807,144.88737099316916,Entire home/apt,220,3,15,2017-03-20,1.30,1,225
+13981697,Cozy&Modern room close to train&beach 20k to city,15802933,Ashley,,Hobsons Bay,-37.86667111544804,144.8151257908001,Private room,59,2,11,2017-02-27,1.45,1,40
+1025055,Beautiful Melbourne Home - 2BR,4215295,Gail And Michael,,Hobsons Bay,-37.84360911909268,144.87686868054183,Private room,199,2,12,2016-01-26,0.25,3,365
+17867826,"Newport cottage, Walk to train, and shops.",26722349,Shannon,,Hobsons Bay,-37.845940496250066,144.8722599100967,Entire home/apt,180,1,0,,,1,106
+10166369,Cozy bedroom -Closer to the city,3969389,Shehan,,Hobsons Bay,-37.825402398886055,144.85088722999868,Private room,50,1,36,2017-03-26,2.44,3,138
+7939242,Stylish Artistic Bayside Apartment,41869122,Gursel,,Hobsons Bay,-37.85373633113931,144.85822181190306,Entire home/apt,100,5,9,2017-03-15,0.51,1,352
+12330171,Newport Melbourne Australia,66542861,Robert,,Hobsons Bay,-37.84327798749311,144.86881234661385,Private room,50,1,14,2017-02-19,1.36,3,333
+7875631,7kms to CBD & Williamstown Beach,35334729,Kelly,,Hobsons Bay,-37.84002538590483,144.8811768901883,Entire home/apt,121,2,24,2017-02-26,1.79,1,275
+16493781,Eddie | Pets | Wifi | Secure courtyard | S2,33064382,Jo & Greg,,Hobsons Bay,-37.82909207505704,144.87033338575506,Entire home/apt,125,3,0,,,3,365
+16651656,4 Level Townhouse with Rooftop Terrace,34430974,Michelle,,Hobsons Bay,-37.860149841301826,144.88959580252984,Private room,90,1,5,2017-03-31,3.41,1,85
+13872548,The Elms - perfect location and stylish luxury,82049682,Libby,,Hobsons Bay,-37.86089786895738,144.89687070096704,Entire home/apt,185,2,15,2017-03-18,1.78,1,61
+4695869,Entire Home - 3 Bed Townhouse,20555318,Spencer,,Hobsons Bay,-37.829187632242665,144.87061237183656,Entire home/apt,145,2,5,2016-03-15,0.18,1,0
+16492398,Spacious 3 BR Home in the heart of Williamstown,32790903,Sally,,Hobsons Bay,-37.86355341640593,144.9045829805245,Entire home/apt,295,3,0,,,8,264
+12593010,"Quiet, Cosy, Comfortable apartmet",32790903,Sally,,Hobsons Bay,-37.86498837706953,144.90831992965727,Entire home/apt,98,1,12,2017-03-18,2.02,8,364
+13801252,Great base for exploring the CBD to Geelong!,7692628,Stijn And Renee,,Hobsons Bay,-37.84227064447077,144.8632958818971,Entire home/apt,52,1,0,,,1,0
+9869086,Charming historic renovated cottage,4029010,Jesse,,Hobsons Bay,-37.86460808288355,144.90378784682036,Entire home/apt,170,2,30,2017-03-19,1.98,1,96
+14790668,Cosy Williamstown Studio Beach retreat,13014637,Giuliana,,Hobsons Bay,-37.866099933407696,144.9043285889858,Entire home/apt,100,1,3,2017-04-01,3,2,70
+16691002,Modern 2BRM apartment 2night min stay,32790903,Sally,,Hobsons Bay,-37.85777005453059,144.8968587738529,Entire home/apt,198,2,1,2017-03-11,1,8,180
+12191133,MELBOURNE HOLIDAY HOTSPOT NEAR CITY & AIRPORT,65527701,Tan,,Hobsons Bay,-37.85927434133596,144.76967512062112,Entire home/apt,55,1,0,,,1,358
+5905859,Melbourne Coastal Suburb Dble Room+,13247434,Robyn,,Hobsons Bay,-37.87971075048986,144.79202499726713,Private room,250,2,0,,,1,364
+16690772,"Beautiful, Modern 2BRM apartment",32790903,Sally,,Hobsons Bay,-37.85897436461249,144.896908522201,Entire home/apt,218,1,0,,,8,180
+17863121,Cosy Little Sail boat with the Best View,25545913,Dario,,Hobsons Bay,-37.853592466978974,144.90085164448675,Entire home/apt,96,2,0,,,1,354
+633546,Sunny Central Space for 3!,3153972,Trish,,Hobsons Bay,-37.828737183993006,144.8786093010141,Private room,85,2,6,2014-01-18,0.11,1,361
+13642505,"Bright, spacious, 2BRM Cottage",32790903,Sally,,Hobsons Bay,-37.85441293990025,144.89505297341017,Entire home/apt,229,2,2,2016-12-04,0.38,8,349
+15810369,Perfect home for young families - 15km from city!,1860228,Ben,,Hobsons Bay,-37.83094258677255,144.83565490640382,Entire home/apt,93,5,2,2017-01-06,0.63,1,79
+15960717,Heart of Williamstown,75487447,Megan,,Hobsons Bay,-37.8548408875158,144.89696699658242,Entire home/apt,214,4,1,2017-01-18,0.39,1,106
+17709250,Country style 1BR Granny Flat close to train/bus!,29302734,Catherine,,Hobsons Bay,-37.829023847215716,144.88108822972083,Entire home/apt,66,2,3,2017-04-01,3,1,37
+13023654,Modern double storey townhouse ideal for families,71922304,Debra,,Hobsons Bay,-37.84142529430398,144.8929069930722,Entire home/apt,180,5,0,,,1,0
+7974253,private room c/w ensuite,38981612,Bruce,,Hobsons Bay,-37.85181141602445,144.89763344530795,Private room,87,1,27,2017-03-30,1.72,2,353
+7353427,Roni's Palace,25020483,Rahat,,Hobsons Bay,-37.86345232056965,144.813101440997,Private room,190,1,0,,,1,365
+3160619,Spacious funky relaxing family home,7792381,Mike,,Hobsons Bay,-37.84408881931755,144.88216097649666,Entire home/apt,460,3,2,2016-07-09,0.08,1,364
+4897414,"""Bayside B&B"" - Bayside Period Home",64753,Tony,,Hobsons Bay,-37.86519889879493,144.89932545349748,Private room,52,2,36,2017-03-21,1.45,1,351
+10599303,3 bedroom townhouse 2 bathrooms,17628298,Terry,,Hobsons Bay,-37.8502059908581,144.8849856316398,Entire home/apt,260,2,3,2016-10-22,0.22,1,358
+11485234,Artist's home in Williamstown,2700040,Christine,,Hobsons Bay,-37.85078520927569,144.89287399543682,Entire home/apt,149,4,4,2016-05-28,0.32,1,0
+2352336,I do like to stay beside the seaside,7015827,Noel,,Hobsons Bay,-37.87044574207879,144.82358766207182,Entire home/apt,140,3,47,2017-01-03,1.24,2,338
+7716427,"Welcome to Melb, cosy main bedroom",40539034,Sarah Nicole,,Hobsons Bay,-37.83961501547051,144.8665092536612,Private room,50,3,6,2017-03-01,1.02,1,302
+13549154,Cosy 2BRM apartment in the heart of Williamstown,32790903,Sally,,Hobsons Bay,-37.86254088308772,144.90540282351918,Entire home/apt,180,2,2,2016-12-14,0.34,8,362
+4568575,Newport Oasis 2,23628663,Jane,,Hobsons Bay,-37.84723848753547,144.87637066149387,Private room,66,1,0,,,2,359
+12072691,Private Sunny Studio Apartment,64693563,Sally,,Hobsons Bay,-37.86358893318812,144.8857539981289,Private room,90,3,9,2017-03-23,0.74,1,120
+17285718,Edgar the Boat,116597365,Pj,,Hobsons Bay,-37.85466988109574,144.90160041671933,Entire home/apt,100,1,6,2017-03-26,4.29,1,176
+5062892,A taste of Williamstown,16760539,Mary,,Hobsons Bay,-37.85604203932121,144.89194421889115,Private room,85,1,0,,,2,306
+5062908,A taste of Williamstown ,16760539,Mary,,Hobsons Bay,-37.855244169569325,144.8900484872635,Private room,80,1,1,2016-10-30,0.19,2,365
+9847310,"Civic Pde, Altona",48522350,Liam,,Hobsons Bay,-37.86382688785424,144.83174216698987,Entire home/apt,115,1,3,2015-12-30,0.19,1,0
+9946375,Self Contained Furnished Bungalow,43228195,Luna,,Hobsons Bay,-37.82979829161716,144.8832613734407,Entire home/apt,121,3,6,2017-01-28,0.41,2,333
+13485085,Feels like home,77239418,Julie,,Hobsons Bay,-37.84104887775006,144.8732095538111,Private room,66,2,7,2017-02-23,0.77,1,89
+12994084,"Quiet, new home in a great inner city location.",66542861,Robert,,Hobsons Bay,-37.84286964152109,144.8705381058055,Private room,58,2,1,2017-04-01,1,3,62
+15779557,Room in a Funky House near Beach,20394723,Nevin,,Hobsons Bay,-37.86437462606521,144.82847834159168,Private room,39,2,3,2017-04-01,0.74,1,84
+10209406,Cosy 2 bedroom with parking,52453615,Anton,,Hobsons Bay,-37.83524862050792,144.8761573512878,Entire home/apt,118,2,19,2017-03-24,1.29,1,354
+16862260,Private bedroom #1. By the Sea and Train station.,46396961,Charlotte,,Hobsons Bay,-37.86686244950342,144.84091196215837,Private room,50,1,3,2017-03-18,3,3,120
+16469189,Live by the beach!,107534619,Lulu,,Hobsons Bay,-37.85993376093964,144.8953112930776,Private room,80,1,9,2017-03-31,3.70,2,365
+11777065,Funky family home,38126935,Nicole,,Hobsons Bay,-37.82936501876882,144.87041326623168,Entire home/apt,210,3,0,,,1,0
+10571755,Newhaven in Newport,50306263,Roslyn,,Hobsons Bay,-37.835032478599516,144.8702992064755,Private room,60,2,7,2017-03-13,1.15,1,348
+12594507,Newport Melbourne,66542861,Robert,,Hobsons Bay,-37.84476798521921,144.8689345361104,Private room,58,2,1,2016-09-24,0.16,3,62
+653330,Your luxury home away from home 3,2471690,Margaret,,Hobsons Bay,-37.86005279411085,144.8796463041611,Private room,185,1,0,,,4,365
+11325642,Private room - Cherry Lake - Beach,43314993,Sean,,Hobsons Bay,-37.859454075008934,144.84538194494363,Private room,69,1,1,2016-04-08,0.08,1,0
+16830663,A charming apartment close to cafes and the beach.,57685375,Liz,,Hobsons Bay,-37.864819342152835,144.90331647026932,Entire home/apt,121,1,7,2017-03-31,3.18,1,354
+281890,❤Cheerful retreat! 10km from CBD ❤,397569,Karen,,Hobsons Bay,-37.83693770912879,144.87639665665355,Private room,45,2,56,2017-01-15,0.87,3,336
+13980222,"Cozy & Comfy by the water,cafes,restaurants,train.",83401919,Erik,,Hobsons Bay,-37.854404553981134,144.9009251046557,Entire home/apt,110,1,36,2017-04-01,6.03,1,71
+8507850,"Light, bright room, great location!",7868235,Suzanne,,Hobsons Bay,-37.858445782329675,144.9009752817646,Private room,94,1,63,2017-03-19,3.46,1,328
+13658337,"Bright, spacious, 3BRM Cottage",32790903,Sally,,Hobsons Bay,-37.856303118080874,144.89364069287893,Entire home/apt,265,2,4,2017-01-20,0.59,8,350
+17163424,Cozy bedroom in Williamstown,54422847,Hoang,,Hobsons Bay,-37.86206337872178,144.88612384614387,Private room,55,1,3,2017-03-18,2.25,1,88
+10840428,New cottage in historic setting,56145364,Darren & Jodie,,Hobsons Bay,-37.849777648062876,144.89050348757723,Entire home/apt,94,2,16,2017-03-01,1.12,1,153
+7563847,Single Bed,15289083,Karen,,Hobsons Bay,-37.85522730315806,144.8961433567652,Private room,80,1,1,2015-07-29,0.05,1,0
+500950,Your luxury home away from home 1,2471690,Margaret,,Hobsons Bay,-37.85926044122866,144.87889826287193,Private room,210,1,1,2014-02-28,0.03,4,363
+14477961,The Guest House,89276378,Colleen,,Hobsons Bay,-37.83978212557213,144.88150230124575,Entire home/apt,313,2,1,2017-03-26,1,4,356
+14478106,The Apartment,89276378,Colleen,,Hobsons Bay,-37.838167286585744,144.8833789673631,Entire home/apt,149,1,2,2017-03-01,0.29,4,178
+9825172,Heavenly retreat,49528320,Dawn Power,,Hobsons Bay,-37.867253292206705,144.83831824717402,Private room,80,1,10,2017-03-12,0.65,1,334
+9462830,Private Studio in Williamstown,11090526,Jasmine,,Hobsons Bay,-37.86477609831553,144.8981641787222,Entire home/apt,97,3,12,2016-07-25,0.75,1,0
+4702537,Quirky industrial converted laundry,20543989,Teresa,,Hobsons Bay,-37.85675732565018,144.85884631168653,Entire home/apt,115,5,0,,,1,6
+13362381,Looking for Chinese speaking guest only,75826311,Lee,,Hobsons Bay,-37.86566506281978,144.81648884788095,Entire home/apt,84,1,1,2016-07-18,0.11,1,64
+6150280,"Beach front house, great view",4124201,Sally,,Hobsons Bay,-37.87027952791939,144.8413647019103,Entire home/apt,85,1,0,,,2,0
+17096486,ALTONA BEACHSIDE HOME,61858406,Shelley,,Hobsons Bay,-37.86191788512236,144.82427080374933,Entire home/apt,250,2,2,2017-03-04,1.36,1,64
+13496871,Comfortable & Convenient Inner City,25361048,Justin,,Hobsons Bay,-37.82578860048019,144.8749901912367,Entire home/apt,72,2,17,2017-04-01,1.87,1,79
+645260,☀Sunny Room for solo travellers☀,397569,Karen,,Hobsons Bay,-37.83779730966739,144.87562063903525,Private room,38,2,53,2017-03-24,0.99,3,345
+9298536,"Cottage by the Sea, Williamstown",20030225,Lisa,,Hobsons Bay,-37.86294532911422,144.898780604917,Entire home/apt,189,7,3,2017-02-27,0.79,1,354
+4938242,Charming Heritage Victorian home,25447023,Brendan,,Hobsons Bay,-37.856319419057634,144.89291212871242,Entire home/apt,300,3,0,,,1,281
+780196,Snug Seaside Cottage Vic. Aust.,117431,Lorraine,,Hobsons Bay,-37.871345497503846,144.81257615395765,Private room,45,1,28,2017-04-02,3.05,2,328
+17559584,Gorgeous little Newport Unit,50025563,Melissa,,Hobsons Bay,-37.84645463538511,144.8909540468637,Entire home/apt,125,7,0,,,1,197
+15007075,Beautiful Bungalow in Spotty on Reed,94683187,Anne,,Hobsons Bay,-37.82876395121059,144.88066995743588,Entire home/apt,250,2,5,2017-03-18,0.82,1,180
+8195459,Queensize Bedroom Ensuite Bathroom,43228195,Luna,,Hobsons Bay,-37.83117884473327,144.88386493550618,Private room,60,7,1,2015-09-28,0.05,2,364
+17657346,"Modern, loft-style townhouse near the beach",36257330,Timothy,,Hobsons Bay,-37.856528895091934,144.8928123252513,Entire home/apt,111,7,0,,,1,92
+12549699,"Lovely townhouse, Fabulous bedroom",40669348,Nina & Luiz,,Hobsons Bay,-37.84650306969933,144.88391219133032,Private room,69,1,8,2017-02-16,0.93,1,90
+900706,Affordable and Comfy Room Available,4810945,Robert,,Hobsons Bay,-37.86389026433314,144.77731153131248,Private room,45,7,5,2016-07-31,0.14,3,358
+10927997,Spotswood one bedroom unit,54585047,Amitabh,,Hobsons Bay,-37.82799838795675,144.8739730798423,Entire home/apt,50,1,0,,,1,0
+5042103,1 Bedroom available,21059768,Ann,,Hobsons Bay,-37.850246821909636,144.89296228043008,Private room,60,2,11,2017-01-21,0.41,1,364
+14308122,"3 BR house in Seabrook, Melbourne",4776842,Haider,,Hobsons Bay,-37.88447181602073,144.7572552313854,Entire home/apt,160,2,13,2017-03-17,2.03,1,359
+17464847,Melbourne 2BRM Victorian Home & Garden Living...,68252817,Keanyen,,Hobsons Bay,-37.84118361358389,144.87785032739566,Entire home/apt,176,1,2,2017-03-11,2,1,69
+9697474,"Modern family home, 6kms from city!",50078971,Lisa,,Hobsons Bay,-37.8277826902145,144.8732209983549,Entire home/apt,240,5,2,2017-01-03,0.14,1,0
+12842218,This home is most sought location,70127295,Darrel,,Hobsons Bay,-37.866032097899016,144.76753519890576,Private room,29,1,1,2016-05-06,0.09,1,360
+1766675,Light bright beach-side apartment,9282702,Monica,,Hobsons Bay,-37.869386877578044,144.81845308297102,Entire home/apt,160,3,14,2016-11-27,0.34,1,355
+17955042,Modern 3bdr home with pool 30min to city,123209293,Jeff,,Hobsons Bay,-37.8835426548543,144.7739991222956,Entire home/apt,201,1,0,,,1,0
+15759250,Secure apartment in sunny Altona,98108989,Logan,,Hobsons Bay,-37.86715456743561,144.83017556757295,Private room,55,2,11,2017-03-11,2.19,1,24
+16707228,Fun on the beach,110693337,Gurdeep,,Hobsons Bay,-37.870027048167096,144.8201520790147,Private room,50,21,0,,,1,0
+15169468,"A. Spacious private room, 10 minutes from the city",70557149,Kirsten,,Hobsons Bay,-37.82661886766823,144.87697923174537,Private room,60,1,3,2017-02-13,0.49,2,358
+8845389,Private Bedroom and Bathroom!,23001244,Natalie,,Hobsons Bay,-37.83014222208551,144.88422283347165,Private room,69,2,25,2017-02-18,1.43,1,21
+14674137,Townhouse with a Heart Shaped Tree,9324270,Melinda,,Hobsons Bay,-37.85887391922876,144.80898481288247,Private room,45,2,4,2017-02-19,0.65,1,152
+14644872,The Lodge Twin Room,89276378,Colleen,,Hobsons Bay,-37.83949624743152,144.8831603403264,Private room,100,1,2,2017-03-25,0.44,4,178
+10615210,Stylish living -One Bedroom(double),3969389,Shehan,,Hobsons Bay,-37.82495945869402,144.85132301572227,Private room,60,1,1,2016-09-11,0.15,3,0
+800702,Beautiful Melbourne Home sleeps 14!,4215295,Gail And Michael,,Hobsons Bay,-37.84691920742987,144.8808537666739,Entire home/apt,650,2,27,2017-01-23,0.68,3,333
+16806911,Room in Art house by the bay,106883994,Andrew,,Hobsons Bay,-37.85382304028815,144.87655885617502,Private room,85,2,1,2017-03-04,0.94,3,358
+10572460,Room in eco-friendly house + garden,51890204,Sam,,Hobsons Bay,-37.87634608007223,144.77050788139925,Private room,26,3,2,2016-02-11,0.14,1,0
+10616260,Stylish modern 3bed -15min to city,3969389,Shehan,,Hobsons Bay,-37.826874298515754,144.85107380973378,Entire home/apt,155,5,2,2016-08-06,0.24,3,19
+14644611,The Lodge Double (Queen bed) T.V.,89276378,Colleen,,Hobsons Bay,-37.83784318752219,144.8827715543009,Private room,90,1,0,,,4,178
+17593092,Quiet Seaside 3BRM House,2893166,Shannon,,Hobsons Bay,-37.85339403654053,144.9007509947679,Entire home/apt,149,1,0,,,1,51
+11797197,Quiet and Cozy 1 bedroom -Queen,62618799,Vinay,,Hobsons Bay,-37.888838531261804,144.77863092838794,Private room,50,1,0,,,1,364
+922118,Stunning Inner Melbourne Home - wh~,4215295,Gail And Michael,,Hobsons Bay,-37.844419036219385,144.8777570916759,Private room,249,2,49,2017-02-01,2.01,3,365
+6614036,Close to transport & shops,23310892,,,Hobsons Bay,-37.84368041507549,144.879879590839,Entire home/apt,90,1,3,2015-07-29,0.14,1,0
+11759113,"Relaxed, Convenient Home",19719080,Mark,,Hobsons Bay,-37.87841237629682,144.7554465026945,Private room,100,1,3,2017-01-04,0.27,1,365
+13101666,A charming little end Unit,46036049,Amanda,,Hobsons Bay,-37.831552518105106,144.87342740389235,Entire home/apt,119,5,2,2017-01-02,0.24,1,92
+15329298,Dalgarno-comfortable home close to The Strand.,12268177,Stephen,,Hobsons Bay,-37.85176483565075,144.89744787173518,Entire home/apt,176,2,10,2017-03-30,2.33,1,346
+4251330,WILLIAMSTOWN CENTRAL,11193686,Deb,,Hobsons Bay,-37.85628636890092,144.8968632966324,Entire home/apt,176,1,39,2017-03-25,1.28,1,338
+17536387,Private bedroom #2. By the Sea and Train station.,46396961,Charlotte,,Hobsons Bay,-37.86850004201516,144.84079231967385,Private room,50,1,1,2017-03-18,1,3,68
+2448210,STUNNING 2 Rm Apartm't Williamstown,5821435,Veronica,,Hobsons Bay,-37.85694906934174,144.87151999025824,Entire home/apt,121,2,112,2017-03-23,3.13,6,328
+14999657,Cosy modern unit!,74069943,B,,Hobsons Bay,-37.88178919305108,144.78098994075035,Entire home/apt,90,3,1,2016-09-27,0.16,1,341
+16834619,Live by the beach 2!,107534619,Lulu,,Hobsons Bay,-37.86047731963711,144.8953686382868,Private room,69,1,0,,,2,364
+15327111,Light-filled Inner West Townhouse,29414883,Bronwyn,,Hobsons Bay,-37.8383064268982,144.878004074468,Entire home/apt,210,7,0,,,1,173
+5437874,"Beach front, great view, kiting",4124201,Sally,,Hobsons Bay,-37.87006627723592,144.84154290164574,Private room,55,10,11,2017-03-12,0.66,2,360
+17498848,Deen and Kellys house room 3,63672488,Deen,,Hobsons Bay,-37.84526017517983,144.84689338070055,Private room,60,1,5,2017-03-22,5,4,346
+10346638,Spacious house in bayside Altona,22103038,Kade,,Hobsons Bay,-37.85653168436606,144.8202075526221,Entire home/apt,180,5,2,2016-08-22,0.16,1,0
+11721681,In the heart of Spotswood,15460230,Deborah,,Hobsons Bay,-37.831429102624874,144.88905994722774,Entire home/apt,100,1,13,2017-03-24,1.02,1,9
+11190489,Cottage by the sea,117431,Lorraine,,Hobsons Bay,-37.8699945371237,144.8116724259179,Private room,35,1,65,2017-03-21,4.71,2,272
+13947949,Cheap room for stay,68141990,Kabir,,Hobsons Bay,-37.86136562276598,144.7731984597737,Private room,42,1,7,2017-03-06,1.38,2,365
+10179588,"Great location, min from the beach",52274622,Typhanie & Felipe,,Hobsons Bay,-37.86656393035965,144.8284232534336,Private room,50,1,17,2017-03-09,1.11,1,347
+9851782,Bright room & private bathroom,50718148,Danila,,Hobsons Bay,-37.843643948069065,144.86625283613228,Private room,69,2,26,2017-03-26,2.34,1,316
+6871479,Bright Inner Melbourne Family Home,10918327,Nat,,Hobsons Bay,-37.84429012995771,144.87835643167884,Entire home/apt,275,5,5,2017-01-23,0.26,1,32
+10475852,Private self contained studio,53989967,Gus,,Hobsons Bay,-37.849827554114626,144.89432088970585,Entire home/apt,121,1,81,2017-03-30,5.79,1,311
+17126750,Seaholme Bungalow,47054918,Matt,,Hobsons Bay,-37.86800646696866,144.83833806631446,Private room,80,1,0,,,1,36
+16223953,"CHARMING, SPACIOUS AND NEXT TO THE STRAND",11645336,David,,Hobsons Bay,-37.85555270267896,144.9002573931794,Entire home/apt,180,2,2,2017-03-13,2,1,363
+4557925,Newport Oasis 1,23628663,Jane,,Hobsons Bay,-37.847286487710065,144.8762680069273,Private room,66,1,1,2017-03-18,1,2,355
+8272803,Private Room and Ensuite Bathroom,43621746,Rachel,,Hobsons Bay,-37.83508811352205,144.87222966402936,Private room,89,1,0,,,1,0
+3885928,Lovely Bedroom in Altona,15071409,Inger,,Hobsons Bay,-37.85627991205045,144.85087565866775,Private room,50,1,9,2017-03-15,0.35,1,359
+15452514,Moments from the beach and minutes to the city,98988100,Nathan,,Hobsons Bay,-37.84414213344262,144.89136378394693,Entire home/apt,240,6,6,2017-02-19,2.25,1,61
+7749607,"Melbourne, beach, city, 4min to train station.",3336544,Myra,,Hobsons Bay,-37.845115711027184,144.8868286082102,Private room,41,1,40,2017-03-25,2.05,1,116
+17772676,For rich people only,68141990,Kabir,,Hobsons Bay,-37.861498147666644,144.7731381774446,Private room,201,1,0,,,2,365
+12889625,"B. Spacious private room, 10 minutes to the CBD",70557149,Kirsten,,Hobsons Bay,-37.82749597104626,144.87944731628042,Private room,60,1,11,2017-02-08,1.84,2,358
+75109,"❤ Safe, Cosy Oasis 10 km from CBD ❤",397569,Karen,,Hobsons Bay,-37.838211735643945,144.87827305496896,Private room,45,2,90,2017-03-23,1.23,3,357
+12819574,前澳洲女总理居住的小区Altona,walk到海边十分钟,69930797,Lucy,,Hobsons Bay,-37.86883814092864,144.8217871887729,Private room,34,1,34,2017-03-26,3.37,1,342
+12953895,Cosy 2 BR Williamstown Unit in Industrial Area,14772977,Sarah,,Hobsons Bay,-37.85475497841384,144.8577851451397,Entire home/apt,75,2,19,2017-03-30,1.76,1,54
+1844970,Just gorgeous - garden studio ,3688677,Sally,,Hobsons Bay,-37.84798017966042,144.8750631173935,Entire home/apt,72,1,45,2017-03-25,1.12,1,355
+6005594,"Private bathroom seaside, location!",20243309,Vivian,,Hobsons Bay,-37.866456763987024,144.81761664987297,Private room,41,1,40,2017-03-04,1.90,1,357
+15244698,Neat and Full furnished room,96935364,Bob,,Hobsons Bay,-37.87811916415862,144.77271687185464,Private room,35,2,1,2016-10-11,0.17,1,0
+7937376,Victorian Villa by the Sea,9299376,Matthew,,Hobsons Bay,-37.852245076347835,144.89692823802767,Entire home/apt,350,4,0,,,1,0
+16785248,Bright bedroom closed to station/beach in Altona,30865460,Clara,,Hobsons Bay,-37.85959908646199,144.8222884552184,Private room,60,1,3,2017-03-02,1.73,1,89
+17897446,Cosy cottage by the sea,3098050,Sue,,Hobsons Bay,-37.8707561304514,144.90014542307657,Entire home/apt,134,4,0,,,1,73
+17404601,Cosy Bright Room,4810945,Robert,,Hobsons Bay,-37.866067302622845,144.77710104236948,Private room,45,7,0,,,3,365
+9782356,Home Away from Home-City 15m drive,32794097,Trina,,Hobsons Bay,-37.82907021955111,144.853574212444,Entire home/apt,177,3,7,2016-12-28,0.44,1,306
+16815104,multiple rooms in Art house by the bay,106883994,Andrew,,Hobsons Bay,-37.853958346838866,144.87591623391296,Private room,140,2,0,,,3,357
+3477885,Gorgeous Renovated Victorian Villa.,2211875,Sarah,,Hobsons Bay,-37.845605186446086,144.88890691733766,Private room,85,1,4,2017-03-18,0.15,1,363
+16650455,"Modern, fresh and bright 3BRM townhouse",32790903,Sally,,Hobsons Bay,-37.86004816273638,144.901888735844,Entire home/apt,395,1,2,2017-03-03,1.15,8,179
+17895559,Style and comfort close to vibrant Melbourne.,114749780,Deb,,Hobsons Bay,-37.842232281925995,144.88009590816606,Entire home/apt,123,14,0,,,1,26
+6045015,"Spacious, Sunny & Cosy flat.",31372909,Polly,,Hobsons Bay,-37.84469948287837,144.86872691939243,Entire home/apt,121,2,30,2017-01-22,1.43,1,276
+16289936,Magnolia House,106564535,Magnolia House,,Hobsons Bay,-37.84539073612464,144.88605938850372,Entire home/apt,600,2,5,2017-02-17,2.05,1,131
+11929678,Deen and Kelly's House,63672488,Deen,,Hobsons Bay,-37.835307662852166,144.84649628237827,Entire home/apt,149,1,2,2016-11-26,0.27,4,360
+17498522,Deen and Kellys house room 2,63672488,Deen,,Hobsons Bay,-37.84359356173773,144.84589205677295,Private room,50,1,3,2017-03-26,3,4,353
+4360190,"Lovely, light-filled family home",22424800,Sandy,,Hobsons Bay,-37.85995834014661,144.89421344170893,Entire home/apt,225,5,1,2017-01-04,0.33,1,84
+16878056,Comfortable and quiet 2Brm Villa!,8035523,Melinda,,Hobsons Bay,-37.84429628391932,144.8658286418635,Entire home/apt,130,2,5,2017-03-13,3.49,1,35
+8489238,One Bedroom Apartment at the Beach,4810945,Robert,,Hobsons Bay,-37.869540185521195,144.82750336338745,Entire home/apt,85,7,8,2017-03-23,0.44,3,300
+16338517,"Bright 2 bedroom, 2 bathroom, modern family home",760849,Bev,,Kingston,-37.99013022944709,145.0768014376462,Entire home/apt,281,3,0,,,51,300
+9464047,Green Wedge,48545980,Grace,,Kingston,-37.96849548799796,145.13198140516923,Private room,90,1,0,,,3,365
+17129296,Beautiful good room,65288091,Sophie,,Kingston,-37.973006033167415,145.06593940777046,Private room,75,3,0,,,2,140
+5242093,2 bedrooms and a Yard in Mentone!!,27130518,Pablo,,Kingston,-37.97566997803164,145.06215434500433,Entire home/apt,99,3,29,2017-02-19,1.14,1,125
+17465345,Fabulous unit 200 metres to transport and shops.,32640768,Jenny,,Kingston,-37.98121179824611,145.06745746654335,Entire home/apt,149,2,0,,,1,263
+17334276,Beautiful Scandinavian Private Room with Ensuite,19433351,Michelle,,Kingston,-37.944818328308926,145.1117114808607,Private room,59,2,2,2017-03-24,2,1,159
+9011345,"Prime bayside spot, all you need!",11798601,Erik,,Kingston,-37.98000196390474,145.0652452607136,Entire home/apt,94,2,22,2017-03-05,1.30,1,246
+9011779,Monash Self Contained Apartment,41585564,Becky,,Kingston,-37.93961839822665,145.115551375345,Private room,55,2,0,,,1,261
+12157532,"Relaxed Home, Transport at Doorstep",39389265,Lloyd,,Kingston,-37.93475698965277,145.1044677000404,Private room,45,3,8,2016-11-18,0.71,2,92
+17924475,Charming room in a quiet unit,3143357,Svetlana,,Kingston,-37.96636273394583,145.06432325668013,Entire home/apt,56,1,0,,,1,364
+5341922,Cote d'Azur,22146574,Samantha,,Kingston,-37.98848177328212,145.05793438383589,Private room,72,1,18,2017-03-17,0.70,1,357
+15860563,EVELINE AT PARKDALE Private and self contained,102799315,Deborah,,Kingston,-37.994477385173376,145.0774632749057,Private room,80,1,1,2017-01-12,0.22,1,345
+6633061,Cape Cod style near the sea/wetland,34723752,Mark,,Kingston,-38.032803933886036,145.11584434064218,Entire home/apt,100,21,1,2015-10-11,0.06,1,0
+15960943,Stunning large studio room/ensuite - golf precinct,65390440,Nicole,,Kingston,-37.95438938776848,145.06365640972348,Private room,90,2,6,2017-03-02,1.76,1,169
+9079501,"Nepean Highway, Cheltenham",41362390,Fiona,,Kingston,-37.967366436928216,145.06094213914497,Entire home/apt,121,7,0,,,1,0
+8785000,Modern room & bath in SE Melbourne,46046046,Abdul,,Kingston,-37.95194633660124,145.07937572122322,Private room,60,1,0,,,1,365
+15469718,"Beach lifestyle/ Private Suite, Easy City access.",13390759,Chris,,Kingston,-38.06641757942257,145.13593317782102,Private room,60,1,2,2016-12-19,0.39,1,82
+13348173,Spacious family home metres from the beach,465413,Leannda,,Kingston,-38.033827826655234,145.10518407800527,Entire home/apt,149,2,3,2016-10-02,0.36,2,0
+16224265,暇意生活别墅,101452046,Susie,,Kingston,-38.06891477379389,145.13621502081403,Private room,94,1,6,2017-03-24,3.10,3,342
+15358981,A bedroom on the beach sleeps 3.,81011698,Robert,,Kingston,-38.04168596060493,145.11004658793732,Private room,50,2,9,2017-03-05,1.81,1,270
+9739123,Seasidespa Retreat Pool View Apartment,40242016,Jillian,,Kingston,-38.018733556989396,145.0982199041254,Entire home/apt,311,1,1,2017-03-18,1,3,181
+12256090,"Bright, spacious, large garden",65995981,Naomi,,Kingston,-37.99582300998609,145.08202970333267,Entire home/apt,66,1,0,,,1,78
+9739502,Courtyard Spa Apartment,40242016,Jillian,,Kingston,-38.018680478029836,145.09803099144233,Entire home/apt,290,1,1,2017-03-18,1,3,181
+13215100,It's actually what the photos show,74108247,Andrew And Steph,,Kingston,-38.010329441308876,145.13948171264076,Private room,66,1,1,2016-07-14,0.11,1,26
+16335740,Amazing House at Beach road in Mentone!,53992967,Rodrigo,,Kingston,-37.98827220531046,145.0601948690326,Private room,45,1,2,2017-03-11,0.91,1,84
+4761194,"""LITTLE RETREAT""",10790163,Suzy,,Kingston,-38.06407769181798,145.14490765938282,Entire home/apt,121,1,52,2017-03-28,1.89,1,142
+5537813,Bayside - Beach Train Cafes WiFi,24301687,Dean,,Kingston,-37.99430815186054,145.07837771707142,Entire home/apt,109,2,36,2017-03-19,1.47,2,310
+10726783,Brand new house/35m. CBD/ 7m. beach,55439638,Pablo,,Kingston,-37.96052279883885,145.05186132975882,Private room,38,2,13,2016-10-18,0.92,1,331
+16398322,Waterfront Oasis,107430213,Olivia,,Kingston,-38.07286309675012,145.14169261894938,Entire home/apt,281,1,5,2017-01-19,1.39,1,161
+16100850,Parkdale Paradise - a home away from home,104949671,Kay,,Kingston,-37.98744786686133,145.0848942504326,Entire home/apt,121,1,13,2017-03-25,3.36,1,180
+17346208,Clean and good room,75536202,Lizzy,,Kingston,-37.95515742621496,145.06874846172764,Private room,68,1,1,2017-03-21,1,1,150
+17245566,环境优美、温馨舒适,22170722,Matia,,Kingston,-38.06622331694127,145.13570725107826,Private room,84,1,1,2017-02-27,0.83,3,147
+10951361,Luxury Seaside Townhouse Brand New,26325859,Amalia & Peter,,Kingston,-38.0524588613294,145.1161395917541,Entire home/apt,240,2,8,2017-03-04,0.65,1,39
+15771793,Comfortable Home Close to Monash Uni Clayton,21825728,Sevim,,Kingston,-37.94005859804824,145.11235136326178,Private room,48,3,2,2017-02-17,0.76,3,93
+13803719,Quiet cul de sac close to,28842788,Jenny,,Kingston,-37.97915543671041,145.064111462303,Entire home/apt,60,4,5,2017-02-27,0.68,1,73
+8954117,Beachfront Melbourne,46799447,Kate,,Kingston,-38.07663194974265,145.12195617306236,Entire home/apt,125,28,1,2016-11-17,0.22,1,0
+17575754,Lake view with spa and internet access.,119365937,Ken,,Kingston,-38.07026443046861,145.14840341666786,Entire home/apt,67,1,1,2017-03-16,1,1,139
+4304792,"Apartment 2, 5 Phillip st",9393991,Marcela,,Kingston,-37.97700447138333,145.06099548655095,Entire home/apt,110,2,9,2015-04-09,0.32,2,57
+13574587,舒适安静的独栋别墅,超大主人间,全新家具,安静不受打扰,27471068,Grace,,Kingston,-37.94986511252022,145.12296648626798,Private room,45,2,6,2017-03-25,1.02,1,167
+10658238,1. Sunny Master Room very comfy bed,22641016,Christine,,Kingston,-37.93279759733864,145.12252334364842,Private room,45,2,1,2016-06-03,0.10,9,144
+12855804,Tranquil Balinese Style Home,70257309,Jo,,Kingston,-37.99931640760954,145.09859967964934,Entire home/apt,98,2,12,2017-03-20,1.41,1,261
+14098972,Beauiful bayside living,84852280,Mess,,Kingston,-37.951532037330544,145.05794122112556,Entire home/apt,260,1,3,2016-10-13,0.43,1,90
+16986141,Clean and comfortable home,77638409,Hilary,,Kingston,-37.931045979291575,145.10862036461177,Private room,30,1,5,2017-02-18,2.50,2,249
+6494653,"1 bedroom, courtyard and cafes",33948682,Lisa,,Kingston,-37.994262677176415,145.09217859782217,Entire home/apt,80,2,4,2016-12-31,0.21,1,0
+1057401,Modern Bayside Studio Apartment,5824112,Fiona,,Kingston,-37.99592278699111,145.0959041029202,Entire home/apt,75,7,10,2016-12-13,0.22,1,328
+15934210,Beach and Bayside Bliss,15244327,Paula,,Kingston,-38.04363884318574,145.11205264925457,Entire home/apt,170,3,4,2017-03-24,1.64,1,302
+11053838,Spacious beach-side bedroom,57368972,Charlotte,,Kingston,-38.042654504750935,145.10923831649026,Private room,41,1,0,,,1,0
+16440459,reclusive loft / warehouse by the beach,13424279,John,,Kingston,-38.03800195690936,145.10868050988884,Entire home/apt,121,2,0,,,1,175
+14595830,"我们是一对非常和善的夫妇, 欢迎到墨尔本来住我们家, 大家做朋友友, 交通非常方便 对面就是大型超市",90540043,Jun,,Kingston,-37.94093978704963,145.10158471351806,Shared room,50,1,1,2016-09-22,0.15,1,364
+11460227,3 Bedroom Absolute Beachfront,51483850,Esther,,Kingston,-38.05279914720053,145.11364359709233,Entire home/apt,250,3,15,2017-03-25,1.17,1,164
+3493189,On The Beach 2 - Aspendale,16453292,Jill,,Kingston,-38.01759560925651,145.09597600556634,Private room,110,1,14,2017-01-20,0.53,1,357
+11991321,Sea Breeze,1821222,Joanne,,Kingston,-38.07378129117365,145.1269158404045,Private room,50,1,6,2016-12-18,0.87,1,309
+10369563,Pool & Palms,53350482,Brooke,,Kingston,-37.93646904032426,145.05410530634995,Entire home/apt,240,2,10,2017-03-22,0.69,1,365
+17578561,RARE DESIGNER HOME AVAILABLE NOW,47607503,Fiona,,Kingston,-38.033206087145885,145.10637404221228,Entire home/apt,201,2,1,2017-03-21,1,1,33
+9681648,Hot weather! refreshing room fr $38,49980720,Victory,,Kingston,-37.94145344155903,145.04397050936018,Private room,38,1,0,,,2,276
+13941554,BeachHaven Poolhouse,34560163,Amanda,,Kingston,-38.06604352161047,145.1201694476822,Entire home/apt,364,2,3,2017-03-21,0.51,1,46
+17107628,环境优美、温馨舒适,22170722,Matia,,Kingston,-38.06669390064579,145.1375475996948,Private room,84,1,0,,,3,57
+16726976,One Room Shared House near Edithvale Bch free wifi,85575160,Zarli,,Kingston,-38.03759510889078,145.10799406744104,Private room,45,1,0,,,1,0
+801772,Highett room,431770,Leigh,,Kingston,-37.94900217148251,145.0456323801585,Private room,149,2,2,2015-11-20,0.11,2,365
+9944064,"Light, Bright and Fresh Home",2557688,Alana,,Kingston,-37.9837995096144,145.09233283780628,Entire home/apt,149,2,23,2017-03-22,1.50,1,333
+17893211,Bedroom unit in bonbeach,46329284,Laura,,Kingston,-38.06887190603751,145.12256452681666,Private room,60,1,0,,,1,271
+17347290,Best Western Plus Buckingham International Hotel,101783758,Bhuwan,,Kingston,-37.95225711825115,145.04610961269086,Private room,135,1,0,,,2,364
+2011918,beach living,2075095,Charlotte,,Kingston,-38.05558307359116,145.12663626709823,Private room,100,1,0,,,1,365
+865195,Self contained Garden View Studio ,606393,Barbara,,Kingston,-37.989337677260906,145.0780369803956,Entire home/apt,77,2,54,2017-02-16,1.06,2,324
+13024820,Relax in front half of house,971326,Erin,,Kingston,-38.07135799542205,145.13327039837628,Private room,55,2,0,,,1,80
+16760388,Private bedrooms and bathroom nestled by the lake,110909668,Trinh,,Kingston,-38.01228682457012,145.131951628622,Private room,109,2,1,2017-01-21,0.41,1,81
+10887331,"Light-filled, spacious family home in Bayside.",56417708,Tanya,,Kingston,-37.971498096600676,145.05809541686634,Entire home/apt,350,7,1,2017-01-06,0.34,1,76
+9463902,Sunset Azure,48545980,Grace,,Kingston,-37.968436003160846,145.13316142589537,Private room,85,1,2,2016-08-16,0.20,3,365
+12631732,Beautiful bedroom BIR & TV/DVD,68595547,Vishali,,Kingston,-37.94943463760606,145.11500766809382,Private room,69,1,0,,,1,365
+13776164,Light and Charming QU sized room.,80866380,Rochelle,,Kingston,-37.95372371253191,145.0822014481172,Private room,45,1,14,2017-02-25,1.62,1,351
+15152537,Cosy room in friendly house with a pool!,14455900,Belinda,,Kingston,-37.98131922299045,145.0792920363595,Private room,66,2,1,2016-10-10,0.17,1,350
+10270110,A bit of Mykonos in Mordialloc!,43423449,Julienne,,Kingston,-38.02256484536316,145.09893731681692,Entire home/apt,165,4,0,,,1,153
+15976709,Double Story Townhouse in Cheltenham Village,15238726,Itai,,Kingston,-37.96360739588106,145.05351509631055,Entire home/apt,60,3,1,2017-01-22,0.42,1,0
+17576889,Beautiful fully furnished bedroom,113181527,Sunni,,Kingston,-37.936587154778785,145.13358121588192,Private room,69,1,0,,,1,338
+120487,Garden Bungalow with the Possums,606393,Barbara,,Kingston,-37.99106954994175,145.07642922899657,Entire home/apt,92,2,45,2017-03-13,0.68,2,315
+9189081,New apartment 3 mins from beach,11851694,Leigh,,Kingston,-38.035704946230744,145.1061281268433,Entire home/apt,180,7,0,,,1,0
+17318517,Awesome Family House in Clayton,47377018,Nava,,Kingston,-37.93901166350035,145.1093137670512,Entire home/apt,138,3,0,,,1,4
+13517692,Clean and comfortable home,77638409,Hilary,,Kingston,-37.9304638946565,145.1085976118136,Private room,30,3,5,2017-04-01,1.12,2,106
+13943300,"New modern home, close to the beach.",76095748,Zoe,,Kingston,-37.99986282899593,145.10010309064378,Entire home/apt,250,2,3,2017-01-13,0.96,1,0
+14825774,Unique old wooden fishing boat!,81960869,Angela,,Kingston,-38.00933221370039,145.08699021344907,Entire home/apt,149,1,3,2017-03-11,0.45,1,364
+10373091,Summer holidays at the Beach House!,53393743,Nina,,Kingston,-37.992762877508376,145.06653588443956,Entire home/apt,201,1,22,2017-02-21,1.50,2,360
+9784319,"5. King Single, clean sunny bedroom",22641016,Christine,,Kingston,-37.93298350709519,145.12212102624815,Private room,39,2,2,2016-12-09,0.41,9,125
+8504902,Large luxury open plan living house,15712964,Janelle,,Kingston,-37.99102813117945,145.07849603385665,Entire home/apt,145,2,9,2017-01-07,0.50,1,362
+11126908,Chic Bayside Abode,44298941,Lisa,,Kingston,-37.98343147871974,145.0788033099896,Private room,66,1,29,2017-03-25,2.10,1,174
+10373660,The Best of Moorabbin!!,10352836,Neil,,Kingston,-37.94040251204348,145.0412610366544,Private room,50,2,5,2016-11-25,0.39,2,306
+13454459,Quiet private self contained poolhouse,76866975,Galit,,Kingston,-37.98306206234298,145.0652519277631,Private room,79,1,27,2017-03-27,3.42,1,340
+10440278,Bonbeach Water Fun - *RIVERFRONT + BEACH*,53784957,Jan,,Kingston,-38.07148753886912,145.12533015676755,Private room,60,2,5,2016-11-17,0.56,1,344
+11423527,Peaceful private room,10703806,Vee,,Kingston,-37.980873840042214,145.06858667945335,Private room,66,2,6,2016-11-06,0.46,1,364
+9785289,Quiet master bedroom near beach,21351096,Trevor,,Kingston,-38.04074281766207,145.13005100865533,Private room,80,3,2,2016-06-18,0.15,2,365
+17550684,Private Apartment + New + WiFi + Full Amenities,45331073,Anthony,,Kingston,-37.98123977380339,145.06931786694585,Entire home/apt,66,1,3,2017-04-02,3,1,107
+16491068,Cosy private villa in Cheltenham,108293425,Andrea,,Kingston,-37.972453651215254,145.05642329488873,Entire home/apt,60,2,2,2017-02-04,0.74,1,0
+16709528,Belle Maison,110715984,Tanya,,Kingston,-37.982217388656416,145.091315978115,Private room,55,1,4,2017-03-27,1.50,1,335
+17452448,Sandy Bay Retreat,110509327,Mike,,Kingston,-38.0166919721556,145.09577394745747,Entire home/apt,300,2,0,,,2,5
+11657678,Lovely Private Room With Free WIFI,52305910,Florian Laetitia,,Kingston,-37.981815260508554,145.06833227338637,Private room,52,1,13,2017-04-01,1.07,1,178
+9722796,Quiet 3 bedroom home near beach,21351096,Trevor,,Kingston,-38.0409017582647,145.13144013623167,Entire home/apt,149,3,0,,,2,91
+14115474,Bayside family home central location,57952249,Heather,,Kingston,-38.003330994277015,145.09011690835584,Entire home/apt,237,3,0,,,1,0
+5825222,Warrigal Road Accommodation,30236145,Jonathan,,Kingston,-37.965571687778635,145.07495383549661,Private room,121,2,0,,,1,0
+14343361,Townhouse with good location,86626507,Natasha,,Kingston,-38.04617892223938,145.11928820902463,Entire home/apt,121,21,0,,,1,362
+9464426,Sunshine,48545980,Grace,,Kingston,-37.96812117957278,145.13285454208642,Private room,121,1,0,,,3,365
+16998537,Carrum Townhouse,11864201,Chloe,,Kingston,-38.07493215793171,145.12477130105657,Private room,50,1,7,2017-03-15,,1,40
+16164347,PRIME Location,58724645,Troy,,Kingston,-38.05705326333383,145.11524418119959,Entire home/apt,180,4,0,,,1,105
+12115474,Appartment in High Security Complex,64989590,Poppy,,Kingston,-38.05333690264149,145.11571789247728,Entire home/apt,60,14,1,2016-04-03,0.08,1,0
+1500207,Fabulous location 2 mins to Beach,8017099,Rachel,,Kingston,-37.999127118761024,145.0776981430694,Private room,55,1,44,2017-03-30,1.08,1,157
+12545478,Be at home in a home!,66858145,Margaret,,Kingston,-37.98568918613586,145.1312565104741,Private room,80,1,3,2017-03-30,0.34,1,46
+16834394,Beach House Aspendale,90999458,Allister,,Kingston,-38.01839909541966,145.0941119521539,Private room,121,1,2,2017-03-12,1.46,1,180
+9695824,Hot weather! Refreshing room $35,49980720,Victory,,Kingston,-37.94117243617137,145.04240325236222,Private room,35,1,2,2015-12-18,0.12,2,0
+1798188,2 Bedroom Fully Furnished Sleeps 6,9393991,Marcela,,Kingston,-37.97413878132,145.06361337167266,Entire home/apt,110,2,33,2017-03-09,0.78,2,295
+6437639,Family home with pool and spa,33608303,Alex,,Kingston,-38.05830336324691,145.1243906860416,Entire home/apt,201,1,0,,,1,0
+16005939,Beautiful private room with so many extras,3752754,Jennifer And Harold,,Kingston,-37.98729770482642,145.07239028610513,Private room,100,1,1,2016-12-11,0.26,1,363
+16444961,Quiet Unit in Chelsea near beach,17230524,Rachael,,Kingston,-38.04422687182073,145.1283583501719,Private room,35,1,5,2017-04-02,4.05,1,296
+15379366,Cosy Bedroom with Seperate Bathroom,98300179,Wyanet,,Kingston,-37.93527417189745,145.12805867540655,Private room,38,3,3,2017-03-28,0.60,2,339
+7186925,BAYSIDE GARDEN BUNGALOW,29001170,Martin And Jenny,,Kingston,-37.99953327160898,145.09261937356638,Entire home/apt,85,1,115,2017-03-18,5.87,1,347
+10952658,A peaceful easy stay at the beach..,53393743,Nina,,Kingston,-37.99365212462305,145.06703813123764,Private room,76,1,3,2017-02-06,0.24,2,360
+8885425,Very quiet studio all to yourself,46492491,Paul,,Kingston,-37.96921117952726,145.05641645871128,Entire home/apt,80,2,48,2017-03-20,2.73,1,209
+9480749,"200m from the beach! Terrace, Wifi",5895446,Simon,,Kingston,-38.05675386167188,145.118480676257,Private room,55,2,0,,,1,0
+16417559,Cosy 2 Bedroom Apartment in Beautiful Mordialloc,107597883,Finn,,Kingston,-38.006597439099714,145.09406043890587,Entire home/apt,96,3,2,2017-01-05,0.64,1,0
+12746223,Luxury park view apartment,69266484,James,,Kingston,-37.95370336831688,145.04749804558685,Entire home/apt,130,3,16,2017-02-26,1.46,1,2
+10714624,Seaside Family Retreat,52246240,Gale,,Kingston,-38.07855221134614,145.12182589560635,Entire home/apt,849,14,0,,,1,0
+16707158,A Spacious sunny house &near beach,9532138,Aron,,Kingston,-37.974056574514385,145.0633699873272,Entire home/apt,159,2,8,2017-02-26,2.96,1,52
+17690298,Luxury apartment - marble bathroom,14517482,Ami,,Kingston,-37.97419431090735,145.06358221119817,Private room,125,1,0,,,1,180
+262114,"Highett Melbourne, Private Bungalow",431770,Leigh,,Kingston,-37.9477250934562,145.04471035007845,Entire home/apt,121,3,11,2017-03-12,0.17,2,338
+14674077,Private room with ensuite and walk in robe.,74431762,Shane,,Kingston,-38.07873342190748,145.1287857009079,Private room,41,1,7,2017-03-12,1.35,1,337
+12231682,Comfortable home close to transport,21825728,Sevim,,Kingston,-37.94064111847162,145.1096830259235,Private room,45,3,8,2017-02-19,0.72,3,113
+9813506,"3. King Single, clean sunny bedroom",22641016,Christine,,Kingston,-37.9318706503835,145.12408004539492,Private room,34,2,1,2017-02-18,0.65,9,345
+12940505,2 Bedroom Ground Floor App. Mentone,70463637,Niki,,Kingston,-37.98639655594572,145.06690325286553,Entire home/apt,85,4,7,2017-01-12,0.66,1,0
+9959013,Bayside house with lovely garden,8663319,Diana & Simon,,Kingston,-37.953005966526,145.05734829298046,Entire home/apt,189,2,5,2016-12-18,0.35,1,298
+4748965,The Best of Moorabbin,10352836,Neil,,Kingston,-37.940126711184256,145.0410600393925,Private room,50,2,14,2017-01-27,0.54,2,306
+13563834,Long Island Retreat,62482564,Virginia,,Kingston,-38.072740894039704,145.14217508417687,Entire home/apt,100,2,13,2017-03-30,2.50,1,152
+13564253,Furnished Room available close to the Beach,78174007,Bridget,,Kingston,-38.06276023007168,145.11830284509955,Private room,98,1,0,,,1,0
+11927226,Bentleigh East beautiful,63657049,Helen,,Kingston,-37.93775789585315,145.07033579914898,Entire home/apt,240,1,0,,,1,0
+15300964,Southland seclusion,97430823,Anthony,,Kingston,-37.95688183836824,145.0530812802026,Private room,56,1,6,2017-03-26,1.31,1,272
+13625796,Absolute beachfront home. Enjoy amazing sunsets!,9957438,Gaye,,Kingston,-38.0476531519527,145.11237878659676,Private room,90,2,6,2017-03-26,1.01,1,365
+785116,Beach Shack..minutes to the beach..,3579354,Kelly,,Kingston,-38.02886254382957,145.1060161831964,Private room,149,1,0,,,1,365
+7665500,SeasideSpa Retreat Large Pool Apartment,40242016,Jillian,,Kingston,-38.01978077149527,145.09814621831774,Entire home/apt,311,1,1,2017-01-29,0.45,3,365
+15733405,"""SEACLUSION"" Beach house",52361212,Lori,,Kingston,-37.99193132855045,145.07227283349576,Entire home/apt,295,2,3,2016-12-29,0.74,1,72
+5698398,Looking for a caring family ,29412161,Phil,,Kingston,-37.96132102329804,145.06480185425727,Entire home/apt,100,21,0,,,1,0
+16020069,Beachside Delight!!,24056211,Blair,,Kingston,-37.99241215951725,145.06910042596047,Private room,94,1,4,2017-03-27,2.55,1,164
+16183397,Perfectly located Private room.,105673034,Marilyn,,Kingston,-37.96254531821812,145.05248727820063,Private room,69,1,3,2017-03-10,1.29,1,327
+9498669,Family Oasis Home with Pool,49231900,Ricci,,Kingston,-37.939354977401955,145.04817252680786,Entire home/apt,295,7,1,2016-01-30,0.07,1,0
+10316023,Private room with beach balcony,3438436,Jo And Stefan,,Kingston,-37.99978034170248,145.07810789289064,Private room,85,2,12,2017-03-13,0.83,1,354
+5596653,Modern spacious bayside living home,18838557,Vani,,Kingston,-38.04312052090381,145.1155265742045,Private room,80,1,3,2015-10-18,0.14,1,365
+6441895,Single room for one clean person,33633260,Christine,,Kingston,-38.01399379536926,145.10785494136493,Private room,69,7,0,,,1,84
+9593781,Olive Cove BNB,49654751,Ingrid,,Kingston,-38.05879652818165,145.14202810982104,Private room,160,1,0,,,1,365
+17655361,"舒适温馨的二居室, 独立卫浴,提供自行车,出行便利,周围环境优美安静。",120045515,Qiuxun,,Kingston,-38.052244466115475,145.1247239291347,Private room,50,1,0,,,1,123
+13591337,Home away from home near beach and transport,78074173,Rhiannon,,Kingston,-37.953512602990834,145.0794527980106,Private room,60,2,1,2017-02-23,0.75,1,364
+16802564,休闲度假的好去处!!,101452046,Susie,,Kingston,-38.0666315434925,145.13356925782546,Private room,55,1,5,2017-04-01,2.05,3,160
+4280443,Private Room Luxury Home by river,22223809,Jane,,Kingston,-38.06104791499491,145.14244029989214,Private room,85,1,1,2015-11-02,0.06,1,365
+7332129,"Modern, 2 bedroom, 3 mins to beach!",32162819,Magdalena,,Kingston,-38.007635645751215,145.08988624343627,Entire home/apt,100,1,1,2015-08-24,0.05,1,0
+5448821,STROLL TO THE BEACH AND STATION,28264206,Saku,,Kingston,-37.99154469258557,145.06850248016497,Entire home/apt,100,2,28,2017-03-19,1.15,1,342
+13492875,2 bed apartment - access Melbourne's best features,16225403,Robyn,,Kingston,-37.97984497475997,145.12893631431137,Entire home/apt,160,2,2,2017-01-02,0.54,1,63
+14044715,Perfectly Presented Edithvale Townhouse,26088011,Michael,,Kingston,-38.04036566551797,145.1161240596401,Entire home/apt,85,2,6,2017-01-15,0.98,1,107
+16899434,Private room adjacent to picturesque golf course.,112785509,Glenda,,Kingston,-38.070157483339344,145.12844017967677,Private room,85,1,5,2017-04-01,2.54,1,28
+10476673,World Cup Golf Home,31713704,Steve,,Kingston,-37.954199256856256,145.08413261670574,Entire home/apt,1901,7,0,,,1,0
+4085924,Modern Spacious Apartment,21194089,Paul & Adele,,Kingston,-38.00009187565631,145.0964214287549,Entire home/apt,115,5,10,2017-02-21,0.39,1,296
+15915100,"Gr.1- Ladies Shared Room, renovated",22641016,Christine,,Kingston,-37.9310064105339,145.12284520984522,Shared room,28,1,1,2017-03-03,0.94,9,365
+14323187,CoNvErTeD CoZy GaRaGe!,39389265,Lloyd,,Kingston,-37.93519220052998,145.10366767977249,Private room,48,3,2,2017-03-14,0.30,2,180
+13719846,The Garden Room in Cheltenham,30816126,Fiona,,Kingston,-37.972938284079966,145.06002425227115,Private room,80,1,13,2017-03-19,1.69,1,243
+18009214,Beautiful Aspendale beach house,123803668,Maria,,Kingston,-38.02414147383747,145.09963452084767,Entire home/apt,201,3,0,,,1,212
+17741322,Bayside with Two Minutes Train Access,90130637,Anne,,Kingston,-38.03753745670082,145.10941228283303,Private room,69,2,0,,,1,153
+4541098,Walk to Train/Shops + WiFi/Netflix,10660170,Emily And Chris,,Kingston,-37.96914152765821,145.05743903397135,Entire home/apt,105,4,19,2017-01-17,0.76,1,348
+15748015,Best Western Plus Buckingham International Hotel,101783758,Bhuwan,,Kingston,-37.95004156502317,145.0461178006504,Entire home/apt,288,2,0,,,2,151
+1067281,Highett House Beaubay Pet & Child,5869866,Claire - Beau Bay Houses Owner/Ope,,Kingston,-37.95697462511241,145.05610259106734,Entire home/apt,288,14,0,,,6,351
+12598167,City and Peninsula Comfort.,68355348,Wendy,,Kingston,-38.00237588714881,145.09578597143278,Entire home/apt,250,2,0,,,1,89
+17347577,Micaeddy... Beachfront Oasis..,89234321,Mitchie,,Kingston,-38.04789145492927,145.1115075869332,Entire home/apt,499,4,0,,,1,174
+11087796,Beach apartment sleeps 2 up to 9,7392663,Moz,,Kingston,-38.03693776922732,145.1072704939992,Entire home/apt,180,2,19,2017-04-01,1.39,2,317
+17501055,Beach Front - Aspendale,118614883,Adam,,Kingston,-38.02513096302049,145.10026623315957,Private room,100,1,1,2017-03-12,1,1,84
+3452781,Lost horizon,4143727,"Prashikha, Joel & Jampa",,Kingston,-38.07641327020357,145.12864058724085,Private room,50,2,24,2017-02-02,0.79,1,351
+3458905,Artists cottage,16591317,Karin,,Kingston,-38.07189644483769,145.1217905596174,Private room,90,1,0,,,1,365
+15312280,Bright room at the beach - wifi & breakfast,465413,Leannda,,Kingston,-38.03137056833147,145.10427111891872,Private room,72,1,18,2017-03-25,3.42,2,79
+17267501,环境优美、温馨舒适,22170722,Matia,,Kingston,-38.06655587318588,145.13672971983368,Private room,79,1,1,2017-03-25,1,3,148
+13083952,Lovely family home near the beach.,4998105,Felicity,,Kingston,-37.99504492104756,145.08477584127306,Entire home/apt,145,5,1,2016-12-26,0.30,1,23
+1910020,Kilburn Close,4012744,Patsy,,Kingston,-37.968597245676165,145.0598783244114,Entire home/apt,121,5,19,2016-10-24,0.49,1,220
+17572977,Outdoor Family Lifestyle,93967137,Petrina & Rod,,Kingston,-37.96504852478648,145.06564929547832,Entire home/apt,281,3,0,,,1,41
+12232991,"Pretty, comfortable and chilled",21825728,Sevim,,Kingston,-37.93844294660724,145.1126113987943,Private room,41,3,4,2017-01-12,0.37,3,339
+3510505,COMO RETREAT - GORGEOUS BAYSIDE,17674962,Amber,,Kingston,-37.99364005635854,145.07532493172772,Private room,64,5,0,,,1,364
+14886484,超级好的中国房东!非常非常漂亮的独立屋!可以做西餐中餐!,93293361,静,,Kingston,-37.966102574021114,145.06838931387443,Private room,80,1,1,2017-01-20,0.41,1,364
+8136860,Bright Clean Spacious Train Station,40905663,Wesley,,Kingston,-37.93193159862775,145.13274155880737,Private room,30,1,1,2015-10-04,0.05,1,225
+17084117,Great location near Chelsea Beach,57230393,Wadzi,,Kingston,-38.057814081415174,145.1265069257494,Private room,100,1,0,,,1,90
+15573822,"Waterfront 3 Bed, 3 level home!",51331036,Peter,,Kingston,-38.06781474639368,145.1383329164052,Entire home/apt,66,1,0,,,1,180
+6997243,"Studio by the bay sleep 2, 3 + baby",7392663,Moz,,Kingston,-38.03704972385497,145.10573555907357,Entire home/apt,121,2,19,2017-02-12,1.42,2,278
+14360328,Hartley at Mentone,43050141,Brett,,Kingston,-37.98042652923571,145.05971365050536,Entire home/apt,149,4,4,2017-03-25,0.54,17,183
+4036340,Bayside Serenity,2466132,Trent,,Kingston,-37.99930097216297,145.08006744788727,Entire home/apt,130,1,23,2016-02-28,0.82,1,0
+300679,Comfy room in Oakleigh South Melbourne,1505279,Julie,,Kingston,-37.940004257756755,145.09678930535074,Private room,28,2,28,2017-04-02,0.47,1,322
+7279961,"Moorabbin- Private, Peaceful, and Secure",38118247,Isabelle,,Kingston,-37.94213680829085,145.04985884606813,Private room,60,1,28,2017-03-26,1.35,1,322
+7116072,Stunning Bayside Boutique Apt,37278673,Lisa,,Kingston,-38.01285722003996,145.08899313608595,Entire home/apt,140,1,8,2017-01-26,0.51,1,361
+17138559,perfect place for car traveller,37320414,Jacqueline,,Kingston,-37.95519236556318,145.0691701179977,Private room,50,1,1,2017-02-22,0.73,1,338
+9671908,"Friendly, sunny beach home",7663964,Anne,,Kingston,-38.06453041839106,145.119604332337,Private room,75,1,2,2017-03-28,0.16,1,74
+10949832,This is what holidays are about...,56788089,Kristy,,Kingston,-37.985008497939226,145.0555178327342,Entire home/apt,821,10,0,,,1,364
+4450896,Beach house for summer in Melbourne,23098857,Nicole,,Kingston,-38.061051063455835,145.12220995676265,Private room,85,1,0,,,1,365
+17372324,温馨度假屋,101452046,Susie,,Kingston,-38.07153716620035,145.1331492135875,Private room,66,1,3,2017-03-25,2.43,3,344
+10556576,"Bright, clean, new apartment",1328955,Mark,,Kingston,-37.96799665056062,145.05672733810852,Private room,75,1,0,,,1,365
+70328,AWESOME BEACH HOUSE BnB,356006,Raewyn,,Kingston,-38.00546324737567,145.0854132635382,Private room,66,1,62,2017-03-30,0.84,1,318
+17045974,Nice comfortable Room,65288091,Sophie,,Kingston,-37.970106561886496,145.07716288491457,Private room,50,3,1,2017-03-14,0.53,2,351
+13242504,Nestled in a quiet street near parks and beaches,73272954,Fiona,,Kingston,-38.044208532509465,145.12636701304774,Private room,60,7,0,,,1,0
+5434725,"""A LITTLE BRIGHT SAIL"" CHELSEA BEACHSIDE APARTMENT",28171093,Melanie,,Kingston,-38.05874135603149,145.12164034342496,Entire home/apt,125,1,31,2017-03-31,1.24,1,70
+16240443,Aspendale Beach Holiday House,106163141,Kate,,Kingston,-38.03115792495963,145.1050803899952,Entire home/apt,110,2,15,2017-03-26,5.17,1,39
+10684947,In the heart of Mentone,50154745,Lawrence,,Kingston,-37.97951316249832,145.06274619631193,Private room,45,1,41,2017-02-25,2.80,1,334
+17893082,Cosy bedroom and private lounge wi,117995695,Frank,,Kingston,-37.97584886222366,145.05594792893822,Private room,66,4,0,,,1,89
+16248063,Villa in ideal location-2 bath/WiFi,106232754,Freya,,Kingston,-37.979359575593215,145.06227439696946,Entire home/apt,155,2,8,2017-03-18,2.55,1,325
+17402583,"Bright, comfortable friendly host",37532440,Kris,,Kingston,-37.9991502539762,145.0963763911498,Private room,45,1,2,2017-03-08,1.87,1,151
+15762880,Cosy Rose Cottage,32377770,Kiera,,Kingston,-37.98576029681685,145.08006731066598,Entire home/apt,79,1,12,2017-02-26,2.61,1,97
+16869818,Stay now in a Mansion 5km to CBD,2078748,Brenda,,Maribyrnong,-37.81454964041363,144.89370025299527,Private room,91,2,2,2017-03-12,1.43,4,175
+5827730,Appealing single fronted townhouse.,30251790,Trish & Ian,,Maribyrnong,-37.8157840630207,144.88957972945104,Entire home/apt,116,2,42,2017-03-27,1.83,1,127
+1252561,Gorgeous sunfilled rooftop apt,6824697,Ann,,Maribyrnong,-37.81462346041398,144.89035258743797,Entire home/apt,185,2,70,2017-03-20,1.54,1,337
+712598,"Spacious, Charming Home!",1499650,Charlie,,Maribyrnong,-37.816247571751276,144.89438077385344,Entire home/apt,290,3,2,2017-01-02,0.05,2,0
+13084509,Brand new townhouse in Yarraville (6km from CBD),3017250,Jo & Paul,,Maribyrnong,-37.8216967172604,144.8869580706888,Entire home/apt,160,2,12,2017-01-03,1.18,1,145
+17793950,"Yarraville Gem! Large, renovated, close to village",24125981,Chris,,Maribyrnong,-37.81805966612257,144.89612538631374,Entire home/apt,380,3,0,,,1,52
+13500890,Maison BooBoo,21578729,Lydie And Michal,,Maribyrnong,-37.80161407790331,144.8976282319329,Entire home/apt,100,4,0,,,1,0
+6292433,Working Artists homestay,24878931,Sonya,,Maribyrnong,-37.804028703200196,144.90397240936665,Private room,50,1,14,2016-11-26,0.78,2,251
+8619032,10 min from CBD!!Room + your own private bathroom,45340128,Marcela,,Maribyrnong,-37.80065648394073,144.8773807790367,Private room,50,1,27,2017-03-08,1.56,1,296
+15401219,Private bedroom in inner west Melb.,20776579,Adrian,,Maribyrnong,-37.79112206068583,144.88593638936757,Private room,80,1,1,2016-12-14,0.27,3,360
+16990307,Modern nice home free wifi internet,113600972,Kate,,Maribyrnong,-37.79911656086078,144.90231824702548,Private room,55,2,2,2017-02-20,1.15,2,176
+11993696,Yarraville Village - Melbourne,4580828,Nicole,,Maribyrnong,-37.820565382324496,144.88697717449264,Entire home/apt,180,2,24,2017-03-29,2.28,1,144
+6750819,"LUXURY- CLOSE TO CITY, SHOPS, RACES **FREE WIFI**",19332057,Irene,,Maribyrnong,-37.7946397582348,144.8957540132549,Private room,85,3,4,2017-03-23,0.49,2,360
+16286780,Vibrant and diverse Footscray,5873968,Mark,,Maribyrnong,-37.794838042442116,144.9002522509662,Private room,45,2,3,2017-03-05,0.78,1,325
+16509678,INNOVATIVE BOUTIQUE STAYS,108508775,Josh,,Maribyrnong,-37.79656146353512,144.87846856279705,Entire home/apt,225,1,8,2017-03-26,4.07,2,289
+14155958,Villa style apartment block,51789438,Shiran,,Maribyrnong,-37.783001261726106,144.87889938495206,Private room,50,1,3,2017-03-16,0.94,1,253
+11830035,Bright and spacious house in Sunny Seddon,11949144,Sasha,,Maribyrnong,-37.80704055580012,144.88492081566523,Entire home/apt,100,2,11,2017-03-13,0.89,2,55
+17531327,Clean & Peaceful Place Close to City,118895023,Navneet,,Maribyrnong,-37.79934092608477,144.89653288999168,Entire home/apt,149,1,6,2017-04-02,6,1,359
+16105118,Private room with own bathroom,36049463,Dee,,Maribyrnong,-37.80696861790396,144.86810420555244,Private room,60,1,6,2017-03-15,1.71,1,55
+8258760,Budget room in fabulous Footscray!,31825650,Rahima,,Maribyrnong,-37.79772617154928,144.88951840661457,Private room,35,1,7,2017-03-01,0.43,1,122
+8194695,"Colourful & cosy room, Footscray",17530642,Teiqua And Regan,,Maribyrnong,-37.79082146473753,144.88728488652947,Private room,60,1,48,2017-03-17,2.76,1,117
+16714448,Independent Ensuite Room 3 stops to city,110693658,Fang,,Maribyrnong,-37.80317532002816,144.9027061726254,Private room,60,7,2,2017-03-24,1.13,3,262
+6425313,Stay Belgravia- Lime Tree House 6BR,11111107,Kelly,,Maribyrnong,-37.79967473338386,144.90451011092475,Entire home/apt,450,3,25,2017-03-25,1.14,2,295
+11897745,Double room close to city & airport,11949144,Sasha,,Maribyrnong,-37.80572587191147,144.88654127194388,Private room,50,1,3,2017-01-20,0.28,2,54
+2198556,"cozy cabin, 18 mins to melbourne",8078070,Errsh,,Maribyrnong,-37.79963941914394,144.89079729121784,Private room,41,1,2,2014-05-28,0.06,5,181
+5672760,Private room in cosy cottage,237077,Venetia,,Maribyrnong,-37.8018296999389,144.89274484474268,Private room,55,2,42,2017-03-10,1.71,1,153
+8621952,Lovely bright home for rent,45352783,Jarrod,,Maribyrnong,-37.80712680808699,144.88859119251555,Entire home/apt,149,4,11,2017-02-10,1.45,1,324
+13649054,Fine design with lots of class.,64582191,Christina,,Maribyrnong,-37.817969826408195,144.8671501727472,Entire home/apt,189,3,4,2016-12-20,0.45,1,364
+16977092,Cozy shared room in melbourne,98257898,Rocky,,Maribyrnong,-37.77924516146314,144.88467850248708,Shared room,50,1,3,2017-02-02,1.38,5,365
+17269287,Beautiful 3 bedroom home available in inner west,10862170,Felicity,,Maribyrnong,-37.80864256102716,144.8827397447393,Entire home/apt,180,2,1,2017-03-25,1,1,156
+3116412,"Beautiful ,light filled apartment.",15835817,Rhondah,,Maribyrnong,-37.79879525055671,144.89047598309864,Entire home/apt,105,2,33,2017-03-26,1.10,1,153
+16887034,NEW! The little house with lots-1 BR in Yarraville,4216070,Peter,,Maribyrnong,-37.81806089189577,144.89379883114418,Entire home/apt,89,4,3,2017-03-07,1.73,1,96
+17829360,Cosy bedroom in vibrant Footscray,49852401,Garang,,Maribyrnong,-37.798663505586205,144.8969483593496,Private room,41,3,1,2017-04-01,1,1,174
+4296181,4 beds 2 baths Parking & Wifi,16846456,Nicole,,Maribyrnong,-37.783454958390806,144.86937122816823,Entire home/apt,135,3,48,2017-01-07,1.68,2,339
+6033125,Converted Warehouse Apartment,20148452,Tim,,Maribyrnong,-37.816155653761605,144.8867151349662,Entire home/apt,249,1,0,,,1,0
+3608323,Charming 3BR Renovated Edwardian,9391283,Greg,,Maribyrnong,-37.805946115451114,144.88161882557984,Entire home/apt,121,5,27,2017-03-20,0.92,1,45
+8228608,2BD Apartment with parking close to Melbourne,1375850,Murali,,Maribyrnong,-37.781258098318546,144.89229193381166,Entire home/apt,140,2,51,2017-03-31,2.83,1,158
+16289571,"Light filled, green urban retreat minutes from CBD",11981640,Joshua,,Maribyrnong,-37.80094961850031,144.898329258309,Entire home/apt,121,2,1,2017-01-28,0.45,1,49
+10751950,1 Bedroom Apartment - Close to CBD,55592243,Susan,,Maribyrnong,-37.79814881514628,144.86854090281054,Entire home/apt,75,1,11,2016-05-13,0.79,1,0
+10396614,Modern room close to Melbourne CBD,53530033,Juan,,Maribyrnong,-37.80352375684855,144.9057324991693,Private room,75,1,0,,,1,0
+7373971,Victorian beauty 6 km from city CBD,38632342,Justin,,Maribyrnong,-37.822488280206905,144.881210283874,Entire home/apt,249,2,65,2017-04-01,4.03,1,198
+5610374,Spacious contemporary garden living,7365371,Olga,,Maribyrnong,-37.8057103220203,144.9073911578515,Entire home/apt,79,2,6,2017-03-12,0.25,1,38
+14304284,Like a Hotel Room With Own Bathroom and Balcony,55315492,Mark & Sam,,Maribyrnong,-37.78264723852525,144.89453476682925,Private room,67,3,1,2016-09-03,0.14,1,71
+11044003,"New house 3BR,5Beds,3 Car park",57315959,Tan,,Maribyrnong,-37.795193006213445,144.87912778769964,Entire home/apt,199,3,58,2017-03-19,4.20,1,289
+14359393,Bright family home in great location in Yarraville,3987238,Eithne,,Maribyrnong,-37.81183924976388,144.88990976188154,Entire home/apt,250,3,0,,,1,270
+16559048,Cheap and luxury stay,30400875,Duyen,,Maribyrnong,-37.80555829990403,144.8684389637816,Private room,45,3,6,2017-03-02,2.02,5,333
+15468055,Cozy bunglow room in melbourne,98257898,Rocky,,Maribyrnong,-37.77903298479274,144.88318403826867,Shared room,39,1,3,2017-01-28,0.67,5,181
+17767568,Luxury living for a low cost,83266572,Hilda,,Maribyrnong,-37.804972898889815,144.90565489234282,Private room,88,3,0,,,1,153
+8889593,Lovely Cottage in Heart of Village,41769356,Carly,,Maribyrnong,-37.81974204617494,144.88915576432356,Entire home/apt,149,5,8,2017-01-01,0.46,1,134
+12164253,The Nook Studio Apartment - NEW,65335423,Peter,,Maribyrnong,-37.806493052501494,144.88524271189664,Entire home/apt,121,2,29,2017-04-02,2.53,1,337
+17376521,Little Gem - Close to public transport,23872706,Veronica,,Maribyrnong,-37.80768319917225,144.8728736999261,Private room,41,2,0,,,1,177
+4662663,Beautiful 3 Bedroom Family Home,9133421,Samuel,,Maribyrnong,-37.8124798486097,144.88385063253938,Entire home/apt,210,3,7,2016-07-31,0.25,1,42
+8328368,Bayview BnB,32022135,Deirdre,,Maribyrnong,-37.80743762755831,144.88465360384853,Entire home/apt,180,2,27,2016-12-31,1.48,1,295
+1447297,Warehouse Conversion,7769206,Kelly And Romney,,Maribyrnong,-37.799658626193235,144.88284474359966,Private room,62,4,37,2017-04-01,0.90,2,263
+6112161,Just like home,9900236,Ruth & Anthony,,Maribyrnong,-37.78071559218476,144.88620580905584,Private room,42,2,23,2017-03-31,1.00,1,179
+15116211,A Little Room in a Great House,36184190,Rai,,Maribyrnong,-37.7927420091667,144.88132002120713,Private room,41,1,9,2017-01-22,1.41,2,71
+17051229,HIGHPOINT **Spacious Relaxed Share House**,64120454,Laura,,Maribyrnong,-37.780267692414675,144.8913587046456,Private room,55,1,4,2017-03-27,2.31,1,179
+17303337,Welcoming private room with king bed in Maidstone,39114639,Kevin,,Maribyrnong,-37.779525490719415,144.87405262427174,Private room,45,1,4,2017-03-18,2.93,1,7
+12856943,"Two rooms available, one double bed, one queen",69876337,James,,Maribyrnong,-37.79684352249112,144.88212384345277,Private room,30,1,4,2016-08-09,0.39,2,0
+1320949,"Artistic, room in West Footscray",6689746,ChuPing,,Maribyrnong,-37.799193029170915,144.87765322033636,Private room,45,7,5,2016-03-23,0.19,1,35
+2072582,Footscray bicycle haven- big room,10596449,Chay,,Maribyrnong,-37.794853771378115,144.90213816667182,Private room,35,1,18,2017-03-14,0.46,4,96
+16263265,"Private room, 17 mins train from CBD, city views!",4507020,Harriet,,Maribyrnong,-37.79713705103025,144.88561684422444,Private room,41,2,4,2017-03-24,1.45,1,62
+15116442,My home,36184190,Rai,,Maribyrnong,-37.79256980637353,144.8815276355108,Private room,52,1,5,2017-03-09,0.79,2,84
+16525524,Yarraville Village Best in theWest 10min MelbCBD 2,19003686,Aseem,,Maribyrnong,-37.817160099658146,144.89081117616783,Private room,75,2,0,,,4,73
+11806953,Maribyrnong comfortable & spacious,51714225,Paul,,Maribyrnong,-37.76853746666037,144.89657052377726,Private room,56,1,6,2017-01-23,0.47,1,210
+17706829,Modern newly renovated big room,59301951,Ethan,,Maribyrnong,-37.80406121588283,144.90240324998314,Private room,58,3,3,2017-03-31,3,6,324
+6438071,2 bedroom house,33606841,Linda,,Maribyrnong,-37.796960839446456,144.88344497430919,Entire home/apt,121,3,4,2017-03-25,0.20,2,0
+2173283,room 18 mins from melb city,8078070,Errsh,,Maribyrnong,-37.797972869445736,144.88929725381576,Private room,28,1,10,2017-02-21,0.26,5,169
+15376750,20 minutes from melbourne cbd,98257898,Rocky,,Maribyrnong,-37.777886302561086,144.88164429117657,Shared room,35,1,3,2016-10-29,0.51,5,181
+3425683,"Tiny private room, tiny price.",17268299,Vikki,,Maribyrnong,-37.77908243276886,144.8847201202391,Private room,45,1,16,2017-03-04,0.64,1,351
+10885326,Modern Spacious 2 Bedroom Apartment,56402844,Lynette,,Maribyrnong,-37.798791472859065,144.8967177837712,Entire home/apt,201,1,4,2016-05-14,0.29,1,0
+17674150,"Footscray - On the river, surrounded by trees",9239681,Jarrod,,Maribyrnong,-37.79762354726464,144.90963881784413,Entire home/apt,140,7,0,,,2,12
+16947465,Lovely three bedroom house in Yarraville village,14779105,Liz,,Maribyrnong,-37.81941634374795,144.89231941268466,Entire home/apt,87,1,1,2017-04-01,1,1,137
+4729417,Fully Furnished Studio Close to CBD,23603329,Sharif,,Maribyrnong,-37.78353210583671,144.88570158682336,Private room,100,1,0,,,1,365
+5875945,Cheap and Comfy room,30400875,Duyen,,Maribyrnong,-37.80498333955997,144.86766525081865,Private room,35,3,5,2017-03-12,0.39,5,289
+432674,Your own mini-house a stone's throw from village,1499650,Charlie,,Maribyrnong,-37.81511247879231,144.89194794793755,Private room,80,1,25,2017-04-01,0.42,2,361
+14391900,"Ground Floor, Courtyard, balcony, CBD, river view.",26273625,Wendy,,Maribyrnong,-37.77090391500075,144.89624183826803,Private room,85,1,3,2016-12-13,0.62,1,49
+15733179,"Bright two storey, renovated weatherboard home",101650852,Rhiannon,,Maribyrnong,-37.81214186785944,144.8814820326405,Entire home/apt,201,3,1,2017-03-11,1,1,358
+17832388,"Bright, comfy room in Footscray",121959990,Sara,,Maribyrnong,-37.804814117649286,144.8769430614015,Private room,45,1,0,,,1,72
+4567157,Sunny room in gorgeous Yarraville,11281861,Nicole,,Maribyrnong,-37.81674626539591,144.88087792955167,Private room,42,7,9,2017-02-22,0.31,1,358
+16725651,Yarraville Self Contained New & Modern Bungalow,12940601,Nicci,,Maribyrnong,-37.816007696341096,144.86474173692827,Entire home/apt,125,4,2,2017-03-30,1.30,1,235
+16526054,Yarraville Village Best in theWest 10min MelbCBD3,19003686,Aseem,,Maribyrnong,-37.81735360464599,144.8906034217532,Private room,75,2,1,2016-12-29,0.31,4,73
+303919,Comfy room in Village House (comes with dog),1564450,Lana,,Maribyrnong,-37.81849141096625,144.88920717427322,Private room,45,1,31,2017-03-26,0.50,2,177
+17096119,"1 bedroom, bathroom, kitchen and living room.",114599685,Peakay,,Maribyrnong,-37.79858606795625,144.89568126995425,Private room,48,6,1,2017-02-20,0.70,2,0
+12331810,Private room near city,64709836,Hà,,Maribyrnong,-37.801320038472106,144.90452430747723,Private room,48,1,16,2017-03-13,1.38,1,263
+10195540,Shoppers delight. Gorgeous room.,52372236,James,,Maribyrnong,-37.77424800974473,144.891011487384,Private room,41,1,1,2015-12-29,0.06,1,242
+16589683,Melbourne new apartment air con King size Bed,109404361,Clinton,,Maribyrnong,-37.808811114605824,144.87303457109897,Entire home/apt,125,1,0,,,1,291
+9844503,Yarraville Warm & friendly home,48648944,Violet,,Maribyrnong,-37.813488276634644,144.88504971435515,Private room,55,1,8,2017-03-06,0.59,1,229
+17479620,Modern Newly Renovated Room with Shared bathroom,59301951,Ethan,,Maribyrnong,-37.80437193553792,144.90315058621152,Private room,45,5,0,,,6,135
+16588456,Head space for 1 :),74021095,Sheethal,,Maribyrnong,-37.7817999274424,144.86022605724463,Shared room,21,1,1,2017-03-10,1,1,180
+15710288,Charming heritage home 15mins2 CBD,10880386,Anne,,Maribyrnong,-37.78017591162839,144.88420659678783,Private room,38,1,1,2016-10-27,0.19,2,364
+17451376,Cozy new house 3 stops to CBD Room A,118135725,Wendy,,Maribyrnong,-37.80372496854942,144.90197931589938,Private room,55,7,2,2017-03-20,2,3,305
+11024640,"Sky, river, parks, shops & wifi :D",32675017,Weiyu,,Maribyrnong,-37.781103019270596,144.89377822708568,Private room,39,1,12,2017-03-19,0.88,1,176
+10369368,"Yarraville, Melbourne, federation",11641234,Heather,,Maribyrnong,-37.81469756071028,144.88531705258688,Private room,69,1,16,2017-03-26,1.12,2,31
+11514942,Family Friendly House !,29007806,Utako,,Maribyrnong,-37.79147265149014,144.86483150597056,Entire home/apt,109,2,13,2017-02-03,1.11,1,175
+17751789,King size bed big family room,66840127,Gabriel,,Maribyrnong,-37.78293420838675,144.86818927033144,Private room,72,1,0,,,7,176
+5423271,Yarraville - Gateway to Melbourne,28124403,Aaron,,Maribyrnong,-37.82396419528051,144.87272960045314,Private room,250,1,3,2015-09-05,0.12,1,365
+16398892,Entire Family home in best location- close to CBD,10340801,Beth,,Maribyrnong,-37.79637923268979,144.86943872925585,Entire home/apt,220,3,2,2016-12-31,0.60,1,39
+8174144,Large room in happy family home,57747,Pippa,,Maribyrnong,-37.80115169813646,144.8914035664787,Private room,59,1,2,2015-09-05,0.10,1,0
+3783213,family friendly 3 bedroom home!,19413380,Renee,,Maribyrnong,-37.79164997308563,144.87757747380098,Entire home/apt,201,4,98,2017-03-13,3.21,2,304
+16104028,"Easy access to Melbourne CBD, Airport and Vic Uni",28017942,Lilly,,Maribyrnong,-37.78223361327092,144.86005942979116,Private room,30,1,5,2017-03-29,1.26,2,346
+12073784,Bungalow in the garden,64702430,Felicity,,Maribyrnong,-37.81621411622663,144.87403362591508,Private room,69,1,43,2017-03-18,3.66,1,73
+6601552,"Cosy, spacious room in Maribyrnong",34537295,Bobbie,,Maribyrnong,-37.77203635247864,144.8793103774763,Private room,60,1,7,2017-03-26,0.35,2,365
+16681466,Cheap and relax stay,30400875,Duyen,,Maribyrnong,-37.80490516244347,144.86835659981148,Private room,33,3,3,2017-01-24,1.13,5,337
+15075845,Our home,35354292,David,,Maribyrnong,-37.7943706368172,144.88193315009164,Private room,52,1,13,2017-03-27,2.17,1,83
+14109363,Large bedroom with direct transport to city,71067828,Rhiannon,,Maribyrnong,-37.77055133139281,144.89554098771222,Private room,98,1,1,2017-03-29,1,1,223
+12631108,"Bright, clean, renovated terrace house",1128008,James,,Maribyrnong,-37.79883571588357,144.90562038835378,Entire home/apt,201,1,2,2016-06-16,0.20,1,174
+9322558,Semi detached house in Yarraville.,48386262,Simone,,Maribyrnong,-37.81402908246406,144.89047292647447,Entire home/apt,250,1,1,2015-12-29,0.06,1,0
+16104529,Comfy room in a hip and multicultural suburb,98354340,Hong,,Maribyrnong,-37.79785632920769,144.90604290743963,Private room,60,2,0,,,2,349
+14269550,Luxury home in iconic Yarraville.,47281482,Rebecca,,Maribyrnong,-37.81241645491639,144.8866309184021,Entire home/apt,499,2,1,2016-12-31,0.32,1,288
+867464,Seddon (Milkbar)Apartment Melbourne,4542615,Darren,,Maribyrnong,-37.80792815606785,144.89823222651157,Entire home/apt,85,2,103,2017-03-24,2.09,2,260
+13972206,*18 minutes from melb cbd,8078070,Errsh,,Maribyrnong,-37.798885059398216,144.8903172316068,Private room,29,1,2,2016-08-13,0.24,5,154
+5029216,Fabulous Bicycle Haven - large room,10596449,Chay,,Maribyrnong,-37.7968800864897,144.90278395000934,Private room,35,1,29,2017-03-23,1.22,4,279
+2178434,Stay Belgravia 9 bedroom Home,11111107,Kelly,,Maribyrnong,-37.80711905531478,144.90045727831355,Entire home/apt,551,3,31,2017-03-26,0.82,2,230
+15381376,On the River with Easy Access to Transport,98125128,Martin,,Maribyrnong,-37.78617985273355,144.90124947350412,Entire home/apt,88,1,4,2016-12-10,0.77,1,0
+5979727,One bedroom bungalow with bathroom,12973577,Carolyn,,Maribyrnong,-37.77027449819937,144.89507925790485,Private room,66,1,100,2017-03-28,4.23,1,343
+11681388,Macpherson; Comtemporary Luxury,62052871,Alan,,Maribyrnong,-37.794513910891055,144.88902083739345,Entire home/apt,281,2,2,2016-11-20,0.30,1,182
+17255043,Entire family home in leafy western suburbs,93022422,Adrienne,,Maribyrnong,-37.79373318863088,144.8667699812063,Entire home/apt,160,7,0,,,1,120
+2274391,# 64 Westside Deco Value & Comfort,11611946,James,,Maribyrnong,-37.81167102928868,144.89304841158824,Entire home/apt,138,3,18,2017-01-16,0.56,1,343
+14890086,Modern One Bedroom Unit,10820683,Courtney,,Maribyrnong,-37.8099511773541,144.87685390368364,Entire home/apt,80,1,8,2017-03-18,1.89,1,37
+16364703,Inner-City Designer Home,6800326,Eric,,Maribyrnong,-37.805471781819485,144.89298946743963,Private room,48,2,6,2017-03-13,2.12,1,219
+15384271,Cozy room in hip and convenient location,98354340,Hong,,Maribyrnong,-37.80907507732141,144.8950186857261,Private room,60,2,4,2017-01-29,0.77,2,154
+4273389,Maidstone Mews - Parking and Wifi,16846456,Nicole,,Maribyrnong,-37.782271967644554,144.8686397109838,Entire home/apt,125,3,1,2016-10-22,0.18,2,264
+16299297,Light airy and colourful Footscray,20776579,Adrian,,Maribyrnong,-37.791302596746974,144.88586378950484,Entire home/apt,210,1,1,2017-01-27,0.45,3,180
+6282821,Two Storey Heritage Terrace,361642,Daniell,,Maribyrnong,-37.802700467639575,144.89527170360293,Entire home/apt,128,1,46,2017-02-12,2.15,1,353
+2373045,18 minutes to melbourne city,8078070,Errsh,,Maribyrnong,-37.79978248107805,144.88872701147295,Private room,29,7,5,2016-03-02,0.21,5,159
+7911008,Modern Inner West Stay,25424455,Chelsea,,Maribyrnong,-37.794530885286285,144.88693107420877,Entire home/apt,94,1,26,2017-03-19,4.46,4,338
+10040934,ONLY 7km's West from Melbourne CBD!,6994758,Lui,,Maribyrnong,-37.795747432781845,144.88614705589055,Private room,55,1,20,2016-11-27,1.29,1,39
+17348278,"Dongola Road, West Footscray",67257378,Abbie,,Maribyrnong,-37.794140255311284,144.88200230096783,Private room,56,2,2,2017-03-09,1.67,1,39
+17020657,Modern newly renovated Homely room,59301951,Ethan,,Maribyrnong,-37.80429177819133,144.9046702410617,Private room,54,2,2,2017-03-14,2,6,152
+14762595,Just simply perfect,27738937,Jelena,,Maribyrnong,-37.78573549627629,144.85647597093006,Entire home/apt,145,2,0,,,1,122
+671981,Sofabed in Yarraville - nice sub,3395313,Tyler,,Maribyrnong,-37.81554755329968,144.88716851946938,Shared room,100,1,0,,,1,365
+17351199,great room near city free parking,27585058,Tia,,Maribyrnong,-37.790372376950955,144.892236473171,Private room,46,2,2,2017-03-06,2,1,351
+15876660,"Casa Windsor - warm, friendly & inviting hosts",19652684,Laura,,Maribyrnong,-37.79989189499683,144.89256690230138,Private room,48,1,12,2017-02-26,2.71,1,201
+6747677,Bright comfy room near the city,32727982,Liliana,,Maribyrnong,-37.80376243093525,144.8595959385979,Private room,45,1,12,2017-03-28,0.62,2,353
+9618618,Convenient & stunning room Seddon,19541867,Lisa,,Maribyrnong,-37.810165621764426,144.8916424127893,Private room,76,1,1,2015-12-05,0.06,1,0
+6695762,Absolute Ensuite 300m to station,32450942,Wenfang,,Maribyrnong,-37.80200932701503,144.90271899580688,Private room,55,7,50,2017-03-29,2.35,5,334
+13714704,18 minutes from melbourne Cbd,8078070,Errsh,,Maribyrnong,-37.79888069442575,144.88873526114122,Private room,35,1,3,2016-10-19,0.33,5,180
+16191899,Beautiful Modern Apartment,51287596,Alden,,Maribyrnong,-37.79684525945208,144.86321765541746,Entire home/apt,79,2,0,,,1,147
+8112062,"15mins from CBD,10min to Flemington",42834002,Mitchell,,Maribyrnong,-37.79274317346999,144.87133856033074,Private room,50,1,14,2017-02-25,0.80,1,360
+5130200,Footscray Garden Apartment,24878931,Sonya,,Maribyrnong,-37.80387481493329,144.9035570179242,Entire home/apt,79,2,41,2017-02-08,1.64,2,278
+6440297,Boutique room 3 train stops to CBD,32450942,Wenfang,,Maribyrnong,-37.80246223900016,144.90222857643133,Private room,54,7,52,2017-03-10,2.35,5,306
+12567991,"Sunny, inviting and homely",67862069,Roberta,,Maribyrnong,-37.80765479788633,144.87348805388177,Private room,38,1,7,2016-12-10,0.85,1,205
+5129654,Out of Town Visitors Retreat!,22824596,Arwen,,Maribyrnong,-37.8139272611421,144.872045377579,Entire home/apt,85,3,40,2017-03-28,1.63,1,14
+15943129,Sunny Seddon 1 bedroom 'penthouse',1037871,Matthew,,Maribyrnong,-37.80586266670292,144.89028543591232,Entire home/apt,100,3,1,2017-01-01,0.32,1,0
+10503737,"Own Room+bathroom,5 stops to City",906924,Kathy & Domenic,,Maribyrnong,-37.80597033589792,144.877603024672,Private room,45,2,2,2017-02-16,0.54,1,147
+11378956,Seddon | Chic | NBN | Sleeps 2,33064382,Jo & Greg,,Maribyrnong,-37.8067608545117,144.8861273372952,Entire home/apt,106,4,16,2017-01-12,1.35,3,340
+16468017,A place to call home,15353085,An,,Maribyrnong,-37.81004586634319,144.90261350186756,Private room,42,1,16,2017-04-01,5.65,1,342
+10504294,Dramatic Family Home,46335211,Ridwan,,Maribyrnong,-37.801922287204945,144.89590747309524,Entire home/apt,338,2,18,2017-03-25,1.25,1,365
+17516980,Cozy new house 3 stops to CBD Room B,118135725,Wendy,,Maribyrnong,-37.802039207129134,144.90269601809405,Private room,55,3,0,,,3,44
+15714550,YARRAVILLE VILLAGE East meets West,19003686,Aseem,,Maribyrnong,-37.81742342757629,144.88926208991683,Entire home/apt,128,1,15,2017-03-29,4.50,4,186
+17385733,Cozy little 1 bedroom apartment,22837278,Daphne,,Maribyrnong,-37.79687583709662,144.90004519032516,Private room,41,2,1,2017-03-28,1,1,130
+2084442,Oasis in the Inner City -Melbourne,10646293,Renee,,Maribyrnong,-37.80511833339113,144.8846784320849,Private room,75,2,26,2017-02-18,0.67,1,336
+17179364,Great Studio 15 min from the city,115598722,Alejandra,,Maribyrnong,-37.79225117583066,144.89413169982208,Entire home/apt,62,5,0,,,1,28
+17780701,King size bed double room,66840127,Gabriel,,Maribyrnong,-37.78193126820567,144.86743830928825,Private room,43,1,0,,,7,163
+10735664,Private outdoor room in shady garden. With cat,54947257,Jane,,Maribyrnong,-37.811683949917295,144.88069807483544,Private room,47,2,0,,,3,63
+2084948,Charming & comfortable-free Wifi,10648236,Thomas,,Maribyrnong,-37.78068745250231,144.8890635983718,Private room,56,2,40,2017-03-16,1.06,1,358
+2478171,Stunning interiors and free wifi,11432904,Fleur,,Maribyrnong,-37.79566800590766,144.88403724767034,Private room,63,1,17,2016-12-13,0.55,1,0
+17486022,Large Luxury house 10min drive from CBD可以讲中文,47862480,Yan,,Maribyrnong,-37.79577665381017,144.8951512483941,Entire home/apt,300,2,2,2017-03-31,2,1,222
+3854770,Peaceful apartment close to city,1216404,Sarah,,Maribyrnong,-37.79705586877669,144.9015470686354,Entire home/apt,80,5,3,2016-07-20,0.10,1,0
+806245,Huge bright townhouse with terrace,2792025,Jo,,Maribyrnong,-37.80270171736861,144.89798751291679,Entire home/apt,185,2,137,2017-03-05,2.60,1,349
+15424880,beautiful home in Yarraville,34961938,Molly,,Maribyrnong,-37.818460322061775,144.8827462771575,Entire home/apt,149,5,0,,,1,174
+17027627,Nice modern home locale free wifi,114202869,Kate,,Maribyrnong,-37.7996536320688,144.90451871673787,Private room,55,2,5,2017-03-18,2.59,2,168
+9294284,Double room in heart of Footscray,25660863,Mathew,,Maribyrnong,-37.79991840298691,144.90376258045376,Private room,50,1,9,2016-07-14,0.56,1,337
+5034466,Comfy Bedrooms for share - 2,25827436,Kai,,Maribyrnong,-37.77266679788984,144.88012443933468,Shared room,25,1,18,2017-03-07,0.69,4,344
+17125860,Clean & Cosy Bedroom Close to City,37101839,Elbe,,Maribyrnong,-37.79183259399194,144.88254168831975,Private room,35,1,4,2017-02-18,2.22,1,69
+12178035,"Bright, peaceful and convenient",49586325,Ania,,Maribyrnong,-37.814759596277874,144.8862751887472,Entire home/apt,170,2,30,2017-03-26,2.90,1,305
+5034699,Comfy Bedrooms for share - 3,25827436,Kai,,Maribyrnong,-37.77123278713306,144.87982889797777,Shared room,25,3,19,2017-03-12,0.71,4,360
+13783872,"Provincial Home, 15 mins to CBD",10880386,Anne,,Maribyrnong,-37.78071913294914,144.88210809248392,Private room,41,1,5,2016-12-13,0.56,2,364
+7679109,Room in apartment 5.5km from city,5143229,Sorcha,,Maribyrnong,-37.80130140747738,144.90614462324376,Private room,46,1,43,2017-02-14,2.23,1,239
+13982465,Quiet spacious room in calm semi-private home,8037584,Viveka,,Maribyrnong,-37.80909296555581,144.888437258079,Private room,52,2,0,,,1,0
+15100139,Inner western beauty with a country feel,8888070,Peter,,Maribyrnong,-37.80746741276309,144.8994101049635,Entire home/apt,225,7,1,2016-12-28,0.31,1,65
+17856086,Beautiful room in old Victorian B&B,112675232,Nicole,,Maribyrnong,-37.78456148767439,144.86405691596673,Entire home/apt,204,1,0,,,1,365
+16054987,Private room close to Melbourne CBD & Airport,28017942,Lilly,,Maribyrnong,-37.78015924358293,144.8616686370113,Private room,45,1,4,2017-03-30,2.50,2,354
+11397412,"Private Rms, Lounge Rm & Bathroom!",25048942,Simone,,Maribyrnong,-37.79956211511625,144.8818630036523,Private room,60,2,34,2016-11-12,2.57,1,323
+16181205,Nice environment and fun people,60129868,Ofe,,Maribyrnong,-37.81119658479539,144.86953841103758,Private room,33,1,1,2016-12-28,0.31,1,283
+10345429,Comfortable stay while in melbourne,50438389,Keren,,Maribyrnong,-37.78460375390101,144.8563359484732,Private room,18,90,9,2016-04-01,0.62,1,316
+10341955,Chilled apartment in Funky Footscray,33352294,Gaz,,Maribyrnong,-37.79528435284548,144.88408765314674,Private room,66,2,20,2017-03-17,1.57,1,195
+2281045,spacious room with own ensuite & balcony,11614447,Veronica,,Maribyrnong,-37.795128892422284,144.8524357753248,Private room,58,3,4,2017-02-27,0.45,1,353
+15262453,Private room near Footscray station,97084556,Giang,,Maribyrnong,-37.79863820765638,144.89298697396268,Private room,39,1,7,2017-03-06,1.12,1,92
+6249828,Ensuite room near train station,32450942,Wenfang,,Maribyrnong,-37.80226380261334,144.90153747354677,Private room,62,14,40,2017-02-01,1.80,5,103
+12477286,"Yarraville, Melb. 2 doubles rooms",11641234,Heather,,Maribyrnong,-37.814782020099415,144.88559352929738,Private room,140,1,1,2016-05-29,0.10,2,276
+13819262,Cute Cottage in Yarraville Village,2130669,Chris,,Maribyrnong,-37.81697373486572,144.8944811822312,Entire home/apt,140,2,17,2017-03-16,1.95,1,282
+15423330,Whole House in heart of Footscray,14772262,Andy,,Maribyrnong,-37.804899990004685,144.90363726001024,Entire home/apt,184,1,1,2016-10-10,0.17,2,184
+715744,Clean quite private room in the wes,3687992,,,Maribyrnong,-37.78486839930115,144.87541616495233,Private room,100,1,0,,,1,365
+6892434,Urban Permaculture Homestay,12676450,David,,Maribyrnong,-37.78532724380473,144.86924645266163,Private room,45,3,20,2017-02-27,1.11,1,316
+4842621,Bright garden studio in Yarraville!,1564450,Lana,,Maribyrnong,-37.81741397730149,144.88835430467844,Entire home/apt,90,1,32,2017-02-19,1.24,2,334
+17741810,King size cozy bed near city - B,66840127,Gabriel,,Maribyrnong,-37.78287734692559,144.86677565313437,Private room,52,1,0,,,7,179
+14760586,Sunny Room in Footscray Apartment,2709442,Ashley,,Maribyrnong,-37.79138576817961,144.8922121498627,Private room,37,1,3,2016-11-02,0.47,1,129
+16728399,Spacious family home only 8km from Melbourne CBD,46241683,Amanda,,Maribyrnong,-37.79749446190198,144.87065992250683,Entire home/apt,350,2,0,,,1,35
+16085620,"Large bedroom with balcony, close to the CBD!",20054010,Angela,,Maribyrnong,-37.805959388622085,144.89260294480195,Private room,35,4,2,2017-03-01,1.15,1,0
+15329206,"Enjoyable, Happy, Luxurious Town House",3978539,Jen,,Maribyrnong,-37.800654584044615,144.8822616069207,Private room,55,2,12,2017-03-30,2.28,1,362
+7626979,Cosy three bedrooms in Maribyrnong,34537295,Bobbie,,Maribyrnong,-37.77397836096547,144.87990899108146,Entire home/apt,260,2,7,2017-01-24,0.38,2,154
+5765862,Cozy apartment 10min from CBD,7534920,Mariana And Murillo,,Maribyrnong,-37.81108572214535,144.89489552371774,Private room,50,1,24,2017-03-03,1.00,1,364
+8679159,Private room 8 Kms from CBD,6287320,Ankit,,Maribyrnong,-37.767699956093146,144.90008211526475,Private room,45,1,1,2015-11-07,0.06,1,0
+17034026,A lovely convenient townhouse!,76410719,Thanh Tuan (Jackson),,Maribyrnong,-37.78358919400448,144.86235070961078,Entire home/apt,79,1,2,2017-03-05,1.54,2,331
+11107368,Art Deco Townhouse in Footscray,7948188,Henry,,Maribyrnong,-37.79480498015787,144.8988649436098,Entire home/apt,100,1,16,2017-04-01,1.16,1,5
+9436212,1 Bedroom Riverfront Apartment,46354934,Correne,,Maribyrnong,-37.78540097652732,144.90086882950658,Entire home/apt,100,1,4,2016-02-01,0.25,1,0
+1244226,Inner west city home,6473929,Beatrice,,Maribyrnong,-37.801638769848665,144.89426917069358,Entire home/apt,132,2,19,2017-02-01,0.69,1,301
+14548173,Cosy 3 Bedroom Townhouse,90028023,Stephenie,,Maribyrnong,-37.775890008522225,144.8938624573444,Entire home/apt,250,2,11,2017-02-04,1.61,1,346
+4918664,Your Melbourne House - Yarraville Village,19203020,Louise,,Maribyrnong,-37.81639047452638,144.89442640891994,Entire home/apt,220,3,3,2017-01-02,0.17,2,362
+16744349,Modern newly renovated Private room,59301951,Ethan,,Maribyrnong,-37.80409484670615,144.90465735671307,Private room,60,2,7,2017-03-08,2.84,6,153
+15756757,Inner West Easy Stay,78261401,Nick,,Maribyrnong,-37.791587227657665,144.87549353466355,Entire home/apt,104,2,14,2017-03-16,2.76,1,234
+16678458,Perfect retreat in Melbourne's quirky Yarraville,51246914,Chris & Jody,,Maribyrnong,-37.82254380668333,144.89174926665075,Private room,62,2,7,2017-03-13,2.88,1,136
+7776858,Cheap and comfy stay,30400875,Duyen,,Maribyrnong,-37.8063460751677,144.8672978356483,Private room,35,3,7,2017-02-27,0.35,5,289
+10736270,Queen sized bed in lovely house,7944540,Nathan,,Maribyrnong,-37.80052893687336,144.89105864449067,Private room,47,2,22,2017-03-13,1.82,1,12
+8908639,One bedroom apartment 6kms from CBD,46596861,Kirsty,,Maribyrnong,-37.79949274954301,144.89690088428634,Entire home/apt,100,2,2,2016-07-12,0.22,1,0
+1077907,Single room for female travellers,846710,Em,,Maribyrnong,-37.79493056949171,144.88661071462826,Private room,41,3,22,2017-02-25,1.46,1,0
+16510923,The Zen Den,704228,Lora,,Maribyrnong,-37.795807590880585,144.9029300028052,Private room,55,2,6,2017-04-02,1.86,1,2
+11403218,Private room in furnished house,59812581,Mark,,Maribyrnong,-37.81938540584649,144.89190556658878,Private room,55,1,2,2016-05-18,0.18,1,0
+7369584,Brightly lit with city views,9254918,Ronan,,Maribyrnong,-37.812049847644985,144.8914626144532,Entire home/apt,80,1,3,2017-01-05,0.19,1,3
+13497235,Perfect for families!,6342444,Julie,,Maribyrnong,-37.81631066376776,144.88068507276168,Entire home/apt,499,3,3,2017-02-06,0.91,1,288
+16708770,Nice and cheap,30400875,Duyen,,Maribyrnong,-37.80630961515165,144.86846832062218,Private room,29,1,4,2017-02-20,1.67,5,281
+10418031,Charming garden studio apartment,17669634,Suzanne,,Maribyrnong,-37.79189952882349,144.8774280441024,Private room,45,1,28,2016-10-12,1.91,1,306
+15792040,Period Home in Inner West,54403453,Hayley,,Maribyrnong,-37.79714843994607,144.89338046112468,Entire home/apt,201,3,1,2016-12-28,0.31,1,85
+17627196,Cozy new house 3 stops to CBD Room C,118135725,Wendy,,Maribyrnong,-37.80197345701821,144.9012258215758,Private room,35,20,0,,,3,259
+8005745,"Spanish-style ""finca"" (farmhouse) 15 mins to CBD",1511165,Michelle,,Maribyrnong,-37.80692564886637,144.89344235631054,Private room,55,1,2,2017-03-14,0.85,1,158
+15956165,Modern Sun Filled Room,15745586,Lucy,,Maribyrnong,-37.80468568990812,144.8898699878657,Private room,59,1,6,2017-04-01,2.28,1,75
+6420838,Huge WAREHOUSE APARTMENT Footscray,15232392,Pier,,Maribyrnong,-37.808130832345746,144.9056910340662,Entire home/apt,100,2,7,2017-01-28,0.32,1,0
+10086875,West Footscray delight close to CBD,26089,Erin,,Maribyrnong,-37.79582313047913,144.87356409503906,Entire home/apt,110,2,11,2017-03-07,0.71,2,306
+17984080,Innovative Comfort Stays-Melbourne,108508775,Josh,,Maribyrnong,-37.797184639314246,144.88311726708312,Entire home/apt,159,1,0,,,2,349
+14187134,Large comfortable room in delightful Yarraville,35380049,Ainsley,,Maribyrnong,-37.81582371836877,144.89429660703598,Private room,42,1,0,,,1,0
+3537554,Home from home ,17439237,Bethany,,Maribyrnong,-37.79568675872337,144.88959838851105,Private room,176,1,0,,,1,0
+4106918,"Spacious, stylish room",1725482,Ying,,Maribyrnong,-37.805366027216756,144.90353853085728,Private room,50,2,73,2017-02-12,2.46,3,87
+9635604,Luxury house near lake and shops,9733243,Aimy,,Maribyrnong,-37.78757939308181,144.89548304792677,Private room,53,2,1,2015-12-26,0.06,1,0
+9334178,2 Storey Victorian themed townhouse,31489629,Chris,,Maribyrnong,-37.80728760167806,144.88724198201484,Entire home/apt,205,2,3,2016-03-20,0.19,1,118
+2555881,Chilled Apartment w/great Transport,6071519,Pierre,,Maribyrnong,-37.797510075000694,144.8817134519277,Entire home/apt,69,6,20,2017-02-28,0.59,1,215
+10092057,7km away from CBD hustle & bustle!,51786802,Shalisa,,Maribyrnong,-37.795440365221666,144.8851678806313,Private room,39,2,3,2016-05-29,0.26,1,0
+5502603,Yarraville Family Home ,12263515,Renie,,Maribyrnong,-37.82109870816091,144.88956233666113,Entire home/apt,149,4,1,2015-10-05,0.05,1,0
+16635051,Private room in lovely house and garden. With cat.,54947257,Jane,,Maribyrnong,-37.81182018780782,144.87889073942952,Private room,47,2,0,,,3,63
+4943537,Room in pretty victorian cottage,20239082,Kate,,Maribyrnong,-37.801590853208864,144.89308751141579,Private room,50,1,38,2017-03-21,1.47,1,112
+8508023,CITY view Apartment Private Room/Pvt Bathroom,27083642,Neill,,Maribyrnong,-37.80183244155385,144.8962641320895,Private room,59,2,28,2017-03-23,1.57,1,155
+16831062,"Spacious room in heart of Yarraville, close to CBD",44476264,Veronika,,Maribyrnong,-37.818822698453346,144.87662742642436,Private room,50,1,4,2017-02-10,1.58,1,0
+16216644,Village Manse - Yarraville's Hidden Secret,48542133,Paul,,Maribyrnong,-37.814116698481335,144.87608275548223,Entire home/apt,85,2,14,2017-04-02,5.19,1,127
+7402753,Bright Modern Apartment 9km to CBD,7141176,Sarahellen,,Maribyrnong,-37.79122344588848,144.88406106141488,Private room,45,1,10,2016-07-30,0.58,1,337
+9261499,Ultraluxe 3bd home w/Jacuzzi & more,48112228,Maya,,Maribyrnong,-37.78595305459216,144.88643267169138,Entire home/apt,270,7,0,,,1,0
+17591562,Spacious Room with a Balcony,114599685,Peakay,,Maribyrnong,-37.80008356024043,144.8951752586994,Private room,54,2,2,2017-03-19,,2,0
+16182303,"close to CBD, convenient transportation",105525115,Liping,,Maribyrnong,-37.780074305191356,144.85817890558187,Private room,38,2,1,2017-03-21,1,1,321
+9300877,Style & comfort - 13 mins from CBD,30075626,Nicole,,Maribyrnong,-37.805396502575356,144.89097729876735,Entire home/apt,125,1,0,,,1,331
+9564471,Private room 11 mins to CBD,23265262,Daniel,,Maribyrnong,-37.81859092913432,144.89140060675663,Private room,45,1,29,2017-01-19,1.79,1,0
+4942262,A Room with Warmth and Comfort.,12401515,Kellie,,Maribyrnong,-37.7945485816044,144.87389535376994,Private room,41,2,39,2017-03-29,1.47,2,358
+10315921,Unbeatable Footscray location,14535936,Moira,,Maribyrnong,-37.803677929202934,144.90566444493464,Private room,58,2,39,2017-04-02,2.62,1,351
+5006242,Footscray Bicycle Haven- small room,10596449,Chay,,Maribyrnong,-37.796680050712666,144.9015978805902,Private room,31,1,33,2017-02-19,1.22,4,277
+17261424,"Maribyrnong River, comfortable family home",112610314,Marja,,Maribyrnong,-37.786510988484615,144.89891188890937,Entire home/apt,300,3,0,,,1,358
+156482,Gorgeous 3 bdrm house in the heart of Yarraville,707620,Georgia,,Maribyrnong,-37.81565272956933,144.88869775117283,Entire home/apt,204,2,18,2017-03-26,0.29,5,335
+2057845,"Neat, tidy and all yours",5857673,Stephanie,,Maribyrnong,-37.76616287662666,144.8898592672098,Entire home/apt,100,3,65,2017-03-11,1.68,1,324
+9757039,Yarraville- Spacious Room & Ensuite,1182332,Liz,,Maribyrnong,-37.82257886960387,144.8906579469082,Private room,50,1,5,2016-02-02,0.33,1,148
+8904944,A lovely room in Footscray,15167786,Mirna,,Maribyrnong,-37.79398742217289,144.8918944360613,Private room,30,2,8,2016-03-30,0.46,1,0
+10866791,"Relaxed, inner city house",56297441,Peter,,Maribyrnong,-37.80522525228078,144.8671929339204,Private room,48,1,24,2017-03-19,1.85,1,348
+6218281,"Heritage house & garden, inner city",20334632,Abbey,,Maribyrnong,-37.799288679773035,144.8944104223782,Entire home/apt,172,2,7,2017-02-24,1.00,1,359
+17030736,Sweet modern Home locale free wifi,114202869,Kate,,Maribyrnong,-37.79975800765103,144.90406172392008,Private room,55,2,3,2017-03-31,3,2,162
+7387746,Modern apt in heart of Footscray,27723583,Lewis,,Maribyrnong,-37.79832240614965,144.89707004538792,Entire home/apt,90,1,4,2016-02-22,0.26,1,0
+13851528,Brand New Townhouse w Free Parking!,29019558,Colin,,Maribyrnong,-37.78859611476042,144.87132929916223,Entire home/apt,140,3,12,2017-02-20,1.94,1,107
+14704722,Nice clean and private room in convenient location,91460267,Theresa,,Maribyrnong,-37.796742315115694,144.87590407946396,Private room,50,3,3,2017-02-17,0.47,1,45
+17686617,Ensuite Stay in a Mansion near CBD,2078748,Brenda,,Maribyrnong,-37.81516675211285,144.89296925084258,Private room,94,2,2,2017-03-25,2,4,175
+9494615,Melbourne Family Home Inner West,49210629,Lisa,,Maribyrnong,-37.80681931594908,144.8902538099729,Entire home/apt,201,7,0,,,1,0
+17031132,Cozy shared room at melbourne home,98257898,Rocky,,Maribyrnong,-37.77919450754548,144.8851638290033,Shared room,35,1,2,2017-03-03,0.98,5,365
+6249101,Cozy Ensuite 3 train stops to CBD,32450942,Wenfang,,Maribyrnong,-37.80159452017327,144.90148146575032,Private room,60,7,39,2017-03-25,1.77,5,289
+12373655,Let there be light.,2310701,Mathew,,Maribyrnong,-37.81860240334395,144.89266796923548,Entire home/apt,100,7,0,,,1,0
+12474171,Edwardian Home 15 minutes from city,67518341,David,,Maribyrnong,-37.80704756339315,144.88340281398118,Entire home/apt,149,7,1,2017-01-03,0.33,1,0
+5494499,Boutique Stay - 3 bedroom townhouse,25424455,Chelsea,,Maribyrnong,-37.8005896990482,144.89154834941417,Entire home/apt,180,1,106,2017-03-25,4.26,4,255
+17686689,'Graceland',120476950,Lauren,,Maribyrnong,-37.81549427531203,144.87345548062936,Entire home/apt,300,4,0,,,1,8
+6381722,Romantic Getaway Riverview Stay,32015246,Elena,,Maribyrnong,-37.77353677636288,144.87364001489388,Private room,100,1,0,,,2,364
+7232762,"Character house, 10 mins from CBD",37865033,Sean,,Maribyrnong,-37.80977525127828,144.89489273871246,Private room,55,1,0,,,1,0
+17751258,King size bed cozy room near city - A,66840127,Gabriel,,Maribyrnong,-37.78154778810739,144.86729188054153,Private room,52,1,0,,,7,156
+1661956,"Quiet street, walk to Footscray",8014465,David,,Maribyrnong,-37.79539851338528,144.90340513655968,Private room,100,2,0,,,1,365
+15062736,"""Home away from Home"" - Ideal for longer visits",34477758,Simon,,Maribyrnong,-37.78390490418171,144.88888172938414,Entire home/apt,130,3,28,2017-04-02,4.77,1,132
+8637964,Private Room in Beautiful Area,20785919,Dame & Sarah,,Maribyrnong,-37.80894786543125,144.88843146992875,Private room,55,1,0,,,1,0
+4804287,West Footscray delight close to CBD,26089,Erin,,Maribyrnong,-37.79426242712766,144.87211974177168,Private room,45,1,1,2016-02-17,0.07,2,350
+9394181,Cute room/ensuite in old stone home,42964821,Gail,,Maribyrnong,-37.81985116875437,144.89267814716106,Private room,52,1,41,2017-03-30,3.38,1,262
+16733026,Private Lock Furnished Single Room in Melbourne,106332201,Saimun,,Maribyrnong,-37.78087850239639,144.8600195100745,Private room,30,2,5,2017-03-26,2.03,1,6
+16112258,Modern Edwardian Mansion,50469365,Mich,,Maribyrnong,-37.79615867066623,144.90453966806,Entire home/apt,600,1,8,2017-03-18,2.64,1,171
+16177720,3 bedrooms townhouse close to CBD,105499093,Tina & Sophie,,Maribyrnong,-37.812641198082694,144.87536529889303,Entire home/apt,121,1,2,2016-12-30,0.58,1,2
+5560763,Best Room in the Heart of Footscray,2932791,Gaye,,Maribyrnong,-37.80283576174138,144.8980596237615,Private room,41,2,12,2016-11-19,0.48,2,132
+10642499,Two bedrooms in lovely house and garden. With cat.,54947257,Jane,,Maribyrnong,-37.810165170493676,144.8809536848532,Private room,80,2,2,2017-02-01,0.70,3,63
+8476153,Contemporary room with ensuite,22666853,Kathy,,Maribyrnong,-37.79868199468604,144.87566591310477,Private room,30,3,0,,,1,0
+17612663,"New Waterside Resort-Pool,Sauna,Gym",63194575,Anton,,Maribyrnong,-37.80118320197692,144.90639781366434,Shared room,30,1,0,,,1,364
+17780692,Big family room 35 m2,66840127,Gabriel,,Maribyrnong,-37.78277872364559,144.86713147664207,Private room,72,1,0,,,7,107
+10540365,Spacious bungalow,51822946,Gihan,,Maribyrnong,-37.81510725219966,144.87122465683,Private room,60,1,14,2017-03-12,1.01,1,2
+12834076,Happy Brew Garden Bungalow,19304695,Tracy,,Maribyrnong,-37.81379836233463,144.88197090402932,Entire home/apt,66,2,34,2017-03-10,3.25,1,52
+16242880,Spacious entire house close to everything,57986752,De,,Maribyrnong,-37.821691599879316,144.87374013316025,Entire home/apt,210,2,4,2017-03-26,1.21,1,175
+17222639,Bright and colourful Footscray,20776579,Adrian,,Maribyrnong,-37.79001879524811,144.88576338295445,Private room,75,1,0,,,3,364
+14175009,Inner city suburb near everything 3 mins to train,85830466,Roy,,Maribyrnong,-37.8012984995843,144.89265421947024,Private room,35,1,50,2017-03-28,6.64,1,110
+7752488,Comfortable and modern lifestyles,40759472,Dj,,Maribyrnong,-37.78619415940649,144.8844975459418,Private room,50,1,1,2015-09-09,0.05,1,365
+2345578,Contemporary Apartment Yarraville,3413699,Anne And Sean,,Maribyrnong,-37.820941251135466,144.89181110131923,Entire home/apt,130,2,43,2017-03-20,1.13,1,262
+10734156,Single Room available for rent,55488905,Chern Yong,,Maribyrnong,-37.79112391523257,144.84710928712315,Private room,50,1,2,2017-03-16,0.39,1,256
+4278824,Cosy Yarraville Studio Bungalow,10767016,Belinda,,Maribyrnong,-37.823434935919046,144.87902147887473,Entire home/apt,110,2,47,2017-03-17,1.57,1,363
+17943009,"Best of the inner west, 4kms to cbd",22911393,Kerrie,,Maribyrnong,-37.81269186930146,144.8837395614829,Private room,80,2,0,,,1,59
+6441424,The Glasshouse 60's Bespoke,33631091,Anthea,,Maribyrnong,-37.80913813861957,144.87252086105184,Entire home/apt,260,2,32,2017-03-12,1.45,1,356
+6474170,Comfy Bedrooms for share - 1,25827436,Kai,,Maribyrnong,-37.77107485420329,144.8819300408368,Shared room,25,1,21,2017-03-28,0.94,4,350
+17277333,Modern newly renovated spacious private room,59301951,Ethan,,Maribyrnong,-37.803884370476624,144.9032726322678,Private room,59,2,2,2017-03-09,1.67,6,163
+15092216,Highpoint Condo - easy access to Melbourne CBD,59363666,Kee Wan,,Maribyrnong,-37.776463742204996,144.89057046249206,Entire home/apt,110,2,6,2017-03-30,1.08,1,76
+6437413,Cosy room with easy access to city,33606841,Linda,,Maribyrnong,-37.796180208360326,144.88330449996872,Private room,60,1,8,2017-03-04,0.36,2,363
+2951233,Family friendly home in Melbourne,11471650,Erin,,Maribyrnong,-37.80047460971162,144.88396806314188,Entire home/apt,130,2,30,2016-01-27,0.90,1,102
+16887960,10 min from CBD!! Large Bedroom + private bathroom,71078956,Sankeita,,Maribyrnong,-37.78422043982032,144.8979661408626,Private room,55,3,4,2017-03-22,2.73,1,346
+17739790,Plenty of room for big family,118696766,Kv,,Maribyrnong,-37.78249712315378,144.88333719620314,Entire home/apt,270,2,0,,,1,8
+3878603,A Cool Character,16987570,Kate,,Maribyrnong,-37.80126197555389,144.88978739229339,Entire home/apt,140,4,28,2017-03-25,0.92,1,328
+12192681,Garden Studio Unit - Fully self-contained,20244792,Ting Ting,,Maribyrnong,-37.79775008978574,144.89977303798068,Entire home/apt,60,2,7,2017-04-02,1.67,1,287
+4107563,"Beautiful, cosy, light filled room",1725482,Ying,,Maribyrnong,-37.8039924078372,144.9033359803463,Private room,45,3,60,2017-03-24,1.96,3,79
+15411808,Cozy apartment in West Footscray,98709118,Toby,,Maribyrnong,-37.80971982824269,144.86970842629853,Entire home/apt,75,2,3,2017-03-21,3,1,59
+9284112,Beautiful 2 Storey house Melbourne,48212991,Stephen,,Maribyrnong,-37.79687149723083,144.88134043862348,Entire home/apt,110,1,3,2016-01-07,0.19,1,0
+5221904,COSY ROOM IN TRENDY FOOTSCRAY,19332057,Irene,,Maribyrnong,-37.7947538786321,144.8943932722756,Private room,55,1,12,2017-03-01,0.46,2,360
+10595727,"Inner city, home away from home",41861279,Katie,,Maribyrnong,-37.822848587631626,144.8756329590969,Private room,45,1,27,2017-03-08,1.86,2,359
+16231824,"Bricks Modernist House, Yarraville",3846223,Karena,,Maribyrnong,-37.8211246495247,144.88633528532264,Entire home/apt,149,1,15,2017-03-25,4.13,1,277
+16950784,Modern newly renovated Cosy private room,59301951,Ethan,,Maribyrnong,-37.802847583216376,144.90458603577508,Private room,48,2,5,2017-03-09,2.73,6,100
+17385035,Appealing Yarraville Home,117511225,Rebecca,,Maribyrnong,-37.8108960099482,144.8872492041084,Entire home/apt,121,5,0,,,1,64
+5023058,Comfy Bedrooms for share - 4,25827436,Kai,,Maribyrnong,-37.7730036288571,144.8804118205517,Shared room,25,1,22,2017-03-12,1.20,4,353
+16524286,Yarraville Village Best in the West 10min MelbCBD,19003686,Aseem,,Maribyrnong,-37.815770969137425,144.89059324789275,Private room,90,2,0,,,4,73
+17705233,"Cozy, inner city bedroom",41861279,Katie,,Maribyrnong,-37.822687375430185,144.87419707575313,Private room,45,1,1,2017-03-19,1,2,358
+17079319,Maribyrnong Apartment,7274325,Daniel,,Maribyrnong,-37.7733550695183,144.8795439816766,Entire home/apt,250,4,0,,,1,181
+6170638,Riverview Terrace,32015246,Elena,,Maribyrnong,-37.77498422660749,144.87376003539765,Entire home/apt,250,1,19,2017-03-16,0.83,2,341
+5154743,A King Sized Bed...divine!,12401515,Kellie,,Maribyrnong,-37.79442081841853,144.87352047158925,Private room,45,2,36,2017-01-29,1.36,2,326
+13215397,Footscray Bicycle Haven - Supersize room,10596449,Chay,,Maribyrnong,-37.797034591185216,144.901903347449,Private room,35,1,16,2017-03-25,2.24,4,333
+8955547,Village BELLE - Stunning cottage,19203020,Louise,,Maribyrnong,-37.81698090947176,144.8935400595226,Entire home/apt,284,3,1,2017-01-21,0.41,2,352
+17049196,Convenience is King.,114449058,Simon,,Maribyrnong,-37.82040179638898,144.8880173695387,Private room,55,3,3,2017-03-18,1.76,1,153
+10692177,Modern & Brand New....Your Home away from Home!,17836321,Dianne,,Maribyrnong,-37.76882891744349,144.8829042950607,Entire home/apt,168,2,20,2017-03-28,1.38,1,289
+17180232,"Modern terrace house, 15min to CBD",115609108,Michelle,,Maribyrnong,-37.80855706842764,144.89247857576592,Private room,69,1,6,2017-04-01,3.75,1,55
+13116268,"Two rooms available, one queen bed, one double",69876337,James,,Maribyrnong,-37.797096392525205,144.88287838070582,Private room,26,1,3,2016-07-27,0.31,2,0
+17998622,Luxury Home -3 Bedroom super modern,56135504,Chris,,Maribyrnong,-37.78383052168293,144.87057648107756,Entire home/apt,119,1,0,,,1,354
+15933613,"Your own private room, only 20-min train to CBD!",34874936,Kody,,Maribyrnong,-37.796370567015565,144.8633110433224,Private room,25,1,6,2017-01-13,1.31,1,56
+14654926,Huge room+own living room+near everything 3mins,56954983,Christine,,Maribyrnong,-37.801178310541964,144.8914263880188,Private room,50,1,42,2017-03-21,5.68,1,247
+4299666,Trendy Townhouse close to CBD,11727128,Jessica,,Maribyrnong,-37.80526142746858,144.88881206763762,Entire home/apt,201,2,19,2016-03-13,0.65,1,70
+17406722,Queen Size bed close to Footscray,236206,Dom,,Maribyrnong,-37.78905145498085,144.87717054347502,Private room,31,2,3,2017-03-30,3,1,301
+1253219,Stay at home in Seddon,4542615,Darren,,Maribyrnong,-37.807765385336005,144.89750622931786,Entire home/apt,149,1,2,2016-08-17,0.11,2,358
+11442880,"The ""W"" Seddon - with pool!!!",26034345,Greig,,Maribyrnong,-37.80824200536393,144.88371811807082,Private room,59,3,3,2017-02-26,1.20,1,306
+12327560,Yarra | Air-Con | Ground Floor | S4,33064382,Jo & Greg,,Maribyrnong,-37.81289897977205,144.88800847880776,Entire home/apt,138,3,11,2017-02-17,0.98,3,359
+15413085,20 minutes drive to melbourne city,98257898,Rocky,,Maribyrnong,-37.77736833828483,144.8855088922616,Private room,41,1,3,2016-11-21,0.53,5,181
+6035969,modern house near village centre,9633102,Henry,,Maribyrnong,-37.81992413230138,144.88825602675323,Entire home/apt,135,1,2,2015-06-15,0.09,1,0
+17897062,Designer pad - Private room + Bathroom + Courtyard,18244298,Blair + Leigh,,Maribyrnong,-37.819573772136394,144.88843342569837,Private room,66,2,0,,,1,76
+8688817,West Footscray Family House,42354862,George,,Maribyrnong,-37.79967971968132,144.87709185012105,Entire home/apt,145,2,1,2015-10-25,0.06,1,0
+16162731,Cheerful 2 BR Apt 15 mins from CBD,7769206,Kelly And Romney,,Maribyrnong,-37.79847596639493,144.86683140474457,Entire home/apt,100,1,0,,,2,253
+12098122,Footscray's Finest,56798670,Cole,,Maribyrnong,-37.79414812644456,144.88306850798116,Entire home/apt,201,1,0,,,1,0
+16324515,A Comfortable Bed in Seddon,14518796,Leharna,,Maribyrnong,-37.80749716236524,144.8933829183789,Private room,55,2,4,2017-03-04,1.45,1,78
+6494103,Private cozy room in West Footscray,32727982,Liliana,,Maribyrnong,-37.80234881793232,144.859526470296,Private room,43,1,4,2017-03-25,0.48,2,358
+7115949,Private room with an outdoor area,37277481,Leo,,Maribyrnong,-37.79588207916864,144.88707189348247,Private room,35,1,0,,,1,0
+9671576,Long-term double room in Footscray,25023383,Catherine,,Maribyrnong,-37.80058934661179,144.8932980019843,Private room,41,14,0,,,1,0
+15778627,Maribyrnong River Retreat - Magnificant Views,102008153,Selina,,Maribyrnong,-37.78035757293674,144.89206746515583,Entire home/apt,121,2,9,2017-03-24,2.81,1,125
+5741058,Friendly house in funky Yarraville,29776488,Percy,,Maribyrnong,-37.82034319424577,144.8919694879608,Private room,50,1,10,2017-03-21,0.41,1,359
+13800966,The Heart of Footscray,25424455,Chelsea,,Maribyrnong,-37.795309487684065,144.88775045666478,Entire home/apt,155,1,29,2017-04-01,3.51,4,284
+9267153,Casa de Juju,349701,Julia,,Maribyrnong,-37.79619070375056,144.86778985936792,Entire home/apt,92,1,31,2016-12-28,1.99,1,113
+6428024,Absolute Ensuite room near station,32450942,Wenfang,,Maribyrnong,-37.801732841076515,144.9025469065266,Private room,55,7,14,2017-03-26,0.78,5,284
+17306341,"Only girls, Close to cafe street, 10min to Mel CBD",68309050,Mini,,Maribyrnong,-37.80871774418499,144.89473514533944,Private room,30,1,1,2017-02-17,0.65,1,0
+8412829,Large contemporary inner city home,44316344,Crisso,,Maribyrnong,-37.79266715979113,144.87854603714885,Entire home/apt,149,5,1,2016-01-02,0.07,1,0
+1906916,Cozy double bedroom in Footscray,9897279,Ranii,,Maribyrnong,-37.80227270813552,144.89747351476132,Private room,60,2,0,,,1,212
+17373382,A lovely convenient townhouse,74101644,Claire,,Maribyrnong,-37.78699411162396,144.8554422511691,Entire home/apt,79,1,2,2017-03-25,2,2,329
+17515357,Group stay in a Mansion near CBD,2078748,Brenda,,Maribyrnong,-37.814581697621655,144.8914481734078,Entire home/apt,360,2,0,,,4,173
+16977185,Modern Home with Free Wifi Internet,113600972,Kate,,Maribyrnong,-37.797600813436645,144.90408713293266,Private room,50,2,4,2017-03-11,2.93,2,123
+8133068,holiday style waterfront apartment,42948378,Catherine,,Maribyrnong,-37.78679204982793,144.89891634629564,Entire home/apt,300,2,0,,,1,0
+14095011,Lovely family home ready for you!,62886033,Carmel,,Maribyrnong,-37.808075151562896,144.88310656924696,Entire home/apt,270,2,3,2017-01-21,0.68,1,364
+17109458,Barkly Theatre Apartments,101664244,Jacinta,,Maribyrnong,-37.800191646912594,144.8942208510519,Entire home/apt,109,2,0,,,1,29
+12783954,"★Charlie★ Superhost | Modern, Clean w. Parking",2246291,Vincent,,Maribyrnong,-37.80027733238067,144.90565682905924,Entire home/apt,127,1,21,2017-03-29,3.12,3,153
+8524116,Dapper apartment in Yarraville,41019419,Paolo & Gemma,,Maribyrnong,-37.81614989125914,144.8953810063275,Entire home/apt,94,14,1,2015-12-29,0.06,1,0
+3838090,Spacious modern 2BD inner west home,2558773,Angela,,Maribyrnong,-37.80484098756244,144.89441699770555,Entire home/apt,190,2,2,2016-10-01,0.07,1,0
+15723971,Loft bed in private room,74470543,Hannah,,Maribyrnong,-37.79741122360944,144.87108683943418,Private room,30,1,0,,,1,364
+5096213,Stylish 2brm Pad Central Footscray,2932791,Gaye,,Maribyrnong,-37.80281256464227,144.896894990676,Entire home/apt,125,2,49,2017-03-25,1.99,2,65
+16191980,Explore two old villages from one new apartment,25019250,Luke,,Maribyrnong,-37.80862251247698,144.88489665614645,Entire home/apt,100,2,3,2017-01-18,1.07,8,0
+16844886,"Absolute waterfront. Walk to Races, Show grounds",109534738,Nicole,,Maribyrnong,-37.78742761278434,144.8998766860806,Entire home/apt,130,3,8,2017-03-30,3.69,2,323
+8488905,House-Only 9 MINS to Melbourne CBD!,44708295,Ben,,Maribyrnong,-37.82226628400167,144.8802733151914,Entire home/apt,168,2,2,2016-02-14,0.14,2,363
+8488852,Bedroom in popular Yarraville,44708295,Ben,,Maribyrnong,-37.82318783450966,144.88227164238276,Private room,73,2,0,,,2,363
+12191592,Family home perfectly located,26884562,Maureen,,Maribyrnong,-37.80835764467921,144.8891062976897,Entire home/apt,250,3,2,2016-07-15,0.22,1,35
+5376168,Indoor/Outdoor Inner West Living,2921492,"Rebecca (& Gareth, & Now Finnegan)",,Maribyrnong,-37.80276477132468,144.90367727580295,Entire home/apt,156,7,0,,,1,0
+17236837,Spacious family home close to Seddon Village,115971547,Jess,,Maribyrnong,-37.80601823182463,144.8859891695833,Entire home/apt,201,2,0,,,1,70
+13239551,Cosy apartment near Maribyrnong River,73833067,Rosea,,Maribyrnong,-37.767993937410886,144.88987330823377,Entire home/apt,35,1,0,,,1,0
+4688278,Lovely 3 bedroom home,3014083,Jess,,Maribyrnong,-37.813930476614374,144.89042791482245,Entire home/apt,149,7,3,2016-01-24,0.11,1,0
+7735081,"Bluestone, Bed, Bathroom & Balcony",40648273,Rich,,Maribyrnong,-37.798414006043544,144.89512097819858,Private room,41,1,6,2015-12-14,0.34,1,245
+9778263,MTW,48904882,Dominika,,Monash,-37.88900311073331,145.12039701904666,Private room,121,1,0,,,1,0
+4950810,big room in clayton near monash uni,25518903,Prashanth,,Monash,-37.91724456638413,145.12777812540807,Private room,650,1,0,,,1,0
+8487827,Private Self Contained Pool House,6708388,Gemma,,Monash,-37.90788579290069,145.08449508376177,Entire home/apt,60,1,41,2017-03-26,2.65,1,201
+16384493,Private room in Notting Hill,49149847,Saeedeh,,Monash,-37.904747373971865,145.14170150256243,Entire home/apt,80,3,3,2017-01-11,0.86,1,92
+17432860,"Brand new townhouse - 3 Bedrooms, 3 ensuites",57047200,Jade,,Monash,-37.912236155099286,145.11526202809316,Entire home/apt,176,2,2,2017-03-25,2,1,295
+13762875,"Large, uni, hospital, train, bicycle, LCD and more",51180175,Warren,,Monash,-37.91657014382249,145.11687983844578,Private room,48,1,3,2017-02-06,0.36,3,322
+10060165,Comfy Room at Clayton Melbourne,51625191,Denise,,Monash,-37.90485939531815,145.12671875443624,Private room,69,1,1,2016-02-19,0.07,1,360
+300445,Hughsdale Modern Unit,1547448,Steven,,Monash,-37.90382587639763,145.08040501725608,Entire home/apt,210,7,9,2017-02-10,0.17,1,329
+16679691,Room for Rent at Heart of Oakleigh,110389643,Jessica,,Monash,-37.899633638971366,145.09041861502087,Private room,41,2,1,2017-02-11,0.58,1,365
+15805283,clayton Monash Uni nice tidy room,102277725,Lily,,Monash,-37.91655139633992,145.1433075577267,Private room,37,5,0,,,1,276
+16352333,Spacious Clean Room (Glen Waverley),107074778,Herman & Sylvia,,Monash,-37.874254754533965,145.17582201635878,Private room,35,2,12,2017-03-09,3.36,1,163
+15836952,Nearby The Glen Shopping Center,99048528,Anita,,Monash,-37.877979640205005,145.1543609988931,Private room,39,1,5,2017-01-28,1.03,2,82
+8327545,1 b/r apartment-walk to Monash Uni,18418530,Margaret,,Monash,-37.9039768165104,145.1456547338422,Entire home/apt,140,1,21,2017-02-25,1.25,2,170
+5080269,A stroll to Monash Uni Clayton,5492859,Henry,,Monash,-37.91872488923972,145.13084633423048,Private room,48,1,2,2017-02-01,0.12,3,92
+14779984,comfy family cottage house in a safe suburb,43720482,Janet,,Monash,-37.878132289108045,145.1177281699517,Entire home/apt,121,3,0,,,4,39
+17794645,Comfortable room with convenient commute,121580520,Thang,,Monash,-37.898372924960086,145.07624966650124,Private room,29,1,0,,,1,0
+16385206,perfectly located 1 bedroom near shopping center,106367873,Celia,,Monash,-37.887376130949406,145.09192552693787,Shared room,20,15,0,,,1,0
+13271480,Beautiful home#GORGEOUS Views#Charming character!,74773970,Ash,,Monash,-37.93092555931027,145.20339508573176,Entire home/apt,201,2,0,,,1,174
+16452193,Serene Oasis in Oakleigh,3854724,Lara,,Monash,-37.90592165222464,145.0800080575172,Entire home/apt,100,3,0,,,4,337
+17028976,Small room with Garden View,37226396,Mandy,,Monash,-37.90959597937139,145.1785958839015,Private room,30,7,0,,,1,176
+167067,Convenient Spot in Mt Waverley,796181,John,,Monash,-37.87145933143041,145.12984412081693,Private room,45,4,59,2017-03-10,0.87,1,146
+15200642,4. Charming period style home.,22641016,Christine,,Monash,-37.90880061388884,145.0964569936031,Private room,43,1,0,,,9,134
+4495401,Bedroom in stand Alone Unit,23319212,Gaurav,,Monash,-37.90006022550362,145.11581619017042,Private room,50,1,1,2015-11-22,0.06,1,0
+15761983,Comfy room near Monash Uni Room 2,53034745,Shawn,,Monash,-37.923127630626155,145.13166471851633,Private room,59,4,6,2017-04-01,1.37,2,344
+15207907,Serene & excellent views of Dandenong ranges,96601959,Leela,,Monash,-37.88592629347762,145.17473705197284,Private room,60,1,7,2017-02-23,1.17,1,349
+16211560,Private room near to Monash,56793569,Leanne,,Monash,-37.91499541479693,145.1269689581759,Private room,56,1,0,,,1,115
+10000335,Fully Furnished Opposite Monash Uni Clayton,51373610,Andre,,Monash,-37.91697095830354,145.13809169530995,Private room,30,3,0,,,1,0
+12095274,Full house located in Glen Waverley,45711768,Tracy,,Monash,-37.89850430901947,145.17155826174795,Entire home/apt,121,1,0,,,1,0
+4100006,Spacious 1 bedroom apartment ,7861748,Adrienne,,Monash,-37.91555140901241,145.19890178403196,Entire home/apt,130,2,5,2016-09-09,0.29,1,350
+17537909,Mt Waverley Oasis,97501825,Wilson,,Monash,-37.86605730247459,145.12996716928654,Entire home/apt,191,3,1,2017-03-20,1,3,339
+14887821,SPECIAL! 2BR Apartment Glen Waverley Melbourne,45619058,Fong & Fong,,Monash,-37.887852834970246,145.16462299250787,Entire home/apt,159,2,19,2017-03-25,3.24,2,237
+13660229,"Cosy big room in Glen(breakfast,pickup,surcharge)",30032654,Linda,,Monash,-37.88825412584052,145.1520372733921,Private room,48,1,4,2016-10-26,0.43,5,90
+13050927,Relaxed apartment,72240030,Louise,,Monash,-37.905860284444366,145.14341845752924,Private room,85,1,0,,,1,90
+8428565,Bright room with Queen Bed,44386708,John,,Monash,-37.880487048069014,145.10202001465387,Private room,50,1,0,,,1,365
+6200347,Elegant 2 Bed 2 Bath Townhouse,7122887,Victoria,,Monash,-37.86579749564341,145.11000743965607,Entire home/apt,149,7,7,2017-01-01,0.33,2,115
+17142610,Beautiful suburb for the fun family,115254453,Vicki,,Monash,-37.91185049986486,145.17800854598391,Entire home/apt,201,2,0,,,2,358
+16112133,Cosy Villa in the heart of Glen Waverley,105052833,Leong & Florence,,Monash,-37.88324057481343,145.16721910251852,Entire home/apt,145,2,9,2017-03-25,2.35,1,88
+14851218,Mulgrave private room,92967920,Pei,,Monash,-37.93318197981621,145.18874271115163,Private room,28,1,0,,,1,6
+14000667,Monash Clayton Unverisity,83653581,Zeyao,,Monash,-37.90602860080945,145.14136065450288,Private room,46,1,0,,,1,0
+14064799,Glen Waverley VIC 3150 Melbourne好房子,69265871,Dean,,Monash,-37.873658264939095,145.17122204948055,Private room,60,2,2,2017-01-14,0.63,2,358
+17769812,"3Bed 1 bath 2 Car Port , Park front house",24559564,Yoji,,Monash,-37.860826115536426,145.1495155601801,Entire home/apt,149,2,2,2017-04-02,2,2,356
+10366116,Comfy room near Monash Uni Room 1,53034745,Shawn,,Monash,-37.924527239994944,145.1324367203566,Private room,50,4,15,2017-04-01,1.01,2,154
+3158253,neat room in modern house ,5672767,Bromley,,Monash,-37.877513953431276,145.10044184783789,Private room,107,1,0,,,1,0
+15476238,墨尔本华人区超大套房,Spacious Bedroom with Ensuite,59877644,Kathy,,Monash,-37.869178312450074,145.16254362057117,Private room,85,1,8,2017-03-08,1.61,2,360
+12398495,"Bright, spacious room in Oakleigh",67039338,Anthony,,Monash,-37.91114005537306,145.0861415230368,Private room,250,1,1,2016-04-16,0.08,1,0
+8763252,"Giant room, Queen & bunk beds with garden view",45953893,Stephen,,Monash,-37.89766755824739,145.10333744917207,Private room,66,2,14,2017-03-23,0.81,1,149
+4042096,"Monash Uni, Oakleigh, Clayton, loft",16446492,Bryce,,Monash,-37.908036970078655,145.11232159799843,Private room,75,2,27,2016-04-26,0.90,1,330
+16877631,Good accommodation in Glen Waverley,80595935,Feng,,Monash,-37.88109859027465,145.16512885500126,Entire home/apt,90,1,0,,,1,49
+16232851,Beautiful House & Cheap Price in Best Location *_*,41126506,Barbie,,Monash,-37.89280261901861,145.16410659090033,Private room,41,3,4,2017-03-02,1.71,1,357
+14341145,"Student Room, Monash University Clayton Campus 1",60879865,Mikey,,Monash,-37.90865163353986,145.1273900493781,Private room,59,3,5,2017-02-25,0.66,3,123
+12855129,Great house with natural light! 安静便捷的花园洋房,自驾者的首选!,49676893,Peng,,Monash,-37.860488454062505,145.11107094330737,Private room,48,2,0,,,3,337
+15308426,Heart of Glen waverley with best view of mountians,97501825,Wilson,,Monash,-37.88610479019168,145.17084392858644,Entire home/apt,266,2,5,2017-03-24,0.91,3,53
+16864774,One bedroom unit fully furnished,105153271,Premila,,Monash,-37.86791155721343,145.10610836319026,Entire home/apt,75,1,3,2017-03-30,3,1,74
+17012481,这里有家的温馨和舒适,113970157,Emma,,Monash,-37.90010688806362,145.16333610143468,Private room,51,1,0,,,1,365
+17999841,private room near Monash Uni,118798667,Sherry,,Monash,-37.9189375814134,145.12909575333921,Private room,31,1,0,,,1,7
+17870478,New room + luxury bathroom 会说中文,61455951,Hans,,Monash,-37.854564292658836,145.09596009519592,Private room,79,1,0,,,8,91
+17225004,猫本·运屋 Confortable House at Glen,116000959,Mandy,,Monash,-37.88727447951767,145.17991934084966,Private room,79,2,2,2017-03-27,1.22,1,364
+9115544,2 bedrooms in Clayton,35624660,Jonathan,,Monash,-37.92530615559078,145.1113104123898,Private room,39,1,0,,,1,0
+10659917,3. Huge delightful clean Queen room,22641016,Christine,,Monash,-37.9095336555385,145.09500484786133,Private room,48,2,0,,,9,354
+15313000,Private self contained comfortable apartment,97548264,Linda,,Monash,-37.913018937283084,145.18678084267,Entire home/apt,100,1,0,,,1,58
+9716417,Willmott's,33468756,Ian,,Monash,-37.87965193857719,145.16391020658938,Private room,69,1,13,2016-12-26,0.86,3,351
+11743009,3-Bedroom Apartment - Ideal for 6,43308118,Alan,,Monash,-37.90410386309714,145.16023966002936,Entire home/apt,281,1,3,2016-11-26,0.29,5,0
+13176767,Double bed Room,34792104,Andrew,,Monash,-37.8616634451985,145.13704740393675,Private room,45,2,0,,,1,272
+437892,Will feel like U never left home. ,2151046,Jin,,Monash,-37.906455931145175,145.1215560818607,Private room,46,21,0,,,1,365
+18000141,1 room with Double Bed,24559564,Yoji,,Monash,-37.86027946872324,145.1492298077904,Private room,45,1,0,,,2,365
+17898094,Central Star Glen Waverley,97501825,Wilson,,Monash,-37.87487799730104,145.16102538555046,Entire home/apt,152,3,0,,,3,138
+43429,Tranquil Javanese Studio and Pond!,189684,Allan,,Monash,-37.89960099646283,145.1144745408343,Entire home/apt,98,2,117,2017-03-13,1.52,1,250
+17423452,Spacious Bedroom with TV & Study Desk,45316296,Tony,,Monash,-37.865458307388344,145.1828939116791,Private room,48,1,3,2017-03-28,2.73,1,355
+16818758,楼后火车站,楼前澳洲排名第一的华人街区,111889202,James,,Monash,-37.880236946238014,145.16417516216367,Entire home/apt,98,1,3,2017-03-01,1.76,1,127
+11677759,2 Bedroom-Apartment - Ideal for 4,43308118,Alan,,Monash,-37.904056512104674,145.16050569384703,Entire home/apt,220,1,0,,,5,153
+10105416,In the Heart of Wheelers Hill (OAK10),48988833,Nick,,Monash,-37.91060183464996,145.19100404579694,Entire home/apt,201,3,9,2017-02-27,0.62,24,347
+1413602,"Singles only - privacy, garden view",7619133,Kim,,Monash,-37.89394633005709,145.07876601590388,Private room,60,1,39,2017-03-26,0.93,1,359
+13773529,"Bungalow, uni, hospital, transport, bicycle, LCD",51180175,Warren,,Monash,-37.91499804485516,145.1179966718099,Private room,33,1,3,2017-02-15,1.22,3,299
+9137489,Private room in family setting.,12102129,Tim,,Monash,-37.92107327838002,145.11226017178558,Private room,50,1,2,2017-01-21,0.64,1,113
+15085707,good view & sport 3 bedroom house,88294000,MICHAEL Haibo,,Monash,-37.89236684398335,145.11366970448228,Entire home/apt,130,2,5,2017-03-17,0.77,1,26
+12892182,comfortable & convenient,70586446,Robin,,Monash,-37.91909883169913,145.12842026358004,Private room,60,1,3,2016-12-20,0.38,1,63
+11876447,"Period style, Converted Lounge room, Q bed",22641016,Christine,,Monash,-37.90934926731486,145.09577022762,Private room,42,2,3,2017-02-19,0.34,9,160
+16219040,Spacious 1 bed apartment in Clayton,42569089,Leo & Ria,,Monash,-37.91969594020561,145.11606418881465,Entire home/apt,59,1,5,2017-02-04,1.26,1,268
+9550002,"Walk to Trains, Food, 39 min to CBD",14145716,Jase,,Monash,-37.87053718964599,145.16761139962955,Private room,135,1,1,2016-01-20,0.07,1,364
+14203128,01步行可到大学,附近宜家,公交可到火车站购物中心,59404543,Yafeng,,Monash,-37.919261739112365,145.1424006794478,Shared room,29,1,0,,,1,365
+13535651,Mt Waverley Home Away From Home,77846788,Naomi,,Monash,-37.86013116948347,145.1277788795478,Private room,50,1,39,2017-03-29,4.27,1,76
+17019991,干净整洁的大房,91148212,June,,Monash,-37.88839008105752,145.11996126852733,Private room,48,2,5,2017-03-11,2.94,1,357
+15043002,Quiet and Cool place,95046894,Muralie,,Monash,-37.91817838300971,145.11866379130413,Private room,50,6,0,,,1,0
+13590294,"Good big room in Glen(breakfast,pickup,surcharge)",30032654,Linda,,Monash,-37.888015454921316,145.15144290168138,Private room,43,1,12,2017-02-26,1.40,5,31
+13122234,"New, modern and stunning 4 bedroom home",1753991,Andrew,,Monash,-37.90355440256948,145.09176143429076,Entire home/apt,193,2,26,2017-03-13,2.57,1,36
+15481649,"Brand new, self contained, private apartment.",99391131,Ian & Caroline,,Monash,-37.93132062447608,145.20235180363193,Private room,89,1,7,2017-03-22,1.27,1,156
+6438002,Willmott's,33468756,Ian,,Monash,-37.90191846439722,145.15580729048784,Private room,69,1,34,2017-01-24,1.53,3,365
+8240426,Luna's modern & friendly home,27081104,Luna,,Monash,-37.91947928053517,145.13132519407546,Private room,60,14,0,,,1,106
+14138294,"Student Room, Monash University Clayton Campus",60879865,Mikey,,Monash,-37.90897671051639,145.12956117630523,Private room,59,1,8,2017-03-30,0.99,3,83
+4597458,Monash Uni - Only 12 min stroll !,5492859,Henry,,Monash,-37.918776816635834,145.13142501725127,Private room,52,1,2,2016-02-06,0.12,3,164
+8429503,Home in Monash,34310230,Karen,,Monash,-37.90959114216617,145.1235301719703,Private room,50,1,14,2017-02-07,0.83,4,269
+12956853,double bedroom in clayton,63166264,Lana,,Monash,-37.91739923783846,145.12228872145056,Private room,29,3,0,,,1,163
+4797316,Private room in Hughesdale,21957747,Ange,,Monash,-37.89007375146003,145.0825359954413,Private room,80,1,0,,,1,364
+12956962,Quiet and comfortable,71224870,Mary,,Monash,-37.93096412600013,145.17359008510812,Private room,52,2,15,2017-03-30,1.40,1,102
+16396846,"Cozy, Convenient, low cost",107417629,Yan,,Monash,-37.880486710610725,145.16252357390002,Private room,132,1,0,,,1,29
+12456796,5 minutes drive to Monash Uni,67403568,Irina,,Monash,-37.90842660024817,145.19154040314996,Entire home/apt,201,3,6,2017-03-26,1.33,1,48
+12236224,Pearl of Wheelers Hill (OAK30),48988833,Nick,,Monash,-37.90939801863751,145.19197749454963,Entire home/apt,201,3,3,2017-02-20,0.34,24,337
+9156174,Family Lodge in Glen Waverley Rm 2,44827115,Augustus Jun,,Monash,-37.870698804054335,145.17235677452797,Private room,48,2,8,2016-10-12,0.52,2,365
+8042164,Simple bedroom in suburban home :),600128,Maria,,Monash,-37.93124751823395,145.18573893889513,Private room,55,2,12,2017-04-01,0.62,1,363
+9063217,Spacious Bedroom with Ensuite,47275530,Anil,,Monash,-37.9225439175342,145.1663318609628,Private room,50,1,38,2017-03-20,2.22,1,153
+16693778,Botanica,47746281,Baden,,Monash,-37.89158786192043,145.16556796332134,Entire home/apt,130,2,0,,,1,62
+17908086,Modern 2 bedroom Townhouse in Hughesdale,98558222,Daniel,,Monash,-37.904236138254724,145.0813777179328,Private room,50,3,0,,,1,168
+12796499,"在Glen Waverley中心校区,离购物中心、火车站、公共交通近",69699738,Yisong,,Monash,-37.8822256771302,145.18220107841321,Shared room,90,1,0,,,1,90
+17515769,"Singles only, closed to Oakleigh Station",118752161,Yong,,Monash,-37.90496567453785,145.0848131405684,Private room,42,1,0,,,1,92
+16499767,Nice and Cozy room in Clayton,45880612,Oscar,,Monash,-37.92284454383401,145.12201989857218,Private room,35,1,5,2017-01-13,1.67,2,76
+9717773,$79 Double/$49 Single,11802678,Victor,,Monash,-37.892183967251704,145.18951554217745,Private room,79,1,3,2016-09-10,0.27,1,336
+12371473,Right at the heart of Oakleigh,15379216,Canmy,,Monash,-37.89998046733759,145.09202277680262,Private room,41,1,1,2016-08-13,0.13,1,364
+7751196,BedRmsNearMonashUni/ClaytonStation,36197027,Mengjie,,Monash,-37.915254571519526,145.1206746654386,Entire home/apt,41,1,0,,,1,0
+15746592,Golden location in Mount Waverly,100469624,Thanuja,,Monash,-37.89328875476773,145.14156457723928,Entire home/apt,140,2,14,2017-04-01,3.44,1,50
+14661217,Fully furnished studio in Clayton,26081323,Udayasiri,,Monash,-37.916719645071275,145.14185024577748,Private room,60,1,1,2016-09-07,0.14,3,123
+17045151,Self contained studio room for short stay,68137176,Alok,,Monash,-37.88269500218716,145.1129310537971,Private room,55,1,2,2017-03-04,1.46,1,307
+12503859,Amazing apartment for share,29910455,Allen,,Monash,-37.91059790928643,145.10457842474165,Shared room,80,1,0,,,1,365
+11422548,"Friendly house in Glen Waverley, 5 star stay!",59877644,Kathy,,Monash,-37.8689737134039,145.16250988767047,Private room,75,1,19,2017-03-14,1.59,2,350
+3918737,Apartments 0f Waverley are Quiet,20300233,Apartments Of Waverley,,Monash,-37.88897185627794,145.16377195636923,Entire home/apt,350,2,1,2015-08-04,0.05,1,365
+15649926,Inviting and central location in Glen Waverley,53472236,Vincent,,Monash,-37.870350456430835,145.1625752788767,Private room,75,2,2,2017-03-26,0.47,1,344
+17910945,Private Room near Holmesglen Tafe,10607667,Yosiany,,Monash,-37.87566890978569,145.09352106203275,Private room,37,5,0,,,1,66
+4148805,Orange Serviced Apartment,21522373,Reservation,,Monash,-37.881309503040676,145.16027565342623,Entire home/apt,299,3,2,2016-09-30,0.08,1,365
+16010831,Monash University Clayton Campus Private Room,60879865,Mikey,,Monash,-37.91099381233464,145.12796215073533,Private room,59,3,2,2017-03-04,1.46,3,83
+12406547,Close to MMC and railways.,60442390,Jenny,,Monash,-37.92294602519379,145.12387837471508,Private room,41,2,2,2016-11-24,0.18,2,123
+9654118,Private room with double bed.,49907017,Tu,,Monash,-37.92756113565341,145.1728063277343,Private room,55,1,19,2017-03-25,1.19,2,330
+12275866,"Master with Ensuite, Oakleigh",2079146,Kimberly,,Monash,-37.89738433178726,145.10886167388338,Private room,60,2,5,2016-10-29,0.56,1,0
+17845586,MASTER room + PRIVATE bathroom + walkin robe 会说中文,61455951,Hans,,Monash,-37.85497029717916,145.09711436391007,Private room,94,1,0,,,8,91
+8212751,Spacious 3 Bedroom Apartment for 6,43308118,Alan,,Monash,-37.90219183242416,145.15870311765642,Entire home/apt,240,1,0,,,5,365
+15223056,Private Room Close to Uni.,65643754,Nathalie,,Monash,-37.91090421766059,145.1265637022499,Private room,35,3,1,2017-03-09,1,1,58
+13980131,"Comfy&Convenient, Park&University",58439999,Dannie,,Monash,-37.919776567622414,145.12952593395332,Entire home/apt,216,2,5,2016-09-16,0.60,2,9
+14865033,A new townhouse 2 minutes walk to Clayton station,29307104,Kama,,Monash,-37.92471145927444,145.12197120559537,Private room,24,1,0,,,1,0
+12472991,Little Paradise in a Quiet Crt,67509538,Libby,,Monash,-37.87537371948628,145.18226068614842,Entire home/apt,258,1,22,2017-03-28,2.24,1,257
+8508208,"2 spacious, clean and bright sun lit rooms",40011847,Yeu Wen,,Monash,-37.92747762499772,145.11195483083532,Private room,50,1,2,2016-06-14,0.17,1,305
+14508394,beautifull basic room in a quiet neighborhood,13660126,Pierre,,Monash,-37.86598121778496,145.1384245428644,Private room,52,3,1,2016-08-31,0.14,1,358
+13398350,"Stylish, Cosy two bedroom apartment",33341783,Sulia,,Monash,-37.90141305980657,145.144422923615,Entire home/apt,135,3,9,2017-03-08,1.06,2,161
+10707731,"Private room, near holmesglen and 24x7 woolworths",54573832,Devon,,Monash,-37.875626214477215,145.1019867805226,Private room,41,3,22,2017-03-26,1.57,1,143
+15397272,Walk to Monash University,64737468,Sally,,Monash,-37.906366179241935,145.14895431325056,Entire home/apt,128,2,17,2017-03-31,3.02,3,337
+15000511,"Spacious,comfortable lovely house",81772437,Ami,,Monash,-37.863536833165874,145.1250231543968,Entire home/apt,300,2,12,2017-04-02,3.05,2,275
+7990095,Executive Living in Mt. Waverley,42175040,Igor & Skevi,,Monash,-37.8962436385502,145.1158582776871,Entire home/apt,198,2,17,2017-03-30,0.92,1,365
+8463341,Forevery,31816747,Caine,,Monash,-37.91956281903945,145.11130063559042,Entire home/apt,998,1,0,,,1,0
+6107210,Comfort & design & dogs near park,26551920,Peter,,Monash,-37.868296498119896,145.11111117324862,Private room,48,2,31,2017-01-29,1.46,1,16
+9597406,cleaning and comfortable 1,49673507,Luis,,Monash,-37.92428862677075,145.10711149450552,Private room,60,2,5,2017-02-19,0.63,2,90
+15526881,靠近Monash大学和南半球最大的购物中心(Chadstone )舒适明亮的房间,99842613,Fen & Nick,,Monash,-37.90629185104271,145.07503117109732,Private room,55,1,5,2017-02-11,1.09,2,248
+999305,"Stroll to Monash Uni, Clayton. Melb",5492859,Henry,,Monash,-37.91952365882909,145.13110532250548,Private room,46,2,3,2015-03-09,0.07,3,98
+12855158,Garden viewing house!花园景观别墅(带泳池),49676893,Peng,,Monash,-37.86193281930472,145.10925566650926,Private room,100,1,0,,,3,92
+7723277,PG offer with 3 times Indian Food,35911826,Sachin,,Monash,-37.922662052358596,145.11351979591885,Shared room,59,1,0,,,2,365
+14938739,Quiet place in Chadstone,93205968,Kimberley,,Monash,-37.87264991594168,145.10463642600752,Private room,52,2,5,2017-04-01,0.79,1,89
+10282806,"Spacious, Sunny and Private",23234910,Helen,,Monash,-37.859042008004685,145.12398388340256,Private room,59,2,24,2017-02-17,1.63,1,215
+9724069,Beautiful family living with views,47963942,Ryan,,Monash,-37.85895012653128,145.11686972894532,Entire home/apt,208,2,44,2017-03-21,2.88,1,51
+15695001,Room B Private romance room in Golden Mile WH/Glen,58124910,Emma(Xiyan),,Monash,-37.89182461278421,145.18987408872763,Private room,46,1,4,2017-01-22,0.77,3,332
+16678069,2.Luxury modern Queen room in large luxurious home,22641016,Christine,,Monash,-37.906910609105154,145.0958905613024,Private room,48,7,0,,,9,10
+8155002,Next to Monash Clayton Campus,43052579,Michael,,Monash,-37.90562023328768,145.1441732020681,Private room,46,7,0,,,1,0
+6651426,"The Nott Pad, King Bed & Spa, Relax",4003668,Beau,,Monash,-37.902485994014484,145.14307026082201,Entire home/apt,125,2,19,2017-02-19,1.44,3,83
+6946255,Cosy Room en route to everything,20188286,Michele,,Monash,-37.86530210413407,145.13474218276934,Private room,46,2,17,2017-01-14,0.83,1,53
+8076997,NottingHill Apt so close to Monash,42665918,Alice,,Monash,-37.90456569986083,145.14173639627123,Private room,48,2,4,2017-02-04,1.04,1,48
+17101432,Comfy unit double bedroom,43720482,Janet,,Monash,-37.88246884405985,145.1321115613841,Private room,43,2,0,,,4,35
+12840697,Convenient and spacious!,26926332,Julie,,Monash,-37.860157293482644,145.1196224164081,Private room,48,1,27,2017-03-28,3.14,1,171
+12615526,Golden location in Glen Waverley,64737468,Sally,,Monash,-37.882290898418645,145.16034872714448,Entire home/apt,128,2,50,2017-02-18,4.45,3,315
+12612505,Private room with king single bed.,49907017,Tu,,Monash,-37.92774236900758,145.1729353474514,Private room,50,1,23,2017-03-18,2.26,2,334
+10253084,Spacious apartment near Monash Uni & Chadstone,52475655,Eve,,Monash,-37.90625353106918,145.1166390297622,Entire home/apt,94,1,25,2017-03-25,1.77,1,304
+13497989,Modern + Cosy Bedroom,21635936,Natalie,,Monash,-37.9063251990592,145.0797415363239,Private room,50,1,0,,,1,0
+17914051,舒适宜人的家,115226027,Huiping,,Monash,-37.859362820221186,145.14244374246414,Private room,68,1,0,,,1,180
+17593550,Ikon Apartment on Kingsway Glen Waverley,12788813,Matthew,,Monash,-37.880254751616114,145.1633755321112,Entire home/apt,149,3,0,,,2,358
+13931464,"Modern& Beauty Unit, Prime Location, Glen Waverly",58439999,Dannie,,Monash,-37.870086966535794,145.15042100551804,Entire home/apt,212,1,4,2017-03-23,0.98,2,85
+15397143,Golden Mile in Wheelers Hill,64737468,Sally,,Monash,-37.89256842018581,145.1878436466046,Entire home/apt,168,2,8,2017-03-28,2.11,3,325
+4978877,1 bedroom king bed $100 per night,18091855,Leigh,,Monash,-37.87542396118362,145.12872353676676,Private room,100,1,1,2015-03-22,0.04,1,363
+11594092,Luxury Private Master room,60704217,Lucy,,Monash,-37.86646104011577,145.13604198632046,Private room,89,3,3,2017-03-15,0.45,1,359
+9595259,Melbourne stylish private bungalow,4430580,David & Taylor,,Monash,-37.86429048358919,145.0952017828727,Entire home/apt,92,1,66,2017-04-01,4.02,2,305
+15100258,Newly renovated 1 Room for rent,95527045,Sherly,,Monash,-37.919247741290725,145.1378675463783,Private room,100,3,1,2016-10-02,0.16,1,365
+11399035,Fully furnished ensuite bedroom,9478627,Vahid,,Monash,-37.90405769931911,145.1423009979941,Private room,45,21,0,,,1,0
+2129665,5 Star Room + Bathroom - Single/Couple/Executives,10865398,Shayne & Jenny,,Monash,-37.86839179525284,145.16332059361662,Private room,100,1,1,2017-03-10,1,2,339
+11073099,Wheelers Hill Gemstone (OAK26),48988833,Nick,,Monash,-37.90858005016359,145.19194164221233,Entire home/apt,201,3,3,2017-02-11,0.22,24,363
+10909180,Notting Hill single/couple retreat,56542021,Philipa,,Monash,-37.90760860615468,145.14952884306575,Private room,41,1,15,2017-02-04,1.08,1,92
+16220107,Studio or bachelor pad for rent,102582444,Jim,,Monash,-37.87581572079358,145.09459834863617,Private room,94,1,0,,,2,365
+13923444,Double room with own bathroom & TV,24355377,Imogen,,Monash,-37.88653298080025,145.11943836856105,Private room,41,1,19,2017-03-28,2.53,1,350
+6581778,Cheap room available in Melbourne,34429346,Tj,,Monash,-37.89858445654347,145.15204486695694,Private room,100,1,0,,,1,365
+9155660,Family Lodge in Glen Waverley RM 1,44827115,Augustus Jun,,Monash,-37.8697786500105,145.1711695683764,Private room,66,2,31,2017-04-01,1.88,2,287
+5755583,DoubleBed Room in Mt Waverley (Rm1),4164815,John,,Monash,-37.89653650234646,145.11239276606562,Private room,59,2,35,2017-01-16,1.46,2,0
+16184055,Private Room in a Quiet Gated Neighbourhood,81412931,Teeshan,,Monash,-37.92200741051131,145.1286619302121,Private room,66,1,2,2017-02-26,0.87,1,123
+17101546,"Charming home, walk to train station, cafe & shops",114781252,Luke And Lin,,Monash,-37.88009889090037,145.15134244044023,Entire home/apt,165,1,0,,,1,351
+12906814,The Morton - Wonderfully Warm and Inviting Home,27376757,Paul,,Monash,-37.855181872018555,145.09951388059213,Entire home/apt,145,3,1,2016-06-03,0.10,1,0
+6416178,Willmott's,33468756,Ian,,Monash,-37.90069665727823,145.15635575384405,Private room,140,1,10,2017-02-25,0.44,3,351
+17852494,cleaning and comfortable,49673507,Luis,,Monash,-37.92632747626583,145.10449179127335,Private room,55,2,0,,,2,365
+11397161,"Beautiful, spacious renovated home",59807809,Emma,,Monash,-37.90174595667829,145.0811635556954,Entire home/apt,270,2,2,2016-09-18,0.22,1,0
+17098981,Nice and Cosy house in Ashwood near Chadstone,114763832,Chaminda,,Monash,-37.869999972710595,145.09466714650648,Entire home/apt,100,2,2,2017-03-26,2,1,161
+8874199,CedarcrestA Tri-level family house,20779758,George,,Monash,-37.864249387918846,145.16926053991168,Private room,64,2,8,2017-02-15,0.45,2,92
+16605926,Glen Waverely Luxury Master room.,95990225,Ji,,Monash,-37.87746494695647,145.17254420673078,Private room,128,1,1,2017-03-22,0.40,1,176
+13558213,舒适小洋房,交通方便,可预约接送飞机服务及包车出游活动。(价格面议),71734207,Sunnie,,Monash,-37.8797620313778,145.16589890859132,Private room,63,1,7,2017-03-18,2.12,1,364
+15241271,"Glen Waverley $55 for one person, $63.00 for two",96907915,Christine,,Monash,-37.88532429656354,145.18729596021828,Private room,52,1,9,2017-03-30,1.51,1,87
+9959597,2. East facing comfy room Clayton.,22641016,Christine,,Monash,-37.92844953687839,145.12214215868164,Private room,35,1,4,2017-03-09,0.29,9,81
+17292923,sweet home in oakleigh,85838582,潇,,Monash,-37.892627244620904,145.10096261599543,Entire home/apt,1000,1,0,,,1,181
+17193809,Big Living room with doors in Glen Waverley,30032654,Linda,,Monash,-37.886675749758574,145.1502929496595,Private room,38,1,0,,,5,90
+15820111,Room C- Private Villia in Golden Mile WH/Glen,58124910,Emma(Xiyan),,Monash,-37.893422445907696,145.18996106211074,Entire home/apt,79,1,12,2017-03-20,2.57,3,344
+3989457,Cosey suburban cottage ,14922187,Dave And Alex,,Monash,-37.863799070571936,145.09701923907255,Private room,60,1,5,2015-11-08,0.24,1,0
+14159847,Glen Waverley VIC 3150墨尔本格兰,69265871,Dean,,Monash,-37.875086702185676,145.17054917712875,Private room,45,1,7,2017-03-13,1.10,2,354
+17094521,Single Room of Fully Furnished Spacious House,52439642,Jais,,Monash,-37.89013467962539,145.1513151584561,Private room,75,1,0,,,1,77
+15196327,Room with ensuite bathroom and individual entrance,43308118,Alan,,Monash,-37.902113567689874,145.1592532341549,Entire home/apt,117,1,2,2016-12-29,0.47,5,365
+13754534,"A cheap place in Glen(breakfast,pickup,surcharge)",30032654,Linda,,Monash,-37.887744406451255,145.15030879031843,Private room,34,1,19,2017-03-14,2.11,5,67
+8392614,CedarcrestB Tri-level family house,20779758,George,,Monash,-37.86427455871065,145.170923400873,Private room,50,2,4,2017-02-27,0.24,2,92
+15241075,Ivy Units Glen Waverley,68813725,Ivy,,Monash,-37.87379293139081,145.15112418728668,Entire home/apt,250,2,6,2017-03-16,1.32,4,346
+14015648,Private room in 4 bedroom house near Chadstone,83832656,Vivian,,Monash,-37.86984067651943,145.10320880151815,Private room,39,1,0,,,1,180
+18013152,Comfortable room in Glen Waverley,56664227,Zhang,,Monash,-37.87417830201649,145.16180799735892,Private room,41,1,0,,,1,20
+10344101,Family home for work or pleasure,3469190,Frank,,Monash,-37.866481005513556,145.13024056604888,Entire home/apt,300,3,0,,,1,71
+4543614,Modern double story home in Glen Waverley,12788813,Matthew,,Monash,-37.88162333554798,145.15822170585136,Entire home/apt,250,3,0,,,2,358
+14933471,Furnished Studio in Clayton(new),26081323,Udayasiri,,Monash,-37.91587550935241,145.14188339493577,Private room,60,1,1,2017-01-27,0.45,3,123
+12859951,Close to railway station and MMC,60442390,Jenny,,Monash,-37.92234491782589,145.12498416019474,Private room,37,4,5,2016-12-07,0.58,2,135
+4969723,Bedroom Available in Mt. Waverley,25621066,Louis,,Monash,-37.89405923486376,145.12222697328514,Private room,41,1,0,,,1,0
+7393118,"Close to Deakin, Holmsglen, Monash & Train & Bus",7122887,Victoria,,Monash,-37.867289983257855,145.1106182250218,Private room,56,1,17,2017-03-11,0.83,2,359
+9240426,"Home away from home, with private livingroom",38825896,Ruth,,Monash,-37.92794690972657,145.20236230127122,Private room,89,1,16,2017-03-22,0.95,1,174
+13815554,Spacious Design -Long/Short Term or Relocations,38335602,Vicki,,Monash,-37.90050072997328,145.1494937466192,Entire home/apt,180,10,2,2017-03-25,0.28,2,353
+7231840,$1000 permonth,37865464,Sreehari,,Monash,-37.90743892427418,145.084055913431,Private room,50,7,1,2015-09-07,0.05,1,364
+9885148,Studio (fully furnished)in Clayton,26081323,Udayasiri,,Monash,-37.917132482287165,145.14252716007692,Private room,60,1,2,2017-02-06,0.58,3,58
+17122739,comfy unite single bedroom,43720482,Janet,,Monash,-37.88232986022898,145.1319822509857,Private room,43,3,1,2017-02-17,0.65,4,0
+16852019,Private room in Mulgrave,112226997,Anant,,Monash,-37.935611675017675,145.1954279224951,Private room,28,1,4,2017-03-04,1.85,1,347
+17796328,"Private room, own ensuite in a convenient location",121602760,Sherine,,Monash,-37.87639793659229,145.14368321232612,Private room,85,3,0,,,1,64
+16478886,閑静な住宅街 モナシュ大学とモナシュ病院に近い,48317068,Kinori,,Monash,-37.92380969263964,145.1281062282652,Private room,45,1,1,2017-02-24,0.77,1,42
+16861824,Cosy Private Room in Burwood with Parking,112207904,Eugene,,Monash,-37.85819578886435,145.1283874230714,Private room,33,1,6,2017-03-25,2.86,2,270
+17516574,Double room with shared bathroom,59798092,Carla,,Monash,-37.90416934230679,145.10570177178292,Private room,50,1,0,,,1,88
+13605933,"Huge room in Glen(breakfast,pickup,surcharge)",30032654,Linda,,Monash,-37.88760602745572,145.15024692215837,Private room,50,1,7,2017-01-23,0.80,5,91
+15417419,Room in 3 bedroom townhouse,25963686,Sahil,,Monash,-37.89830377950331,145.12261649778148,Private room,41,2,1,2016-10-20,0.18,1,153
+9453620,Heart of Wheelers Hill (OAK40),48988833,Nick,,Monash,-37.908846880350545,145.1919999391545,Entire home/apt,149,3,12,2017-02-21,0.87,24,35
+3355762,Cosy Room With Own Bathroom,16934819,Steph,,Monash,-37.88230096337533,145.1097785221995,Private room,52,2,16,2017-02-16,0.61,1,364
+1683724,Beautiful Home in Melbourne Suburb,8902918,Luke,,Monash,-37.868219238567875,145.099812648468,Entire home/apt,256,5,1,2014-01-03,0.03,1,92
+16395389,Beautiful 2 Bedroom + Study Executive Townhouse,107404967,Nonna,,Monash,-37.86793854359052,145.1385275932548,Entire home/apt,121,2,9,2017-03-26,3.70,1,249
+5582340,Quiet and Comfortable,16034600,Aymee,,Monash,-37.85450097172525,145.09585238372378,Private room,50,1,11,2017-03-29,2.46,1,157
+16165222,Fashionable bedroom in nice house Chadstone,32961531,Titania,,Monash,-37.882033507386716,145.10844587152505,Private room,69,1,8,2017-03-01,1.98,1,168
+5318930,Shared Accommodation ,25720104,Khyber,,Monash,-37.865892663433854,145.13334346878838,Shared room,50,1,0,,,1,365
+16327512,Granny Flat with kitchenette,76497161,Tania,,Monash,-37.87713392168699,145.11157131690297,Entire home/apt,66,1,19,2017-04-01,5.04,1,31
+16117884,Beautiful Home,99048528,Anita,,Monash,-37.879977211457195,145.15319754974493,Private room,31,1,4,2017-01-14,1.09,2,78
+9318708,Room near Monash University,13517412,Jamie Joseph,,Monash,-37.91752490215451,145.13472679760798,Private room,60,1,0,,,1,0
+9903720,Bed+private bath-walk to Monash Uni,18418530,Margaret,,Monash,-37.90389495817869,145.14506006265555,Private room,50,1,7,2017-03-21,0.48,2,166
+5709371,DoubleBed Room in Mt Waverley (Rm2),4164815,John,,Monash,-37.89627912581263,145.11420772944402,Private room,59,2,20,2017-01-27,0.83,2,0
+12655510,Peaceful master suite by the park.,68751212,Jen,,Monash,-37.906513292838646,145.19861455440125,Private room,45,1,7,2017-02-24,0.68,1,92
+15690226,Room A- Bright private room in Golden Mile WH/Glen,58124910,Emma(Xiyan),,Monash,-37.89366995387021,145.19157465238916,Private room,41,1,10,2017-01-15,2.03,3,331
+12578773,2BD townhouse Monash uni/hospital & Chadstone S.C.,26720163,Donna,,Monash,-37.90719371308964,145.1143432023362,Entire home/apt,140,2,19,2017-03-25,1.78,2,70
+2988654,2 BEDROOM UNIT IN ASHWOOD/BURWOOD,3619681,Sally,,Monash,-37.85954551433488,145.10106460558558,Entire home/apt,122,2,85,2017-03-25,2.53,1,302
+16221378,Studio/Bachelor pad for rent,102582444,Jim,,Monash,-37.87756398175572,145.09554374894677,Private room,100,1,0,,,2,365
+17964608,Mordern townhouse.,82747351,Elena,,Monash,-37.89854993553587,145.11488361585293,Private room,45,1,0,,,1,365
+5676138,Comfortale Room in Mount Waverley,23838855,Kamal,,Monash,-37.86523315845373,145.12289421486494,Private room,41,2,3,2016-03-16,0.22,1,0
+16946514,Clayton Cabin Room2,64028621,冠勳,,Monash,-37.918856358567886,145.1091307824338,Private room,45,3,1,2017-02-02,0.49,1,79
+1874521,3 rooms available /Garden house /01,9610062,Catherine,,Monash,-37.861504797666065,145.1487425621762,Private room,68,3,4,2016-05-25,0.11,3,350
+8525840,Close Monash Uni & Monash Hospital,193755,Marlous,,Monash,-37.900113696138185,145.1149447265311,Entire home/apt,186,2,35,2017-02-22,2.02,2,330
+988261,Quiet with character,5425186,Marie-Louise,,Monash,-37.893045539774455,145.07965969494896,Private room,55,2,25,2016-11-29,0.64,1,330
+15833554,"PHOEBE studio,Melbourne",102526959,Dana,,Monash,-37.913898682585206,145.19157240222617,Entire home/apt,60,2,5,2017-02-10,1.20,1,339
+8214779,Private Room - Ideal for a Family,43308118,Alan,,Monash,-37.902366124679894,145.16005980969078,Private room,144,1,3,2016-03-12,0.17,5,33
+8487981,Luxury 5-Star Family - Friendly Living,10865398,Shayne & Jenny,,Monash,-37.866901968806516,145.16242084165316,Entire home/apt,138,1,36,2017-03-22,1.96,2,365
+12785883,Chadstone Executive Family Home,56570174,Amanda,,Monash,-37.878620640320534,145.1017677371645,Entire home/apt,350,3,4,2017-02-05,0.59,1,245
+17176786,One single bedroom,115573302,Tamim,,Monash,-37.874738652879635,145.178648466678,Private room,30,1,0,,,1,45
+16650718,"Large room near hospital, uni, furniture supplied",110061992,Steph,,Monash,-37.92232942520871,145.1248918907909,Private room,30,1,0,,,1,166
+17371435,Suburban Oasis. 15km from CBD,117361249,Helen,,Monash,-37.862668342335326,145.14406149489534,Entire home/apt,325,4,0,,,1,84
+13142032,Super convenient comfortable stylish,52476407,Li Mei,,Monash,-37.87877429574518,145.16837887206734,Entire home/apt,248,2,16,2017-03-06,1.70,1,262
+12716042,bright bedroom in Wheelers Hill,66850875,Min,,Monash,-37.90438218096589,145.18703076013338,Private room,30,2,17,2017-03-16,1.67,1,360
+14453128,HELLO GUESTS! - WELCOME TO OUR GEM,66281784,Daniel,,Monash,-37.85962439959379,145.11610991649906,Private room,100,1,13,2017-02-10,1.69,1,364
+4655292,Beautiful 2 BR Townhouse,24096308,Poh & Ching,,Monash,-37.923022997696144,145.1271761320068,Entire home/apt,145,4,39,2017-02-19,1.37,1,230
+11305915,Massive 7 bedroom house fully airconditioned,48976121,Robert,,Monash,-37.86347560084149,145.09568633784616,Entire home/apt,295,1,24,2017-03-18,1.99,2,329
+1738446,Quiet and comfort in Glen Waverley,9155073,Gillian,,Monash,-37.883482148282354,145.15177726480425,Private room,79,2,0,,,1,91
+2623077,3 rooms available /Garden house /03,9610062,Catherine,,Monash,-37.86229932855093,145.14751692105057,Private room,68,3,0,,,3,350
+2622804,3 rooms available /Garden house /02,9610062,Catherine,,Monash,-37.860258828347696,145.14698595005655,Private room,68,3,1,2014-08-29,0.03,3,350
+9241922,Great Family House,48033106,Gal,,Monash,-37.87603943172894,145.09795696990048,Entire home/apt,130,21,0,,,1,0
+13927708,Cosy unit in leafy suburb,62239379,Teck,,Monash,-37.87688542220959,145.14537934362528,Private room,66,2,0,,,1,364
+11209142,阳光别墅房 A Big Sunshine Room in House,58377062,Nan,,Monash,-37.91652956521846,145.17571893968346,Private room,46,1,0,,,1,0
+13773894,"Bungalow, uni, hospital, transport, bicycle & LCD",51180175,Warren,,Monash,-37.91635048275468,145.11663586044963,Private room,41,1,4,2017-01-11,0.47,3,284
+12211653,"Light-filled, cosy and quiet",62993865,Debby,,Nillumbik,-37.70893176053204,145.15496472152586,Entire home/apt,180,3,1,2016-09-25,0.16,1,122
+5309641,Diamond Creek B&B 1 ,5507287,Joanne,,Nillumbik,-37.668750984142974,145.17263752235579,Shared room,180,1,0,,,2,365
+9016912,The Linden Bed and Breakfast,32168222,Lyhn And Gordon,,Nillumbik,-37.692443409561356,145.17870920127967,Private room,190,1,7,2017-02-19,0.51,1,273
+2328037,Ingrams Cottage Guest Suite,11888729,Nadia,,Nillumbik,-37.697411694837,145.18115422839026,Private room,66,10,11,2015-05-19,0.31,1,89
+8522695,Best of both worlds,33073671,Sally,,Nillumbik,-37.647848764334555,145.23623921094287,Private room,75,1,0,,,1,363
+17796211,Diamond Valley Glamping,104830752,Grant,,Nillumbik,-37.71815938332199,145.16885850185017,Private room,140,1,0,,,2,170
+13929742,studio apart adjoined to main residence on yarra,82768400,Kathi,,Nillumbik,-37.73181737136133,145.1679344519719,Private room,100,1,12,2017-04-01,2.11,1,56
+6169619,Self Contained Accom - Hurstbridge,32009023,Katrina,,Nillumbik,-37.646003159223476,145.2135678714847,Entire home/apt,148,1,28,2017-03-18,2.20,1,258
+6636337,Stonehill Retreat,34735288,Jacqui,,Nillumbik,-37.60656542584041,145.24193181081418,Entire home/apt,250,2,7,2016-10-22,0.65,2,287
+16946046,Stone Haven - Glamping,36172263,Belinda,,Nillumbik,-37.68331635295585,145.25068984278366,Entire home/apt,94,2,1,2017-03-26,1,2,180
+9998677,Stonehill Retreat,34735288,Jacqui,,Nillumbik,-37.58093100679745,145.2559148980397,Entire home/apt,250,2,6,2016-10-29,0.39,2,287
+8002670,Rivington Vue,7600530,Helen,,Nillumbik,-37.714482183854436,145.18765947461122,Entire home/apt,107,1,35,2017-03-26,1.85,1,273
+2666050,Mossglen on Panton Hill,13616899,John,,Nillumbik,-37.64247407346817,145.24409415601556,Entire home/apt,159,2,0,,,1,365
+17929421,8.A master bedroom in Greensborough,101654672,Michael,,Nillumbik,-37.69131130691168,145.0964646271958,Private room,69,1,1,2017-03-28,1,8,179
+13834495,"Clean, comfortable budget accommodation",81598239,Bronny,,Nillumbik,-37.709003589212884,145.15262254370947,Private room,22,1,6,2016-10-17,0.69,1,0
+8596945,Stone Haven-self contained Yarra Valley Guesthouse,36172263,Belinda,,Nillumbik,-37.6889872334794,145.24622889744091,Entire home/apt,136,1,69,2017-03-28,10.40,2,129
+15345479,Australian Home Away at Venn Cottage,43050141,Brett,,Nillumbik,-37.72045321498595,145.17503700819998,Entire home/apt,90,7,0,,,17,1
+3616519,Eltham Motor Inn,18222936,Jessica,,Nillumbik,-37.704675405847574,145.1760285633113,Private room,155,1,0,,,1,365
+2764910,Home Among the Gum Trees ,10089155,Mary,,Nillumbik,-37.648562794281766,145.2380260845789,Entire home/apt,121,2,39,2016-09-26,1.14,1,8
+15835977,Magnificent house on a hilltop!,19926893,Arijit,,Nillumbik,-37.67716895838982,145.1507227971294,Entire home/apt,149,2,1,2016-12-09,0.26,2,155
+5909278,Amaroo Cottage,20241750,Laura & Paul,,Nillumbik,-37.5758714359195,145.29979301725893,Entire home/apt,180,1,45,2017-02-17,1.93,1,83
+16446576,Home amongst the trees,107870390,Natalie,,Nillumbik,-37.64427375092661,145.1943230208795,Entire home/apt,138,5,0,,,1,59
+17480608,Private room at the fringe of the Yarra Valley,113894520,Bernie,,Nillumbik,-37.61997650151457,145.29534638940459,Private room,84,1,0,,,1,337
+17626634,"The quaint home ,Eltham Guesthouse .",46035898,Diana,,Nillumbik,-37.71421157715426,145.15433566632333,Entire home/apt,180,2,0,,,1,322
+17740815,"Cosy Loveshack out in the Bush, Close to Melbourne",81056271,Tracy,,Nillumbik,-37.658232824253936,145.33873923606114,Private room,140,1,1,2017-04-01,1,1,78
+16468191,The Mudbrick Palace,55962277,Chloe,,Nillumbik,-37.729554618717394,145.2050229453151,Entire home/apt,100,3,0,,,1,0
+13549221,Tranquil pretty neat cottage for relax&rewinding,77998382,Ocean,,Nillumbik,-37.65733064656899,145.22978945451612,Private room,87,1,17,2017-03-18,1.86,1,318
+2769770,View of the Tree tops,14164263,Debbie,,Nillumbik,-37.67692693210627,145.14572953895754,Entire home/apt,105,1,8,2017-03-27,0.90,1,158
+6046618,Daphne Homestay at Hurstbridge,30333822,Sue,,Nillumbik,-37.64366836739144,145.1978134407803,Entire home/apt,110,1,34,2017-04-01,1.46,1,219
+1001431,DIAMOND CREEK B&B 2,5507287,Joanne,,Nillumbik,-37.669029609613226,145.1709787756199,Shared room,180,1,3,2015-04-13,0.10,2,364
+17286663,7.Huge room with living and kitchen,101654672,Michael,,Nillumbik,-37.689717270005936,145.0965024631896,Private room,54,1,0,,,8,211
+15615871,Hideout in the Aussie bush,24866916,Christine,,Nillumbik,-37.72392357985112,145.2134279440168,Private room,41,1,2,2017-02-10,0.43,1,364
+13193838,Eltham South Lodge,73872676,Liz,,Nillumbik,-37.727803431186075,145.15779640002705,Entire home/apt,170,1,0,,,1,364
+16210549,Holiday sanctuary,26976138,Anne,,Nillumbik,-37.7087631331365,145.15836370483729,Entire home/apt,121,1,4,2017-01-19,1.03,1,3
+2448043,The Green Room Wattle Glen,12519742,Jacquie,,Nillumbik,-37.658599173081974,145.1897210531066,Entire home/apt,201,1,2,2017-03-18,0.68,1,353
+17737425,6. A comfortable room in greensborough,101654672,Michael,,Nillumbik,-37.690675834387406,145.0953676701884,Private room,28,1,1,2017-03-27,1,8,160
+11497676,"Private, secure and quiet",60013674,Martin,,Nillumbik,-37.661064789724385,145.15516171472655,Private room,69,1,2,2016-07-06,0.21,1,0
+11266345,Heritage Golf Club House Retreat,58819206,Jin,,Nillumbik,-37.71564519707416,145.3044447101655,Entire home/apt,180,2,2,2016-10-09,0.32,1,365
+1956956,ScenicTreetops,2001917,Bryce (& Bambi),,Nillumbik,-37.70476140227565,145.14276422971176,Private room,94,1,26,2017-04-01,0.69,1,313
+3953099,The Treetops Room - Views Forever.,5681361,Jan,,Nillumbik,-37.62416117098819,145.29132517356376,Private room,160,1,38,2017-03-25,1.20,2,351
+15525183,Hilltop Glamping - Camp in Luxury.,44543083,Ellen & Andrew,,Nillumbik,-37.61045095786135,145.20743305910693,Entire home/apt,121,1,5,2016-11-26,0.96,1,92
+10841395,Modern home in leafy Eltham,4375244,Liz,,Nillumbik,-37.711600211561354,145.1700827361418,Private room,75,1,8,2017-03-11,0.71,1,265
+6159377,The ARK-a ship on a hill,31954225,Mickshanti,,Nillumbik,-37.692926034815386,145.296369233746,Private room,101,1,0,,,1,365
+10550506,The Paris End,54412614,Virginia,,Nillumbik,-37.70803855489296,145.1803078545654,Entire home/apt,121,1,14,2017-03-25,1.01,1,317
+6771363,Kangaroo Ground B&B - Possum Room,35452573,Karen And Pat,,Nillumbik,-37.692520655646746,145.23440863755772,Private room,81,1,20,2017-03-25,1.50,2,274
+16084974,NYORA WOODS GETAWAY,104830752,Grant,,Nillumbik,-37.718024322858355,145.16825119463604,Entire home/apt,250,2,10,2017-03-28,2.31,2,306
+6583159,Hurstbridge Haven,34436217,Richard & Tania,,Nillumbik,-37.63121566286553,145.20943184816352,Entire home/apt,121,1,58,2016-12-25,2.62,1,328
+10843406,"So French-So Eltham, So City-So Country its luxury",51041215,Ange,,Nillumbik,-37.72195541136251,145.15742827100186,Private room,100,1,17,2017-03-25,1.23,2,319
+6190654,Silky Oaks of Kangaroo Ground,20378364,Vikki,,Nillumbik,-37.657832317545605,145.22702489382226,Entire home/apt,351,3,1,2016-06-13,0.10,2,226
+13364216,Fully self contained private retreat.,75849656,Scott And Jen,,Nillumbik,-37.625882121585825,145.2958388905599,Entire home/apt,180,1,58,2017-04-01,9.35,1,318
+15733616,4. Great house in Greensborough,101654672,Michael,,Nillumbik,-37.69001402094386,145.0937322054916,Private room,66,1,2,2017-03-07,1.33,8,160
+11400278,Spectacular views of Yarra Valley,59836485,Annie,,Nillumbik,-37.64680389495643,145.34968120822504,Entire home/apt,107,1,52,2017-03-29,3.88,1,277
+1344239,Warrandyte Private Room & Entrance,7291671,Maria,,Nillumbik,-37.7210871633423,145.2031601484389,Private room,60,2,10,2017-03-08,0.27,1,344
+11300885,Going City or Country...Perfect!,51041215,Ange,,Nillumbik,-37.72074556223474,145.15878294636357,Private room,79,1,7,2017-01-28,0.56,2,309
+2692331,The Garden Room- Restful and Serene,5681361,Jan,,Nillumbik,-37.621241993934234,145.2856564573982,Private room,140,1,29,2016-12-29,0.81,2,359
+16148608,Bright and Quiet Room in Eltham,12073300,Kimberlee,,Nillumbik,-37.70391918691603,145.1283589788655,Private room,45,2,2,2017-03-30,2,1,114
+2515677,***1 BDR STUDIO IN LEAFY MELB***,1340345,Stuart,,Nillumbik,-37.66302250508269,145.1873291596568,Entire home/apt,149,50,5,2014-11-02,0.14,1,182
+6708178,Jazzeta's two bedroom cottage,28206896,Judd,,Nillumbik,-37.66005646954228,145.2842364903686,Entire home/apt,201,2,57,2017-03-19,2.62,1,337
+12309706,"Peace, quite, nature feels!",10516864,Kylie,,Nillumbik,-37.71682242720634,145.1503555180345,Private room,56,3,0,,,1,249
+8508569,Kangaroo Ground B & B - Wombat Room,35452573,Karen And Pat,,Nillumbik,-37.69554603170951,145.2459475513651,Private room,84,1,5,2017-03-17,0.38,2,273
+13129848,Yarra Valley sleeps 7,73113583,Vanessa,,Nillumbik,-37.71280518612346,145.20500436926423,Entire home/apt,300,2,5,2017-02-21,0.53,1,345
+17097660,Candlebark Ridge,53493248,Joan,,Nillumbik,-37.58396061000502,145.2616412198231,Entire home/apt,180,1,6,2017-04-01,3.67,1,221
+17815113,5. A comfortable room in a big house,101654672,Michael,,Nillumbik,-37.691075403109245,145.09666329685626,Private room,48,1,0,,,8,170
+13065313,House in the Hills (Room 1),20342358,Liz,,Nillumbik,-37.625469514363274,145.2734293707283,Private room,80,1,13,2017-04-01,1.67,2,111
+2509570,"Warm, Bright & Sunny Home",12846325,Moses,,Nillumbik,-37.72868819046841,145.13667838870242,Entire home/apt,180,2,9,2015-12-28,0.24,3,332
+980716,Small Home in a bush setting ,5370551,Lyn,,Nillumbik,-37.67854433960917,145.16633304296755,Private room,55,1,22,2017-03-25,0.46,1,364
+16820848,美丽 安静的家,111908008,Qiang,,Nillumbik,-37.68076496794723,145.13301921454286,Private room,75,1,0,,,1,89
+17048803,Sambar Studio Bed & Breakfast,5296670,Meghan,,Nillumbik,-37.634509048899574,145.2571781349736,Entire home/apt,256,1,1,2017-03-18,1,1,81
+8691226,One bedroom bush retreat with spa,1606965,Emily,,Nillumbik,-37.72528931134004,145.21345187201464,Entire home/apt,89,2,15,2017-02-11,0.94,1,86
+4431317, Tranquil natural hideaway,23004754,Annie,,Nillumbik,-37.73481750739317,145.2202365984558,Entire home/apt,165,1,4,2016-10-12,0.27,1,336
+9215846,Quiet residential neighbourhood.,47742442,Louise,,Nillumbik,-37.684624548953956,145.12762293368752,Private room,52,1,5,2017-01-02,0.36,1,365
+13299491,"House in the hills, (Room 2)",20342358,Liz,,Nillumbik,-37.62525229955857,145.27542564386027,Private room,75,1,7,2017-03-25,0.81,2,167
+9641269,springhillbnb,49855693,Kym,,Nillumbik,-37.6385774881742,145.1793799767148,Private room,201,1,0,,,1,365
+11048935,"""Hillcrest"" Weekend Rural Getaway",57344987,Deb,,Nillumbik,-37.6433436650844,145.33899584378705,Entire home/apt,596,2,47,2017-03-26,3.38,1,162
+8689819,Earthy & elegant,9590371,Chris,,Nillumbik,-37.72939287146522,145.20377021151907,Private room,90,2,0,,,1,363
+12522973,Pigeon Bank Country Cottage,13466625,Jacqui,,Nillumbik,-37.696670399516755,145.2223529234417,Entire home/apt,190,1,36,2017-03-25,3.50,1,343
+3577291,Modern Spacious Home ,17444430,Jane,,Nillumbik,-37.716962630393986,145.15449815847455,Entire home/apt,165,2,0,,,1,0
+5051419,Quiet en-suite room among the trees,26082338,Steve,,Nillumbik,-37.7267220404195,145.20437755481495,Private room,125,1,1,2015-10-04,0.05,1,90
+7901597,Self Contained Studio Apartment,41663406,Atika,,Nillumbik,-37.721176953208726,145.15262360990286,Entire home/apt,149,1,4,2016-11-20,0.24,1,362
+3936427,Kangaroo Creek Retreat Yarra Valley,20395356,Flavia,,Nillumbik,-37.70661518282387,145.2965694289041,Entire home/apt,89,2,58,2017-03-16,1.83,1,60
+15381728,"Private room, close to everything",93815919,Jen,,Nillumbik,-37.71675002684093,145.1523310141731,Private room,31,1,5,2017-03-16,1.72,1,37
+16056342,Light filled room close to transport and airport,11830872,Hannah,,Whittlesea,-37.68413685029778,145.0066754181339,Private room,30,1,12,2017-03-26,2.77,1,103
+13467967,Happy family home with parking,77029298,Marion,,Whittlesea,-37.65140508681377,145.0930365352265,Private room,35,1,13,2017-03-19,1.77,1,79
+7078594,Cosy Room in Bundoora,3625391,Arthas,,Whittlesea,-37.68310860815694,145.0728594788334,Private room,50,7,1,2016-02-03,0.07,1,364
+7538237,Stoneywood Retiree Garden Farm Stay,39496746,Leanne,,Whittlesea,-37.48867166066488,145.13750039051783,Entire home/apt,440,2,7,2017-01-10,0.38,1,174
+16058715,VILLA ATARHI 25 - MELBOURNE 4Bdrm,15651267,Serviced Houses Australia Hosted By,,Whittlesea,-37.66463338705355,144.9872028403897,Entire home/apt,235,2,3,2017-01-05,0.77,46,339
+13008589,"A cozy place, soooo kewl ~~",9660677,Alina,,Whittlesea,-37.69485103293927,145.0524873917502,Private room,35,1,41,2017-03-02,3.89,1,315
+16335529,Spacious light filled room with queen size bed,43560868,Jaq,,Whittlesea,-37.67525624103534,145.0100997063648,Private room,30,2,0,,,2,122
+16167099,VILLA ATARHI 22 - MELBOURNE 4Bdrm,15651267,Serviced Houses Australia Hosted By,,Whittlesea,-37.665668675703266,144.98581722413928,Entire home/apt,235,2,0,,,46,357
+9577480,Glen Harbour (Room 1),49578420,Glen,,Whittlesea,-37.65542134517139,145.02726858159957,Private room,46,1,17,2016-12-22,1.34,2,305
+14982383,Mill park house Double bedroom rent,86195403,Jaymi,,Whittlesea,-37.655838097481706,145.04781327574636,Private room,30,1,5,2017-02-22,0.78,2,264
+7625921,Room For rent in Mill Park,40003283,Jorge,,Whittlesea,-37.67250089542631,145.0507659109576,Private room,60,1,6,2016-08-20,0.44,1,365
+16621119,a large studio fully furnished,48823577,Hasan,,Whittlesea,-37.64099098061054,145.03547392976216,Entire home/apt,79,1,2,2017-03-04,0.79,1,152
+12300678,Glen Harbour (Room 2),49578420,Glen,,Whittlesea,-37.65481912874902,145.02806721599813,Private room,46,1,4,2016-09-17,0.40,2,300
+17770396,"Immaculate, spacious , a house for peace lovers",102778214,Mohammad,,Whittlesea,-37.63004844522423,145.035552222197,Private room,50,2,1,2017-03-27,1,2,0
+17934274,Great for placement at Northern Hospital,107363161,Derwin,,Whittlesea,-37.63892425134699,145.0495372252663,Private room,50,1,0,,,1,172
+14789449,The Lawson,37762454,Benjamin,,Whittlesea,-37.60063185767052,145.07895198667705,Private room,26,5,1,2016-09-18,0.15,1,350
+10890017,you can say hello to kangaroo,23480352,Kim,,Whittlesea,-37.65711576281805,145.09677742554942,Private room,39,5,0,,,1,89
+8706349,Large 5br house - 4 rooms available,45703581,Adam,,Whittlesea,-37.57946210309792,145.136718351253,Private room,75,1,6,2017-02-09,0.35,1,363
+16695092,Resort style living,20708352,Billy,,Whittlesea,-37.691355711837815,145.05062318306798,Private room,197,1,0,,,1,365
+15153645,Large family home Bundoora central,9913977,Juan,,Whittlesea,-37.694111786102525,145.0564168325774,Entire home/apt,300,1,0,,,1,364
+11263151,Private bathroom + wifi,58797793,Mia,,Whittlesea,-37.62808946189349,145.00667571546109,Private room,31,27,17,2017-03-23,1.25,1,240
+17610274,Cozy apartment,94565196,清逸,,Whittlesea,-37.64207775310821,145.04888882360618,Entire home/apt,800,1,0,,,1,365
+15711984,Comfortable bedroom in a big house,62720390,Irfan,,Whittlesea,-37.601426802958294,145.0670234120652,Private room,69,1,0,,,1,181
+17610195,Domineering private apartment,94564072,海炎,,Whittlesea,-37.640578899318555,145.04027090134016,Entire home/apt,897,1,0,,,1,180
+15941384,Clean & Cosy family home,103472596,Raj,,Whittlesea,-37.62623575948408,145.0323414982815,Private room,41,1,2,2017-01-28,0.55,1,181
+4440298,"Clean, private comfort north suburb",7923243,Malika,,Whittlesea,-37.663991326953116,145.03862969846944,Private room,50,1,7,2016-07-13,0.27,1,365
+17787070,Cozy En suite Sweet Home,54009094,Theodora,,Whittlesea,-37.659851519973586,145.0680425398803,Private room,38,1,0,,,1,263
+509326,home away from home,2509807,Rob,,Whittlesea,-37.68273387945652,145.02837111191488,Private room,114,1,0,,,1,365
+13289255,A cozy place to meet interesting people,67895469,Chris,,Whittlesea,-37.68263674002622,145.0591774943596,Private room,60,2,0,,,1,0
+2150695,Beautiful House in a quiet neighbourhood,2001651,Parul,,Whittlesea,-37.66177761147391,145.0146442938265,Private room,100,7,5,2015-09-08,0.22,2,365
+17912129,Spacious house for peace lovers.,102778214,Mohammad,,Whittlesea,-37.63104207070249,145.0356892447482,Shared room,35,2,0,,,2,14
+16900413,One 7 Two,112787537,Catharine,,Whittlesea,-37.643211360312705,145.0707087573368,Private room,30,1,7,2017-03-31,3.44,2,49
+1531039, Private room close to Melbourne,8151815,Dhammika,,Whittlesea,-37.64947855901159,145.0394624203479,Private room,69,1,0,,,1,360
+16060043,Cozy Newly Renovated Self Contained Cottage,101192200,Angelica,,Whittlesea,-37.65648820788935,145.06480801059155,Private room,30,1,0,,,1,0
+16899669,One 7 One,112787537,Catharine,,Whittlesea,-37.64011897222696,145.07143382371086,Private room,30,1,4,2017-03-30,1.90,2,61
+17833819,Feel like home,121972823,Xjjf,,Whittlesea,-37.600306779456886,145.09470691186462,Private room,98,1,0,,,1,178
+7859734,Single Affordable Bedroom,41423540,Anthony,,Whittlesea,-37.668088916595195,145.02317818208667,Private room,50,1,0,,,1,362
+17833574,Luxury decoration configuration,121970961,Com,,Whittlesea,-37.57815071721303,145.1381169031778,Private room,98,1,0,,,1,178
+3075743,VILLA ATARHI 20 - MELBOURNE 4Bdrm,15651267,Serviced Houses Australia Hosted By,,Whittlesea,-37.66122062682691,144.98837413768848,Entire home/apt,215,2,8,2017-02-19,0.38,46,338
+16820193,Best of both worlds - Farm stay close to suburbia,97919314,Penni,,Whittlesea,-37.536264410998875,144.97235773397372,Entire home/apt,60,1,8,2017-03-26,7.27,1,176
+16742867,A 3 bedrooms house with parkings,109914950,Hongmei,,Whittlesea,-37.681879303131154,145.05878922387242,Private room,62,1,0,,,1,202
+13718681,I want YOU as a roommate.,80177194,Michelle Firstlady,,Whittlesea,-37.584745243404,145.08218882946176,Private room,25,1,3,2017-03-03,0.62,1,354
+16706989,3 bedroom shared accom close to PT,83443437,Richelle,,Whittlesea,-37.647606678165396,145.09497417551327,Private room,60,1,0,,,1,180
+13891378,DAISY-3 Bedrooms +Netflix+BBQ,1410571,Vicky,,Whittlesea,-37.68524454781783,145.03144723965366,Entire home/apt,130,2,19,2017-03-27,2.45,4,341
+13947221,epping brand new house,20402752,Selina,,Whittlesea,-37.62826794011565,145.00305578347977,Private room,50,3,1,2016-11-03,0.20,1,90
+6644947,Great House just off National Park,10283055,Poppy,,Whittlesea,-37.672965517570084,145.08116513319106,Private room,75,1,3,2016-04-16,0.15,1,365
+13689112,15 minutes to Melbourne airport,79755298,Michael,,Whittlesea,-37.63568729550416,145.03964692797783,Private room,41,1,0,,,1,358
+7862883,1 furnished queen bedroom.,41442846,Caroline,,Whittlesea,-37.62425777802134,145.01650485899088,Private room,50,1,0,,,1,0
+15489812,Clean Quite & Private place,54436295,Sandy,,Whittlesea,-37.593426734786505,145.03454514221542,Private room,50,2,14,2017-01-20,2.80,1,364
+15360292,Paradise Doreen,98046621,(EMAIL HIDDEN),,Whittlesea,-37.594436128002435,145.12157962230376,Private room,94,7,0,,,1,365
+11740113,"House with 3 bedrooms,2 shower rooms,",62454343,Jian+ Lily,,Whittlesea,-37.646161443838885,145.041442844332,Private room,59,1,6,2017-03-30,0.51,1,365
+15491210,Queen sized room with private ensuite,93958340,Mel,,Whittlesea,-37.602554413659405,145.10863175998784,Private room,75,1,7,2017-03-21,1.30,1,75
+8725344,Perfect room for a lone traveler!,2001651,Parul,,Whittlesea,-37.66110913960569,145.01435688624227,Private room,35,7,1,2017-03-25,1,2,364
+11621837,"Modern, Comfortable & Pet Friendly!",61546872,Liz,,Whittlesea,-37.652045757565645,145.09124157861964,Entire home/apt,159,4,14,2016-11-13,0.92,2,346
+9718593,New modern house,50168656,Troy,,Whittlesea,-37.598411905211776,145.09716064787023,Private room,50,1,2,2017-02-11,0.17,1,179
+4967538,1 bedroom available,25608474,Giovanna,,Whittlesea,-37.631961266550974,145.01389489451455,Private room,60,1,3,2017-03-08,0.27,1,364
+13584588,Modern home sleeps 4 tram to CBD,53804386,Tessa,,Whittlesea,-37.68953870044795,145.058828177561,Private room,97,1,14,2017-03-08,1.53,1,77
+14887582,Home away from home,56263895,Susan,,Whittlesea,-37.63633067907444,145.09329659317078,Private room,69,1,0,,,1,178
+17181465,2 private rooms in outer suburbs,106304778,Sarah,,Whittlesea,-37.6506508400021,145.09679273506617,Private room,66,1,6,2017-03-24,5.45,1,181
+16888200,Convenient & Quiet room in Bundoora,110876946,Kacey,,Whittlesea,-37.68293661995616,145.0576222640831,Private room,60,1,0,,,1,0
+14981561,Mill park house Queen bedroom rent,86195403,Jaymi,,Whittlesea,-37.65655545703768,145.04875100922138,Private room,35,1,2,2016-10-24,0.30,2,350
+13225075,Quiet and relaxing environment.,74218234,Yadeesha,,Whittlesea,-37.61373312579799,145.09169579703251,Private room,52,1,0,,,1,364
+14619548,"全新大房,獨立浴厕, 只租华人",90727404,Cindy,,Whittlesea,-37.684224216417576,145.05930019476764,Private room,50,7,0,,,1,179
+17139882,**Wi-Fi** Charming house close to shops and cafes,115217632,Bejay,,Whittlesea,-37.58989849023691,145.12841160267385,Entire home/apt,139,2,7,2017-03-28,4.38,1,258
+15664538,Spacious room close to transport,101142206,Catherine,,Whittlesea,-37.676447616951506,145.03835526718564,Private room,35,1,7,2017-03-24,1.94,1,86
+13304076,Friendly & Furnished townhouse,75152599,Blue,,Whittlesea,-37.67618686862107,145.0592278306266,Private room,50,3,0,,,1,364
+567941,"Elegant Victorian, Spacious Room",2794092,Caleb & Jocelyn,,Yarra,-37.80200723532867,144.9875689777875,Private room,85,2,47,2016-05-22,0.87,1,290
+4988410,Private Room in Abbotsford,25718404,Andy,,Yarra,-37.803466266595215,144.99441910057362,Private room,90,1,0,,,1,0
+8429546,Master Bedroom - Victorian House,31638147,Bastian,,Yarra,-37.80089595049771,144.98734824845957,Private room,55,5,0,,,1,0
+13954155,Private room in sunny fitzroy north,80661831,Maria,,Yarra,-37.78330809999804,144.97914210951123,Private room,35,6,8,2017-02-26,1.02,2,188
+13674393,Modern Charm in the Heart of Richmond!(Girls only),79560790,Nicole,,Yarra,-37.821833860140345,145.00578546171963,Private room,45,7,0,,,1,31
+17657256,Charming House,120165155,Osborne,,Yarra,-37.82601400643687,145.01957495656114,Shared room,208,1,0,,,1,364
+2387302,Family Townhouse - 8 km from CBD,11558159,Jennifer,,Yarra,-37.78318524211931,145.02441957553657,Entire home/apt,180,1,40,2016-10-01,1.16,2,93
+13036587,Room in Funky Fitzroy Flat,10922515,Melissa,,Yarra,-37.79804894714571,144.97877419352486,Private room,39,2,4,2017-03-12,4,1,0
+9498044,Private Room - Heart of Fitzroy,41351398,Tree,,Yarra,-37.801587000635905,144.97982323212767,Private room,75,2,1,2016-01-16,0.07,1,0
+619328,Fitzroy - Queen room in great house,2734929,Keren,,Yarra,-37.806048511810744,144.98078923124402,Private room,121,2,28,2015-04-23,0.51,3,355
+5832720,"Amelie, warm Fitzroy studio",7509953,Linton,,Yarra,-37.80404959690855,144.97487042976888,Entire home/apt,100,2,31,2016-08-13,1.31,70,0
+8781928,Slum Chic in Abbotsford,3252021,Pete & Molly,,Yarra,-37.803371988326155,144.99519198860781,Private room,80,3,0,,,1,91
+9175078,1 BRM Art Deco Apt Minutes from CBD,5842144,Geoffrey,,Yarra,-37.81333809378532,144.9924106212079,Entire home/apt,149,2,4,2016-03-22,0.24,1,0
+5079121,MODERN TOWNHOUSE IN CENTRAL FITZROY,17087548,Emily,,Yarra,-37.795841238854656,144.97899377232974,Entire home/apt,190,3,60,2017-03-21,2.25,1,337
+12837585,"Double bed & ensuite, shared apt",34705,Rahul,,Yarra,-37.80953604879259,145.00732852099037,Private room,43,1,10,2017-03-26,1.56,1,158
+3572606,Lightbox Apartment in Collingwood,17990546,Jill,,Yarra,-37.800229832568014,144.99397372652882,Private room,79,3,22,2017-02-28,1.93,1,2
+16018277,Richmond Gem | 2Bd/2Bth | 2CarP | OMG the view!,62996946,Nicola,,Yarra,-37.81250192992306,144.99224756231695,Entire home/apt,195,2,3,2017-03-30,3,1,150
+5273436,"Designer apartment, WIFI & comfy bed",21606069,Gerrit,,Yarra,-37.784729628956924,144.97923874845688,Private room,89,1,7,2017-01-19,0.28,2,365
+2851283,Shared room in Fitzroy,5113280,Nova And Sarah,,Yarra,-37.802722509079864,144.9841646347097,Shared room,31,3,28,2017-03-14,0.81,8,364
+14189505,"""Oscar"" Cosy Collingwood Oasis Private Warehouse",35370298,Blake(Mybnb),,Yarra,-37.80351785691947,144.98310971086119,Entire home/apt,219,3,28,2017-03-09,3.61,14,343
+9765346,Gorgeous warehouse conversion,4602343,David,,Yarra,-37.79767951969857,144.98245405039287,Entire home/apt,405,2,15,2017-03-25,0.98,1,88
+17334758,Funky Large Apt Amazing location - PRICE DROP!,21192829,Dani,,Yarra,-37.786779627840026,144.9766485311212,Private room,66,1,2,2017-03-15,2,2,5
+5778169,Modern w Private Bath,24722911,Layai,,Yarra,-37.81963993195419,145.004520244297,Private room,63,1,64,2017-03-19,2.61,1,349
+4817384,Chilled out home -with superdog!,14107196,Katherine,,Yarra,-37.81135293853222,144.99489530415738,Private room,45,2,36,2017-03-10,1.98,1,65
+5243105,ONE ROOM FOR RENT IN TOWN HOUSE ,27136898,Nikola,,Yarra,-37.79274653755455,144.97989318213743,Private room,130,2,0,,,1,365
+9961696,Good price & comfortable room,27799122,Daniel,,Yarra,-37.80879947100757,144.99271544347403,Private room,64,1,1,2015-12-24,0.06,2,0
+5406952,"Cute & central - MCG, station, city",28030382,Claude,,Yarra,-37.82224665338627,144.99190127426468,Private room,66,1,2,2015-06-09,0.09,1,0
+15172116,Quiet apartment in great suburb,2770581,Elise,,Yarra,-37.79715348014106,144.98750213313158,Private room,80,1,0,,,1,0
+13336842,Stunning One Bed Apt near Melbourne,3337185,Kylie,,Yarra,-37.81201214071022,145.01493180032588,Entire home/apt,110,2,5,2016-10-01,0.58,1,0
+10715407,Sunny inner city Melbourne room with own bathroom,18952096,Rachel,,Yarra,-37.80675968804443,144.9881930233975,Private room,68,1,25,2017-04-01,1.93,1,77
+16608004,Large Bedroom with private bathroom and courtyard,109593517,Marcus,,Yarra,-37.82168148254158,145.00306886727864,Private room,75,1,8,2017-03-17,3.38,1,29
+7875289,Spacious and light-filled house in great location!,4582110,Amy,,Yarra,-37.83079088253915,144.9979307760402,Entire home/apt,100,1,3,2017-01-20,0.97,1,0
+15903594,A step off Brunswick St,61061216,Tarneen,,Yarra,-37.796781319536045,144.97997750079466,Private room,80,1,8,2017-03-29,1.89,1,70
+8913460,Cozy double room in Fitzroy + private balcony,45976935,Imanol,,Yarra,-37.79971835601215,144.974762321842,Private room,62,1,0,,,1,3
+10474867,Entire House in North Carlton,15941548,Kim,,Yarra,-37.78189036922379,144.97563897059948,Entire home/apt,149,1,17,2016-04-11,1.14,1,0
+10125405,Room Fitz for a Prince,717644,Karl,,Yarra,-37.7902280577266,144.98148419566255,Private room,73,2,11,2017-03-16,0.72,1,120
+3735851,Stylish Richmond Home-Kids Welcome,9300523,Marty,,Yarra,-37.83108653146356,145.0146602747939,Entire home/apt,249,2,31,2017-01-20,0.95,1,363
+4817220,Central & Stylish Warehouse Apt,18356555,Ryan,,Yarra,-37.82297452373685,144.9927129760622,Entire home/apt,201,2,40,2017-02-22,1.44,1,361
+12255567,Simple and welcoming house,20642799,Moana,,Yarra,-37.80659715784262,144.99305360401323,Private room,60,1,14,2017-03-29,1.55,1,332
+4850282,"Entire House, Close to it all ",2058617,Stay With Style,,Yarra,-37.80212063698535,144.98347702518663,Entire home/apt,176,3,24,2017-03-19,0.88,24,296
+16417110,Spacious room with A/C and beautiful garden!,5263061,Nathan,,Yarra,-37.796516625470815,144.9903719863969,Private room,54,1,4,2017-02-05,1.22,1,14
+262497,Stunning Lofty 4 Level Warehouse,1309086,Tamara,,Yarra,-37.7985956537438,144.99776048237487,Entire home/apt,300,2,18,2015-08-02,0.28,1,365
+11698560,Awesome room In Carlton,62170528,Jefferson,,Yarra,-37.78964081921334,144.96991083009542,Private room,69,1,0,,,1,0
+15663214,Dbl bedroom in Charming Townhouse (Richmond) !!,99299540,Paul,,Yarra,-37.824982190396085,145.00472877178225,Private room,85,1,0,,,3,7
+5178012,"Monika, MAGNIFICENT warehouse aptmt",7509953,Linton,,Yarra,-37.80340374600157,144.98425718500556,Entire home/apt,165,2,28,2017-03-26,1.12,70,340
+2375750,3 BRD House with deck & backyard,12128914,Kate,,Yarra,-37.831087440090265,145.01093008109675,Entire home/apt,250,2,19,2016-12-30,0.57,3,17
+6646564,Modern private bungalow.,16980096,Roslyn,,Yarra,-37.802272718421136,144.99849803040414,Entire home/apt,92,2,92,2017-03-04,4.23,2,329
+12092183,Large master bedroom,7151333,Sabi,,Yarra,-37.82171175422415,145.0127910921081,Private room,60,1,0,,,1,0
+15860806,The Heart of Fitzroy,102801734,Ali + Pete,,Yarra,-37.79920162666326,144.97773394237652,Private room,75,1,25,2017-04-02,5.51,3,162
+7406017,Spacious Terrace Home Clifton Hill,9297203,Briedi,,Yarra,-37.79405188235536,144.99132528352263,Private room,66,1,0,,,1,0
+16220604,Vintage living in the bohemian heart of Melbourne,7861437,Francesco,,Yarra,-37.7990751766544,144.98181878156404,Private room,69,1,1,2017-01-01,0.32,1,38
+14844355,"Cosy house in amazing location, Richmond",88577557,Holly,,Yarra,-37.818251700813086,145.00110332212205,Private room,54,14,0,,,1,83
+32901,Location Location,142578,Daniel,,Yarra,-37.82367441295041,144.99955592590797,Entire home/apt,100,3,119,2017-03-12,1.61,2,47
+10237011,Modern master bedrm with own spa .,16121276,Wan,,Yarra,-37.8116714367309,144.99385802180197,Private room,66,1,23,2017-03-29,1.58,1,164
+66754,Groovy! Hip! Hot Location! 1 BR APT+WIFI,50121,Frank And Vince,,Yarra,-37.82091639875099,144.9938393105982,Entire home/apt,239,3,10,2016-02-28,0.14,18,328
+15271114,Newry retreat,83633701,Maria,,Yarra,-37.789426425690806,144.97026549380877,Entire home/apt,199,3,8,2017-03-24,3.29,4,171
+15009380,Modern 2BD in heart of Fitzroy,3773273,Jemma,,Yarra,-37.79563773716132,144.9762733644773,Entire home/apt,201,2,6,2017-03-19,0.94,1,191
+956968,Lovely Fitzroy inner city townhouse,5203095,Tania,,Yarra,-37.788655574422606,144.9771231838963,Entire home/apt,145,6,11,2016-05-02,0.22,1,281
+18023862,Private Room - Lovely Terrace Home in Collingwood!,89766,Georgia,,Yarra,-37.795725533685086,144.98763972494746,Private room,75,5,0,,,1,352
+5375435,Inner city 3 bedroom wow factor,4434182,Sophie,,Yarra,-37.78588195749996,144.97502374073298,Entire home/apt,488,3,1,2015-07-06,0.05,1,0
+18023913,Beautiful Collingwood Apartment,123954518,Elizabeth,,Yarra,-37.80570257215482,144.98470732326402,Entire home/apt,165,2,0,,,1,188
+853643,Cosy Cottage in Central Richmond,4257468,Carolyn,,Yarra,-37.827424286209414,145.00540451492463,Entire home/apt,149,10,30,2017-01-22,0.82,1,365
+12748311,Spacious 2 Bed Apartment with early check-in,10219366,Jon,,Yarra,-37.80141247149903,144.9847403618954,Entire home/apt,187,2,28,2017-03-19,2.71,1,131
+13943689,Creative Home in Collingwood,41768339,Toby,,Yarra,-37.800570601229964,144.98936017418205,Private room,60,2,15,2017-01-06,1.91,1,284
+11240996,Homely Fitzroy Nth Terrace,1278812,Mel,,Yarra,-37.78180131720458,144.98326787631152,Private room,55,2,20,2017-03-27,1.50,2,337
+13579170,Charming inner city private room,20555938,Janet & Alan,,Yarra,-37.79115363338489,144.9789821878629,Private room,60,1,3,2016-12-04,0.35,1,306
+14976579,Family home close to MCG/Tennis Centre,31255653,Gus And Annette,,Yarra,-37.825552489038074,145.00406875286447,Entire home/apt,398,5,1,2017-01-25,0.43,1,60
+13141129,Sunny 1 bedroom apt- with car spot!,73250640,Vonnie,,Yarra,-37.82612495935088,144.99503893576068,Entire home/apt,90,2,31,2017-01-29,3.29,1,0
+9667755,Lovely terrace house in Clifton Hill,21094590,Ulf,,Yarra,-37.79178333690197,144.99191395799494,Entire home/apt,89,4,5,2017-03-12,1.30,1,11
+10093747,Spacious designer 2bed/2 bath/Wifi/City views,15039082,Lauren,,Yarra,-37.80564103669939,144.9843967794087,Entire home/apt,195,2,61,2017-03-27,4.18,3,142
+9176256,Best Position - Fitzroy City Fringe,23951344,Shannon,,Yarra,-37.803437827269626,144.97636654790455,Private room,100,2,13,2016-05-08,0.76,1,90
+13830178,Bright modern cottage in central Melbourne,15298690,Michael,,Yarra,-37.782904468593564,144.9857288737613,Private room,100,2,15,2017-03-26,1.67,1,58
+13142141,Stylish Smith St apartment with garden and rooftop,11743115,Michael,,Yarra,-37.80490111145097,144.98264002033346,Entire home/apt,121,1,6,2017-04-01,0.64,1,0
+8292531,Loft Apartment with Rooftop Balcony,43719434,Hanafi,,Yarra,-37.79555436970366,144.98146935938755,Entire home/apt,349,6,9,2016-12-31,0.52,1,6
+13240555,Family Home in Alphington,51470693,Bradley,,Yarra,-37.78309010761896,145.0259937313026,Entire home/apt,157,5,0,,,2,0
+8719149,House to yourself for extended stay?,995225,Margot,,Yarra,-37.80874694945078,144.99817000327636,Entire home/apt,80,75,2,2017-01-17,0.14,3,30
+6482991,"Fab, fully furnished in Abbotsford",7914175,Loraine,,Yarra,-37.807812564167406,144.9954601471775,Private room,75,5,9,2016-06-28,0.54,2,153
+16288565,Collingwood on Smith 86 tram route,74919129,Sonya,,Yarra,-37.80373273914401,144.98444336978847,Entire home/apt,130,1,18,2017-04-01,6.00,1,319
+14322500,Designer 1 Bedroom conveniently located,87620410,Petrina,,Yarra,-37.81968233347924,145.00576127395647,Entire home/apt,164,3,0,,,1,48
+8587706,Trendy warehouse conversion,10241349,Grace & Hugh,,Yarra,-37.80285079682081,144.98467472250798,Entire home/apt,180,2,16,2017-03-12,0.90,1,34
+68036,Classic Fitzroy Terrace (w/ cat) - walk to Tennis,336319,Andre,,Yarra,-37.80311550572586,144.9766031381292,Entire home/apt,176,4,26,2017-01-23,0.37,1,0
+2689483,Unique. Intimate. Memorable.,13764277,Rod,,Yarra,-37.80590324799631,144.98929782684456,Private room,160,1,49,2017-02-04,1.45,1,361
+10193762,Large room for 3 guests in superb location,42238180,Bob And Krystie,,Yarra,-37.8254055740984,145.0031614149316,Private room,75,1,10,2017-04-02,0.66,6,1
+10508092,Private Ensuite Bath in Richmond w/ Pool & Netflix,38156440,Jacob,,Yarra,-37.81950576619697,145.00806424692226,Private room,94,2,7,2016-08-23,0.52,3,170
+6031941,Bright room in warehouse apartment,729773,Olivia,,Yarra,-37.80330108264602,144.9863093073713,Private room,85,3,0,,,1,0
+13609763,Fitzroy Townhouse with loft.,5468215,Linus,,Yarra,-37.797511868969366,144.98005568789458,Entire home/apt,184,1,6,2016-09-21,0.64,1,0
+3345007,"The Richmond Club - Close to MCG, Parking, WiFi",4647935,Rejuvenate Stays,,Yarra,-37.82317968341605,144.99525572759686,Entire home/apt,190,3,21,2016-12-26,0.66,14,337
+16739439,Great cottage in Cremorne!,95792823,Huw,,Yarra,-37.828403078181154,144.9892106373626,Private room,159,2,9,2017-03-30,4.15,1,72
+9374364,House overlooks beautiful parkland,21547055,Phoebe,,Yarra,-37.79364531598347,145.00269987450338,Entire home/apt,147,2,0,,,2,0
+8328996,"Oliver, 2BED w Parking + WiFi!",7509953,Linton,,Yarra,-37.81925727840739,145.01453663099704,Entire home/apt,100,2,25,2017-04-02,1.34,70,7
+13404831,"Room Available in Richmond, Melbourne",76311430,Arabella,,Yarra,-37.8178779446651,144.99097078416852,Entire home/apt,30,14,1,2016-07-01,0.11,1,0
+2299675,Big Room in trendy City Townhouse *WIFI + PARKING,1739996,Paul,,Yarra,-37.82052140449027,145.00356894415617,Private room,66,2,39,2016-10-29,1.03,42,239
+10179244,Melrose place in inner Melbourne!,10792114,Rj,,Yarra,-37.7842117008477,144.97772302215546,Private room,60,2,15,2016-12-31,1.04,1,351
+15469252,Luxe Holiday Rental Clifton Hill,67684356,Jane,,Yarra,-37.78899605010663,144.993471284808,Entire home/apt,499,7,1,2016-12-30,0.32,1,75
+11556250,Artist's warehouse studio loft conversion.,7857447,Colette,,Yarra,-37.8138272879568,144.99291653410967,Entire home/apt,100,2,41,2017-03-18,5.44,1,26
+4623088,Inner City Family Pad,23944647,Cath,,Yarra,-37.80133909430276,144.98629750501246,Entire home/apt,299,3,1,2015-12-31,0.07,1,0
+4025522,"Chic Warehouse Conversion, Richmond",20870668,Penny,,Yarra,-37.81883770524562,144.99966861861466,Entire home/apt,215,2,35,2017-03-21,1.27,1,362
+8633119,Fab Richmond apmt - WIFI + kitchen,1686019,Esther,,Yarra,-37.824605824013624,145.0066682717545,Entire home/apt,100,3,22,2017-03-26,1.44,1,336
+17468354,Amazing Abbotsford - Out of This World Views!,118311390,Harris,,Yarra,-37.81026025416509,145.00795575529318,Entire home/apt,105,2,0,,,2,91
+10456015,Brand new 2BR executive apartment,22077854,Rod,,Yarra,-37.79687672902454,144.97734825652634,Entire home/apt,229,4,0,,,1,363
+15436785,Old Chocolate Factory Conversion,2976827,Amanda,,Yarra,-37.811845986539595,144.9920056202231,Private room,130,1,0,,,3,365
+12472281,Creative Warehouse Conversion,44976928,Matthew,,Yarra,-37.828317147008946,144.9899548207572,Private room,85,3,0,,,2,365
+265225,"Sunny, spacious & comfy in best location",281891,Ed,,Yarra,-37.80455599124315,144.98424243869258,Entire home/apt,109,2,83,2017-03-13,3.25,1,0
+2756407,Two Bed Town House 8 klms to CBD,11558159,Jennifer,,Yarra,-37.78179111564306,145.0262347485326,Entire home/apt,180,3,40,2017-03-24,1.24,2,337
+14014432,Location location 2,142578,Daniel,,Yarra,-37.82253802708522,144.999738544567,Entire home/apt,100,3,1,2016-09-24,0.16,2,17
+10817368,Gorgeous Four Bedroom House,44237975,Natasha,,Yarra,-37.82161564375014,145.0035952438375,Entire home/apt,235,4,3,2017-01-02,0.23,1,0
+15439844,Charming 2BR house in the heart of Fitzroy North,10116276,Agnes,,Yarra,-37.784206569049175,144.97804436864126,Entire home/apt,220,3,3,2017-01-06,0.92,1,48
+11611324,Hidden GEM!,4583046,Matt,,Yarra,-37.826800196382884,144.99634808906643,Entire home/apt,201,5,3,2016-06-14,0.24,2,0
+12291211,Sparkling & Light 2-Floor Apartment,27717830,Maria,,Yarra,-37.80299267455145,144.98568209715683,Entire home/apt,149,3,29,2016-10-31,2.55,1,3
+13176691,Deluxe Comfort & Style in the Heart of Fitzroy,13420259,Priscilla,,Yarra,-37.79778553690396,144.98162154766297,Entire home/apt,260,2,30,2017-03-24,3.06,1,150
+13208755,City Views + Richmond + 2 bed 2 bath,12461532,Josh,,Yarra,-37.812710443878444,144.99271498811902,Entire home/apt,201,2,11,2016-10-02,1.17,1,0
+12815541,"Private Ensuite, QBed, Bfridge, kettle, balcony",46119942,Kula,,Yarra,-37.79502378054286,144.9775579414053,Private room,94,1,49,2017-03-25,4.73,2,335
+9702655,Cosy home in heart of Abbotsford,30234254,Tess,,Yarra,-37.80974342485141,144.99431250258456,Entire home/apt,180,1,0,,,1,0
+15101143,Fitzroy's Best Room in a Quiet Victorian Cottage,20582034,David,,Yarra,-37.796077856684605,144.97835334169574,Private room,69,1,18,2017-03-24,2.80,2,20
+16059364,"Modern apt, central, private room, Collingwood",49379972,Sophie,,Yarra,-37.802386332633134,144.98575285580955,Private room,110,1,3,2017-01-21,0.70,1,83
+1314080,LONG TERM Fitzroy north apartment,7140977,Abby,,Yarra,-37.78777082118163,144.97995804820604,Entire home/apt,140,2,8,2016-11-05,0.97,1,0
+15183069,Whole studio apartment in Fitzroy off Gertrude St!,20501043,Jarrah,,Yarra,-37.80583493973837,144.97946081029048,Entire home/apt,110,2,8,2017-03-21,1.26,1,300
+15207757,The Oxford - Warehouse Conversion Collingwood,35575809,Luke,,Yarra,-37.80294452035603,144.98409548973123,Entire home/apt,235,2,24,2017-03-26,4.04,1,251
+9375070,Timeless Victorian Home,48642879,Joseph,,Yarra,-37.804742650961394,144.98119489679377,Private room,84,1,5,2015-12-06,0.30,1,0
+10444411,"Inner City, Modern, New & Clean",53805754,Sharon,,Yarra,-37.7925283015757,145.00116966142627,Private room,80,3,10,2017-01-21,0.68,2,73
+15633816,Bohemian escape in the cities outskirts,76686487,Mikaelie,,Yarra,-37.78269730979434,144.98786087493082,Entire home/apt,69,2,6,2016-12-18,1.20,1,0
+8326555,Brand new 1 bedder in heart of Swan St Richmond!,32239764,Alyce,,Yarra,-37.8251607376428,144.99511885661252,Entire home/apt,60,90,27,2017-03-04,1.57,1,0
+16772339,Tranquil bush setting in the inner city,61338811,Sallee,,Yarra,-37.789726055184815,144.98226949235516,Entire home/apt,160,5,3,2017-03-27,2.00,1,20
+12094925,Modern and cosy Richmond townhouse!,64841453,Ashan,,Yarra,-37.81389095819879,145.0080853328282,Private room,80,3,0,,,1,50
+6426094,Beautiful converted warehouse,5963605,Kathrin,,Yarra,-37.80158552472953,144.98159828290173,Private room,60,7,0,,,1,0
+15535610,Modern and new Ensuite room in richmond,69438710,Jeremy,,Yarra,-37.813837322568176,145.0097676991286,Private room,75,1,3,2017-01-01,0.54,1,58
+14388743,Sophisticated apartment,88383150,Sophie,,Yarra,-37.81070255200997,145.0115067600644,Entire home/apt,94,4,0,,,1,0
+14844502,LUXICO - Young St,11914644,Luxico Holiday Homes,,Yarra,-37.80515829730956,144.97950686784878,Entire home/apt,270,3,1,2017-01-31,0.48,58,365
+15389004,Loft Living in Melbourne,8861155,Rob,,Yarra,-37.784587988581414,144.97545728399686,Private room,75,2,1,2016-11-01,0.19,1,179
+4951640,Close to the Action - Richmond,25524179,Tom & Neal,,Yarra,-37.82453473209107,145.0067300101957,Private room,69,2,45,2017-03-26,1.69,1,330
+13995684,"Clifton Mews, Clifton Hill, Melbourne, Victoria",83588035,Jane,,Yarra,-37.78992347750268,144.99246487421863,Entire home/apt,170,2,8,2017-03-16,1.55,1,121
+15044298,Nicely Decorated 1 BD Richmond Apartment,2023687,Amy,,Yarra,-37.82495740433982,145.0059601401618,Entire home/apt,201,4,4,2016-11-07,0.65,1,317
+11247539,Modern private room in abbotsford,58673306,Liz,,Yarra,-37.801579555622276,144.99700284466306,Private room,79,2,24,2017-03-12,1.79,1,167
+7179992,Comfort & Location!!,24184626,Julie,,Yarra,-37.78049242739116,144.9686110598088,Private room,100,2,49,2017-03-26,2.43,1,102
+10344405,Reid Apartment: fabulous location!,53240469,Vanessa,,Yarra,-37.7847513555409,144.98232346154228,Entire home/apt,139,1,57,2017-04-02,5.06,1,120
+16191269,"Yarra River Retreat, Abbotsford, Victoria",68922787,Kaarin,,Yarra,-37.80950374679549,145.00872548562646,Entire home/apt,149,2,14,2017-03-28,4.29,1,60
+69421,"Pet Friendly Warm Apmt , Clifton Hill, Melbourne",347754,Wendy,,Yarra,-37.78784129511756,145.0054788650063,Entire home/apt,160,2,1,2016-01-10,0.07,1,305
+13963059,"Private room in carlton north, close to the CBD",32996202,John,,Yarra,-37.78659524852917,144.9711163712772,Private room,41,2,0,,,2,0
+6206553,Northcote Room : Up for Adoption,32186051,Pip,,Yarra,-37.7805116361287,144.99056928242123,Private room,69,4,0,,,1,0
+10194898,Queen room in superb location,42238180,Bob And Krystie,,Yarra,-37.82655400500321,145.00436033666986,Private room,60,1,14,2016-05-27,0.91,6,6
+15778538,Beach Holiday House,102050430,Michael,,Yarra,-37.81337553213402,145.01039713143516,Private room,118,1,0,,,1,365
+18013603,Modern appartment with pool gym,2313311,Lorraine,,Yarra,-37.810386378830756,145.00651324153196,Private room,170,1,0,,,1,361
+15013163,Modern apt. Close to public transport & culture,4343231,Sam,,Yarra,-37.79113824074006,144.98376915061343,Private room,85,2,18,2016-12-09,2.80,1,0
+8330117,Sunny Richmond - Minutes from MCG,42647,Kym,,Yarra,-37.81937100298954,144.99244035590417,Entire home/apt,149,3,0,,,1,0
+11289374,A lovely room in Carlton,16964015,Chang Yue,,Yarra,-37.78323778670093,144.9702842350357,Private room,45,1,0,,,1,0
+17673074,Gorgeous arty pad in the most liveable city,14388322,Lee,,Yarra,-37.78141348512867,144.96830081857863,Entire home/apt,142,3,0,,,2,182
+10660717,Private room in great location,21291766,Yue Ting,,Yarra,-37.80524999074351,144.97681374998723,Private room,50,1,2,2017-01-25,0.78,1,0
+15274053,Creative relaxation nice & central.,20051309,Andrew & Tom,,Yarra,-37.80787815957707,144.98642060170164,Private room,75,1,35,2017-04-02,5.65,2,356
+8739927,Quiet apartment in awesome Fitzroy,45850977,Dale,,Yarra,-37.791050825084,144.98332342908472,Entire home/apt,130,5,0,,,1,0
+5446575,Inner North Comfort,28247230,Dane,,Yarra,-37.78430179491424,144.97974654753452,Entire home/apt,130,1,6,2015-11-21,0.24,1,0
+10595220,Inner city sanctuary on the river,6097467,F,,Yarra,-37.811202513318264,145.01519395860453,Entire home/apt,102,2,21,2017-03-25,1.51,1,134
+15047619,The Mouse House aka Pink Palais,23060729,Jessica,,Yarra,-37.82284101947731,144.99965952540012,Private room,145,1,0,,,1,84
+10949362,Hip Retreat in the Heart of Fitzroy,6577961,Ruth,,Yarra,-37.800750237491336,144.97837102616114,Entire home/apt,190,2,59,2017-03-27,4.29,2,317
+3908598,loft - ware house living,17941054,Karen,,Yarra,-37.79509530155073,144.99939487224512,Entire home/apt,115,2,101,2017-03-27,3.36,1,148
+6530086,Cosy room in heart of Fitzroy,34155314,Evan,,Yarra,-37.79809874591862,144.97807547499542,Private room,66,1,0,,,1,0
+13609893,Charismatic Cottage,73453811,Doulla,,Yarra,-37.781281163362216,144.96673631313374,Entire home/apt,195,1,4,2017-01-02,0.87,1,354
+1125294,Modern 1br place in prime location ,4719593,Tibor,,Yarra,-37.822070299415046,145.00526705181815,Entire home/apt,80,2,36,2016-09-16,0.78,1,196
+14029608,Creature comforts,9457606,Stephanie,,Yarra,-37.811315072991675,145.0141690107217,Entire home/apt,100,3,18,2017-02-07,2.15,1,284
+17112223,Large 3 story house in the heart of Richmond,114925306,Hugo,,Yarra,-37.82612275290448,145.0139505857465,Entire home/apt,800,1,2,2017-03-18,2,1,120
+17933397,Resort Style Living,122965899,Sabrina,,Yarra,-37.81035630240755,145.00694443141657,Private room,250,1,0,,,1,358
+3251164,"! Amazing Fitzroy - Alive, with style and Value !",1701429,Kenneth,,Yarra,-37.79993982895186,144.98457375806538,Entire home/apt,100,2,142,2017-03-28,4.22,2,347
+8428542,Perfect base for food lovers,11319091,Lisa & Eddie,,Yarra,-37.80333923786024,144.9837981931531,Private room,62,3,29,2017-03-18,3.39,1,37
+16030745,Perfect Location Walk to City & Private Bathroom,21271065,Sarah,,Yarra,-37.816485809989146,144.997645296496,Private room,54,2,9,2017-02-17,2.08,1,153
+15471437,CHARMING Pad in Richmond - ENTIRE Townhouse!!,99299540,Paul,,Yarra,-37.82513087725889,145.00535967710604,Entire home/apt,140,5,0,,,3,0
+1250132,Value for Money in Prime Location,6812184,Adrianna,,Yarra,-37.82313220128025,144.98960516015603,Entire home/apt,110,90,8,2017-02-01,0.27,1,160
+11397165,Spacious 1BR apartment - Rest well!,49683474,Tess,,Yarra,-37.81768131102484,145.003230247818,Entire home/apt,100,2,17,2017-01-03,1.29,1,365
+15456404,The Fitz Sunroom,6404731,Mark,,Yarra,-37.7901793577801,144.97949062795215,Private room,80,2,10,2017-02-11,1.85,2,0
+13608100,Comfy Bedroom in Spacious Apartment,23990103,John,,Yarra,-37.80436262516965,144.9830019726197,Private room,66,1,19,2017-02-16,2.15,2,0
+12194696,Bright self contained studio,65555370,Ursula,,Yarra,-37.79553317999347,144.9975926166,Entire home/apt,85,2,8,2017-02-13,0.79,1,0
+728162,Melb Inner City 4 bed house ,3776061,Tracy,,Yarra,-37.80338889527336,144.99454098978615,Entire home/apt,400,7,4,2016-01-25,0.08,1,68
+3158224,FITZROY BAKEHOUSE Stay Eat Explore!,15834471,Felicity,,Yarra,-37.79219446616864,144.97805804628302,Entire home/apt,185,3,59,2017-03-22,1.80,2,177
+13116598,J Street,72960526,Geraldine,,Yarra,-37.79893780239557,144.9991912283834,Private room,100,1,45,2017-03-20,5.04,1,332
+12890349,Hotel standard near everything,51039010,Hamish,,Yarra,-37.821624937566504,144.99516010771052,Entire home/apt,169,2,20,2017-03-25,1.86,1,363
+14795254,Stunning Richmond Retreat,21343225,Pheobe,,Yarra,-37.81799179010047,144.99732101966103,Entire home/apt,128,1,18,2017-03-25,2.97,1,332
+13578842,Serene Riverfront Apartment in Abbotsford,5671434,Lauren,,Yarra,-37.799179039086155,144.99872489120017,Entire home/apt,149,3,0,,,1,210
+11047961,"Perfect Position, Perfect Place",57338078,Bree,,Yarra,-37.80284287821711,144.9814237510315,Entire home/apt,90,1,67,2017-03-12,5.04,1,149
+17942922,Beautiful modern North Fitzroy apartment,120331234,Alini,,Yarra,-37.779232287950606,144.98906636864575,Entire home/apt,80,1,1,2017-04-01,1,1,83
+6067322,Inner city Richmond apartment,31494930,Lauren,,Yarra,-37.81900383647342,145.00723364168812,Entire home/apt,75,7,0,,,1,0
+17964389,Center of Collingwood & Co,35305863,Julie,,Yarra,-37.805127329884535,144.98398583867743,Private room,121,1,0,,,1,37
+17079499,SMITH ST DESIGNER 1 BDR APT + WIFI + COLLINGWOOD,50626167,Short Stay Plus,,Yarra,-37.79501647975984,144.9848880248219,Entire home/apt,85,2,6,2017-03-15,3.40,22,13
+6596027,Cute North Fitzroy apartment,700268,Caitlin,,Yarra,-37.77965973863888,144.98937010343894,Entire home/apt,90,1,43,2017-03-29,1.97,1,22
+8728888,Large Richmond Loft with the Lot,45805673,Linda,,Yarra,-37.83094391173269,144.99601236005452,Entire home/apt,190,5,0,,,1,331
+16275657,Close to the centre of Melbourne.,106450710,Jennifer,,Yarra,-37.779697569577166,144.96872696504678,Private room,67,1,10,2017-03-25,3.23,1,352
+17798336,"Great for expats, business trips or pleasure",47428581,Coco,,Yarra,-37.81386128289015,145.0117167702929,Entire home/apt,149,21,0,,,1,306
+11611357,Newly renovated Richmond terrace,34772420,Brendan,,Yarra,-37.82009694007302,145.0010155749016,Entire home/apt,450,2,5,2017-01-02,0.45,1,228
+2075836,Heidi's place,5139855,Fiona,,Yarra,-37.78539593781828,144.98564377728601,Entire home/apt,121,2,105,2017-03-21,2.67,1,322
+8924382,Luxurious townhouse style apartment in Abbotsford,23056379,Hayley,,Yarra,-37.81116927309963,145.0146792691266,Entire home/apt,176,3,2,2016-01-28,0.12,1,0
+4105714,Modern 2BD with 270 degree views,1547029,Nicholas,,Yarra,-37.80772744367036,144.98344089112263,Entire home/apt,201,1,10,2016-12-06,0.38,1,276
+988366,"Ravishing Richmond, Beautiful Bowen",5425629,Bella,,Yarra,-37.816319714412295,144.99466615822118,Private room,64,2,119,2017-03-31,2.61,1,70
+17685062,Gorgeous tranquil double room in arty home,14388322,Lee,,Yarra,-37.78292483500099,144.9681223534135,Private room,90,3,0,,,2,36
+12234170,CAVA: Beautiful views of Richmond,5383441,"Amy, Gareth & Dan",,Yarra,-37.826187926521136,144.99419042630967,Entire home/apt,135,2,22,2017-03-13,1.85,32,201
+15293001,NY Style Warehouse 3bedrs Melbourne - Richmond MCG,50170870,Ben,,Yarra,-37.813026497924795,144.99290519925987,Entire home/apt,299,2,9,2017-03-26,4.09,1,146
+5051642,Fitzroy Central Warehouse Convert,26083971,Tom,,Yarra,-37.802569730017744,144.9809740009749,Entire home/apt,220,4,96,2017-03-19,3.70,1,89
+13180354,Chic comfort in Melbourne's most vibrant 'hood,3318326,Craig,,Yarra,-37.797696635454166,144.97722061176327,Entire home/apt,125,2,21,2017-03-26,2.84,1,163
+12133928,Fitzroy pad,583895,Benjamin,,Yarra,-37.79826419555549,144.97887636746313,Entire home/apt,149,2,3,2017-03-26,1.23,1,40
+12741451,Coffee & Collingwood,3580870,Nicolette,,Yarra,-37.80248578384469,144.9854315055916,Entire home/apt,92,3,8,2017-03-27,1.94,1,2
+7270659,Fantastic Fitzroy Garden Apartment,24340680,Peter,,Yarra,-37.803666882392626,144.97457544224466,Entire home/apt,125,2,132,2017-03-25,6.38,3,122
+14949850,Gorgeous converted warehouse style apartment,94085020,Sara,,Yarra,-37.80105796562578,144.99443452390898,Entire home/apt,111,1,1,2016-12-10,0.26,1,90
+6888926,WHIMSICAL WAREHOUSE LIVING,29138072,Muzhen,,Yarra,-37.80056517776191,144.98646811235122,Entire home/apt,498,1,0,,,1,0
+4431324,"Richmond, 3 bedroom - heart of city",1753899,Bec,,Yarra,-37.8188800734429,144.99785723945905,Entire home/apt,385,2,21,2017-01-23,0.76,1,0
+15041788,The Sweetest Living,6033885,Eden,,Yarra,-37.77657971681725,144.9817152557899,Private room,66,1,20,2017-03-22,3.37,1,250
+14780002,Private Room & Bathroom in Fitzroy!,4887984,Andrew,,Yarra,-37.80195790798019,144.97628340331005,Private room,69,2,10,2017-02-18,1.42,1,34
+14919248,"Bright, spacious room in Convenient Location",42885741,Cyndy,,Yarra,-37.81273100297035,145.00830818862912,Private room,41,1,5,2017-01-16,0.75,1,306
+9699311,Cosy friendly 2 bedroom apartment,50087665,Jordan,,Yarra,-37.78852033674757,145.00617560174433,Private room,41,2,12,2017-02-07,0.75,1,64
+15994172,Awesome share house in Melbourne,16536551,Julian,,Yarra,-37.81528880024514,144.99313335829405,Private room,62,1,10,2017-03-05,2.21,1,184
+16328334,Bright open apartment in the heart of richmond,17056144,Paul & Johanna,,Yarra,-37.817537226729975,144.99401531497085,Entire home/apt,121,2,3,2017-03-04,1.01,1,0
+11871926,"Richmond Vibe - Pet friendly, Foxtel, parking, A/C",4647935,Rejuvenate Stays,,Yarra,-37.81587309072281,145.00490691371144,Entire home/apt,225,3,5,2017-02-10,0.45,14,341
+13611618,Modern apartment close to everything,27456115,Raquel,,Yarra,-37.82514752747665,144.9964618529418,Private room,66,2,39,2017-03-27,4.15,1,3
+1982842,Richmond 2BR house near everything,10231175,Julia,,Yarra,-37.82392524003901,145.00385422706958,Entire home/apt,121,7,41,2017-02-05,1.06,1,92
+9099505,Close to city with tram outside,46806822,Donna,,Yarra,-37.788823131374855,144.97063484918328,Private room,55,1,69,2017-03-31,4.10,2,193
+5119591,Spacious townhouse in Abbotsford,11342531,Tamla,,Yarra,-37.798331299313304,144.99948737320733,Private room,66,2,16,2017-03-25,0.60,1,308
+2960794,Leafy Views Bright 1 BR APT+WIFI,50121,Frank And Vince,,Yarra,-37.822999825821114,144.99315323291748,Entire home/apt,239,3,12,2016-10-01,0.37,18,321
+16192963,Private room in a contemporary light filled house,336555,Bernadette,,Yarra,-37.77965607672404,144.9805287903142,Private room,55,1,3,2017-02-01,1.17,1,116
+17641764,"Stylish, new apartment at the heart of Collingwood",120008685,Caroline,,Yarra,-37.804269468884264,144.98565843410827,Private room,69,1,0,,,1,65
+3053001,Bright Modern 2 Bed Apt Collingwood,2171862,Chris,,Yarra,-37.801807068919906,144.98607689484336,Entire home/apt,149,2,17,2016-07-29,0.52,1,0
+1971685,Stunning apartment. Close to city!,10180626,Ashan,,Yarra,-37.818538923665905,145.01075184984273,Entire home/apt,125,333,4,2015-01-06,0.10,1,0
+5774999,1Bed Apartment in heart of Richmond,1687727,Hannah,,Yarra,-37.815220257691884,145.00462548319888,Entire home/apt,107,6,7,2017-03-17,0.34,1,10
+15539870,Modern room in best Richmond location!,76095301,Chris,,Yarra,-37.821837348563776,144.9985319194411,Private room,64,1,6,2017-03-18,1.98,1,338
+13608671,Cozy Bungalow vibes in Fitzroy North,2309041,Ed,,Yarra,-37.77638409298428,144.98532430050125,Private room,45,1,0,,,1,0
+17689349,Devi House,16317086,Sara,,Yarra,-37.78466068240059,145.0244630540878,Private room,48,2,0,,,1,337
+12525231,"Be the Lord of Lord St, Richmond",67850848,Tyron,,Yarra,-37.825278225212195,145.00296226769905,Private room,47,1,0,,,1,0
+16783618,Light & character filled terrace,2499447,Joanna,,Yarra,-37.79145596932262,144.98147442103212,Entire home/apt,149,3,2,2017-03-14,0.81,2,13
+10952376,Quiet street; close to the action,25677164,Sara And Kat,,Yarra,-37.7904434921564,144.98282307867072,Private room,69,2,9,2017-03-03,0.65,1,355
+5740029,Sunny room in a renovated Carlton terrace house,4983596,Caroline,,Yarra,-37.791187219357376,144.97234274496398,Private room,80,1,76,2017-03-22,3.12,1,289
+9868833,Beautiful Melbourne Weekender,48749228,Debbie,,Yarra,-37.77579327118961,144.98360283479326,Entire home/apt,160,2,9,2017-03-19,0.63,2,302
+11478776,Luv Asian food? 3BD APT SmackBang in Little Saigon,24404683,Tony,,Yarra,-37.81141728791469,144.9983631197081,Entire home/apt,185,1,33,2017-03-26,4.54,2,335
+7312915,**New modern and stylish 2 bed in perfect area!**,15039082,Lauren,,Yarra,-37.79478489031213,144.98454833762491,Entire home/apt,185,2,80,2017-03-18,3.89,3,169
+11572778,1bed apartment Collingwood,61154551,Kate,,Yarra,-37.801025563444895,144.9864513795324,Entire home/apt,109,2,73,2017-03-25,5.66,2,51
+2446736,Laneways of Fitzroy,1000796,William,,Yarra,-37.804476787041516,144.9753463713356,Entire home/apt,125,2,70,2017-03-17,1.93,4,339
+7280912,Apartment in the heart of Richmond,21276861,Alex,,Yarra,-37.817822835482495,144.99856555220583,Entire home/apt,100,1,1,2016-06-13,0.10,1,0
+2532119,4Bdrm House Clifton Hill/Coll'wood,12967886,Stephen,,Yarra,-37.79302340413999,144.98922225483395,Entire home/apt,250,2,9,2017-02-14,0.43,1,15
+4826956,Large Quiet Dog Friendly Home,24853095,Felicity,,Yarra,-37.77903493778754,144.96941256023092,Private room,39,1,8,2016-12-30,0.90,1,0
+5582346,In the heart of Fitzroy/Collingwood,17175145,Garreth,,Yarra,-37.803759326447576,144.98345961455976,Entire home/apt,100,7,14,2017-01-05,0.57,1,16
+13702781,Spacious 2 Bedroom Richmond Apartment - 4 guests,4351861,Nicole,,Yarra,-37.82403890611767,145.00557796637682,Entire home/apt,149,2,7,2016-11-27,0.76,1,8
+8072716,LUXICO - Rose St (Fitzroy),11914644,Luxico Holiday Homes,,Yarra,-37.796928272621635,144.98370771185677,Entire home/apt,378,5,2,2017-03-04,0.39,58,294
+10531441,Spacious room in a charming terrace,54296757,Isabella,,Yarra,-37.79948842044422,144.9884697371153,Private room,80,1,2,2016-01-27,0.14,1,0
+16651928,Beautiful heritage listed 1 bedroom cottage,93221216,Ali,,Yarra,-37.798168193469245,144.99078781042536,Entire home/apt,115,1,4,2017-02-15,1.62,1,0
+11873818,"CORTADO: Light, Bright Richmond Loft",5383441,"Amy, Gareth & Dan",,Yarra,-37.81914644658425,144.99995058624177,Entire home/apt,149,2,34,2017-02-25,2.69,32,199
+14790974,Fabulous location: enjoy Fitzroy's cafe/bar scene,92374525,Alexeena,,Yarra,-37.79138543315341,144.97899881289453,Entire home/apt,180,2,26,2017-03-12,3.70,1,39
+12719506,New York warehouse style apartment,6632893,Sally,,Yarra,-37.824605366804235,144.99256657486384,Entire home/apt,160,5,0,,,1,0
+13689655,Modern Apartment with Pool and Gym,6689453,Jenna,,Yarra,-37.81009820144295,145.00562966746972,Private room,66,1,0,,,3,275
+9580095,Modern flat in the heart of Fitzroy,7059254,Martine,,Yarra,-37.80227106827543,144.97793774094686,Entire home/apt,125,2,5,2016-08-08,0.33,1,0
+5510845,Unique Inner City Apartment,28583375,Rose,,Yarra,-37.80564720327067,144.98123370094353,Entire home/apt,100,7,32,2017-03-11,1.39,1,284
+10039723,Two Storey Townhouse Richmond Hill,49392653,Josephine,,Yarra,-37.82012394301963,144.9925438283237,Entire home/apt,201,1,44,2017-03-25,2.88,1,348
+16680607,A touch of serenity in Richmond,25964860,Melissa,,Yarra,-37.81277617594092,145.00340690543996,Private room,80,1,7,2017-03-31,2.66,2,151
+3970800,Old Chocolate Factory warehouse conversion,2976827,Amanda,,Yarra,-37.811996203856715,144.99116247270467,Entire home/apt,201,3,20,2017-01-22,0.67,3,254
+10299351,BEST LOCATION IN MELB! (FITZROY),11321018,Emilie,,Yarra,-37.79606261038472,144.98281159681417,Entire home/apt,94,3,5,2017-01-03,0.34,1,0
+10077874,Spacious 1BR With Contemporary Edge,26535495,Eric,,Yarra,-37.81821514020916,144.9976297327402,Entire home/apt,90,1,9,2016-12-31,0.59,1,0
+7752676,"King+Own Bathrm, City, Hse Wifi Gdn",40097725,Scott,,Yarra,-37.80789425862546,144.99345893509275,Private room,80,1,31,2017-03-11,1.66,10,13
+1945220,designer warehouse apartment,10061588,Louise,,Yarra,-37.82419170247146,144.9920239782338,Entire home/apt,195,3,15,2016-03-23,0.38,1,0
+15937180,A Riverside Jewel,103436592,Kate,,Yarra,-37.808815695542265,145.0063377766373,Private room,149,1,0,,,1,88
+13251028,Delightful Clifton Hill Townhouse!,19235104,James,,Yarra,-37.79335417135358,144.99206284606674,Private room,66,1,10,2017-02-24,1.78,2,146
+2764463,Quiet. Central. Easy living.,1806771,Lyn,,Yarra,-37.78831232686066,144.99964129061613,Entire home/apt,80,1,0,,,1,0
+16162842,Cosy room in the heart of art-grunge Fitzroy,3254091,Sophia,,Yarra,-37.79734374381267,144.97617537571404,Private room,71,3,3,2017-01-01,0.88,1,0
+9612990,The Best of Fitzroy and Collingwood,27138079,Ben,,Yarra,-37.79617654477023,144.98431641792064,Entire home/apt,100,2,1,2016-01-06,0.07,1,0
+7025274,Cosy studio flat in trendy Fitzroy,16699719,Aim,,Yarra,-37.808138431991026,144.97958716085117,Entire home/apt,80,2,10,2017-01-05,0.55,1,23
+5222042,Fitzroy/Clifton Hill-Double Bedroom,27020817,Lou,,Yarra,-37.78910508454353,144.996929258505,Private room,69,1,131,2017-03-27,5.04,2,166
+9318593,Self contained house sleeps 6.,17479725,Margaret,,Yarra,-37.81636481912014,145.00346180194487,Entire home/apt,300,2,12,2017-02-04,0.81,2,337
+16818248,Oasis Apartment. Great Location.,4439511,Lee,,Yarra,-37.78381205750666,144.97875800682024,Private room,90,3,0,,,2,329
+8036433,The Heart of Collingwood,41607877,Daria,,Yarra,-37.80649163265153,144.98450091502974,Private room,55,1,31,2016-11-28,2.63,1,165
+12685822,Single bedroom with great view,21065148,Stephanie,,Yarra,-37.82120041755203,145.0152247851766,Private room,66,1,0,,,1,365
+4431977,Cosy Richmond townhouse a short journey to the CBD,760849,Bev,,Yarra,-37.816698682733275,145.00490848384294,Entire home/apt,351,3,1,2015-07-13,0.05,51,360
+3354638,The CHERRY on TOP of FITZROY!!,3213974,Tom & Lisa,,Yarra,-37.79539193798788,144.9786373843094,Entire home/apt,250,2,88,2017-03-19,2.62,1,148
+12656748,Art Deco Uber Cool Warehouse Style Pad,8642858,Jason,,Yarra,-37.78375813964652,144.9784596098424,Entire home/apt,140,5,0,,,1,336
+14561770,New character filled home on 3 levels near CBD,90162215,Cathy,,Yarra,-37.80848267107901,144.99664856459492,Entire home/apt,300,2,18,2017-03-25,4.74,1,272
+10526854,Cosy in Colourful Collingwood,54279755,Jazmine,,Yarra,-37.80087426564716,144.98894657371397,Entire home/apt,170,3,1,2016-02-16,0.07,1,0
+3649898,Cute terrace in great location,3344509,Trang,,Yarra,-37.780801361601284,144.98182386782807,Entire home/apt,110,2,12,2017-01-01,0.74,1,0
+16621710,Clean bright room in Richmond apartment,109754921,Tony,,Yarra,-37.82454974338495,145.00681764147708,Private room,75,1,3,2017-01-29,1.14,1,0
+13181076,"Location, comfort, close to CBD.",11768467,Helen,,Yarra,-37.785908907336506,144.97853207164738,Entire home/apt,160,2,3,2016-09-23,0.41,1,52
+15013843,Renovated cottage in Richmond,9196854,Kelly,,Yarra,-37.82212977089988,145.00174562493137,Entire home/apt,281,2,4,2017-01-04,0.65,1,320
+17740217,Spacious bedroom in great location,34776340,Tessa,,Yarra,-37.787105224662064,144.976608443449,Private room,60,1,0,,,1,114
+958631,Riverside Hideaway - Private bathroom + WiFi,5216487,Nic,,Yarra,-37.78374576277138,145.01671505613768,Private room,69,2,32,2017-03-12,1.07,2,350
+12497143,Amazing modern living in best area,14926061,David,,Yarra,-37.787367882133935,144.97011348074054,Private room,110,3,0,,,1,365
+11284245,"""Ryder"" Super Trendy Fitzroy Warehouse Loft",35370298,Blake(Mybnb),,Yarra,-37.80084183617256,144.97923348324164,Entire home/apt,189,3,20,2017-03-19,1.55,14,34
+17334941,Cosy 2 Bedroom Apartment in Richmond,111057109,Justin,,Yarra,-37.81985649984415,144.9985182401186,Entire home/apt,180,2,0,,,1,44
+1972216,Inner City Luxury Townhouse,10182953,Justin,,Yarra,-37.80463066000472,144.99515076178696,Entire home/apt,220,7,0,,,1,0
+792570,Spacious Double-Storey Apartment,690940,Gerard,,Yarra,-37.80817973433954,144.98238873214484,Entire home/apt,149,3,6,2017-01-19,0.12,1,0
+16394433,One bedroom city sanctuary set by the river.,10477939,James,,Yarra,-37.799938111660154,144.99959235179182,Entire home/apt,121,1,3,2017-01-25,1.20,1,335
+5152991,Stunning 1BD+Bthm+loun+blc-Ftz/C'wd,13834465,Helen,,Yarra,-37.802095982988924,144.9837132263812,Private room,121,2,8,2016-03-27,0.43,2,351
+8138540,Light warehouse apartment,2372930,Victoria,,Yarra,-37.80020182941804,145.00015560154642,Entire home/apt,115,3,10,2017-01-01,0.81,1,79
+10301232,Beautiful home in north fitzroy,3160702,Nicholas,,Yarra,-37.78518350249348,144.98064126481762,Private room,55,1,1,2016-01-10,0.07,1,0
+7053560,Richmond Room Available,4704359,Ben,,Yarra,-37.8216411070936,145.0009024257473,Private room,48,1,0,,,1,0
+16230639,2br 2bth - 5 min to city in Fitzroy,106070450,Ashley,,Yarra,-37.786211475284325,144.97754051329275,Entire home/apt,250,7,0,,,1,181
+12934183,"Private, bright retreat in historic church hall",2836753,Georgie,,Yarra,-37.80392628486994,144.9768301061572,Entire home/apt,109,3,22,2017-03-26,2.37,1,0
+2332717,LUXICO - Arthouse (Abbotsford),11914644,Luxico Holiday Homes,,Yarra,-37.8072446183032,144.99612241649248,Entire home/apt,480,5,7,2017-02-27,0.22,58,292
+13928533,Cozy room with private bathroom in hip Collingwood,4960298,Johnny,,Yarra,-37.80127456475203,144.9861346735516,Private room,69,2,41,2017-03-26,4.80,1,66
+1188133,Peaceful room and space in leafy Alphington,2015803,Michelle,,Yarra,-37.78345662397892,145.0251808271098,Private room,52,1,13,2016-02-01,0.29,1,162
+15151626,Stylish Fitzroy Apartment,25675426,Craig,,Yarra,-37.796793014615446,144.98346959434795,Entire home/apt,145,1,14,2017-03-20,2.28,2,71
+6613742,Spacious & 10min to CBD by train!,34610933,Tennille,,Yarra,-37.796790393277,144.99679771506456,Entire home/apt,100,3,34,2016-12-01,1.77,1,0
+6735585,2br modern Richmond apartment,35274638,Ash & Bee,,Yarra,-37.81770323758728,145.00417370429534,Entire home/apt,170,3,7,2016-10-16,0.38,1,0
+14537335,Large Private Room in Fitzroy Terrace House,11901944,Andi,,Yarra,-37.7979593653086,144.97633088355812,Private room,62,14,2,2016-10-24,0.28,1,0
+16604478,The Little Big Sleep.,20110206,Jane,,Yarra,-37.80753020035612,144.98120622053963,Entire home/apt,290,2,1,2017-02-25,0.79,2,135
+12394855,Stunning 2 bedroom Richmond terrace,12277937,Mitali,,Yarra,-37.82203927840009,145.00281863883808,Entire home/apt,159,1,10,2017-01-21,0.86,1,55
+6367599,Clean & stylish Richmond apt w WiFi,32454356,Alice,,Yarra,-37.816417386581314,145.00505978385812,Entire home/apt,100,4,8,2017-01-01,0.38,1,61
+15576990,"Modern 1Bed In Central Location, Spa/Gym/Sauna",3872026,Andrew,,Yarra,-37.82523579358213,144.9957476984787,Entire home/apt,135,2,2,2017-03-12,0.64,1,4
+16691099,"Modern Apt, Close to Shops & Cafes, 4KM to CBD",110519795,Lana,,Yarra,-37.81036346030482,145.0086578979463,Shared room,35,2,5,2017-04-01,1.90,1,155
+13902225,Heritage cottage in trendy Fitzroy,81763469,Sarah,,Yarra,-37.799959011581066,144.97604957091997,Private room,50,2,3,2016-08-31,0.39,1,61
+4532657,Close to everything,23500968,Elena,,Yarra,-37.811531346164905,144.99283294612945,Entire home/apt,135,3,8,2016-07-31,0.29,1,0
+8561082,Cozy and friendly short stay,45058081,Pipa,,Yarra,-37.777533179771766,144.98253529920805,Private room,60,6,0,,,1,0
+12919235,"One bedroom in gorgeous terrace, family-friendly",918414,Jude,,Yarra,-37.78009284922011,144.98196333383297,Private room,100,7,1,2016-07-12,0.11,1,0
+4958688,Dog-lover house,2357737,Fiona,,Yarra,-37.82029290564729,144.9916023183926,Private room,62,10,1,2015-09-20,0.05,1,0
+16724643,Central Collingwood Location,15709754,Seb,,Yarra,-37.80430200572123,144.98669290193504,Private room,80,2,5,2017-03-18,2.08,1,88
+11807205,Fitzroy warehouse apartment,46579338,Sarah,,Yarra,-37.79533978853619,144.97898888480358,Entire home/apt,236,3,8,2017-01-29,0.64,1,4
+3972175,Parkland Privacy near the City,20586708,Kerry,,Yarra,-37.779728035401014,144.9882310425405,Private room,80,2,74,2017-03-26,2.51,1,353
+500198,Lovely inner city cottage & garden,2468196,Lindsey & Al,,Yarra,-37.79733951903185,144.9897931891506,Entire home/apt,149,1,7,2017-02-18,0.21,1,4
+12393922,Beautiful renovated terrace,14523854,Ed,,Yarra,-37.82274524193835,145.00200457876537,Entire home/apt,149,1,0,,,1,0
+6576895,Light & bright bedroom + ensuite,34402338,Tarran,,Yarra,-37.83095824658558,144.9912568196706,Private room,79,1,7,2017-03-06,0.35,2,334
+8545947,"Beautiful View, Close to the City",829346,Natalie,,Yarra,-37.78342550002591,144.97777275560406,Entire home/apt,140,2,5,2016-12-29,0.29,1,0
+11151893,NEW APT. GREAT LOCATION! CITY VIEW,6377145,Elly,,Yarra,-37.82394766785956,145.00575912776193,Entire home/apt,159,3,13,2017-02-27,0.96,1,246
+16263710,Great space in lush complex with pool,67765773,Scott,,Yarra,-37.78415612848388,144.9787309981736,Entire home/apt,240,2,2,2017-01-01,0.62,1,0
+7938595,Great room - 10kms from CBD,41680949,Rob,,Yarra,-37.80343541482936,144.99978673274916,Private room,50,1,2,2015-09-21,0.11,1,0
+5251632,Cozy Cottage close to city,27181017,Kate,,Yarra,-37.82594585287491,145.0027887085548,Private room,87,2,16,2016-11-28,0.62,1,0
+13021208,Spacious room-Converted warehouse,71637059,Stephen,,Yarra,-37.79544928071901,144.9823090972833,Private room,69,2,1,2016-06-06,0.10,1,0
+15245488,Classic and cosy room in the inner north,11883657,Brigitte,,Yarra,-37.78528610380663,144.9795703426452,Private room,66,1,5,2017-03-05,3.26,1,106
+9413187,Entire Home in Fitzroy North,48749228,Debbie,,Yarra,-37.77707889556824,144.9822045257731,Entire home/apt,160,2,5,2017-03-25,1.90,2,166
+16396320,Modern Fitzroy Apartment,20410960,Conor,,Yarra,-37.79679131965549,144.97970767259753,Private room,90,1,6,2017-03-07,1.75,1,90
+14763083,Stunning warehouse apartment with a french feel,92070226,Annie,,Yarra,-37.79749313069908,144.98267265087068,Entire home/apt,290,2,12,2017-03-24,2.21,1,349
+10735990,"Best Melbourne Location, 10 Mins To CBD",4717718,Alex,,Yarra,-37.8183343876581,144.99807338863636,Entire home/apt,160,3,26,2017-03-26,1.88,1,161
+13378774,Modern Top Floor Apartment minutes from CBD,513509,Robert,,Yarra,-37.818108626108526,144.99652053558418,Entire home/apt,66,3,8,2016-11-06,0.83,1,0
+74324,"""Tamerlane"" - Luxury, architect designed townhouse",390761,Matt,,Yarra,-37.80275304397114,144.97616079928193,Entire home/apt,202,3,51,2017-01-31,2.22,3,261
+15706752,The Heart of Fitzroy!,82978894,Sorelle,,Yarra,-37.79647748252028,144.9821696466237,Private room,55,1,6,2017-03-10,1.18,1,0
+5213525,Huge room in new inner city house,26137706,Mish & Leigh,,Yarra,-37.805414336346146,144.99241521224127,Private room,110,2,17,2017-03-30,0.66,1,362
+9580624,Modern 2BD Apartment,49594266,Tom,,Yarra,-37.809605591858535,145.0071905756707,Entire home/apt,201,3,0,,,1,0
+17345178,Spacious and cosy studio,98943044,Peter,,Yarra,-37.795795374634274,144.97610750180777,Entire home/apt,100,1,2,2017-03-29,2,4,304
+1778320,Modern warehouse apartment.,6200472,Madge,,Yarra,-37.78389082907388,144.98266612985006,Entire home/apt,125,2,95,2017-03-25,2.26,1,128
+4760239,Stunning & enormous renovated chapel.,2837116,Connie,,Yarra,-37.803312378528986,144.99789297735865,Entire home/apt,201,5,2,2015-09-26,0.11,1,86
+11379378,Modern Fitzroy balcony apartment,53485431,Ruby,,Yarra,-37.803144345611344,144.9771391248514,Entire home/apt,138,2,13,2017-03-12,1.01,1,8
+762496,Old distillery quiet and central,2022963,Paul & Mercedes,,Yarra,-37.80647479144131,144.98786442358826,Private room,105,2,185,2017-03-24,3.62,1,138
+16259671,Perfectly located Inner city home,106326150,Mardi,,Yarra,-37.7851892734267,145.0023695183741,Entire home/apt,311,4,0,,,1,22
+17477727,#BED 3 @Urban Paradise in Melbourne 10min from CBD,56656633,Linda,,Yarra,-37.81476793818052,144.99267919166252,Shared room,31,2,1,2017-03-22,0.91,6,360
+16456302,Fitzroy Terrace,19766139,Mitchell,,Yarra,-37.801608889407504,144.9747814237072,Private room,50,1,1,2017-01-05,0.34,1,0
+11641571,Charming and light-filled home,44097212,Linn,,Yarra,-37.81680856660101,145.00460283807007,Entire home/apt,100,4,6,2017-04-02,0.50,1,0
+7213526,"Location, Character & Convenience!",617308,Jane,,Yarra,-37.80554284749763,144.98195415890473,Private room,66,5,15,2017-01-10,0.75,2,271
+13013463,"Rooftop oasis on Smith St, Collingood/Fitzroy",669745,Owen,,Yarra,-37.80219674133266,144.98240481753788,Entire home/apt,311,2,21,2017-04-02,1.99,1,169
+16784030,Inviting Authentic Richmond Home + Free Wifi,86474757,Stephen,,Yarra,-37.82530581192135,145.0060226706669,Private room,76,1,9,2017-03-25,3.55,1,89
+16652741,"Sustainable, Homely, Central, 1 Bedroom Apartment",14067260,Matt,,Yarra,-37.80543106133099,144.98592866291742,Entire home/apt,130,2,14,2017-03-30,5.25,1,63
+16231124,Bright apartment nestled between nature & the city,23597901,Scarlett,,Yarra,-37.80218454241903,145.0000575580493,Entire home/apt,88,1,1,2016-12-30,0.32,1,0
+4102839,"Historic home, inner city fringe, Abbotsford, Melb",21282502,Cynthia,,Yarra,-37.810150633074464,145.00252718412767,Private room,75,2,46,2017-03-25,1.87,1,355
+16500520,"Room in Nth Fitzroy, great location.",82562822,Chris,,Yarra,-37.784858589487214,144.97790814934277,Private room,69,1,4,2017-01-14,1.24,2,0
+16162399,Great private room in beautiful North Fiztroy,21121492,Jessica,,Yarra,-37.78257588132705,144.98325976299847,Private room,66,5,0,,,1,7
+15772424,Private room/bath in Collingwood,4823338,Emma,,Yarra,-37.80403822516106,144.98222219869248,Private room,69,2,17,2017-03-26,4.05,1,58
+11533474,Collingwood Warehouse conversion,23918793,Emily-Ann,,Yarra,-37.80260145059962,144.98547655050928,Private room,80,1,6,2017-03-17,0.49,1,323
+7253429,Room & Ensuite in Modern Townhouse,24850969,Andrew,,Yarra,-37.79600992337605,144.98778266454516,Private room,35,1,0,,,1,0
+6614824,Bright room in the heart of Fitzroy,2276241,Casey,,Yarra,-37.79989657592863,144.97908216207486,Private room,60,14,0,,,1,0
+15413954,Light filled haven in inner city near Merri Creek,5824867,Cyndi,,Yarra,-37.77972139680595,144.99009476722117,Private room,80,2,0,,,2,91
+17867591,Iconic Melbourne terrace in iconic suburb,122306777,Lisa,,Yarra,-37.804643458365675,144.9765948030366,Private room,75,2,0,,,1,176
+16558868,Light Double Room in the Heart of Fitzroy,20033687,Hayley,,Yarra,-37.79963726833251,144.97646345218817,Private room,41,2,3,2017-01-23,1.20,1,0
+12522064,Vintage-Style Spacious Studio,67827106,David,,Yarra,-37.815970881281395,144.99037590438127,Private room,100,3,0,,,1,0
+10660658,Richmond Pad - Close to MCG,54933755,Andy,,Yarra,-37.81487796701694,144.99132837229052,Entire home/apt,94,5,1,2016-01-21,0.07,1,0
+16329523,Heart of Collingwood Warehouse,8152279,Amy,,Yarra,-37.80229240553249,144.98649172218921,Entire home/apt,130,3,9,2017-03-12,4.50,1,46
+9775924,3 Bdrm Family Home in North Fitzroy,38609479,Victoria,,Yarra,-37.78824161518919,144.9810936894153,Entire home/apt,180,3,2,2016-01-22,0.13,1,0
+11345033,LUXICO - The Smith (Fitzroy),11914644,Luxico Holiday Homes,,Yarra,-37.80343143072292,144.9844072806044,Entire home/apt,408,5,5,2017-03-26,1.26,58,365
+14790809,Treetop Apartment in Fitzroy,16684575,Ruby,,Yarra,-37.80233929353488,144.9766659183194,Entire home/apt,121,2,9,2017-03-17,1.85,1,35
+16593049,Fitzroy Central Studio Apartment,8375199,Ketut,,Yarra,-37.806806780235185,144.98124358262857,Entire home/apt,115,3,10,2017-03-19,3.75,2,342
+15704988,Inner City Melbourne Boutique House,4884613,Aimee,,Yarra,-37.81185204772463,145.00433439626585,Entire home/apt,300,3,2,2017-03-26,0.83,1,178
+7550711,Comfort that's close to everything!,39573096,Jesse,,Yarra,-37.82399440330748,145.00640289927796,Entire home/apt,201,3,0,,,1,0
+14563071,"Private Riverside Abode with Pool, Spa and Gym",6284912,Philippa,,Yarra,-37.81101856817792,145.01303481947514,Entire home/apt,94,3,0,,,1,30
+1881832,Unbeatable Value Boutique Apartment,212071,Loren,,Yarra,-37.81746684566564,145.00558467184763,Entire home/apt,90,5,82,2017-03-27,2.07,3,69
+13285165,5 Minutes away from Melbourne CBD,74939719,Monique,,Yarra,-37.802233460642334,144.97988127895334,Entire home/apt,130,2,2,2016-07-21,0.23,1,0
+16430892,Massive private rooftop room,107730251,Rebecca,,Yarra,-37.81840400026936,144.997947478059,Private room,100,5,2,2017-01-23,0.71,1,76
+17477920,#BED 4@Urban Paradise in Melbourne 10min from CBD,56656633,Linda,,Yarra,-37.812949595489414,144.99137775241118,Shared room,31,2,0,,,6,364
+14237452,Designer 1BR apartment - great views & facilities,70836254,Emily,,Yarra,-37.81090212348491,145.01348049644685,Entire home/apt,140,3,8,2017-03-26,1.23,1,30
+9811794,Carlton区采光好交通方便的单间bedroom,24920437,Wang,,Yarra,-37.79085170967586,144.96980391978641,Private room,28,1,1,2016-01-03,0.07,1,0
+900838,New York style Loft in Melbourne,4812182,Jo,,Yarra,-37.823201868107525,144.99251178268457,Entire home/apt,195,3,133,2017-04-01,2.69,1,348
+5573248,Charming light and bright cottage,6518033,Joy,,Yarra,-37.81709535533248,144.99397882882283,Entire home/apt,190,1,77,2017-03-26,3.14,1,298
+16664895,Gorgeous 2-storey townhouse in buzzing Collingwood,33061250,Chris And Carla,,Yarra,-37.79969689891902,144.9893220885547,Entire home/apt,105,3,5,2017-03-04,2.59,1,31
+14202785,Cozy Fitzroy home with cabin in the woods feeling!,5096524,Paul & Inèz,,Yarra,-37.800171131032194,144.97776740634367,Entire home/apt,130,2,3,2017-01-01,0.44,1,36
+9320361,2 Bed Apartment Minutes From City,3533467,Alex & Sarah,,Yarra,-37.81438645838708,145.00876920567717,Entire home/apt,160,1,1,2016-01-05,0.07,3,0
+13419192,Casa de la Reina Fitzroy North,9861209,Martina & Mick,,Yarra,-37.79004964125121,144.98617787402114,Entire home/apt,110,3,13,2017-02-25,1.98,5,278
+9353144,"Unique, cosy, affordable",48542882,Patrick,,Yarra,-37.781348790496295,144.98251502188492,Private room,45,1,0,,,1,0
+17774521,Private room in the heart of Richmond.,7521000,Laura,,Yarra,-37.81639579439986,145.0038299542579,Private room,69,2,0,,,1,85
+17284915,Modern Townhouse in the heart of Richmond,77648304,Laura,,Yarra,-37.82403051101628,144.99314008195378,Entire home/apt,300,2,0,,,1,332
+3891444,Enjoy the VIEW - RICHMOND tree tops,5697302,Lisa,,Yarra,-37.8202434342903,144.99464030549635,Entire home/apt,100,1,94,2017-03-19,3.07,1,344
+4833077,Spacious Room in Carlton North,595625,Ella,,Yarra,-37.77984026944313,144.9756668721394,Private room,60,1,9,2016-01-29,0.35,1,347
+9767561,Charming shabby chic flat - Fitzroy,10985012,Kate,,Yarra,-37.79808191755571,144.97869565459482,Entire home/apt,81,5,6,2017-03-12,2.37,1,214
+8861657,Gateway to Melbourne,24164998,Luci,,Yarra,-37.80909224847962,144.98610748299564,Entire home/apt,201,4,0,,,7,365
+15185886,Spacious 2 bedroom house in Richmond,29286070,Monique,,Yarra,-37.824516990604316,145.01118142088853,Entire home/apt,201,2,5,2017-04-01,1.52,1,171
+16042658,Private level in Collingwood warehouse conversion,4319065,Lisa,,Yarra,-37.80719650239677,144.9832504019982,Private room,85,5,4,2017-03-31,1.43,1,174
+47100,Très Charming in Fabulous Richmond,212071,Loren,,Yarra,-37.81803739222077,145.0044163891977,Entire home/apt,93,1,170,2017-02-11,2.13,3,32
+16234532,"Australian Open Finals, Richmond",65543410,Rob,,Yarra,-37.82449170324497,144.99977083281402,Entire home/apt,300,2,3,2017-01-25,0.98,1,41
+16988201,"Clean, Convenient & Comfortable in central Fitzroy",31691,Richa,,Yarra,-37.79682176258574,144.97805072609742,Private room,110,1,1,2017-03-24,1,1,245
+9451548,Massive home near CBD wz Movie Sports Kids channel,48976121,Robert,,Yarra,-37.8072380567513,144.9900004742952,Entire home/apt,480,1,60,2017-03-23,4.22,2,277
+16398380,Luxury living close to Melbourne CBD,107430697,Lars,,Yarra,-37.82631589483906,144.9916199737903,Private room,100,2,0,,,1,91
+11024463,Amazing room in inner Melbourne,18538397,Antonia,,Yarra,-37.798471319399276,144.99807805025205,Private room,50,2,1,2016-02-20,0.07,2,0
+4273167,"Friendly, comfortable cityhome base",16831574,Michele,,Yarra,-37.796608384702395,144.98832867360306,Private room,66,2,24,2017-03-04,0.86,1,306
+11876461,French-Deco Chic Apt in Richmond,62022261,Yvonne,,Yarra,-37.813144425199965,144.99996526726147,Entire home/apt,360,2,1,2017-01-03,0.33,6,358
+6616086,Red Gate Terrace,2136726,Daniel,,Yarra,-37.78449556619105,144.98164238369185,Entire home/apt,201,3,16,2017-03-27,0.78,1,327
+3061987,TWO FIVE ZERO / RICHMOND,4422417,Louise & Ross,,Yarra,-37.822547646620315,145.00708546765983,Entire home/apt,320,5,39,2017-03-27,1.19,2,295
+4212247,Warehouse Living at its best - WIFI + Free parking,3763543,Jeremy And Alex,,Yarra,-37.801528492407066,144.9851460950644,Private room,73,2,43,2017-03-20,1.44,1,310
+11876630,Luxury Loft Apartment in Richmond,62022261,Yvonne,,Yarra,-37.81445829040808,145.00074412738326,Entire home/apt,360,2,0,,,6,365
+3258647,Fitzroy Living!,16480392,Max,,Yarra,-37.799611581464376,144.9837911807374,Private room,75,1,0,,,1,0
+8862006,East Melbourne Abundance awaits,24164998,Luci,,Yarra,-37.8091875093531,144.98610729053317,Entire home/apt,275,4,0,,,7,359
+3094848,"Shared space, Smith St Fitzroy.",5113280,Nova And Sarah,,Yarra,-37.80337321177014,144.98398888800412,Shared room,31,3,19,2017-01-23,0.60,8,364
+2361740,Modern Warehouse apartment,638404,Anne,,Yarra,-37.80267116877835,144.98549209079462,Entire home/apt,201,5,17,2017-03-18,0.45,1,246
+4897098,Apartment in heart of Fitzroy,25204350,Wendi,,Yarra,-37.80338303793289,144.978233760206,Entire home/apt,130,2,20,2016-03-23,0.74,1,364
+5807543,Richmond architect's own apartment,30074399,Cameron,,Yarra,-37.81862871212247,145.0001343507114,Entire home/apt,163,2,58,2017-03-20,2.48,1,73
+4077929,Birches Townhouse,20540732,Jennie,,Yarra,-37.80956051139802,144.98871368543078,Entire home/apt,325,1,3,2016-06-26,0.16,2,335
+9714013,"Peaceful abode, long term welcome",2785183,Anna,,Yarra,-37.791271063108475,144.97992807315774,Private room,69,1,42,2017-02-20,2.72,1,158
+4761089,Unique Artist Warehouse Fitzroy with carport,24297745,Kt,,Yarra,-37.799453503436425,144.98373612056153,Private room,79,2,89,2017-03-24,3.19,2,94
+10108792,"Walk to MCG, AAMI Park and more!",51877892,Gill,,Yarra,-37.82362240412002,144.98997748293596,Entire home/apt,170,3,18,2017-02-17,1.27,1,340
+9510890,LOCATION! Spacious & modern 3br Apt,49282829,Lara,,Yarra,-37.83224043834434,144.99621159319514,Entire home/apt,400,3,0,,,1,0
+4503986,Suited to backpackers. FITZROY,5113280,Nova And Sarah,,Yarra,-37.80401750689806,144.98246992637354,Shared room,31,3,11,2017-03-27,0.41,8,365
+2146165,Nook in the Heart of Fitzroy,10955757,Jamie,,Yarra,-37.79720241550433,144.9794349809234,Entire home/apt,190,1,57,2017-03-30,1.50,1,348
+6470088,Perfect Studio for Two,1278392,Camila,,Yarra,-37.797473309530915,144.97543583641698,Entire home/apt,125,3,23,2017-03-11,1.11,2,89
+2332921,LUXICO - Little Charles (Fitzroy),11914644,Luxico Holiday Homes,,Yarra,-37.80223410965488,144.98360366521015,Entire home/apt,245,5,16,2017-02-02,0.42,58,364
+17447398,Weekend Fitzroy Artist Apartment,23680515,Michael And Cath,,Yarra,-37.795736263544995,144.98226230388633,Entire home/apt,128,2,3,2017-03-26,3,1,55
+10729933,3BR Townhouse Richmond 2km to CBD,49448682,Jason,,Yarra,-37.819301666232725,144.99435946785036,Entire home/apt,145,1,81,2017-03-25,5.57,3,64
+10479035,Collingwood apartment,43413043,Amar,,Yarra,-37.80550523954756,144.9872804984621,Private room,66,2,19,2016-10-26,1.38,1,172
+9882026,BEST LOCATION IN MELBOURNE,50841422,Marnie,,Yarra,-37.823830658893606,144.9894966320792,Private room,48,1,7,2016-03-10,0.46,1,0
+9243330,"2km CITY, PRIVATE BED own space!",19435965,Lily,,Yarra,-37.808625152837095,144.99465929659254,Private room,35,1,59,2017-03-22,4.93,2,67
+10172954,Stylish Fitzroy Warehouse apartment,13967880,Richard,,Yarra,-37.795921233788334,144.9825736656646,Private room,75,1,8,2016-06-20,0.55,1,337
+9617328,LUXICO - Grand Loft (Fitzroy),11914644,Luxico Holiday Homes,,Yarra,-37.79780046417654,144.97914953838594,Entire home/apt,400,5,8,2017-02-16,0.88,58,363
+1504584,Gorgeous Edwardian house,8021937,Nicole,,Yarra,-37.79754397196039,144.9769531223902,Entire home/apt,165,1,0,,,1,333
+9355202,Luxury Warehouse Loft Close To CBD,25326053,Lionel,,Yarra,-37.79150625417588,144.99947562042405,Entire home/apt,311,3,7,2016-04-25,0.43,1,312
+5606085,Self Contained Loft with Double Bed,29062636,Denise,,Yarra,-37.7851438074658,144.99459823306927,Entire home/apt,90,2,67,2017-03-31,2.67,1,348
+7518819,Richmond private room and bathroom,39398200,Jane,,Yarra,-37.81233564153676,145.00681242081626,Private room,75,2,43,2017-03-12,2.14,1,67
+14154683,Large Urban Eco Oasis,7788807,Megan,,Yarra,-37.77846351258022,144.98819353060128,Entire home/apt,350,14,0,,,1,65
+9550500,Cute & Cool Fitzroy 1-bed,47620702,Claire,,Yarra,-37.8082516350365,144.9792144774411,Entire home/apt,88,4,0,,,1,0
+13089435,"""Crimea River"" Burnley/Richmond : Close to City",14873577,Gary,,Yarra,-37.82832265589949,145.01009921742602,Entire home/apt,250,2,11,2017-03-04,1.41,1,334
+13548209,Stylish & modern apt in the heart of Collingwood,3708591,Marc,,Yarra,-37.8023789537938,144.98549185295326,Entire home/apt,149,5,4,2016-11-04,0.51,2,92
+15940295,Perfectly Located North Fitzroy Edwardian House,45546326,Rachael,,Yarra,-37.78553634679469,144.97889976364675,Entire home/apt,220,3,4,2017-01-28,0.87,1,39
+13646543,Inner-City Richmond Warehouse,55325208,Isobel,,Yarra,-37.81206006301581,144.99273994257405,Private room,55,2,3,2016-10-12,0.34,2,61
+6613841,Large room with ensuite and balcony,13113345,Craig,,Yarra,-37.78772637737444,144.97546585011108,Private room,100,1,0,,,1,0
+10107609,Two Bedroom Apartment in Inner-City,50156726,Grant,,Yarra,-37.806235001913045,144.98795934096796,Entire home/apt,98,1,3,2016-02-14,0.21,1,0
+16209239,Double bed room on Bridge Rd,17092084,Stewart,,Yarra,-37.81821187844248,145.00129801438496,Private room,67,1,6,2017-03-18,1.54,1,88
+16104224,Comfortable 1BR Apt opp Burnley Stn,15913745,Ian,,Yarra,-37.82873159313074,145.0068920065611,Entire home/apt,80,1,15,2017-03-26,3.75,1,63
+7548942,Be in the heart of Fitzroy,20450167,Orsi & Soren,,Yarra,-37.79600685180533,144.97945746788915,Private room,80,1,85,2017-03-30,4.17,1,243
+4440046,The Crofts,2058617,Stay With Style,,Yarra,-37.818479030497066,144.99007884506517,Entire home/apt,330,3,32,2017-02-05,1.14,24,351
+13516799,Location Location Location,77628654,Marc,,Yarra,-37.818550582393726,144.99811108827197,Entire home/apt,115,20,6,2016-12-26,0.69,1,0
+10107748,Cecil Lane Stay - friendly relaxed,51872719,Catherine,,Yarra,-37.794503100069925,144.97816065564498,Private room,90,2,35,2017-03-25,2.38,1,357
+15777800,Spectacular Room in a Vibrant Location,3533467,Alex & Sarah,,Yarra,-37.79757419552336,144.97603884821984,Private room,121,1,7,2017-02-26,1.50,3,120
+5618563,2BRM Boutique Richmond Apartment,5459029,Laura,,Yarra,-37.81728206370056,144.99592994689405,Entire home/apt,250,2,6,2017-01-02,0.24,1,21
+13451265,"Stunning, European style pension & workspace",9708423,Oliver,,Yarra,-37.80014673938574,144.97534942673502,Entire home/apt,149,3,13,2017-02-09,1.45,1,282
+11877304,Sophisticated Richmond Hotel Suite,62022261,Yvonne,,Yarra,-37.81451342520744,145.00078651454095,Entire home/apt,460,2,1,2016-06-14,0.10,6,365
+15879869,Richmond Hill Hotel - Apartment 200,102968616,Josh,,Yarra,-37.82230578427886,144.99972303593663,Entire home/apt,180,1,5,2017-03-23,1.88,2,347
+474027,COLLINGWOOD APARTMENT near FITZROY,1347677,Marlina & Remi,,Yarra,-37.79753969696811,144.9886844472615,Entire home/apt,79,2,128,2017-04-01,2.99,1,167
+13253653,2 bedroom close to CBD,74561626,Jim,,Yarra,-37.79244013145599,144.97041289183005,Entire home/apt,165,4,7,2017-03-04,0.73,1,152
+9353999,5 bed home in Hipster Heartland,3038146,Kath,,Yarra,-37.780460189010604,144.98245844600746,Entire home/apt,121,3,5,2016-12-31,0.33,1,103
+16834402,Stylish inner city cottage right near the Yarra,14710035,Katherine,,Yarra,-37.80907679945522,145.00311163160467,Entire home/apt,190,1,4,2017-03-25,1.67,1,15
+80986,Inner Urban Parkside! 1 BR APT+WIFI,50121,Frank And Vince,,Yarra,-37.81639403194638,145.0026173738377,Entire home/apt,100,3,17,2016-08-14,0.25,18,323
+17003710,Modern House. Comfortable Room. Happy Stay.,53005070,Monique,,Yarra,-37.82154268336893,145.00593924440267,Private room,35,5,1,2017-03-22,1,1,2
+1490980,Flat in Fitzroy,7972105,Sander,,Yarra,-37.80171277546318,144.97478641429032,Entire home/apt,121,2,63,2017-03-19,2.64,1,292
+9453640,Quiet and Central in Fitzroy!,774246,Bronwyn,,Yarra,-37.798403031280095,144.98226563205526,Entire home/apt,201,3,2,2016-04-10,0.16,1,51
+11722602,The Fitzroy Fishpond,465828,Kinloch,,Yarra,-37.79435037684232,144.97605042952534,Private room,50,2,63,2017-03-27,5.16,1,0
+3161237,Spacious 2 Bedroom Apartment,16038847,Sophie,,Yarra,-37.79560914376926,144.9782057911658,Entire home/apt,121,14,10,2016-09-06,0.32,1,0
+13319351,Warehouse style in the heart of funky Fitzroy,27452688,Sarah,,Yarra,-37.801057687334655,144.97499125159703,Entire home/apt,350,2,2,2016-12-26,0.52,1,115
+1260730,"Big room, private bathroom in quiet Fitzroy forest",5031159,Linda & Rowan,,Yarra,-37.801378408318556,144.9768184365638,Private room,93,1,9,2017-03-30,0.22,1,62
+12860629,Modern Central Richmond Apartment,2846956,Tom,,Yarra,-37.81807837003087,144.99827089725937,Entire home/apt,83,7,1,2016-07-09,0.11,1,0
+1014178,Hidden Gem in Heart of Collingwood,5031475,Simon,,Yarra,-37.80798685244114,144.98626425466796,Entire home/apt,160,3,68,2017-03-12,1.41,1,328
+13775531,Prime location in the heart of Richmond,80861502,Jake,,Yarra,-37.81221751522778,145.01038012323195,Private room,197,1,0,,,1,89
+5288609,Cosmopolitan Comfort & Tranquillity,27385840,Kerrin,,Yarra,-37.80599216765164,144.99860288817342,Entire home/apt,130,2,99,2017-04-01,3.82,2,155
+17579316,Sunny Room in Richmond,7468467,Andrea And William,,Yarra,-37.81871314158571,145.0135809459821,Private room,121,2,0,,,2,51
+16072000,1bdrm modern and private with WiFi,33093904,Leyton,,Yarra,-37.78406821390932,145.01332926877944,Entire home/apt,100,5,1,2017-01-27,0.33,1,0
+5094714,Perfect Summer Stay - Queen BDR,25909866,John,,Yarra,-37.79285402869001,144.99373001383776,Private room,75,2,52,2017-03-11,1.95,1,54
+15774432,Stylish Carlton apartment with carpark,9041342,Michelle,,Yarra,-37.79057153557295,144.9707147471356,Entire home/apt,168,2,2,2017-01-29,0.82,1,39
+17448274,"Cosy & Convenient, King Size Bed",49740104,Āndì,,Yarra,-37.81093704355447,145.00744638207473,Private room,66,1,3,2017-03-12,2.57,2,294
+6849738,Big bed. Cool house + Garden,34300710,Christopher,,Yarra,-37.78730804125582,144.98976661355528,Private room,50,1,3,2015-07-28,0.14,1,0
+310594,Cosy nest in vibrant eclectic area,1597828,Bridget,,Yarra,-37.805233923909405,144.99517938723912,Entire home/apt,149,2,79,2017-03-29,1.25,1,348
+5387014,Shared room in Fitzroy,5113280,Nova And Sarah,,Yarra,-37.80491116258157,144.98355315227923,Shared room,31,3,15,2017-03-19,0.59,8,364
+16134921,LOCATION! Walking distance to Melbourne's best!,105254809,Shaun,,Yarra,-37.83086878887316,144.99105359579949,Entire home/apt,400,5,0,,,1,91
+14400888,"""Tandoori Central""",88515583,Kaye,,Yarra,-37.78811310033147,144.9776580785296,Private room,41,1,10,2017-03-31,2.61,1,38
+15744379,Tranquility with all that you need,3881992,Maria-H,,Yarra,-37.81189779860444,145.0148221226092,Entire home/apt,100,1,6,2017-03-14,1.38,1,178
+12856789,"Sunny, large bedroom in inner city.",42550781,Tarryn,,Yarra,-37.78248353918387,144.97773585661824,Private room,90,1,4,2017-01-20,0.46,1,364
+8830324,Sensational Collingwood Home,45947967,Barry,,Yarra,-37.79857553331087,144.99129845871371,Entire home/apt,195,1,77,2017-03-27,4.93,1,343
+1012528,Large shared room in Fitzroy.,5113280,Nova And Sarah,,Yarra,-37.80422732268541,144.98336509116587,Shared room,31,3,40,2017-03-26,0.87,8,361
+5651867,Richmond Retreat! Perfect Location,28145283,Bree,,Yarra,-37.815206474789356,145.00311754631855,Entire home/apt,240,1,0,,,1,0
+16329287,Modern Collingwood Duplex Apartment,77582738,Gy And Shaila,,Yarra,-37.80820615523961,144.98416837083934,Private room,66,1,15,2017-03-25,4.50,1,357
+9354690,Right in the heart of Collingwood!,20336621,Erin,,Yarra,-37.795652514225836,144.99161432120303,Entire home/apt,121,1,0,,,1,0
+2178480,"Cosy Shed, 1 bed, Great location",3647210,Helen And Peter,,Yarra,-37.8155121908353,145.00107933841383,Private room,48,1,165,2017-03-20,4.27,2,315
+1195462,Beautiful Artists Home in Fitzroy,6533001,Linterna Magica,,Yarra,-37.80343070819315,144.9780785540488,Private room,66,5,76,2017-03-16,1.69,4,283
+16036740,Stunning Fitzroy Loft Apartment.,104349511,Tanner + Teague,,Yarra,-37.799138354996494,144.97908189140043,Entire home/apt,300,1,15,2017-03-31,3.52,1,320
+14431123,"An elegant Edwardian home, stylishly renovated.",88397155,Ellen,,Yarra,-37.82542877692533,145.0081308986438,Entire home/apt,350,2,10,2017-04-01,2.34,1,255
+8240613,PICCOLO: Cute Richmond Cottage,5383441,"Amy, Gareth & Dan",,Yarra,-37.82563225692448,145.01023106274278,Entire home/apt,165,2,33,2017-03-09,1.82,32,110
+2375154,House with big deck & backyard,12128914,Kate,,Yarra,-37.82908133776261,145.0095963525264,Private room,80,2,33,2015-12-10,0.90,3,0
+14675043,Convenient & Spacious Inner City Room #5,83702797,Alfred,,Yarra,-37.82201185265156,144.9898966249809,Private room,54,4,13,2017-03-07,1.92,3,358
+7680944,Abbotsford Short Stay Style & Location,22630928,Karin,,Yarra,-37.8129172812784,145.01258310794668,Entire home/apt,185,7,14,2016-07-16,0.75,2,337
+7074325,Richmond Vibe,6097439,Kal,,Yarra,-37.82080508023106,145.0122195697054,Entire home/apt,229,2,53,2017-04-01,2.63,1,223
+10793887,"MASTER Bedroom, Private ENSUITE",39479748,Julie,,Yarra,-37.802828681159035,144.9868944201017,Private room,104,1,92,2017-03-27,6.43,1,362
+15908387,Private space in architect designed townhouse,390761,Matt,,Yarra,-37.803076392151745,144.97719286491275,Private room,107,1,3,2017-01-01,0.74,3,81
+10040258,MOONSHINE: Incredible Apartment on Smith Street!,5383441,"Amy, Gareth & Dan",,Yarra,-37.80507058556293,144.98319826672088,Entire home/apt,195,2,64,2017-03-20,4.25,32,78
+12960447,Cosy Richmond Apartment,71256006,Chelsea,,Yarra,-37.82899266406001,144.99888352014943,Entire home/apt,100,2,9,2016-11-26,0.85,1,0
+11744232,Master Bedroom in Richmond,21864655,Nikki,,Yarra,-37.8221261799808,145.0034731421845,Private room,41,3,3,2017-03-26,0.35,1,8
+11517517,Retro apartment opposite the park,446564,Victoria,,Yarra,-37.78670130834322,144.9809106180519,Entire home/apt,110,1,15,2017-03-25,5.23,1,329
+17740794,1920 Victorian Cottage in Fitzroy,16849407,Maria,,Yarra,-37.799981056323695,144.9757385553378,Private room,55,4,0,,,1,90
+4192637,The Nunnery Guesthouse 21 guests,21753170,Nicky,,Yarra,-37.80106444617939,144.97518612719966,Entire home/apt,1800,2,10,2017-02-05,0.39,1,342
+4767322,LUXICO - Type St (Richmond),11914644,Luxico Holiday Homes,,Yarra,-37.82043538610635,145.00967807892624,Entire home/apt,551,5,2,2016-01-12,0.07,58,93
+2143250,Designer 4 bdm 2 bthr with POOL&SPA,3446772,Dee,,Yarra,-37.82238100905938,144.9972233300093,Entire home/apt,700,4,6,2016-01-06,0.15,1,365
+6982246,Best Location in Richmond Free WIFI,2961752,Kendra,,Yarra,-37.822462493167556,144.99309711679945,Entire home/apt,115,2,65,2017-03-26,3.35,1,324
+1684534,Private Cozy Room Funky Fitzroy,1701103,Joanne,,Yarra,-37.80282084581229,144.9812068743815,Private room,115,1,19,2017-02-19,0.49,2,295
+619363,Fitzroy Terrace- for singles or two,2734929,Keren,,Yarra,-37.8044460327704,144.98056073463465,Private room,94,2,40,2015-01-30,0.71,3,355
+9843828,warm cozy apartment,47801816,Anna,,Yarra,-37.784078949963714,144.98421588133155,Shared room,45,1,0,,,1,365
+13251704,"Cosy house, a stones throw from the Yarra!",14991671,Lou,,Yarra,-37.8245262974957,144.98944382147732,Entire home/apt,190,2,2,2016-07-04,0.20,1,0
+16561329,"ERIN ST RESIDENCE - WiFi, Netflix, Parking Permit",4945813,Katherine,,Yarra,-37.816878712254855,144.9910656175775,Entire home/apt,300,3,6,2017-03-27,2.77,2,313
+4568227,Light-filled Fitzroy apartment borders the city,1580791,Ferron,,Yarra,-37.808270523599276,144.98129021505395,Entire home/apt,90,8,30,2017-03-09,1.04,1,312
+15971529,Peaceful apartment in the best location,187504,Samuel,,Yarra,-37.802602861377615,144.97530476420732,Entire home/apt,160,3,8,2017-03-08,1.88,1,1
+2571991,"Gorgeous home near MCG, CBD",12687134,Zoe,,Yarra,-37.80626948855489,144.9971645340238,Entire home/apt,160,2,7,2017-01-07,0.19,1,363
+13088003,Modern apartment with a city view in Fitzroy,22543681,Assi,,Yarra,-37.79076300740002,144.9790663055491,Entire home/apt,100,6,0,,,1,0
+13415720,Cosy apartment close to CBD,76431026,Bonnie,,Yarra,-37.809126511945344,145.00622988688212,Entire home/apt,85,2,5,2016-07-11,0.52,1,0
+10859819,Chocolate factory warehouse Fitzroy,26609368,Zoe,,Yarra,-37.796196143014186,144.98100735109415,Entire home/apt,189,1,40,2017-03-25,4.36,1,292
+6839862,ONE WEEK ONLY STARTING 16th of JUNE,25808145,Liv,,Yarra,-37.790179623636035,144.96917564084276,Private room,30,1,0,,,1,0
+6534474,Richmond - Right next to CBD!,34175107,Jamie,,Yarra,-37.82160489462573,144.99519370032044,Private room,60,21,0,,,1,0
+5551392,Architect Designed Studio,3506639,David,,Yarra,-37.80726313626662,144.98386359748682,Private room,94,2,136,2017-03-28,5.76,2,137
+8664420,"GREAT LOCATION, NEWLY RENOVATED",45520759,Rene,,Yarra,-37.80715436760489,144.97870980959385,Entire home/apt,100,2,0,,,1,0
+11878117,"Sophisticated Luxury Apt, Richmond",62022261,Yvonne,,Yarra,-37.814913133894485,144.99954054960028,Entire home/apt,760,2,0,,,6,365
+3223655,Rebecca's Fab Fitzroy pad,15699095,Rebecca,,Yarra,-37.79221458427398,144.97825068913846,Private room,66,2,13,2017-03-19,0.43,1,228
+16244298,Stylish Warehouse Apartment - Collingwood,543881,Ghita,,Yarra,-37.80625349089367,144.98730781896887,Entire home/apt,176,1,8,2017-01-28,2.50,2,46
+16233947,Clifton Hill home with pool,33071051,Paul,,Yarra,-37.78660476785234,145.00001842712882,Entire home/apt,300,2,3,2017-01-27,1.06,2,248
+12137972,"Mila, Super Trendy 1BED Apartment in Richmond",7509953,Linton,,Yarra,-37.82655351542203,144.9941385841961,Entire home/apt,160,2,24,2017-03-27,2.16,70,331
+9319941,Modern room in Clifton Hill,14069931,Adam,,Yarra,-37.79314131022236,144.998175217821,Private room,75,1,0,,,1,0
+15875831,Dream house in North Carlton - super close to city,8274429,Lara,,Yarra,-37.78409709096245,144.9691562282273,Entire home/apt,121,2,5,2017-01-21,1.60,1,40
+7421695,1BR in gorgeous Collingwood home.,4053210,Alice,,Yarra,-37.795760652692145,144.99021826489016,Private room,60,1,0,,,1,0
+6731306,Modern 2BD apartment on Swan Street,17123322,Tom,,Yarra,-37.82585041000222,144.99555555291107,Entire home/apt,140,5,4,2016-09-19,0.20,1,0
+16234059,Bright and spacious 1 BR Apt on Richmond Hill,5742758,James,,Yarra,-37.82166512440528,144.996409318948,Entire home/apt,149,1,3,2017-01-29,1.18,1,0
+15775316,Spectacular Fitzroy Townhouse,3533467,Alex & Sarah,,Yarra,-37.79554103030731,144.97609649899982,Entire home/apt,201,3,3,2017-01-02,0.84,3,0
+3585612,Bright & cosy apartment in Fitzroy,4168854,Belinda,,Yarra,-37.79082835883276,144.97755340691316,Entire home/apt,201,2,9,2016-10-01,0.29,2,92
+4372090,Spacious inner city oasis,17539503,Kate,,Yarra,-37.807777544684235,144.98273485047494,Entire home/apt,170,2,4,2016-08-06,0.45,1,28
+15971997,Perfect Location Close to CBD Private Room,6782807,Marie-Luise,,Yarra,-37.801636097337834,144.98383926459013,Private room,77,2,3,2017-03-24,1.76,1,63
+4503184,sunny in Fitzroy.,23353850,Elle,,Yarra,-37.79352262937976,144.98065030460617,Entire home/apt,121,1,40,2017-03-25,1.40,1,363
+999067,"The Stables, Island of Richmond",5491435,Ione,,Yarra,-37.81970457867647,144.9912536533251,Entire home/apt,100,1,326,2017-03-19,6.67,1,312
+4896414,"Swedish Inspired, Sunny & Spacious,",3585008,Andrea,,Yarra,-37.81941664645134,144.99369516811706,Private room,96,1,121,2017-03-26,4.54,1,138
+10368737,Modern high-end apt + amazing views,3708591,Marc,,Yarra,-37.80368698192951,144.98828670377716,Private room,80,1,61,2017-03-26,4.18,2,355
+8241764,Light filled Fitzroy apartment,2560255,Andrew,,Yarra,-37.80515519935888,144.98020892174134,Entire home/apt,110,5,1,2015-10-06,0.05,1,0
+14557289,"Absolutely inner city, fabulously furnished!",7914175,Loraine,,Yarra,-37.80845019350108,144.9972376645405,Entire home/apt,115,5,0,,,2,153
+13323025,PENTHOUSE \\ PRIVATE MASTER+ENSUITE,16885006,Cody,,Yarra,-37.802997052705884,144.98479689895473,Private room,90,1,71,2017-04-01,7.05,2,36
+13288066,Tidy townhouse in the heart of Fitzroy,73257636,Charlotte,,Yarra,-37.79735838214106,144.9768482932794,Entire home/apt,165,14,0,,,1,0
+14205582,Cozy on Newry,83633701,Maria,,Yarra,-37.789416052148496,144.97017748467525,Entire home/apt,165,3,26,2017-03-26,3.36,4,166
+13877908,Sunny house in Fitzroy north,80661831,Maria,,Yarra,-37.782374758576005,144.9794666385061,Shared room,26,1,21,2017-02-16,2.35,2,334
+1589912,"Best location, Beatuiful home",8401327,Ellie,,Yarra,-37.78696947708082,144.9862234367227,Entire home/apt,185,1,30,2017-01-15,0.76,2,91
+3490470,Bright & cosy room in Fitzroy,4168854,Belinda,,Yarra,-37.79242561627385,144.9772375802893,Private room,83,2,43,2017-03-27,1.37,2,337
+8241859,"Grace, Fitzroy art deco studio",7509953,Linton,,Yarra,-37.80371564935044,144.97484938671784,Entire home/apt,89,2,6,2017-01-04,0.32,70,0
+17318619,Modern California Bungalow,6536254,Michaela,,Yarra,-37.79577869203559,144.98264918693332,Entire home/apt,300,7,0,,,1,40
+3326698,The Coach House,6784059,Celia,,Yarra,-37.81521114032419,144.99127738902223,Entire home/apt,334,4,85,2017-03-26,2.66,2,307
+11191093,En-Suite & Brand New Sky Apartment,24100998,Sandra,,Yarra,-37.80628130702745,144.98815825034853,Private room,100,3,18,2017-03-26,1.38,1,34
+13714233,Modern luxury in well connected Fitzroy North,8526682,Damaris,,Yarra,-37.787565405369776,144.98679896683208,Private room,80,1,0,,,1,25
+10928955,Sunny Heart of Carlton North,1249023,Anton,,Yarra,-37.788127873901196,144.97382767338914,Private room,140,2,1,2016-03-15,0.08,1,89
+12633075,"Cozy Room, Fantastic Location!",19714197,Tim,,Yarra,-37.825670427392495,144.9944587076068,Private room,66,1,1,2016-06-13,0.10,1,131
+17384285,2. Victorian Terrace bedroom.,98943044,Peter,,Yarra,-37.79680031934238,144.97566568596702,Private room,60,1,5,2017-03-06,3.95,4,300
+6734703,"Gorgeous character, Richmond prime",30573858,Belle,,Yarra,-37.823697404860425,145.01215996629654,Entire home/apt,128,1,8,2015-07-26,0.37,1,0
+15876334,Modern Riverside Apartment,38915035,Ash,,Yarra,-37.78546021736024,145.0211418151305,Private room,30,1,14,2017-03-21,3.00,3,332
+12960035,Luxury Modern 1.5 Bedroom Apartment,6410716,Cameron,,Yarra,-37.803341599443385,144.98637698420288,Entire home/apt,90,1,1,2016-06-04,0.10,1,0
+9814337,Spacious Brand New Apartment,553076,Sebastian,,Yarra,-37.82635951159173,144.9938596347639,Entire home/apt,110,1,0,,,1,0
+8242035,"Sunny, modern & gorgeous city views",43466018,Nancy,,Yarra,-37.81896106008913,145.00817506856055,Entire home/apt,201,2,39,2017-03-26,2.43,1,353
+17908074,Modern Fully Furnished Townhouse,122742444,Kane,,Yarra,-37.8225921968428,145.0098320294739,Private room,85,2,0,,,1,89
+5030264,Old Chocolate factory in Richmond,25965448,Jenifer,,Yarra,-37.8106541675771,144.99268879789017,Private room,60,2,20,2017-03-26,0.80,2,365
+17908136,"1 Bedroom Apartment, Richmond Riverside location",760849,Bev,,Yarra,-37.81313737120198,145.01391123626397,Entire home/apt,260,3,0,,,51,355
+13479289,The perfect location in Fitzroy.,5790984,Marie Claire,,Yarra,-37.79269276603475,144.97930298633227,Private room,69,1,15,2017-03-12,1.86,1,356
+13241081,Lovely bedroom Carlton North with Private Backyard,74402693,Sandra Wayne,,Yarra,-37.779543139366126,144.97177696668908,Private room,75,2,6,2017-03-26,1.11,1,365
+9980668,charming 1 bedroom in carlton,51275475,Charlie,,Yarra,-37.783342110319516,144.9668473564288,Private room,46,1,0,,,1,0
+5194228,Penthouse with city views,23545169,Chris,,Yarra,-37.806597587004205,144.99663976617558,Entire home/apt,157,1,1,2015-03-29,0.04,1,0
+16138747,Perfect apartment in Richmond's best pocket.,7934047,Brodie,,Yarra,-37.829424971732465,144.99954351135113,Entire home/apt,76,2,8,2017-01-28,2.45,1,0
+11125244,Private Stylish Family Friendly Cottage FitzroyNth,10646661,Sharyn,,Yarra,-37.78467846559744,144.9800377419461,Entire home/apt,204,2,27,2017-02-26,2.13,1,144
+3326457,Fitzroy Central,16795633,Stacy,,Yarra,-37.79313273350085,144.9798277602048,Entire home/apt,225,2,48,2017-04-02,1.44,1,342
+11682326,"Amazing, sunny Fitzroy Apartment!",40882738,Georgina,,Yarra,-37.80352835696367,144.98310070140465,Private room,97,2,11,2017-03-18,0.95,1,101
+16040900,"Large Corner Apartment, 180 degree views",13334773,Tim,,Yarra,-37.811401458711764,145.01409534289118,Private room,149,2,0,,,2,0
+15025089,Private room in Modern Townhouse,10746015,Cynthia,,Yarra,-37.81425571901885,145.00097301073606,Private room,55,30,2,2016-09-26,0.31,1,0
+7979953,Going solo? Fab bolt hole near city,995225,Margot,,Yarra,-37.80980252811241,144.99728986997897,Private room,66,2,23,2017-02-18,1.19,3,0
+11911731,Inner city Edwardian cottage,36386422,Lynette,,Yarra,-37.828498531905254,145.00930767796288,Entire home/apt,166,3,4,2016-06-28,0.36,1,16
+15844424,"City views, gym-pool-spas, Cafes!",579401,Global Citizen,,Yarra,-37.77972817031431,144.97905980271193,Entire home/apt,210,1,2,2017-03-25,2,2,181
+4754275,Leafy town house,4499065,Shakirah & Tony,,Yarra,-37.79887295207786,144.99799773162692,Entire home/apt,110,2,3,2015-10-05,0.11,1,0
+6813199,Nice house @ strategic location in inner Melbourne,35169438,Van,,Yarra,-37.80817581211719,145.00050493150624,Entire home/apt,160,2,17,2017-03-19,4.15,1,130
+16860255,"STYLISH RICHMOND 2BD PAD, CLOSE TO CAFE BRUNCH PUB",50626167,Short Stay Plus,,Yarra,-37.81624990187065,145.00873792541807,Entire home/apt,130,2,8,2017-04-02,3.53,22,69
+5030977,The Bluestone Cottage in Fab Fitzroy,3506639,David,,Yarra,-37.79918057016697,144.97679253873082,Entire home/apt,240,3,98,2017-02-19,3.67,2,127
+12567679,Room to rent in Richmond,48607318,David,,Yarra,-37.82297284747518,145.004548060842,Private room,60,1,0,,,1,33
+15746176,Cosy Modern Cottage in the Heart of Fitzroy,6577961,Ruth,,Yarra,-37.799186913300765,144.97767207814334,Entire home/apt,201,7,9,2017-01-02,1.90,2,225
+6079642,LUXICO - River's Edge (Richmond),11914644,Luxico Holiday Homes,,Yarra,-37.83323507372111,144.9994724965711,Entire home/apt,583,5,2,2016-08-26,0.12,58,114
+16499880,"Historic Terrace ""Brixton"" in beautiful Fitzroy",102801734,Ali + Pete,,Yarra,-37.7991449397601,144.98023374972405,Entire home/apt,300,2,2,2017-01-28,0.82,3,0
+10503350,Beautiful Cottage on Rose,20786637,Emily,,Yarra,-37.79802501623511,144.97969366929905,Entire home/apt,250,6,13,2017-01-28,0.89,1,20
+10077412,Family friendly artist's pad close to the city,7186671,Adrian,,Yarra,-37.8020629778296,144.97616186387668,Entire home/apt,180,2,26,2017-03-20,1.70,1,111
+14238965,Inner City Home - Mix of Modern and Heritage,86606932,Oma & Susy,,Yarra,-37.78523899865431,144.96708484865493,Entire home/apt,190,2,3,2017-03-24,0.98,1,165
+14304498,PrivateSecureNeat MCG/CBD apartment,68444645,Jing,,Yarra,-37.812674158766335,144.9936783393185,Entire home/apt,89,1,32,2017-01-29,4.80,1,256
+17548628,High Above the Yarra,103385102,Aymeric,,Yarra,-37.83042976906517,144.9902053946241,Entire home/apt,189,2,1,2017-03-22,1,2,146
+11066829,Sweet Little Studio Near Everything,57441324,B,,Yarra,-37.808248965163024,144.98149244213852,Entire home/apt,85,1,74,2017-03-18,5.31,1,146
+10109969,Great Building - Awesome Apartment,1287441,Benny,,Yarra,-37.80716850208639,144.9973084243191,Entire home/apt,100,3,0,,,1,0
+9914245,Modern Riverside Apartment,38915035,Ash,,Yarra,-37.78625934634542,145.02116762221803,Private room,45,2,33,2017-03-25,2.14,3,73
+11421830,"Modern, convenient & spacious inner city base",336269,Craig & Birte,,Yarra,-37.82747072624092,144.99325388081652,Private room,59,2,9,2017-02-16,0.72,1,26
+11978646,"Bright, colourful & modern! BEST LOCATION",17153056,Emilia,,Yarra,-37.802342913258755,144.98276879894385,Private room,100,2,8,2017-01-28,1.11,1,0
+5851029,Bright & Spacious Artist studio,4679213,Sandie,,Yarra,-37.80691079672109,144.9790499470386,Entire home/apt,160,14,20,2017-02-09,0.84,3,74
+477064,Modern apartment in Fitzroy,2336014,Toby,,Yarra,-37.79070922262456,144.98336527689105,Private room,75,2,89,2017-03-19,1.51,1,68
+4933776,Melbourne - In the heart of it all,1731948,Garv,,Yarra,-37.804381587112715,144.9967529581783,Entire home/apt,131,21,1,2015-03-14,0.04,1,0
+4638653,"FITZROY APARTMENT, Prime Location",16303420,Shernon,,Yarra,-37.79660915060963,144.97788027137727,Private room,51,2,52,2017-03-23,1.96,2,0
+10995867,Modern Apartment in Richmond!,35027191,Sam,,Yarra,-37.81942041378199,145.00372998369033,Private room,46,1,0,,,1,0
+10340309,Modern Melbourne townhouse private bed & bathroom,23089983,Jenny,,Yarra,-37.787729339126386,144.99539140865005,Private room,85,1,0,,,1,362
+1951892,"Beautiful Artists home, Fitzroy",6533001,Linterna Magica,,Yarra,-37.80373213390221,144.97792928257917,Private room,75,5,54,2017-03-17,1.32,4,344
+16304133,Comfortable 2 Bedroom Apartment in Princes Hill,106680686,Lina & Julian,,Yarra,-37.78176136007875,144.9659856352626,Entire home/apt,149,2,8,2017-02-20,2.09,1,355
+9741109,Collingwood/Fitzroy - Warm and friendly house,35828515,Win,,Yarra,-37.796390850928574,144.9925306013333,Private room,45,1,48,2017-03-19,2.97,1,190
+6276461,"3BR Artist's cottage, Fitzroy",6533001,Linterna Magica,,Yarra,-37.80375925377392,144.97803871673776,Entire home/apt,229,6,8,2016-04-18,0.39,4,258
+17188888,River; Bike Trail; Private Room,3120282,Fiona,,Yarra,-37.78590082294342,145.01750040762127,Private room,50,2,1,2017-02-17,0.65,1,48
+4769799,Unique Bright Whole Artist Warehouse Fitzroy,24297745,Kt,,Yarra,-37.80000515775549,144.98339222855364,Entire home/apt,155,2,41,2017-02-21,1.59,2,135
+16860692,Stunning 2bed 2bath in Collingwood,61154551,Kate,,Yarra,-37.8009384449372,144.987463917803,Entire home/apt,380,2,5,2017-04-01,5,2,72
+5097006,Cottage on Richmond Hill,26337501,Margie,,Yarra,-37.82297060317707,144.9969641281574,Private room,110,1,52,2017-03-19,1.97,1,252
+16434751,"George Street in the heart of Fitzroy, Victoria",106591885,Nam,,Yarra,-37.7993061920767,144.98058171656345,Entire home/apt,330,1,13,2017-02-02,3.75,1,262
+2999904,spacious+quiet - Fitzroy lane life,14027444,Nina & Karl,,Yarra,-37.803664990326915,144.98268080526702,Private room,85,1,52,2017-03-27,1.52,4,355
+14206598,Modern Warehouse Apartment in Collingwood,86232888,Vanessa,,Yarra,-37.8050387932013,144.98551811766248,Entire home/apt,85,2,15,2017-03-31,2.09,1,324
+13420173,Cosy 1 Bedroom Inner City Flat,76488682,Joseph,,Yarra,-37.78849759383995,144.98834927546463,Entire home/apt,80,3,0,,,1,0
+13820185,Private bungalow out the back!,20794894,Tashi,,Yarra,-37.787694767820184,144.97550348667446,Private room,79,2,6,2017-03-25,1.20,1,352
+15059015,Simply the best place to enjoy Melbourne!,95198774,Kimberley,,Yarra,-37.82584671000657,144.99519591041013,Entire home/apt,220,2,7,2017-03-25,1.14,1,178
+16742000,Walk to tennis! Victorian beauty 3km from the CBD.,49676162,Maureen,,Yarra,-37.81778679904575,145.00136019304244,Private room,121,1,3,2017-01-29,1.23,1,65
+5981878,Modern Apartment - Stunning View,25448156,Fiona,,Yarra,-37.81805153180554,144.9984312205557,Entire home/apt,121,3,0,,,1,0
+17909472,Luxurious townhouse close to everything,13174234,Nelda,,Yarra,-37.83161660903951,144.99638752767123,Entire home/apt,250,2,0,,,1,365
+5851212,All You Need Is Less,30381530,Jorja,,Yarra,-37.78577252863473,144.98965063105663,Entire home/apt,145,2,41,2016-12-20,1.79,1,0
+5850884,INTERIOR DESIGNED HOUSE IN FITZROY,26716551,Kali,,Yarra,-37.795869040818765,144.98208365672738,Entire home/apt,595,3,22,2017-03-12,1.02,3,262
+13944605,FITZROY HOUSE - INTERIOR DESIGNED,26716551,Kali,,Yarra,-37.793518595481466,144.9812357302678,Entire home/apt,425,3,13,2017-03-25,2.60,3,280
+16795432,"Stay in the Heart of Richmond, 1 BR apartment",67242999,Anouk,,Yarra,-37.820382966312515,145.00084802821948,Entire home/apt,89,1,10,2017-04-01,4.62,1,195
+5261159,Cozy Room in Apt with Pool & Gym (Great Views),27233161,Te Ua,,Yarra,-37.81028938668648,145.00781438404942,Private room,55,1,68,2017-03-26,4.57,1,19
+12962754,Iconic Former Theatre 2level Unit,71278397,Mena,,Yarra,-37.79981475561867,144.97749717112345,Entire home/apt,180,2,23,2017-03-25,2.21,1,125
+17517530,Modern 2floor apartment. City view.,37961087,Laura,,Yarra,-37.78794193448991,144.97681907407434,Private room,60,2,1,2017-03-08,1,2,336
+9816555,"POSTAL LOFT Unique! Fitzroy North, Inner Melbourne",15834471,Felicity,,Yarra,-37.782723450446,144.9769650299403,Entire home/apt,176,3,12,2017-03-23,0.83,2,174
+7588351,Beautiful house in Fairfield,12138600,Oran,,Yarra,-37.78459907955784,145.0231623559782,Private room,45,1,0,,,1,0
+7359478,Spacious double room in Carlton Nt,22593607,Simone,,Yarra,-37.784356358449735,144.97047979142107,Private room,80,1,7,2016-01-26,0.34,1,181
+8375432,Sort term room rent in Princes Hill,44142350,Caroline,,Yarra,-37.78137267724255,144.97004977380743,Private room,22,12,0,,,1,0
+13519095,Welcoming pet-friendly apartment,2491196,Harng,,Yarra,-37.80027525760196,145.0013289944695,Entire home/apt,121,2,21,2017-03-20,2.30,1,111
+14781071,Convenient & Spacious Inner City Room #2,83702797,Alfred,,Yarra,-37.82251316841502,144.99041585689756,Private room,59,4,11,2017-01-28,1.73,3,358
+1756027,Awesome Location & Styled Melb Pad,4679213,Sandie,,Yarra,-37.808360493640365,144.98285727062387,Entire home/apt,145,2,5,2015-01-27,0.12,3,333
+6768986,"Quiet, light and green Northside Sanctuary",29464058,Eliza,,Yarra,-37.79269302064938,145.00030236244842,Entire home/apt,111,1,11,2016-10-22,0.52,1,296
+9738184,Private room (QS bed) in Richmond,227810,Sean,,Yarra,-37.815784161367915,145.00580697056918,Private room,60,1,9,2016-07-09,0.62,1,306
+17212131,Private bedroom awesome location,18934651,Toby,,Yarra,-37.791447244040356,144.998663089361,Private room,55,2,3,2017-02-24,1.84,1,0
+10439851,900 mts from all sporting stadiums,53782282,Elena,,Yarra,-37.82517047284633,144.98912130487506,Entire home/apt,180,3,0,,,1,360
+969778,BEST LOCATION Relaxed and tidy house.,4708201,Mark,,Yarra,-37.82188059345415,145.00226054531396,Private room,54,2,3,2017-03-27,0.22,1,170
+10636342,Master Bedroom in Leafy Street,41510216,Grace,,Yarra,-37.782827232545905,144.97204934845107,Private room,63,6,0,,,1,0
+17812546,zen micro-space in leafy north fitzroy,32933676,Ben,,Yarra,-37.78281046732211,144.98890713626963,Entire home/apt,125,2,1,2017-03-29,1,2,180
+9653400,Double room in Fitzroy Apartment,49903946,Will,,Yarra,-37.801961837528964,144.98216640102942,Private room,80,1,2,2016-01-28,0.14,1,0
+2182285,Rooftops over Gertrude St Fitzroy,1000796,William,,Yarra,-37.80440203804774,144.97478942531345,Entire home/apt,180,2,92,2017-03-19,2.38,4,344
+17304774,**Cosy & Homely 1BD Apartment**,39128531,Katharine,,Yarra,-37.78350292601758,144.97098810077108,Entire home/apt,157,1,0,,,1,364
+8211611,Experience Melbourne in Fitzroy,14048298,Mac And Nicole,,Yarra,-37.80435333273943,144.97896130303758,Private room,75,2,59,2017-04-02,3.25,1,331
+14994723,FITZROY HOUSE -LUXURY ACCOMMODATION,26716551,Kali,,Yarra,-37.79547574526124,144.98210046454852,Entire home/apt,295,3,6,2017-03-19,1.37,3,38
+12113291,Master Ensuite in Fabulous Fitzroy,63437417,Barbara,,Yarra,-37.805794693383476,144.98123381620178,Private room,59,4,16,2017-03-19,1.35,2,99
+8725039,Central Melbourne (Fitzroy) 2brm,23682778,Gina,,Yarra,-37.80562508639978,144.9822814113085,Entire home/apt,195,2,39,2017-03-04,2.29,2,59
+7763831,**Spacious Light Home + Free WIFI**,2460177,Vy,,Yarra,-37.816398158509266,145.00092966431654,Entire home/apt,109,3,0,,,1,127
+15585571,Intimate. Charming. Cozy. *Awesome Location*,31004435,Maria Emilia,,Yarra,-37.79286413216258,144.98716054586552,Private room,62,2,20,2017-03-14,4.14,1,42
+11029765,cindy,29072568,Yang,,Yarra,-37.80865660460396,145.00554589969929,Private room,69,1,0,,,4,365
+6576113,Large room in inner city Melbourne,22215359,Angela,,Yarra,-37.82065626585752,145.00754369223262,Private room,41,1,0,,,1,0
+9784735,Fitzroy/Collingwood Whole Apartment,7963962,Mark,,Yarra,-37.801886041746805,144.98370960513122,Entire home/apt,66,3,2,2016-01-05,0.13,2,0
+17911343,Room in a beautiful house in the heart of Fitzroy,36127708,Nora,,Yarra,-37.7981507055615,144.97673442609434,Private room,52,7,0,,,1,153
+3821115,Room available in Clifton Hill,19654530,Brad,,Yarra,-37.787971503819065,144.99926421703572,Private room,100,1,0,,,1,0
+2149952,Soho52 Glamorous luxury apartment,4848120,Katrina,,Yarra,-37.807304600065855,144.97765614401663,Entire home/apt,250,2,32,2017-02-23,0.83,4,274
+7294590,Stunning warehouse conversion,9181080,Ricky & Kate,,Yarra,-37.82479477690719,144.99411631910553,Entire home/apt,185,2,13,2016-12-25,0.65,2,6
+11554469,ROSE: Swan St Richmonds' Best Stay,5383441,"Amy, Gareth & Dan",,Yarra,-37.82615213087251,144.99480385982613,Entire home/apt,135,2,35,2017-03-15,2.73,32,186
+10997439,Modern Collingwood Apartment,1875606,Ruben,,Yarra,-37.80108027882894,144.9867264946159,Entire home/apt,111,2,4,2016-04-05,0.31,1,0
+938326,"Quiet, inner-city garden room.",5067558,Joe,,Yarra,-37.79828104743761,144.9990409662529,Private room,85,2,15,2016-11-30,1.59,1,161
+8015149,"Modern, light-filled apartment",31713877,Fiona,,Yarra,-37.78260106693983,144.9765696651977,Private room,90,1,2,2015-11-07,0.10,1,0
+4673315,Charming studio on city fringe. Tram at the door,12400185,Rose,,Yarra,-37.790466200047796,144.97582541634554,Entire home/apt,128,1,69,2017-03-26,2.52,1,338
+2150200,"The Loft - funky, comfy & central",4848120,Katrina,,Yarra,-37.79052639057535,144.97948841376405,Entire home/apt,208,2,9,2017-02-01,0.26,4,322
+3460926,Lovely apartment in tree tops,1967238,Duncan,,Yarra,-37.7808739353459,144.97231382657327,Entire home/apt,75,2,4,2017-01-08,0.14,2,183
+17223491,Spacious warehouse converted 1 bed in Richmond,10302389,Bronte,,Yarra,-37.81835111804067,145.00344461332594,Entire home/apt,125,2,6,2017-03-31,4.74,1,9
+8446616,全新公寓带游泳池,29072568,Yang,,Yarra,-37.80903455895754,145.00613730405829,Private room,60,1,0,,,4,0
+17911701,Modern private room with own bathroom and garden,75335386,Annika,,Yarra,-37.792287632918,144.98177946631824,Private room,100,2,0,,,1,124
+15585184,Cosy Richmond Victorian,47212908,Hollie,,Yarra,-37.82359242793867,145.00258765978418,Private room,130,3,0,,,1,111
+16535463,A small and a little worn oasis,108789879,Jesy,,Yarra,-37.7857472302342,144.99016449950767,Private room,30,6,1,2017-01-21,0.41,1,71
+8015791,Boris' beside Brunswick St,20646065,Sean,,Yarra,-37.79447083821887,144.9798194849364,Entire home/apt,155,3,9,2016-12-11,0.48,1,0
+4739010,Vintage apartment in Fitzroy,24465545,Lisa,,Yarra,-37.80119502742743,144.9766926939938,Entire home/apt,135,1,15,2017-01-21,0.54,2,9
+10091451,Lovely bedroom in a relaxing home!,20534517,Kyle,,Yarra,-37.8037242478274,144.97498989756826,Private room,45,2,4,2016-08-22,0.27,1,0
+5951474,Loft/ensuite with private entrance,30895935,Matt,,Yarra,-37.81754678087604,145.00469172537817,Private room,59,3,43,2017-03-08,1.80,1,83
+14766078,Perfect inner city apartment,31261597,Wai,,Yarra,-37.78202921861996,144.96965012058297,Entire home/apt,110,2,13,2017-03-07,2.38,1,167
+17420353,Large Victorian terrace with all the home comforts,618473,Mark,,Yarra,-37.784058856417055,144.96744759215034,Entire home/apt,140,4,0,,,1,0
+14831712,"Spacious, sunny, accessible home in Richmond!",81826674,Sean,,Yarra,-37.82505910560299,145.00609909178604,Entire home/apt,400,2,2,2016-12-10,0.32,1,56
+479333,Clifton Hill Contemporary Home with Classic Charm,760849,Bev,,Yarra,-37.78642812225328,145.0018017780757,Entire home/apt,322,3,2,2015-07-20,0.09,51,359
+14721775,Light-filled 2 Bd apartment in Fitzroy North,25572702,Purdie,,Yarra,-37.791574092411174,144.98333498955427,Entire home/apt,149,3,1,2017-03-31,1,1,56
+552797,"Boutique apartment, top location",2716860,Jess And Kristy,,Yarra,-37.80453202425529,144.97792558982883,Entire home/apt,118,3,12,2017-03-24,0.73,1,147
+11554928,LATTE: Tranquil Gardens in Central Fitzroy,5383441,"Amy, Gareth & Dan",,Yarra,-37.80127635932402,144.97773182277453,Entire home/apt,170,2,48,2017-03-19,3.75,32,139
+17780874,Cute two bedroom house in Abbotsford,3934847,Jo,,Yarra,-37.80500886192301,144.99478546168277,Entire home/apt,100,3,0,,,1,16
+8343728,Inner City Living - Victorian Terrace,43980947,Angela,,Yarra,-37.79362215660629,144.9956113607686,Private room,90,1,1,2017-03-28,1,1,177
+17780926,"Experience Collingwood, Melbourne",9082044,Lucy,,Yarra,-37.80601885777302,144.9842311056084,Entire home/apt,83,2,0,,,1,46
+1822923,"Location, location, location!",9543070,Lauren,,Yarra,-37.81986034033692,145.00052381076995,Entire home/apt,100,7,1,2014-01-02,0.03,1,0
+150729,"Fabulous Fitzroy, Gorgeous Gertrude",376675,Ramona,,Yarra,-37.8050844596256,144.97942381313118,Private room,90,2,364,2017-04-01,5.25,2,320
+11324719,Stay in the Heart of Fitzroy!,59242367,James,,Yarra,-37.79935234229113,144.97977052068325,Entire home/apt,130,1,31,2017-03-18,2.30,1,33
+1887566,Modern 2BD home - heart of Richmond,9622412,Larisa,,Yarra,-37.81383487825346,145.00402723265057,Entire home/apt,204,2,19,2017-01-21,0.48,1,26
+2084207,Apartment in the Heart of Fitzroy!,976168,Ben & Carly,,Yarra,-37.80279897634935,144.9834184415339,Entire home/apt,182,21,6,2016-08-14,0.43,1,325
+1658230,"Designer House, Heart of Richmond",6688594,Tom,,Yarra,-37.829271875962604,144.9964690352872,Entire home/apt,180,3,10,2017-01-30,0.37,1,363
+16797095,Stylish apartment in vibrant funky Richmond,74725619,Fiona,,Yarra,-37.81862557592086,145.00865321121938,Entire home/apt,90,2,3,2017-03-11,2.50,1,207
+13160682,Basic Private Apartment,292727,Nadia & Troy,,Yarra,-37.80088953348244,144.99407995785563,Entire home/apt,80,4,20,2017-03-08,2.04,1,168
+3526027,La Loft - Studio Apartment ,1147457,Chrissy,,Yarra,-37.78479324985095,144.97290512682395,Entire home/apt,110,1,151,2017-03-03,4.59,1,344
+16534986,"Fully furnished riverside apartment, close to CBD",10469214,Tom,,Yarra,-37.79901236491884,145.00115265689132,Entire home/apt,100,6,2,2017-02-17,0.94,1,41
+9096660,Clean Creative Space in Collingwood,28881494,Ana,,Yarra,-37.80016611658079,144.98660682924452,Private room,71,2,19,2017-03-25,1.37,1,349
+15748576,Cosy Warehouse Converted Townhouse,101787615,Jenny,,Yarra,-37.813957098298445,144.99154431248294,Private room,55,1,11,2017-04-01,3.20,1,89
+15289611,Richmond spacious room - 10 min from CBD,35354478,Alice,,Yarra,-37.818031047688486,144.99297409446228,Private room,75,1,6,2016-11-21,0.97,2,0
+17781290,Quiet Richmond Townhouse,21983944,Georgia,,Yarra,-37.82960964066846,145.00011667085812,Entire home/apt,300,2,0,,,1,181
+8540727,Fitzroy North's Coolest Cottage,44963072,John Benedict,,Yarra,-37.78108999122648,144.98773816193145,Entire home/apt,149,5,7,2016-12-28,0.40,1,13
+14832179,"Richmond Terrace House (3km to CBD, Sleeps 4)",45320190,Geraldine,,Yarra,-37.8269051334335,145.00952768036223,Entire home/apt,159,7,3,2016-12-30,0.47,1,364
+9304158,Beautiful room near city & parkland,5090880,Anna,,Yarra,-37.78610505341317,144.99941372049702,Private room,50,2,19,2017-03-09,1.30,1,306
+14175650,Spacious and bright room amongst it in Collingwood,7894361,Cj,,Yarra,-37.80389979044928,144.98356505001348,Private room,31,14,0,,,1,0
+13194642,Cosy Room Fitzroy North,4708405,Kathy,,Yarra,-37.78005543698293,144.9849674995918,Private room,50,1,7,2016-09-03,0.69,1,19
+13160913,Modern warehouse apartment - great location!,2987149,Jarnah,,Yarra,-37.80374205124408,144.98514670184542,Entire home/apt,100,7,0,,,1,0
+2085328,Fitzroy Creative Studio Space,7966750,Ray,,Yarra,-37.80572188055912,144.97897551907556,Entire home/apt,155,3,30,2017-01-20,0.76,1,364
+6836710,The Fitzroy Studio,35823504,Lynley,,Yarra,-37.79754928377087,144.981232638657,Entire home/apt,130,2,23,2017-03-24,1.45,1,173
+16339450,Pure Gold in Clifton Hill,106975313,Marion,,Yarra,-37.79202250613767,144.98963807171583,Entire home/apt,165,2,0,,,1,149
+7393805,"Stunning City Views 2 Bedroom Apartment, East Melb",38738502,Letitia,,Yarra,-37.80904286573572,144.98504896621048,Entire home/apt,180,2,46,2017-04-02,2.24,1,338
+16339584,Bright 1 bedroom apartment,1235403,Amy,,Yarra,-37.77742278855248,144.98755697657438,Entire home/apt,140,1,1,2017-02-18,0.67,1,88
+16339599,Charming Historic Home with Hidden Backyard Oasis,29912846,Nicki,,Yarra,-37.809751104925915,145.00129547287608,Entire home/apt,111,5,0,,,1,0
+283257,sunlit studio down a quiet laneway,1475619,Lulu,,Yarra,-37.80440177260397,144.98213135280955,Entire home/apt,140,3,47,2017-03-25,1.61,1,326
+578203,"""Collingwood Calling"" Whole House, big backyard!",728440,Sara And Lisa,,Yarra,-37.80721626255778,144.98750158475528,Entire home/apt,180,4,11,2017-03-14,,2,79
+16536226,HENDRICKS: Stylish & bright 1 bedroom apartment,108797209,Alana,,Yarra,-37.804585858419955,144.98640928485287,Entire home/apt,135,1,16,2017-03-29,5.16,1,303
+3822253,Victorian Terrace - Very Melbourne!,8619717,Sally,,Yarra,-37.78334755614454,144.96586392189644,Entire home/apt,142,2,9,2015-08-10,0.29,1,0
+10048160,Urban Townhouse with Roof Terrace,296764,Kate,,Yarra,-37.820337290797255,145.00097254395433,Entire home/apt,250,3,17,2017-03-12,1.55,1,348
+10158714,Bright sunny room in stylish house,707620,Georgia,,Yarra,-37.81909904008447,145.00232564303874,Private room,64,2,6,2016-10-15,0.45,5,0
+15946456,"Character Fitzroy townhouse, roof-deck CBD views",50333540,Stephen,,Yarra,-37.8003123275602,144.97694966917953,Entire home/apt,210,2,5,2017-01-29,1.16,1,68
+16757193,Stay in a Bright & Friendly home in Fitzroy North!,45588672,Elsa,,Yarra,-37.78035183121902,144.98150277112734,Private room,80,3,1,2017-02-27,0.81,2,5
+6836996,"Stylish, Sunny, Central Studio :)",3581776,B,,Yarra,-37.807722368221384,144.9820424642146,Entire home/apt,94,1,125,2017-03-18,5.77,1,140
+905969,Fitzgeorge on city edge Fitzroy,4848120,Katrina,,Yarra,-37.803576651222095,144.98161067268586,Entire home/apt,250,2,26,2016-12-11,0.65,4,320
+16933150,The Standard Store Apartment,9408516,Nicola,,Yarra,-37.80525898916696,144.98073630848754,Entire home/apt,180,2,9,2017-04-01,5.74,1,348
+5105743,Classic NYC style warehouse loft,26277700,Raymond,,Yarra,-37.798110177074186,144.98382050914316,Entire home/apt,345,1,79,2017-03-26,3.07,1,359
+1888612,Easey If You Try,4926441,Cameron,,Yarra,-37.798033437276715,144.98904035333365,Entire home/apt,201,2,126,2017-03-17,3.06,1,333
+944235,Bright Gertrude St Studio Apartment,1000796,William,,Yarra,-37.80419602610635,144.9768016370617,Entire home/apt,145,2,180,2017-03-18,3.61,4,351
+10640031,Luxury Ensuite living in Abbotsford w Free Parking,54936007,Mend,,Yarra,-37.81012773885482,145.00752626746225,Private room,79,1,38,2017-03-25,2.63,1,53
+4810946,The heart of vibrant Fitzroy,23608900,Alistair,,Yarra,-37.797923768599716,144.9768825119269,Private room,80,2,18,2016-12-10,0.70,1,2
+17175108,"Stunning space in brilliant 'burb', close to MCG",115554240,Daniel,,Yarra,-37.82142328353198,144.99339629619047,Private room,66,2,3,2017-03-31,3,1,67
+17723520,Newly renovated in vibrant Richmond,48516253,Tracey,,Yarra,-37.8114515838345,145.00431453179806,Entire home/apt,94,2,2,2017-03-25,2,1,342
+11952485,Tranquil Fitzroy Forest House,24180072,Helen,,Yarra,-37.8014288691708,144.97702193200675,Private room,93,2,48,2017-03-11,3.84,2,20
+256186,Collingwood 2 bedrm Warehouse Apt ,1344893,Hoang Tran And,,Yarra,-37.802014653651746,144.9834919810672,Entire home/apt,121,7,97,2017-03-14,1.53,1,300
+13363410,Devon Manor,73737340,Matthew,,Yarra,-37.818872382229266,144.99402971018836,Private room,51,1,13,2017-03-17,1.37,1,69
+6482129,Great Room in a Vintage Apartment,24465545,Lisa,,Yarra,-37.803172619139985,144.97658912048192,Private room,66,1,43,2017-04-01,1.99,2,80
+4868362,Converted Warehouse in Collingwood,12911180,Beth & Ivan,,Yarra,-37.804326871986106,144.9841363543874,Private room,90,2,50,2017-03-28,1.88,1,365
+7059925,"""The George"" is Luxury and Style.",32779728,David,,Yarra,-37.802817893775185,144.98140641511304,Entire home/apt,265,2,36,2017-03-23,1.98,1,310
+17625800,Classic Character-filled Fitzroy Terrace,119854657,Simone,,Yarra,-37.8005983619893,144.97701894322535,Entire home/apt,300,2,0,,,1,145
+16847014,Ensuite Room On Your Own Floor Just 12 Min to CBD,99824610,Dee,,Yarra,-37.79856870032846,144.99874221082462,Private room,84,3,2,2017-02-15,1.03,3,21
+5007590,The Factory - Artist Space Fitzroy,25825181,Renée,,Yarra,-37.79677298263632,144.98271077134387,Private room,90,3,15,2016-06-30,0.56,1,46
+7756565,"King+Ensuite, CBD, MCG, Wifi, House",40097725,Scott,,Yarra,-37.80842320586871,144.99472467284986,Private room,80,1,12,2016-04-05,0.65,10,13
+9943792,Clean and spacious room,51103085,Beth,,Yarra,-37.79653967175105,144.97677063268188,Private room,41,1,0,,,1,0
+16147591,Richmond with a view,17477404,Daniel,,Yarra,-37.82649614139283,144.99501592565636,Entire home/apt,142,2,3,2017-01-19,0.92,1,114
+1861877,CREATIVE STUDIO WITH POOL AND SPA,9712363,Amy,,Yarra,-37.79621961049852,144.97987605511298,Entire home/apt,149,2,23,2017-03-24,0.57,1,359
+8248121,Compact location close to transport & shops,4504322,Erin,,Yarra,-37.81459320031067,145.00796352852325,Entire home/apt,114,2,13,2017-01-06,0.72,1,208
+2679268,Fitzroy historic 1BR apartment,13719171,Greta,,Yarra,-37.80361471717869,144.9759842078073,Entire home/apt,160,3,15,2017-03-27,0.43,1,29
+9496863,Lovely Townhouse in Fitzroy,22034258,Margaux,,Yarra,-37.80193796833434,144.97492036106567,Entire home/apt,121,2,1,2015-12-21,0.06,1,0
+16604029,RICHMOND 2BDR 1 CARPARK APT+ NEAR BRIDGE RD+WIFI,50626167,Short Stay Plus,,Yarra,-37.81725580738503,145.00545476208973,Entire home/apt,122,2,10,2017-04-01,4.23,22,18
+13032330,Large renovated Period family home in Fitzroy,14770833,Finbarr,,Yarra,-37.806720744778666,144.9811634802104,Entire home/apt,250,5,1,2017-01-21,0.41,1,14
+12614124,Fantastic Fitzroy Leafy Apartment,24340680,Peter,,Yarra,-37.808379808454546,144.9807293562934,Entire home/apt,121,2,76,2017-03-28,7.10,3,163
+17683784,"On Swan Street, Close to ALL Melbs has to offer",120442574,Max,,Yarra,-37.82450198644836,144.99380932715565,Entire home/apt,201,2,0,,,1,88
+7666441,Private Room CLOSE TO CITY 2km,10812760,Frank,,Yarra,-37.80834895758419,144.99385518331314,Private room,41,1,2,2016-02-23,0.14,1,0
+944472,Best spot in Fitzroy,5113280,Nova And Sarah,,Yarra,-37.80563262269598,144.9824805861832,Shared room,31,3,21,2017-02-11,0.79,8,355
+12478875,Amazing new 3 bedroom townhouse,13841301,Philip,,Yarra,-37.82526109466797,145.00155643843365,Entire home/apt,419,5,3,2016-12-28,0.32,1,365
+9779897,"Queen Room2 private shower, WIFI",11004022,Elvita,,Yarra,-37.81997105544669,145.01384062453974,Private room,66,3,11,2016-12-15,0.75,3,0
+6215065,Stunning 2 bed/2bath/views/carpark/super comfy,15039082,Lauren,,Yarra,-37.81091653831142,144.99225232649087,Entire home/apt,220,2,71,2017-03-21,3.16,3,150
+12837508,Keeley Lane: A Luxurious Inner City Home.,7642484,Rebecca,,Yarra,-37.78432270235967,144.96938452791116,Entire home/apt,269,4,18,2017-03-22,2.09,2,292
+14765917,Cosy Modern Apartment in Vibrant Richmond,55705236,Bernadette & Phil,,Yarra,-37.8207550450748,145.00497010771497,Entire home/apt,135,1,27,2017-04-01,4.22,1,132
+9429644,3 bedroom townhouse,48878962,Stephanie,,Yarra,-37.81503019163231,145.00675378800764,Entire home/apt,300,1,6,2016-07-02,0.41,1,61
+5514145,Cool 1960s Inner North Apartment,28602467,Julian,,Yarra,-37.77708218568934,144.98127380667134,Private room,41,1,81,2017-02-15,3.23,1,265
+16769694,Eco-renovated worker's cottage,5102802,Ben,,Yarra,-37.80314127293771,144.99086105021888,Entire home/apt,132,2,7,2017-03-26,4.38,1,122
+5146380,beautiful room in warehouse,10445232,Simone,,Yarra,-37.77927479974294,144.9811330603758,Private room,94,3,1,2016-03-25,0.08,2,0
+10683067,Lifeguard FS (Aust) Pty Ltd,55186837,Andrew,,Yarra,-37.81256601816073,145.01503618225834,Entire home/apt,121,2,28,2017-03-27,2.03,1,159
+13066922,Cosy Apartment with City Views,1761721,Miriam,,Yarra,-37.791955547082594,144.98221731173172,Private room,100,10,0,,,1,0
+13886131,Renovated Victorian Terrace in Fitzroy,51607871,Madeleine,,Yarra,-37.79609481060434,144.9796328651254,Private room,75,1,1,2016-08-05,0.12,2,0
+15012269,The Newry,83633701,Maria,,Yarra,-37.790080371128184,144.9698062441137,Entire home/apt,125,3,12,2017-03-13,2.34,4,157
+11877465,Luxurious Deco Apt In Richmond,62022261,Yvonne,,Yarra,-37.81510473300751,144.99969578091785,Entire home/apt,760,2,0,,,6,365
+10838737,"Spacious, 2 Br Warehouse Convertion",20379785,Kathryn,,Yarra,-37.78480259713798,144.98208298250898,Entire home/apt,185,2,10,2016-08-21,0.71,1,0
+5563096,Chic Retreat apartment close to CBD,28843585,Simon,,Yarra,-37.779469480723904,144.97239353993368,Entire home/apt,110,1,31,2017-01-20,1.24,1,360
+14475990,The Stables 2 bedroom loft apartment.,30807015,Jeni,,Yarra,-37.80554553243834,144.9874656605732,Entire home/apt,245,2,17,2017-03-04,2.33,1,58
+16832059,Modern apartment 15 mins to CBD,112029888,Andy & Van,,Yarra,-37.80975858026636,145.0065187248371,Private room,48,2,5,2017-03-27,3.26,1,131
+16637117,"Victorian Terrace in Great Location, Master B/R",109920853,Brad,,Yarra,-37.81601548118481,144.99515613069985,Private room,69,1,11,2017-04-01,4.29,1,78
+15776553,Room & bathroom in modern apartment Fitzroy & CBD,102032181,Belinda,,Yarra,-37.806490768384265,144.9881463047106,Private room,60,2,16,2017-03-21,3.36,1,305
+15690320,Modern Gem in Trendy Neighbourhood,101293732,Karyn,,Yarra,-37.8109184265277,145.0074591370524,Entire home/apt,135,1,19,2017-03-24,,1,168
+10836749,1BR terrace house in Fitzroy North,3524193,Mark,,Yarra,-37.78434909349219,144.9797506614183,Entire home/apt,73,1,6,2016-09-17,0.43,1,0
+16367948,Charming dbl bedroom in Richmond,99299540,Paul,,Yarra,-37.82408161158824,145.00547096482475,Private room,80,4,3,2017-03-29,0.94,3,75
+10545798,"""Maddox"" Light Filled 2 Bedroom Burnley Pad",35370298,Blake(Mybnb),,Yarra,-37.830740598847676,145.01039794905563,Entire home/apt,128,3,19,2017-03-12,1.46,14,365
+4909690,Charming 2BD inner-city terrace,17703360,Anna & Michael,,Yarra,-37.783423974485956,144.99024209651995,Entire home/apt,176,3,16,2017-01-21,0.60,1,209
+1665679,Funky Converted Warehouse,6832526,Ron And Lee,,Yarra,-37.80246393797955,144.98574379979382,Entire home/apt,220,5,7,2017-01-03,0.16,1,239
+17032030,Perfect modern bedroom ensuite right next to town,114276356,Ryan,,Yarra,-37.81809194064392,144.99813538451335,Private room,69,4,1,2017-02-14,0.61,1,0
+13265609,Nice bedroom ten minutes from CBD,74710839,Valerie,,Yarra,-37.81547441206344,144.99790133340414,Private room,90,1,0,,,1,0
+9277801,A fresh bright room,658142,S.Campbell,,Yarra,-37.77974855490869,144.97863736230204,Private room,59,1,1,2016-08-22,0.13,2,0
+11168508,Private room in Abbotsford,18538397,Antonia,,Yarra,-37.799236530541016,144.99711473945845,Private room,48,1,0,,,2,0
+7316215,Chillax in Historic Carlton North,38329052,Johnny,,Yarra,-37.78128838405167,144.97573245699937,Private room,50,1,0,,,1,0
+6543110,Close to the Action in Richmond!,14140166,Helen,,Yarra,-37.82777018083007,144.9935635686431,Private room,75,1,42,2017-03-30,2.02,1,355
+4776868,Quiet family home inner Melbourne,24597868,Liza,,Yarra,-37.78686758900595,145.00397885505697,Entire home/apt,300,4,4,2016-04-10,0.15,1,305
+10906381,A Top Deck - Richmond,6341570,Geoff And Elaine,,Yarra,-37.815251268562015,144.9931514670217,Entire home/apt,130,3,8,2017-03-30,1.00,1,134
+4072941,Spacious Room in Trendy Collingwood,3872025,Denise & Jamie,,Yarra,-37.80719830746196,144.98988375227168,Private room,60,2,72,2017-01-22,2.35,1,58
+3074882,A Brunswick Street Fitzroy cottage!,3184016,Sarah,,Yarra,-37.79215480779227,144.97919015722212,Entire home/apt,177,4,25,2017-03-09,0.78,1,303
+7462342,NAPIER: Bright Fitzroy Apartment,2523288,Oliver,,Yarra,-37.804222684209826,144.97959280303667,Entire home/apt,130,2,84,2017-03-18,5.16,1,41
+14414256,Enjoy the perfect Melbourne experience,31823447,Shan,,Yarra,-37.797132154753974,144.9796376028125,Entire home/apt,190,2,4,2017-02-18,0.51,2,65
+9756126,Spacious Garden Studio,50314881,Rohan,,Yarra,-37.7974214776737,144.97775184817013,Entire home/apt,90,2,64,2017-03-31,4.09,1,154
+15012010,Private room in the heart of vibrant Fitzroy,2869539,Tim,,Yarra,-37.7967883637107,144.98279719747748,Private room,80,1,10,2017-03-18,1.59,1,167
+6450055,Room in Tribeca Complex (East Melb),33678208,Samantha,,Yarra,-37.80527474427529,144.98187253869082,Private room,60,3,33,2017-02-04,1.55,1,49
+648169,Artist Warehouse Apartment Fitzroy,3251357,Ryan,,Yarra,-37.79703496711093,144.98311121620065,Private room,90,2,126,2015-10-27,2.26,2,337
+846730,Fitzroy Terrace - Melbourne style#2,3296183,Frances,,Yarra,-37.80439413715738,144.97910979589668,Private room,75,2,5,2016-02-18,0.11,2,92
+15524897,180° City Views - walk everywhere!,19875125,Josh,,Yarra,-37.79672576079499,144.9784794286099,Entire home/apt,250,2,5,2016-12-29,1.05,1,124
+14938577,"""Xavier"" Bask In Sweeping Views Leafy Abbotsford",35370298,Blake(Mybnb),,Yarra,-37.80482173183642,144.99587389525115,Entire home/apt,180,3,18,2017-03-24,2.77,14,152
+6644795,Cosy artist cottage in exceptional location,11052389,Jason,,Yarra,-37.784438594055764,144.9816272427368,Private room,60,1,8,2017-03-27,0.37,1,73
+14902339,"Abode on Burnley - modern, light filled townhouse",27979222,Amanda,,Yarra,-37.82181685535238,145.00887130890476,Entire home/apt,225,2,6,2017-03-24,1.40,1,353
+17689537,Awesome little place in Collingwood,47742148,Bec,,Yarra,-37.80552159457507,144.98503477084245,Entire home/apt,100,2,2,2017-03-25,2,1,6
+13689924,Funky Melbourne House,14612161,Jai & Leelou,,Yarra,-37.803949096261285,144.99016338437806,Entire home/apt,135,4,5,2016-10-26,0.65,2,14
+3785878,Collingwood warehouse den + ensuite,19429576,Jack,,Yarra,-37.80133748601644,144.98919923962123,Private room,80,2,59,2017-01-25,1.87,1,299
+1080967,Heart of Richmond + city views!,5945640,Nathalie,,Yarra,-37.8175636229325,145.01334732263004,Private room,66,2,27,2016-12-15,0.58,2,350
+16834202,LOCATION on a BUDGET,53104658,Allira,,Yarra,-37.82038251738148,144.9899330799585,Entire home/apt,69,14,0,,,1,38
+16016910,"Richmond Hill 3BR Home, walk to anywhere",104155486,Peter,,Yarra,-37.82014556124273,144.99577543662323,Entire home/apt,551,2,12,2017-03-18,2.90,1,63
+11950055,Chic 1 Bedroom Apartment in Fitzroy,44024854,Sydney,,Yarra,-37.7959206885348,144.97654422134937,Entire home/apt,121,1,1,2016-11-06,0.20,1,0
+9419090,Private Room in Carlton North Townhouse,41005884,Nicole,,Yarra,-37.78665882986678,144.97614287723133,Private room,48,14,0,,,1,0
+13265886,Collingwood apARTment,53856002,Stafford,,Yarra,-37.80412993110377,144.9858123584266,Entire home/apt,155,2,22,2017-03-25,2.23,1,113
+6545070,Amazing location. Richmond.,21498682,Shane,,Yarra,-37.818903850803736,145.0073165762447,Entire home/apt,128,4,28,2017-03-29,1.78,1,152
+11261947,City skyline in sumptuous setting,34648866,Fenella,,Yarra,-37.806520863709146,144.98777752259497,Entire home/apt,295,2,25,2017-03-18,1.94,1,348
+1937357,Funky Fitzroy,10023758,Kemran,,Yarra,-37.800674425246335,144.9815017781699,Entire home/apt,90,2,11,2016-10-01,0.27,1,0
+4187269,Large Luxury Inner Melbourne House,20678107,Ken & Mark,,Yarra,-37.815376289465135,144.99526328068754,Entire home/apt,495,2,57,2017-03-30,2.00,3,239
+16885271,Beautiful Fitzroy just off Brunswick Street,102801734,Ali + Pete,,Yarra,-37.800678209552046,144.9798809771747,Private room,60,2,7,2017-04-02,5.25,3,81
+17487918,"3bdrm House,Walk to Hip Fitzroy etc",10489080,Katerina,,Yarra,-37.7904272141532,144.97899482780343,Entire home/apt,201,4,0,,,4,365
+13253489,"Merri Side Apartment - Stylish, Relaxing, Central",6516095,Harriet,,Yarra,-37.77910980282926,144.98896961869107,Entire home/apt,115,2,32,2017-02-02,3.68,1,254
+15033518,Spacious New Townhouse in Richmond,94941908,Adam,,Yarra,-37.824761456106536,145.00585285625903,Entire home/apt,400,2,9,2017-03-26,1.52,1,357
+13624521,Carlton Charm,42260023,Aaron,,Yarra,-37.790912923374165,144.96984328603395,Entire home/apt,165,3,28,2017-02-24,3.07,7,167
+15525097,Beautiful Space in an Amazing Location,24333238,Alex,,Yarra,-37.7962371746089,144.9784166209578,Private room,85,1,9,2017-02-18,1.66,2,325
+11363562,Dbl bed & green garden in the city,59538734,Matilde & Ariel,,Yarra,-37.7816726849692,144.9762060215662,Private room,100,1,0,,,1,365
+14968098,Quirky Character Fitzroy Home & Garden,44976168,Laura,,Yarra,-37.792601354925296,144.98191611905023,Private room,56,1,6,2016-11-02,0.87,2,0
+492058,'The Warehouse' designer apartment,2424034,Alice,,Yarra,-37.823851698859,144.9961932529193,Entire home/apt,180,3,86,2016-02-07,1.54,1,81
+6219239,Spacious & Light 4bdrm Victorian Residence,2216807,Ryan,,Yarra,-37.82449658062965,145.00046031155662,Entire home/apt,450,2,46,2017-02-05,2.09,1,328
+14094892,Apartment in Heart of Fitzroy/Collingwood,24129792,Tess,,Yarra,-37.80405797341668,144.98339714225426,Entire home/apt,109,3,4,2017-01-02,0.64,2,280
+16506786,Fitzroy Apartment - Big Studio Room,10782258,Gabriella,,Yarra,-37.797956780223394,144.97509208947514,Private room,89,1,18,2017-04-02,6.35,2,328
+7890458,Stunning 1BR close to CBD and MCG,21440477,Grainne,,Yarra,-37.80006346502695,145.00083383817858,Entire home/apt,110,1,0,,,1,0
+12314147,Above-shop space with vintage charm,66418936,Gemma,,Yarra,-37.79477639245824,144.97824524175977,Entire home/apt,121,2,82,2017-04-01,6.97,1,148
+9138772,Inner City Warehouse Conversion,15427778,Kasimir,,Yarra,-37.81418927535417,144.99232568056644,Entire home/apt,134,4,11,2017-01-24,0.67,1,358
+10737965,Ultra modern 5 Level house,8554735,Sophie,,Yarra,-37.79838798252124,144.98553888169948,Private room,121,1,4,2016-07-25,0.30,2,338
+9163027,Fitzroy Sanctuary Garden Townhouse,2186064,Tim & Nina,,Yarra,-37.80270003888421,144.97777917435045,Private room,80,1,70,2017-03-11,4.33,1,15
+244952,Treehouse apartment in Fitzroy,287730,Rebecca,,Yarra,-37.80403059498652,144.97908286617218,Entire home/apt,125,2,205,2017-03-26,3.10,1,316
+14116472,Well presented unit next to city.,85071709,Craig,,Yarra,-37.81301898526479,144.9911424425541,Entire home/apt,90,3,15,2017-03-26,2.32,1,310
+13033462,Newly renovated. Stylish 2 BDR terrace house.,3591087,Madeleine,,Yarra,-37.783458441413,144.98981339677465,Entire home/apt,201,2,0,,,1,0
+13983767,Newly Renovated Victorian Terrace House,403799,Simone,,Yarra,-37.78711052495259,144.97676046517438,Private room,75,1,12,2017-03-19,2.40,1,354
+12741971,Room in a modern apartment near Fitzroy & CBD,946357,,,Yarra,-37.80817579673986,144.98374460247763,Private room,56,2,20,2017-03-21,2.19,1,18
+9999881,"Melbourne Art B&B private room, ensuite and lounge",18016699,Jenny,,Yarra,-37.80805991964954,144.98430485442427,Private room,96,3,48,2017-03-27,3.27,1,158
+5826329,Park peace 5km from city centre - 1 BR apartment,30242879,Eugene And Naomi,,Yarra,-37.78891791429544,145.00577269773677,Entire home/apt,79,3,37,2017-04-02,1.56,1,12
+9956708,Right in the heart of Fitzroy,17187661,,,Yarra,-37.79759951364399,144.9799788570988,Entire home/apt,170,4,2,2017-01-21,0.14,1,0
+7060449,Stunning 2 story Penthouse,378216,Chloe,,Yarra,-37.79578667357733,144.98065748113555,Entire home/apt,210,1,5,2016-03-30,0.24,1,0
+9778602,Victorian house inner city Richmond,14175530,Elise,,Yarra,-37.81327470666262,144.99484958008298,Private room,48,1,5,2016-06-26,0.48,1,0
+9499298,Charming Richmond Bedroom for 1-2,49234369,Natalie,,Yarra,-37.82029316050396,144.9905281352616,Private room,66,1,0,,,1,0
+4832711,HUGE ROOM FOR THREE AWESOME WEEKS!,24876948,Alienor,,Yarra,-37.82025376963808,145.01224577402348,Private room,185,1,0,,,1,0
+8720715,Richmond Designer Cottage,45771061,Connie,,Yarra,-37.82571351473018,145.0126563172418,Entire home/apt,220,2,2,2016-01-03,0.13,1,0
+9564822,Designer loft in vibrant Fitzroy,662373,Raymond,,Yarra,-37.8054502472828,144.97917025831543,Entire home/apt,115,1,81,2017-04-02,5.07,1,126
+2234483,Abbotsford's All-round Appeal,11377202,Hugh,,Yarra,-37.802916537242226,144.99327135862794,Entire home/apt,121,2,11,2014-11-24,0.28,1,0
+1861584,Architecturally designed inner city,9710767,Simon,,Yarra,-37.82828649636435,144.9942539398394,Entire home/apt,475,5,0,,,1,365
+9463735,Modern Convenient Space w Pool/Gym,49041976,Jesse,,Yarra,-37.79843400854075,145.01814109533797,Private room,63,1,8,2017-03-28,0.51,1,7
+15274316,"Tram, cycle, walk anywhere from this awesome pad!!",4377141,Joedy,,Yarra,-37.780448454734234,144.9704237448394,Entire home/apt,110,2,9,2017-04-01,2.48,1,113
+5825914,Cosy 2BD with off steet parking,9010384,Laurence,,Yarra,-37.81568563117259,144.99793219207012,Entire home/apt,110,2,5,2017-01-03,0.21,2,123
+9103323,Modern Apt + Gym & Pool 3 km to CBD,2561443,Sofia,,Yarra,-37.809901505412235,145.00618174082592,Private room,60,1,10,2016-08-29,0.64,1,345
+16315464,Contemporary private room with its own entry,102339552,Kris,,Yarra,-37.82638135150166,144.99475469032635,Private room,90,2,28,2017-04-02,7.78,1,65
+11927452,Light & lovely room in Carlton Nth,25444758,William,,Yarra,-37.77970620870716,144.97308595599605,Private room,69,1,21,2017-03-11,1.83,1,91
+15953983,Mid-Century Modern Boutique in Fantastic Richmond,212071,Loren,,Yarra,-37.818152507421686,145.0045265496202,Entire home/apt,100,3,12,2017-03-19,3.43,3,0
+15137917,Single room in Collingwood,5984437,Arianna,,Yarra,-37.80267776925529,144.98386018827316,Private room,41,1,47,2017-03-17,7.27,1,77
+15891204,"Light filled, newly renovated house- Collingwood",7100513,Danielle,,Yarra,-37.79972993423885,144.99050259205475,Entire home/apt,201,2,20,2017-03-17,4.38,1,161
+13630225,"Trendy Fitzroy Home near Cafes, Bars and Trams!",23354787,Gary,,Yarra,-37.795483021764994,144.98241253815465,Private room,50,2,2,2016-07-12,0.22,1,0
+15399703,Big funky attic,43677894,Tom,,Yarra,-37.80720284527836,144.97834961825933,Private room,165,1,2,2017-02-22,0.46,1,91
+8258691,"King+Ensuite+Wifi, City, House, Gdn",40097725,Scott,,Yarra,-37.80635358534657,144.99462937157702,Private room,80,1,18,2017-03-10,1.01,10,13
+11532759,Unbelievable Location Cosy & Modern,35604373,Leigh,,Yarra,-37.81877005160967,144.99641261465223,Entire home/apt,159,2,50,2017-03-08,3.92,4,124
+7958526,Great Room in Awesome Location.,41973452,Andrew,,Yarra,-37.80313964265997,144.99911390616543,Private room,45,1,1,2015-09-21,0.05,1,0
+2420527,Two bedrooms home with free parking & swiming pool,1957292,Will And Fi,,Yarra,-37.812122678104124,145.00855939589883,Entire home/apt,166,3,113,2017-03-26,3.10,3,282
+17952568,"Cute terrace house, 2BR, 8p Spa",25967031,Adam,,Yarra,-37.83101126642645,144.99181594352837,Entire home/apt,281,3,0,,,1,364
+17726305,RICHMOND Bosisto St- L'Abode.,7409213,Lisa L'Abode Accommodation,,Yarra,-37.81757440338128,144.997353028605,Entire home/apt,208,2,3,2017-03-27,3,1,318
+11484052,Room with a city view,60453319,Abbie,,Yarra,-37.78900737570961,144.9782325966346,Private room,66,2,5,2016-05-22,0.42,1,0
+16383963,"Sunny, spacious house in the heart of Richmond",11971354,Adam,,Yarra,-37.82334016272376,145.00619221624063,Private room,67,7,2,2017-03-09,1.02,1,61
+16022449,"Brilliantly located, spacious apartment",13277236,Matt,,Yarra,-37.797087537671416,144.98754411444224,Entire home/apt,176,3,3,2017-03-28,0.98,1,0
+9886662,"Richmond - Walk to MCG, Rod Laver, AAMI, Swan St",18775511,Stephanie And Cameron,,Yarra,-37.82258154488571,144.98977004895644,Entire home/apt,145,2,12,2017-04-02,2.95,1,34
+3210145,Fitzroy Bluestone,16265216,Robert,,Yarra,-37.802769614525324,144.9820888371109,Entire home/apt,140,2,139,2017-03-30,4.12,1,120
+15332524,"Spacious, homely and private. Amazing location.",373712,Louis,,Yarra,-37.819775074431575,144.99655262631944,Private room,51,1,15,2017-01-21,2.56,1,0
+6813663,Large room in beautiful Fitzroy,140701,Joshua,,Yarra,-37.801577057520845,144.97496116113834,Private room,42,1,4,2016-01-26,0.25,1,92
+9698288,Private Room With Spectaular Views,20668611,Nic,,Yarra,-37.825733166054974,144.9986381960599,Private room,100,1,1,2016-07-26,0.12,1,0
+13073414,Yorkshire Brewery Townhouse in Collingwood,71821645,Jacob,,Yarra,-37.806234912445326,144.9875826307239,Entire home/apt,159,2,31,2017-03-25,3.54,2,161
+4159322,Bedroom & ensuite for female guests,21585005,Josie,,Yarra,-37.77964792981987,144.96563270933729,Private room,68,2,10,2017-03-28,0.33,1,235
+556080,Fitzroy Terrace close to Gertrude S,2734929,Keren,,Yarra,-37.805157910825045,144.9823124723115,Entire home/apt,220,2,41,2017-03-25,0.75,3,358
+9534592,Luxury Apartment in great location,49389572,David,,Yarra,-37.81210910825998,145.01419480445048,Private room,79,2,10,2017-03-26,0.62,1,330
+6094614,Spacious room 3km ride from CBD,11723039,Elyse,,Yarra,-37.782424449900944,144.97636823319496,Private room,66,1,3,2017-03-26,3,1,85
+7187642,Quiet modern inner city base,31774073,Michael,,Yarra,-37.820501877641824,145.00120108994292,Private room,89,1,46,2017-03-25,3.15,1,36
+13591073,Big light 1BR apartment in Nth Fitz,45306016,Riad,,Yarra,-37.7873235368778,144.97834049446067,Entire home/apt,130,2,1,2016-10-02,0.16,1,340
+16678089,"Modern comfort, privacy and great location",24131569,Hannah,,Yarra,-37.82311153433352,145.00513685829688,Private room,94,1,10,2017-03-24,4.41,1,71
+16726822,Room in a Bright & Friendly home in Fitzroy North!,45588672,Elsa,,Yarra,-37.779005576035274,144.98141498907168,Private room,81,1,3,2017-01-30,1.22,2,7
+12451096,Spacious apartment in Funky Fitzroy,28787828,Sophie,,Yarra,-37.79093913320903,144.9830698994405,Private room,66,6,0,,,1,64
+8994069,Cosy city retreat,35054383,Anna,,Yarra,-37.828071739590044,144.99048158585316,Private room,60,1,13,2017-02-15,0.77,1,302
+654926,Fitzroy Terrace - Melbourne style!,3296183,Frances,,Yarra,-37.79975070846587,144.9816614471375,Private room,75,2,71,2017-03-27,1.28,2,326
+8585100,Luxe Converted Warehouse,45181844,Chris,,Yarra,-37.79700523271002,144.9900240188898,Entire home/apt,495,3,1,2016-01-27,0.07,1,0
+13532502,Stunning Colonial Style Richmond Home,760849,Bev,,Yarra,-37.81625542179511,145.00823003116372,Entire home/apt,398,3,2,2016-11-25,0.32,51,302
+17925157,Vicki Rainford,114461679,Vicki,,Yarra,-37.81785537407602,145.01235106794485,Entire home/apt,100,7,0,,,1,298
+7404880,Studio on Stanley,13054206,Rolf,,Yarra,-37.802804894172134,144.98447861139692,Entire home/apt,125,3,78,2017-03-25,3.87,1,69
+2520973,"Warehouse Conversion, Fitzroy",8826543,Anne,,Yarra,-37.800004097718286,144.9775062884556,Private room,130,1,78,2017-04-02,6.67,1,23
+12481552,Spacious room in bright modern Victorian home,5617165,Leyla,,Yarra,-37.821537244541894,145.0034402766028,Private room,94,1,0,,,1,0
+10255754,Two bedroom apartment on Smith Street,46821291,Nick,,Yarra,-37.80370025409086,144.984104263803,Entire home/apt,155,3,3,2016-03-31,0.20,1,0
+2571657,Stylish Warehouse Conversion (Wifi),13168132,Rowan,,Yarra,-37.82416388532273,144.9894013323007,Entire home/apt,364,3,36,2017-03-26,1.15,1,305
+15072669,Luxury Melbourne Townhouse,95338492,Matt,,Yarra,-37.810033216831265,144.9926027797348,Entire home/apt,380,4,5,2017-04-01,1.29,1,285
+10579426,Cosy inner-city bedroom and study,21275758,Sarah,,Yarra,-37.78839544046267,144.97407216575792,Private room,66,1,46,2017-03-11,3.13,2,349
+7990759,Fabulous Fitzroy - location & value,8860326,Taylor,,Yarra,-37.80292856501271,144.98370782609766,Private room,46,1,59,2017-03-26,3.64,1,8
+4451441,Warehouse in the middle of Fitzroy,23101083,Shawn,,Yarra,-37.79814502619356,144.9763976345737,Private room,180,3,18,2017-01-26,0.62,1,246
+8973821,Inner city 4 bedroom family oasis,5755640,Elise,,Yarra,-37.790595071167836,144.9991604702383,Entire home/apt,450,7,7,2017-01-30,0.45,1,355
+10255880,Loft warehouse 1 bedroom apartment,51707720,Emily & Jenny,,Yarra,-37.81771574567261,144.99879682398105,Entire home/apt,140,2,16,2016-04-21,1.08,1,357
+6241803,Lovely terrace room available.,25730249,Stacey,,Yarra,-37.779471006273795,144.98892737152732,Private room,69,1,0,,,1,0
+13171969,Great Inner City Richmond Apartment,6284164,Wendy,,Yarra,-37.82100280091618,145.00928676570746,Entire home/apt,149,2,7,2017-04-01,2.59,1,20
+14773375,"Richmond; King Room, Private Bathroom & much more",92183120,Kim,,Yarra,-37.81431264721918,145.00203017331003,Private room,75,1,2,2016-10-01,0.28,1,346
+17595976,Sunny Modern Collingwood Villa - No Better Spot,556761,Nathan,,Yarra,-37.795113893159524,144.9856766993686,Entire home/apt,180,2,0,,,1,49
+7203970,CONVERTED WAREHOUSE FITZTROY NORTH,19382398,Nick,,Yarra,-37.778099756342584,144.979981687097,Private room,43,21,0,,,1,0
+14989922,Double room in warehouse apartment,39667312,Nina,,Yarra,-37.785248078891335,144.9835234779907,Private room,130,1,2,2017-03-18,2,2,351
+11894377,Modern Living in Fabulous Fitzroy,63437417,Barbara,,Yarra,-37.80343220517258,144.98342675543987,Entire home/apt,170,3,5,2016-12-28,0.41,2,20
+5378664,5mins to Tennis Australian Open,6952247,Olaf,,Yarra,-37.81500178458216,145.00518536811174,Entire home/apt,125,7,7,2016-09-24,0.28,1,0
+4746862,Central Melbourne apartment Fitzroy,23682778,Gina,,Yarra,-37.806212988869774,144.9821975948079,Entire home/apt,155,2,51,2017-02-05,1.85,2,59
+9465476,"Luxury home, centrally located urban boho-oasis",4365573,Kirsten,,Yarra,-37.801175291334644,144.97479669015803,Entire home/apt,260,3,57,2017-03-19,3.55,1,36
+9240210,Excellent central Fitzroy apartment,47158766,Scott,,Yarra,-37.800961792120304,144.98361109395998,Entire home/apt,55,1,4,2016-05-08,0.26,1,0
+9825946,Lovley apartment in Fitzroy North,49193096,Meagan,,Yarra,-37.77886677090751,144.98754473829328,Entire home/apt,96,7,0,,,1,0
+5865116,"Eleanor, Bright North Fitzroy pad!",7509953,Linton,,Yarra,-37.786106995848456,144.99484858555692,Entire home/apt,100,2,30,2017-02-18,1.24,70,333
+5815982,Cosy cottage in Richmond,29663386,John,,Yarra,-37.83095428805899,144.99959053046953,Private room,60,7,9,2016-07-04,0.40,1,312
+8416972,Perfectly located Fitzroy apartment,17182590,Jonathan,,Yarra,-37.80308661820538,144.98309658984175,Entire home/apt,122,2,15,2017-03-25,0.82,1,280
+8781538,Spacious sun filled Master room,46030049,Joy,,Yarra,-37.78343105973529,144.9760267069331,Private room,60,1,0,,,1,0
+6156005,LIGHT FILLED FITZROY TERRACE,21615647,Sarah,,Yarra,-37.793936119161316,144.9770100015905,Entire home/apt,153,5,6,2016-09-12,0.26,1,7
+13627115,Cosy Victorian Cottage,20582034,David,,Yarra,-37.795493219840125,144.97676204512044,Entire home/apt,149,7,4,2017-03-07,0.65,2,0
+11661039,Central & Stylish 2Bedroom 2Bathroom Apartment,13912840,Stephen,,Yarra,-37.818901292799495,145.0027672708359,Entire home/apt,208,5,1,2017-01-01,0.32,1,0
+4124388,The North Fitzroy Stables,21395296,Georgina,,Yarra,-37.78218060971178,144.98957030801023,Entire home/apt,135,2,68,2017-03-27,2.87,1,322
+4325105,Private room in penthouse apartment,22458269,Lucas,,Yarra,-37.80675527179635,144.99006434663508,Private room,110,2,23,2017-03-25,0.77,2,357
+10714921,A double room in the heart of Collingwood,418111,Guest,,Yarra,-37.80476325219757,144.9842995725985,Private room,131,2,0,,,1,365
+5176624,City Edge Studio in Fitzroy North,4390168,Dennis And Gwen,,Yarra,-37.78479439586919,144.9777071965802,Entire home/apt,125,3,66,2017-02-14,2.57,1,298
+15957864,Parkview hideaway,6745966,James,,Yarra,-37.77965357379138,144.97962675008145,Entire home/apt,90,3,2,2017-01-10,0.46,1,0
+7564446,Heart of Richmond - Cafes/MCG,27634883,Mike,,Yarra,-37.822749350728586,144.99157389332774,Entire home/apt,194,1,2,2015-10-02,0.10,1,0
+6549375,Room for rent in spacious house,3679861,Manon,,Yarra,-37.798306262493334,144.97677946395225,Private room,90,1,0,,,1,0
+17814855,Beautiful apartment for two people,10799115,Paola,,Yarra,-37.81104556371875,144.99343017050728,Entire home/apt,79,1,0,,,1,24
+1273768,Monthly Rental close to CBD,6933179,Alex,,Yarra,-37.80698377660697,144.98031359445605,Entire home/apt,87,14,24,2017-03-07,0.53,1,343
+11419570,1 bedroom apartment in Richmond,59969696,Elise,,Yarra,-37.819587278462194,145.003256355788,Entire home/apt,110,1,15,2016-10-01,1.15,1,0
+6516619,RICHMOND WAREHOUSE WONDER!!!,18076864,Sean,,Yarra,-37.822856098207424,144.99099266081504,Entire home/apt,90,1,186,2017-04-02,8.23,1,346
+4779989,Large 3BR central townhouse - sleeps 8,12197796,Nicole,,Yarra,-37.831335820036095,144.99338199592643,Entire home/apt,750,1,4,2016-06-10,0.28,10,59
+3633953,Perfectly Located Private Apartment,6605386,Kellie,,Yarra,-37.822139084505075,144.9944070675873,Entire home/apt,121,2,72,2017-03-06,2.36,1,0
+13366064,Authentic Northside warehouse apartment,3524070,Bridget,,Yarra,-37.80340506596674,144.98425613400767,Entire home/apt,180,3,33,2017-02-26,3.37,1,284
+3522549,Collingwood 4 dorm room,17739280,OZiHOUSE,,Yarra,-37.801418881377735,144.99388576132662,Shared room,30,1,14,2016-08-23,0.63,7,361
+14283601,New York style apartment in Fitzroy,3897421,James,,Yarra,-37.805567734572094,144.97682145780286,Private room,64,1,1,2016-08-16,0.13,1,351
+16314367,★ Romantic Loft Escape with Open Air Cinema ★,13688719,Linda,,Yarra,-37.80107067651096,144.9948007903366,Entire home/apt,145,1,6,2017-03-25,2.47,1,147
+17353225,Artists Retreat / / Fitzroy,98505292,Naz,,Yarra,-37.807207026735874,144.9799472303564,Entire home/apt,169,2,3,2017-03-26,3,1,352
+6189895,"Spacious, sunny room - Princes Hill",32105083,Marielisa,,Yarra,-37.78505430576206,144.9689112214827,Private room,45,5,1,2015-07-08,0.05,1,0
+17560653,"Sunny terrace close to cafes, bike trails and CBD",119202086,Emma,,Yarra,-37.78559410103771,145.00111877812492,Entire home/apt,110,2,0,,,1,120
+15135865,"Private Sanctuary, close to CBD",886530,Kate,,Yarra,-37.782436381099494,144.96941095442705,Private room,89,1,1,2017-01-16,0.38,1,81
+9761929,Open Warehouse Apartment,50342097,Stephen,,Yarra,-37.79565383763392,144.98133827700605,Entire home/apt,180,3,0,,,1,0
+14284998,Bedroom on Abbotsford/Collingwood border,28148606,Bobby,,Yarra,-37.80086375457248,144.9944839619342,Private room,80,2,15,2017-03-25,2.12,1,61
+5043372,River & City View 2/bedr 2/bath Apt,26038155,Paula,,Yarra,-37.81144318790622,145.01497319724456,Entire home/apt,250,2,16,2017-01-22,0.67,1,301
+7601705,Trendy/Modern Apartment in Richmond,39863338,Kate,,Yarra,-37.82386690687445,144.99967031664758,Private room,45,7,0,,,1,0
+8615166,Tennis Australian Open - Retreat Studio Apartment,45320564,Baxter,,Yarra,-37.82461597683843,144.9914751431182,Entire home/apt,139,1,2,2017-01-19,0.11,1,0
+14062848,Fabulously located spacious 1 Bedroom Apartment.,9778570,Anne,,Yarra,-37.82289073189676,144.9955968768432,Entire home/apt,121,2,15,2017-03-23,2.04,2,365
+488819,Brunswick St at your doorstep,1583912,Dave,,Yarra,-37.803062753665046,144.97670322852792,Entire home/apt,149,4,3,2015-11-15,0.05,1,0
+15758716,Fitzroy brand new apartment.,26141738,Bernadette,,Yarra,-37.79826817511442,144.98146683471512,Entire home/apt,140,1,13,2017-03-29,5.42,2,342
+11892157,Inner-city comfort & convenience,18296208,Cassandra,,Yarra,-37.82581718599374,144.99019379383762,Entire home/apt,88,1,0,,,1,0
+17626587,Sophisticated Retreat in the centre of Collingwood,119862367,Anne,,Yarra,-37.79786869771038,144.98766724126935,Entire home/apt,250,3,0,,,1,92
+7370204,2BED WIFI 4KM TO CITY 4PAX PARKING + AIRCON,2899668,Lana,,Yarra,-37.82276014111678,145.0013136267052,Entire home/apt,201,4,24,2017-04-01,1.17,1,361
+15955432,"Near new, clean, open spaced apartment in Richmond",87406438,Robert,,Yarra,-37.81391774398396,144.99234571295585,Entire home/apt,94,1,1,2017-01-21,0.41,1,0
+2356768,Private cosy room in great location,2591026,Melissa,,Yarra,-37.78359371458217,145.02423964754087,Private room,60,2,2,2015-06-05,0.08,3,365
+4650531,Warehouse Wonder x Hipster Haven,24074517,Mei,,Yarra,-37.80273861681208,144.98620350196578,Entire home/apt,325,2,26,2017-01-27,0.95,1,364
+14096024,Room in creative artists Melbourne House,14612161,Jai & Leelou,,Yarra,-37.803975605895516,144.9903103710196,Private room,60,2,18,2017-03-18,2.45,2,70
+3241725,Rooftop Warehouse in Collingwood!,1817634,Sylvia,,Yarra,-37.80187554447816,144.99249066672598,Entire home/apt,220,3,5,2016-01-05,0.15,1,20
+10254086,Stunning large inner city home,707620,Georgia,,Yarra,-37.81962676053374,145.00264813471964,Entire home/apt,299,2,15,2017-04-02,1.03,5,165
+17019098,Big Room Minutes from the City,13114145,Beth And Oliver,,Yarra,-37.80353665153957,144.99757089111014,Private room,83,2,1,2017-03-10,1,1,0
+13928228,Beautiful central house on park,6268096,Andrea,,Yarra,-37.82090903106646,145.01171244292004,Entire home/apt,201,3,0,,,1,0
+6249511,Sharehouse in Vibrant Melbourne,1538222,Daniel,,Yarra,-37.782764690588856,144.98884876998736,Private room,45,1,0,,,1,0
+15923063,Private Oasis,27519367,Kevin,,Yarra,-37.806137312626774,144.9865085817711,Entire home/apt,100,1,11,2017-02-27,2.89,4,333
+16152453,Sunny Richmond Getaway,1636438,Nonny,,Yarra,-37.81218559425836,145.00744013543525,Entire home/apt,121,4,1,2017-01-10,0.35,1,0
+6493163,Modern 1 bedroom apt in heart of Collingwood,7530880,Chris,,Yarra,-37.80456888851169,144.98267926194077,Entire home/apt,125,5,6,2016-12-27,0.28,1,63
+8615828,Penthouse 2 Bed/2 Bath in MELBOURNE,45324128,Katie,,Yarra,-37.81660972064787,144.99600322678484,Entire home/apt,250,2,1,2015-10-01,0.05,1,0
+15857561,Modern Collingwood Studio,92597543,Steph,,Yarra,-37.799687426084866,144.99025493660943,Entire home/apt,100,3,7,2017-02-08,1.79,1,0
+9959339,Modern & in the heart of Melbourne,8366967,Madeleine,,Yarra,-37.80203842122799,144.98527858376283,Entire home/apt,89,1,2,2016-03-13,0.14,1,0
+9887742,Fitzroy -5 mins walk to city centre,9639080,Danzae,,Yarra,-37.80587583589555,144.97523634495317,Entire home/apt,139,1,64,2017-03-20,4.07,3,269
+9595209,Pull out bed in common area,143242,Alison,,Yarra,-37.80036486682719,144.98166227303489,Shared room,80,1,2,2016-02-27,0.12,1,0
+16246734,Fabulous Town House- Great Location,106220468,Mulan,,Yarra,-37.79828165629137,144.9970292563371,Private room,50,1,0,,,1,365
+8120273,Modern Collingwood apartment,6278553,Raj,,Yarra,-37.80288411206831,144.98585737158777,Entire home/apt,110,2,14,2017-03-12,0.79,1,157
+10254301,Chic urban retreat in the heart of fitzroy,32933676,Ben,,Yarra,-37.80144239583564,144.98326591930905,Entire home/apt,215,2,26,2017-03-26,2.89,2,344
+8247270,"Triple+Ensuite+Wifi, City,House,Gdn",40097725,Scott,,Yarra,-37.808129251923646,144.99343649326784,Private room,94,1,19,2017-03-08,1.00,10,13
+6749869,The heart of Fitzroy!,35341528,Tom,,Yarra,-37.799170963807036,144.9764032171847,Private room,176,1,0,,,1,0
+13006864,NY style warehouse apt Coll/Fitzroy,3954907,Jamie,,Yarra,-37.8012394510802,144.98366037688808,Private room,76,1,22,2017-03-18,2.14,2,338
+5699685,Beautiful views & own bathroom,29552673,Amritaa,,Yarra,-37.79876640570517,144.99706697499246,Private room,75,1,23,2017-03-04,0.93,1,360
+9959570,Beautiful apartment near Fitzroy,47797968,Grégoire,,Yarra,-37.794399008796134,144.98456868299365,Private room,60,1,2,2016-01-07,0.13,1,0
+2291815,Comfortable Sunny Fitzroy Studio,2209565,Emily And Sam,,Yarra,-37.80565181889225,144.9782432421138,Entire home/apt,125,2,189,2017-03-30,5.86,1,309
+16578752,Modern Inner City Townhouse,62485165,Rebecca,,Yarra,-37.78916454098874,144.9854301288146,Entire home/apt,212,2,8,2017-03-26,3.24,1,332
+14579911,Cosy Two Bedroom Fitzroy Nth Terrace,1278812,Mel,,Yarra,-37.78222071088045,144.98155073619614,Entire home/apt,149,2,7,2017-03-19,1.07,2,35
+9173211,FITZROY APARTMENT _ Prime Location,16303420,Shernon,,Yarra,-37.79527932540385,144.9791478777046,Entire home/apt,100,2,3,2017-01-28,0.91,2,0
+17934565,Spacious room with ensuite in superb location,42238180,Bob And Krystie,,Yarra,-37.824980480837006,145.00490547587702,Private room,131,1,0,,,6,5
+3012836,Fitzroy location,5113280,Nova And Sarah,,Yarra,-37.80208176116321,144.9822907916447,Shared room,31,3,15,2017-03-26,0.45,8,364
+4880631,Charming house in central Melbourne,19264347,Erik,,Yarra,-37.785142224563494,144.96969939433808,Entire home/apt,90,6,0,,,1,0
+6453511,Exceptional City Views: Walk to MCG & the Tennis,3954907,Jamie,,Yarra,-37.810716997951424,144.99307552238125,Entire home/apt,281,2,25,2017-02-06,1.18,2,365
+4978287,Private studio in converted stables,10884916,Laura,,Yarra,-37.78514184666073,144.97702632668614,Private room,94,2,8,2015-09-22,0.35,1,153
+11663645,1 Bed with Pool & Gym!,6689453,Jenna,,Yarra,-37.81088172263831,145.0052012499264,Entire home/apt,90,1,2,2017-02-04,0.16,3,93
+5634376,Boutique Apartment with Pool & Stunning Views,760849,Bev,,Yarra,-37.80915962013585,144.98486242570922,Entire home/apt,315,3,2,2017-01-02,0.13,51,348
+4520275,"City retreat, women only",23435754,Anna,,Yarra,-37.80197660876741,144.99855563259175,Private room,85,2,4,2015-03-17,0.15,1,365
+10317669,Converted Church House,22660284,Nicola,,Yarra,-37.800610085895805,144.9828198877394,Private room,400,2,7,2017-01-18,0.50,1,215
+16315714,"Central, Bright & Airy - A Home Away From Home",6006576,Julia,,Yarra,-37.781856143934114,144.96906422886312,Private room,90,1,11,2017-03-26,2.95,1,135
+14674328,Convenient & Spacious Inner City Room #1,83702797,Alfred,,Yarra,-37.82217634096676,144.99045381541896,Private room,59,4,8,2017-02-11,1.17,3,358
+17655065,Richmond/South yarra room,93262445,Oliver,,Yarra,-37.832395916754244,144.9963882451596,Private room,66,1,5,2017-03-28,5,1,0
+5274043,Fitzroy Warehouse Bedroom w Ensuite,13082710,Joelle,,Yarra,-37.797723053093165,144.98293955955864,Private room,121,1,0,,,1,0
+5437898,"Cosy Room, with off street parking",9010384,Laurence,,Yarra,-37.816109395594395,144.9981018706176,Private room,69,2,1,2015-03-16,0.04,2,28
+6683085,Cosy Private Room in Fitzroy,27823277,Katie,,Yarra,-37.792169932179085,144.97994007993262,Private room,75,1,18,2017-03-01,1.07,1,352
+6683093,Ultra modern innercity 3 level home,24959704,Jane,,Yarra,-37.82081015210368,144.99219923383188,Entire home/apt,250,3,1,2016-01-24,0.07,2,363
+16219596,Modern One Bedroom Apartment - Resort Style Living,13334773,Tim,,Yarra,-37.81167734179473,145.01469590956174,Entire home/apt,128,1,33,2017-04-01,8.46,2,339
+4061674,"Garden Cottage, Fantastic Location!",13467801,Scott,,Yarra,-37.81831024691955,144.99239620934506,Entire home/apt,105,2,15,2017-01-19,0.57,6,329
+10481413,Beautiful studio apartment,52487687,Lauren,,Yarra,-37.80398454643763,144.97481454630224,Entire home/apt,104,4,67,2017-03-30,4.60,1,1
+4917683,Cabin in the Hood,7863878,Jono,,Yarra,-37.802394224872494,144.98863532947254,Private room,80,1,10,2017-04-02,2.78,1,332
+7535711,Great location modern apartment,17978445,Lucy,,Yarra,-37.807759699415044,144.99508141390507,Entire home/apt,155,1,12,2017-02-07,1.05,1,0
+6355537,Raw Luxury in Richmond,33093438,John,,Yarra,-37.822002409890004,144.99751611006718,Entire home/apt,600,3,19,2017-03-10,0.91,1,352
+7535194,Fresh and fun Fitzroy apartment,4164576,Dave,,Yarra,-37.799354049255356,144.97817538814726,Entire home/apt,109,4,3,2015-09-07,0.15,1,0
+17738338,New apartment - Heart of Fitzroy - Walk anywhere,13626676,Jacopo,,Yarra,-37.796294341063835,144.9771833642261,Entire home/apt,125,2,0,,,2,342
+621155,Picture Perfect Oasis Richmond ,355966,Jasmin,,Yarra,-37.821480662525076,144.99428654598975,Entire home/apt,105,14,1,2013-09-16,0.02,2,0
+2883262,RICHMOND STUNNER !,9509273,Jo,,Yarra,-37.824177042601,144.992330576875,Entire home/apt,100,2,178,2017-03-24,5.37,2,209
+6486721,Clifton Hill near Fitzroy Fab,145609,Ceci,,Yarra,-37.793045323142145,144.98785376786591,Entire home/apt,185,1,53,2017-03-13,2.46,1,101
+15602810,Charming 2 bedroom house in the heart of Richmond,100565296,David,,Yarra,-37.81758849566938,145.0056405662377,Entire home/apt,269,3,7,2017-03-25,1.57,1,171
+10414809,Light & Airy Warehouse Conversion,30808237,Kate,,Yarra,-37.79678629219892,144.98363874495018,Private room,69,2,45,2017-03-20,2.98,1,190
+12548832,Richmond Studio & ensuite,17479725,Margaret,,Yarra,-37.81634044822656,145.00458201462496,Private room,80,2,1,2016-10-19,0.18,2,337
+17017221,The BLAH House - 20 minute stroll to the CBD,24846609,Ana,,Yarra,-37.80618077922021,144.98815548547515,Entire home/apt,125,2,6,2017-03-26,4.62,1,65
+12348373,Charming Inner City in Tranquility,5760757,Adalene,,Yarra,-37.79151734326586,144.99638239405084,Entire home/apt,141,1,8,2016-09-06,0.72,1,0
+11595231,Yorkshire Brewery Handcrafted,27519367,Kevin,,Yarra,-37.80699695172256,144.98655338057506,Entire home/apt,143,2,22,2017-01-27,1.70,4,335
+7055191,Large room with private en suite,7848762,Sean,,Yarra,-37.80814157939799,144.9977378430625,Private room,50,7,1,2015-08-17,0.05,1,0
+16623471,Richmond house with garden oasis,25964860,Melissa,,Yarra,-37.81279705634066,145.00351742703594,Entire home/apt,300,2,0,,,2,43
+14282108,Large renovated house in Richmond,24804597,Susan,,Yarra,-37.82325264626837,145.0121692517898,Entire home/apt,200,4,0,,,1,313
+1353588,"Richmond 2 bedrooms, Melbourne",6362922,Roisin,,Yarra,-37.82203898507785,144.99725569332085,Private room,85,2,93,2016-10-30,2.11,2,282
+17558965,Light filled gem in Richmond,7468467,Andrea And William,,Yarra,-37.81932477022821,145.01295101589687,Entire home/apt,250,3,0,,,2,57
+9596338,Stylish Fitzroy Apartment - Short stroll to CBD,48515038,Sharon,,Yarra,-37.79932605065417,144.97822562617222,Entire home/apt,155,2,46,2017-03-25,2.99,1,46
+9142270,Room in the heart of Fitzroy,34237857,Emilia,,Yarra,-37.79841606029083,144.97520788375425,Private room,66,3,2,2016-04-05,0.14,1,0
+16773114,Cosy 60’s apartment in superb location,16224545,Patrick,,Yarra,-37.777893183457536,144.98784423758687,Entire home/apt,100,3,9,2017-04-01,3.70,1,46
+8678984,Above Shop Apartment,43053228,Pete,,Yarra,-37.78018619485413,144.97684182133867,Entire home/apt,341,1,18,2016-07-15,1.01,1,0
+8945632,Rustic Room in Richmond!,10862852,Sreeju,,Yarra,-37.81727393627018,144.9927982137817,Private room,69,2,23,2016-12-07,1.52,1,79
+835521,Light-Filled Warehouse Apartment,2843772,Peter And Alana,,Yarra,-37.803025618326096,144.9852857455476,Entire home/apt,176,3,74,2017-03-30,1.46,1,251
+15793888,A beautiful big fitzroy townhouse,12562783,Rosanna,,Yarra,-37.79921733559402,144.979669826931,Entire home/apt,115,1,1,2016-11-05,0.20,1,323
+13400601,"Fabulous, entire warehouse in Fitzroy North",10445232,Simone,,Yarra,-37.77811543751019,144.98107787722637,Entire home/apt,180,5,2,2016-07-11,0.22,2,0
+9205415,Walking distance Olympic Park & MCG,47878981,Catherine,,Yarra,-37.82445355032237,145.0041607326077,Entire home/apt,800,10,1,2016-01-26,0.07,1,0
+17532580,Modern 2floor apartment. City view.,37961087,Laura,,Yarra,-37.787499916256074,144.9780467014388,Entire home/apt,180,2,0,,,2,333
+9958988,Richmond Oasis ☼☼☼ 2 Bed 2 Bath with Netflix & NBN,38156440,Jacob,,Yarra,-37.81809761175761,145.00743683216595,Entire home/apt,244,2,21,2017-03-25,1.54,3,184
+16492814,"Room in Nth Fitzroy, roomy house, great location.",82562822,Chris,,Yarra,-37.78581837374051,144.9787053999215,Private room,66,1,2,2017-01-11,0.63,2,0
+4978117,Spacious 2 bed gallery style loft ,10162555,Lee,,Yarra,-37.79604826882466,144.97925326529466,Private room,60,1,0,,,1,0
+869540,Inner-City with Private Bathroom,4581597,Phoebe & Warren,,Yarra,-37.818157725668996,145.00659061038624,Private room,149,5,14,2014-05-20,0.28,1,365
+17847449,Double Bedroom in Richmond,13934269,Kev,,Yarra,-37.816567442492484,144.99875204486864,Private room,80,2,1,2017-03-26,1,1,12
+2167910,Cafes & Cool.City edge. Zen retreat.Heart of Melb!,6782184,Julia,,Yarra,-37.80646657727744,144.97987073627164,Entire home/apt,100,2,139,2017-04-02,3.90,3,326
+2094192,Beautiful Home in Fitzroy,1278392,Camila,,Yarra,-37.7966133961022,144.97535547388557,Entire home/apt,159,7,1,2014-01-28,0.03,2,0
+10318885,Gorgeous hse in Fitzroy/Collingwood,13834465,Helen,,Yarra,-37.80079748670993,144.98506325351318,Entire home/apt,450,2,5,2016-06-01,0.34,2,344
+10253329,COSY Richmond Private room!,722286,Sonia,,Yarra,-37.81146262307666,145.0070140288835,Private room,59,2,10,2017-02-28,1.16,2,156
+8247803,"King+Single+Ensuite+Wifi,City,House",40097725,Scott,,Yarra,-37.80840683531145,144.99264511549347,Private room,94,1,16,2017-02-22,0.85,10,13
+11597963,MODERN CENTRAL RICHMOND APARTMENT,32961673,Megan,,Yarra,-37.81854277107616,144.99649719016764,Entire home/apt,249,2,0,,,1,0
+10123366,Lovely Lee st bedroom !,24991535,Grace,,Yarra,-37.78967994274832,144.96913821426193,Private room,54,1,14,2017-03-06,1.01,1,44
+16545688,TANQUERAY: Modern Collingwood one bedroom apt,108802663,Alana @ BnBconnect,,Yarra,-37.80316911965268,144.98490575012033,Entire home/apt,132,1,24,2017-04-01,7.91,1,320
+13465478,Victorian house near Gertrude Street,72087701,Susie,,Yarra,-37.806014580186485,144.98173214475742,Entire home/apt,149,4,2,2016-07-11,0.22,1,0
+9827304,Renovated 3BR family home,5916737,James,,Yarra,-37.79417248225093,144.99266983115558,Entire home/apt,290,3,6,2017-01-06,0.39,1,0
+13498176,Private Room Heart of Richmond,5863721,Richard,,Yarra,-37.83162511180735,144.99947647308542,Private room,45,2,1,2016-07-14,0.11,1,0
+8491990,Fresh and Funky in Fitzroy,27828440,Jin,,Yarra,-37.80724334481418,144.98187103758286,Private room,75,1,28,2017-03-01,4.08,1,3
+9959159,"Location, Location, Location ...",51173612,Meaghan,,Yarra,-37.82409444435465,144.99607830853236,Private room,149,1,1,2016-02-20,0.07,1,365
+7468011,Cosy apartment in Fitzroy near CBD,21461995,Dan,,Yarra,-37.80435749672888,144.97721778556996,Private room,75,2,15,2017-01-29,0.81,1,31
+2479006,Space & light in the art of Fitzroy,12422673,Tarley,,Yarra,-37.79524374175634,144.97814956015324,Entire home/apt,125,1,188,2017-03-12,5.02,1,270
+13300363,"Stylish, quiet & spacious 2 bdrm Richmond retreat!",14294021,Jamie,,Yarra,-37.82411210663337,145.01166396443332,Entire home/apt,300,2,6,2016-12-02,0.74,1,0
+4223618,"Funky Fitzroy, bright warehouse living with cat",11554196,Hella,,Yarra,-37.797680598784595,144.9830533309272,Entire home/apt,100,2,2,2016-12-03,0.14,1,64
+17797734,The very Best of Fitzroy,14426799,Carl,,Yarra,-37.78360779176491,144.98216392860587,Entire home/apt,139,2,0,,,1,103
+9138764,Converted Studio w/bicycles! New!,47595661,Studio3054,,Yarra,-37.780109110079216,144.97494967155197,Entire home/apt,140,2,38,2017-03-25,2.34,1,329
+9925163,"FLORETTE: Stay in Fitzroy, Melb’s Culture Capital!",5383441,"Amy, Gareth & Dan",,Yarra,-37.79689217452638,144.98035612502588,Entire home/apt,145,2,62,2017-03-18,3.98,32,198
+1602976,Beautiful Apartment in Smith St!,1031421,Josephine And Bruce,,Yarra,-37.800311688479766,144.98279737987704,Entire home/apt,199,2,75,2017-03-12,1.75,1,158
+9223981,Historical Inner City Oasis,47958927,Simone (& Ramon),,Yarra,-37.815417362864906,144.9917302464174,Entire home/apt,295,2,80,2017-04-03,5.10,1,307
+13063483,"A perfect view, a perfect location!!!",72371330,Rob,,Yarra,-37.795225817094256,144.97600914870824,Entire home/apt,149,2,18,2017-03-25,1.74,1,359
+15209794,Beautiful room in great location #1,31435297,Marcus,,Yarra,-37.7790308162714,144.97885911808334,Private room,45,2,5,2017-03-08,0.93,2,81
+18011455,Master room in Fitzroy warehouse,123829657,Jacinta,,Yarra,-37.79098058812541,144.98287524792474,Private room,60,2,0,,,1,157
+6485173,Aberdeen,6055508,Lynette,,Yarra,-37.77927269174881,144.98559050916137,Entire home/apt,170,2,43,2017-03-12,1.94,1,314
+15102491,Richmond Apartment Close to MCG,7405660,Emily,,Yarra,-37.82084781461476,144.99209020436044,Entire home/apt,170,25,6,2017-01-26,1.09,1,19
+9203561,Enjoy a nice room in the Best Area,2005114,David & Cass,,Yarra,-37.79726426399496,144.98221566816065,Private room,67,2,74,2017-03-31,4.36,1,341
+15822106,Sweet sunny Fitzroy North terrace,4695866,Hamish,,Yarra,-37.7905818206325,144.9786555353957,Entire home/apt,114,5,2,2017-03-13,0.63,1,61
+15133958,Funky In Fitzroy Nth,30242107,Katherine,,Yarra,-37.78267101009642,144.98878881362117,Entire home/apt,94,3,11,2017-03-25,2.52,1,89
+14996013,Richmond Escape,20922366,Vic,,Yarra,-37.823979948639476,144.9953067018851,Entire home/apt,185,3,8,2017-03-25,1.24,2,177
+17100003,Designer 2+2 apt in Melbourne's coolest precinct,20398675,Tim,,Yarra,-37.80687220355268,144.99075645843948,Entire home/apt,132,2,3,2017-03-28,,1,116
+14406553,MELBOURNE - JUNGLE,13424139,Cameron,,Yarra,-37.8265322338665,144.99425373203673,Entire home/apt,220,2,10,2017-04-01,1.42,1,203
+15955435,Wicked townhouse right in the heart of Fitzroy!,24242322,Tristan,,Yarra,-37.79697745368067,144.9801765684104,Private room,90,1,10,2017-03-05,2.31,1,80
+15313047,Modern Riverside Apartment,38915035,Ash,,Yarra,-37.7845898633561,145.02251633741847,Private room,50,1,8,2017-03-14,1.52,3,337
+578300,"Quiet, cosy, sun-filled apartment",1305144,David,,Yarra,-37.8219064844417,144.99914923419144,Entire home/apt,98,20,76,2017-03-18,1.44,1,304
+10842883,Stunning Richmond luxurious house,50156408,David,,Yarra,-37.81890510090021,144.99385616256666,Private room,130,4,0,,,2,180
+17984488,"Cosy, chilled room close to Abbotsford convent",13361275,Oliver,,Yarra,-37.80585596951041,144.99413925965766,Private room,52,3,0,,,1,184
+9595833,Modern Heritage in the Heart of Fitzroy,42731922,Steve,,Yarra,-37.80051221667386,144.9792564450231,Entire home/apt,165,2,58,2017-04-01,4.19,2,307
+15592369,Beautiful Family Home in Inner-Melbourne,100463331,Kieran,,Yarra,-37.80220078671516,144.99853988984916,Entire home/apt,149,6,2,2017-01-17,0.67,1,0
+11398022,Studio on Brunswick St Fitzroy,59815789,Toby,,Yarra,-37.80354868964847,144.9781072100379,Entire home/apt,191,1,40,2017-03-31,3.29,1,362
+13564061,"Reid, cute Fitzroy studio on the city edge",7509953,Linton,,Yarra,-37.807653023834845,144.97972056028593,Entire home/apt,100,2,14,2017-03-20,1.46,70,326
+7369070,Central Melbourne home next to MCG,37194276,Andrea,,Yarra,-37.816711740340075,144.99208140959695,Entire home/apt,144,2,26,2017-03-19,1.26,1,364
+9826533,Richmond VIC Open Office Desk # 1,27121649,Hab,,Yarra,-37.81274000262641,144.99869093972382,Shared room,26,5,0,,,3,81
+3899570,Stylish Collingwood Apartment,4594422,Lynette,,Yarra,-37.79586394647165,144.98810584564617,Entire home/apt,87,2,86,2017-03-25,2.75,5,306
+3580023,Light Filled Apartment,2387031,Esther,,Yarra,-37.79465750156533,144.98031717775646,Entire home/apt,110,2,32,2016-01-07,0.97,1,33
+11003922,New designer apt. walk anywhere,13626676,Jacopo,,Yarra,-37.80146877630188,144.98695533273764,Entire home/apt,170,2,57,2017-03-04,4.07,2,325
+258745,"""Collingwood Calling"" private room.",728440,Sara And Lisa,,Yarra,-37.80670737546286,144.98592145940032,Private room,50,3,73,2017-04-01,1.17,2,242
+10022934,quiet stylish spacious inner north,15785687,Melanie,,Yarra,-37.78784806166639,145.00122555732028,Entire home/apt,115,1,36,2017-04-01,2.47,1,109
+9333586,1 bdrm +study in heart of Richmond,6327091,Shannon,,Yarra,-37.81782376004324,144.99707162409257,Entire home/apt,149,2,7,2017-03-25,0.49,1,0
+16509429,"""Hunter"" 3 BR Fitzroy Victorian Charmer",35370298,Blake(Mybnb),,Yarra,-37.80077677910044,144.98163757896322,Entire home/apt,219,3,1,2017-03-19,1,14,170
+10414486,2 story Warehouse apartment,387226,Paris,,Yarra,-37.81969039876273,144.99939178468287,Entire home/apt,201,1,1,2016-01-26,0.07,1,0
+9300337,Lower floor of large Clifton Hill house,48276169,Candice,,Yarra,-37.792775524701185,144.98719463327055,Private room,89,2,25,2017-02-26,1.52,1,77
+12120363,Relax In Richmond - In The Heart Of The Action!,4518792,Vicky,,Yarra,-37.81765989072755,144.9964595075221,Entire home/apt,85,2,0,,,1,73
+16538548,Private Room in Apartment close to City,20010213,Mai-Anh,,Yarra,-37.810019486519614,145.00729357786736,Private room,50,1,1,2017-01-24,0.42,1,0
+14935912,BED & BOARD Charming 2 Bed in Tranquil Inner North,2746404,Michelle,,Yarra,-37.780015485852424,144.9633238226682,Entire home/apt,149,1,27,2017-04-01,5.63,1,154
+6279470,Life of Uscha Fitzroy Apartment,21821398,Barny,,Yarra,-37.79865565367441,144.98421604578462,Entire home/apt,153,2,23,2017-03-27,1.03,1,32
+15099665,Central cosy apartment! newly renovated :),15975651,Andrew & Antonia,,Yarra,-37.801879077965935,144.97475019779617,Private room,75,2,29,2017-03-27,5.12,1,304
+4221615,Plush abode next to nature ,2326694,Katherine,,Yarra,-37.79973425729967,145.00049316541768,Entire home/apt,140,5,28,2016-11-26,,1,353
+6684081,Private room & bathroom. 2km to CBD,3898527,Hanh,,Yarra,-37.82622428709081,144.99093228719792,Private room,85,2,22,2017-01-28,1.35,1,149
+8185614,Princes Hill/Carlton North,43178277,Jason,,Yarra,-37.78228191783993,144.96808518269,Private room,30,1,1,2015-10-05,0.05,1,0
+4957821,Convenient inner city location.,7751499,Monique,,Yarra,-37.82865513942818,144.98923496106553,Entire home/apt,149,2,10,2017-04-01,0.40,1,88
+9201321,Designer Warehouse Conversion,13429624,Joe & Garrett,,Yarra,-37.79543714657695,144.9840947338645,Entire home/apt,300,2,9,2017-03-19,0.59,1,28
+13919717,"Stylish, Inviting, Warehouse Style",32949460,Vanessa,,Yarra,-37.79708657992361,144.98130665482523,Entire home/apt,201,2,11,2017-02-11,3.24,1,29
+12614554,Fitzroy apartment,43411891,Struthers,,Yarra,-37.79497384813985,144.98294586086834,Entire home/apt,180,1,25,2017-03-24,2.34,1,69
+6416547,The White Room - Studio,3632953,Lynda,,Yarra,-37.790348254207025,144.97700270476696,Entire home/apt,220,2,35,2017-01-26,1.56,2,333
+16771243,"Light, spacious bedroom with private sitting room",14262931,Nola,,Yarra,-37.78644060523579,144.99450111601675,Private room,75,2,3,2017-03-01,1.34,2,363
+2139835,Collingwood Fitzroy light spacious,4601048,Naomi,,Yarra,-37.80493415183021,144.98881452948288,Entire home/apt,135,2,204,2017-03-24,5.20,1,304
+13608009,Stylish light filled apartment.,1880398,Alice,,Yarra,-37.78770541652534,144.99944289362602,Entire home/apt,130,2,11,2017-01-22,1.20,1,306
+8054895,Sophisticated 4 Bedroom Richmond Pad,760849,Bev,,Yarra,-37.82320194562292,144.991196296798,Entire home/apt,569,5,1,2015-09-21,0.05,51,341
+17497103,#BED 6 @Urban Paradise in Melbourne 10min from CBD,56656633,Linda,,Yarra,-37.81303750660076,144.99295142805315,Shared room,31,2,0,,,6,360
+9594928,Modern 3 level Townhouse,4549797,Eli,,Yarra,-37.81229832872475,145.00102985483397,Entire home/apt,250,2,1,2016-04-25,0.09,1,0
+7268401,Comfortable room in Fitzroy,19616294,Mohammed,,Yarra,-37.795170960984954,144.98135413143257,Private room,59,1,2,2015-08-18,0.10,1,0
+2091002,Brand new apartment room + gym/pool,1957292,Will And Fi,,Yarra,-37.811397157924176,145.0103687470896,Private room,201,7,6,2014-08-16,0.15,3,89
+1927160,Sunny Room in Collingwood Warehouse,2303218,Stuart,,Yarra,-37.80339504861558,144.98574603734238,Private room,149,4,4,2015-08-14,0.12,1,0
+16276895,Fitzroy Bed and Breakfast,13720381,Sal,,Yarra,-37.78958767571655,144.9766837268177,Private room,121,1,0,,,1,302
+12740579,BORDEAUX: Bright & quirky in Richmond!,5383441,"Amy, Gareth & Dan",,Yarra,-37.81805341506,144.99746902028514,Entire home/apt,165,2,17,2017-02-03,1.64,32,177
+189406,Position Perfect - Richmond,913736,Danielle & Ruth,,Yarra,-37.817576284993144,144.99832692780961,Entire home/apt,159,3,15,2016-12-16,0.26,12,345
+7955327,Spacious modern townhouse - excellent location!,41892834,Jessica,,Yarra,-37.793809615675755,144.99735826535593,Entire home/apt,130,3,0,,,1,0
+12936033,"Bright, spacious, great location!",23990103,John,,Yarra,-37.80315224776326,144.98447953958933,Entire home/apt,149,2,8,2017-01-02,0.95,2,0
+8955670,Students close to Melb and RMIT Uni,46806822,Donna,,Yarra,-37.789089308185936,144.97037023228305,Private room,55,1,15,2017-03-28,1.05,2,280
+17950278,Richmond Modern 1BDR in the heart of it all,9360554,Luke,,Yarra,-37.81553001738245,144.99737146232383,Entire home/apt,140,3,0,,,1,337
+5367358,Friendly Collingwood house,9542525,Will,,Yarra,-37.79602642547741,144.99205435066176,Entire home/apt,145,2,3,2015-10-21,0.16,1,0
+9893192,Stylish terrace house in Richmond,707620,Georgia,,Yarra,-37.81804431289669,145.0039307378322,Private room,69,2,28,2017-03-23,1.82,5,349
+2056947,Light & Airey Collingwood loft apt,4594422,Lynette,,Yarra,-37.795910335780974,144.98838980690098,Entire home/apt,83,1,139,2017-02-26,3.56,5,279
+13192606,Super convenient and charming,50027879,Melanie,,Yarra,-37.821739247127105,144.99625738464755,Entire home/apt,110,2,0,,,1,0
+17949195,Quiet & comfortable Richmond gem,35183980,Michael,,Yarra,-37.825910962853435,145.01119509499156,Entire home/apt,220,1,0,,,1,364
+17883657,Peaceful haven in leafy Fitzroy,4400317,Philippa,,Yarra,-37.795764590399884,144.98105044490717,Private room,51,2,0,,,1,14
+17228283,Beautiful home in Melb's best inner city location,17091770,Priya,,Yarra,-37.80288318647946,144.99651658853944,Private room,80,1,2,2017-03-25,2,1,24
+5005712,Cool Warehouse Apartment,9944626,Andrea,,Yarra,-37.79005068929521,144.98511844711783,Entire home/apt,300,2,23,2017-02-16,0.87,1,365
+16966028,Small private room - hip brunswick st.,10489080,Katerina,,Yarra,-37.78919668035263,144.97899995186944,Private room,50,4,4,2017-03-17,1.88,4,58
+8583907,Large apartment with city views,31490000,Benjamin,,Yarra,-37.83357487612868,144.99602325562918,Entire home/apt,600,1,0,,,1,0
+7135550,Action in vibrant Collingwood/Fitz!,33404839,Maria,,Yarra,-37.800956903696616,144.98359742832798,Entire home/apt,145,1,100,2017-03-21,4.93,1,337
+5607619,brand new apartment with gym,29072568,Yang,,Yarra,-37.809631380080155,145.0057379292286,Private room,60,1,0,,,4,0
+15524912,"Location, Amenities & Comfort in 1 Bd/1 Ba!",23547641,Lacey,,Yarra,-37.81508515212368,145.00338913993428,Entire home/apt,121,5,1,2016-11-29,0.24,1,0
+15524867,"Garden studio - quiet, private",26027790,Marion,,Yarra,-37.80516134498885,144.98206370027137,Private room,75,2,14,2017-03-30,2.80,1,279
+14082336,Private room in stunning warehouse conversion,9181080,Ricky & Kate,,Yarra,-37.825904721420684,144.99454286291578,Private room,105,2,1,2016-08-11,0.13,2,362
+13133187,"Quite, private room in contemporary house",73152703,Mark,,Yarra,-37.776954310116686,144.97892371952423,Private room,66,1,16,2017-03-28,1.95,1,362
+5562640,Large Homely Environment,28840400,Mona,,Yarra,-37.790983421582546,144.99468231135907,Private room,75,1,15,2017-03-13,0.61,1,307
+6676745,Fabulous Fitzroy Apartment!,24206227,Ed,,Yarra,-37.79684126097274,144.9834800753487,Entire home/apt,149,3,35,2017-03-22,1.58,1,17
+14967042,Cosy Room Moments From Melb City,62460529,Jesslyn,,Yarra,-37.81368170198968,145.008904769145,Private room,90,1,17,2017-03-18,2.74,1,153
+11854047,Collingwood Apt - Brand New!,4038182,Mark,,Yarra,-37.8052718040226,144.9843135717575,Entire home/apt,199,4,8,2017-02-25,0.63,1,359
+4710172,Fantastic Fitzroy Treetop Apartment,24340680,Peter,,Yarra,-37.803347094757704,144.97429773891318,Entire home/apt,125,2,183,2017-04-02,6.48,3,153
+9494332,Close to the Australian Open,49209009,Dylan,,Yarra,-37.80750447999452,144.9956082159774,Entire home/apt,90,3,1,2017-01-01,0.32,1,0
+9592629,Attractive 1 bed apartment melbourn,49649627,Shlomi,,Yarra,-37.8158017086594,144.9987417040415,Entire home/apt,180,2,2,2016-03-24,0.14,1,0
+14376758,Collingwood City edge apartment,45874128,Hayley,,Yarra,-37.80685561451058,144.98958865363008,Private room,69,1,7,2017-03-31,1.17,1,337
+13098798,LARGE TOWNHOUSE NEAR CBD,12197796,Nicole,,Yarra,-37.83011547389261,144.99292442803187,Private room,50,1,0,,,10,180
+6348552,New modern light filled studio.,33071051,Paul,,Yarra,-37.78639050804591,144.99833439726174,Entire home/apt,149,3,64,2017-03-18,3.08,2,342
+11493138,Sunny Room Fitzroy North,1621151,Kristen,,Yarra,-37.783412442546656,144.99009213092467,Private room,69,1,1,2016-04-25,0.09,1,0
+16244452,North Fitzroy Cottage,2593250,Kate,,Yarra,-37.78368680776881,144.9887484595615,Private room,48,1,2,2017-02-01,0.65,1,64
+7214012,Spacious home just out of the City,27460296,Lauren,,Yarra,-37.81979811200517,144.996415209859,Private room,41,1,0,,,1,0
+1072849,Old Chocolate Factory conversion,2976827,Amanda,,Yarra,-37.81069620950532,144.99154313390466,Private room,80,1,13,2017-03-11,0.42,3,365
+6716015,Newly Renovated 1BR in Richmond,19078925,Thao,,Yarra,-37.81845266185677,144.99869049508752,Entire home/apt,90,1,98,2017-03-29,4.61,1,329
+11681389,Double Room in Fitzroy/Collingwood,24129792,Tess,,Yarra,-37.80172899872143,144.9834666619074,Private room,56,1,48,2017-03-31,4.01,2,28
+10179254,Triple room in superb location,42238180,Bob And Krystie,,Yarra,-37.82690900838351,145.00340674584393,Private room,75,1,17,2017-04-02,1.10,6,3
+16637511,Private room in Richmond (Cremorne),9489881,Mick,,Yarra,-37.8323141841029,144.99245661548426,Private room,60,1,1,2017-03-22,1,2,130
+16604742,RICHMOND 1BDR 1CARPARK+STUDY APT+ BRIDGE RD + WIFI,50626167,Short Stay Plus,,Yarra,-37.81892283805127,145.0037467052014,Entire home/apt,139,2,3,2017-02-13,1.18,22,220
+2972586,Townhouse in Richmond,14432032,Amy,,Yarra,-37.81963560135854,144.99188739990274,Private room,109,1,0,,,1,0
+17718179,Brunswick East Beauty,4798007,Channie,,Yarra,-37.77936522246226,144.97885479240367,Entire home/apt,121,3,0,,,1,112
+18012978,Modern Apartment in Funky Fitzroy,22071359,Lilli,,Yarra,-37.79556190977351,144.98353218215632,Entire home/apt,149,7,0,,,1,296
+15719200,Entire Richmond Apartment with city views,5945640,Nathalie,,Yarra,-37.81937225988196,145.0088460659852,Entire home/apt,155,2,11,2017-03-26,3.27,2,313
+15666173,The Comfortable Cave.,3994089,Christopher,,Yarra,-37.79681927604831,144.97983886196423,Private room,100,1,9,2017-03-25,2.03,1,171
+1893708,Cosy Collingwood studio,4594422,Lynette,,Yarra,-37.79789655042999,144.98816359948492,Entire home/apt,80,1,117,2017-03-24,2.91,5,329
+13885408,Private Room in Fitzroy Warehouse | Best Location,4193994,Kayleigh,,Yarra,-37.798658531411746,144.97622202108852,Private room,46,5,2,2016-10-22,0.23,1,0
+7331772,Charming Collingwood apartment,4594422,Lynette,,Yarra,-37.799508574373135,144.98744913657538,Entire home/apt,80,2,3,2017-03-28,3,5,310
+17686445,"Quiet Room, Quiet Street, Great Location",12800202,Brendan,,Yarra,-37.77930835939824,144.9811108288111,Private room,45,1,0,,,1,161
+2565444,Artist Studio/Apartment,12746706,Sonia,,Yarra,-37.79111767856027,144.97913171044112,Entire home/apt,100,7,13,2015-10-13,0.36,2,16
+8904554,"Large, sun-filled, 2-bed apt. in heart of Fitzroy",2093262,Katie,,Yarra,-37.80067574456937,144.97912725516636,Entire home/apt,105,7,0,,,1,21
+11363641,A Gem in Collingwood,2787253,Kirsty,,Yarra,-37.79771963156309,144.99095551352994,Entire home/apt,130,1,11,2017-02-14,0.82,1,270
+16407294,"Cozy apartment, king bed and roof-top garden",107065823,Sara,,Yarra,-37.77894498959102,144.97875960439566,Entire home/apt,125,2,1,2017-01-28,0.45,1,0
+6544073,Room in Designer house,3962235,Ewen,,Yarra,-37.82804252403048,144.99616716076335,Private room,69,1,3,2016-01-05,0.14,2,0
+9981723,Sunny 2bd Apartment | Outdoor Area | Carpark,658142,S.Campbell,,Yarra,-37.77826159233162,144.97874282118613,Entire home/apt,189,3,11,2016-12-31,0.72,2,0
+12835492,"Amazing complex/room w. view, gym, pool, sauna...",70069880,Ben,,Yarra,-37.812088204487296,145.0143308048272,Private room,68,2,6,2017-03-18,1.84,1,154
+16491631,Cheap and simple flat in carlton north,108300055,Mathilde,,Yarra,-37.785457106624825,144.96873073328376,Entire home/apt,102,1,2,2017-02-11,0.61,1,5
+15932083,Close To Melbs Sporting Meca & CBD Quiet Secluded,39881843,Deb,,Yarra,-37.82284749622842,145.01066674736123,Entire home/apt,121,3,5,2017-03-20,1.36,1,14
+16439131,"Light, Bright and Overlooking the Yarra River",12787983,Debra,,Yarra,-37.81113040344099,145.0120870193649,Entire home/apt,199,3,2,2017-02-12,0.65,2,56
+9961670,Nice and comfortable room close to the center,27799122,Daniel,,Yarra,-37.808834046792875,144.9947775810383,Private room,58,3,4,2017-01-29,0.90,2,0
+6841307,Comfy Cottage Close to Everything!,3549150,Lena,,Yarra,-37.808365602515366,144.9977639838206,Private room,69,1,1,2015-07-05,0.05,1,0
+3498969,Gorgeous Fitzroy Nth Terrace,14298738,Tessa,,Yarra,-37.78083705637984,144.98293162415675,Private room,60,2,11,2017-03-29,0.84,1,90
+10901279,Double room East Brunswick,7819049,Erin,,Yarra,-37.77926626664616,144.97867414607882,Private room,60,1,4,2017-03-10,0.30,2,332
+17782538,The Heart of Collingwood,42883088,Yang (Tammy),,Yarra,-37.803450496861,144.98387932915205,Private room,56,2,0,,,1,70
+6575850,Large room in great city location,31700308,James,,Yarra,-37.800211243099305,144.99611679173748,Private room,66,5,0,,,1,0
+13754561,Home Away From Home - Great location,21631686,Katya,,Yarra,-37.7994308690241,144.99601565412593,Entire home/apt,395,2,6,2016-10-29,0.70,1,0
+10123968,Cosy Fitzroy Studio Apartment,8375199,Ketut,,Yarra,-37.80749996927251,144.98101638511682,Entire home/apt,121,3,56,2017-03-19,3.66,2,346
+6316148,"Riverside retreat - huge room, near CBD + WiFi",5216487,Nic,,Yarra,-37.785693845010364,145.01812383981692,Private room,48,2,24,2017-03-30,1.47,2,347
+16440862,Cosy Bluestone Cottage in vibrant Fitzroy,2305213,Annamaria,,Yarra,-37.804791034867975,144.9813580103663,Private room,80,2,4,2017-03-18,2.67,1,68
+7331327,Unique Spacious Collingwood Loft,4594422,Lynette,,Yarra,-37.79532406970843,144.9867138972391,Entire home/apt,84,2,59,2017-03-14,2.84,5,342
+7228447,Spacious Light Room in Inner North,8879811,Gretta,,Yarra,-37.77910770608878,144.96914067420656,Private room,35,2,3,2015-11-01,0.16,1,0
+15208350,Private room in Richmond's heart,66437892,Tahli,,Yarra,-37.82106652241139,145.00458537027546,Private room,60,1,5,2017-03-19,1.11,1,324
+2645391,Gorgeous in hip Collingwood/Fitzroy,12815428,Allan & Paul,,Yarra,-37.808593473083356,144.98303548555668,Entire home/apt,330,6,10,2017-03-27,0.33,1,32
+875913,A1 Central Position+ 1 BR APT+WIFI,50121,Frank And Vince,,Yarra,-37.820672554705006,144.993647933238,Entire home/apt,229,3,17,2017-03-12,0.36,18,312
+13160339,Converted Warehouse Apartment in Richmond,17943943,Jake,,Yarra,-37.81877273820696,144.99973380466685,Private room,75,1,0,,,1,0
+4152686,large house in central Fitzroy,14027444,Nina & Karl,,Yarra,-37.803579625831006,144.98249569855548,Entire home/apt,471,3,15,2017-03-25,0.55,4,354
+17238468,"#BED 1 @luxury on a budged,urbanparadise 10min CBD",56656633,Linda,,Yarra,-37.81477870151417,144.99126047941058,Shared room,31,2,2,2017-03-05,1.76,6,331
+10214573,Converted Warehouse with City Views,52487513,Reesha,,Yarra,-37.82782846491726,144.99154695030063,Entire home/apt,450,2,3,2016-12-31,0.21,1,363
+17392312,Beautiful Modern Central Richmond Townhouse,22605011,1/32,,Yarra,-37.82526474663935,145.00436323427317,Entire home/apt,130,2,0,,,1,43
+9264259,Privet room in trendy Fitzroy North,48125425,Shmel,,Yarra,-37.77978587992934,144.98594027079005,Private room,51,1,11,2016-01-06,0.65,1,285
+17882230,Chance only once,122456847,奇,,Yarra,-37.82494365396894,145.0080364133022,Private room,98,1,0,,,1,365
+17685516,Abbotsford Artist Loft,30408090,Maddy,,Yarra,-37.799890890578254,144.99896143229378,Entire home/apt,130,3,0,,,1,21
+10969286,colourful + airy - FITZROY NORTH,8065138,Philomena And Nick,,Yarra,-37.78367365520821,144.98231068772472,Private room,69,1,26,2017-03-25,1.91,1,346
+17782481,Pete's Place,26489011,Jennifer,,Yarra,-37.79014487658087,145.00023136776457,Entire home/apt,110,1,1,2017-03-26,1,1,149
+10639043,Stay! Eat! In vibrant Victoria St.,23226163,Mary,,Yarra,-37.812983723836204,144.99761839447302,Private room,45,7,28,2017-03-04,1.96,1,160
+13850261,Live the perfect Melbourne experience,31823447,Shan,,Yarra,-37.795067522961325,144.97945758285306,Private room,85,1,7,2016-12-03,0.85,2,77
+11130505,Stay in the Heart of Collingwood-20min walk CBD,56949199,Luca,,Yarra,-37.802805201066526,144.98322779728977,Entire home/apt,159,1,47,2017-03-25,3.53,1,71
+15502887,"Private room, full gym, city views.",579401,Global Citizen,,Yarra,-37.77900013837566,144.98130087693957,Private room,55,1,2,2017-03-19,1.46,2,181
+16962770,"Modern tranquil townhouse, close to CBD and more",4539914,Jon,,Yarra,-37.80679942953937,144.99597021007108,Entire home/apt,220,3,0,,,1,4
+9594971,Massive Master Room w/ a Balcony,4393157,Winnie,,Yarra,-37.81580917806998,145.0131210638825,Entire home/apt,119,1,1,2015-12-12,0.06,1,0
+11949227,2BR terrace in vibrant Collingwood,48204755,James,,Yarra,-37.79754166731262,144.99278274124333,Entire home/apt,210,2,17,2017-03-19,1.55,1,330
+4152627,above the rooftops of Fitzroy,14027444,Nina & Karl,,Yarra,-37.80224949251577,144.98357836637,Private room,121,2,4,2016-02-21,0.14,4,356
+17725891,Quiet cosy room in a fantastic Richmond location,13680069,Marc & MJ,,Yarra,-37.8166529433537,145.01295639154634,Private room,55,1,4,2017-04-01,4,1,351
+5920942,1 BDR Unit - short walk to Aus Open,2676568,Kirstin,,Yarra,-37.82435898192304,144.9895247986761,Entire home/apt,149,5,2,2015-07-04,0.09,1,0
+10180762,Elegant Fitzroy,5491027,Susie,,Yarra,-37.80638625553226,144.9799201414037,Entire home/apt,250,5,1,2016-01-12,0.07,1,0
+17389692,"By Concierge: ""Daphne"" Classic 3BR DESIGNER Abode",117563320,By Concierge,,Yarra,-37.81032438864258,144.99475594280156,Entire home/apt,360,1,1,2017-04-02,1,1,352
+14374982,Great Two Bedroom Apartment Abbotsford,88222829,Sara,,Yarra,-37.810008344473566,145.00655203729565,Entire home/apt,149,3,6,2017-03-13,0.88,1,35
+8583518,Modern 2bed City View-Walk Stadiums,846826,Samara,,Yarra,-37.82421444393177,144.99731712512965,Entire home/apt,450,2,2,2016-03-20,0.12,1,362
+5527538,Cosy in Clifton Hill,18679801,Tara,,Yarra,-37.78621403486971,144.99669031279535,Entire home/apt,121,5,2,2016-01-03,0.13,1,0
+11698753,RICHMOND HIIL HERITAGE? BEST STAYS,17898106,Chelo,,Yarra,-37.8205803874014,144.9953120985314,Private room,115,2,1,2017-01-18,0.39,1,90
+9828528,"Bright, comfortable, access to pool",17750103,Jen,,Yarra,-37.792722646331875,145.001270318924,Private room,79,3,2,2016-03-23,0.14,1,49
+9720860,Sunny & comfortable modern apt,2263867,Anna,,Yarra,-37.79983470990888,145.00176719848398,Entire home/apt,130,1,13,2017-03-27,0.87,1,0
+14832502,Stylish Warehouse Apartment in Collingwood,543881,Ghita,,Yarra,-37.80633374489571,144.98712276241835,Private room,85,1,11,2017-03-26,2.01,2,62
+8704879,Bright modern private room & bathroom with views,42749928,Ally,,Yarra,-37.81781396621867,145.01257101181957,Private room,69,1,23,2017-03-23,1.29,2,365
+12473202,Hideaway in a Warehouse Conversion,44976928,Matthew,,Yarra,-37.82482224169802,144.99175776326624,Private room,85,3,0,,,2,362
+6902631,Light-filled terrace with fireplace,6518945,Zoe & Dane,,Yarra,-37.79274623338547,144.9970681943479,Entire home/apt,121,6,9,2016-12-29,0.42,1,0
+1778484,Charming pad in leafy Fitzroy (Aus),9337376,Sue,,Yarra,-37.77823149143837,144.9839198105252,Entire home/apt,94,3,102,2017-02-14,2.42,1,48
+16536360,Victorian charm meets inner city style,47743719,Katrina,,Yarra,-37.78987558160128,144.98591781119092,Entire home/apt,201,2,9,2017-03-26,3.70,1,275
+8572374,Awesome & Accessible Abbotsford,13508792,Blake,,Yarra,-37.80089675058708,144.99603512959294,Private room,69,18,46,2017-03-19,2.57,2,73
+11000446,"Collingwood 1 Bedroom, King Bed",22135914,Marcus,,Yarra,-37.798147085674515,144.98586013773163,Entire home/apt,149,7,1,2016-07-29,0.12,1,0
+12210516,Upstairs loft style room,23232103,Teri,,Yarra,-37.82489726295135,145.01184606060656,Private room,149,3,0,,,1,0
+8326929,Tranquil house w/ pool near cbd,7076581,Alana,,Yarra,-37.79848051659964,144.9780020224974,Private room,75,2,6,2017-03-04,0.33,1,0
+17439211,Modern warehouse apartment,39667312,Nina,,Yarra,-37.78529852207991,144.98241325108333,Entire home/apt,180,2,2,2017-03-27,2,2,46
+16636500,Fitzroy Apartment - Studio Room,10782258,Gabriella,,Yarra,-37.797959124300384,144.97557785731206,Private room,73,1,2,2017-03-18,0.67,2,301
+10129165,Architect's own mews house,20430169,Chris,,Yarra,-37.81989481380835,144.9924636211194,Entire home/apt,140,3,5,2016-02-21,0.34,1,0
+9888588,"Queen Room, WIFI, private bathroom",11004022,Elvita,,Yarra,-37.819912720641135,145.0139759037659,Private room,62,3,23,2017-03-26,1.53,3,23
+6543877,Cool Apartment in Trendy Abbotsford,6435519,Stephen,,Yarra,-37.80357221630861,144.99916057220977,Entire home/apt,134,1,29,2017-02-17,1.40,1,310
+16341474,Converted Warehouse in Richmond,7216774,Tim,,Yarra,-37.81104201075572,144.9914766138032,Private room,66,1,5,2017-03-18,1.61,1,175
+10475986,"Richmond Flat, Awesome Location!",13467801,Scott,,Yarra,-37.81753729629491,144.99349851537352,Entire home/apt,88,2,24,2017-03-19,1.66,6,362
+17798551,"Contemporary private room, fantastic location!",60263868,Vanessa,,Yarra,-37.826726111221326,144.99668470138883,Private room,100,1,1,2017-04-01,1,1,89
+16046543,Newly renovated stunning Clifton hill apt,12046575,Gary,,Yarra,-37.789696766802216,145.00359393898222,Private room,75,1,10,2017-03-26,2.61,1,181
+13982144,"Rowena Hill House, Richmond",47152731,Avril,,Yarra,-37.821112771746684,144.99334649978917,Entire home/apt,201,1,26,2017-03-26,3.15,1,68
+4807069,"Beautiful, big room in Melbourne",3497853,Tom,,Yarra,-37.78368327078976,145.02244412655352,Private room,80,1,1,2016-06-25,0.11,1,364
+3234163,"Madeline, BOUTIQUE Fitzroy Apartmnt",7509953,Linton,,Yarra,-37.805551315129364,144.9802576140759,Entire home/apt,165,2,77,2017-03-08,2.27,70,365
+11360599,Stylish Comfortable Great Location,59511572,Seryn,,Yarra,-37.8006825440858,144.98001139643566,Private room,69,1,30,2017-03-06,2.37,1,359
+12122365,Master bedroom in beautiful home,707620,Georgia,,Yarra,-37.81792740336429,145.0020130570482,Private room,66,2,2,2017-02-25,0.17,5,0
+17126797,"""Finn"" Hip 2 BR Pad Landmark Brunswick St Locale",35370298,Blake(Mybnb),,Yarra,-37.798162138343876,144.9771451752601,Entire home/apt,159,3,2,2017-03-25,2,14,38
+7637547,Happy Home in the Heart of Richmond,40071306,Rebekah,,Yarra,-37.82003573190825,144.99911766005232,Private room,90,3,0,,,1,0
+2951143,Self contained apartment ,15066046,Peg & Robert,,Yarra,-37.81277308058242,145.00305775013751,Private room,107,3,0,,,2,0
+8037261,Aberdeen House 10 minutes from CBD,42071755,Joy,,Yarra,-37.788928619823004,144.97928448579572,Entire home/apt,460,2,5,2016-10-01,0.27,1,328
+13129022,Cosy bedroom + private bathroom in Fitzroy!,14150578,Kay,,Yarra,-37.79191201579255,144.9786596437989,Private room,75,1,7,2017-01-20,0.72,1,95
+1463598,At home in Richmond -3 Bedrooms,6362922,Roisin,,Yarra,-37.822074559668756,144.99708467648952,Entire home/apt,185,30,10,2016-10-01,0.57,2,325
+6494509,3 Weeks in North Fitzroy Home,4152897,Bobbie,,Yarra,-37.780884690615366,144.98334818262032,Private room,50,1,0,,,1,0
+6609142,Designer Fitzroy Terrace,8355317,Zoe,,Yarra,-37.80263485852716,144.98245228332658,Entire home/apt,350,2,20,2017-03-26,1.46,1,175
+14984233,Quirky Character Fitzroy Home & Garden,44976168,Laura,,Yarra,-37.79300000728858,144.98306535591604,Private room,52,1,10,2016-12-15,1.51,2,0
+17189057,great location close to cbd,865291,Bryley,,Yarra,-37.78579433792136,144.9842996609428,Private room,88,2,0,,,1,0
+11950276,Converted warehouse Collingwood,22334002,Richard,,Yarra,-37.80321833721422,144.98532662442807,Private room,50,1,2,2016-04-19,0.17,1,0
+17847931,"Great home base in a green, hip neighborhood",39299342,Christopher And Tara,,Yarra,-37.78240694430585,144.98907330998966,Entire home/apt,71,2,0,,,1,15
+16453223,Colourful & Bright room with pool,12470082,Eleanor,,Yarra,-37.788114996171984,144.9776971964856,Private room,89,2,6,2017-01-22,1.94,1,174
+16471638,Couldnt get better than Fitzroy nth,22905949,Lauren And Tama,,Yarra,-37.78178717704767,144.9813306113264,Entire home/apt,195,3,0,,,1,96
+17682613,Grand inner-city retreat,12246840,Joanna,,Yarra,-37.78807054539869,144.9794038143695,Entire home/apt,800,10,0,,,1,121
+284210,"Fitzroyalty - cool, central & quiet",1480426,Kate,,Yarra,-37.79849702408284,144.97882853377763,Entire home/apt,110,2,20,2017-03-25,0.56,1,4
+17159704,Prime Location with stunning city views,46900529,Maxi And Max,,Yarra,-37.82332724902727,144.98995170475897,Entire home/apt,210,2,0,,,1,26
+10179531,Double room in superb location,42238180,Bob And Krystie,,Yarra,-37.82657547949547,145.0029928671733,Private room,69,1,6,2016-03-05,0.39,6,4
+762695,Location+ SPLIT LEVEL 1 BR APT+WIFI,50121,Frank And Vince,,Yarra,-37.81466979881113,145.0015705009771,Entire home/apt,239,3,12,2017-02-15,0.33,18,332
+8411412,"Richmond, brand new, inner city",44309512,Kanchi,,Yarra,-37.81598384760302,144.99472568538783,Entire home/apt,160,1,51,2017-03-25,3.30,1,157
+17162756,One Bedroom Apartment in Clifton Hill,45541694,Kyle,,Yarra,-37.79401707393305,144.9980700499087,Entire home/apt,201,1,0,,,1,13
+11701422,Queen room in heart of Richmond!,5932094,Lisa,,Yarra,-37.814708437774385,145.00448714266489,Private room,50,2,0,,,1,77
+10374144,Funky Laneway Apartment in Fitzroy,3884166,Gail,,Yarra,-37.806519437309056,144.98335704493368,Entire home/apt,119,2,46,2017-03-27,3.19,1,66
+4869122,Stylish designer apartment + wifi,21606069,Gerrit,,Yarra,-37.785327464640005,144.97871318927434,Entire home/apt,265,1,26,2017-02-25,0.98,2,180
+8309754,City apartment with hotel amenities,43803812,Kayla,,Yarra,-37.81223426647498,145.01325534175393,Entire home/apt,85,1,4,2017-03-21,0.74,1,0
+7752682,"Hse,CBD,3rms+3bth, 7beds, Wifi, Gdn",40097725,Scott,,Yarra,-37.806357845053974,144.9926410278726,Entire home/apt,288,1,70,2017-03-26,4.04,10,98
+11226082,One Bedroom Inner City Apartment,15008551,Tess,,Yarra,-37.81324244076375,144.9931318476315,Entire home/apt,105,3,21,2017-03-30,1.56,1,314
+7752661,"Twin+Ensuite+WiFi, City, House Gdn",40097725,Scott,,Yarra,-37.80675971930334,144.99432051039759,Private room,80,1,2,2015-12-02,0.11,10,5
+215787,5 mins Melbourne CBD in Richmond. ,700065,Marilyn,,Yarra,-37.81860840521551,144.98995523666994,Entire home/apt,98,7,33,2017-02-25,0.51,1,337
+13847237,1BR FITZROY TOWNHOUSE - Jul/Aug,81752162,Benjamin,,Yarra,-37.79887387913054,144.97763747614192,Entire home/apt,100,14,0,,,1,0
+1952433,"Lovely Artist´s home, Fitzroy",6533001,Linterna Magica,,Yarra,-37.8019577328151,144.9769774029997,Private room,75,7,6,2015-08-17,0.24,4,343
+8446401,全新公寓,29072568,Yang,,Yarra,-37.81057872842483,145.00632043800465,Private room,60,1,0,,,4,0
+12503664,Friendly house in inner Melbourne,8250635,Harry,,Yarra,-37.78724816804796,144.9991721329982,Private room,41,1,9,2017-03-19,1.62,1,345
+13158998,The Sun Room Townhouse,6404731,Mark,,Yarra,-37.78911918902847,144.9771792890621,Entire home/apt,201,2,1,2016-09-27,0.16,2,13
+15557047,Modern apartment on CBD's doorstep. Sports central,55866240,Alex,,Yarra,-37.79864494895233,145.000663455091,Private room,176,2,6,2017-01-22,1.27,1,172
+4967458,Location Space Character & Comfort!,617308,Jane,,Yarra,-37.80626622293006,144.98243279897002,Private room,62,5,19,2017-03-29,0.72,2,160
+3786946,2km City! Short Stay Shared Room!,19435965,Lily,,Yarra,-37.80848573516916,144.99514252360217,Shared room,31,1,13,2016-11-13,0.46,2,365
+12011713,Trendy Apartment in Fitzroy with Car,47816525,Byron,,Yarra,-37.794102264357555,144.97840420056409,Entire home/apt,350,2,14,2017-03-24,1.30,1,362
+15748020,Central & with parking in Richmond,42159630,Jo,,Yarra,-37.821656945029375,144.9899927168053,Entire home/apt,125,1,14,2017-04-02,3.07,1,318
+2935690,The Piano Factory,14990671,Melinda & Steve,,Yarra,-37.78859167022356,144.99217601618304,Entire home/apt,121,2,61,2017-03-25,3.27,1,283
+9980369,"Beautiful, Bright Private Room",4682310,Natalie,,Yarra,-37.78570646440235,144.9699623233899,Private room,45,2,0,,,1,0
+11684301,"Location, Location, Location",2328327,Jillian,,Yarra,-37.80134147258007,145.00044974196996,Entire home/apt,166,7,0,,,1,0
+14469578,Cosy 1 bedroon flat in Fitzroy,12441831,Mie,,Yarra,-37.796989180499324,144.97781747676143,Entire home/apt,118,2,5,2017-01-16,0.74,1,20
+3372790,Home in prime Melbourne location,17018045,Renee,,Yarra,-37.809459156829945,145.00208208207047,Entire home/apt,121,2,3,2016-02-29,0.10,1,0
+6736199,MODERN LUXURIOUS CENTRAL LOCATION,35277104,Phil,,Yarra,-37.81356374364644,144.9996261283395,Private room,48,1,38,2017-03-25,1.73,1,267
+15747391,Fitzroy 3 level warehouse apartment,2149086,Jo-Anne,,Yarra,-37.80229238632953,144.97649335712921,Entire home/apt,281,3,1,2017-03-06,1,1,140
+9390386,Private room in Fitzroy/Collingwood,12516098,Thea,,Yarra,-37.79611947363924,144.98252254182617,Private room,68,3,12,2017-01-02,0.72,1,357
+10438959,"2br Appt Inner City, View, WIFI, Parking",11004022,Elvita,,Yarra,-37.8187595684163,145.01261883228602,Entire home/apt,145,3,6,2017-01-20,0.75,3,22
+3688741,LUXICO - Cairo (Fitzroy),11914644,Luxico Holiday Homes,,Yarra,-37.803328978738406,144.97564207613993,Entire home/apt,651,4,14,2017-03-26,0.47,58,295
+9849076,Spacious Art Deco Apartment,5338645,Jacqui,,Yarra,-37.781025163684355,144.97635858868233,Entire home/apt,148,3,2,2016-03-30,0.13,1,5
+6147162,Large double bedroom in Richmond,11745893,Stephanie,,Yarra,-37.818339301284915,144.99905440533172,Private room,50,7,16,2015-11-27,0.70,1,0
+17894387,Spacious Richmond apartment,122586376,Gavin,,Yarra,-37.81914889912834,145.01428625160665,Private room,105,1,0,,,1,47
+9618190,Macgilligan's Island,49761775,Matt,,Yarra,-37.80769265324704,144.9805540400492,Private room,41,1,4,2017-01-28,1.46,1,0
+2638458,Trendy 2BR Inner City Riverside Apt,2478306,Rael,,Yarra,-37.81265596037879,145.01368795356595,Entire home/apt,180,5,0,,,1,271
+13157227,"Gorgeous Fitzroy terrace, dream location",1151218,Sam,,Yarra,-37.795290710809915,144.98381045679253,Entire home/apt,201,5,3,2017-01-01,0.71,1,358
+5030110,Richmond - walk to MCG & Rod Laver,25965448,Jenifer,,Yarra,-37.81197575046774,144.99259865988782,Private room,60,1,8,2017-02-26,0.30,2,365
+9715761,Stunning 1880's 2 storey house for up to 6 guests,50156408,David,,Yarra,-37.81616520904952,144.99470676461394,Entire home/apt,495,4,10,2017-01-31,0.68,2,169
+5750634,Light filled in iconic heritage blg,27075816,Maylynn,,Yarra,-37.822859101003786,144.99272381798255,Entire home/apt,165,1,135,2017-03-27,5.50,1,336
+9550397,Room in Richmond-Walking distance to shops & tram,49456787,Allyson,,Yarra,-37.818689356617845,145.00501297682098,Private room,41,3,3,2017-02-12,0.46,1,39
+2112034,"Colour Pop Fitzroy-WiFi, Pet friendly, Parking BBQ",4647935,Rejuvenate Stays,,Yarra,-37.807206466959464,144.98078043393093,Entire home/apt,235,2,42,2017-03-18,1.10,14,324
+17481918,Beautiful double room in centrally located Fitzroy,118435005,Charlotte,,Yarra,-37.79598547149346,144.98339321678026,Private room,51,1,0,,,1,67
+6111360,"Charming, sunny inner city flat",31709996,Digby,,Yarra,-37.787674697575554,144.98620062677017,Entire home/apt,110,3,77,2017-03-25,3.46,1,341
+15480946,Private room in lovely cottage,26608238,Dominique,,Yarra,-37.81496057426358,145.0054397121576,Private room,48,7,5,2017-01-31,0.90,1,306
+12116350,Inner-City Richmond Warehouse,55325208,Isobel,,Yarra,-37.81142559984132,144.99251032269154,Private room,48,1,3,2016-05-18,0.25,2,189
+12071872,Light filled home in trendy Fitzroy,21618453,Helen,,Yarra,-37.80178209824708,144.97630708996053,Entire home/apt,110,2,8,2017-03-27,0.83,1,304
+9613851,"Cozy, Convenient Spot, Amazing View",49740104,Āndì,,Yarra,-37.81093242249344,145.00774925475733,Private room,66,1,90,2017-03-09,5.60,2,335
+11596522,"Self-contained space, historic home",60573943,Monica,,Yarra,-37.82815614019409,145.00118561493778,Private room,90,1,5,2016-08-13,0.40,1,0
+1061196,Beautiful Fitzroy Getaway,1701103,Joanne,,Yarra,-37.799097591010195,144.98198950571992,Entire home/apt,284,2,43,2016-11-19,0.92,2,304
+11677821,Luxurious Richmond Loft Apartment,62022261,Yvonne,,Yarra,-37.81450243563039,145.00145370197635,Entire home/apt,360,2,0,,,6,365
+13021933,Sunny bedroom with private balcony and view,22508819,Camille,,Yarra,-37.8081683424234,144.99932297529975,Private room,50,20,0,,,1,0
+15944025,MODERN FITZROY NTH PRIVATE ROOM + BATHROOM,98298028,Michael,,Yarra,-37.782898014816745,144.98360381477949,Private room,76,2,12,2017-03-18,2.83,1,91
+12006048,Fresh & fresh tidy room in Richmond,722286,Sonia,,Yarra,-37.81356212916406,145.0073303167275,Private room,59,3,2,2017-02-18,0.77,2,156
+5696129,"Queen Bed, Uniquely large apartment.",29484065,Scarlett,,Yarra,-37.77741504251223,144.98234561145475,Private room,48,2,20,2017-03-25,0.81,1,73
+16260542,Comfy and well located flat in Carton North,54594530,Paloma,,Yarra,-37.78104129254123,144.9719790269788,Entire home/apt,75,2,3,2017-03-05,1.22,1,33
+2306073,Modern Spacious 1BD with Balcony!,11778786,Jules,,Yarra,-37.832125246870035,144.99663855172773,Entire home/apt,140,5,12,2017-01-01,0.32,1,93
+10694660,Centre of Fitzroy,16976358,Rose,,Yarra,-37.79616853069938,144.97795853696158,Entire home/apt,90,4,35,2017-03-28,2.97,1,18
+14725092,"Rooftop terrace, trendy suburb.",25570778,Paul,,Yarra,-37.8244975608795,145.01159872069016,Private room,85,1,2,2017-02-25,0.42,1,365
+8105788,Stylish apartment with city views,42797340,Brigitte,,Yarra,-37.793178955013765,144.9828226236785,Entire home/apt,130,2,15,2017-03-26,1.05,1,0
+3125029,Central Fitzroy airy room available,14027444,Nina & Karl,,Yarra,-37.802099317712134,144.9828924760989,Private room,75,1,28,2017-03-17,0.81,4,355
+15009737,Two level apartment with skyline views of the MCG!,68022671,Victoria,,Yarra,-37.823732231380525,144.99187643851042,Entire home/apt,350,2,9,2017-03-25,1.46,1,364
+17477925,#BED 5@Urban Paradise in Melbourne 10min from CBD,56656633,Linda,,Yarra,-37.812691824250145,144.9919864658925,Shared room,31,2,1,2017-03-08,1,6,338
+14310785,1 x Bedroom (one person only),48844049,Alison,,Yarra,-37.78796467532083,145.004802795885,Private room,45,14,1,2017-03-16,1,1,364
+5222034,Traditional Victorian home2bedrooms,27020817,Lou,,Yarra,-37.7891927597816,144.9982128852314,Entire home/apt,201,2,3,2016-07-25,0.29,2,154
+17870439,"Huge 2BR Apartment, Amazing Location",21192829,Dani,,Yarra,-37.78741266023164,144.9758015748753,Entire home/apt,149,3,0,,,2,1
+12213471,Parkside apartment in Fitzroy Nth,637613,Hazel,,Yarra,-37.78721821650479,144.98440156541503,Entire home/apt,121,3,8,2017-01-26,1.05,1,246
+2561266,Charming 2 BD terrace apartment,12746706,Sonia,,Yarra,-37.79173854668695,144.97820681528924,Entire home/apt,140,2,46,2017-03-14,3.13,2,346
+17181977,Renovated 3-bedroom house in popular Abbotsford,16980096,Roslyn,,Yarra,-37.80215489445162,144.99870790711756,Entire home/apt,201,4,0,,,2,86
+16535827,INCREDIBLE designer CBD Townhouse *WIFI PARKING,1739996,Paul,,Yarra,-37.8192586502033,145.00281487441532,Entire home/apt,249,2,0,,,42,0
+15412457,Retro Richmond Residence,96948149,Mark,,Yarra,-37.83288832982219,144.9971165704358,Entire home/apt,149,2,3,2017-01-27,0.92,1,0
+6106289,Fitzroy North Victorian Terrace,31683534,Elizabeth,,Yarra,-37.78937482775885,144.98016469231985,Entire home/apt,190,2,1,2015-07-04,0.05,1,0
+11579220,The Fitzroy Northern -A Lovely Room,17348569,Anna-Maria,,Yarra,-37.77831971898928,144.98043943192692,Private room,50,1,6,2017-01-30,0.48,2,364
+13676368,Removed Richmond Private Apartment,79596282,Ha,,Yarra,-37.8119609623,145.00350708148324,Entire home/apt,94,2,0,,,1,0
+17345588,1. Cosy Fitzroy Victorian Bedroom,98943044,Peter,,Yarra,-37.79673639713129,144.9775220313289,Private room,60,1,18,2017-03-28,13.17,4,310
+7482425,Smith St Delight,39184944,Benjumin,,Yarra,-37.79442098261621,144.98619649038864,Private room,50,2,10,2017-01-07,0.62,1,0
+3353631,Urban Oasis on Smith St,3722262,Jirra,,Yarra,-37.80224509169146,144.98452135238676,Entire home/apt,121,2,71,2017-03-25,2.16,1,85
+17181288,Richmond VIC Open Office Desk # 2,27121649,Hab,,Yarra,-37.81286149981004,144.9984033295295,Shared room,26,5,0,,,3,81
+9959842,"Clean apartment, great location!",40371217,Chris,,Yarra,-37.81804246745118,145.00383287886226,Entire home/apt,210,2,5,2016-12-04,0.35,1,89
+14791251,Spacious warehouse conversion in central Melbourne,4383813,Alex,,Yarra,-37.80035225255014,144.993984600175,Entire home/apt,115,2,16,2017-03-25,2.26,1,152
+9711086,Renovated 2-storey Abbotsford house,43221806,Nick,,Yarra,-37.80514909221671,144.99701184711597,Entire home/apt,239,3,5,2017-04-01,0.36,1,150
+1093015,Bright apartment in vibrant Fitzroy,457638,Kate And Has,,Yarra,-37.80579190539173,144.97822076219705,Entire home/apt,125,2,227,2017-03-27,4.84,1,231
+17345901,Walk to the MCG!,27818373,Catherine,,Yarra,-37.81741759740757,144.99826585603554,Entire home/apt,140,2,0,,,1,354
+17575243,Curtain Place,3933784,Sue,,Yarra,-37.79257358908503,144.9774130414539,Entire home/apt,30,2,3,2017-04-01,3,1,340
+10661191,Home in the heart of Melbourne!,55070276,Maya,,Yarra,-37.7808593185174,144.97426034146855,Private room,39,14,1,2016-02-01,0.07,1,0
+10365362,The Lygon Apartment,42260023,Aaron,,Yarra,-37.790905519367776,144.97027745513643,Entire home/apt,165,3,43,2017-04-01,3.06,7,162
+13609333,The Duke,10340522,Ardavan,,Yarra,-37.82603582883204,145.00248114114007,Private room,41,1,0,,,1,0
+3843588,Modern 2BD Inner City Oasis,4439511,Lee,,Yarra,-37.78333961487471,144.97900547078353,Entire home/apt,115,3,19,2017-03-09,0.69,2,312
+1715090,Large studio apartment in Richmond,9045054,Linda,,Yarra,-37.8228613332918,144.9923522763887,Entire home/apt,250,2,66,2017-03-26,1.56,1,283
+3320611,Family home in funky Collingwood,14657424,Ed,,Yarra,-37.79856974176461,144.99103267831924,Entire home/apt,210,4,9,2017-01-24,0.29,1,0
+10340129,⛅Large 2BR+Comfy+Parking Included⛅,51172609,Lisa,,Yarra,-37.80995130611212,145.00603621094146,Entire home/apt,88,1,101,2017-03-30,6.92,19,118
+17869505,Contemporary apartment in tranquil Abbotsford.,2055360,Amy,,Yarra,-37.79990834200471,145.00012327935633,Entire home/apt,135,3,0,,,1,78
+4597031,Spacious & stunning house in the inner city.,12747327,Stella,,Yarra,-37.79918774627464,144.99176185761473,Entire home/apt,110,2,15,2017-01-11,2.11,1,0
+1352988,Large & new ensuite room + Pool/Gym,1957292,Will And Fi,,Yarra,-37.81235882662507,145.00827937374135,Private room,201,7,12,2014-08-24,0.28,3,89
+16590105,"Modern, Stylish - best view in town",46826251,Jack,,Yarra,-37.82232792629958,144.99170952525185,Entire home/apt,256,1,11,2017-03-25,4.52,1,365
+5621244,"Modern, Private Bathroom & Parking",29139157,Nischal,,Yarra,-37.83268463528167,144.99542939412152,Private room,79,2,63,2017-02-04,2.61,1,0
+16846127,"Church Views, Corner Apartment in Richmond's Heart",25019250,Luke,,Yarra,-37.818955897952726,144.99690164176837,Entire home/apt,119,1,7,2017-03-26,4.29,8,42
+13960701,Modern Inner City Apartment,83174685,Stacey,,Yarra,-37.80853526551281,145.00593693151617,Private room,45,2,0,,,1,0
+13917003,Cozy Fitzroy Flat,82596311,Carmen,,Yarra,-37.79195128223277,144.97874505010407,Private room,69,1,1,2016-07-11,0.11,1,0
+3843003,Single room Collingwood/ City,4925504,Nick,,Yarra,-37.796354317195075,144.98909396024442,Private room,69,1,3,2017-03-16,3,1,281
+1485814,North Fitzroy Melbourne House/Pool,7817262,Gertrude,,Yarra,-37.78094575590426,144.98551497517923,Entire home/apt,364,5,2,2017-01-07,0.07,1,365
+10234172,"Cosy, retro Fitzroy North apartment",38322211,Angela,,Yarra,-37.77651898944643,144.98092902605163,Entire home/apt,80,1,0,,,1,0
+4270358,Period Terrace Inner Melbourne,8524590,Jess,,Yarra,-37.78290036750861,144.98259624094695,Entire home/apt,100,2,5,2015-08-11,0.19,1,0
+8395816,"Perfect House In Fitzroy, Melbourne",13751407,Bianca,,Yarra,-37.79819110193216,144.97759419604932,Entire home/apt,92,2,1,2015-09-25,0.05,1,0
+13641816,Fitzroy Townhouse private bedroom and bath,79152216,Peter,,Yarra,-37.803361024779065,144.98357017024998,Private room,54,3,5,2017-01-21,0.67,1,347
+162918,Character Home in Richmond,760849,Bev,,Yarra,-37.825848909543915,145.00109844708996,Entire home/apt,429,3,2,2013-03-02,0.03,51,337
+3319690,"Warehouse style, prime address",9479236,Francesca,,Yarra,-37.7905631982228,144.97556222678736,Entire home/apt,195,3,57,2017-03-16,1.71,1,227
+11446031,"Whiteworks Apartment, Melbourne",12313246,Andrew,,Yarra,-37.803349190594865,144.98431165692722,Entire home/apt,281,3,48,2017-03-20,3.75,1,157
+16459537,Lovely Private Room in Amazing Fitzroy Location,10244645,Harry,,Yarra,-37.79719588858738,144.9810507140641,Private room,60,3,0,,,1,41
+6825713,Funky Collingwood Studio!,24685614,Amanda,,Yarra,-37.79525221856028,144.98745679399374,Entire home/apt,119,1,71,2017-04-01,4.04,1,277
+17782752,"Inner City Snug, Richmond",116895166,Alex,,Yarra,-37.819247597206086,145.0140907758523,Entire home/apt,250,2,0,,,1,4
+4458105,New executive style apartment,23132958,Philip,,Yarra,-37.816691992861685,145.00778367904394,Entire home/apt,159,2,25,2017-03-24,0.85,1,119
+12723934,Private bedroom in North Fitzroy,7612760,Paul,,Yarra,-37.78436046911443,144.97906039364318,Private room,28,1,0,,,1,0
+2172536,SUPER TRENDY townhouse WIFI+PARKING,1739996,Paul,,Yarra,-37.819660796999614,145.00204575736169,Entire home/apt,250,2,50,2016-10-09,1.31,42,0
+2546623,Fitzroy Bed & Breakfast,13039300,Sal & Vinnie,,Yarra,-37.79064305792114,144.9782338031637,Private room,121,1,1,2017-03-19,1,1,313
+8494774,Inner warehouse apartment,5101645,Jeremy,,Yarra,-37.82498360272952,144.99108560742962,Entire home/apt,149,1,75,2017-04-01,4.36,1,148
+12330579,"STYLISH TOWNHOUSE, HIP LOCATION!",10837629,Sofia,,Yarra,-37.799599278774146,144.98942264482523,Entire home/apt,218,2,2,2016-05-08,0.17,1,0
+13348097,"Spacious, modern, fab 1 bed apartment (sleeps 4)",42749928,Ally,,Yarra,-37.8186064895557,145.0140537484291,Entire home/apt,128,2,3,2017-01-02,0.70,2,135
+17703627,Modern Gem ... Collingwood location!!!,120645799,Lia,,Yarra,-37.79545707633004,144.9901654919522,Private room,60,7,0,,,1,81
+16786085,Spacious central townhouse,9044650,Sonia,,Yarra,-37.829093920290525,144.98901277196472,Entire home/apt,140,5,1,2017-02-04,0.51,1,114
+16353060,Modern Richmond Townhouse,19893350,Scott,,Yarra,-37.81712819620531,144.99807673980462,Private room,41,1,3,2017-01-27,1.11,1,4
+10302785,Beautiful apartment in Fitzroy Nth,53008248,Pasanna & Bruce,,Yarra,-37.782766135309416,144.97942741256261,Entire home/apt,109,14,9,2016-06-29,0.62,1,215
+16524506,"Large, light-filled, secure home in Fitzroy North",18803245,Jordan,,Yarra,-37.77737429357396,144.98023440205395,Entire home/apt,350,3,5,2017-03-12,2.27,1,4
+4201333,Quiet and Green in Richmond!,3142444,Bettina,,Yarra,-37.82178386710132,145.00201812714596,Private room,83,1,4,2017-03-07,0.16,1,290
+12420537,"Renovated, bright terrace house",13557234,Brendan,,Yarra,-37.790203251921525,144.97693052195908,Entire home/apt,135,3,6,2016-07-04,0.56,1,0
+10252383,Studio in unique garden setting,12100250,Suzanne,,Yarra,-37.78326767601721,145.02150884852864,Entire home/apt,128,2,9,2017-02-26,0.62,1,245
+9740823,PVT ROOM in FITZROY inc BREAKFAST,11925112,David,,Yarra,-37.79380264729781,144.98074874380563,Private room,80,1,73,2017-03-28,4.79,2,357
+7873032,"Luxury 2-bed Apt, Yarra River view",41494209,Judy,,Yarra,-37.79995706345787,145.00209354800887,Entire home/apt,260,2,49,2017-03-18,2.68,1,326
+11150148,Cosy inner city entire house,21275758,Sarah,,Yarra,-37.787309605849046,144.97281689597938,Entire home/apt,125,1,0,,,2,1
+8725290,"Stylish, central and unique",45792115,Isabelle,,Yarra,-37.80572197375574,144.97465935327514,Entire home/apt,128,2,0,,,1,0
+2039990,Interior Designer's Terrace!,2166270,Samantha,,Yarra,-37.78503001672532,144.97611721144966,Entire home/apt,180,4,20,2017-03-12,0.50,1,1
+8494670,"Twin+Ensuite, CBD, MCG, Wifi, House",40097725,Scott,,Yarra,-37.8085141198914,144.99450553525332,Private room,80,1,13,2017-02-10,0.71,10,13
+466494,3 bedroom period home with glamorous interior,760849,Bev,,Yarra,-37.81723960811698,145.00899160309288,Entire home/apt,469,3,3,2016-08-02,0.17,51,261
+16850376,Perfect location - big house,50352194,Ben,,Yarra,-37.808027954641474,144.99377238892123,Private room,62,1,1,2017-02-20,0.70,1,0
+6293655,"Richmond cottage, charming original",16794345,Terence,,Yarra,-37.821587308155635,144.9913744761613,Entire home/apt,225,7,7,2016-10-01,0.35,1,220
+10657157,Comfotable North Fitzroy Apartment,55041733,Alex,,Yarra,-37.77793515635277,144.98325393248237,Entire home/apt,69,1,9,2016-07-10,0.65,1,0
+2432350,Victorian 2 bedroom house Clifton Hill,12132450,Judy,,Yarra,-37.79326165607712,144.9884585226352,Entire home/apt,199,3,10,2017-01-28,0.47,1,170
+16194509,Beautiful Fitzroy Townhouse Close to Everything,43403664,Chris,,Yarra,-37.775537849138196,144.98049279433548,Private room,41,3,0,,,1,106
+13900720,Egan at Richmond,43050141,Brett,,Yarra,-37.81481284592399,144.99269758241923,Entire home/apt,100,4,5,2017-02-09,0.57,17,264
+10820490,"Hse,CBD,2rms+2bth, 5beds, Wifi, Gdn",40097725,Scott,,Yarra,-37.80727439510396,144.9931929865977,Entire home/apt,187,1,17,2017-03-15,1.38,10,40
+3845375,Beswicke Rooftop Penthouse,7642484,Rebecca,,Yarra,-37.799629200776906,144.97940017601488,Entire home/apt,288,3,120,2017-03-28,3.86,2,236
+15211354,Classic Victorian on Melbourne's doorstep,18485390,Vanessa,,Yarra,-37.82876417016558,144.99117156212623,Entire home/apt,180,2,10,2017-01-28,1.62,3,327
+3742551,Bright comfy apartment - inner city,13141397,Renee,,Yarra,-37.7997891238792,144.99839582333993,Entire home/apt,100,1,12,2016-10-22,0.39,1,28
+17963859,1 bedroom apartment in the heart of Richmond,63029287,Carsten,,Yarra,-37.81940008419645,144.99086201774418,Entire home/apt,81,2,0,,,1,30
+17800021,Charming Clifton Hill - Simply Fantastic Location,22105497,Julia,,Yarra,-37.79337311291702,144.997655896884,Entire home/apt,173,2,0,,,1,121
+5348100,Fitzroy Contemporary Stay,26141738,Bernadette,,Yarra,-37.80251531330379,144.98159916150544,Entire home/apt,165,1,130,2017-03-29,5.34,2,308
+16636377,Inner City Sanctuary,53805754,Sharon,,Yarra,-37.79360033861217,145.0002569998069,Private room,60,1,3,2017-01-25,1.14,2,0
+4070101,Designer 2 fl house with rooftop,3962235,Ewen,,Yarra,-37.829258118541134,144.99399864871924,Entire home/apt,189,1,64,2017-03-18,2.29,2,332
+12918945,Stylish townhouse,25716961,Aisling,,Yarra,-37.827676336059085,144.9935093391578,Entire home/apt,94,15,0,,,1,0
+5087349,Spacious room with private bathroom,1382711,Phoebe,,Yarra,-37.80715966204422,144.996206811971,Private room,66,1,96,2017-03-06,3.66,2,331
+8134733,Stylish North Fitzroy terrace,39989639,Kathryn,,Yarra,-37.7854884865791,144.98488195861015,Entire home/apt,201,2,6,2016-02-22,0.32,1,0
+1815508,Feels Like Home! Heart of Richmond,9509273,Jo,,Yarra,-37.822182912905696,145.00036101882387,Entire home/apt,94,2,222,2017-03-28,5.43,2,257
+14917420,Smith st Shop Top,93736092,Ugo,,Yarra,-37.800548730739294,144.98361415307568,Private room,42,7,1,2016-09-19,0.15,1,0
+18030341,Modern Fitzroy North Apartment,27244931,Amelia,,Yarra,-37.78489480245371,144.97854390293043,Entire home/apt,80,1,0,,,1,14
+5807793,"24 hr Access, Stylish Central Clean",25023941,Naomi,,Yarra,-37.78998503922294,144.980953612075,Entire home/apt,180,2,53,2017-03-18,2.20,1,245
+5086901,Close to CBD & MCG with river view.,26277933,Phil,,Yarra,-37.79717245974444,144.9979548365912,Private room,59,2,44,2017-03-09,2.01,2,339
+1154733,Amazing Shared room in Fitzroy.,5113280,Nova And Sarah,,Yarra,-37.80344207634042,144.98192530124308,Shared room,31,3,27,2017-03-27,0.70,8,363
+11229643,3 Bedroom Family House In Richmond,573234,Michael,,Yarra,-37.824823075078726,145.00101660604088,Entire home/apt,195,7,1,2016-08-01,0.12,1,0
+13817207,73Walker,44548710,Jessica,,Yarra,-37.78898330809113,145.003119308058,Private room,31,7,1,2016-09-08,0.14,1,0
+17406601,3 cosy room in Victorian Terrace,98943044,Peter,,Yarra,-37.79718365292266,144.9759270048347,Private room,55,1,3,2017-03-12,3,4,318
+17045317,Melbourne City Edge Living - Richmond,70153709,Mick,,Yarra,-37.82681392699756,144.99837929349604,Entire home/apt,180,1,8,2017-03-26,5.33,1,55
+17372986,Cozy and clean apartment in the heart of Fitzroy,117404891,Fernanda,,Yarra,-37.79890978059574,144.9777935123613,Entire home/apt,190,2,1,2017-03-18,1,1,91
+2004786,Large queen bedroom | Covered Park | 12 min to CBD,7468328,Andy,,Yarra,-37.79907667493686,144.9990542613883,Private room,56,5,1,2017-02-01,0.48,1,14
+7763587,Cute Apartment in North Fitzroy,2263338,Mitchell,,Yarra,-37.79093073284584,144.97642305104353,Entire home/apt,85,2,1,2016-03-20,0.08,1,29
+3544825,Close to the MCG! Richmond,17846714,Zach,,Yarra,-37.82137478638254,144.99358417028066,Entire home/apt,121,5,3,2016-11-25,0.11,1,8
+8001259,Huge House in Superb Location,42238180,Bob And Krystie,,Yarra,-37.82492228324359,145.00513122839348,Entire home/apt,499,2,38,2017-03-24,3.07,6,309
+9475814,Modern home in perfect location,18837832,Patrick,,Yarra,-37.78902180972418,144.97396988113894,Entire home/apt,339,1,0,,,1,0
+10393291,Fantastic Inner City Apartment,1980517,Michael,,Yarra,-37.806521086854715,144.99681603027466,Entire home/apt,121,3,3,2016-10-01,0.25,1,7
+1480345,"Stylish, modern apt. in Richmond",7881892,Michael,,Yarra,-37.8293274617879,144.99089245293604,Entire home/apt,121,3,21,2017-03-26,0.50,1,347
+17897114,Fitzroy Triplex with Roof Deck!,122616476,Henny,,Yarra,-37.80561742362961,144.9774435853451,Private room,121,1,0,,,1,79
+13735548,LUXICO - The Vaucluse,11914644,Luxico Holiday Homes,,Yarra,-37.820764521831144,144.9966736741368,Entire home/apt,927,5,1,2016-08-01,0.12,58,341
+13305032,Cosy Room - Carlton North Townhouse,48637221,Jessica,,Yarra,-37.78919416753438,144.9750887573926,Private room,50,1,2,2016-06-08,0.20,1,0
+9378959,Large room with beautiful view of parkland,21547055,Phoebe,,Yarra,-37.792325247585694,145.001983622272,Private room,50,2,23,2016-12-28,1.41,2,280
+13048977,Tranquil Fitzroy Forest House,24180072,Helen,,Yarra,-37.80042091251752,144.97500007140033,Entire home/apt,260,3,5,2016-10-09,0.51,2,0
+6265911,Retreat on Rose street,8745630,Daniel,,Yarra,-37.79628924008537,144.97739036441618,Entire home/apt,149,1,146,2017-04-01,6.50,1,327
+16850003,Victorian Terrace Home,1104139,Shaun,,Yarra,-37.80797106034107,144.99007999371838,Entire home/apt,160,1,4,2017-02-24,2.45,1,60
+5807093,"Richmond Pad, Great Location!",13467801,Scott,,Yarra,-37.81902863919166,144.99166594786786,Entire home/apt,88,2,51,2017-03-30,2.21,6,358
+72576,Stunning Fitzroy own level+ensuite!,376675,Ramona,,Yarra,-37.80688625847805,144.97945512802343,Private room,100,2,320,2017-04-02,4.38,2,315
+6527965,Beautiful Sunlit Fitzroy Townhouse,13874826,Alex,,Yarra,-37.795247129589534,144.97645282169955,Private room,69,1,10,2016-11-05,0.45,1,344
+17925048,Merri Creek Apartment,5939986,Candice And Tristan,,Yarra,-37.77948824084655,144.9886377731438,Entire home/apt,121,2,0,,,1,16
+661004,Artist Warehouse Apartment Fitzroy,3251357,Ryan,,Yarra,-37.79688588262487,144.981315267091,Entire home/apt,201,3,95,2017-03-19,2.06,2,6
+17700156,Cosy single room in Collingwood,94578877,Corban,,Yarra,-37.79695560661574,144.988380769053,Private room,69,1,2,2017-03-25,2,1,57
+17503520,Light filled haven in inner city near Merri Creek,5824867,Cyndi,,Yarra,-37.779123057594475,144.98883093742455,Private room,79,2,0,,,2,37
+15471888,"SBed, in room Bfridge, kettle, desk",46119942,Kula,,Yarra,-37.79512893620376,144.97702310632846,Private room,55,1,23,2017-03-28,4.57,2,127
+8197380,Charming scenic walks in Alphington,19947836,Miriam,,Yarra,-37.78247526101364,145.02543778392578,Entire home/apt,201,2,2,2016-02-16,0.11,1,365
+14654690,Cosy room in colourful house.,63174169,Sarah,,Yarra,-37.78308208160744,145.02165536114725,Private room,45,1,27,2017-01-28,3.70,1,290
+4297942,Warehouse loft Fitzroy/Collingwood,2426900,Audrey,,Yarra,-37.80221773603876,144.98531992186557,Entire home/apt,125,4,9,2017-03-02,0.33,1,0
+13836182,Beautiful townhouse,74216331,David,,Yarra,-37.7847187612739,144.9856907836646,Private room,30,15,0,,,1,0
+2334567,Room in FITZROY incl Breakfast,11925112,David,,Yarra,-37.79500205149964,144.9816419615486,Private room,85,1,94,2017-03-06,5.36,2,362
+11148572,"1 Bedroom apartment, Great Location",57960400,Mariela,,Yarra,-37.81258428576347,145.00967298226053,Entire home/apt,60,2,0,,,1,0
+8171282,Ideal base for travellers,995225,Margot,,Yarra,-37.80749206826295,144.99817005140127,Private room,75,2,7,2017-02-25,0.43,3,25
+17466469,#BED 2 @Urban Paradise in Melbourne 10min from CBD,56656633,Linda,,Yarra,-37.81276414701042,144.9910314735205,Shared room,42,2,0,,,6,181
+8690232,Modern townhouse in Fitzroy,32886203,Mariane,,Yarra,-37.80114314982032,144.97994227206763,Entire home/apt,275,2,22,2017-03-25,1.35,1,0
+10393653,A haven in Fitzroy North with Pool!,2341700,Joe,,Yarra,-37.789802322853156,144.97841519319107,Private room,80,1,1,2017-01-01,0.32,1,70
+4036648,Apartment with alfresco living!,20928892,Joti-May,,Yarra,-37.79819688463263,144.97844459005557,Entire home/apt,94,20,5,2016-04-06,0.18,1,0
+4986888,"Townhouse in Fitzroy, Melbourne",25708613,Supriya,,Yarra,-37.80108628489768,144.97971053034095,Entire home/apt,180,7,7,2016-03-25,0.27,1,0
+17275223,3 Bed/Bath Townhouse - Parking & Bikes in Richmond,54317758,Peter & Jenny,,Yarra,-37.822779060291076,145.00930433129417,Entire home/apt,250,3,0,,,1,88
+2758658,Tree house full of vintage charm,4465548,Julia,,Yarra,-37.78655861065744,144.9922984549846,Entire home/apt,85,2,17,2017-03-11,0.48,1,214
+16619516,Light filled Fitzroy studio with leafy vantage,34169538,Anna,,Yarra,-37.80251551651645,144.9751497540374,Entire home/apt,125,2,6,2017-03-18,4.29,1,337
+9156308,Brand new Apartment near Fitzroy AU,47666718,Xavier,,Yarra,-37.79455810914009,144.98420545664644,Private room,75,1,65,2017-03-23,3.80,1,354
+2136008,Awesome warehouse / dream location.,1444621,Claire,,Yarra,-37.80275255442832,144.98518455106543,Private room,94,2,71,2017-01-28,1.82,1,361
+13047733,Light and Cosy in Fitzroy North,6497627,Jessica,,Yarra,-37.78458725357738,144.9952144355256,Entire home/apt,60,1,0,,,1,0
+15636377,Local Living in Classic Carlton North Terrace,961508,Liam,,Yarra,-37.79211676708513,144.97390265685596,Entire home/apt,128,3,3,2017-03-12,0.70,1,21
+10530455,Comfortable Clean Room in Richmond Great Location,3770876,Courtney & Elliot,,Yarra,-37.81924202105002,145.00499315488483,Private room,48,1,25,2017-03-27,1.76,1,350
+15572829,Perfect location Private room in Fitzroy North,47095129,Mark & Carolina,,Yarra,-37.78818023837266,144.98055610605235,Private room,58,1,1,2016-10-24,0.19,1,62
+11484343,Spacious room and large quirky home,36526004,Ally,,Yarra,-37.80017869857572,144.97738443816016,Private room,46,1,0,,,1,0
+10714043,"Spacious, Fitzroy Room",24851918,Justin,,Yarra,-37.78434240419875,144.97752454795352,Private room,50,5,1,2016-01-29,0.07,1,0
+14524412,"Stylish Victorian, Inner City Gem",56435365,Colin,,Yarra,-37.791456420980836,144.98725030068502,Entire home/apt,195,1,44,2017-03-27,6.38,1,308
+16292032,Spacious River View 2-bed 5k to CBD,10268749,Wendy,,Yarra,-37.81807583205563,145.01420718792846,Entire home/apt,130,2,4,2017-03-19,1.24,1,0
+4953006,"Home base in the heart of Richmond,",25519816,Ange,,Yarra,-37.82331558569771,144.99832861339706,Private room,80,2,19,2017-03-06,0.72,1,110
+15045542,Victorian Terrace - Super location,9861209,Martina & Mick,,Yarra,-37.78408765195901,144.98486320521434,Entire home/apt,100,1,3,2017-02-09,0.69,5,313
+17930372,Lovely room in Richmond Soho,1460928,Lola,,Yarra,-37.832770884601295,144.99905329352342,Private room,80,1,0,,,2,364
+13243139,Perfectly Styled 2 Bed Apartment,2092522,Jay,,Yarra,-37.80165121684023,144.98674172855053,Entire home/apt,121,1,46,2017-04-01,4.48,1,152
+13823681,Period terrace house in superb location,6849229,Michael,,Yarra,-37.82289698664198,144.99305788502534,Entire home/apt,149,2,37,2017-03-25,4.14,1,136
+10393715,Stone-throw to MCG/Sporting Precint,15986355,Chloe,,Yarra,-37.82240224314299,144.98933029066055,Entire home/apt,149,1,7,2016-12-01,0.77,1,357
+8357825,Private Rm/Ensuite Inner Melbourne,29348999,Richard,,Yarra,-37.821586874606346,145.0064321242671,Private room,69,2,54,2017-03-17,2.88,1,71
+16193023,A view from the hip-north,4092815,Gideon,,Yarra,-37.785010853616,144.97835081992133,Entire home/apt,115,2,0,,,1,0
+9862912,Bright and colorful house in Fitzroy,15141740,Kirsten,,Yarra,-37.788214499118354,144.97827734822246,Private room,69,1,3,2016-11-20,0.20,2,182
+16381721,Hipster Fitzroy bars/food/fashion.,10489080,Katerina,,Yarra,-37.78924436156228,144.9794979235236,Private room,69,4,9,2017-03-11,3.75,4,54
+10556823,Two bed townhouse in Richmond,53994916,Dan,,Yarra,-37.81614691399842,145.00399494407515,Entire home/apt,450,2,2,2016-02-14,0.14,1,91
+15667920,Golden Sleep,3647210,Helen And Peter,,Yarra,-37.815405531565915,145.00032592451308,Private room,43,1,21,2017-02-25,5.16,2,71
+4264650,3Bd Townhouse with CBD views,22138317,Gillian,,Yarra,-37.82544169534242,145.01045020874852,Entire home/apt,275,2,23,2017-01-30,0.83,1,98
+16783678,Large room in character filled home,2499447,Joanna,,Yarra,-37.79192408383628,144.9819697248285,Private room,75,2,1,2017-03-07,1,2,268
+8821126,Richmond River Views,24025774,Julie,,Yarra,-37.81873020614772,145.01318822665655,Private room,80,3,8,2017-02-27,0.49,1,173
+17864963,Bridge on Bridge,122274262,David,,Yarra,-37.81796862779597,144.99821655071622,Entire home/apt,180,3,0,,,1,322
+13605113,"Alia, Fitzroy's old world charm. 24hr checkin+wifi",7509953,Linton,,Yarra,-37.805335610376666,144.97473388316075,Entire home/apt,185,2,25,2017-03-19,2.75,70,333
+5282007,Comfortable three bedroom townhouse,6645651,Karla,,Yarra,-37.78150573111193,144.97067267742605,Entire home/apt,165,2,3,2017-01-04,0.12,1,5
+1579215,Stunning home in stunning location,8401327,Ellie,,Yarra,-37.79026887286276,144.98316650475385,Entire home/apt,201,1,8,2016-08-22,0.49,2,47
+17468752,MacRobertson Chocolate Factory,3897937,Penny,,Yarra,-37.79733934626516,144.980628776514,Entire home/apt,199,7,0,,,1,4
+2333152,"Cambridge: Fabulously located. Comfortable, secure",11917416,Aileen,,Yarra,-37.806848042180924,144.9844438940092,Entire home/apt,190,3,63,2017-03-06,1.66,1,271
+8635468,Walk To Sporting Precinct!,44387089,Charles,,Yarra,-37.82841157243421,144.98896234968018,Entire home/apt,190,2,2,2016-03-06,0.15,1,0
+12158025,"Modern 2BR Apt, walk to MCG",65293159,James,,Yarra,-37.81854055493995,144.99667358819968,Entire home/apt,250,2,6,2017-03-25,0.54,1,29
+4299161,Cosy Clifton Hill Townhouse,4888324,Nathan,,Yarra,-37.793892200970184,145.0007970190821,Private room,75,1,32,2017-03-29,1.07,1,365
+17275267,"Location, design, spacious- completely gorgeous!",14262931,Nola,,Yarra,-37.78440695996019,144.9929718111289,Private room,75,2,2,2017-02-23,1.43,2,364
+9493299,Room for december,49203713,Shaneen,,Yarra,-37.827018007950045,145.00824160684903,Private room,50,7,0,,,1,0
+11993824,Private room with double bed,64126779,Chloe,,Yarra,-37.80273783103053,144.98495173817417,Private room,39,1,0,,,1,0
+15667483,Private + en-suite close to MCG+CBD,28016569,Josh & Vannesa,,Yarra,-37.80970371165409,144.99038119564113,Private room,60,2,13,2017-03-24,2.57,1,49
+9883659,Gold St Abode,50846895,Leia,,Yarra,-37.79693889490105,144.99011403301637,Private room,45,3,0,,,1,0
+9015539,Hodgson House-the heart of Richmond,2218104,Jan,,Yarra,-37.818780699663364,144.9996054718775,Entire home/apt,210,2,4,2017-03-25,0.28,1,319
+16552168,Modern Collingwood Apt near PT & trendy spots 1br,108971713,O'Keito,,Yarra,-37.806060280900624,144.98544354079155,Entire home/apt,100,1,8,2017-03-19,5.11,1,3
+15964193,Richmond Hill Hotel - Apartment 100,102968616,Josh,,Yarra,-37.8226559617434,144.99806238486494,Entire home/apt,180,1,2,2017-03-03,1.02,2,364
+8491087,PROSECCO: Fashionable 1BR Apartment,5383441,"Amy, Gareth & Dan",,Yarra,-37.818971616493606,145.00109455641984,Entire home/apt,140,2,51,2017-03-18,2.88,32,196
+16872283,"Lovely room in bright, clean townhouse",29061853,Asphyxia,,Yarra,-37.78418573465307,145.0096384785596,Private room,50,1,4,2017-03-19,1.76,1,44
+9776481,"Fun, bohemian house, Carlton North",12872589,Lucy,,Yarra,-37.7852607992875,144.97800437573727,Private room,60,4,0,,,1,0
+6395912,"Tennyson, the wondrous Warehouse",7509953,Linton,,Yarra,-37.8234847705025,144.99243878836305,Entire home/apt,100,2,31,2017-03-20,1.46,70,339
+6590508,Light & bright apartment 2bdr/2bath,34402338,Tarran,,Yarra,-37.831182429013076,144.9911411080705,Entire home/apt,180,1,40,2017-03-26,1.92,2,330
+1970196,Beautiful apartment sweeping views,10165286,Patricia,,Yarra,-37.78514978456801,144.97866189637853,Entire home/apt,149,2,21,2015-02-17,0.53,1,0
+10949248,Modern & Central 2BRM,3329763,Jimmy,,Yarra,-37.80218499765648,144.99855856128806,Private room,80,200,1,2016-05-07,0.09,1,365
+5434797,Classic Victorian Terrace,28194392,Sebastian,,Yarra,-37.789909313658555,144.97575468988327,Entire home/apt,160,5,6,2016-05-14,0.24,1,0
+11977472,"Modern, Bright & Spacious Apartment",64004141,Anya,,Yarra,-37.8049670953083,144.98609945720747,Private room,94,1,2,2016-08-02,0.19,1,0
+6009715,Super Stylish DESIGNER Townhouse *WIFI + PARKING,1739996,Paul,,Yarra,-37.82022365760064,145.00426974355474,Entire home/apt,139,2,118,2017-04-01,5.03,42,146
+8554619,Inner City Warehouse 2.5km to CBD!,17474021,Catherine & Rob,,Yarra,-37.81108464681012,144.9930655442914,Private room,69,1,10,2017-03-04,3.57,1,104
+846867,Bellevue on the Park - Richmond,4422417,Louise & Ross,,Yarra,-37.82538400640295,145.01419642039028,Entire home/apt,250,5,10,2017-01-03,0.22,2,174
+17369192,rad apartment. rad area.,38398078,Lara,,Yarra,-37.78621887208119,144.97755556956398,Entire home/apt,115,4,0,,,1,97
+6096993,Spice Factory in Fitzroy,31639905,Mary,,Yarra,-37.79874025667106,144.98000983740081,Entire home/apt,135,2,2,2015-12-02,0.12,1,34
+10617185,Sunny cottage with courtyard,54792049,Thi,,Yarra,-37.80170716345993,144.9809947297293,Private room,75,1,91,2017-03-25,6.29,1,29
+15603379,Perfect Urban Cocoon,4679213,Sandie,,Yarra,-37.80813186558526,144.98295180193105,Entire home/apt,115,10,5,2017-02-13,1.11,3,1
+13593601,"Private Bathroom, Queen Bed, Awesome Location",78559288,Matthew,,Yarra,-37.794384148094274,144.9763677182832,Private room,89,1,38,2017-03-27,4.54,1,18
+13156692,Under Priced 2 Bdr Apartment - Take Advantage,57691029,Shane,,Yarra,-37.821265110143244,145.00269296397508,Entire home/apt,121,1,2,2016-07-05,0.19,2,92
+4425706,"Family home, 3BR, quiet street",2474441,Jeff,,Yarra,-37.803519303533804,144.9955727358015,Entire home/apt,180,4,2,2017-01-03,0.13,1,0
+17017851,Bright Spacious Victorian with Garden and Spa Bath,114123355,Deb And Howard,,Yarra,-37.78363206943265,144.98062192350875,Entire home/apt,229,2,1,2017-03-30,1,1,167
+11700167,Great Bedroom in Richmond Available,16914020,Jacob,,Yarra,-37.82020616994474,145.0006530687236,Private room,35,1,0,,,1,0
+13141953,2 Bed with Gym and Pool - Cheap Monthly!,6689453,Jenna,,Yarra,-37.80985630977108,145.00593022435754,Entire home/apt,140,2,2,2016-09-18,0.22,3,274
+3222972,Room in beautiful Richmond cottage,5821526,Steve,,Yarra,-37.81719389554724,145.00577794988334,Private room,69,2,20,2017-02-19,0.72,1,364
+4549618,Bohemian Chic IPNO Lux Apartments,23588488,Krina,,Yarra,-37.801916346304075,144.98354291493428,Entire home/apt,245,7,9,2017-03-10,0.54,2,363
+13404057,Apartment with views in the heart of Collingwood,11024892,Michelle,,Yarra,-37.80541542955745,144.98367056859558,Entire home/apt,164,1,5,2016-12-31,0.59,1,0
+12814218,Gorgeous 3 story Fitzroy family home,51607871,Madeleine,,Yarra,-37.796035541982604,144.97994015207647,Entire home/apt,311,2,5,2016-10-11,0.74,2,0
+5086912,Abbotsford walk to Convent & MCG,26277933,Phil,,Yarra,-37.79928077997175,144.9981532522837,Private room,85,2,67,2017-03-18,2.52,2,352
+4949876,1 br flat (WiFi) on trendy Lygon St,25512893,Sue,,Yarra,-37.78217362633937,144.9712781459243,Entire home/apt,83,2,26,2016-11-30,1.49,1,271
+14780277,Urban oasis with city views,3449002,Veronika,,Yarra,-37.79783654108376,144.9829823757498,Entire home/apt,117,20,0,,,1,1
+15796064,Spacious House with Sunny Backyard Oasis,4145779,Jane,,Yarra,-37.820797282877045,144.99357883413677,Entire home/apt,600,2,4,2017-03-26,1.67,1,78
+9373521,Super-clean and private room close to the CBD,42740116,Ana,,Yarra,-37.808738907337194,145.00592643448385,Private room,55,2,20,2017-03-23,1.33,1,55
+10125743,Modern Double Story Sharehouse,30133834,Jarod,,Yarra,-37.807392445625986,144.99882770712648,Private room,50,3,3,2016-03-16,0.20,1,0
+8849892,Charming room in Best St Share,39760973,Daniel,,Yarra,-37.78032385349894,144.98214400966094,Private room,45,1,0,,,1,0
+10914258,Melbourne Fitzroy North Inner City 3bd Luxury,4479751,Matthew,,Yarra,-37.78653151651499,144.9796905695301,Entire home/apt,284,4,35,2017-03-05,2.48,1,132
+1837433,Comfortable room in great location,9605997,Kerrie,,Yarra,-37.805490478458594,144.992916162971,Private room,60,1,21,2016-12-03,0.53,1,0
+15010155,Large cozy double bedroom in the heart of Richmond,9221088,Tim,,Yarra,-37.8195527073559,145.00472075767564,Private room,60,2,19,2017-03-19,3.18,1,40
+13568325,Cosy and Comfy Studio in the Middle of it All!,78230278,B,,Yarra,-37.80267763061351,144.97486267376576,Entire home/apt,94,1,45,2017-03-16,4.98,1,139
+17467683,Cosy apartment close to the bustle of Richmond,13251985,Natasha,,Yarra,-37.81665066988265,145.00880214335947,Private room,121,3,0,,,1,63
+8882445,"NYC style Warehouse Loft, Fitzroy",16060146,Belinda,,Yarra,-37.796957090248505,144.98046166442947,Private room,121,2,36,2017-02-25,2.06,1,153
+8121375,Characterful one bedroom townhouse,27494108,Maja,,Yarra,-37.78560162516001,144.9919249595314,Entire home/apt,110,1,64,2017-03-28,3.47,1,98
+11798679,Heart of Hipsterville.,6679534,Kc,,Yarra,-37.80477258669865,144.98131851639118,Entire home/apt,105,2,54,2017-03-24,4.26,2,327
+11241639,Modern Apt in the heart of Fitzroy,20888890,Blair,,Yarra,-37.79132073471934,144.98061230879227,Entire home/apt,118,1,7,2016-04-19,0.56,1,0
+2951320,Self Contained Apartment Non Smoker,15066046,Peg & Robert,,Yarra,-37.814037480251116,145.0028878250112,Entire home/apt,107,3,0,,,2,0
+755857,Private Room in Awesome Fitzroy House,3959377,Avi,,Yarra,-37.80274078170948,144.98158823825997,Private room,60,5,2,2017-03-25,0.23,1,334
+6390692,FANTASTIC INNER CITY APARTMENT!!!!,33317486,Conna,,Yarra,-37.77815222111809,144.98224100771532,Entire home/apt,110,5,0,,,1,0
+14156379,The Tower on Gertrude,1000796,William,,Yarra,-37.80658096128834,144.97535148220106,Entire home/apt,121,1,31,2017-03-12,3.88,4,317
+6752029,Vintage room in Richmond,35354478,Alice,,Yarra,-37.81618660407451,144.99099827346004,Private room,45,4,3,2016-07-02,0.14,2,0
+14812946,★Cecil★ Superhosts | Parking | Netflix,77800458,Amity,,Yarra,-37.79454532872357,144.97645462253013,Private room,85,2,19,2017-03-16,2.86,1,81
+16746254,New modern 2BD apartment near CBD!,75280122,Ellen,,Yarra,-37.81011018586247,145.006667260001,Entire home/apt,130,1,5,2017-03-24,3.13,1,221
+16352981,Hip Fitzroy - bars cafes shops,10489080,Katerina,,Yarra,-37.79034280074439,144.97764143367357,Private room,80,4,5,2017-02-22,1.90,4,51
+639260,Fitzroy pad with secure Parking,172878,Christopher,,Yarra,-37.801733433733574,144.97718103136955,Entire home/apt,160,2,50,2017-03-19,0.93,1,335
+7767452,"Cosy, compact studio apartment.",138184,Annie,,Yarra,-37.78212511385416,144.98807884559193,Entire home/apt,83,1,34,2017-01-22,1.73,1,200
+4851087,Private room on Richmond Hill,24959704,Jane,,Yarra,-37.81943881334005,144.99272672872692,Private room,100,1,18,2017-02-11,0.67,2,364
+10709904,"Windermere Fitzroy - WiFi, Netflix, BBQ, Garden",4647935,Rejuvenate Stays,,Yarra,-37.78707752714116,144.98709618310266,Entire home/apt,260,3,21,2017-03-04,1.45,14,104
+17499480,The Laneway Studio - Fitzroy,117821012,James,,Yarra,-37.805312468495096,144.98207121710738,Entire home/apt,115,2,4,2017-04-01,4,1,60
+4326699,LARGE! TRI LEVEL 3 BR HOUSE+WIFI,50121,Frank And Vince,,Yarra,-37.81634161020265,144.99664821972993,Entire home/apt,499,3,21,2017-01-18,0.79,18,322
+17498497,New Scandi Style own Bathroom in Collingwood,118586167,Mishie,,Yarra,-37.80523277063638,144.9856565205077,Private room,85,1,7,2017-03-30,7,1,312
+8258858,"Twin+ Own Bathrm, City Hse Wifi Gdn",40097725,Scott,,Yarra,-37.807043130642555,144.9933228680771,Private room,80,1,13,2016-01-15,0.69,10,13
+7116337,Light filled sanctuary near Fitzroy,7369701,Patrick,,Yarra,-37.7906789935252,144.97849543731516,Entire home/apt,90,10,1,2015-12-17,0.06,1,0
+3769632,River Front Apart - Richmond,7661253,Mayte,,Yarra,-37.81945891593843,145.0133814839342,Entire home/apt,142,7,0,,,1,0
+11109604,Self-contained garden studio,24333238,Alex,,Yarra,-37.79817203771384,144.98089937105084,Private room,115,1,39,2017-03-09,3.08,2,350
+1508587,Cosy home in vibrant Collingwood,2136338,John,,Yarra,-37.79794303098083,144.99334698869944,Entire home/apt,165,3,8,2016-12-21,0.19,1,365
+2393924,LUXICO - MacRobertson Warehouse ,11914644,Luxico Holiday Homes,,Yarra,-37.79787564513111,144.98508031796555,Entire home/apt,367,5,9,2017-01-01,0.29,58,346
+16912565,King Collingwood,16168826,Tim,,Yarra,-37.797457415341626,144.98755191212723,Private room,73,2,1,2017-01-27,0.45,1,22
+3507011,Tree Tops and Sun in Carlton North,1967238,Duncan,,Yarra,-37.78183805548077,144.9747819989331,Private room,60,2,32,2017-03-12,0.97,2,339
+4139809,North Fitzroy Tardis,13681422,Lin,,Yarra,-37.79224247499266,144.97696612293717,Entire home/apt,115,1,141,2017-04-01,4.60,1,341
+7353133,Cosy Richmond townhouse,38529856,Dana,,Yarra,-37.82424908209033,145.00718072959796,Private room,69,1,0,,,1,0
+16988987,简单清洁.,101703756,秀丛,,Bayside,-37.92536022228009,145.02599421534438,Shared room,29,1,2,2017-02-11,1.11,3,180
+442569,DU Deluxe 2bdr and balcony Brighton,1710397,Amanda,,Bayside,-37.90864665628343,145.0004678341289,Entire home/apt,249,3,6,2016-11-27,0.31,62,202
+4325379,Brighton Mansion 4 bed 3 bath,8642301,Janine,,Bayside,-37.91690305823227,145.0162505426561,Entire home/apt,700,7,3,2017-02-13,0.94,1,277
+5242889,The little Loft- Brighton/St.Kilda,22734692,Manuela,,Bayside,-37.89899581574847,144.99360361922587,Entire home/apt,115,1,53,2017-03-24,2.04,2,358
+16416853,City Views in a Brand New Apartment,13339301,Ale,,Bayside,-37.95418412082004,145.02438291211675,Private room,149,4,1,2017-01-03,0.33,1,17
+11534461,Beachside Apartment - BRIGHTON,58903993,Josephine,,Bayside,-37.89744872160308,144.98577437443166,Entire home/apt,189,4,12,2017-04-02,1.07,1,188
+16318530,Room with a sea view,13845874,Anne Deen,,Bayside,-37.9017525794888,144.98440599530522,Private room,235,7,1,2017-01-03,0.33,1,0
+6365683,LUXICO - Bayview Beach House,11914644,Luxico Holiday Homes,,Bayside,-37.96675672612177,145.01307102609303,Entire home/apt,1020,5,0,,,58,0
+15428425,Brighton - Amazing Seaview House - Free bike inc.,2769647,Palito,,Bayside,-37.90362061107516,144.98494787373983,Private room,69,3,3,2017-01-27,0.52,2,359
+13959333,Beautiful Bayside Home,33418693,Jane,,Bayside,-37.983122720303456,145.02969497051174,Entire home/apt,400,3,0,,,1,29
+492022,The Perfect Seaside 3 Bedroom Home,760849,Bev,,Bayside,-37.947057769782994,145.00227861285032,Entire home/apt,336,3,0,,,51,307
+492071,Sandringham Home just minutes from the Beach,760849,Bev,,Bayside,-37.94889212979095,145.00404691102392,Entire home/apt,358,3,3,2016-12-08,0.11,51,359
+17481789,"Cozy, sunny 50's house, Frida room",1936433,Vivienne,,Bayside,-37.91011706920651,145.02381920961338,Private room,47,1,1,2017-03-15,1,2,357
+16417465,Spacious and great location,103518257,Regina,,Bayside,-37.92916118178406,145.0291108683265,Private room,62,5,0,,,1,0
+9634488,Stylish Apartment on the Beach,2209864,Luke,,Bayside,-37.95428032981174,145.00648357343078,Private room,72,1,4,2016-05-29,0.25,2,0
+9961890,Location location location!!!,3657814,Ksenia,,Bayside,-37.914054864975306,144.99999715754328,Entire home/apt,130,3,1,2016-01-22,0.07,2,0
+12026593,STUNNING HOME/LOCATION BY THE BEACH,64353673,Stephen,,Bayside,-37.942969534674056,145.00249400212772,Entire home/apt,191,2,3,2016-10-14,0.31,1,324
+820005,"Elwood home close to cafes, beach, ",4306951,Jennifer,,Bayside,-37.88656063778462,144.9977451018996,Private room,75,2,0,,,1,365
+13402920,Beautiful Townhouse right on the Beach!,21062148,Lisa,,Bayside,-37.948846589961505,145.0042759838996,Entire home/apt,250,6,0,,,2,180
+3802531,Room for Rent Close to the Beach,19536156,Sabine,,Bayside,-37.94180255615142,145.03039899484543,Private room,100,1,0,,,1,365
+8817421,Substantial Family Living in Middle,46190445,Zhai,,Bayside,-37.91966642866814,144.99668840011338,Private room,260,1,0,,,1,365
+68411,Large Bayside suburban house,334095,Alec,,Bayside,-37.932058772252695,145.01460275794574,Entire home/apt,300,1,0,,,1,0
+13435385,Resort style home with Yoga studio and sauna.,76646982,Anastasia,,Bayside,-37.89574456830186,144.99590529183075,Entire home/apt,94,14,1,2017-01-27,0.45,1,26
+12881114,Beautiful house in Brighton,70273503,Craig,,Bayside,-37.9060178398613,145.01858757582932,Private room,39,1,16,2017-03-08,1.67,1,169
+14191945,"Gracious 5 bed, 4 bath property with studio & pool",77160597,John,,Bayside,-37.90516300097477,145.01414497040318,Entire home/apt,750,7,1,2017-01-02,0.33,1,110
+10685799,2bedroom Brighton 10mins to beach - 15mins to CBD,6815177,Julia,,Bayside,-37.896698423782105,145.00386966917722,Entire home/apt,208,1,43,2017-03-13,2.99,4,347
+14323125,Brand new stunning home with private Garden,34322890,Susan,,Bayside,-37.90447126506771,145.00015729081687,Entire home/apt,187,1,13,2017-04-02,1.89,2,342
+11308598,"Near new, park views, family home",56541032,Fleur,,Bayside,-37.94648361726471,145.02846927515634,Entire home/apt,215,3,1,2016-04-24,0.09,1,107
+12324539,Lovely 2 bedroom house in Brighton,66497591,Fraser,,Bayside,-37.90841242218029,144.99231603351316,Entire home/apt,50,1,3,2017-03-27,0.25,1,295
+16682689,Location + Privacy + Luxury = YOU!,110421779,Tatiana,,Bayside,-37.958443885711645,145.04277945519797,Private room,48,1,2,2017-02-03,0.73,1,153
+17370881,Best of Melbourne by the Bay,65823679,Judy,,Bayside,-37.9446366350488,145.03623576192692,Entire home/apt,130,3,2,2017-03-26,2,1,351
+6033192,Serenity in beachside brighton,26081626,Ricki,,Bayside,-37.920494325605766,145.01626457724288,Private room,80,1,21,2017-03-25,1.02,1,360
+14094124,Light filled Brighton villa with room to breathe.,84806429,Lucina,,Bayside,-37.88861387961311,144.99850305280387,Entire home/apt,176,3,3,2016-12-08,0.61,1,0
+16289706,Twelve on Victor Luxury Boutique Bed and Breakfast,6378045,Elspeth,,Bayside,-37.984536414632025,145.03523666843805,Private room,245,1,0,,,1,257
+6202409,Art Deco luxury - Chic Bedroom,10998563,Sarah,,Bayside,-37.92711180259744,144.99564990228265,Private room,90,2,9,2017-03-25,0.57,1,364
+7581895,Private ensuite room - 'Bellarosa',3854724,Lara,,Bayside,-37.98707544823319,145.03726145098221,Private room,115,1,5,2017-03-17,0.29,4,364
+16264129,"Resort style living in Hampton, Bayside",36487857,Katie,,Bayside,-37.93604016988876,145.01353146813804,Entire home/apt,880,5,3,2017-01-26,0.90,1,318
+2759714,House is cosy and full of light ,12891699,Hagai,,Bayside,-37.90880408058045,145.02200682943797,Entire home/apt,69,14,1,2016-10-17,0.18,1,23
+16426214,luxury bed and breakfast -room - business or bay,4020070,Andy,,Bayside,-37.90608283563079,145.000699545305,Private room,100,2,1,2017-01-20,0.41,1,0
+9351424,Stunning Brighton 5 Bedroom Home,760849,Bev,,Bayside,-37.90610116602582,145.01101627933207,Entire home/apt,469,3,5,2017-03-27,0.36,51,348
+16298257,Cozy master room,106630739,Sanket,,Bayside,-37.89719143042177,145.00360095725787,Private room,60,1,8,2017-03-29,2.12,1,356
+11086978,Cosy and light room in Elwood,18186191,Lily,,Bayside,-37.88364348227307,144.9948132876924,Private room,50,1,2,2016-02-14,0.14,1,0
+6364442,"Close to Station,shops,beach ,CBD",24350569,Durdana,,Bayside,-37.955944466501215,145.0395788056517,Entire home/apt,119,1,88,2017-03-17,4.13,1,339
+6202821,Cosy 1 bedroom apartment near beach,3773875,Chloe,,Bayside,-37.938581465788275,145.00216414265637,Entire home/apt,100,2,5,2016-12-30,0.25,1,362
+6263998,LUXICO - Sandy House (Sandringham),11914644,Luxico Holiday Homes,,Bayside,-37.948173322233686,145.01034997264767,Entire home/apt,530,7,0,,,58,208
+1907618,Room Close To Hampton Beach & Shops,9900124,Charlene,,Bayside,-37.93419486672832,144.99854725039154,Private room,80,2,0,,,1,0
+17573433,"Cosy, sunny, 50's house Front bedroom",1936433,Vivienne,,Bayside,-37.91147107994734,145.02174976255841,Private room,48,1,0,,,2,362
+15904081,Twin room available in Sandringham,103171419,Amber,,Bayside,-37.95471505319574,145.02361978352323,Private room,50,20,0,,,1,365
+9979135,Charming Edwardian house - Brighton,3925913,Peter,,Bayside,-37.887512969108116,144.99790339868798,Private room,55,2,4,2016-04-08,0.30,1,0
+1040233,Large Apt in leafy Sandringham,3211518,Robert,,Bayside,-37.94507098145152,145.01190103369578,Private room,84,3,26,2017-01-27,0.64,1,365
+7151200,Bright and spacious single room,520066,Susan,,Bayside,-37.9390268691726,145.01626894941742,Private room,50,1,3,2017-02-25,0.22,1,342
+14658985,Private Brighton Studio Apartment Near Beach,19420128,Joan,,Bayside,-37.91168006447958,144.99737509064173,Entire home/apt,80,3,28,2017-03-28,4.38,1,248
+13903585,Sw's Fantastic Beach Apartment,51125062,Qiushuang,,Bayside,-37.90389757566909,144.99936814201922,Entire home/apt,153,2,24,2017-03-30,2.93,1,310
+304910,Exclusive Brighton by the beach,1569097,Elizabeth,,Bayside,-37.90389401107823,144.9998177031648,Private room,85,2,25,2017-03-05,0.40,1,365
+13770528,Beautiful Townhouse right on the beach!,21062148,Lisa,,Bayside,-37.94823317399832,145.00483585942632,Private room,90,1,0,,,2,180
+2142640,STYLISH 2Bdr BAYSIDE COTTAGE HAMPTON,1398259,Mary,,Bayside,-37.934267714299935,145.0085432762954,Entire home/apt,125,5,5,2017-03-28,0.16,1,188
+5740234,The Perfect Beachside Apartment,2209864,Luke,,Bayside,-37.953643400973576,145.00732644198837,Entire home/apt,145,2,5,2016-07-12,0.23,2,0
+11380645,Sunshine & Saltwater- Elwood BLISS!,355966,Jasmin,,Bayside,-37.895124545710665,144.9936303547141,Entire home/apt,79,7,1,2016-03-27,0.08,2,0
+15345604,Cute and cosy.,9612325,Harry,,Bayside,-37.91249208411439,145.01061221515093,Private room,41,1,0,,,1,365
+14124993,Cosy Bayside home next to park,2086293,Eve,,Bayside,-37.974453915380316,145.04585603583422,Entire home/apt,140,1,8,2017-01-23,1.13,1,98
+6559660,Beach Apartment with best bay views & free Wi-Fi,2488411,Sue + Ian + Gwen,,Bayside,-37.950758224906586,145.0038145786324,Entire home/apt,220,7,17,2017-03-10,0.83,2,342
+13605906,"Brand new apartment.Pool,gym,sauna,Spa,Wifi,cable",3948181,Matt,,Bayside,-37.95352914146037,145.02636225641294,Entire home/apt,69,4,0,,,1,31
+3252388,STROLL TO THE BEACH & STATION,3399739,Adrian,,Bayside,-37.89700241759408,144.99385838123587,Private room,98,3,45,2016-10-22,1.51,1,358
+9619141,For The Love of Lifestyle!,2351222,Chelsea,,Bayside,-37.885185188991656,144.99687125259348,Entire home/apt,80,2,21,2016-04-18,1.30,1,0
+13084972,Bright apt close to the city & beach!,72612430,Whitney,,Bayside,-37.94703481184232,145.0223415932311,Private room,50,7,0,,,1,0
+17736045,Bayside large bedroom with ensuite.,70237426,Genevieve,,Bayside,-37.90139089986685,145.01125727676012,Private room,90,1,2,2017-03-30,2,1,344
+17965481,Luxurious Brighton Beach Townhouse,5090224,Anu,,Bayside,-37.92374325904324,144.9878216406833,Entire home/apt,391,7,0,,,1,83
+15315721,Sensible Seaside Sandy,52564806,Adam,,Bayside,-37.94978735619779,145.0066033664738,Private room,55,2,11,2017-02-17,1.89,1,82
+10363473,Boutique Balinese QS Bedroom for (2),22877735,Mel,,Bayside,-37.97457913932773,145.02454230528485,Private room,160,1,2,2017-02-21,0.66,2,365
+16329362,Brand new House in Brighton East,61433936,Ning,,Bayside,-37.91265894874599,145.02070090087662,Entire home/apt,201,1,0,,,1,109
+13607847,Landcox,37291908,Marion,,Bayside,-37.90572078719931,145.01417694869045,Private room,50,1,0,,,1,0
+16003175,"Welcome to Brighton, Melbourne",104027831,Chelsea,,Bayside,-37.91788289421794,145.00528003148216,Entire home/apt,208,2,8,2017-03-28,2.55,1,155
+2695999,"3br 600m to beach, 600m to station",2014091,Natalie,,Bayside,-37.89822888917754,144.9988517651524,Entire home/apt,190,4,0,,,1,0
+17284875,"Bayside getaway, Impressive 1 bedroom apartment!",397229,Carla,,Bayside,-37.94789348835609,145.04146195566403,Entire home/apt,121,1,5,2017-03-28,5,1,181
+7670061,Private room in premium location.,6180990,Sy,,Bayside,-37.91041584809004,144.9908343515599,Private room,41,1,31,2017-03-08,1.54,1,352
+11024159,Beach side retreat!,48192848,Kate,,Bayside,-37.961996220958824,145.01462620338404,Entire home/apt,149,7,0,,,1,0
+15677224,Bayside Beach Getaway & En Suite,799376,Kumari,,Bayside,-37.968606603193514,145.0201612098113,Private room,85,1,19,2017-03-18,4.42,1,177
+4503385,Beachside bliss with modern style,12847809,Louise,,Bayside,-37.92228322930894,144.9899753161117,Entire home/apt,950,4,14,2017-01-21,0.70,1,150
+10663781,Family friendly Brighton townhouse,42073859,Winston & Carla,,Bayside,-37.90434069312534,144.99636472598993,Entire home/apt,229,3,29,2017-03-31,2.16,1,261
+9517031,Brand new stunning &cosy townhouse,49312153,Olha,,Bayside,-37.91444508194302,145.0181462508866,Entire home/apt,159,5,25,2017-03-30,1.69,1,347
+10272580,Beach Side Retreat,40531568,Dominic,,Bayside,-37.95698920529315,145.04229442452848,Private room,45,1,0,,,1,0
+16987450,一个人$29简单休息.备有洗衣机及烘干机.让你们出门在外的非常方便,101703756,秀丛,,Bayside,-37.92578896104277,145.02558459020855,Shared room,48,1,0,,,3,178
+12859504,Garden by the sea in Elwood,70290024,Anna,,Bayside,-37.8925481301229,144.99133172650843,Entire home/apt,220,2,6,2017-03-20,1.67,1,289
+6404335,tomoya kawasaki,33401062,Tomoya,,Bayside,-37.9324820846356,145.03260078921684,Entire home/apt,100,1,0,,,1,0
+15513888,Stylish beachside apartment in premium location,30658546,Anja,,Bayside,-37.94580830119423,145.00033256981055,Entire home/apt,176,1,14,2017-03-11,2.56,1,323
+15120722,Beautiful home in ideal bayside location.,93239973,John,,Bayside,-37.94577361627604,145.0063330133579,Entire home/apt,499,2,1,2017-02-14,0.61,1,360
+17612684,Humble home in the leafy part of town,63652411,Rob,,Bayside,-37.96375332668858,145.04547769640175,Private room,48,1,2,2017-04-02,2,1,79
+1718801,OH WHAT A BEAUTIFUL STAY!!!,1189993,Liz,,Bayside,-37.909295461105565,145.01138607389703,Private room,100,1,40,2017-03-14,0.95,1,365
+10500699,"Bayside Dreaming, self contained 3 bed townhouse",28134029,Lynda,,Bayside,-37.95315254267973,145.0084721292735,Entire home/apt,136,2,0,,,1,176
+2898554,Spotless accom close to beach,14814824,Tim & Leanne,,Bayside,-37.97715908673503,145.02413679856096,Private room,119,1,3,2017-02-18,0.17,1,317
+13646454,Beach Home on Golden Mile - 10 Min from Grand Prix,69705065,Georgie,,Bayside,-37.89435360287805,144.98816978832784,Private room,64,1,5,2017-03-26,0.56,1,5
+6732504,Light and airy Brighton home,35260517,Laura,,Bayside,-37.90476835911224,144.99356947899943,Entire home/apt,225,4,0,,,1,0
+13679391,Quiet private self contained unit.,44883590,David,,Bayside,-37.95326888769072,145.01080369899717,Entire home/apt,100,1,31,2017-03-26,3.66,1,147
+46211,Brighton Homestay-4-Doors-to-Sea,203997,Moni,,Bayside,-37.89406468492584,144.987038290531,Private room,90,2,37,2016-03-27,0.47,1,0
+9846798,"House in quiet, leafy street.",50701364,Keith,,Bayside,-37.96561127508719,145.02188359892034,Entire home/apt,250,1,0,,,1,0
+14236550,"Sandringham style, close to beach shops and train",26820500,Kristina,,Bayside,-37.94938638668182,145.0109613101884,Entire home/apt,320,3,12,2017-03-21,1.64,3,261
+4626938,Brighton mansion with Bathing Box,23964067,John,,Bayside,-37.91901834610793,144.99129847272977,Private room,250,1,3,2015-02-23,0.11,1,365
+2210740,AMAZING LOCATION FOR ONE GUEST,3657814,Ksenia,,Bayside,-37.914563537399204,144.99915356724608,Private room,68,2,2,2015-01-09,0.05,2,346
+9974959,Huge brand new house,23476809,Amy,,Bayside,-37.90445338654499,145.01005335024334,Entire home/apt,800,1,0,,,2,365
+7979053,Small modern apartment in Brighton,42113127,Jill & David,,Bayside,-37.90665275587362,145.00388902226422,Entire home/apt,130,3,17,2017-02-25,0.94,1,100
+15875108,Walk to the beach/shops from this cosy apartment!,69877814,Emily Claire,,Bayside,-37.9455697063635,145.00199431767018,Entire home/apt,111,2,1,2016-11-19,0.22,1,43
+15318065,The Cozy House,16169542,Irene,,Bayside,-37.931748917339,144.9957933190254,Private room,100,1,3,2017-03-24,3,1,79
+13483081,Sunny Brighton Apartment Close to Beach & Shops,67693786,Sarah,,Bayside,-37.916898975969104,144.99227822754136,Private room,50,90,1,2016-09-12,0.15,1,90
+9813047,Beachside apartment,14568760,Matthew,,Bayside,-37.95275894698546,145.00693840569502,Entire home/apt,100,1,0,,,1,0
+13417604,Hampton Beachside Sleek Apartment,760849,Bev,,Bayside,-37.93398483352492,145.0022112921184,Entire home/apt,281,3,3,2017-03-03,1.29,51,344
+13253793,Bayside Family House,74563897,Sarah-Jane,,Bayside,-37.9313251153336,145.0090758493884,Entire home/apt,201,14,0,,,1,0
+16724647,Modern Beach-side Family Home with Fenced Pool,29300254,Leigh,,Bayside,-37.98335691851381,145.04018064280348,Entire home/apt,391,2,1,2017-02-14,0.61,1,352
+16603067,Bright Beach House Near Sandringham Station,9724682,Allie,,Bayside,-37.95749607448166,145.01025901284646,Private room,69,1,6,2017-03-18,2.43,1,321
+15512790,Private Garden Apartment master bdr,34322890,Susan,,Bayside,-37.904257255806364,144.9982672632948,Private room,50,1,0,,,2,92
+6438220,"Beautiful Bay Views, close to shops + train",6362274,Nikki,,Bayside,-37.938391123870815,144.99957572653622,Entire home/apt,164,3,10,2017-02-13,1.86,1,114
+9974554,Brighton Studio at Brighton Beach,21343822,Diana,,Bayside,-37.92635921747309,144.98949472287418,Entire home/apt,189,7,0,,,1,356
+9944522,Highett High Life,51107351,Ivan,,Bayside,-37.948682110577096,145.04185228165068,Entire home/apt,201,4,0,,,1,0
+16104967,"Bright, light private ensuite near beach & station",92233158,Marie,,Bayside,-37.893432706042034,144.9977611677111,Private room,68,2,0,,,1,120
+17481261,Single bed in the hottest part of Brighton,80389079,Jeff,,Bayside,-37.895748951166404,144.99950003372498,Private room,35,1,3,2017-03-28,3,1,239
+13284408,Sandringham Luxury Apartment,12753910,Carmen,,Bayside,-37.954509006656885,145.02599507660395,Entire home/apt,149,3,18,2017-01-09,2.04,1,271
+900803,Beautiful Bayside Bungalow,4811664,Rosalind,,Bayside,-37.91873788557569,145.00464810975282,Entire home/apt,160,20,2,2016-12-26,0.08,1,365
+5387114,Room near Brighton Beach,23587079,Eda,,Bayside,-37.92762583074551,145.00393090539518,Private room,80,2,1,2016-08-14,0.13,2,363
+11485315,Lovely room in iconic Brighton,60461081,Tamara,,Bayside,-37.91700606966687,144.99948214804735,Private room,45,1,10,2017-03-23,0.77,1,360
+8172815,"Great location - city, train, beach",18020220,Sally,,Bayside,-37.945522097618465,145.00921952561663,Private room,80,2,3,2017-03-30,0.42,2,304
+16522807,Huge family home in Brighton East,108648373,Kathryn,,Bayside,-37.91314373432335,145.01928164243117,Entire home/apt,398,3,1,2017-03-10,1,1,109
+12236352,"Beautiful, warming home",65849459,Lilly,,Bayside,-37.90898996144524,145.02428665680057,Private room,69,1,0,,,1,365
+3585736,Entire large quiet 2 bedroom apart,18064436,Mandy,,Bayside,-37.93194209162958,145.00282379741836,Entire home/apt,195,1,0,,,1,365
+6341301,Cosy home in a perfect location,33023987,Gunter,,Bayside,-37.93880677130208,145.032905454791,Private room,58,1,1,2016-09-25,0.16,1,365
+9847545,Brighton B&B,49369377,Kathy,,Bayside,-37.903602879823296,145.00118469389378,Private room,130,1,0,,,1,365
+5194506,Stunning 2-Bedroom Home with the Wow Factor,760849,Bev,,Bayside,-37.907634308278766,145.00351640566794,Entire home/apt,383,3,0,,,51,358
+4833549,"BAY 6, Brand new 3 bd apt, Brighton",1710397,Amanda,,Bayside,-37.90288350057915,144.98758135850036,Entire home/apt,324,3,1,2016-03-06,0.08,62,338
+4145486,"Bright 2BR home, off street parking & wifi",3970719,Sally,,Bayside,-37.94235964236663,145.01427160831227,Entire home/apt,185,3,9,2017-03-04,0.32,1,301
+16040915,"BAYSIDE!!!
+2 BEDROOM,POOL,GYM,SAUNA",1192652,The Brodie Bunch,,Bayside,-37.954191415656496,145.02502681257204,Entire home/apt,180,5,0,,,1,363
+9454618,"Close to train, shops and beach!",21703165,Amanda,,Bayside,-37.955634165854775,145.01709113824322,Private room,69,2,14,2017-03-19,0.85,2,153
+804841,Bed & Breakfast in comfortable home,4236662,Eileen,,Bayside,-37.90957736323408,145.0132485271493,Private room,110,2,0,,,1,365
+17810814,Hidden Sanctuary by the beach,760849,Bev,,Bayside,-37.95193771640103,145.01023281477566,Entire home/apt,324,3,0,,,51,346
+13256124,Gorgeous 2-bedroom + study apartment,58252839,Sarah,,Bayside,-37.94798641952944,145.04101433140818,Entire home/apt,115,2,18,2016-12-18,1.78,1,80
+10143146,c.1921 Bank Manager's Residence,52056492,Robyn,,Bayside,-37.89585110443918,145.00218321360398,Entire home/apt,140,2,47,2017-03-19,3.20,1,157
+15222238,"Bayside: Quiet, clean and convenient",96739672,Anne,,Bayside,-37.94609197612098,145.01624000915103,Private room,55,1,19,2017-03-25,3.88,1,148
+5687337,Double Bedroom in Highett,29489600,Madison,,Bayside,-37.95139942329051,145.04135012276376,Private room,41,1,0,,,1,0
+5687042,Bayside Beauty: Hampton Guest Suite,15831004,James,,Bayside,-37.94339132143318,145.00944370522978,Private room,66,1,13,2016-12-03,0.55,1,275
+1066862,Beach House Child & Pet friendly,5869866,Claire - Beau Bay Houses Owner/Ope,,Bayside,-37.960797115397654,145.012238940613,Entire home/apt,265,14,0,,,6,330
+14863288,Cool and colorful Brighton Unit,10860213,Paulina,,Bayside,-37.896764994366634,144.99516434024,Entire home/apt,210,2,7,2016-12-11,1.09,1,90
+17320731,Double Bedroom,39663999,Martin,,Bayside,-37.923051068647,145.0073106154072,Private room,56,1,1,2017-03-27,1,1,364
+13716677,Cosy Beachside Apartment in Hampton,80150484,Vivienne,,Bayside,-37.93851027064444,145.0024820760758,Entire home/apt,100,1,13,2017-04-01,1.60,1,352
+9052706,Florist Shop Apartment on the Beach,47224846,Kathryn,,Bayside,-37.99142900372834,145.04115266249735,Entire home/apt,130,1,41,2017-03-18,2.40,1,342
+1101636,Lake View House Hampton East - Opp park & lake,5869866,Claire - Beau Bay Houses Owner/Ope,,Bayside,-37.9411326598943,145.0322653700839,Entire home/apt,256,14,2,2016-07-20,0.07,6,365
+16666453,'The Sandy' Beachside Retreat,10393604,Justin,,Bayside,-37.95899068056479,145.0104005254369,Entire home/apt,320,4,0,,,1,102
+12439388,"Private bedroom & bathroom, continental breakfast",67297926,Lynn,,Bayside,-37.92595442045423,144.9979697704011,Private room,69,2,28,2017-03-25,2.45,1,166
+15257685,Timeless elegance in a quality property,760849,Bev,,Bayside,-37.89672468321653,144.99952489467674,Entire home/apt,324,3,0,,,51,365
+15716458,Cosy and private Brighton home,101516717,Motomochi,,Bayside,-37.914141692458045,145.0223296075547,Entire home/apt,180,4,0,,,1,364
+9063739,Large sunny beachside holiday home,22139379,James,,Bayside,-37.922704910034795,144.99133470649622,Entire home/apt,950,6,0,,,1,0
+479472,Cosy 2 Bedroom Sandringham Villa 2,760849,Bev,,Bayside,-37.952310984836416,145.0117260859428,Entire home/apt,295,3,3,2017-03-06,0.12,51,335
+13717782,"Luxurious, private own palatial bathroom (hosted)",80166565,Karen,,Bayside,-37.90871929590805,145.02260665381428,Private room,100,1,13,2017-03-07,1.52,1,183
+4379177,BAYSIDE/POOL/ENSUITE/KITCHEN,22737513,Kay,,Bayside,-37.92104152453527,145.01604676436256,Private room,66,3,22,2017-03-10,0.74,1,365
+1233547,Quirky & Retro 3 bedroom Spacious Home,760849,Bev,,Bayside,-37.904800490255255,144.99464778988323,Entire home/apt,429,3,0,,,51,359
+15061733,Beautiful Home in Brighton,90200703,Kylee,,Bayside,-37.91703532832175,145.00541489243506,Entire home/apt,300,1,0,,,1,90
+9097935,Light-filled & lovely Brighton East,47433463,Isabella,,Bayside,-37.90426224546945,145.0163587128185,Private room,62,2,5,2017-03-11,0.34,1,169
+17027793,"welcome to lovely brighton,sea, shops ,transport",49052288,Thorva,,Bayside,-37.898857564407265,145.0019926276789,Private room,80,1,10,2017-04-01,6.38,1,144
+15591490,Cosy 2 Bedroom Sandringham Villa 1,760849,Bev,,Bayside,-37.95233388703864,145.01045625607918,Entire home/apt,295,3,0,,,51,349
+479281,Spacious 2 bedroom Home Close to the Beach,760849,Bev,,Bayside,-37.90883250807714,144.9907719420793,Entire home/apt,324,3,0,,,51,310
+16148669,Spacious and Light Art Deco Apartment near BEACH,5820335,Daisy,,Bayside,-37.89929571331658,144.9900111197475,Private room,69,1,4,2017-03-07,0.99,1,85
+4378693,A charming Victorian Pavilion -Brighton/Elwood,22734692,Manuela,,Bayside,-37.898874401113545,144.99213314041907,Entire home/apt,125,1,75,2017-03-26,2.55,2,331
+14406898,Hampton Living 2 - Dinner included,6004173,John,,Bayside,-37.934246548952146,145.02457917815963,Private room,66,2,2,2017-02-09,0.61,3,365
+15624488,Brighton Chalet,100709814,Edel,,Bayside,-37.92600463366914,145.00465098491958,Entire home/apt,121,2,1,2017-03-26,1,1,269
+5528542,Private Top floor studio ,28663583,Jane,,Bayside,-37.88635748284228,144.99911356203066,Private room,166,2,0,,,1,90
+6280658,"Great room, bayside..!",32648444,Jono,,Bayside,-37.93238074011403,145.0294108685538,Private room,83,1,0,,,1,363
+13494718,"Bright, spacious, private accomodation.",2338655,Lynne,,Bayside,-37.910698440389865,145.0185006206433,Private room,85,2,13,2017-03-22,1.94,1,344
+12839410,STUNNING BAYSIDE MODERN HOME,70105664,Murray,,Bayside,-37.93243935757898,145.0323632569328,Entire home/apt,149,14,2,2016-09-20,0.22,1,0
+6056430,East Brighton Artist Retreat Room,31431951,Lou,,Bayside,-37.90209415519804,145.02017418365264,Private room,135,1,1,2015-11-15,0.06,2,365
+12837566,Luxury in Brighton,18230709,Andrea,,Bayside,-37.915903335953985,144.997612473279,Entire home/apt,275,21,0,,,1,0
+13719070,Ultra modern accommodation conveniently located,65728592,Steven,,Bayside,-37.995549326708456,145.0374888576651,Private room,149,3,0,,,1,90
+15821394,Calm Bayside Oasis with Kookaburras & Lorrikeets,35594825,Jez,,Bayside,-37.97427888319329,145.04083036155126,Entire home/apt,395,7,1,2017-01-01,0.32,1,110
+1118089,Hampton- fabulous family home,4761318,Kirsty,,Bayside,-37.93309692616034,144.9979407671872,Entire home/apt,216,7,2,2016-08-14,0.14,1,274
+8212623,Beautiful Beachside Brighton,24433468,Hana,,Bayside,-37.913523862173804,144.99964567333288,Private room,75,2,5,2017-02-24,0.30,1,253
+17623827,Lovely Quiet 2BD in leafy Brighton,5949748,Emily,,Bayside,-37.91591936779081,145.00282011892097,Entire home/apt,140,1,6,2017-03-28,6,1,97
+17389414,Brighton Beach art deco delight,28889225,Donna,,Bayside,-37.909170479772165,144.98600406010027,Entire home/apt,98,2,0,,,1,137
+7922730,LUXICO - Beach Rd (Hampton),11914644,Luxico Holiday Homes,,Bayside,-37.93735233377724,144.997989188995,Entire home/apt,873,7,1,2015-12-11,0.06,58,0
+16147573,Beautiful apartment in Brighton Beach,10303934,Marcela,,Bayside,-37.89795633222662,144.99005944591664,Entire home/apt,250,3,1,2017-01-01,0.32,1,91
+479189,Ultra Modern 2 Bedroom Townhouse,760849,Bev,,Bayside,-37.9169472498179,144.995382854524,Entire home/apt,364,3,1,2015-10-26,0.06,51,347
+17817405,Apartment near Brighton beach,99419053,Lucinda,,Bayside,-37.90574992275486,145.00343558017195,Entire home/apt,97,3,0,,,1,34
+5498385,Stylish Hampton Home with Gas Heated Pool,10143905,Kelly,,Bayside,-37.945464524060974,145.0195642767377,Entire home/apt,450,2,10,2017-01-21,0.58,1,346
+16443210,Hampton luxury with swimming pool,103515579,Kirsten,,Bayside,-37.942710486114414,145.01501869273008,Entire home/apt,250,2,0,,,1,0
+11721279,A Home in Lush tropical settings.,23087139,Zoe,,Bayside,-37.912001762956834,145.01382842552363,Entire home/apt,69,7,0,,,1,0
+16639972,Beautiful 2 bedroom townhouse in Highett!,52502681,Amie,,Bayside,-37.94786356190943,145.04104811632504,Entire home/apt,114,1,16,2017-03-27,5.52,1,254
+6352911,Cosy house on Bay St Brighton,9835788,Patrick,,Bayside,-37.90465866066936,144.9954470472929,Private room,66,1,11,2017-03-17,0.49,1,364
+7889163,Sunny Sandringham Sanctuary,6937290,Andrew,,Bayside,-37.959338420284794,145.01972208813385,Private room,94,1,5,2017-02-17,0.27,1,14
+3013363,Self contained one bedroom unit,15064653,John,,Bayside,-37.92306528175339,145.0065513423292,Entire home/apt,100,1,156,2017-04-01,4.74,1,324
+15956878,Park View,103612950,David,,Bayside,-37.95332830066494,145.01525572384375,Private room,110,2,0,,,1,21
+10316890,Boutique Retro Bedroom: Suits (2),22877735,Mel,,Bayside,-37.97584195818579,145.02578646382352,Private room,160,2,0,,,2,365
+15760483,Delightful self contained cottage,467749,Yolande,,Bayside,-37.945266337139266,145.0097609241077,Entire home/apt,100,2,5,2017-01-17,1.03,1,240
+1080588,Brighton Grove ,5869866,Claire - Beau Bay Houses Owner/Ope,,Bayside,-37.987794470869865,145.03663553135897,Entire home/apt,260,4,0,,,6,365
+10042775,Family Friendly Bayside Residence,46347159,Imogene,,Bayside,-37.940172886300424,145.01385161401976,Entire home/apt,149,4,8,2017-03-12,0.60,1,351
+7552457,Cozy Modern Living in Bayside,17695399,Benjamin,,Bayside,-37.95519426922327,145.02464250307148,Entire home/apt,100,5,3,2015-11-18,0.17,1,0
+5094885,"Quiet, peaceful, comfortable.",25409342,Robert,,Bayside,-37.93985709590398,145.01422746364432,Private room,85,1,4,2017-02-16,0.32,1,333
+15822412,"Private room, bathrooom fantastic location & quiet",39805494,Bernadette,,Bayside,-37.89105805888336,144.99173764946025,Private room,94,1,1,2017-03-14,1,1,68
+1080589,Brighton Grove ideal location,5869866,Claire - Beau Bay Houses Owner/Ope,,Bayside,-37.90141561833138,144.99994017287213,Entire home/apt,269,5,2,2016-08-02,0.19,6,327
+15457923,"Peaceful family home near beach, shops and train",52887903,Jonathan And Anna,,Bayside,-37.93784566224324,145.01348587912258,Entire home/apt,300,7,2,2017-01-24,0.64,1,0
+17465088,Newly renovated Bayside Townhouse.,117711652,Louise,,Bayside,-37.9777101352042,145.05295277208913,Entire home/apt,170,2,0,,,1,143
+16842504,"Modern light filled 2bdr townhouse, large bbq area",47280584,Dmitriy,,Bayside,-37.91495218120081,145.01846334707733,Entire home/apt,157,4,4,2017-03-25,2.50,1,343
+11759444,Spacious Family Home Out and In!,13942744,Anthony,,Bayside,-37.94267479653476,145.0152833507506,Entire home/apt,201,5,2,2017-01-12,0.60,1,4
+6782904,Sandy Unit,18524350,Meaghan,,Bayside,-37.949927463730795,145.00311487356862,Private room,63,1,0,,,1,365
+14939030,A great house for a family holiday,69570244,Revital,,Bayside,-37.9191658424865,144.9949816558251,Entire home/apt,75,3,2,2017-01-01,0.34,1,6
+13760009,"Modern, big and cosy room in Brighton East",80651381,Maria,,Bayside,-37.93122824022216,145.03150114123832,Private room,46,20,1,2016-08-20,0.13,1,0
+10168301,Beautiful Bayside stylish apartment & free Wi-Fi,2488411,Sue + Ian + Gwen,,Bayside,-37.95046099472174,145.00454776948467,Entire home/apt,130,5,15,2017-01-27,1.43,2,335
+9304251,LUXICO - Alford St (Brighton East),11914644,Luxico Holiday Homes,,Bayside,-37.91024124144695,145.00846305114248,Entire home/apt,742,7,0,,,58,34
+6682842,Large Townhouse in Brighton,34979271,Joel,,Bayside,-37.91405501945825,145.0140294276611,Private room,55,2,12,2016-03-23,0.64,1,0
+9500918,4ppl entire home. Walk to beach!,21703165,Amanda,,Bayside,-37.95420998833743,145.0208216267441,Entire home/apt,125,5,3,2017-01-05,0.21,2,0
+10090773,Modern self contained garden studio,51779207,Annelie,,Bayside,-37.95307566562435,145.02749249464784,Entire home/apt,121,2,29,2017-02-13,1.88,1,149
+10320226,Beaches Golf Cafes Sunsets,26492947,Jacqui,,Bayside,-37.96346456098411,145.0208947684752,Private room,55,1,16,2017-04-01,1.16,1,24
+6056349,East Brighton Artist Retreat,31431951,Lou,,Bayside,-37.903557626760765,145.01888701741663,Entire home/apt,300,1,22,2017-03-17,1.07,2,364
+9945051,Beach escape in Metro Melbourne,4583046,Matt,,Bayside,-37.97789934105063,145.03864518582256,Entire home/apt,121,2,2,2016-02-09,0.13,2,0
+15956409,Zannies house,53103877,Zan,,Bayside,-37.966584370134576,145.02187480675258,Entire home/apt,145,1,2,2017-03-04,1.33,1,276
+9959950,"Brighton, close to Elwood beach",50956849,Brighton,,Bayside,-37.893084677226916,144.98882317665093,Entire home/apt,800,1,4,2016-03-20,0.27,1,0
+14789165,"Boutique apartment,self-contained, close to beach.",15460930,Phil,,Bayside,-37.94561134520572,145.00144735470644,Entire home/apt,114,2,25,2017-03-24,3.75,1,241
+8121804,Sun Drenched Unit Near the Sea,7749681,Samantha,,Bayside,-37.906518162899765,144.995347094548,Entire home/apt,200,7,1,2015-10-09,0.06,1,8
+16903942,Short troll into station and beach,112751980,Ben,,Bayside,-37.90570391588203,144.99920322786102,Entire home/apt,160,1,2,2017-03-17,1.25,3,18
+11761386,"SECURE, SECLUDED HIDEAWAY in beautiful Bayside Vic",60277162,Juliet,,Bayside,-37.89680695346753,144.99920601177504,Entire home/apt,138,1,5,2016-12-31,1.15,1,89
+13268112,"Fun, Funky, Colourful Home",74741659,Jana,,Bayside,-37.95034254136069,145.02111548875556,Private room,55,1,30,2017-04-02,3.31,1,67
+15890754,"Large, comfy house, very green & sunny garden",103066259,Stepan,,Bayside,-37.897693629091975,145.00140376102837,Entire home/apt,90,3,3,2017-01-18,0.65,1,34
+15169292,"Modern luxury home with pool, spa and trampoline",96265960,Adam,,Bayside,-37.91384315671796,145.02238990809585,Entire home/apt,675,7,2,2017-01-09,0.59,1,98
+13758940,BEAUTIFUL GARDEN BEACHSIDE BUNGALOW,80661924,Anna,,Bayside,-37.968861089935885,145.01879904178298,Entire home/apt,85,1,36,2017-03-19,4.50,1,85
+17658765,10 mins from Brighton Beach,120177390,Samantha,,Bayside,-37.90460782675527,144.99538314078256,Entire home/apt,240,1,2,2017-03-18,2,1,363
+16052972,2 Bedroom Apartment with Rooftop Terrace,760849,Bev,,Bayside,-37.93971292284373,145.001180455996,Entire home/apt,350,3,0,,,51,285
+17558514,"Beachside, stunning art filled apartment",115195230,Jools,,Bayside,-37.90485620265367,145.00215667954296,Entire home/apt,149,14,0,,,1,0
+8614839,Quiet family home in Hampton!,21193164,Nathan,,Bayside,-37.93209450539564,145.01468084809355,Private room,50,1,13,2017-02-25,0.74,1,363
+8057052,Bayside Living at its best,42558060,David,,Bayside,-37.94403690364552,145.00501549367854,Entire home/apt,185,7,0,,,1,0
+1107707,Beaumaris House Pet & Child Friendl,5869866,Claire - Beau Bay Houses Owner/Ope,,Bayside,-37.97204825907313,145.04811197310747,Entire home/apt,299,21,2,2016-02-22,0.14,6,365
+12741212,Brighton Beach - When Art Deco meets Contemporary,26505051,Joan,,Bayside,-37.91330123963393,144.98589315547605,Entire home/apt,229,3,9,2017-03-12,1.54,1,320
+10479107,Contemporary home in Bayside,54012527,Julianne,,Bayside,-37.92781290725918,145.00216583654102,Entire home/apt,849,5,0,,,1,88
+7764895,Spacious Retro Apartment by the Bay,40836349,Jo,,Bayside,-37.94973360525752,145.00606037637297,Entire home/apt,94,5,8,2017-03-23,0.74,1,140
+16666999,Loft Living in Bayside,8011884,Jacqueline,,Bayside,-37.91292672657672,145.0173811755061,Entire home/apt,152,1,0,,,1,148
+17097464,Brighton,110724233,Yu-Hong,,Bayside,-37.905789489209525,145.00545579665337,Entire home/apt,121,2,7,2017-03-16,3.89,2,0
+4514084,A charming calafornian bungalow,2732274,Kirsty,,Bayside,-37.96217310451744,145.04712125210628,Entire home/apt,176,3,1,2016-10-01,0.16,1,3
+17436714,Stay like a true local!,81623567,Jo,,Bayside,-37.90679845383975,145.0057768872449,Private room,80,1,1,2017-03-18,1,1,87
+13885007,"Warm, inviting & Close to everything",28377544,Helen,,Bayside,-37.94909431258445,145.00693308370876,Entire home/apt,189,4,0,,,1,0
+15719176,Quality large bedrooms in Hampton/Brighton Beach,34341064,David,,Bayside,-37.93263302621478,144.9955416600272,Private room,128,1,4,2017-03-22,1.05,1,365
+16900045,LUXICO - Beachfront Retreat,11914644,Luxico Holiday Homes,,Bayside,-37.93436712443456,144.9949908937209,Entire home/apt,575,7,0,,,58,344
+15720322,Amazing Seaview House - Master bedroom - Free bike,2769647,Palito,,Bayside,-37.90374154741075,144.9848875159014,Private room,90,3,5,2017-03-31,1.24,2,179
+17226442,Homestay for a couple : Cap Ferret a Melbourne,1868158,Anne-Florence,,Bayside,-37.90118256823021,144.98666724852436,Private room,55,2,4,2017-03-26,3.08,2,39
+409918,Room at the Back of the Main House,2040627,George & Winifred,,Bayside,-37.94777846420711,145.03068432968857,Private room,69,2,4,2014-12-14,0.08,1,332
+16176954,Brighton living by the beach & bay (entire home),4693403,Laura,,Bayside,-37.899362181512345,144.98922786654452,Entire home/apt,160,1,4,2017-03-04,1.62,1,357
+15524027,"Beautiful, Cozy Bayside Apartment",31934294,Mona,,Bayside,-37.90431909225945,144.99763960646766,Entire home/apt,85,2,12,2017-03-27,2.98,1,47
+14934193,Hampton Living 3 - 10% off weekly,6004173,John,,Bayside,-37.934979763656244,145.02455102616224,Private room,50,2,7,2017-03-04,1.13,3,337
+417186,Very Happy in Highett ,2074794,Nola,,Bayside,-37.9531157414699,145.03158169517553,Private room,98,1,0,,,1,365
+7330842,'Bellarosa' Californian Bungalow,3854724,Lara,,Bayside,-37.98665180548354,145.03738385831525,Entire home/apt,320,3,11,2017-03-05,0.59,4,365
+15424475,Bayside modern convenience. Walk to Beach,12433800,Pete,,Bayside,-37.90596340308609,145.00092745935066,Entire home/apt,275,1,13,2017-03-25,3.33,1,128
+15651937,Tranquil zen hideaway two minute stroll to beach!,26820500,Kristina,,Bayside,-37.90398079737082,144.9872046126896,Entire home/apt,380,3,8,2017-03-25,2.03,3,266
+15225746,"Elevated, peaceful, secure Brighton",39206833,Gerry,,Bayside,-37.91449853315556,145.0177303227887,Entire home/apt,110,3,9,2017-03-12,1.66,1,61
+17158994,3 Bedroom Beachside Apartment - Sandringham,59213549,Paul,,Bayside,-37.95103642146028,145.0035584772468,Entire home/apt,300,3,0,,,1,314
+9886130,BRIGHTON BEACH GOLDEN MILE ROOM,50858061,Xi Man,,Bayside,-37.90856248462447,144.98546839595397,Private room,50,7,8,2017-03-31,0.52,1,338
+4183418,Twin/single & own bath in Brighton,4061934,Charlotte,,Bayside,-37.91813043288168,145.00229382597416,Private room,80,2,22,2016-12-18,0.78,1,364
+4937986,Premium beachside location ,25245215,Chris,,Bayside,-37.94684136309882,145.00436768827313,Private room,100,1,8,2016-05-23,0.30,1,181
+7133506,3 Bedroom Brighton townhouse,37363602,Kerry,,Bayside,-37.90668224045716,144.99588073227585,Entire home/apt,170,1,0,,,1,0
+2672695,Hampton Garden Oasis,12487348,Don And Felicity,,Bayside,-37.934997358433534,145.0165996325354,Entire home/apt,190,2,3,2016-09-05,0.24,1,68
+8341954,Brighton by the Bay.,31426336,Diana,,Bayside,-37.91413827429786,144.998876690176,Private room,69,2,1,2017-03-25,1,1,320
+14764413,Brighton seaside home - 3 bedroom,16969695,Caroline,,Bayside,-37.9108624744531,144.9885268951074,Entire home/apt,250,3,2,2017-03-12,0.97,1,330
+16429949,Brighton Modern Family Home,6233272,Vicky,,Bayside,-37.90427114503319,144.99942964841543,Entire home/apt,595,7,0,,,1,63
+9843985,"NEW101, 2bdr APT, BRIGHTON/BEACH",1710397,Amanda,,Bayside,-37.90414911343997,144.99273043385574,Entire home/apt,249,1,2,2016-09-23,0.27,62,316
+10253012,"Bright, beach-side family home",49034843,Lucy And Matt,,Bayside,-37.948587722893755,145.01578907089612,Entire home/apt,250,1,0,,,1,0
+16559967,5BR Mod beach house with tennis crt,109056238,Annabel,,Bayside,-37.92999651468514,144.99495950206588,Entire home/apt,650,2,3,2017-03-04,2.00,1,92
+15778127,Brighton beauty!,19465972,David,,Bayside,-37.91043274157131,145.01706965949631,Private room,66,2,3,2017-01-19,0.70,1,54
+13715187,Hampton in 5 star. Tennis or swim,20497620,Nick,,Bayside,-37.93844270292943,145.01348007218303,Entire home/apt,1000,3,6,2017-02-20,0.96,1,159
+4695400,Brighton Beach new apartment,23587079,Eda,,Bayside,-37.92875969048186,145.00429505958752,Entire home/apt,225,4,3,2016-01-15,0.12,2,363
+17640342,Bayside Resort Haven,41104172,Melissa,,Bayside,-37.94241509389625,145.0074558154762,Entire home/apt,700,1,0,,,1,75
+15378510,LUXICO - East End Haven,11914644,Luxico Holiday Homes,,Bayside,-37.941633350337156,145.00830576821807,Entire home/apt,834,7,0,,,58,0
+9216767,Family friendly centrally located.,47928528,Peter,,Bayside,-37.90697472310136,145.01744439532285,Private room,201,1,0,,,1,337
+17572386,The Hampton Bakery circa 1935,43123182,Elissa,,Bayside,-37.933400739846746,145.00397644466966,Entire home/apt,250,2,0,,,1,90
+17933131,Two doors from Brighton Beach boxes,31510255,Alexandra,,Bayside,-37.92002215876556,144.99010750562167,Private room,69,1,0,,,2,85
+17408230,Beautiful burrow by the beach,23909499,Fiona,,Bayside,-37.917671584892446,144.9955073550514,Private room,50,1,1,2017-03-25,1,2,169
+13944179,"Funky, sunny beach house with SPA for a cosy stay!",12244160,Jade,,Bayside,-37.940596496513194,145.02561168289887,Private room,55,2,4,2016-11-27,0.64,1,316
+12918289,Bayside Luxe 2 min stroll to beach!,26820500,Kristina,,Bayside,-37.90227392267322,144.9886635421982,Entire home/apt,380,3,7,2017-01-17,0.91,3,318
+13213140,"Modern comfortable home, close to everything!",32091362,Bree,,Bayside,-37.97748779389506,145.05115281903173,Entire home/apt,220,5,2,2017-01-06,0.64,1,0
+2071950,Airy room in sunny house near beach,4375697,Harb,,Bayside,-37.9242979867784,144.99694516436065,Private room,73,1,10,2017-03-18,0.25,1,259
+17047608,Cosy 2 Bedroom Sandringham Villa 3,760849,Bev,,Bayside,-37.952543854218426,145.01106567424765,Entire home/apt,295,3,0,,,51,356
+16195286,Leafy modern apartment near the beach,105768695,DiGregorio,,Bayside,-37.90463655840219,144.9988087787374,Entire home/apt,149,4,0,,,1,23
+14359258,Beach side cosy,3474980,Vincenzo,,Bayside,-37.97176632420176,145.01325714706857,Entire home/apt,100,28,0,,,2,196
+16816808,Brighton Beach Villa near CBD,109895501,Daniel,,Bayside,-37.92676342013881,144.9944054250698,Entire home/apt,370,3,1,2017-01-31,0.48,1,54
+13540513,"Light, bright & spacious 1bd apart!",77863454,Emma,,Bayside,-37.90619638369976,145.0053915026647,Entire home/apt,140,1,1,2016-07-06,0.11,1,1
+10458663,Cozy Bedroom In Great Neighbourhood,31621700,Mor,,Bayside,-37.90765635186578,145.01887731309674,Private room,45,1,6,2016-05-30,0.41,1,82
+8394057,"Nice, quiet location close to beach",44229140,Josef,,Bayside,-37.94640231310437,145.02879616016367,Private room,25,1,1,2015-10-27,0.06,1,0
+10622266,Bayside Unit close to everywhere,32399063,Victor,,Bayside,-37.9416072237248,145.00956728873246,Entire home/apt,149,1,0,,,1,302
+6856594,Sunny room in Highett + free WIFI,35932573,Jamie,,Bayside,-37.946324911486315,145.02552188442417,Private room,94,2,0,,,1,365
+14654716,Cozy sun filled room on beach front,91018996,Evan,,Bayside,-37.9175611287215,144.98806807904404,Private room,110,1,4,2017-02-04,0.83,1,364
+10683401,Bayside Living by the Park,55168948,Jonathon,,Bayside,-37.94139872852982,145.01503478323684,Entire home/apt,350,1,0,,,1,0
+13801818,Beautiful 3 bedroom home in Brighton East,55754741,Bernie,,Bayside,-37.9306712979552,145.02170748599525,Entire home/apt,121,5,0,,,1,0
+3545103,Stunning Modern Sanctuary on a Park,4391140,Helene,,Bayside,-37.941435281707726,145.02857138607285,Entire home/apt,250,7,3,2017-01-15,0.11,1,365
+1054730,Summer at Brighton-Beach - Cottage,5808523,Sally,,Bayside,-37.918241668585985,144.99880823066223,Private room,66,3,7,2016-11-17,0.22,1,365
+3577847,Gorgeous 3-4 bedroom family home with pool and...!,18020220,Sally,,Bayside,-37.94541612855929,145.00792877883947,Entire home/apt,750,14,4,2015-12-01,0.22,2,145
+8230763,Stunning Edwardian beachhouse,40471990,Rebecca,,Bayside,-37.93641946689371,144.99911293626545,Entire home/apt,300,3,8,2017-01-13,0.49,1,0
+12654417,Family friendly - opposite park,22219360,Jeff,,Bayside,-37.95432659594571,145.03249585202946,Entire home/apt,180,14,0,,,1,0
+4528323,Brand new spacious house,23476809,Amy,,Bayside,-37.904265048575745,145.0134100789158,Private room,90,2,7,2016-11-18,0.38,2,363
+4559753,4 BR 2.5 BA Victorian Brighton Beachside Beauty,23638188,Sarah,,Bayside,-37.92546404768376,144.9991793338206,Entire home/apt,551,3,2,2017-01-23,0.65,1,58
+2234455,"BEACHSIDE, MODERN, TRENDY CAFE AREA",3013970,Gaelan,,Bayside,-37.933278328577686,145.00120121692154,Entire home/apt,180,5,26,2017-03-04,0.73,1,329
+17896836,Bayside Parkview House,15037184,Margie,,Bayside,-37.97336488445963,145.04956861482216,Entire home/apt,180,2,0,,,1,30
+14258950,Double bed- Charming - close to the beach.,86845915,Dee,,Bayside,-37.913920261576735,144.98728644857468,Private room,60,3,12,2017-03-10,4.68,1,0
+9189659,Beautiful Brighton home,26397707,Olivia,,Bayside,-37.915559663310546,145.0010367564078,Entire home/apt,176,7,0,,,1,358
+4526765,Modern Stylish Family Home- Bayside,13050600,Andie,,Bayside,-37.936818377310445,145.03362706823435,Entire home/apt,281,12,5,2016-12-13,0.21,1,0
+11211832,Entire Large 2 Storey Family Home,32223101,Alex,,Bayside,-37.9482884808698,145.02719532875165,Entire home/apt,350,5,1,2016-08-12,0.13,1,0
+4823508,Gorgeous house in Melbourne,859099,David,,Bayside,-37.92982057318975,145.01060966081923,Entire home/apt,225,5,0,,,1,0
+15045006,Seaview Brighton,22472013,Julie,,Bayside,-37.93072986933478,144.9930777955776,Entire home/apt,800,14,0,,,1,84
+758097,Charming cottage in Sandringham,3993802,Danny,,Bayside,-37.9601692423853,145.0212196327144,Entire home/apt,100,3,39,2016-08-07,0.79,1,59
+5280059,Bayside Designer Home ,23795774,Mandy,,Bayside,-37.91865714587517,145.0088106807912,Entire home/apt,796,7,2,2016-12-31,0.08,1,358
+1393371,Brighton Bayside Studio,7532185,Marilyn,,Bayside,-37.8989527389242,144.98606564502725,Private room,75,4,32,2017-03-03,0.75,1,358
+13045819,Dive In to Sun Bathed Period Home,19799014,Rebecca,,Bayside,-37.94150794589749,145.01229495802573,Entire home/apt,299,7,1,2017-01-14,0.37,1,93
+8170447,"Walk to beach, shops & station - Bayside Melb",31050858,Imogene,,Bayside,-37.95039677136698,145.00868555082894,Entire home/apt,204,3,4,2017-03-12,0.26,1,0
+14092470,Hampton Living 1 - 10% off weekly,6004173,John,,Bayside,-37.935192572614135,145.0240934137132,Private room,60,2,1,2016-09-19,0.15,3,355
+4917413,"OC1, 3BDR PREMIER T/HOUSE BRIGHTON",1710397,Amanda,,Bayside,-37.90645117826554,145.00093679180307,Entire home/apt,360,3,3,2017-01-29,0.12,62,305
+14877592,Character-filled Edwardian Bayside accommodation,66865153,Lyndall,,Bayside,-37.953512472137696,145.00632423535973,Private room,149,2,1,2016-12-16,0.28,1,235
+14877565,Hampton Holiday Beach House,93263966,Johnson,,Bayside,-37.940289204790474,145.00117908037993,Entire home/apt,380,2,10,2016-12-27,1.55,1,337
+17408563,Beautiful villa unit by the beach,23909499,Fiona,,Bayside,-37.919380822208836,144.99477792556158,Entire home/apt,115,3,0,,,2,174
+11699444,Charming 2br unit close near beach,49596033,Fiona,,Bayside,-37.89359657887605,144.99393561026758,Entire home/apt,180,3,15,2017-03-25,1.48,1,316
+13535640,Bayside in Hampton,56788847,Mary & Neil,,Bayside,-37.93123883175281,145.0064849503162,Private room,85,1,8,2017-03-19,1.97,1,348
+895688,Comfortable home in quiet suburb,3418238,Carol,,Moonee Valley,-37.74164920128717,144.895937172971,Private room,75,1,24,2017-02-14,0.48,1,328
+17453160,Sunny Spacious clean room with Ensuite,2319628,Bonnie,,Moonee Valley,-37.76705246995113,144.92775787261442,Private room,64,2,3,2017-03-26,2.65,1,179
+715457,A Room with a View,3685732,Tracy,,Moonee Valley,-37.766835745800684,144.92406375516114,Private room,80,5,2,2016-03-20,0.11,2,365
+12905297,Bright Room - Ascot Vale Townhouse,66714156,Patrick,,Moonee Valley,-37.777398869524646,144.91135138986849,Private room,50,1,14,2017-02-14,1.36,2,31
+15238162,"Near City, Good Location",96876676,Mihai,,Moonee Valley,-37.78443930305031,144.93857430169896,Private room,60,7,27,2017-04-01,4.97,1,348
+1606148,"Sleeps 6 in luxury, near airport!",8556742,Fiona,,Moonee Valley,-37.733757493435675,144.89987565158512,Entire home/apt,189,1,50,2017-03-08,1.21,1,296
+14221845,Cosy apartment close to everything,48112216,Henry,,Moonee Valley,-37.741336064436375,144.90500168184792,Entire home/apt,229,1,1,2017-01-20,0.41,3,322
+10256932,Modern Apartment 1 bed plus study,51976329,Karen,,Moonee Valley,-37.787170096408445,144.92825161586555,Entire home/apt,98,20,0,,,1,0
+17269105,WENDY'S ABODE,42087346,Yago,,Moonee Valley,-37.761953959084614,144.91787379839195,Private room,75,2,2,2017-03-19,2,1,88
+8489005,Comfy & Convenient Melb Airport,31203784,Sandra,,Moonee Valley,-37.73956072139979,144.86534050683673,Private room,60,1,19,2017-03-18,1.05,1,360
+17531553,"Single room in moonee ponds , min s",13173281,Michael,,Moonee Valley,-37.7652611951856,144.92036328713337,Private room,41,7,0,,,1,91
+12060134,Spacious queen room next to showgrounds,63855730,Lachlan,,Moonee Valley,-37.78268246937676,144.90592017938297,Private room,45,2,28,2017-03-27,2.39,1,61
+15510444,"Flemington, Melbourne City Stay",52390910,Tania,,Moonee Valley,-37.78362189120522,144.922284979415,Entire home/apt,160,2,8,2017-03-31,1.51,2,318
+8291467,"Sunny, Modern Garden Studio",6330656,Linda,,Moonee Valley,-37.754949907813725,144.90664999228838,Entire home/apt,110,1,17,2017-03-25,0.92,1,312
+8979636,Dorm room in Moonee ponds,46918666,Michael,,Moonee Valley,-37.76781406860312,144.9146599507851,Private room,50,3,0,,,1,365
+16550492,Closed to transportation,108947580,Dennis,,Moonee Valley,-37.75684945568032,144.8630604973286,Private room,31,1,5,2017-03-24,2.88,1,325
+15469199,A piece of authentic Melbourne - Eureka room,6648479,Christine And James,,Moonee Valley,-37.7769229599068,144.9124490411233,Private room,45,1,3,2017-03-18,3,5,67
+17500883,"Light filled, modern loft apartment",66515207,Jessie,,Moonee Valley,-37.76569081077146,144.91941602356573,Entire home/apt,135,1,2,2017-03-27,2,1,357
+9865947,Cosy bedroom 15 minutes from CBD,50707409,Ashleigh,,Moonee Valley,-37.77868813045534,144.92223172715973,Private room,45,1,2,2016-01-14,0.13,1,0
+13194758,Cosy Abode in Flemington,901497,Elle,,Moonee Valley,-37.78595870892127,144.9344910765902,Private room,31,1,0,,,1,0
+15961333,Jan's comfortable home away from home.......,100421933,Jan,,Moonee Valley,-37.740927105314995,144.85754048110454,Private room,50,1,8,2017-03-18,1.83,1,166
+13929932,Boutique room brilliantly located,80195903,Charlie,,Moonee Valley,-37.78260113952347,144.92261423705708,Private room,60,1,12,2017-03-28,1.38,1,357
+9735732,Charming federation. Ideal local.,50230396,Steve,,Moonee Valley,-37.771788886257994,144.91237450907778,Private room,50,2,1,2016-01-31,0.07,1,365
+8719935,"Big, Modern, Convenient Apartment",31106470,Elise,,Moonee Valley,-37.78290176904092,144.92230530614728,Entire home/apt,110,3,19,2017-03-28,1.10,1,351
+15928942,Cosy Suburban Digs,22134760,Emma,,Moonee Valley,-37.759815971276524,144.9065813494974,Entire home/apt,100,2,12,2017-04-01,2.65,1,222
+10751606,Modern 1 bedroom unit with carpark,16893558,Jeremy,,Moonee Valley,-37.76938316646496,144.92083292632617,Entire home/apt,100,14,1,2016-02-29,0.08,1,344
+17895112,"City, Zoo & Cafe Zone Heritage Home",109153346,Rhiannon,,Moonee Valley,-37.77966392560494,144.93499911009073,Entire home/apt,111,1,0,,,1,188
+14752679,W1 Cycle House Inner City,30617917,Tina,,Moonee Valley,-37.78655216580158,144.9286252550751,Entire home/apt,201,1,2,2017-01-28,0.48,1,175
+3150590,"So close to Flemington,10kms to CBD",15992224,Gabrielle,,Moonee Valley,-37.78752973446551,144.903962702312,Private room,1800,8,0,,,1,0
+2204701,"Attic/Loft room in Essendon, Melbourne",7277677,Tim,,Moonee Valley,-37.74709982635931,144.9066514413659,Private room,80,1,11,2017-02-20,0.30,1,338
+4882026,Leafy artist's retreat,25116248,Elisabeth And William,,Moonee Valley,-37.76124166090222,144.9280972331316,Private room,59,2,33,2017-02-12,1.20,3,159
+3777678,Boutique double room in Flemington,13469724,David,,Moonee Valley,-37.78618486650325,144.93439699156596,Private room,55,6,38,2017-04-02,1.29,5,131
+15471492,A piece of authentic Melbourne - Kimberley room,6648479,Christine And James,,Moonee Valley,-37.77794755750775,144.91240113426534,Private room,41,2,14,2017-03-24,2.76,5,60
+12995565,Cosy-Close to Airport and City Access.,71621908,Janelle,,Moonee Valley,-37.716740485952144,144.88166554454546,Private room,41,2,1,2017-03-08,1,1,344
+17109992,Light quiet unit close to transport,2357132,Kelly,,Moonee Valley,-37.75623443880449,144.9296526874382,Entire home/apt,105,1,0,,,1,218
+13210646,J Jay's,26086143,Jayden OZ,,Moonee Valley,-37.76117917654109,144.91876093666167,Private room,51,1,0,,,1,0
+12528776,Chic city fringe apartment...,41667028,Alexandre,,Moonee Valley,-37.7665255960029,144.9073799867836,Entire home/apt,79,1,0,,,1,0
+17241284,Comfortable private room in prime location!,25569368,Sam,,Moonee Valley,-37.74601200579966,144.91669119109463,Private room,55,1,0,,,1,17
+13675734,"Room in beautiful, quiet Flemington House",79585970,David,,Moonee Valley,-37.78517615813362,144.92957610578028,Private room,43,3,12,2017-02-26,1.34,1,53
+11514182,perfect location Family townhouse,10935619,Tony,,Moonee Valley,-37.76353064637027,144.93233621097653,Entire home/apt,149,1,2,2016-05-29,0.16,6,365
+17571267,"Comfort, tranquility and position!",118942215,Jenny,,Moonee Valley,-37.74410329370831,144.91717641343826,Entire home/apt,66,3,0,,,1,248
+10759480,Enchanting Edwardian Cottage in Flemington,18545345,Elizabeth,,Moonee Valley,-37.78616624844757,144.92367525807046,Entire home/apt,220,2,0,,,1,155
+3022305,"""ALSTON"" - Pet Friendly /3BR house",8061870,Tania,,Moonee Valley,-37.76852599941485,144.92542014020177,Entire home/apt,284,2,14,2016-12-19,0.56,3,312
+17968490,The Tardis Bunker,123394734,Thai,,Moonee Valley,-37.786190322147085,144.93417933582936,Entire home/apt,149,2,0,,,1,91
+6563457,"Comfortable,Convenient & Affordable",27611036,Kenny,,Moonee Valley,-37.775436583068945,144.9198680183341,Private room,45,1,40,2017-03-26,2.12,1,304
+1678964,Bright comfy & convenient 1BR unit,8882078,Glenda,,Moonee Valley,-37.77829543497652,144.92637597454515,Entire home/apt,79,3,20,2017-03-15,0.47,1,113
+5445169,Pancho's Villa Estudio,25116248,Elisabeth And William,,Moonee Valley,-37.76262713985195,144.92830913920767,Entire home/apt,121,2,43,2017-04-02,1.72,3,343
+2142619,perfect location 3 Bedr'm townhouse,10935619,Tony,,Moonee Valley,-37.764437516462216,144.93217856848193,Entire home/apt,239,1,20,2017-03-29,0.82,6,364
+7338189,Home away from home!!,18219141,Ann,,Moonee Valley,-37.76489162097106,144.91114093335418,Private room,41,10,1,2015-11-02,0.06,1,0
+14952481,Modern and chill corner of Flemington,94115930,Jaffa,,Moonee Valley,-37.78279986136971,144.93776623460082,Entire home/apt,100,3,2,2017-02-02,0.65,1,38
+17737799,Gabriel's,37739320,Huguette,,Moonee Valley,-37.71897398869094,144.88567749579695,Private room,75,2,0,,,3,0
+15114416,2 bedroom house 500m from Flemington Racecourse,71913990,Courtney,,Moonee Valley,-37.786467805163795,144.92163702289966,Entire home/apt,350,4,0,,,1,84
+16523550,Scandi Beach,17095629,Melinda,,Moonee Valley,-37.7606470646623,144.9320069131371,Entire home/apt,142,3,2,2017-03-11,0.92,1,154
+12234586,"Room near Airport,CBD & Showgrounds",50797674,Amy,,Moonee Valley,-37.75108458187219,144.88823399484664,Private room,39,2,14,2017-03-01,1.35,1,347
+14495623,Mod 2 bed 2 bth 1 pak near city apt,89487346,Linda,,Moonee Valley,-37.78530758540413,144.93735215688613,Entire home/apt,149,2,15,2017-03-12,2.06,1,307
+11383317,Cute Self contained bungalow,59697862,Bec,,Moonee Valley,-37.71844501640893,144.88726894486967,Entire home/apt,69,1,39,2017-03-29,2.93,1,291
+4264492,Comfort & Convenience!,21505890,Mark,,Moonee Valley,-37.73522784242832,144.9220115128044,Private room,145,1,0,,,1,365
+16587055,"Convenient Lakeside Living + WIFI, 15minCBD",47359593,Jonnevie,,Moonee Valley,-37.73986505248623,144.87642465967235,Entire home/apt,100,2,1,2017-03-18,1,1,135
+7807519,Family home surrounded by parkland,5271511,Ann Marie,,Moonee Valley,-37.75842175390838,144.89027506964953,Entire home/apt,300,2,7,2017-04-01,0.42,2,120
+11833863,Comfortable Room Close to CBD,54551200,Ana,,Moonee Valley,-37.785129078214744,144.9392464739894,Private room,63,1,10,2016-10-29,0.79,1,0
+14490423,10 min walk to Flemington Racecours,65799932,Ginette,,Moonee Valley,-37.78386047679504,144.92254337915014,Entire home/apt,499,1,0,,,1,365
+15438469,Essendon 2 Bedroom apartment - fully furnished,89484939,Kieran,,Moonee Valley,-37.745042567023056,144.90815652153938,Entire home/apt,102,3,22,2017-03-17,4.02,1,42
+16726321,Small ensuite room 3 stops to CBD,110693658,Fang,,Moonee Valley,-37.78631188568516,144.9356714643235,Private room,55,7,1,2017-02-27,0.83,3,285
+10662049,*Cosy Essendon Pad* Special price!,23232857,Melissa,,Moonee Valley,-37.75242065341062,144.9161127906223,Private room,149,2,0,,,1,365
+13283500,Essendon 1 bedroom Apartment - close to everything,63303639,Hui,,Moonee Valley,-37.750644344238175,144.91624231956834,Entire home/apt,250,1,0,,,2,255
+2897773,1BR in designer house close to PT,14810509,Sheri,,Moonee Valley,-37.75736717800312,144.92523751468954,Private room,66,1,13,2016-12-19,0.52,1,175
+7550935,Perfect Racing Carnival Apartment,34161600,Karen,,Moonee Valley,-37.76942691987912,144.9256004636598,Entire home/apt,300,1,1,2015-10-25,0.06,1,0
+15187802,LARGE 2BR apartment close to PT & minutes from CBD,1814853,Raj,,Moonee Valley,-37.76608476808794,144.92116583248742,Private room,55,1,11,2017-03-30,1.93,1,75
+17448813,Charming room close to transport,118110071,Marie,,Moonee Valley,-37.75588635509118,144.92857298868608,Private room,125,1,0,,,1,365
+14891280,"Moonee Ponds - Large Room, Ensuite, Queen Bed",91724207,Camille,,Moonee Valley,-37.77041416209078,144.91531034611768,Private room,149,4,0,,,2,153
+9156967,1st Floor Self Contained Studio Apartment,47669932,Bruce,,Moonee Valley,-37.784400332090804,144.93237283032352,Entire home/apt,90,2,26,2017-03-31,1.54,1,180
+15350224,A piece of authentic Melbourne house - Uluru,6648479,Christine And James,,Moonee Valley,-37.77687525790304,144.91116684067967,Private room,45,1,14,2017-03-02,2.73,5,49
+14891618,Comfy 3BR unit near Flemington Races & Showgrounds,36259023,Laura,,Moonee Valley,-37.772592763501294,144.90985597153548,Entire home/apt,225,2,11,2017-03-19,2.10,1,360
+16507046,Close to the Airport,45577348,Glenda,,Moonee Valley,-37.72746495455145,144.8830209996908,Private room,55,1,9,2017-03-21,2.93,1,169
+15941819,Comfy Cosy Bedroom Niddrie (2),32564601,Lee,,Moonee Valley,-37.73852911714395,144.8828866307011,Private room,35,1,14,2017-03-21,5.00,2,334
+5946293,Room with en suite and sitting room,30869581,Peter And Pam,,Moonee Valley,-37.778071212557215,144.9180200312183,Private room,69,2,26,2016-11-20,1.11,1,265
+13646882,"NEW ELEGANT HOME 5 STAR Own bedroom bathroom,",364347,Peter & Mary,,Moonee Valley,-37.73321179564649,144.87927053764244,Private room,55,1,50,2017-03-11,5.84,2,270
+15776897,Inner city new apartment,24927255,Stacey,,Moonee Valley,-37.785520586487344,144.93881334244355,Private room,60,7,0,,,1,346
+16479863,Trendy Apartment near public transport and CBD,20722264,Cami,,Moonee Valley,-37.78432937185651,144.9377408289429,Private room,54,2,10,2017-03-29,3.49,1,75
+11154242,Break Away,26441402,Wendy,,Moonee Valley,-37.78660685032616,144.92424022495592,Private room,79,1,0,,,1,364
+16692094,Merlo Apartment - Melbourne,6607959,Nic,,Moonee Valley,-37.74292709231195,144.90381305467872,Entire home/apt,109,2,5,2017-03-25,3.66,1,169
+6930015,Cosy Melbourne Apartment,7645550,Malcolm,,Moonee Valley,-37.728742187203274,144.88100780595943,Entire home/apt,110,2,31,2017-03-27,1.57,1,267
+16276999,Private room w/ ensuite in beautiful Moonee Ponds,106462794,Matt,,Moonee Valley,-37.77129861906041,144.9248266824839,Private room,66,1,0,,,1,180
+15512798,Private Bedroom in Modern Townhouse <4km to CBD,181575,Faazil,,Moonee Valley,-37.78278396662668,144.93747368681738,Private room,90,1,1,2017-01-23,0.42,1,90
+10860072,Sunny Room with Communal Courtyard,56253999,Sebastian,,Moonee Valley,-37.74167085087049,144.86755256457104,Private room,60,1,1,2016-02-15,0.07,1,365
+7652031,Cute Cottage,19824011,Karen,,Moonee Valley,-37.7872429062312,144.9241162848817,Entire home/apt,300,3,12,2017-01-04,0.65,1,359
+9159452,"The Parade, Ascot Vale",47681248,Tim,,Moonee Valley,-37.77367599822449,144.91766829529993,Private room,69,1,0,,,1,0
+15523904,Newly renovated Victorian terrace,5511930,Alison,,Moonee Valley,-37.78080215338495,144.92895771802023,Entire home/apt,298,1,5,2017-01-21,1.19,2,91
+2998640,Modern Melbourne suburb apartment!,7517450,Corrie,,Moonee Valley,-37.77304094382928,144.91247246771294,Entire home/apt,110,2,72,2016-12-18,2.10,1,317
+4212013,Private room at rear of house,967188,Andrew,,Moonee Valley,-37.77477836106044,144.91325486604177,Private room,80,1,26,2017-03-28,0.86,2,360
+16010101,| Treetop | Spacious apartment,82409901,Matt & Lisa,,Moonee Valley,-37.76462295028085,144.90361547285116,Entire home/apt,97,2,30,2017-03-30,7.03,1,77
+14828593,A comfortable family home 30 minutes from CBD,11163707,Keith,,Moonee Valley,-37.75586364074791,144.89416122637004,Entire home/apt,170,2,1,2017-01-27,0.45,1,39
+10274723,高层景观房,52838432,Jackson,,Moonee Valley,-37.78461792024804,144.9392496149328,Private room,50,1,1,2016-05-24,0.10,1,365
+4704218,"Bright, peaceful apartment",9781288,Michael,,Moonee Valley,-37.76574403249361,144.91340962120725,Entire home/apt,66,4,2,2016-02-01,0.14,1,0
+4802557,Palm tree's and tram rides,24742205,Tyson,,Moonee Valley,-37.74494245037332,144.9105152003455,Private room,100,1,4,2017-03-28,0.26,1,365
+14239090,Light & Airy Flemington Terrace House,46254783,Cam,,Moonee Valley,-37.786592849462245,144.924446026498,Private room,60,2,13,2017-03-26,4.48,1,66
+14730647,"2br Townhouse, near Racecourse and Showgrounds",91724207,Camille,,Moonee Valley,-37.77145223104545,144.91420746442068,Entire home/apt,250,2,6,2016-12-30,0.96,2,168
+18007695,"Stylish, comfortable gem close to everything",10342179,Andrea,,Moonee Valley,-37.765464610325644,144.91139509966015,Private room,55,2,0,,,2,365
+15943517,Spacious 2BR apartment 5km to CBD,16446583,Emma,,Moonee Valley,-37.78279887250961,144.92233640212373,Entire home/apt,149,2,3,2017-01-04,0.78,1,0
+15026276,Joseph's cosy room,37739320,Huguette,,Moonee Valley,-37.71717382434641,144.88757001063428,Private room,60,2,14,2017-03-23,2.27,3,355
+14524778,Central to City and Airport!,89776063,Laura,,Moonee Valley,-37.754412646951444,144.91502266909458,Private room,48,1,40,2017-03-24,5.29,1,85
+12635046,Sunny-lovely comfortable Apt. 20 min from CBD,8668867,Caroline,,Moonee Valley,-37.74688850323862,144.91387695308813,Entire home/apt,75,1,3,2016-07-14,0.31,1,0
+10505336,Private room for rent (female only),5396150,Merivale,,Moonee Valley,-37.742406926127295,144.90397067452437,Private room,55,1,0,,,1,0
+8309971,3 Bedroom House in Niddrie,19091815,James,,Moonee Valley,-37.73716554645439,144.88896218199716,Entire home/apt,121,7,0,,,1,0
+4639950,"Private area - bedroom, eating area, own bathroom",5709742,Susan,,Moonee Valley,-37.73272927174165,144.91879048322414,Private room,55,1,30,2017-02-02,2.18,1,305
+5657086,Cosy 1BD Located Near Parklands,26398171,Shane,,Moonee Valley,-37.77414729495176,144.9020937592053,Private room,66,2,42,2017-03-13,1.83,1,93
+13176207,"Close to Airport, brand new house!!",44699755,Wade,,Moonee Valley,-37.720890264653434,144.90738513230573,Private room,30,1,24,2017-01-04,2.58,1,71
+9741032,Cosy 1BDR flat,17586181,Ricky,,Moonee Valley,-37.77788563956216,144.93336695395726,Entire home/apt,107,2,14,2017-01-22,0.97,1,120
+4411332,Everidge,22895158,Julie,,Moonee Valley,-37.762825215159175,144.90755093023805,Entire home/apt,149,1,11,2016-10-23,0.40,1,346
+16863375,Spacious Self Contained Apt in Superb Location,103799178,David,,Moonee Valley,-37.751157064926,144.9148697330133,Entire home/apt,180,2,1,2017-02-01,0.48,1,91
+16769743,"Fully furnished room, easy access to the CBD",110235958,Yiqin,,Moonee Valley,-37.784261285484575,144.93950308104655,Private room,79,2,0,,,1,178
+17681854,Designer Victorian Retreat,45508196,Alessandra,,Moonee Valley,-37.753794569576044,144.91315285631134,Private room,197,1,0,,,1,365
+10146302,Amazing view in Travancore,52071882,Mozhdeh,,Moonee Valley,-37.78217961442047,144.93147123868604,Private room,59,14,1,2016-01-20,0.07,1,272
+8540675,The Vale by STeSta,44962787,Jiqiang,,Moonee Valley,-37.75166284508326,144.92498204114915,Entire home/apt,204,1,19,2017-01-11,1.04,1,347
+10735040,Timjenny house,55494436,Jenny,,Moonee Valley,-37.783873761915835,144.93875889404012,Private room,42,4,46,2017-03-18,3.21,1,130
+17289936,2,Nice house near the airport,104743929,Yala,,Moonee Valley,-37.72345363337531,144.91185936158308,Private room,55,1,2,2017-03-04,1.46,1,331
+3855617,Absolute Ensuite Room 4km to CBD,13469724,David,,Moonee Valley,-37.785151978325544,144.9352647821219,Private room,56,30,49,2017-03-14,1.54,5,1
+16316508,Melbourne Airport Accomodation (2 Single beds),16475607,Joe,,Moonee Valley,-37.74180414555138,144.85207935465806,Private room,62,1,19,2017-03-28,5.28,2,365
+16607864,420 friendly bedroom w/ HOT TUB,108129692,Hugh,,Moonee Valley,-37.72815982679181,144.8833562265627,Private room,69,1,0,,,1,90
+6856131,Comfy Cosy Bedroom Niddrie (1),32564601,Lee,,Moonee Valley,-37.73458574864891,144.8822479068458,Private room,35,1,58,2017-04-01,2.67,2,328
+17479983,Quiet location 10 mins to Airport & 15 Km to CBD,118413067,Kerry,,Moonee Valley,-37.72812440470996,144.88163974902653,Entire home/apt,127,2,5,2017-03-29,4.55,1,254
+12578426,Penthouse Apartment with it all,48112216,Henry,,Moonee Valley,-37.74291371686975,144.90623608831368,Entire home/apt,245,1,12,2017-02-25,1.25,3,365
+17720375,"Clean, Homely Studio/Granny Flat. Great Location",9002300,Inez And Daniel,,Moonee Valley,-37.76228563391524,144.92933984162272,Entire home/apt,66,1,1,2017-03-24,1,1,224
+17784479,A piece of Authentic Melbourne,6648479,Christine And James,,Moonee Valley,-37.777526630462624,144.91279262365208,Private room,260,2,0,,,5,318
+13721275,1 bedroom apartment Flemington,56384042,Peta,,Moonee Valley,-37.78246929421758,144.92878192885726,Entire home/apt,80,2,6,2017-03-09,0.71,1,0
+9761258,A home away from home!,20053328,Antarcia,,Moonee Valley,-37.74973896200671,144.9093716979859,Entire home/apt,189,2,58,2017-03-12,3.92,1,125
+9396038,Master Bedroom In New Market,48734247,Dean,,Moonee Valley,-37.78519982286395,144.92766102180732,Private room,66,1,0,,,1,0
+419490,Very Large 2 Bdrm Apt in Melbourne!,2068905,Victoria,,Moonee Valley,-37.78484819118399,144.92750848281904,Entire home/apt,149,7,3,2016-07-30,0.05,1,0
+15522237,Heaven Help Me. No where to Live,95878318,Mel,,Moonee Valley,-37.77232338152209,144.91136550440945,Shared room,52,1,0,,,1,91
+16934669,Cosy Retro Sanctuary,8558528,Narelle,,Moonee Valley,-37.77451162182146,144.90670616641594,Private room,66,2,0,,,1,92
+10708780,Great location to explore from,50025493,John,,Moonee Valley,-37.75630615130965,144.9202226291434,Private room,45,2,25,2017-03-12,1.72,2,167
+17684552,"Double bedroom, next to train station",120449244,Yen,,Moonee Valley,-37.742720642503805,144.93044465484684,Private room,34,1,0,,,1,0
+12675013,"""La Stella"" Inner City Living",555176,Michelle,,Moonee Valley,-37.78241440490778,144.92769182023721,Entire home/apt,201,2,6,2017-01-19,0.61,1,317
+17226284,Charming and best located apartment,66834535,Seyedeh Shaghayegh,,Moonee Valley,-37.785663345517705,144.93353927720523,Entire home/apt,85,1,1,2017-03-26,1,1,308
+13299766,2 / 3 bedroom apartment - Essendon,63303639,Hui,,Moonee Valley,-37.752328414238356,144.9149696936032,Entire home/apt,250,1,3,2017-01-30,0.60,2,229
+9826369,FullySelf-contained 3-bedroom unit,43950805,Marc,,Moonee Valley,-37.751440263193786,144.88257090298413,Entire home/apt,100,1,6,2017-01-15,0.39,1,153
+3013821,HOFFMAN - Pet Friendly 3 B/R house,8061870,Tania,,Moonee Valley,-37.74499212580269,144.89045762304042,Entire home/apt,325,2,7,2017-03-25,0.20,3,363
+9698531,Ideal place for short/long stay,49901646,Wei,,Moonee Valley,-37.78452823660679,144.93815243903526,Entire home/apt,128,7,13,2017-03-09,0.82,1,343
+17563283,Between Airport and CBD close to everything,10342179,Andrea,,Moonee Valley,-37.76650669308513,144.91091225135887,Private room,88,2,0,,,2,46
+4824967,"Large Private Room, Great Location",967188,Andrew,,Moonee Valley,-37.77447870043863,144.91376227788146,Private room,100,1,3,2017-01-29,0.83,2,365
+10776160,Modern one bedroom appt.,45308918,Steph,,Moonee Valley,-37.75590094089524,144.9165483631429,Entire home/apt,110,1,40,2017-03-28,2.81,1,318
+13397677,Cute and Cosy Unit + wifi,71631993,Emily,,Moonee Valley,-37.75299918850582,144.92639283351937,Entire home/apt,100,1,0,,,1,0
+17268401,Penthouse Apartment near CBD & Flemington,93545687,Josh,,Moonee Valley,-37.771761384749546,144.91412876223686,Entire home/apt,110,1,3,2017-03-19,2.37,1,285
+7163639,Entire apt for short term stay,9547713,Faiz,,Moonee Valley,-37.76815713087527,144.91919744369852,Entire home/apt,69,14,3,2016-03-21,0.15,1,303
+5406517,The Real Melbourne,8579408,Sarah,,Moonee Valley,-37.785650519554785,144.93312454364786,Private room,55,2,114,2017-03-23,4.42,2,324
+15652170,Private bedroom/bathroom with pool in park setting,5271511,Ann Marie,,Moonee Valley,-37.75819512590367,144.88999290762112,Private room,100,2,0,,,2,90
+6378521,Bright one bedroom with park view,29969336,Monica,,Moonee Valley,-37.78341519281361,144.93832462162464,Private room,79,1,2,2016-02-11,0.12,2,215
+14284211,2BR Apt/free parking+smart TV,23359356,Felix,,Moonee Valley,-37.78560344284076,144.9377906433595,Entire home/apt,105,3,26,2017-04-01,3.32,2,260
+9631445,Double room in friendly houseshare,49813558,Nicole,,Moonee Valley,-37.76581366716027,144.9080830678022,Private room,26,1,2,2016-01-09,0.12,1,0
+15103900,Private Master Bedroom & ensuite (incl large bath),5511930,Alison,,Moonee Valley,-37.781488351056375,144.9276381061616,Private room,100,1,16,2017-03-18,2.55,2,91
+8805363,all you need in a great location,3738881,Gretel,,Moonee Valley,-37.77483751221473,144.9225960402627,Private room,50,2,46,2017-03-29,2.64,1,62
+17561539,Room close to the airport and city,1796028,Raimond,,Moonee Valley,-37.7491636093746,144.9179664545545,Private room,47,1,5,2017-03-26,5,1,85
+15771618,Cosy house near public transport,46538703,Margherita,,Moonee Valley,-37.756957917638736,144.91838111052311,Private room,68,1,11,2017-03-30,5.32,1,85
+4856134,Contemporary Townhouse with Maribyrnong River View,760849,Bev,,Moonee Valley,-37.7855048146345,144.9045924350431,Entire home/apt,364,3,8,2017-03-25,0.32,51,310
+9927803,Fabulous Cozy Home close to city,2234226,Jasmin,,Moonee Valley,-37.78585033823062,144.9291645016307,Private room,41,2,9,2016-01-22,0.57,1,0
+13299097,Ascot Vale charm,75090320,Flavia,,Moonee Valley,-37.77083148127298,144.9044472263886,Entire home/apt,100,14,0,,,1,0
+12938694,10 Minutes to Airport With Easy Transport to City,48112216,Henry,,Moonee Valley,-37.74347590433445,144.90508831974498,Entire home/apt,166,1,0,,,3,365
+13128793,Spacious 2 Bedroom Ascot Vale Townhouse,66714156,Patrick,,Moonee Valley,-37.775870273964266,144.91143567457502,Entire home/apt,101,7,0,,,2,0
+12161656,Vintage home in great location,50025493,John,,Moonee Valley,-37.74084957551767,144.8983530678499,Entire home/apt,110,10,5,2017-03-28,0.81,2,326
+7860827,cute flat with bathroom for couples,12008583,Aaron,,Moonee Valley,-37.78337000998027,144.9372209010005,Private room,100,9,0,,,1,84
+12351697,Spacious room 20 mins from the CBD,15614491,Jeremy,,Moonee Valley,-37.747422298221096,144.92470884466127,Private room,48,2,5,2017-01-12,0.43,1,363
+12874677,Stylish Modern Home,6017549,Stuart,,Moonee Valley,-37.76171737391332,144.93120732408886,Private room,80,5,4,2017-03-14,0.42,1,123
+6418443,Melbourne Showground and Racecourse,33483563,Quyen,,Moonee Valley,-37.78259353055187,144.9178528242745,Entire home/apt,110,7,7,2017-02-04,0.38,1,271
+4778449,Spacious 2BD inner city home,13249186,Emily,,Moonee Valley,-37.7863576867204,144.9323800606919,Entire home/apt,180,3,13,2015-12-07,,1,0
+4485397,perfect location 2 bedr’m townhouse,10935619,Tony,,Moonee Valley,-37.76437703965177,144.93038118211422,Entire home/apt,159,1,15,2017-03-25,0.94,6,365
+16049948,"Nice view, near to city & Airpot.",83958027,Saqib,,Moonee Valley,-37.75896084252948,144.92252892630097,Shared room,94,1,0,,,1,133
+15591127,Comfortable apartment ideal for racing fans,24808617,Louise,,Moonee Valley,-37.7647222254357,144.92355019525849,Entire home/apt,149,1,2,2016-10-29,0.36,1,0
+4221541,Classic Inner City Victorian,5247748,Karina,,Moonee Valley,-37.78602875038932,144.92615565082718,Entire home/apt,149,3,5,2016-01-27,0.18,2,0
+11364057,A room in a stylish tower,48719537,Salman,,Moonee Valley,-37.78471489869642,144.9380022761605,Private room,52,1,0,,,1,59
+12800373,"Amazing city views, Myki cards + more!!",58974898,Lizzie,,Moonee Valley,-37.76799523183878,144.92728361118705,Private room,66,1,31,2017-03-30,3.22,1,360
+3006824,"""STRATFORD"" - Everything you need",8061870,Tania,,Moonee Valley,-37.74754964944935,144.89310027381714,Entire home/apt,284,2,1,2014-12-17,0.04,3,364
+15721491,"Convenience place, Easy Access to City and Airport",59699444,Bin,,Moonee Valley,-37.74060282407256,144.90199118347138,Entire home/apt,50,1,1,2016-12-13,0.27,1,0
+16726650,Cozy Double Ensuite Room 5km to city,110693658,Fang,,Moonee Valley,-37.786180251358445,144.93478837789186,Private room,64,7,1,2017-04-02,1,3,277
+13265706,Ascot Vale Close to City.,74711852,Anthony,,Moonee Valley,-37.783871783313415,144.905742805016,Entire home/apt,90,7,0,,,1,0
+15195721,New Modern House!!!,71778470,Melissa,,Moonee Valley,-37.74970281182858,144.91113212493582,Private room,48,2,4,2017-02-03,0.77,1,363
+2448220,perfect location 1 bedr’m townhouse,10935619,Tony,,Moonee Valley,-37.76395062474369,144.93107476793855,Entire home/apt,128,1,9,2017-03-30,0.25,6,362
+17686429,Close to city only 10 min by train,117057044,Ali Mohd,,Moonee Valley,-37.78577608826393,144.93755802758815,Private room,33,1,0,,,1,356
+7987068,Fourteen Down - inner-city delight,14873408,Margaret,,Moonee Valley,-37.78652051615251,144.93222552799986,Entire home/apt,96,1,48,2017-03-31,3.57,1,313
+12770853,Short term Stay with full utilities,39005869,Muhammad,,Moonee Valley,-37.78319250914593,144.9275725961438,Shared room,35,1,0,,,1,365
+14375924,The lodge in Essendon,63679227,Peter,,Moonee Valley,-37.75093512075676,144.90853987477828,Entire home/apt,119,1,4,2016-10-30,0.52,1,184
+14995281,Light filled apartment in a quiet location,13329575,Clare,,Moonee Valley,-37.75193420103244,144.90687749918257,Private room,50,1,9,2017-03-18,1.69,1,87
+10770086,Modern Apartment with City Views,54793045,Glenmere85,,Moonee Valley,-37.784512676453836,144.93830104233592,Private room,34,900,1,2016-09-03,0.14,1,358
+13817081,Newly renovated modern apartment,81338660,Stefan,,Moonee Valley,-37.77348017530887,144.91265865101292,Private room,66,1,0,,,1,364
+12908736,Delightful two storey townhouse,70746013,Marianne,,Moonee Valley,-37.7876280572488,144.92632826497996,Entire home/apt,121,2,9,2017-03-12,0.89,1,299
+8508534,Famous Flemington 4km's From CBD,25439873,Karen,,Moonee Valley,-37.78622651162277,144.92257897720862,Private room,85,1,10,2016-05-04,0.58,1,338
+1333387,Gorgeous garden apartment,4171154,Sophie,,Moonee Valley,-37.78110247563157,144.9378779800404,Entire home/apt,121,2,50,2016-12-29,1.11,1,212
+17683426,Oasis getaway within Melb,9400983,Nic,,Moonee Valley,-37.754325723730574,144.92401831544944,Private room,41,1,0,,,1,357
+4805597,Perfect Terrace 8mins from CBD,5928620,Ayla,,Moonee Valley,-37.774536820137726,144.92477110823495,Private room,50,1,3,2016-12-12,0.11,1,13
+3855158,Innercity pad: Boutique Cozy Room ,13469724,David,,Moonee Valley,-37.786301382177,144.93587204184087,Private room,52,7,53,2017-01-26,1.69,5,150
+14539259,Available for Easter! Trendy 1 bedroom apartment,16547270,Oliver,,Moonee Valley,-37.785052216478086,144.93585345402988,Entire home/apt,69,4,5,2017-01-16,1.25,1,32
+14506444,Family Home 5 kms from the CBD,89613234,Tom,,Moonee Valley,-37.77812390581675,144.92511995670876,Entire home/apt,149,5,2,2017-01-02,0.32,1,92
+17684722,"Private double room, modern apartment near city",120455284,Lynzee,,Moonee Valley,-37.784949575723324,144.93872544922806,Private room,50,1,2,2017-03-25,2,1,125
+2577340,perfect location 4 Bedr'm townhouse,10935619,Tony,,Moonee Valley,-37.762206451443944,144.93131743328587,Entire home/apt,249,1,30,2017-03-11,0.99,6,364
+16603415,Perfect 2 bdr Villa in Essendon,30802222,Maree,,Moonee Valley,-37.753972453685535,144.9262237420335,Entire home/apt,118,1,3,2017-04-01,1.36,1,91
+5805571,*inner city art deco house*,24810093,Sarah,,Moonee Valley,-37.782593885698454,144.93340737448656,Private room,45,1,40,2017-04-02,1.64,1,316
+15223616,Modern 3B home central to racetrack,57823105,Blake,,Moonee Valley,-37.77621263726522,144.90520414496137,Entire home/apt,350,3,1,2016-11-01,0.19,1,360
+13519644,"Clean and Homely Unit, 10Mins from CBD",77652719,Suah,,Moonee Valley,-37.78493051020752,144.9272230505574,Private room,30,14,0,,,1,0
+16861382,Light & Bright Edwardian House,15692690,Anna,,Moonee Valley,-37.7709230319876,144.90603541611614,Entire home/apt,121,4,0,,,1,93
+13289964,Cosy 2BR 22nd floor apartment with sunset views,25122325,Adrian,,Moonee Valley,-37.78554233410962,144.939304414599,Entire home/apt,89,28,0,,,1,0
+10275211,Stay next to the Maribyrnong River,51985602,Cheng,,Moonee Valley,-37.76531334312297,144.85572125124853,Private room,59,1,1,2016-04-01,0.08,1,365
+13680640,Ascot Vale Charm,25424455,Chelsea,,Moonee Valley,-37.77452595750889,144.91361861664606,Entire home/apt,109,1,23,2017-03-21,2.73,4,292
+11396246,cruisey home with pool and fire,59799583,Paula,,Moonee Valley,-37.739776297746516,144.8919097437572,Private room,45,1,0,,,1,365
+10925075,Modern 1BR Private Unit Flemington,45543964,Leigh & Karen,,Moonee Valley,-37.78397118175961,144.9263557696346,Entire home/apt,105,2,14,2017-02-26,1.10,1,0
+11514456,perfect location superior townhouse,10935619,Tony,,Moonee Valley,-37.762754424084655,144.9323872230423,Entire home/apt,208,1,3,2017-01-21,0.62,6,365
+6927140,Near CBD bedroom,36314203,Shuai,,Moonee Valley,-37.78541706582613,144.9389685403484,Private room,41,1,1,2015-07-20,0.05,1,145
+15806160,Light filled room close to CBD,48748291,Jordane,,Moonee Valley,-37.762494431704035,144.93644172482152,Private room,50,2,1,2016-12-31,0.32,1,0
+12102706,"Bright, cozy room in Ascot Vale Apt",16881789,Chelsea,,Moonee Valley,-37.78317692201513,144.9193451493685,Private room,56,3,4,2017-03-28,0.34,1,86
+9613883,The Real Melbourne (Entire house),8579408,Sarah,,Moonee Valley,-37.78525763625711,144.93372564348132,Entire home/apt,750,3,0,,,2,0
+16886203,Light filled room close to CBD,17382199,Lauren And Alex,,Moonee Valley,-37.78509048621061,144.92450784226156,Private room,50,1,10,2017-03-24,4.69,1,83
+4270922,"Clean, Modern 2BR Apt with Parking",21189370,Simone,,Moonee Valley,-37.77662788588608,144.9224545847348,Entire home/apt,125,2,77,2017-03-18,2.58,1,131
+7842455,Windy Hilton Experience (Quirky 1 Bed Apartment),41320703,Grant,,Moonee Valley,-37.75327387917063,144.91812622714116,Entire home/apt,128,1,83,2017-03-29,4.54,1,81
+12764896,Boutique Single Room - City Views,19266930,Abhi,,Moonee Valley,-37.78456971111726,144.93914676253237,Private room,45,1,4,2017-01-30,0.81,1,299
+5875943,Single room in quiet home,30513917,Jennifer,,Moonee Valley,-37.754950692921604,144.89519404577874,Private room,75,1,0,,,1,365
+14788775,Winning Location - 4 mins walk to Showgrounds!,54937479,Jo,,Moonee Valley,-37.77739303592694,144.91330134828522,Entire home/apt,135,2,7,2016-12-26,0.99,1,168
+12657750,Renovated Edwardian in Ascot Vale,68768704,Tomi,,Moonee Valley,-37.77647498566356,144.9237352798383,Private room,60,1,3,2017-01-24,0.58,1,79
+11478806,Private room bt airport and city,20197948,Pippa,,Moonee Valley,-37.75113441425808,144.9103192648345,Private room,50,2,12,2017-01-11,1.01,1,346
+12330739,Twenty Bayview,66546695,Kelly,,Moonee Valley,-37.77313658830261,144.92031083317335,Entire home/apt,180,2,3,2017-02-27,0.35,1,329
+10528355,Comfort and Convenience,27385840,Kerrin,,Moonee Valley,-37.78130573245769,144.93197561339696,Entire home/apt,105,2,45,2017-03-31,3.23,2,172
+14058960,Moonee Ponds Accommodation,43050141,Brett,,Moonee Valley,-37.763193595417924,144.9174021214038,Entire home/apt,131,4,0,,,17,159
+2630277,Cozy Double Ensuite Room Inner City,13469724,David,,Moonee Valley,-37.78444922643074,144.9354696628704,Private room,69,30,34,2017-02-21,1.13,5,25
+2912301,5km to CBD Boutique Single Room,13469724,David,,Moonee Valley,-37.7851855226988,144.93418700915208,Private room,45,7,37,2017-03-22,1.30,5,263
+17209957,Brand new apartment - 10 minutes to Melbourne CBD,23634488,Adam,,Moonee Valley,-37.76480150950691,144.91930567580465,Entire home/apt,149,2,2,2017-03-30,2,1,154
+17047078,Cosy home close to city and public transports,77147130,Paola,,Moonee Valley,-37.78733479494517,144.92586394293244,Private room,58,1,3,2017-02-20,1.55,1,339
+892375,Victorian Terrace House Flemington,3034913,Luke,,Moonee Valley,-37.785268136915114,144.92510239892144,Entire home/apt,176,4,31,2016-12-08,0.62,4,317
+13738449,NEW HOME 5 STAR Bedroom with bathroom Great spa,364347,Peter & Mary,,Moonee Valley,-37.733814878938794,144.87857344987978,Private room,60,1,80,2017-03-10,9.06,2,251
+13900675,The Terrace Bed and Breakfast,2302916,Edward & Liesel,,Moonee Valley,-37.77229986817535,144.9013831391637,Private room,121,2,3,2017-02-02,0.63,1,201
+15604405,Family Friendly Apartment in Fabulous Flemington,31625740,Lauren,,Moonee Valley,-37.786786119897336,144.92906240215757,Entire home/apt,85,5,2,2017-01-19,0.70,1,154
+13604654,Modern house close to City&transpor,78698731,Tj,,Moonee Valley,-37.78638933781356,144.92137048808965,Private room,60,1,10,2017-03-26,1.76,1,361
+15708017,A piece of authentic Melbourne - Dandenong room,6648479,Christine And James,,Moonee Valley,-37.77681396293105,144.91305363732442,Private room,51,2,11,2017-03-29,3.33,5,141
+6528287,Tiny private Bedroom,17181921,Pablo,,Moonee Valley,-37.77463283234901,144.9281456298437,Private room,39,4,0,,,1,0
+16126863,"Ferguson Room, 167 Maribyrnong Road",105092894,Graeme,,Moonee Valley,-37.771220505156045,144.911648057332,Private room,85,2,3,2017-01-27,0.70,2,90
+12802179,Modern townhouse close to the CBD and airport,4827523,Stephen,,Moonee Valley,-37.775794646187244,144.90788779638078,Private room,52,1,37,2017-03-22,4.14,1,34
+17242328,Self Contained Home in Moonee Ponds precinct,116176402,Natalie,,Moonee Valley,-37.766675225722324,144.92782803322453,Entire home/apt,121,7,0,,,1,86
+16028849,Quiet location in the heart of Moonee Ponds,46198406,Christine,,Moonee Valley,-37.76396931494227,144.91198036780224,Private room,59,1,22,2017-04-01,4.85,1,353
+15635493,Grapevined Courtyard Outlook,97604483,Liz,,Moonee Valley,-37.74406563001941,144.8657863169154,Entire home/apt,149,2,5,2017-03-05,1.35,1,310
+16224573,Modern Self contained apartment,74737282,Ashleigh,,Moonee Valley,-37.78551182987445,144.93772749768982,Private room,38,7,0,,,1,76
+5837108,Artist's home Cityside Moonee Ponds,25116248,Elisabeth And William,,Moonee Valley,-37.76333228448628,144.929488021339,Private room,68,2,12,2016-03-31,0.59,3,284
+13209784,Bright and Spacious High Rise minutes from CBD,74051328,Zachary,,Moonee Valley,-37.78433886269595,144.93800988914035,Entire home/apt,100,1,6,2016-07-10,0.64,1,0
+16715873,Charming home in Flemington,24354212,Elisabetta,,Moonee Valley,-37.78196743503338,144.9232593742967,Private room,48,1,5,2017-03-19,3.49,1,172
+16290422,"Maribyrnong Room, 167 Maribyrnong Road",105092894,Graeme,,Moonee Valley,-37.770931286875445,144.91182022387844,Private room,66,2,4,2017-03-05,1.60,2,85
+1184360,Melbourne rental - full of charm,6477719,Tom Worsnop,,Moonee Valley,-37.78167117222008,144.93568365997976,Entire home/apt,94,14,18,2017-01-31,0.44,1,274
+8393227,A room with a view,3685732,Tracy,,Moonee Valley,-37.767193786800775,144.92350823949107,Private room,60,7,0,,,2,0
+17336396,Comfortable 4 star settings to do what you need to,117074213,Quaid,,Moonee Valley,-37.76270447265877,144.85490058384008,Private room,80,1,0,,,1,91
+14714724,Belle's cosy room,37739320,Huguette,,Moonee Valley,-37.71736852203344,144.88697548785836,Private room,50,2,11,2017-03-23,1.70,3,353
+8193870,"""BROOKHOUSE"" Opposite Queen's Park",38437802,Renate And Ken,,Moonee Valley,-37.760502564703216,144.92613029134827,Private room,125,1,28,2017-02-28,1.54,1,336
+16418631,Modern near new apartment close to the Airport,42809373,Andrea,,Moonee Valley,-37.7371126367544,144.8897432081129,Entire home/apt,113,1,13,2017-03-19,4.06,1,49
+15101010,Flemington Family Home,52482938,Gina,,Moonee Valley,-37.78393759679604,144.92700642297672,Entire home/apt,149,2,7,2017-03-06,1.14,1,178
+14223494,Retro Room in Sunny Older Style House,40110322,Christopher,,Moonee Valley,-37.77726180319369,144.93605965716307,Private room,42,1,15,2017-03-16,1.95,1,67
+8619716,Clean and quiet accommodation,28268663,Wendy,,Moonee Valley,-37.73058979062075,144.86301191638844,Private room,45,1,4,2016-03-13,0.23,1,88
+6817031,Charming 2 BR Cottage,33542337,Megan,,Moonee Valley,-37.78242710670918,144.91941270162422,Entire home/apt,169,1,103,2017-03-26,4.79,1,314
+9077990,Charming period home close to cbd,47342794,Cahal,,Moonee Valley,-37.76688474687337,144.9261274638665,Private room,69,1,9,2016-11-13,0.54,1,363
+16264225,Quiet place,106358775,Lamia,,Casey,-38.12714663927363,145.30540500048997,Private room,50,1,0,,,1,364
+14953493,Shorey place,94127628,Preet,,Casey,-38.087472567821514,145.25745847915314,Private room,201,1,0,,,1,91
+8975298,机场Skybus下车过马路即是,交通购物方便,46901714,Lydia,,Casey,-38.09005288543624,145.2795737282884,Private room,45,5,0,,,1,363
+10093285,London park holiday house(B),51643091,Crystal,,Casey,-37.9992848774845,145.31053228709837,Entire home/apt,400,1,11,2017-03-11,0.71,3,359
+12094200,Resort Living in Melbourne - Blue Room,63279141,Leonhard,,Casey,-38.1087309075335,145.3042990879656,Private room,46,1,9,2017-03-19,0.80,2,365
+6517734,A 4-bedrooms: 3 doubles.,32248146,Louis,,Casey,-38.00682445131872,145.31671752665002,Private room,41,3,27,2017-03-31,1.21,1,338
+10063670,London Park Holiday House(A),51643091,Crystal,,Casey,-37.99892170883969,145.30970497823998,Entire home/apt,300,1,4,2017-02-16,0.30,3,335
+16125894,Amazing room Melbourne style,75330531,Minmin,,Casey,-37.97893786517581,145.2609556820086,Private room,85,1,0,,,1,180
+5118872,Your Home Away From Home - Room 1,4535949,Euwing,,Casey,-38.0024593118001,145.30893063006303,Private room,50,1,28,2017-03-14,1.44,2,365
+16295102,Cozy house for a small family,88225993,Mariana,,Casey,-38.10111385847426,145.25238064310483,Entire home/apt,60,3,2,2017-01-28,0.83,1,363
+17114370,Queen Bed - Cranbourne East,114949470,Allyce,,Casey,-38.11898753814874,145.30035957950338,Private room,55,1,5,2017-03-03,2.88,1,173
+14361868,London Park Holiday House(C),51643091,Crystal,,Casey,-37.996807435237656,145.31151104008276,Entire home/apt,400,1,6,2017-02-24,1.05,3,198
+6790436,Room in Clyde North in Melbourne,35548063,Shamika,,Casey,-38.09989356239043,145.3272845315275,Private room,50,1,0,,,1,0
+13775182,"Clean, Comfy Room with Kitchen Amenities",35454624,Belle,,Casey,-38.1088152711422,145.34975385959447,Private room,85,1,0,,,1,90
+8139334,Luxurious room with wifi,42978339,Vivek,,Casey,-37.9616474021877,145.26540353295823,Private room,80,1,0,,,1,365
+3577389,3br home in Leafy Berwick Village - 45 Mins to CBD,12466567,Michael,,Casey,-38.02458623799259,145.35204474912146,Entire home/apt,121,2,15,2017-02-18,1.81,1,294
+10790854,Close to everything in South-East,37515966,Lydia,,Casey,-38.07486741620079,145.27581968654067,Private room,50,1,7,2017-01-02,0.51,1,355
+9578477,Cleaned house for travellers,49580189,Sam,,Casey,-38.0845475828347,145.31885577994618,Private room,51,1,0,,,3,331
+10039033,Cosy Comfort in Berwick,51531524,Trudi,,Casey,-38.069758478330144,145.35519926151568,Private room,66,1,7,2016-03-12,0.46,1,0
+9578761,Clean and tidy attractive,49580189,Sam,,Casey,-38.08156996483474,145.26463955603174,Private room,51,1,24,2017-03-23,1.57,3,327
+17575793,Charming holiday retreat - nature&city,28299298,James,,Casey,-38.02427772583213,145.3486157997856,Private room,29,1,1,2017-03-10,1,1,88
+15773640,Beautiful Large Modern Home,94537021,Sim,,Casey,-38.01424139563826,145.29253347699333,Entire home/apt,551,2,1,2017-02-25,0.79,1,363
+16818700,Luxury living-your minihome!,33705668,Nyabana,,Casey,-38.095307432133275,145.3020501616794,Private room,58,1,6,2017-04-01,4.39,1,359
+9124255,Room with 2 single beds.,47535493,Seng Siew,,Casey,-38.01350834779689,145.30724312462127,Private room,38,1,29,2017-02-09,1.78,1,348
+7191025,Charming bedroom for 2,37652327,Max,,Casey,-37.97414683535443,145.27274223198486,Private room,59,3,2,2016-02-09,0.13,1,365
+9495557,"Cute & Cosy, is my two bedroom home",33687120,Louisa,,Casey,-38.042937693330906,145.29148598233144,Private room,60,1,0,,,1,86
+17871785,"Spacious, bright and clean unit",29773431,Carolyn,,Casey,-37.99915893692486,145.2727332376551,Private room,48,1,0,,,1,333
+10335206,#32 in the burbs,15209713,Sharon,,Casey,-38.04932732263934,145.35197222878645,Entire home/apt,140,2,18,2017-04-02,1.38,1,336
+12891408,Nice and charming house with great outdoor space,70577134,Mark,,Casey,-37.99827072700202,145.26605057138863,Private room,75,1,6,2016-06-24,0.55,1,362
+7878109,Your Home Away From Home - Room 2,4535949,Euwing,,Casey,-38.002336907612126,145.30832465514777,Private room,50,1,7,2017-03-19,0.38,2,364
+17776919,If you want proximity. Here it is!,110567191,Fabian,,Casey,-38.03004690220642,145.3446889533318,Private room,41,1,0,,,1,365
+15845365,Right in the heart of CBD,101662596,Gina,,Casey,-37.97935407963365,145.3335593466993,Private room,132,1,0,,,1,365
+15976012,Fully self contained unit.,88878226,Jacqui,,Casey,-37.99116697614142,145.28677955489619,Private room,69,1,11,2017-03-22,3.20,1,337
+12372051,Female only quiet private room in berwick,39999305,Coco,,Casey,-38.04435505235415,145.3296136617351,Private room,66,1,20,2017-03-26,1.78,4,364
+16860746,Clean and quiet room,112337739,Jackson,,Casey,-38.03949454882254,145.31367661698462,Private room,79,1,1,2017-02-24,0.77,1,365
+14731447,Luxury Accommodation - 40 minutes from the City,78763790,Kim,,Casey,-38.00957169173413,145.33384234450668,Private room,85,2,4,2017-03-10,0.98,1,71
+16010191,Soul Centered Healing Cottage,104095719,Judith,,Casey,-37.980607899943315,145.31542377329208,Entire home/apt,72,1,0,,,1,0
+7638252,"2 Peaceful & quiet, modern bedrooms",39115016,Banie,,Casey,-38.08056925510865,145.3205351032852,Private room,90,1,3,2017-02-11,0.19,3,8
+16758886,Resort Living in Melbourne - Green Room,63279141,Leonhard,,Casey,-38.10670402963367,145.30350045922532,Private room,46,1,1,2017-03-17,1,2,360
+13133527,舒適寬敞的空間只需帶著隨身行李即可入住,停車方便,大眾運輸工具近在咫尺,59920771,Fion,,Casey,-38.042556932256744,145.35036244809515,Private room,69,1,4,2016-12-27,0.62,1,276
+17464395,Farm Stay / Rural Retreat,76273457,Murray & Margaret,,Casey,-38.00683454181212,145.3721474255528,Entire home/apt,185,3,0,,,1,171
+10021528,Strategic spot to stay in Berwick!,51458390,Soon How,,Casey,-38.056906472007434,145.33537242917726,Private room,28,1,0,,,1,365
+513766,Guest room in a big house,2531069,Sanjeev,,Casey,-38.06865321115853,145.3342678297401,Private room,69,1,0,,,1,365
+9205831,House in Scenic Golf Course Estate,47880747,Matt,,Casey,-38.13917890547401,145.25274652420813,Private room,55,2,11,2017-03-09,0.64,1,334
+15105174,Student accommodation in Rowville,95663321,Fiorella,,Casey,-37.95829608845182,145.2869826387892,Private room,50,15,0,,,1,362
+10689728,Large quiet house,4349939,Simon,,Casey,-38.04561481325447,145.33941610561936,Private room,50,1,2,2017-03-19,2,1,359
+11763446,"Open plan,Private space,Bali theme",33164565,Tamlyn And Andrew,,Casey,-38.062435530672126,145.35442027221134,Private room,69,1,8,2017-03-25,0.68,1,350
+11401249,Nice and quiet,52203915,Rocky,,Casey,-38.03502336556843,145.31489259014865,Private room,29,1,4,2017-03-25,2.55,1,280
+2586789,Fresh DB Room with Parking,13245421,Denae,,Casey,-37.99142785259863,145.24635886079037,Private room,38,1,6,2015-03-01,0.17,1,184
+9337074,SERENITY - NARRE WARREN NORTH,15946489,Anton,,Casey,-37.982295302547286,145.30665672863987,Entire home/apt,140,1,4,2017-01-01,0.24,1,365
+7534997,Peaceful & quiet modern bedroom(2),39115016,Banie,,Casey,-38.0785682389152,145.31956641124944,Private room,48,1,9,2017-01-22,0.45,3,8
+2216911,Home Away from Home,3773492,Kartik,,Casey,-38.0476710982673,145.30171730293623,Private room,130,1,0,,,1,365
+357740,House in Pristine Coastal Village,1810523,Viktoria,,Casey,-38.22442664461991,145.30893271461696,Shared room,59,1,16,2017-03-12,0.88,1,249
+7467760,"Peaceful & quiet, modern bedroom(1)",39115016,Banie,,Casey,-38.08033463922102,145.32049474857467,Private room,48,1,10,2017-01-22,0.55,3,8
+17292550,New York Room,80873267,Brian,,Casey,-38.08369174342296,145.32175153117495,Private room,50,1,0,,,1,181
+17447200,Tudor Spa room,118092102,Michael,,Casey,-38.08651677623139,145.2763158039522,Private room,50,1,0,,,1,83
+17487084,Aussie style room Melbourne,115100468,Dawei,,Casey,-37.98097644876613,145.24915811720575,Private room,69,1,0,,,1,88
+15423480,Quiet farm stay in Pearcedale,97049197,Dale,,Casey,-38.19221256380745,145.24699751163632,Private room,89,1,11,2017-01-01,2.02,1,361
+13533832,"Lakefront serenity - birdlife, shops & city access",64499865,Irma,,Casey,-38.0722408214329,145.24193078630591,Private room,45,3,8,2017-03-02,1.67,1,76
+5223739,Luxury Room in New House,26891835,Kay,,Casey,-38.07973526609116,145.34437396445114,Private room,69,1,4,2016-12-07,0.18,1,365
+12395944,It's a house with an artistic breat,35717651,Ezra,,Casey,-38.000044756138884,145.30897995108032,Entire home/apt,653,1,0,,,1,365
+6958016,有2个卧室可以短期出租。也欢迎一家三口入住。,29967108,Kevin,,Casey,-38.015908052799276,145.2955910818755,Private room,41,1,9,2016-10-31,0.43,1,31
+9578699,Clean room in a Clean house,49580189,Sam,,Casey,-38.084398441878676,145.26249629273127,Private room,51,1,3,2017-03-21,0.25,3,330
+13703925,Comfort Quiet 1 Bed Room,24650119,Jerry,,Casey,-38.06383710245271,145.33440547445286,Private room,48,1,2,2017-03-18,0.70,1,180
+6201075,"""All the comforts of home""",784249,Vanessa,,Casey,-38.13979966444,145.25383744851857,Entire home/apt,69,1,14,2017-03-18,0.66,1,163
+38271,Melbourne - Old Trafford Apartment,164193,Daryl,,Casey,-38.05725413934634,145.33935613079854,Entire home/apt,90,1,72,2017-03-20,0.93,1,330
+13517027,4 Bedroom Home in south eastern melbourne suburb,61925529,Daniella,,Casey,-38.05319204402925,145.25384828614912,Entire home/apt,75,7,1,2017-01-05,0.34,1,0
+8583609,Testing website!,45108779,Travis,,Knox,-37.88798444411204,145.243345273579,Private room,2000,2,0,,,1,365
+15708832,The Tirhatuan Sanctuary,25719815,Manuela,,Knox,-37.94010367104279,145.2267452325213,Private room,60,1,3,2017-03-05,0.68,1,86
+12190592,Modern light-filled stylish place! 2br 1ba 1carP,1538856,Andrew,,Knox,-37.83825916382953,145.26489588742524,Entire home/apt,80,1,5,2017-02-17,0.49,3,244
+17301781,Mountainview -Cosy n Quiet room,3410426,Sabine,,Knox,-37.84725543262438,145.27012870448462,Private room,59,1,0,,,1,365
+12211642,Foothills Dandenong National Park,65657997,Mrs Kornthip,,Knox,-37.88302960609576,145.30122492461274,Private room,59,1,30,2017-03-25,2.49,2,344
+7396791,One beautiful main bedroom,38423120,Wendy,,Knox,-37.85600349016671,145.22722711478983,Private room,60,2,1,2016-07-04,0.11,2,342
+12208683,Foothills Dandenong National Park,65657997,Mrs Kornthip,,Knox,-37.88652276679501,145.30261721096977,Private room,55,1,6,2017-03-25,1.10,2,351
+15272568,Entire bedroom in Ferntree Gully,93394429,Effie,,Knox,-37.88411400926846,145.28919625479273,Private room,41,1,2,2017-03-23,0.52,1,87
+14290909,Rest and Relax- In Wantirna,87244761,Svetlana,,Knox,-37.86303703979423,145.22278644904867,Entire home/apt,73,2,2,2016-12-22,0.26,1,227
+8821987,jackie elmer,46211674,Jackie,,Knox,-37.87164156543737,145.21472410338103,Private room,100,1,0,,,1,365
+13184131,联排别墅中的独立房间 交通便利,房东人好 环境清幽 而和谐。,73689587,秀芹,,Knox,-37.84737777356263,145.2717119893425,Private room,66,1,0,,,1,365
+17438933,Family home in Prime location Melbourne,110776401,Carrie,,Knox,-37.87738114243186,145.27561864177247,Entire home/apt,151,1,3,2017-03-25,3,1,148
+15695664,Turramurra,101327208,Dianne,,Knox,-37.92465874320824,145.24462051614125,Private room,52,1,10,2017-03-22,2.07,1,72
+17608219,Zen patch,66681465,Daniel,,Knox,-37.88726745139546,145.28719201848656,Private room,160,1,0,,,1,63
+17461874,Super Convenient Comfy Home in Wantirna South,111076915,Fay,,Knox,-37.87271249635313,145.23237333898768,Entire home/apt,165,1,0,,,1,255
+15708630,Happy clean home,95985840,Manj,,Knox,-37.918287703684,145.27602209003763,Private room,63,1,0,,,1,181
+8722355,Studio Queen Bed Room with Ensuite,45778174,Hotel,,Knox,-37.86983155722169,145.2346564888479,Private room,100,1,0,,,1,365
+13771503,eastern melbourne,80816333,Sean,,Knox,-37.862452639104085,145.2566742917316,Private room,42,1,0,,,1,365
+15016704,墨尔本东南区wantirna south.singel bed,74264137,Carrie,,Knox,-37.884693000129666,145.2198195751282,Private room,41,2,0,,,1,365
+13378393,Living in the Suburbs,76020383,J. Elizabeth,,Knox,-37.87367939277653,145.25272191951328,Private room,197,1,0,,,1,90
+10434546,Brand new - next to train station,53747724,Leslie,,Knox,-37.847936371752965,145.2694061266314,Private room,100,1,0,,,1,365
+4503531,Foothills of the Dandenong Ranges,23355689,Leon,,Knox,-37.85273539602055,145.333122596128,Entire home/apt,375,2,49,2017-03-13,1.71,1,346
+2406621,"Weekend get away, Dandenong Ranges.",12301602,Troy,,Knox,-37.86421637309691,145.31721412295212,Private room,59,1,110,2017-03-16,2.98,2,341
+17833685,The apartment is spacious,121971823,Huh,,Knox,-37.92229543621287,145.260808160068,Private room,98,1,0,,,1,178
+6231511,New Ground Floor Apartment,22141896,Shane,,Knox,-37.874345669054684,145.23322947637064,Private room,50,2,6,2016-10-21,0.29,1,337
+16724812,Cosmo to Country,61733766,Gail,,Knox,-37.84289056651718,145.2686689810115,Private room,60,1,2,2017-03-19,1.87,1,69
+15414156,Share rooms in Ferntree Gully,65008300,Jessica,,Knox,-37.88230743644951,145.2608423797575,Private room,60,1,0,,,3,365
+17348298,Two single bedrooms,117210255,Arthur,,Knox,-37.878838772619616,145.2495949219752,Entire home/apt,66,1,0,,,1,174
+17449631,Kimmy's Place - Bed & Breakfast in the Hills.,118117759,Kim,,Knox,-37.87283046737094,145.30208295398793,Entire home/apt,98,1,1,2017-03-25,1,1,158
+17156917,Home Away from Home,97725131,Mini,,Knox,-37.86034140955593,145.23103742747352,Private room,60,1,0,,,1,91
+1918665,Room in Quiet Eastern Surburb,4915476,Jennifer,,Knox,-37.868129803378146,145.21937789695585,Private room,58,1,3,2016-10-01,0.19,2,302
+15746871,The resting place for your next adventure,51693191,Yang Yang & Daniel,,Knox,-37.89057414609011,145.25733255262293,Entire home/apt,107,2,10,2017-03-26,2.83,1,127
+16467813,Convenient unit on Wallace Road Wantirna South.,94451762,Leo,,Knox,-37.87830233240676,145.24006568842134,Entire home/apt,148,1,2,2017-02-28,1.28,2,164
+12896374,Wantirna south,70626537,Leigh,,Knox,-37.86053065532468,145.24104117612586,Private room,45,1,4,2017-03-24,0.41,1,334
+11258997,Contemporary Living,58762198,Kaye,,Knox,-37.90698475398328,145.28218474837323,Private room,90,1,2,2017-03-24,0.91,1,365
+14765642,"New clean fully furnished house, near Knox City SC",83207794,Phillip,,Knox,-37.85313150541689,145.2181762405252,Private room,66,3,1,2016-11-19,0.22,1,365
+18010369,"Modern bedroom, study desk + separate bathroom",20145029,Eliza,,Knox,-37.85191286739085,145.2686977326692,Private room,41,1,0,,,2,362
+17226797,Gully Private Retreat,44726358,Debbie,,Knox,-37.88766040239292,145.2798513880664,Entire home/apt,100,1,7,2017-03-25,5.53,1,169
+11130642,Bedroom #4 - FREE PANCAKES!!!,14818367,Fabian,,Knox,-37.8504364611717,145.2584015175625,Private room,34,1,19,2017-03-02,1.37,4,341
+3597263,Bedroom #1 - FREE PANCAKES!!!,14818367,Fabian,,Knox,-37.85089348501044,145.25990109290518,Private room,41,1,26,2017-02-07,1.08,4,349
+16639303,出行、生活方方面面便利,环境优美,舒适,安静,家的感觉。,34495824,Helen,,Knox,-37.932805619219266,145.24737759470787,Private room,60,2,2,2017-03-11,1.33,1,165
+17589769,BIG Home + Entertainment,119505103,Swapnil,,Knox,-37.85188987923727,145.27509302938296,Private room,244,2,0,,,1,364
+13985421,The Romantic Cottage in the Windy Garden,83259522,Hoa&Van,,Knox,-37.88163322104365,145.30213827680197,Entire home/apt,185,1,31,2017-03-16,4.43,1,321
+14411623,Private comfy place to rest in.,88379970,Darren,,Knox,-37.850288702137995,145.27305187428217,Private room,21,1,13,2017-03-27,1.95,1,149
+17029660,Cosy home close to public transport and shops,110230909,Delma,,Knox,-37.8767692318942,145.26648884291205,Entire home/apt,100,3,1,2017-03-31,1,1,150
+8662181,A comfy room with privacy,29553565,Geovanni,,Knox,-37.89226381330277,145.2339102168138,Private room,60,1,0,,,1,364
+17044465,One ensuite for rent in a new home,107735353,Madhu,,Knox,-37.93763032294299,145.22844896618307,Private room,85,1,0,,,1,364
+16794600,"Weekend get Away, Dandenong ranges",12301602,Troy,,Knox,-37.865042591645704,145.31854884716745,Entire home/apt,121,2,3,2017-03-25,1.34,2,66
+17659374,Cosy Family Home in a Quiet Court Location,34565258,Paul,,Knox,-37.850489908559695,145.24557603580735,Entire home/apt,166,6,0,,,1,83
+11761776,Mountview Spa Cottage,62599633,Christine,,Knox,-37.86229429474737,145.31887764823068,Entire home/apt,130,2,14,2017-03-28,1.13,1,343
+915700,Room in Quiet Eastern Surburb St,4915476,Jennifer,,Knox,-37.86778002199748,145.22032287843854,Private room,48,1,4,2015-01-27,0.08,2,302
+15625667,Share rooms in Eastern Melbourne Ferntree gully,65008300,Jessica,,Knox,-37.88430109321606,145.2589792346773,Private room,60,1,0,,,3,181
+15626201,Share rooms near Knox city,65008300,Jessica,,Knox,-37.88123814347678,145.26269167366033,Private room,69,1,0,,,3,365
+5472208,Quiet Comfy Boronia Accommodation,28379504,Anne And Vince,,Knox,-37.860197507535595,145.27620510557665,Private room,48,1,46,2017-03-18,1.99,1,322
+3713148,Bedroom #2 - FREE PANCAKES!!!,14818367,Fabian,,Knox,-37.84956835993311,145.25999284373285,Private room,39,1,64,2017-03-26,2.02,4,349
+1637733,2 bedroom garden apartment + spa,5913843,Andrea,,Knox,-37.85834634895218,145.2607753426215,Entire home/apt,170,2,28,2017-03-10,0.69,1,354
+911167,Relaxing room on the Eastern side,4889343,Zoltan And Beata,,Knox,-37.9337910611604,145.24139829009908,Private room,60,1,56,2017-04-01,1.14,1,83
+4811216,Private Comfortable bungalow for 2,3171650,Samantha & Craig,,Knox,-37.854273336103965,145.25688948282257,Entire home/apt,75,2,47,2017-03-30,1.74,1,319
+2681144,迷人的墨尔本洋房,现代、整洁!,13726702,Ke,,Knox,-37.88334310147354,145.23660203160452,Private room,114,1,0,,,1,365
+16442903,Quiet modern comfy accommodation,107834329,Trevor,,Knox,-37.85801474239166,145.29427593016732,Private room,69,1,1,2017-04-03,0.49,1,180
+15624392,New and fashion Entire place,96256684,Kelly,,Knox,-37.86698645550498,145.26072493277826,Entire home/apt,187,1,19,2017-03-25,3.48,1,166
+9036119,Bedroom #3 - FREE PANCAKES!!!,14818367,Fabian,,Knox,-37.84916955853003,145.25790421760604,Private room,39,1,16,2017-03-11,0.99,4,321
+11849655,最适合全家渡假的房子,39649070,Siwei,,Knox,-37.88317391181256,145.29627918607878,Entire home/apt,398,7,0,,,1,362
+16490086,Gateway to Dandeong Range,107441955,Gabriel,,Knox,-37.871393425877145,145.21344497673118,Private room,75,1,0,,,1,91
+14902078,Beautiful 5 bedroom home next to a national park,6247152,Az,,Knox,-37.89014595436249,145.30841618288233,Entire home/apt,121,7,1,2017-01-14,0.37,1,154
+16635432,'Clematis' Ferntree Gully Base of Dandenong Ranges,15023442,Christine,,Knox,-37.880893844877235,145.30047566132353,Entire home/apt,105,2,4,2017-04-01,2.26,1,162
+5583938,Large House with 3 bedrooms,28952941,Yayaxixi,,Knox,-37.85965905604164,145.2169552013963,Private room,66,1,5,2017-01-26,0.28,2,365
+7293151,Serene Family Retreat,38197093,Honor,,Knox,-37.88356900248319,145.29298388838887,Entire home/apt,114,3,2,2016-01-05,0.13,1,0
+15380239,Comfortable Home,98309711,Hetty Joan,,Knox,-37.85893776644865,145.32055766574987,Private room,50,1,8,2017-03-14,1.86,1,83
+16264422,"Wantirna South独立别墅靠近地铁站,大型商场,餐厅等",94451762,Leo,,Knox,-37.86311810187454,145.24084517430953,Entire home/apt,138,1,3,2017-03-26,0.90,2,151
+8923530,墨尔本东南区两卧室房间出租Two Bedrooms EastMelb,28952941,Yayaxixi,,Knox,-37.86133824047213,145.22111711455725,Private room,66,1,0,,,2,365
+10037624,"Furnished, convenient, scenic room",51525220,Mukesh,,Knox,-37.8445414728061,145.23301946023426,Private room,60,1,0,,,1,365
+7056176,Melbourne Estern Sub Cosy New House,37008681,Raymond,,Knox,-37.86362274450591,145.23908274796773,Entire home/apt,145,2,38,2017-03-02,2.17,1,229
+12797623,位于墨尔本东南区丹地农山脉千级台阶不远处风景秀丽带花园的独立屋,69714390,Liu,,Knox,-37.91388280748437,145.25804876603053,Private room,100,1,0,,,1,365
+10790489,Foothills Hideaway Dandenong Ranges,55837324,Terri And Drew,,Knox,-37.8615842473281,145.32417316098346,Private room,75,1,10,2017-03-28,1.16,1,345
+2400926,"Comfortable, homely and clean",12269676,Larisa,,Knox,-37.84761940233752,145.26922325986442,Private room,41,2,9,2017-02-03,0.50,1,175
+17772739,waterford Golf townhouse-room 2,74963269,Chris,,Knox,-37.90137880387435,145.260302369989,Private room,60,1,0,,,3,91
+16916903,"Charming modern home, gateway to the Dandenongs",4547321,Tracey,,Knox,-37.90949338229781,145.26860934156488,Entire home/apt,201,1,2,2017-03-12,0.92,1,31
+17772605,waterford valley room 1,74963269,Chris,,Knox,-37.901811307893816,145.26060779967267,Private room,52,2,0,,,3,91
+9369730,"Comfy Studio , Centrally Located",26608411,Adelene,,Knox,-37.86636717526509,145.2248526546575,Entire home/apt,69,1,0,,,1,358
+17772264,Waterford golf townhouse,74963269,Chris,,Knox,-37.90132524122995,145.25859435831032,Entire home/apt,201,2,0,,,3,91
+13930784,Wantirna house.A cozy getaway,82781207,阿姨,,Knox,-37.85877175843795,145.23253574640913,Private room,59,1,0,,,1,88
+16827086,Mordern queen bedroom + separate bathroom,20145029,Eliza,,Knox,-37.8521124334886,145.26902674232633,Private room,55,1,6,2017-03-31,2.40,2,91
+15241307,Quality living in Large house with ample living,74269427,Dakshana,,Knox,-37.93262354789935,145.2510861321364,Private room,50,5,0,,,1,178
+16549155,Bedroom for a week in a Melbourne Suburb,108940624,Joey,,Knox,-37.93825442168622,145.226596076629,Private room,37,1,9,2017-03-22,3.25,1,15
+16438836,Quiet and sunny bedroom,98894602,Jolin,,Glen Eira,-37.918574037060004,145.06487600070687,Private room,48,1,1,2016-12-20,0.29,1,364
+8120177,Luxury & Location (Art Deco Home),38895545,Jennie,,Glen Eira,-37.868286298722644,145.02823621548208,Private room,95,2,34,2017-03-19,1.79,1,364
+9399645,New neat and chic 1br pad,48377895,Trent,,Glen Eira,-37.86201420896976,145.0113820408568,Entire home/apt,200,7,8,2016-03-22,0.48,1,363
+8813073,Charming Art Deco 2BR Apartment,8979171,Gideon,,Glen Eira,-37.8694670334596,145.00551337135573,Entire home/apt,201,7,0,,,1,365
+491993,MR2 2BR opp parkland in Sth Caulf,1710397,Amanda,,Glen Eira,-37.89715718908988,145.03050234344525,Entire home/apt,249,3,1,2015-07-21,0.05,62,340
+9639349,Beautiful private room!,16119834,Elia,,Glen Eira,-37.87058830623393,145.01297671266687,Private room,50,1,0,,,1,0
+3735872,Private floor in a modern townhouse,18803729,Milka,,Glen Eira,-37.91913600125046,145.04379466644443,Private room,50,2,1,2016-06-25,0.11,1,28
+17269815,1+1Ground floor Great Location!,116443143,Sophie,,Glen Eira,-37.88647343060052,145.00109356572344,Entire home/apt,96,5,1,2017-03-30,1,1,351
+16482652,Awesome house in central location,108208787,Drew,,Glen Eira,-37.88673810260024,145.00268343735058,Private room,46,1,16,2017-03-18,5.11,1,0
+17793755,Beautiful place near st kinda beach,107957153,Ravz,,Glen Eira,-37.88720237205282,145.0052049569934,Private room,100,1,0,,,1,363
+8356630,Apartment with sunny courtyard,3573625,Katie,,Glen Eira,-37.87026575519522,145.02497616993304,Entire home/apt,90,5,2,2016-11-04,0.11,1,120
+9240854,Modern Apt with Large Courtyard,26447669,Bebhinn,,Glen Eira,-37.87212877084145,145.0003874371281,Entire home/apt,100,7,1,2016-01-05,0.07,1,0
+3802605,"Stunning town residence, Melbourne",7035315,Jonathan,,Glen Eira,-37.88077289655583,145.00799050075716,Private room,250,1,0,,,3,365
+16352810,Light filled apartment in caulfield north,107078609,Steven,,Glen Eira,-37.86943600784729,145.01869436298392,Entire home/apt,123,7,0,,,1,0
+16695777,Fab poolhouse near train and beach!,93923621,Jennifer,,Glen Eira,-37.89448712980174,145.0077918249246,Private room,80,2,6,2017-03-30,2.28,1,78
+6261578,RELAX IN COMFORT & STYLE,31243961,Tania,,Glen Eira,-37.93512685928714,145.06553966584687,Private room,66,2,9,2016-04-01,0.41,1,123
+4295536,Double room in East Bentleigh ,22299060,Beverley And Mark,,Glen Eira,-37.9251193182988,145.0809901827978,Private room,69,2,11,2017-02-24,0.39,2,365
+9538137,Large modern family home,49404048,Yacov,,Glen Eira,-37.89739480121521,145.0312020230196,Entire home/apt,190,1,0,,,1,0
+12140985,Relaxing oasis in great location.,22136790,Gabrielle,,Glen Eira,-37.89612043306294,145.04001625797972,Private room,75,1,1,2016-07-10,0.11,1,0
+15600537,New apartment! Tram to city/beach!,86861758,Janice,,Glen Eira,-37.88707726014296,145.0263514635887,Shared room,42,1,7,2017-03-01,1.43,1,248
+691140,B&B Guest House with Pool Room 2,2616259,Peter,,Glen Eira,-37.892392056813094,145.0749476796291,Private room,68,2,8,2017-01-30,0.22,5,364
+2362450,Renovated Artdeco 3 BR 2min 2 train,10985248,Paul,,Glen Eira,-37.89064239386524,145.06551724750202,Entire home/apt,300,4,4,2015-03-30,0.11,1,0
+17533982,Stunning spacious home in ideal location.,7035315,Jonathan,,Glen Eira,-37.88064433078629,145.0084354833738,Entire home/apt,149,7,0,,,3,364
+6216298,Room + Private toilet and bathroom!,31563342,Jordan,,Glen Eira,-37.89520812049941,145.0673120657592,Private room,50,14,0,,,1,0
+17436071,Lovely 2 b/r unit 100m from park,1990360,James,,Glen Eira,-37.91437432558453,145.0307097049985,Entire home/apt,100,3,0,,,1,44
+9263025,"Bright,cheery Art Deco apartment.",6221781,Casey & Mark,,Glen Eira,-37.88823145952427,145.00397430548549,Private room,100,2,0,,,1,365
+16059946,Clean and quiet guest room with wifi,30917937,Martina,,Glen Eira,-37.89562663599546,145.01334331308755,Private room,41,1,3,2017-03-10,2.25,1,62
+12881563,Amazing Bayside Designer Home,1117082,Sheena,,Glen Eira,-37.899159991994395,145.01344887479485,Entire home/apt,245,14,0,,,1,29
+16138882,Clean top apartment only 15 minutes to Melb CBD,103777733,Stephen,,Glen Eira,-37.89284257310415,145.07574095174135,Entire home/apt,83,2,0,,,1,92
+11931678,Cosy and central house in the heart of Caulfield,1492616,Yakov (Jacob),,Glen Eira,-37.89077171568752,145.01788301853702,Private room,75,1,5,2016-12-27,0.59,1,306
+397285,HA16 High end 2bdr in Caulfield,1710397,Amanda,,Glen Eira,-37.8812868314439,145.0225141023186,Entire home/apt,249,3,3,2016-03-02,0.13,62,298
+9872292,"New, Modern, Spacious 1 Bedroom Apt",7563881,David,,Glen Eira,-37.89160373046726,145.0764459803124,Entire home/apt,128,3,11,2016-12-16,0.72,1,164
+16101868,"Charming Mel Apt,10k to CBD,3k to St Kilda Beach",32871756,Annette,,Glen Eira,-37.88663730780341,145.02580058653874,Entire home/apt,180,3,0,,,1,82
+11346949,Italian artistic style,59417022,Alessandra,,Glen Eira,-37.87265362347452,145.0229526394035,Entire home/apt,121,1,0,,,1,0
+14560159,Summer Family Home,55507970,Jonathan,,Glen Eira,-37.87394903202017,145.03000265958823,Entire home/apt,495,5,2,2017-01-07,0.50,1,258
+4041643,On the Park,6532742,Ruben,,Glen Eira,-37.87159441385981,145.03399539875699,Entire home/apt,94,3,5,2017-01-20,0.21,6,356
+2106502,Hotel Style Room: Sep. entry & wifi,10739131,Lili,,Glen Eira,-37.895888693117655,145.03797724286736,Entire home/apt,64,1,31,2017-03-31,1.04,2,326
+13870224,Amazing apartment in the best Glenhuntly location,31785853,David,,Glen Eira,-37.88841154244729,145.03795588682473,Entire home/apt,107,2,6,2017-03-14,1.65,1,167
+16522306,"Modern townhouse, Cosy master room CLOSE TO ALL!!",33616360,Sally,,Glen Eira,-37.8884794610395,145.052889497463,Private room,75,2,8,2017-04-01,2.61,1,50
+15670339,Quiet room at the rear of our house,83012455,Sylvia,,Glen Eira,-37.930922530103615,145.04482787242569,Private room,41,1,6,2017-02-05,1.16,1,146
+15607108,墨尔本东南区温馨小屋,99842613,Fen & Nick,,Glen Eira,-37.90624535072257,145.07423639742944,Private room,50,1,0,,,2,334
+16604351,Private Oasis -Perfect Location -Ensuite Bathroom,60833316,Deb,,Glen Eira,-37.89631074651181,145.01653893163268,Private room,80,1,7,2017-03-22,2.88,1,84
+6591567,Close to everything,34484941,Claudia,,Glen Eira,-37.91900804864331,145.05570748546336,Entire home/apt,126,1,14,2017-03-31,0.72,1,358
+12070069,Pretty 1940s apt 2 bed in gardens,2260293,Sara,,Glen Eira,-37.87155046284685,145.00780254295526,Entire home/apt,100,1,0,,,1,0
+15836553,Charming little home,7331305,Lisa,,Glen Eira,-37.880757385650384,145.02070227484518,Entire home/apt,105,1,17,2017-04-01,3.57,1,341
+10103998,Spacious Room In a Friendly Home,51178020,Leora,,Glen Eira,-37.91215889647531,145.06030098134593,Private room,45,2,29,2017-03-22,2.00,2,262
+16520404,Spacious 2 BR apartment near the CBD | Free WiFi,108624728,Tova,,Glen Eira,-37.862558489615594,145.01417427653314,Entire home/apt,160,7,3,2017-02-26,1.23,1,348
+44226,Elegant Double B&B priv.bath Wi Fi,193755,Marlous,,Glen Eira,-37.89312526120071,145.06527072604663,Private room,76,1,117,2016-11-21,1.47,2,347
+17302766,Room with Ensuite in Modern Caulfield Home,47961967,Rachel,,Glen Eira,-37.86645460930206,145.01094903840823,Private room,117,2,4,2017-04-01,3.33,1,62
+5385522,"Sunny, family-friendly with pool",16126836,Guna,,Glen Eira,-37.91215388128816,145.0776346546457,Entire home/apt,100,14,0,,,1,0
+16952625,house in the area,113303273,Kerry,,Glen Eira,-37.86837330564,145.01613083103877,Shared room,48,1,2,2017-03-23,1.25,2,362
+8679329,Sunny 2 bdr Glenhuntly Rd Caulfield,4421638,Tom,,Glen Eira,-37.88764809149544,145.0339466998906,Entire home/apt,125,3,25,2017-03-31,1.56,11,324
+10104161,Private room in Carnegie,42478351,Phil,,Glen Eira,-37.89079812268664,145.04764074087944,Private room,41,1,9,2017-03-15,3.51,2,88
+17243539,Tiny room in a Spacious house,70128788,Max,,Glen Eira,-37.89928170334277,145.04832222352843,Private room,39,2,4,2017-03-16,2.79,2,110
+15990255,Sunny Art Deco Half House,6109498,Catherine,,Glen Eira,-37.8906123775727,145.0224228592442,Private room,41,2,18,2017-03-30,4.03,1,328
+6630864,2 BDR House Elsternwick,9435191,Samantha,,Glen Eira,-37.88779042475473,145.00736431284565,Entire home/apt,178,1,0,,,1,0
+6926744,Home away from home,36191501,Anna & Chris,,Glen Eira,-37.9341232471722,145.06205178409508,Entire home/apt,229,3,7,2016-11-22,0.34,1,0
+17080103,Spacious 2 BEDROOM apartment. Central location!,27728992,Tarryn,,Glen Eira,-37.88520106442198,145.01622759104836,Entire home/apt,110,2,0,,,1,47
+11808254,Magical Melbourne home,51879395,Lauren,,Glen Eira,-37.877569110004224,145.03357560896958,Private room,80,1,4,2017-02-27,0.32,1,364
+993103,"Edwardian B&B ensuite,5star! Zone 1",1706376,Suzanne,,Glen Eira,-37.88864906360368,145.06715969873764,Private room,80,2,25,2016-11-20,0.64,1,365
+16260982,Fabulous 3BR House in Caulfield North,104825640,David,,Glen Eira,-37.87740032597479,145.0330940133823,Entire home/apt,275,7,0,,,1,0
+5775225,Modern Townhouse in Elsternwick,11594211,Cathleen,,Glen Eira,-37.885189598577284,145.0000816499043,Private room,60,3,0,,,1,0
+532347,B&B Guest House with Pool Room 1,2616259,Peter,,Glen Eira,-37.89248048577332,145.07546401018303,Private room,72,2,18,2017-03-26,0.36,5,364
+3544842,Family resort style home with pool,829057,Nitty,,Glen Eira,-37.870591808539665,145.0197025293415,Entire home/apt,391,4,6,2017-01-02,0.22,1,28
+11149266,Beautiful modern 1 Bed apartment,25880416,Alan,,Glen Eira,-37.87482807655399,145.03773048862368,Entire home/apt,160,5,0,,,1,0
+9171286,Murrumbeena Abode,43970070,Chriss,,Glen Eira,-37.89310260241795,145.0673122585148,Entire home/apt,220,7,2,2016-01-05,0.13,1,269
+17504117,Private bedroom in Ormond,80169477,Narelle,,Glen Eira,-37.901087305830224,145.04116206212433,Private room,30,1,5,2017-03-28,5,1,70
+4991128,"2BR,safe,quiet,parking & transport",11744835,Dinesh,,Glen Eira,-37.879858693163925,144.99752929888044,Entire home/apt,144,2,18,2017-03-10,0.71,1,357
+16947254,Humble room in a perfect location,113303273,Kerry,,Glen Eira,-37.86820838909771,145.00970712154273,Private room,60,12,2,2017-02-17,0.90,2,365
+1257863,Mid-Century groovy garden paradise,121716,Victoria,,Glen Eira,-37.87704386764813,145.02550273365068,Private room,69,1,6,2016-02-14,0.20,1,319
+16785794,5 Bedroom Luxury Living,10736311,Steve,,Glen Eira,-37.90106096022121,145.03862072210373,Entire home/apt,720,7,0,,,1,90
+16500460,Large private room Caufield North,108398039,Charles,,Glen Eira,-37.86394567886482,145.01615431332664,Private room,60,2,1,2017-03-31,1,2,25
+5404723,Modern Living,6532742,Ruben,,Glen Eira,-37.86940993512584,145.000322237786,Entire home/apt,100,1,9,2016-09-24,0.37,6,358
+14792665,"Chic and cosy, garden setting guest accommodation",15494767,Annette,,Glen Eira,-37.873327375108936,145.00601459800677,Entire home/apt,100,2,19,2017-03-21,2.92,1,66
+3682270," ""Stay at Nina's House"" Melbourne",2682415,Nina,,Glen Eira,-37.871945765897216,145.01835729719494,Private room,75,2,1,2016-08-31,0.14,5,358
+16656898,Nice and comfy bedroom bentleigh,100813901,Chriz,,Glen Eira,-37.92244774554974,145.04805094975833,Private room,45,1,5,2017-03-09,1.97,3,76
+1321535,"Room in Elsternwick, Melbourne",2085706,Annie,,Glen Eira,-37.89014159036264,145.0044393206994,Private room,69,3,3,2017-04-01,0.19,1,302
+17244751,Modern Simplicity in St Kilda,27326570,Hayley,,Glen Eira,-37.86735629438016,145.00440752730051,Entire home/apt,250,1,0,,,1,67
+7350901,1 bdr with a Courtyard Murrumbeena,4421638,Tom,,Glen Eira,-37.89050185838681,145.06820828808137,Entire home/apt,100,3,23,2017-02-23,1.29,11,284
+16088861,Modern and bright in a perfect location,104862793,Shoshi & Tal,,Glen Eira,-37.89673957763162,145.05893523212663,Entire home/apt,105,3,16,2017-03-27,4.03,1,196
+402105,G7 Lux 3bd ground floor Elsternwick,1710397,Amanda,,Glen Eira,-37.88162081538575,144.99831548104032,Entire home/apt,360,3,6,2016-10-17,0.13,62,307
+13345530,Private comfy room in Bentleigh East,2482983,Itay,,Glen Eira,-37.92152503852427,145.07513281825035,Private room,60,2,0,,,2,0
+7936717,1 bedroom apartment,10221730,Hana,,Glen Eira,-37.91770116040708,145.03837126719762,Entire home/apt,130,1,0,,,1,0
+5384967,2 bedrooms in a welcoming home!,5032108,Irina,,Glen Eira,-37.90651965809135,145.0443362854744,Private room,149,1,6,2016-03-26,0.23,3,351
+17670999,Townhouse in McKinnon,44380514,Joe,,Glen Eira,-37.91153965307241,145.02912957223654,Entire home/apt,140,14,0,,,2,183
+3094430,Cosy Room in a house for 3 ,15736128,Christoph,,Glen Eira,-37.8987078916075,145.03686654519998,Private room,26,1,0,,,1,0
+10832205,Unique artist home,56092275,Waltraud,,Glen Eira,-37.893308633124235,145.06869165351722,Private room,59,2,0,,,1,130
+10500488,Comfy queen bed in a comfy house,54135968,Andrew,,Glen Eira,-37.924854891602735,145.06696576159348,Private room,50,1,39,2017-03-21,2.87,1,166
+2079196,HA201 2BR penthouse in Caulfield,1710397,Amanda,,Glen Eira,-37.89235678149419,145.0212640936516,Entire home/apt,249,3,1,2014-10-01,0.03,62,291
+286460,Great Room in Fabulous Caulfield S ,1490560,Uz,,Glen Eira,-37.8992984504441,145.01855054115302,Private room,55,14,0,,,1,365
+10127781,Relaxed St Kilda East Hideout,30123338,Adam,,Glen Eira,-37.86231115418952,145.01019705389933,Private room,43,1,25,2017-03-25,1.67,1,327
+7420426,Private Bohemian Haven,5053635,Tilly & Dylan,,Glen Eira,-37.89516140150283,145.04261693580705,Entire home/apt,94,3,14,2017-03-03,0.74,1,348
+16005662,Beautiful modern home in a great location,6708642,Galit,,Glen Eira,-37.887388829202216,145.04839840663863,Entire home/apt,107,2,2,2016-12-31,0.57,1,0
+10795694,Double room in beautiful 2 Bed appt,18907591,Alison,,Glen Eira,-37.8615040806231,145.01408067621867,Private room,75,2,0,,,1,88
+5389103,"Elegant, Modern Melbourne townhouse",5696107,Maria,,Glen Eira,-37.89553836831165,145.05595047541985,Entire home/apt,160,4,2,2016-04-13,0.10,1,24
+2243503,Charming Elsternwick Deluxe,11459133,Eva,,Glen Eira,-37.877657627610326,145.01169549745296,Private room,72,1,54,2017-03-31,1.40,1,237
+932918,Spacious Caulfield Park Townhouse,624031,Audrey,,Glen Eira,-37.870139767961774,145.02409592941135,Entire home/apt,190,7,32,2017-01-15,0.65,1,324
+4466543,STYLISH ROOM IN PERFECT LOCATION,17347453,Elnaz,,Glen Eira,-37.885698927638224,145.0020442209486,Private room,50,1,16,2017-03-02,0.62,1,250
+15875203,Modern and well located apartment,17130357,Carolina,,Glen Eira,-37.92309353666676,145.07239970748319,Entire home/apt,139,2,1,2016-12-28,0.31,1,92
+10075310,"INK 5, 3BDR SPACIOUS APT LIVING",1710397,Amanda,,Glen Eira,-37.86837594809278,145.02139912550072,Entire home/apt,360,3,2,2016-05-31,0.15,62,121
+1260741,Country Style House-2 Bedroom,6866740,Katie,,Glen Eira,-37.89762422297137,145.00592529932123,Entire home/apt,190,3,3,2016-08-30,0.14,2,335
+985656,Amazing Malvern,1038237,Ian,,Glen Eira,-37.868941369093434,145.02798609835162,Private room,54,1,8,2017-02-22,0.21,2,239
+9439889,独立式小别墅,48922499,James,,Glen Eira,-37.90220525387074,145.04971530391305,Entire home/apt,201,1,0,,,1,0
+1195368,Comfort Stay St Kilda,6532742,Ruben,,Glen Eira,-37.87143103412316,145.00041506573052,Entire home/apt,89,4,5,2017-02-12,0.21,6,339
+11809561,Home away from home.,51883131,Maree,,Glen Eira,-37.86930396112392,145.00214791788915,Private room,85,1,1,2016-03-23,0.08,1,354
+14239775,SHERRY: Huge one bedroom private apartment!,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87770669851482,145.03841522344806,Entire home/apt,135,1,5,2017-03-12,0.80,32,206
+16900015,Immaculate 1 bedroom apartment,28196157,Luke,,Glen Eira,-37.91898132652676,145.03435514574755,Entire home/apt,140,2,3,2017-03-23,1.55,1,364
+9352193,Warm and Friendly home,28374683,Shireen,,Glen Eira,-37.89965877336486,145.04122926761366,Entire home/apt,121,1,0,,,1,0
+15351416,Exclusive Boutique Living,97916482,Kish,,Glen Eira,-37.92177598142482,145.05449839840236,Entire home/apt,98,1,8,2017-02-27,2.16,1,302
+17740822,2 bedroom top floor lift/stair access Caulfield,6815177,Julia,,Glen Eira,-37.88420538539486,145.0229144836823,Entire home/apt,208,1,1,2017-03-25,1,4,311
+5029613,"Big Room in Quiet, Accessible Area",17990894,Thomas,,Glen Eira,-37.88767692278004,145.0075867189435,Private room,79,1,2,2016-10-10,0.08,1,358
+1302086,Melbourne ~St Kilda side~ BIG FUNKY HOUSE FOR RENT,2682415,Nina,,Glen Eira,-37.87083869800635,145.0195346238105,Entire home/apt,250,3,62,2017-03-21,1.37,5,350
+4824664,Stylish room - Caulfield. Melbourne,17388061,Tam,,Glen Eira,-37.88274300410114,145.04446905303166,Private room,100,2,22,2017-02-25,0.82,1,5
+4634144,Bright room in convenient Clayton,22420759,Greg,,Glen Eira,-37.89146592688211,145.0387730826644,Private room,52,1,0,,,1,0
+9582102,Single room. Suit couple or single.,25630827,Matt,,Glen Eira,-37.86938560214861,145.01993603751544,Private room,47,1,81,2017-03-28,4.90,1,359
+2012730,Great family home in Carnegie,9655460,Kevin,,Glen Eira,-37.88612129564357,145.05545338918387,Entire home/apt,375,5,0,,,1,0
+11613757,Caulfield Room,6762283,Bridget,,Glen Eira,-37.880010226155235,145.0345235626043,Private room,79,2,0,,,1,0
+17927025,Cozy room in a quiet home in a prime location,87692460,Nishanth,,Glen Eira,-37.862904615840755,145.0183672599382,Private room,41,1,0,,,1,70
+210568,"Carnarvon, Armadale/St KldaE/Caulfl",1038237,Ian,,Glen Eira,-37.86898329682784,145.02774921588423,Private room,58,3,10,2017-03-08,0.15,2,155
+6239913,Amazing Inner City Designer Home,22740218,Jeremy,,Glen Eira,-37.87228886820699,145.0178465271992,Entire home/apt,980,5,0,,,1,0
+6338237,Modern apt next to public transport,5779396,Catherine,,Glen Eira,-37.87029981840708,145.02926658280262,Entire home/apt,130,2,15,2017-02-14,0.83,1,46
+8173266,A private ground floor bedroom,43134052,Anna Janina,,Glen Eira,-37.88711798355317,145.0402875811866,Private room,60,2,18,2016-04-11,0.97,1,317
+15403302,Quiet area in East Bentleigh,88782823,クラニシ,,Glen Eira,-37.92488775569889,145.05252695936107,Private room,33,1,1,2016-10-13,0.17,2,63
+3618294,"Cosy Apartment in Ormond, Melbourne",4421638,Tom,,Glen Eira,-37.90148681429019,145.0421769362167,Entire home/apt,100,3,50,2017-01-15,1.69,11,328
+14238533,VERDOT: Caulfield Racecourse and restaurants!,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87639263541353,145.03663531787024,Entire home/apt,121,1,11,2017-02-24,1.65,32,136
+13484300,Lovely 1BR in leafy street with park views,77228622,Steven,,Glen Eira,-37.88172080331751,145.0092791692454,Entire home/apt,66,7,8,2017-03-11,1.15,1,74
+15778090,OceanView SummerTime Room,90176376,Leyla,,Glen Eira,-37.8679875005517,145.00672140521337,Shared room,42,2,17,2017-03-29,4.18,3,349
+8864266,Quiet & clean room. Close to CBD,6463080,Ella,,Glen Eira,-37.88955544452587,145.00437180725794,Private room,60,1,2,2015-11-29,0.11,2,365
+5981117,Comfort Stay Murrumbeena 4,6532742,Ruben,,Glen Eira,-37.89268010800735,145.06726125876787,Entire home/apt,100,3,6,2017-03-18,0.33,6,350
+6603874,Private upstairs one bedroom apartment,34257126,Mary,,Glen Eira,-37.886728139897926,145.0653418019274,Private room,80,1,44,2017-03-21,2.58,1,286
+5234911,Sunny comfortable bedroom for you!,5032108,Irina,,Glen Eira,-37.907498534161455,145.04591534180602,Private room,80,1,6,2016-11-20,0.32,3,87
+13157517,1 Bedroom in a new unit - 2 mins train station,73461465,Vivian,,Glen Eira,-37.891016915036694,145.06966138134163,Private room,100,1,0,,,1,365
+4511319,"Charming home, Melbourne, 3 B/Rms.",22411588,Jan,,Glen Eira,-37.891993445794405,145.03198143161666,Entire home/apt,250,7,2,2015-07-14,0.07,1,337
+12568487,Parkside 1BR apartment. WIFI. A/C,67417333,James,,Glen Eira,-37.87334899356526,145.0344515686521,Entire home/apt,85,2,8,2016-10-08,0.90,1,0
+14239686,"GARNACHA: Huge, stunning 2 bedroom apartment!",5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87711191405084,145.03845582858057,Entire home/apt,149,1,16,2017-03-16,2.40,32,196
+10995744,Luxurious Home Away From Home,7512552,Joel,,Glen Eira,-37.87793162972859,145.0127742028802,Entire home/apt,190,1,2,2017-01-01,0.60,1,0
+771720,Spacious rm for you or couple 2/45,2027601,Bill,,Glen Eira,-37.88648638786624,145.0619923164544,Private room,41,7,14,2017-03-03,0.28,13,297
+14239377,MOSCATO: Brand new 2BR apartment in Caulfield!,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87628778567604,145.0390327637695,Entire home/apt,149,1,12,2017-03-11,1.71,32,199
+14239826,ROSADO: 1 bedroom apartment in amazing location!,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.8775658660449,145.03571519755974,Entire home/apt,135,1,5,2017-03-02,2.83,32,195
+691144,B&B Guest House with Pool Room 3,2616259,Peter,,Glen Eira,-37.892759555940316,145.0758644158323,Private room,68,2,9,2017-03-21,0.17,5,338
+14239446,"CHAMPAGNE: 2 Bedrooms, 2 Bathrooms in Caulfield!",5383441,"Amy, Gareth & Dan",,Glen Eira,-37.8765454299383,145.03872458883734,Entire home/apt,165,1,11,2017-03-18,1.54,32,198
+14239507,"ANTOCCINO: Modern, bright Caulfield 1BR!",5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87614221170229,145.03837013442424,Entire home/apt,135,1,18,2017-03-10,2.97,32,196
+16434977,Hidden gem in Murrumbeena,90798083,Zahri,,Glen Eira,-37.889593704129496,145.0680634424628,Entire home/apt,87,2,1,2017-03-29,1,1,89
+5719869,Home away from home,29657040,Christi,,Glen Eira,-37.89572566109834,145.00973346843378,Private room,66,1,6,2016-10-28,0.24,1,326
+9114818,Bright & Modern Flat in Murrumbeena,3284984,Tanya,,Glen Eira,-37.89387616514332,145.07397270134734,Entire home/apt,83,3,14,2017-03-12,1.07,2,208
+15746931,热情好客的房东$29one day one people,101703756,秀丛,,Glen Eira,-37.922199769237935,145.02514403011423,Shared room,29,1,9,2017-02-08,1.76,3,178
+10995597,Sunny and spacious open plan living,23998045,Tess,,Glen Eira,-37.92283728671354,145.06805248316962,Entire home/apt,100,3,0,,,1,0
+248235,HUGE newly renovated home with pool,1300846,Ayelet,,Glen Eira,-37.863922437673224,145.0173673545607,Entire home/apt,419,4,5,2017-01-04,0.10,1,9
+12766223,Comfortable room in Elsternwick,69449587,Yvonne,,Glen Eira,-37.89625098429255,145.00549270023384,Private room,37,1,9,2016-10-19,0.81,1,276
+7162912,"Cosy, well situated apartment",37514584,Pablo,,Glen Eira,-37.870019816257575,145.00681609084336,Entire home/apt,87,1,1,2015-09-22,0.05,1,0
+12798179,BRILLIANT 2 BR home St Kilda East,4235674,Patrick,,Glen Eira,-37.87115511744518,145.0073092652032,Entire home/apt,80,10,3,2017-03-24,0.33,1,25
+11423338,Modern space in superior location,1370404,Richard,,Glen Eira,-37.88980847981509,145.06452495830126,Private room,35,1,1,2016-04-14,0.08,1,0
+1996739,"Large private room, garden views ",10289861,Marina,,Glen Eira,-37.91078697523174,145.0343238171038,Private room,89,1,0,,,1,0
+6901409,Carnegie Motor Inn,36165647,Carnegiemotorinn,,Glen Eira,-37.88455550110154,145.05929502669096,Entire home/apt,210,1,0,,,1,357
+12235512,"Beautiful 1 bedroom apartment, free wifi & parking",54953779,David,,Glen Eira,-37.89206340919387,145.06623454063836,Entire home/apt,100,3,5,2017-03-12,0.48,2,157
+8703668,Heart of Caulfield South,32116316,Elisheva,,Glen Eira,-37.88567418718735,145.0200293533181,Entire home/apt,100,2,9,2016-07-07,0.52,1,0
+86369,"1950s Apartment, St Kilda East",246509,Fiona,,Glen Eira,-37.86971189833982,145.0066165113031,Entire home/apt,75,3,0,,,1,154
+3012559,Sunny room with study and bathroom,9173051,Christine,,Glen Eira,-37.893914042054035,145.01542588344395,Private room,60,2,23,2017-02-22,1.25,6,281
+9719548,"Modern, charming unit in quiet area",295590,Leila,,Glen Eira,-37.899119543100255,145.07404157250147,Entire home/apt,69,1,1,2017-03-25,1,1,349
+8998746,Cosy Apartment Carnegie,4421638,Tom,,Glen Eira,-37.89275774959522,145.06510919950216,Entire home/apt,100,3,24,2017-03-31,1.56,11,335
+10997982,"Light, bright, apartment delight!",5705080,Pippy,,Glen Eira,-37.88837645707096,145.06069318025266,Private room,47,2,6,2016-10-30,0.47,1,105
+8637666,Hotel Style Room: Sep. garden entry,10739131,Lili,,Glen Eira,-37.89662569796247,145.04001027934282,Entire home/apt,59,1,28,2017-01-30,1.57,2,330
+5852530,Home away from Home,13167823,Deven,,Glen Eira,-37.893986198098446,145.00614467230744,Private room,66,1,2,2017-01-25,0.19,2,326
+7097765,GROOVY ST. KILDA EAST APARTMENT,37202890,Tamar,,Glen Eira,-37.870048537817844,145.00790716679828,Entire home/apt,90,3,15,2017-03-26,0.93,1,363
+5025564,Single Private Room,25933446,Brinda,,Glen Eira,-37.89510215039241,145.07581589275296,Private room,75,1,0,,,1,0
+5328336,Beautiful Big Caulfield Home,556338,Debbie,,Glen Eira,-37.874645257788195,145.03799375289282,Entire home/apt,195,7,0,,,1,0
+17026537,Cosy room Caufield North,108398039,Charles,,Glen Eira,-37.86433759050256,145.01494400626794,Private room,50,1,1,2017-02-23,0.75,2,359
+7622931,Comfy Suite - Heart of Caulfield,36303599,Levi,,Glen Eira,-37.88423006997429,145.02299920901902,Private room,55,1,1,2015-11-13,0.06,1,0
+8343030,Luxury Queen - 30 sqm of Luxury,10756443,Noula,,Glen Eira,-37.88935024335362,145.04700455347458,Private room,55,2,28,2017-03-26,1.55,2,350
+6902279,Modern apartment close to transport,32797185,Shannyn,,Glen Eira,-37.8945322885483,145.05581020634307,Entire home/apt,94,1,0,,,1,0
+5688767,"Private, Spacious & Cosy house ",13167823,Deven,,Glen Eira,-37.895052818818485,145.00848282082836,Private room,66,1,10,2017-02-28,0.43,2,339
+16798502,Chic Mini Mansion on the Doorstep of Everything r2,45792780,Harvey,,Glen Eira,-37.882229423751504,144.99867068196312,Private room,55,2,7,2017-03-28,3.28,2,180
+3693161,Melbourne ~ St Kilda side ~ Room to Rent,2682415,Nina,,Glen Eira,-37.87052997326904,145.01952386775022,Private room,55,2,42,2016-12-31,1.31,5,358
+13066534,Cozy and renovated house in Bentleigh East,2482983,Itay,,Glen Eira,-37.92195179167581,145.07355670618432,Entire home/apt,121,2,0,,,2,0
+16224315,黄金地段,拎包入住,2分钟到Carnegie Station,58105480,Mail,,Glen Eira,-37.886338680394466,145.05993780691404,Entire home/apt,176,1,0,,,1,181
+17228250,Converted Room,42478351,Phil,,Glen Eira,-37.88985965300205,145.04796543291297,Private room,50,1,10,2017-03-30,6.67,2,85
+10933478,Light Filled Room With Queen Bed,56685033,Alexandra,,Glen Eira,-37.86862753937863,145.01400597835584,Private room,50,1,19,2016-09-05,1.37,1,153
+10412529,"Cozy, neat, easy living place",23098424,Shirley,,Glen Eira,-37.8864650383012,145.05639147491573,Private room,39,3,4,2016-09-03,0.43,2,116
+15589874,Bright and Sunny Bedroom near Beach,83917829,Anjali,,Glen Eira,-37.93252069047125,145.0591157190411,Private room,60,1,5,2017-03-29,1.18,1,312
+13948209,"Lovely 2 bedroom Upstairs Retreat, Sauna &Balcony",4197844,Eva,,Glen Eira,-37.867692697658015,145.00907705691057,Entire home/apt,109,4,1,2016-07-30,0.12,4,0
+3105366,"3 Bedroom 3.5 bathrm, Art Deco Home",9173051,Christine,,Glen Eira,-37.89583211748551,145.01459459090802,Entire home/apt,350,7,0,,,6,296
+10507682,Comfy unit at convenient location,53508967,Yan,,Glen Eira,-37.8918858598465,145.0525978233834,Entire home/apt,102,2,5,2016-02-15,0.34,1,0
+10052206,Pleasant Room in Two Bedroom Unit,51587962,Ashley,,Glen Eira,-37.88009136104291,145.03345521868513,Private room,37,3,0,,,1,0
+17882157,Cozy and Clean in Leafy Caulfield with Courtyard,3694656,Adam,,Glen Eira,-37.87387686271696,145.0232491609296,Entire home/apt,68,2,0,,,1,9
+10121508,"Edwardian charm, Resort living",51626956,Peter,,Glen Eira,-37.914336978757476,145.02952324953253,Entire home/apt,450,2,16,2017-04-03,1.16,1,346
+9828619,干净清爽的小二层出租。,50621718,北南,,Glen Eira,-37.88515646626807,145.0461004288632,Private room,48,1,0,,,1,0
+2878019,Sun Drenched Spacious Apartment,14710106,Nat,,Glen Eira,-37.8958642870616,145.03152036705418,Entire home/apt,80,2,0,,,1,0
+6517049,Malvern central close 2 everything.,20201323,Theresia,,Glen Eira,-37.86829192505764,145.02573042112013,Entire home/apt,75,5,17,2016-07-29,0.88,1,116
+5038857,Females only please.,26011934,Jennifer,,Glen Eira,-37.90196006989257,145.05284683676973,Private room,41,1,23,2017-02-03,0.89,1,352
+15526545,Comfortable room in new apartment,8642265,Annemie,,Glen Eira,-37.88419933361965,144.99867776329995,Private room,69,1,3,2017-02-25,1.02,1,357
+12836224,"Bright space,near transport & shops",70079328,Zowie,,Glen Eira,-37.88700986198041,145.00131891411183,Private room,55,2,1,2016-05-07,0.09,1,0
+877480,Large Bedroom in Carnegie,1444415,Leigh,,Glen Eira,-37.892632692739205,145.04461446488992,Private room,50,2,7,2017-03-10,0.14,1,364
+7233082,Incredible room just mins from CBD,37871457,Jackie,,Glen Eira,-37.89241804781887,145.03842030096308,Private room,55,5,0,,,1,0
+2008920,Private Room in Cosy Villa near St Kilda,8809102,Lise,,Glen Eira,-37.868440429923695,145.01385997290674,Private room,55,2,2,2017-01-19,0.57,1,358
+12996813,Near city dwelling on budget,52505099,Kritika,,Glen Eira,-37.869008011149596,145.01720322505213,Private room,28,1,22,2017-03-11,2.03,3,332
+15489158,St Kilda East retreat,9218012,Noel Hanssens,,Glen Eira,-37.86847245644664,145.00064327067776,Entire home/apt,170,8,1,2016-11-30,0.21,1,0
+7923087,LUXICO - Yering (Elsternwick),11914644,Luxico Holiday Homes,,Glen Eira,-37.88887443671149,145.0086194980692,Entire home/apt,695,7,0,,,58,0
+8054339,Homely apartment in Ormond,42538288,Rachel,,Glen Eira,-37.90207820618522,145.04568872867247,Private room,30,1,0,,,1,0
+1957726,ROOM AVAILABLE - with 2 cats,10042213,Krenoula,,Glen Eira,-37.92282149428989,145.06295218064335,Private room,140,1,0,,,1,0
+10479104,2BR Apt close to station/beach/CBD/Monash Caulfie,27560338,Yimo,,Glen Eira,-37.88831430176308,145.04257741961243,Entire home/apt,131,1,8,2017-01-25,0.58,1,8
+11363845,Bright Room for Solo Traveller,7786390,Suzanna,,Glen Eira,-37.884787519428286,145.04559511406956,Private room,58,2,17,2017-03-25,1.29,2,124
+10642982,"Beautiful 2 bedroom apartment, free wifi & parking",54953779,David,,Glen Eira,-37.890139493562394,145.06771884079788,Entire home/apt,130,3,17,2017-03-27,1.36,2,158
+7267958,Brand NEW 1 Bedroom apt- Melbourne,8640305,Brunehilde And Paul,,Glen Eira,-37.893689776703184,145.0746356141685,Entire home/apt,130,2,1,2016-07-15,,1,98
+14476375,Classic and Beautiful home,7492124,Zainab,,Glen Eira,-37.876419751989594,145.02515864990406,Private room,100,1,1,2017-02-18,0.67,1,285
+16279494,Bentleigh Nice and comfy bedroom,100813901,Chriz,,Glen Eira,-37.92207644628074,145.04769112627048,Private room,45,1,6,2017-03-24,1.64,3,274
+16740277,Cheapest and great location (close to everything)!,40366713,Kunal,,Glen Eira,-37.901436960643935,145.0435256976028,Private room,28,1,2,2017-01-30,0.85,1,308
+16771136,"Cosy room, next to public transport",10255838,Dor,,Glen Eira,-37.89913817077446,145.0252546570793,Private room,60,1,4,2017-03-17,2.11,1,172
+5960390,Large room + ensuite +TV + Wifi,24019968,Anna And Tony,,Glen Eira,-37.91178871988233,145.0344261127734,Private room,90,1,0,,,4,362
+17124160,"1BR Private, Sunny, Central",63575350,Jo,,Glen Eira,-37.889933879127724,145.01857774000354,Entire home/apt,88,2,4,2017-03-26,3.16,1,125
+9370457,Public transport on the corner!!!,47863158,Pam,,Glen Eira,-37.892556849684425,145.01776137085687,Private room,50,3,0,,,1,60
+1309557,DAN103 prime position in Caulfield,1710397,Amanda,,Glen Eira,-37.86557533497259,145.02367544836102,Entire home/apt,249,3,1,2015-03-11,0.04,62,348
+12057458,An ideal retreat for the traveller,5873919,Brendan,,Glen Eira,-37.891016428780524,145.02007258145514,Entire home/apt,94,4,14,2017-03-25,1.31,1,354
+12057471,Exec 3 BR HOUSE & WI-FI + garden,55764051,Leonie,,Glen Eira,-37.89045846470705,145.02278300174967,Entire home/apt,260,7,0,,,1,0
+4619223,Family home close to St Kilda,22386806,Nicklas,,Glen Eira,-37.88294198642487,145.01474368605685,Entire home/apt,180,5,2,2015-01-24,0.07,1,0
+6975323,Close to city and beach,29251270,Helen,,Glen Eira,-37.89380423859472,145.00625496259937,Private room,56,3,0,,,1,114
+16383045,A large stylish room,7584093,Bella,,Glen Eira,-37.88599039679091,145.02649465376334,Private room,48,7,1,2017-01-20,0.40,1,0
+9960520,Refurbished 2 bedrooms apartment,38145489,Gilad,,Glen Eira,-37.870110160517534,145.00660267177307,Entire home/apt,94,1,4,2016-03-24,0.26,1,0
+16481562,Modern one bedroom apartment close to beach/city,108205029,Anna,,Glen Eira,-37.88225515880182,144.9985202585929,Entire home/apt,80,1,7,2017-03-16,2.21,1,323
+1178955,Inner City 2 bedroom house,6449305,Andrew,,Glen Eira,-37.883063055781776,145.0145101577668,Entire home/apt,176,5,6,2014-04-21,0.14,1,30
+15624773,Cosy and central to Elsternwick/Caulfield,1743063,Christine,,Glen Eira,-37.887529775879294,145.025207745953,Private room,80,2,1,2017-01-18,0.38,1,2
+458182,HA18 High end 2bdr in Caulfield,1710397,Amanda,,Glen Eira,-37.881968254309605,145.02401327363583,Entire home/apt,249,3,3,2017-02-04,0.12,62,288
+3762780,2 Bedroom Townhouse,13726209,Ren,,Glen Eira,-37.889117010826894,145.04115068275468,Entire home/apt,110,10,3,2016-01-02,0.14,1,0
+13336165,Gorgeous family friendly home!,1120796,Deb & Boaz,,Glen Eira,-37.895060834926284,145.01108936077432,Entire home/apt,201,3,2,2016-08-03,0.23,2,0
+11660951,Well-Connected Modern Apartment,1836250,John,,Glen Eira,-37.88889412994189,145.06588976693877,Private room,37,3,2,2016-06-05,0.19,1,0
+10158022,SOUTH EAST MELBOURNE APARTMENT,52139489,Orla,,Glen Eira,-37.86736762308323,145.01899997892133,Entire home/apt,66,1,3,2016-02-01,0.21,1,0
+3043121,Elsternwick Modern Townhouse/Apt,15495508,William,,Glen Eira,-37.885613143656315,145.00191353488623,Entire home/apt,250,2,3,2015-12-26,0.09,1,340
+10420049,"Snug, Relaxed & Family Friendly",52498266,Jeremy,,Glen Eira,-37.92387448628074,145.05234864111887,Entire home/apt,128,5,0,,,1,0
+10349724,"Great location, relaxing space",53266749,Kristen,,Glen Eira,-37.897166994083825,145.00628057461824,Entire home/apt,135,5,1,2016-04-02,0.08,1,291
+16678776,Renovated Melbourne Townhouse,42951143,Jimmy,,Glen Eira,-37.89078818730173,145.04477323595384,Private room,100,1,0,,,1,364
+15990379,Bright Brand New Private Double Room,57694254,Simone,,Glen Eira,-37.87637032574533,145.0379140430378,Private room,50,1,2,2016-12-13,0.51,1,55
+5205158,"""Maison de Fleurs"" built in 1885.",6340623,Bernadette,,Glen Eira,-37.885495013927645,145.01416333004443,Entire home/apt,399,7,1,2016-12-27,0.30,1,303
+17624915,Peaceful Room in Lovely Spacious House,100614025,Lana,,Glen Eira,-37.897341461488985,145.01455975110082,Private room,56,1,0,,,1,35
+5960634,Twin room in modern house... Wifi,24019968,Anna And Tony,,Glen Eira,-37.912438628522125,145.03437323448296,Private room,75,1,3,2017-03-26,0.15,4,365
+2847738,Modern and Comfortable ,14564284,Simon,,Glen Eira,-37.897138793802434,145.0651276777515,Private room,60,1,66,2017-03-18,2.01,1,309
+5436445,"Heart of Carnegie, Melbourne",4421638,Tom,,Glen Eira,-37.88694050012708,145.06264870234895,Entire home/apt,100,3,22,2017-03-25,0.95,11,207
+15990295,Heart of Glen Huntly,4421638,Tom,,Glen Eira,-37.890996150037886,145.0453365822705,Entire home/apt,94,5,1,2017-01-30,0.46,11,183
+13751579,New luxury apartment in Caulfield,62442067,Batya,,Glen Eira,-37.88243286539173,145.02168598228343,Entire home/apt,100,4,0,,,1,0
+13594855,Comfort Stay Murrumbeena 6,6532742,Ruben,,Glen Eira,-37.891685234669744,145.06712149280034,Entire home/apt,79,2,4,2017-03-13,0.71,6,357
+9827702,Modern 3 bdm apt in quiet street,301705,Elise,,Glen Eira,-37.87122489441476,145.02060264110506,Entire home/apt,130,7,1,2016-08-30,0.14,1,75
+15811477,Victorian apartment with all modern facilities,46192304,Takako,,Glen Eira,-37.89302499625706,145.0564484851436,Private room,46,3,0,,,1,0
+17659396,Charming Elsternwick Apartment !!!!,107508211,Hatice,,Glen Eira,-37.883856652077455,144.99856930265145,Entire home/apt,201,2,0,,,1,121
+12973578,Modern and Sunny Apartment,4383828,Tal,,Glen Eira,-37.89637149599566,145.02429850512112,Entire home/apt,130,2,1,2017-01-01,0.32,2,348
+16219772,Ideally located Caulfield residence,92340446,Josh,,Glen Eira,-37.900048565700814,145.01447845624938,Private room,100,1,0,,,1,121
+4192167,Spacious Luxury Apartment,1660232,Nicole,,Glen Eira,-37.86568394539231,145.0220701578251,Private room,69,1,24,2017-03-04,0.94,1,275
+5404608,Comfort Stay Murrumbeena 2,6532742,Ruben,,Glen Eira,-37.89136007031311,145.06661510238064,Entire home/apt,85,3,8,2017-02-25,0.38,6,338
+15169483,Domi Rentals - Lea Apartment,45356831,Domi,,Glen Eira,-37.87577115476111,144.99875854963213,Entire home/apt,149,1,5,2017-03-16,0.84,10,341
+12576779,Neat Bedroom in C.S.,38638229,Kellie,,Glen Eira,-37.89795224667712,145.02492402336208,Private room,160,1,1,2016-04-29,0.09,1,0
+3373083,Queen size room: Modern Large House,2644673,Michelle,,Glen Eira,-37.893087930144624,145.0308831620282,Private room,121,2,0,,,1,363
+4061247,2BD - Stylish Spacious Grand Victorian Apartment,680332,Anna,,Glen Eira,-37.89015247308191,145.00384148181416,Entire home/apt,121,7,12,2017-03-30,0.41,1,308
+9830755,Affordable Accommodation,23098424,Shirley,,Glen Eira,-37.88585194158611,145.05695222658002,Private room,37,7,2,2017-01-02,0.14,2,0
+10385533,Private room available in my house,50331278,Vishnnu,,Glen Eira,-37.901633044703225,145.05650710487848,Private room,66,1,0,,,1,365
+9959635,Stylish Room In a Friendly Home,51178020,Leora,,Glen Eira,-37.91127913801814,145.05808283743414,Private room,60,2,30,2017-03-30,1.95,2,333
+7793010,Relax in Unique Character Style,7786390,Suzanna,,Glen Eira,-37.884924234344126,145.0437991108242,Private room,68,1,36,2017-03-10,1.88,2,88
+4192903,Quiet room in Art deco Apartment,6463080,Ella,,Glen Eira,-37.88952466840466,145.00555085913868,Private room,58,1,8,2017-03-04,0.26,2,38
+9317033,HUGE ROOM IN ART-DECO DELIGHT!!,33345773,William,,Glen Eira,-37.879603166947014,145.02401139165528,Private room,50,1,62,2017-03-27,4.23,1,10
+7924539,Comfortable room in a cozy house!,41788320,Isabel,,Glen Eira,-37.89427642446744,145.07217122226277,Private room,47,1,0,,,1,353
+16084344,Couple room near the Ocean,90176376,Leyla,,Glen Eira,-37.86776106969921,145.0073577860665,Private room,53,1,13,2017-03-26,3.31,3,357
+2686959,Sanctuary in Elsternwick,8803255,Eitan,,Glen Eira,-37.88732470697002,145.00100138531755,Entire home/apt,135,1,27,2017-03-18,1.44,1,360
+12842436,Spacious ROOM in a spacious House,70128788,Max,,Glen Eira,-37.90044173828538,145.05036429042607,Private room,50,2,10,2017-03-01,1.09,2,0
+16643891,Perfect getaway location-beach&city,32092902,Rebecca,,Glen Eira,-37.87412624099791,145.00670261628952,Private room,64,1,4,2017-03-26,1.58,1,167
+16183213,Spacious 1 Bdr Apt Murrumbeena walk to station,4421638,Tom,,Glen Eira,-37.891695909481534,145.0685998089339,Entire home/apt,100,3,0,,,11,116
+9304055,Cosy Room in a Spacious & Luxurious Apartment,4383828,Tal,,Glen Eira,-37.89494467806674,145.01297719807258,Private room,85,3,0,,,2,0
+4945223,Spacious comfortable period setting,6630259,Pam,,Glen Eira,-37.87833911560615,145.0092492349548,Private room,55,2,9,2017-02-28,1.02,1,88
+13988722,Close to the Beach and the City,83501798,Karla,,Glen Eira,-37.887169748117884,145.01637998759637,Private room,79,1,0,,,1,63
+9961221,Nice room in great location,51187805,Veronica,,Glen Eira,-37.88752671955836,145.01235788206867,Private room,42,1,14,2016-12-02,0.89,1,276
+846750,"Bright Apartment, Carnegie",4421638,Tom,,Glen Eira,-37.89811997361527,145.04960934956392,Entire home/apt,100,3,38,2017-02-22,0.75,11,337
+5632208,Modern 2Bd Fresh n Bright Home ,3380109,Mee Chee,,Glen Eira,-37.92189279688518,145.03233496673565,Entire home/apt,166,2,10,2016-10-26,0.41,1,179
+15663241,Your home among the dumplings,205116,Renee,,Glen Eira,-37.89008047437739,145.05909500568467,Private room,41,14,0,,,1,45
+15662439,Architecturally Designed Copper Home in St Kilda,16417531,Ines Ros & David McArthur,,Glen Eira,-37.87920883543585,145.0019107279771,Private room,119,2,6,2017-04-01,2.47,2,175
+692656,B&B Guest House with Pool Room 4,2616259,Peter,,Glen Eira,-37.891331043023776,145.07688631209396,Private room,62,2,15,2017-02-07,0.37,5,347
+9759058,Caulfield room $150 p.w. inc. bills,50328907,Penelope,,Glen Eira,-37.881632745754295,145.01807043616566,Private room,22,1,0,,,1,0
+780186,Light-filled 3bdrm child friendly house,4114284,Beau,,Glen Eira,-37.87287982834829,145.0228408662776,Entire home/apt,109,7,5,2015-11-07,0.10,1,0
+5827258,Light filled art deco apartment,13763513,Tesa,,Glen Eira,-37.88751722445332,145.0029548531019,Entire home/apt,50,7,1,2015-08-21,0.05,1,0
+16181938,Private room in cosy and stylish apartment,14386183,Valentina,,Glen Eira,-37.890426400930025,145.0496462874603,Private room,42,1,6,2017-03-31,1.57,1,115
+10218111,Private room in Caulfield North,52505099,Kritika,,Glen Eira,-37.86972101709424,145.01748451627245,Private room,35,1,3,2017-03-26,0.58,3,277
+11331006,Abobo's Family room no. 2,58915556,Yu,,Glen Eira,-37.93136008558402,145.03757791460694,Private room,88,1,3,2016-05-08,0.24,1,365
+7791966,"Own room in a friendly, cosy house!",41011967,Nicole,,Glen Eira,-37.89817036766822,145.01617745732406,Private room,26,3,0,,,1,0
+5826611,Cosy place in great location!,21030393,Annette,,Glen Eira,-37.88752824239838,145.04303391377525,Entire home/apt,164,10,4,2017-01-01,0.22,1,239
+3007716,Fez Inspired Garden Cottage Oasis ,1120796,Deb & Boaz,,Glen Eira,-37.89478901561636,145.01112304481896,Entire home/apt,75,2,99,2017-03-10,2.84,2,334
+12837791,Bright and family freindly,70095007,Morris,,Glen Eira,-37.87756543153533,145.02402782543555,Entire home/apt,201,1,0,,,1,0
+9332352,Sunny quiet apartment,13905917,Yarden,,Glen Eira,-37.90204469937637,145.04286077737393,Entire home/apt,69,1,0,,,1,0
+17109055,"Bright, luxury apartment in leafy Caulfield North",13622421,Elise,,Glen Eira,-37.86519012828813,145.02275622227228,Entire home/apt,100,2,0,,,1,64
+9577863,Room & ensuite in unique house/pool,212363,Heddie,,Glen Eira,-37.87599957229597,145.0139618079206,Private room,62,1,36,2017-03-28,2.38,1,337
+17655322,Light and peaceful private room,76078547,Eadie-Rose,,Glen Eira,-37.86711830497682,145.00132894295808,Private room,31,1,1,2017-03-17,1,1,33
+11260510,"Warm, comfortable room in Carnegie.",25246837,Kay,,Glen Eira,-37.88733752976527,145.05263515740427,Private room,63,1,15,2017-02-18,1.11,1,145
+7463208,1 Bdr close to Monash University,4421638,Tom,,Glen Eira,-37.88382820892991,145.04660458797142,Entire home/apt,100,3,14,2017-03-27,0.81,11,123
+6906130,"Peaceful Country cottage feel, Heart of Oakleigh",3854724,Lara,,Glen Eira,-37.918271315314605,145.05658170267375,Private room,47,3,13,2017-01-27,0.60,4,365
+8281791,Charming Californian Bungalow,40847710,Kylie,,Glen Eira,-37.87623915223386,145.00201502450847,Entire home/apt,201,2,8,2016-07-02,0.46,1,13
+10969747,BRIGHTON VILLA - 10 klms to city,55510912,Kylie,,Glen Eira,-37.90006202513532,145.0091197888268,Entire home/apt,149,3,4,2016-12-01,0.29,1,0
+4645477,Modern Townhouse,18513621,Deborah,,Glen Eira,-37.89414495634654,145.07296627408488,Entire home/apt,245,2,12,2016-12-31,0.44,1,321
+9068119,"Light & Bright Ormond, Melbourne",4421638,Tom,,Glen Eira,-37.90103293646236,145.04231222681992,Entire home/apt,100,3,15,2017-03-20,1.05,11,332
+15555509,TACETE: Spacious 2bed 2bath apartment,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87594453852808,145.03527894988477,Entire home/apt,165,2,6,2017-03-17,1.24,32,209
+6643781,Art Deco Style House-EASTER AVAILABLE BOOK NOW!,6866740,Katie,,Glen Eira,-37.89749476616992,145.0066489816707,Entire home/apt,185,3,5,2016-12-14,0.24,2,335
+6217710,Furnished apartment St Kilda East,11608753,Tahl,,Glen Eira,-37.86775794229243,145.0050661868947,Entire home/apt,92,2,5,2017-01-01,0.25,1,124
+5365650,"Beautiful family home- 4 bar, garden & pool",27817550,Louisa,,Glen Eira,-37.89713627326843,145.01076412298156,Entire home/apt,395,3,33,2017-03-25,1.57,1,303
+14147464,Large light filled home,16766174,April,,Glen Eira,-37.885278216693315,145.0259101042292,Private room,92,1,33,2017-03-28,4.32,1,91
+15555267,NOVUS: Stunning 2bed 2bath in heart of Caulfield,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87629424683252,145.0369371747871,Entire home/apt,165,1,1,2017-01-15,0.38,32,209
+16570185,Greaatlocationforshoppingonvacation,109163809,Ritchie,,Glen Eira,-37.89760890126981,145.05852290907305,Private room,69,2,0,,,1,120
+17561910,Mansion Apartment,5371156,George,,Glen Eira,-37.867580226814695,145.0081329838368,Entire home/apt,110,1,2,2017-03-12,2,1,365
+16178608,1 bedder with private courtyard and secure parking,13621117,Emma,,Glen Eira,-37.88073685224211,145.0340890565576,Entire home/apt,73,2,7,2017-03-04,2.12,1,0
+15555669,"TEMPUS: 2BR/2BTH, Caulfield Racecourse at the door",5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87741772035986,145.03633581119544,Entire home/apt,165,2,8,2017-03-20,2.03,32,200
+11361254,Double bedroom in East Bentleigh,22299060,Beverley And Mark,,Glen Eira,-37.92594825401748,145.07944035904697,Private room,69,1,3,2017-03-27,0.25,2,365
+17421580,Supper location Heart of Carnegie,4421638,Tom,,Glen Eira,-37.88879679463964,145.05625020377232,Entire home/apt,100,3,0,,,11,349
+9950348,2BD Apartment in the best location!,20129753,Avi,,Glen Eira,-37.869246932535546,145.00096634795037,Entire home/apt,100,1,9,2017-03-13,1.22,1,359
+7722122,Beautiful home in upmarket area,38639411,Nicola,,Glen Eira,-37.881789690497065,145.009762939266,Entire home/apt,270,4,3,2016-01-16,0.19,1,0
+6149243,Paris Room with private bathroom,4257124,Hannah,,Glen Eira,-37.92779318042773,145.07420942931049,Private room,45,1,15,2017-04-02,1.60,1,336
+6149213,"Private room in the quiet area,close to Monash Uni",3242760,Lea,,Glen Eira,-37.90617952040749,145.04830979830516,Private room,28,1,12,2016-10-18,0.78,1,128
+10706238,Charming ArtDeco 2 bd family home,40864,Jane,,Glen Eira,-37.88647991955958,145.02240278472033,Entire home/apt,73,2,7,2016-10-29,0.77,1,3
+13621361,"Spacious rooms, light and fresh!",58341481,勇,,Glen Eira,-37.91580133670136,145.04245629778683,Shared room,41,1,1,2017-03-07,0.18,1,359
+15302760,[GLEN HUNTLY] CENTRALLY LOCATED STUDIO Free WiFi,29069042,Tianrui,,Glen Eira,-37.888230818455305,145.04466246093708,Private room,50,2,0,,,1,360
+13162417,In the heart of Bentleigh,50562044,Susan,,Glen Eira,-37.90819049705963,145.03306981043215,Private room,35,1,1,2016-06-01,0.10,1,0
+17028135,Breathe Easy in Beautiful Bentleigh!,114087077,Mahesh,,Glen Eira,-37.931756642522934,145.03953575409528,Entire home/apt,125,3,3,2017-03-27,2.25,1,35
+7296025,"Brand new apartment, Close to CBD",38214846,Darko,,Glen Eira,-37.88821415911499,145.04664073277814,Entire home/apt,100,1,14,2016-05-01,0.67,1,0
+13161496,Pretty family home near park and transport,123248,Lior,,Glen Eira,-37.88814416745742,145.02853882350118,Entire home/apt,201,7,0,,,1,0
+2052985,"Melbourne ~ St Kilda side, Room for Rent",2682415,Nina,,Glen Eira,-37.870774977880615,145.01803378626312,Private room,59,2,62,2017-01-17,1.78,5,358
+16243328,Domi Rentals - Cantala Apartment,45356831,Domi,,Glen Eira,-37.86191277079157,145.01355429537168,Entire home/apt,281,1,4,2017-03-26,1.28,10,359
+4236387,"Great location, bayside gem",17694173,Moya,,Glen Eira,-37.909749565805406,145.02878209035356,Private room,80,2,1,2016-01-05,0.07,1,306
+3070495,Private and spacious 1BD+study Bayside Apartment,6398008,Lorraine,,Glen Eira,-37.871113403212085,145.02005191832367,Entire home/apt,115,2,69,2017-03-31,2.21,1,190
+13130293,SimonBnB,73121075,Simon,,Glen Eira,-37.881931140225696,145.0266542055886,Shared room,21,1,16,2017-03-19,1.58,2,82
+17947139,大house单间卧室招租啦!,123142824,Yu,,Glen Eira,-37.92146413379441,145.0524854490311,Private room,31,1,0,,,1,359
+10344666,Spacious Bedroom in lovely house,50247158,Emily,,Glen Eira,-37.8883957068539,145.05408577622381,Private room,75,1,0,,,1,0
+16147504,"Comfy Suburban Apartment, Home Away from Home",32877470,Matt,,Glen Eira,-37.88066386434978,145.00688796607318,Private room,79,1,0,,,1,127
+10063023,Spacious Scandi Style Apartment,51640464,Matthew,,Glen Eira,-37.886631678935935,145.0428883106845,Entire home/apt,115,2,6,2017-03-18,0.42,1,175
+7300396,Cosy room in period house,22142914,Peggy,,Glen Eira,-37.89619884550344,145.0058037964408,Private room,45,2,19,2017-03-08,1.31,1,268
+9849301,Good value private accommodation!!,26657524,Vanessa,,Glen Eira,-37.91654488391297,145.0625183320469,Entire home/apt,50,2,27,2017-03-23,1.73,1,24
+7522649,"Sunny garden appt nr Chadstone Shopping,rail & bus",26720163,Donna,,Glen Eira,-37.88703984026769,145.0695491777419,Entire home/apt,105,2,20,2017-03-31,1.02,2,78
+8240839,Chic family cottage: near train - suit female/s,25524751,Sher,,Glen Eira,-37.919757986652584,145.04426716612147,Private room,60,2,0,,,2,87
+15386938,Murrumbeena short walk to Chadstone,43159619,Ross,,Glen Eira,-37.894486733921404,145.07226025927736,Private room,50,2,0,,,1,154
+17877278,The Cloister,60005207,Bert And Marta,,Glen Eira,-37.898663551454234,145.06563714444448,Entire home/apt,79,1,0,,,1,3
+4639265,"Comfort plus, 20 min city, unlimited Wifi",24019968,Anna And Tony,,Glen Eira,-37.912661551580726,145.03615937859928,Private room,76,1,10,2017-03-03,0.66,4,328
+4639255,Charming clean 20 mins city Wifi/TV,24019968,Anna And Tony,,Glen Eira,-37.91090999225635,145.03694647851992,Private room,77,1,19,2017-03-25,0.89,4,349
+16757668,Chic Mini Mansion on the Doorstep of Everything r1,45792780,Harvey,,Glen Eira,-37.882777736882694,144.99854851706942,Private room,55,2,2,2017-03-21,0.98,2,165
+15085745,Comfy 1 bedroom plush ensuite,94465880,Megha,,Glen Eira,-37.91984762357491,145.03680502287028,Private room,50,1,8,2017-03-04,1.25,1,218
+10367209,Traveller or Student Accommodation,6460810,Deborah,,Glen Eira,-37.87924832187698,145.04692701384369,Entire home/apt,100,1,28,2017-03-13,1.93,2,317
+274860,"Nice Apartment, Nice Neighbourhood",1437033,Gilad,,Glen Eira,-37.87627077456986,145.0210369762046,Private room,25,2,3,2017-03-09,0.12,1,0
+12836094,Huge shareroom in Ripponlea!,69745509,Millie,,Glen Eira,-37.87648377843288,144.99937564423107,Shared room,22,7,0,,,1,0
+15150402,Spacious And Clean Home Near Train,31621016,Katherine,,Glen Eira,-37.90027054081405,145.04830365425389,Entire home/apt,115,1,1,2016-12-29,0.31,1,362
+13380928,Spacious Apartment close to everything!,57365729,Alyson,,Glen Eira,-37.885879528369536,145.00425269192814,Private room,75,7,0,,,1,0
+16196943,Caulfield North,104465930,Ariel,,Glen Eira,-37.87652058292197,145.03480770691618,Entire home/apt,85,7,0,,,1,302
+17998876,Gorgeous modern maisonette apartment,14095685,Melanie,,Glen Eira,-37.88601409106855,145.05349430339967,Entire home/apt,62,1,0,,,1,26
+11970864,"Cosy apartment, great location",29824495,Kalista,,Glen Eira,-37.88754998548626,145.0472404515845,Entire home/apt,80,1,0,,,1,0
+15364454,"Relax, quite and still close to the action",17093010,Alessandro,,Glen Eira,-37.89289808408895,145.0431653846803,Private room,55,1,1,2016-10-09,0.17,1,363
+13163529,master room in carnegie,49681502,Karen,,Glen Eira,-37.89324707141611,145.05630848867392,Private room,100,1,0,,,1,363
+6170604,Residential McKinnon T/H South East,3375986,Lee,,Glen Eira,-37.908831351219874,145.03204708600612,Entire home/apt,220,7,2,2017-01-23,0.67,1,0
+13772409,Beautiful home away from home in St Kilda east,43134920,Nicole,,Glen Eira,-37.86754718610544,145.0060240592394,Private room,100,1,1,2016-07-17,0.11,1,89
+5006407,So Convenient & Comfortable,8532355,K K,,Glen Eira,-37.88686805662749,145.05887930949828,Private room,55,3,4,2016-10-21,0.16,1,0
+4465422,Edwardian bohemia near inner Melb,5790789,Ashley,,Glen Eira,-37.864780095417466,145.0134194958355,Entire home/apt,185,2,0,,,1,105
+16328548,Art Deco gem in Caulfield South,106879058,Georgia,,Glen Eira,-37.89473892874694,145.0142802678631,Entire home/apt,290,3,2,2017-01-31,0.62,1,171
+1156949,"Relaxing villa, close to town.",6339747,Serena,,Glen Eira,-37.90266834735809,145.04261534187447,Private room,69,1,13,2017-04-01,0.30,1,359
+11872052,墨尔本东南区McKinnon校区交通便利、配套完善、舒适大房招租!!!,63295745,Andrew,,Glen Eira,-37.908948721963455,145.039089448707,Private room,79,1,0,,,1,0
+8955095,Parkside Home,46803219,Tracey,,Glen Eira,-37.87256675177716,145.0346442620159,Entire home/apt,220,2,14,2017-03-20,0.81,1,358
+12259132,"1BR, NEWLY RENOVATED APARTMENT, CENTRAL LOCATION",9173366,Simone & Adam,,Glen Eira,-37.88530042007803,145.0302683568408,Entire home/apt,100,3,13,2017-03-25,1.55,2,319
+15835518,"Charming townhouse, close to cafes & transport",38902269,Bronny,,Glen Eira,-37.88699315413893,145.0247887671628,Private room,48,2,7,2017-03-03,2.21,1,26
+9118019,Newly Renovated Unit in Caulfield,3284984,Tanya,,Glen Eira,-37.88936099606343,145.03520965231652,Entire home/apt,89,3,28,2017-03-27,1.74,2,281
+1547659,"Lovely home near parks, shops & CBD",8247243,Andrew,,Glen Eira,-37.8695239080015,145.03054046376707,Entire home/apt,184,3,9,2016-12-28,0.36,2,355
+1187940,BAYSIDE COTTAGE at Labyrinth Lane,6496014,Tina,,Glen Eira,-37.897234222088464,145.00814746819464,Entire home/apt,119,2,33,2017-03-27,0.83,1,352
+15573084,"Balcony Retreat w/50"" TV & Netflix!",52157448,Mike,,Glen Eira,-37.90397973244276,145.02691147485478,Entire home/apt,166,3,19,2017-04-02,3.41,1,181
+16161404,*Private Room in Caulfield *Great Location **,4936236,Desiree,,Glen Eira,-37.8793061299719,145.01944966611035,Private room,41,1,12,2017-03-30,3.75,1,41
+17571483,Close to station.train and shops,50141295,Anna,,Glen Eira,-37.889594532442636,145.01371213615542,Shared room,25,1,4,2017-03-27,4,1,130
+1775388,Spacious 2 bed house,9323106,Kate,,Glen Eira,-37.909821028883314,145.0454953894046,Private room,114,1,0,,,1,364
+1742469,Immaculate bedroom in Art Deco home,9173051,Christine,,Glen Eira,-37.89664163223634,145.01292363596477,Private room,60,2,9,2017-03-23,0.27,6,331
+14489865,SimonBnB,73121075,Simon,,Glen Eira,-37.88576274823879,145.03002582354392,Shared room,21,1,17,2017-03-26,2.51,2,67
+6100291,B&B Guest House with Pool Room 5,2616259,Peter,,Glen Eira,-37.89297657059589,145.07536913973487,Private room,80,2,3,2016-08-30,0.14,5,92
+8295599,The Penthouse - 42 sqm of Luxury,10756443,Noula,,Glen Eira,-37.8890879313606,145.04747718365508,Private room,66,2,21,2017-03-25,1.17,2,357
+13572084,"Warm, affordable accomodation close to city",78270651,Shubro Deep,,Glen Eira,-37.86355116959912,145.0181588997586,Private room,45,1,1,2016-06-23,0.11,2,0
+7214961,Home away from home in Melbourne,37774039,Janelle,,Glen Eira,-37.8978590510592,145.01350806775213,Private room,30,1,0,,,1,0
+5280681,100% Newly updated & furnished St Kilda 10 minutes,27337643,Justin,,Glen Eira,-37.87703550876485,145.0356633165056,Entire home/apt,96,3,13,2017-02-18,0.54,1,198
+16028481,Cozy Family Room with Period House Character,86806627,Ling,,Glen Eira,-37.896785169492816,145.06423224047992,Private room,60,3,2,2017-02-25,0.83,1,86
+17240866,70's dreamed space!,113472765,Laura,,Glen Eira,-37.86409086225718,145.01492795665234,Private room,98,1,0,,,1,61
+16816206,Private room with gym and pool near Caulfield,58364402,Boli,,Glen Eira,-37.87511538859589,145.0373645564677,Private room,66,1,6,2017-03-26,2.40,1,88
+8819445,Super Stylish & Central 2BR Apt,12191214,Nik,,Glen Eira,-37.86304356144397,145.01113434256794,Entire home/apt,145,3,22,2017-02-08,1.36,1,324
+3052257,"LARGE 3BR APARTMENT ,YARD,PARKING",7682831,Benjamin,,Glen Eira,-37.893566136189676,145.02846739323473,Entire home/apt,180,2,13,2017-03-25,0.41,4,355
+9737287,"Bright sunny apartment, tram to Chapel or St Kilda",50238763,Joey,,Glen Eira,-37.869536470991406,145.02035727065396,Private room,45,1,4,2017-02-17,0.25,1,0
+15210910,Stylish 2 BD & 2 BTH Elsternwick Apartment,96630194,Leon,,Glen Eira,-37.88603529455533,145.00165830772917,Entire home/apt,132,2,22,2017-03-26,3.73,1,159
+9410950,A bright and Spacious room,23674260,Angelar,,Glen Eira,-37.91104711933559,145.0411122005383,Private room,90,2,0,,,1,181
+7901596,"1 bedroom apartment, good location",41534927,Maria,,Glen Eira,-37.893720571922316,145.0661230183106,Entire home/apt,110,2,12,2017-03-26,0.67,1,254
+16814473,"Warm, affordable accomodation close to city",78270651,Shubro Deep,,Glen Eira,-37.86207203961303,145.0170068393303,Private room,50,1,0,,,2,111
+14356811,Art Deco 2br Entire House,87843641,Crystal,,Glen Eira,-37.89427884032761,145.0211271034772,Entire home/apt,149,3,3,2017-03-25,1.22,1,328
+16847119,Moderately-priced for a great location,40363099,Hannah,,Glen Eira,-37.89158218667522,145.03813395148617,Private room,45,2,2,2017-03-30,2,1,63
+14850066,Peaceful area East Bentleigh Only Famale or couple,88782823,クラニシ,,Glen Eira,-37.92532836505715,145.05280642140727,Private room,43,1,9,2016-11-23,1.39,2,337
+6261873,Beautiful place & great convenience,22458247,Claudia,,Glen Eira,-37.91746782656541,145.056722284482,Private room,118,1,0,,,1,365
+2426943,Great Location + Private Ensuite,566559,Jenny,,Glen Eira,-37.89607725068519,145.00881977746448,Private room,89,1,14,2015-04-02,0.38,1,337
+17369128,Quiet and convenient location to enjoy Melbourne,117377839,Lan,,Glen Eira,-37.8868174063297,145.05407870535086,Shared room,25,2,0,,,1,352
+17532929,Fun Family : chic cottage : girl/s,25524751,Sher,,Glen Eira,-37.920489306934904,145.0447980932457,Private room,41,1,0,,,2,356
+16123816,Your Home Away From Home,455544,Ricci,,Glen Eira,-37.887915065236015,145.02736064509023,Entire home/apt,105,10,4,2017-03-22,1.71,1,43
+16327705,Nice cozy room with private en-suite bathroom,45880612,Oscar,,Glen Eira,-37.89636790596601,145.06882494978535,Private room,41,1,5,2017-02-09,1.65,2,25
+10455566,Great bedroom in a lovely house!,5032108,Irina,,Glen Eira,-37.906755798414494,145.04547940137599,Private room,100,1,1,2016-01-18,0.07,3,351
+17369609,1 Bedroom Apartment in St Kilda East,16737429,Courtney,,Glen Eira,-37.86140117054029,145.01034629188433,Entire home/apt,68,2,3,2017-03-26,3,1,16
+15865554,An extremely Cheap/cozy Private room in Caulfield,35739005,DuoDuo,,Glen Eira,-37.88223507936472,145.0469586045061,Private room,29,6,2,2017-01-30,0.51,2,245
+1742539,LOVELY NEW SELF-CONTAINED STUDIO!!!,9173366,Simone & Adam,,Glen Eira,-37.921504094196635,145.03392984119475,Entire home/apt,89,3,41,2017-03-25,1.00,2,308
+10258581,Private Room in quiet Glenhuntly...,48656214,Nick,,Glen Eira,-37.889639999617394,145.04480186965668,Private room,48,2,33,2017-03-30,2.44,1,152
+16286356,NEW ! Modern & Spacious 3 Bedrooms,106475383,Espresso,,Glen Eira,-37.88825253026439,145.0223402870084,Entire home/apt,324,3,9,2017-03-19,2.76,1,323
+14189198,"PALAZZO: 2 bed, 2 bath in Caulfield's hotspot!",5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87553598982265,145.03715380070497,Entire home/apt,165,1,12,2017-02-18,1.95,32,136
+14189052,MOCHA: Caulfield Racecourse & uni at your door!,5383441,"Amy, Gareth & Dan",,Glen Eira,-37.87546414548977,145.03813874212707,Entire home/apt,121,1,16,2017-03-19,2.36,32,189
+1742470,Double Sofa Bed With own bathroom.,9173051,Christine,,Glen Eira,-37.8939138534235,145.01552065366084,Private room,149,2,2,2017-02-18,0.17,6,365
+16746248,"Warm, spacious modern home",54403128,Stephanie,,Glen Eira,-37.92509471139738,145.0648035963673,Private room,100,1,0,,,1,179
+12158286,"Sunny, family-friendly villa unit",3622127,Deb,,Glen Eira,-37.885842491835234,145.02176500505462,Entire home/apt,96,5,3,2016-07-11,0.30,1,0
+15150418,Private room in a cozy house,1008486,Jonathan,,Glen Eira,-37.89135200684078,145.04717364879565,Private room,50,1,3,2017-03-08,0.77,1,351
+16550314,Bentleigh Nice and comfy double bedroom,100813901,Chriz,,Glen Eira,-37.92314725183045,145.04654901496255,Private room,45,1,7,2017-03-17,2.23,3,87
+4279493,Charming Converted Stables,10269471,Joe & Miki,,Glen Eira,-37.88304156584269,145.04384205858207,Entire home/apt,94,2,96,2017-03-26,3.27,1,301
+4795460,Villa will match your requirements.,4510584,Dhanesh,,Glen Eira,-37.90852100042813,145.06787620149768,Private room,90,1,10,2017-03-18,0.48,1,181
+17302277,"Lovely home near train, parks, shops and more!",8247243,Andrew,,Glen Eira,-37.86883467983849,145.0288028106582,Private room,100,1,0,,,2,181
+16870969,City fringe room for you,22970924,Robin,,Moreland,-37.775829208067144,144.95013366711137,Private room,110,1,0,,,1,362
+16739531,Stunning Cozy Home,60390416,Jessie,,Moreland,-37.76864638859482,144.94038159401913,Entire home/apt,120,1,7,2017-03-31,4.20,1,176
+862000,Position Perfect The Loft Brunswick,913736,Danielle & Ruth,,Moreland,-37.76560329658727,144.96801684325945,Entire home/apt,200,3,4,2017-02-13,0.09,12,350
+12280327,Spacious Townhouse - Trendy Area,10626857,Marc,,Moreland,-37.75941100936304,144.97459463636358,Entire home/apt,100,1,0,,,1,0
+11332771,2Bed 2bath free Parking&Wifi,44323684,Dawei,,Moreland,-37.76177192078915,144.96148107928204,Entire home/apt,169,1,55,2017-04-01,4.71,6,317
+7563886,Comfortable Brunswick family home,3993177,Ian,,Moreland,-37.77217528740177,144.9431350216778,Entire home/apt,225,7,1,2015-09-26,0.05,1,0
+9124799,Share room,47536942,Mayra,,Moreland,-37.70326655982595,144.92556097371212,Shared room,104,1,0,,,1,0
+11305061,Live like a local in Brunswick,54686277,Caitlyn,,Moreland,-37.76496504108497,144.96387392703076,Entire home/apt,75,7,2,2016-08-26,0.26,1,0
+9958243,Large private room in sunny terrace,2577457,Nadine,,Moreland,-37.76466089991321,144.98246317482838,Private room,45,3,1,2016-01-03,0.07,1,0
+9797675,Light filled modern townhouse in East Brunswick,21856330,Pippin & Jez,,Moreland,-37.76869532498348,144.97840328811247,Entire home/apt,94,1,32,2017-03-14,4.14,1,56
+7439290,Lovely two bedroom flat Brunswick,21996215,Anita,,Moreland,-37.76113875635152,144.96424342010636,Entire home/apt,199,3,0,,,1,356
+17499141,Private queen bedroom with separate bathroom,30566698,Marta,,Moreland,-37.760108035995614,144.93977743063772,Private room,60,2,0,,,1,161
+13271233,Queen Bed in Renovated Brunswick Townhouse,73468308,Andrew,,Moreland,-37.77043794313536,144.96604864532858,Private room,66,2,28,2017-03-27,2.84,2,56
+13534239,Spacious Brunswick home with garden,4327671,James,,Moreland,-37.76474992561518,144.95835075188165,Entire home/apt,149,2,8,2017-04-02,0.87,1,228
+4424207,"Entire large, quiet home/apt in Brunswick",13627627,Pauline,,Moreland,-37.77111526468708,144.96847022215803,Entire home/apt,130,3,15,2017-01-21,0.54,2,23
+16520579,Cosy Apartment close to airport & Cbd,96754319,Deana,,Moreland,-37.71089599618035,144.91780482954906,Entire home/apt,100,2,4,2017-04-01,4,2,326
+4555293,Private Sunny Room in Fitzroy North,205964,Lei-Lani,,Moreland,-37.774538333362564,144.98441876049532,Private room,50,2,23,2017-03-12,0.91,1,155
+12856029,Large Sunny 3 bedroom home,5336206,Pouline,,Moreland,-37.77081039730906,144.97591034288536,Entire home/apt,350,5,0,,,1,89
+15237417,"Sunny, spacious room in a great location!",25766261,Shaira,,Moreland,-37.76873500462411,144.97404535419525,Private room,37,1,23,2017-03-24,4.13,2,9
+17847691,Mason Appartments Brand New,34479105,Luke,,Moreland,-37.77027275154414,144.9734442031063,Entire home/apt,169,1,0,,,1,154
+17465938,DOLCETTO,26233279,Emma,,Moreland,-37.77095343744819,144.9779689584056,Entire home/apt,235,2,1,2017-03-26,1,1,178
+9831050,Hip Brunswick Hot-Spot!,50632079,Jacinta,,Moreland,-37.77650347567373,144.96134514104992,Entire home/apt,69,1,0,,,1,0
+14057884,"Fantastic, cosy 1 br, entire Aptm.",68016152,Nerida,,Moreland,-37.77670506721029,144.97658870513885,Entire home/apt,149,2,38,2017-04-01,4.42,1,30
+15172334,Easy on your budget in East Brunswick!,9780353,Melissa,,Moreland,-37.76213533272959,144.9759834948637,Private room,39,1,24,2017-03-25,3.96,2,65
+6619939,Rad renovated Bungalow in Coburg,34647652,Brook,,Moreland,-37.74295073446643,144.9784797687529,Private room,80,1,9,2017-02-28,0.45,3,30
+16810796,Private Room + Wifi. Outdoor amenities. Smoking ok,58963499,Julitha,,Moreland,-37.77505945598989,144.98320723794913,Private room,41,1,9,2017-03-25,4.15,2,246
+6405300,Brunswick Private room available,15465634,Larissa,,Moreland,-37.764092947141265,144.9673701284156,Private room,47,14,1,2015-08-02,0.05,1,0
+12256471,"Cosy & homely room,a great location",49200254,Louise,,Moreland,-37.76293495217321,144.96767113810833,Private room,60,1,8,2017-03-09,0.70,2,355
+8842142,Beautiful Brunswick East Bedroom,28367253,Pieta,,Moreland,-37.77006634180501,144.9763157661229,Private room,66,1,20,2017-03-25,1.22,1,346
+17335804,Brunswick Arts House,145888,Madeline,,Moreland,-37.77193561800311,144.9521450964055,Private room,41,1,1,2017-03-26,1,1,154
+17598099,Brunswick private room with ensuite bathroom,17335993,David,,Moreland,-37.76602967382606,144.9604068329262,Private room,68,1,1,2017-03-26,1,1,175
+14614197,Beautiful room with own bathroom,90701370,Juan,,Moreland,-37.753065443683994,144.96286143284507,Private room,105,1,0,,,1,365
+448025,Straw and Earth room in Eco home,2225077,Paul,,Moreland,-37.73689691546649,144.9329750496722,Private room,58,1,19,2016-03-10,0.46,4,323
+17630890,Comfortable Studio apartment in trendy Brunswick,119897433,Steven,,Moreland,-37.77158222011998,144.96148086484328,Entire home/apt,94,3,0,,,1,25
+16264219,Single Rm Guest House Brunswick PR3,14765754,Valeria,,Moreland,-37.771381145196116,144.97965242264715,Private room,47,10,0,,,34,365
+2919196,Cozy 1 bed room ,14907710,Dominic,,Moreland,-37.70473606717127,144.92527943398383,Private room,55,3,0,,,1,89
+4997514,BEAUTIFUL 4 BEDROOM HOME!,8968154,Ramona,,Moreland,-37.74686259501445,144.96293594599558,Entire home/apt,471,5,9,2017-02-12,0.35,2,319
+13142842,Homey and Modern Brunswick living.,73276892,Sam,,Moreland,-37.7520073327769,144.93604006316963,Entire home/apt,90,2,1,2016-05-29,0.10,1,0
+13871632,Your New Home in Brunswick- 4BRs+Netflix+2parkings,1410571,Vicky,,Moreland,-37.77976654982614,144.97698881414672,Entire home/apt,380,2,27,2017-03-26,3.82,4,141
+10389900,Family Friendly Renovated Melbourne,6509241,Sarah,,Moreland,-37.73531961403028,144.95836993170636,Entire home/apt,125,5,2,2016-05-16,0.16,1,15
+16059227,Bright + light room in the heart of Brunswick!,6744771,Sadia,,Moreland,-37.757991276976064,144.97291218880352,Private room,35,3,0,,,1,122
+16222787,"Modern, light-filled abode in the heart of Coburg",78245184,Kirsty,,Moreland,-37.74705768944457,144.96562799464454,Entire home/apt,220,10,0,,,1,0
+6916749,City caravan in lush location,15032710,Vanilla,,Moreland,-37.77678474843536,144.96738508611475,Entire home/apt,45,2,40,2016-10-02,1.93,1,0
+232088,Melb 2 Bedrooms 2 Bathrms FULL LARGE kitchen.,1214242,Mal,,Moreland,-37.71003134065742,144.95156971571865,Entire home/apt,79,2,9,2016-06-14,0.15,5,307
+15928044,Cassa di relax,26441589,CaraJane,,Moreland,-37.741474311524755,144.93847004218853,Entire home/apt,92,4,1,2016-12-15,0.27,1,38
+13158031,Twin/King bed in Renovated Brunswick Townhouse,73468308,Andrew,,Moreland,-37.76861045355241,144.96506804465824,Private room,69,2,24,2017-03-26,2.44,2,67
+7079658,Come home to a warm and cosy place,31130373,Shuennie And Mike,,Moreland,-37.7661298515139,144.9690879790136,Private room,59,2,28,2016-11-12,1.59,1,348
+13241405,Modern and spacious townhouse in Brunswick,658888,Hannah,,Moreland,-37.77234899566776,144.97026199930252,Entire home/apt,104,2,3,2017-03-13,0.32,1,0
+6327191,"Arty, bright and spacious home",7766724,Annabel,,Moreland,-37.76751488895361,144.97454172657905,Private room,71,2,51,2017-03-04,2.26,1,353
+16681912,"Spacious, sunlit private room (suits couple)",9912012,Nathan,,Moreland,-37.76407952794522,144.9634181650642,Private room,66,21,0,,,1,86
+9866195,Cosy room in Brunswick apartment,14768681,Mark,,Moreland,-37.76434743382546,144.9679641885936,Private room,60,3,19,2016-12-03,1.24,1,337
+8490005,Peaceful Convenient Brunswick,44714671,Alisa,,Moreland,-37.76546792750508,144.95039525401498,Entire home/apt,90,1,8,2016-09-17,0.47,1,337
+15208259,Heart of Brunswick. Large Luxurious Victorian Room,55495802,Jacinta,,Moreland,-37.77270674873076,144.95979944840784,Private room,69,2,1,2017-01-17,0.39,5,90
+16507839,"Private room, ensuite and comfy queen sized bed.",102013234,Melinda,,Moreland,-37.76140804772953,144.95881369725544,Private room,90,2,3,2017-03-11,1.20,1,151
+12979514,Private Room in West Brunswick,42564953,Lyndes,,Moreland,-37.77387457035728,144.94845986443022,Private room,45,1,0,,,1,90
+14325562,"Amazing apartment with pool, spa & gym near to CBD",46209561,Bren,,Moreland,-37.77852270015461,144.97719570145563,Entire home/apt,135,1,1,2016-08-07,0.13,1,0
+16485804,Furnished QUEEN room near public train in N.Coburg,108244700,Harrison,,Moreland,-37.72864896328294,144.96248883164884,Private room,62,2,5,2017-02-02,1.88,2,145
+17501617,The Emerald Palace,9023783,Shea,,Moreland,-37.769224552948614,144.9721305469807,Entire home/apt,149,2,1,2017-03-26,1,1,60
+4296097,Cozy house with Two Thespians,10754471,Cherian,,Moreland,-37.740735481368304,144.95313124790775,Private room,41,2,33,2017-03-25,1.12,1,310
+7769672,Perfect Inner City Getaway,3284708,Laura,,Moreland,-37.77285875875571,144.95891767931772,Entire home/apt,149,2,0,,,1,102
+7900805,A private space with lots of room,7325078,Helen,,Moreland,-37.74894929411188,144.9284435320287,Private room,66,2,7,2015-12-04,0.37,1,63
+4755207,Cute and comfy 3bdr family home ,7771772,Charmaine,,Moreland,-37.73845301977344,144.9805366081581,Entire home/apt,121,3,5,2015-07-06,0.19,1,0
+15011041,Large private art-deco room w/ensuite,29894128,Colm,,Moreland,-37.75804771335982,144.95966155000622,Private room,80,2,3,2017-03-25,1.41,1,137
+16617439,"Bright, Modern and Cozy Townhouse",40052288,Sam,,Moreland,-37.70587847435752,144.9543438067288,Private room,41,2,5,2017-02-25,1.90,1,32
+13733872,True Melbourne life style in Lygon,75708230,Wonhee,,Moreland,-37.76591187004439,144.97230012046913,Private room,80,1,7,2017-03-04,1.15,1,364
+16060352,Brunswick ambiance in parkland setting,3079121,Virginia,,Moreland,-37.759117834164485,144.96368230712767,Entire home/apt,100,2,11,2017-03-26,2.70,1,149
+18026435,Architect Designed 3 level Apartment,1187984,Lichen,,Moreland,-37.77461403145981,144.9735924139463,Entire home/apt,235,5,0,,,1,45
+17547937,Well lit renovated Bungalow in Coburg,34647652,Brook,,Moreland,-37.744928135943745,144.97824627091518,Private room,60,1,0,,,3,31
+2756598,Right on Sydney Road!,1223139,Kavita,,Moreland,-37.766752372807304,144.96337184645864,Private room,50,2,6,2016-09-29,0.18,1,88
+15423850,Unique Brunswick Studio Warehouse Apartment,194608,Michelle,,Moreland,-37.775478679987785,144.95404768883915,Entire home/apt,121,2,32,2017-04-02,6.40,1,167
+7507936,Gorgeous house/room in Brunswick,39331924,Juan,,Moreland,-37.75935225341389,144.9593742698107,Private room,50,1,1,2016-04-26,0.09,1,364
+11349823,Private room in awesome Brunswick,4354728,Troy,,Moreland,-37.768086144412,144.970835466666,Private room,56,3,18,2017-03-23,1.35,1,78
+5850266,Happy home in heart of Brunswick!,2162193,Jamie,,Moreland,-37.76884242188943,144.96376231976146,Entire home/apt,121,60,0,,,1,210
+14527381,The UBERFUNKCAVE,55839917,Michael,,Moreland,-37.769563686965746,144.96590280765415,Private room,62,2,2,2016-10-08,0.31,1,240
+9640893,Breezy Brunswick Family Home,19133167,Bianca,,Moreland,-37.76030429129034,144.96654944746112,Entire home/apt,145,3,7,2017-01-01,0.46,1,0
+14953369,Bright & spacious flat in East Brunswick,17531115,Lisa,,Moreland,-37.761937562679556,144.97973192890444,Entire home/apt,89,2,6,2017-04-01,0.94,1,95
+16427953,A home in the heart of Brunswick,19099986,D,,Moreland,-37.758571119377585,144.9373156526619,Entire home/apt,110,1,10,2017-03-20,4.35,1,35
+4318856,1BR apt Brunswick On Your Doorstep,19945667,Jessica,,Moreland,-37.77896313689123,144.96789813813865,Entire home/apt,121,2,30,2017-03-21,2.20,1,0
+10793149,Brunswick Converted Cafe Studio,8982010,Melanie And Stephen,,Moreland,-37.768662940112584,144.9808307809083,Entire home/apt,94,1,45,2017-04-01,3.47,1,355
+9806945,Best location in Brunswick! Large apartment.,26380472,Jeff,,Moreland,-37.773303225929666,144.9602143348336,Entire home/apt,114,1,4,2017-03-11,2.31,1,15
+11578339,Cool Digs,50420223,Brad,,Moreland,-37.774241804374185,144.96625869003614,Entire home/apt,90,2,29,2017-03-28,2.25,1,340
+4697070,Room in Brunswick,24095029,Camila,,Moreland,-37.76078150861644,144.9587363127747,Private room,41,2,19,2016-11-20,0.72,1,294
+8231998,Easy access to city & airport,42822679,Helen,,Moreland,-37.70470343458192,144.93199883637865,Private room,55,4,32,2017-01-25,1.82,4,288
+4760737,Brunswick Terrace House,23718480,Sam,,Moreland,-37.77000840439949,144.96476719768435,Entire home/apt,110,5,2,2015-01-10,0.07,1,0
+13021381,"Quiet, leafy, close to city/airport",71898699,Laura (& Les),,Moreland,-37.748632486600926,144.9296405028116,Private room,52,2,57,2017-03-27,5.39,1,311
+5195601,Airy urban apartment in older house,23637178,Kristin,,Moreland,-37.76331911994455,144.9636304086533,Entire home/apt,121,2,111,2017-03-30,4.43,1,148
+18027429,Private bedroom in 2 level apartment. Location!!,101163465,Louise,,Moreland,-37.7735427328186,144.9526342482924,Private room,55,2,0,,,1,54
+16459013,Private room in trendy Brunswick,3591237,Blake,,Moreland,-37.76571956880651,144.9578333971585,Private room,69,2,1,2017-02-23,0.75,1,179
+16358614,Big room in spacious Brunswick house,11584610,Huw & Waitohi,,Moreland,-37.77473815617484,144.96984958479862,Private room,80,7,2,2017-03-09,0.95,1,82
+4662575,1 Bedroom apartment Brunswick East,4850256,Kerrilee,,Moreland,-37.77553632455291,144.97800487524674,Entire home/apt,55,14,0,,,1,0
+10525961,Stylish 2 bed apartment in Coburg,11166660,Lou,,Moreland,-37.73673642399841,144.96400322103992,Entire home/apt,100,3,2,2016-02-17,0.14,3,0
+16356439,Modern room in heart of Brunswick,10471402,Sheldon,,Moreland,-37.76232584154593,144.96182442107298,Private room,66,2,0,,,2,74
+16459118,Cosy & Modern furnished apartment,36515332,洁,,Moreland,-37.77357230870901,144.95345457757105,Private room,38,1,1,2017-02-15,0.63,1,306
+3284271,"Bright, peaceful, clean bedroom",6400185,Sara,,Moreland,-37.76325171349798,144.97034708204407,Private room,35,7,0,,,1,38
+16919738,Leafy Suburban retreat 20 mins to CBD,112999490,Mark,,Moreland,-37.74869803325214,144.92936072817326,Private room,69,1,1,2017-02-26,0.81,1,91
+13282708,Bright+Airy+Trendy+Cool Apt in Brunswick,1918429,Joshua,,Moreland,-37.760909037583914,144.96574618769068,Entire home/apt,121,1,0,,,1,0
+16264423,Single Rm Guest House Brunswick PR5,14765754,Valeria,,Moreland,-37.77098824333669,144.97977095856447,Private room,47,10,0,,,34,365
+11644182,Room for share,59829186,Zanwen,,Moreland,-37.71487845322001,144.90589428570624,Shared room,30,1,0,,,1,0
+16885264,Beautiful designer home in Brunswick,14829276,Natalie,,Moreland,-37.765361425161466,144.9634166957376,Entire home/apt,290,5,2,2017-03-21,2,1,45
+5435294,Escape in Brunswick WiFi & rooftop3,1533260,Ryan,,Moreland,-37.77881846624784,144.97737709732638,Private room,100,1,17,2017-03-10,0.68,9,311
+10793712,THE CORNER HOUSE - heritage luxury,55858897,Anj,,Moreland,-37.73724319306819,144.96111623660587,Entire home/apt,204,1,49,2017-03-25,3.96,1,277
+16264522,Single Rm Guest House Brunswick PR7,14765754,Valeria,,Moreland,-37.7727657272999,144.9801478995699,Private room,47,10,0,,,34,365
+16328274,Furnished bedroom-great house/location (Brunswick),106876659,Alexander,,Moreland,-37.76762523299288,144.95735936811525,Private room,43,7,2,2017-02-19,0.95,1,337
+15244840,Amazing apartment in the heart of Brunswick East,65197139,Bess,,Moreland,-37.777433306145724,144.97134313554594,Entire home/apt,117,2,5,2017-02-25,2.42,1,245
+17213069,Dog friendly in cool Brunswick East,11081985,Bianca,,Moreland,-37.77190425328034,144.97642845238838,Entire home/apt,100,1,0,,,1,64
+16264584,Single Rm Guest House Brunswick PR8,14765754,Valeria,,Moreland,-37.77097952012707,144.9811144485649,Private room,47,1,0,,,34,365
+9741975,Bedroom with doors to small balcony,15589689,Yolanda,,Moreland,-37.739127898697845,144.96057852191046,Private room,55,1,9,2016-11-23,0.62,1,359
+2567562,Permaculture Paradise,7491062,Fuchsia,,Moreland,-37.73236089644373,144.93880117497724,Private room,25,1,23,2017-03-19,0.62,1,360
+2479306,MELB AUST APARTMENT with BIG KITCHEN,1214242,Mal,,Moreland,-37.71092621727551,144.95097439529715,Entire home/apt,69,2,6,2016-09-09,0.21,5,325
+15255655,Clean and tidy room. 200m from train station,97026468,Tim,,Moreland,-37.71650198006074,144.9210332494564,Private room,39,3,4,2017-03-28,2.93,1,171
+5582222,"Lovely central, light-filled apartment",28943958,Amanda,,Moreland,-37.77151405194548,144.9597026039121,Entire home/apt,121,2,6,2017-01-28,1.15,1,0
+12658362,"City views, large balcony, bbq",50546052,Stu,,Moreland,-37.76199354149488,144.96219366424504,Private room,85,1,0,,,1,0
+16260720,Be the first! 8-16 April 2017.,13837550,Christina,,Moreland,-37.71084680961443,144.91280032441878,Private room,41,2,0,,,1,68
+4664739,Beautiful renovated family home,24136671,David,,Moreland,-37.74815497975741,144.9650314807796,Entire home/apt,100,4,7,2016-09-10,0.25,1,0
+861920,Position Perfect - City Views,913736,Danielle & Ruth,,Moreland,-37.76592158045684,144.97004152533788,Entire home/apt,204,3,13,2016-11-13,0.29,12,347
+2004528,"StayCentral in Brunswick-Parkville; hospitals, CBD",4177728,Chris,,Moreland,-37.77696647689171,144.9608195527913,Entire home/apt,236,3,3,2016-11-10,0.08,14,357
+16100823,Nice bedroom,104938903,Garry,,Moreland,-37.76162552544623,144.94342463052047,Private room,50,1,5,2017-03-23,4.69,1,170
+4424795,1BD apartment in great location,22970518,Kerry,,Moreland,-37.767478314246915,144.95944927084227,Entire home/apt,100,2,61,2017-03-15,2.07,1,164
+16264671,Single Rm Guest House Brunswick PR9,14765754,Valeria,,Moreland,-37.77059653378529,144.98121973336524,Private room,47,10,1,2017-01-30,0.47,34,365
+16260878,Single Rm Guest House Brunswick CR1,14765754,Valeria,,Moreland,-37.76548435277448,144.96885636847693,Private room,50,10,0,,,34,365
+16274470,Rustic oasis in the city,34849737,Gillian,,Moreland,-37.727484287422726,144.92416332654315,Entire home/apt,100,2,0,,,1,0
+9117488,Relaxing room in a cosy house!,47508588,Nadin,,Moreland,-37.74734264015365,144.97029085356743,Private room,38,20,0,,,1,0
+6264439,"Beautiful, warm, relaxed, huge home! :)",23722344,Rebecca,,Moreland,-37.764246863489575,144.95456286356313,Private room,59,3,1,2017-02-17,0.65,1,24
+10952505,Brand new en-suite room in Brunwick,15953545,Jackson,,Moreland,-37.77200456557483,144.97617673489412,Private room,75,2,0,,,1,0
+16691953,Spacious room in a light and cosy Brunswick home,10376425,Bill & Lizzie,,Moreland,-37.77266189710831,144.95298181351512,Private room,60,1,5,2017-04-01,2.11,1,79
+16592405,Sunlit Room on Sydney Road,15006114,Evie,,Moreland,-37.74775991347528,144.96629448497296,Private room,35,1,1,2017-02-17,0.65,1,0
+11021852,"Convenient, quiet and modern space",57193062,Daniel,,Moreland,-37.765139841520856,144.97722010757278,Private room,54,2,3,2016-03-29,0.22,1,0
+8459927,"Light, spacious apartment",13760417,Joanne,,Moreland,-37.77290858431493,144.96238477720698,Entire home/apt,140,1,17,2017-03-11,0.98,1,18
+1061312,Melb PRIV apartment. Share kitchen,1214242,Mal,,Moreland,-37.71062102023143,144.95095214286243,Entire home/apt,59,2,5,2016-09-13,0.12,5,330
+17766095,Private room with lockable entrance,9208558,Elaine,,Moreland,-37.756329903877166,144.97782490325747,Private room,58,2,0,,,1,258
+4501051,Big Bright Brunswick Sub Penthouse,19616556,Sid,,Moreland,-37.764756442064034,144.96261616152472,Private room,75,2,36,2017-02-17,1.25,1,339
+17929955,Moore Doore,6285013,Agatha,,Moreland,-37.754126022435344,144.96925614831918,Private room,20,5,0,,,1,10
+18008140,"Relaxed, sunny cottage in inner-city Brunswick",41450885,Yolanda,,Moreland,-37.76996487758619,144.96588649776717,Private room,85,1,0,,,1,64
+8242509,Bright Brunswick East Apartment,43467840,Nick,,Moreland,-37.777885986118655,144.96783265925177,Entire home/apt,110,25,1,2016-02-10,0.07,1,0
+5740332,Contemporary Brunswick apartment,10471402,Sheldon,,Moreland,-37.76254993266377,144.96185922642252,Entire home/apt,201,2,0,,,2,74
+6544802,Lovely room within villa in trendy Brunswick,27880738,Katie,,Moreland,-37.76532103704579,144.96882001739394,Private room,35,1,5,2017-01-19,0.28,1,199
+16261114,Single Rm Guest House Brunswick CR4,14765754,Valeria,,Moreland,-37.76490111668243,144.96887565653768,Private room,50,10,0,,,34,365
+14555820,Cozy home with own bathroom and breakfast!,3133591,Kerrie,,Moreland,-37.77272973711282,144.97275575349664,Private room,80,1,22,2017-03-26,3.10,1,278
+16607601,Great price in the heart of Brunswick,109589758,Kate,,Moreland,-37.7668361648752,144.9693084064232,Private room,56,1,10,2017-03-26,4.69,1,30
+4696092,Gorgeous Family House Close to City,24278290,Eduardo,,Moreland,-37.774658114385645,144.95391366122362,Entire home/apt,299,6,5,2016-04-30,0.18,1,5
+14129015,"Ideal for Groups! Sydney Rd, Central to Everything",55495802,Jacinta,,Moreland,-37.77443469415735,144.95961683441988,Entire home/apt,400,1,15,2017-03-25,2.51,5,342
+9468219,Cute Victorian Home,45555095,Michelle,,Moreland,-37.76694708513653,144.96350652412212,Entire home/apt,160,2,58,2017-02-18,3.70,3,61
+9925764,Bright Single Bedroom,26145322,Yanyu,,Moreland,-37.77395243314286,144.95353073793072,Private room,25,4,1,2016-01-02,0.07,1,0
+3878601,Cosy East Brunswick Cottage ,15503498,Michelle,,Moreland,-37.76600221700384,144.97992756753803,Entire home/apt,220,2,15,2017-03-25,0.57,2,362
+16084634,Inner city family home,1139379,Carol,,Moreland,-37.773583302854995,144.9797457710125,Entire home/apt,220,7,0,,,1,0
+17227175,Charming Townhouse in Brunswick,74374957,Barb,,Moreland,-37.773270483811565,144.96656309233052,Private room,60,1,3,2017-03-21,2.25,1,173
+1732959,The Barkly,8904450,Vicki,,Moreland,-37.77656486622271,144.9671199088673,Entire home/apt,199,2,55,2017-03-26,1.34,1,337
+14790366,Tintin Apartment - Your Own Ensuite Bathroom,516797,Angela,,Moreland,-37.76473575816932,144.97317972937157,Private room,66,1,3,2016-10-09,0.48,1,337
+15773414,Experience the Bohemian dream,23326481,Toni,,Moreland,-37.77053965592098,144.9778734238748,Private room,80,3,4,2017-03-29,0.83,1,348
+4759690," Convenience, Comfort & Charm..",24558299,Nancy,,Moreland,-37.77454290842303,144.961888680473,Entire home/apt,145,4,10,2017-03-25,0.38,1,365
+862363,Position Perfect - Balcony Views,913736,Danielle & Ruth,,Moreland,-37.766063026869446,144.96995458179293,Entire home/apt,204,7,26,2015-06-21,0.51,12,354
+16264985,Single Rm GuestHouse Brunswick BR11,14765754,Valeria,,Moreland,-37.76612220264001,144.9664236971354,Private room,52,14,0,,,34,365
+14033113,Perfect mix of Old and New,51279290,Brendan,,Moreland,-37.77265191901898,144.95035476663648,Entire home/apt,258,2,1,2016-11-11,0.21,1,0
+12593367,Beautiful house with garden,51473254,Elspeth,,Moreland,-37.76107571739325,144.95899714131193,Private room,35,2,0,,,1,184
+3460399,Friendly house with Vintage Style,17140504,Annemarie,,Moreland,-37.76295568001106,144.96560159542477,Private room,60,5,53,2017-02-13,1.84,1,136
+16887624,Melbourne Family Home opposite Park,1431111,Louise,,Moreland,-37.75638223109619,144.94547052617483,Entire home/apt,169,3,0,,,1,46
+12720188,Enjoy your private room w/ Ensuite,68631628,Kammi,,Moreland,-37.75987557862412,144.95945782751343,Private room,94,1,24,2017-02-18,2.15,1,358
+7776490,Sunny spacious double room,40477746,Kylie,,Moreland,-37.75611290634556,144.95354508974097,Private room,55,3,1,2015-10-10,0.06,1,0
+14983510,Modern 1 bedroom apartment in Brunwick East,94426594,Niall,,Moreland,-37.76897801575471,144.97171681945187,Entire home/apt,68,13,2,2016-11-03,0.33,1,0
+16265078,Single Rm GuestHouse Brunswick BR12,14765754,Valeria,,Moreland,-37.764780370369095,144.96728904425757,Private room,52,14,0,,,34,365
+10503594,Cosy Retreat: Brunswick,6829054,Denise,,Moreland,-37.7691191538523,144.95255533824272,Private room,60,1,7,2017-03-13,0.48,1,22
+5424684,Escape in Brunswick WiFi & rooftop1,1533260,Ryan,,Moreland,-37.777755243979506,144.9771338205188,Private room,100,1,33,2017-01-21,1.30,9,312
+15330784,Single handy room,2225077,Paul,,Moreland,-37.73558169335561,144.93388512394642,Private room,41,1,3,2017-02-18,0.53,4,353
+16261650,Single Rm Guest House Brunswick PR2,14765754,Valeria,,Moreland,-37.77093255507095,144.9812073912461,Private room,47,10,0,,,34,337
+15442474,Fantastic fully equipped 2 bedroom apartment,48301785,Hannah,,Moreland,-37.76524718432656,144.9492943771157,Entire home/apt,145,2,4,2017-01-22,1.04,1,0
+405515,MELB NICE PRIVATE UNIT with FULL BATHROOM,1214242,Mal,,Moreland,-37.7098818746567,144.9513102433258,Entire home/apt,75,2,2,2013-05-16,0.03,5,310
+10803,Room in Deco Apartment in Brunswick,38901,Lindsay,,Moreland,-37.76650511833534,144.98073609952363,Private room,35,4,65,2017-02-14,1.26,1,148
+16783806,Room in bright apartment 6.5kms from city,46685984,Peta,,Moreland,-37.770767881371846,144.94806818673007,Private room,41,2,4,2017-03-05,1.90,1,65
+12198495,Cozy apartment with covered parking,4907171,Angy And Sahil,,Moreland,-37.75296962528489,144.93482839439818,Entire home/apt,69,1,50,2017-03-05,4.55,2,18
+4297040,Funky place to be!,22308342,Elizabeth,,Moreland,-37.7714009518362,144.98128477992654,Private room,64,2,61,2017-03-16,2.07,1,354
+12329587,Spacious Studio Retreat,28479990,Lillian & Peter,,Moreland,-37.75240136100194,144.9473011137468,Entire home/apt,115,2,33,2017-03-25,2.90,1,97
+16783920,King rm + ensuite in bright townhouse,3813037,Sarah-Jayne,,Moreland,-37.76977929031514,144.96553160167073,Private room,79,1,6,2017-04-01,2.73,1,76
+12395160,Lovely one bedroom apartment,2910517,Gorkem,,Moreland,-37.75510105151727,144.95139894708595,Entire home/apt,110,3,23,2017-04-01,1.98,1,354
+17375937,Family home in trendy Brunswick,13515734,Brooke,,Moreland,-37.76463712518892,144.95707557802967,Entire home/apt,201,14,0,,,1,105
+12327711,Cosy and cool Brunswick room,32710028,Marton,,Moreland,-37.77259367688444,144.95424132541697,Private room,55,2,50,2017-02-25,4.30,1,130
+6202875,Comfy Room and private bathroom,32169222,Margot & Dario,,Moreland,-37.73454951756073,144.9598994302986,Private room,55,2,11,2016-02-14,0.58,2,105
+16921162,Big sunny townhouse with rooftop,15141740,Kirsten,,Moreland,-37.77782152833473,144.97474543606583,Private room,55,2,1,2017-02-12,0.59,2,30
+856570,Position Perfect - The Courtyard,913736,Danielle & Ruth,,Moreland,-37.7673459089932,144.96799073768975,Entire home/apt,159,3,8,2016-01-19,0.20,12,345
+16323100,"Light, Bright, and Inviting 1 Bedroom Apartment",36910895,Courtney,,Moreland,-37.77257370731931,144.97094506534157,Entire home/apt,109,4,8,2017-03-12,2.55,1,120
+14455315,Cosy Room in Spacious Brunswick Home,5328587,Katie,,Moreland,-37.75817269433867,144.95729393792752,Private room,41,2,15,2017-03-25,2.27,1,56
+1383149,Bohemian Parkside Sanctuary ,7212888,Cy,,Moreland,-37.75136667351781,144.95964229904308,Private room,48,2,0,,,1,364
+1328207,inner city 1br with car space,7208325,Jenny,,Moreland,-37.77820307823125,144.96739870266637,Entire home/apt,100,3,82,2017-01-27,1.83,1,147
+16726091,Premium Renovated Victorian Queen,20778420,Jessica,,Moreland,-37.77403878779104,144.96918430780747,Private room,80,1,2,2017-03-26,0.98,1,358
+15349496,Stunning 2 bedroom apartment with amazing rooftop,55314682,Georgia & Martin,,Moreland,-37.77779970334823,144.97575035321168,Entire home/apt,159,5,0,,,1,84
+4274019,Spacious Coburg Apartment (Sleeps6),22189481,Lulu,,Moreland,-37.73750817181358,144.96309444268664,Entire home/apt,125,3,11,2017-02-23,2.31,1,0
+1521505,Charming Granny Flat in Coburg,8018065,Gilles & Jillian,,Moreland,-37.75316376279583,144.9740711094075,Private room,75,2,23,2017-04-02,0.58,1,215
+2406274,"Light filled 3BD with courtyard, amazing location",1701046,Shobhana,,Moreland,-37.77475433987465,144.94443867193007,Entire home/apt,201,1,5,2015-05-24,0.13,1,302
+16414949,Stylish 1br // Cracking location!,107571515,Thalia,,Moreland,-37.777233155203284,144.96170752236367,Entire home/apt,105,1,9,2017-03-11,3.21,1,69
+15775814,COMFY ROOM - OWN BATHROOM - IN BEAUTIFUL BRUNSWICK,44903490,Amelie & Lennart,,Moreland,-37.77114296905862,144.97631431085017,Private room,58,1,12,2017-03-04,3.10,1,81
+11778170,"Spacious, Bright & Quiet",9256635,Rebecca,,Moreland,-37.73618235596006,144.97538442044993,Entire home/apt,64,1,0,,,1,0
+5060745,"Esra, Stylish bungalow in inner Melbourne",2326313,Felice,,Moreland,-37.7762357232472,144.95826199489406,Entire home/apt,100,2,102,2017-03-30,3.87,2,312
+16988349,Supreme Space Melbourne,92406630,Elisa,,Moreland,-37.741019562531285,144.94381662694855,Private room,160,1,0,,,1,0
+3618990,"Creative, Cozy, Designer Apartment",10457847,Amos,,Moreland,-37.76671257536668,144.9604482343702,Private room,60,2,51,2017-03-07,1.73,1,63
+9980278,"Huge balcony, spectacular city view",49531477,Marit,,Moreland,-37.77891639589545,144.97771226256606,Entire home/apt,121,4,4,2017-01-01,0.32,1,0
+3258621,Brunswick ,16480225,Launa,,Moreland,-37.76303231408566,144.96613477885302,Private room,130,1,0,,,1,0
+6306075,Beautiful Sunny 3BR House in Coburg,32803476,Narelle,,Moreland,-37.73283264211201,144.97067969824147,Entire home/apt,220,2,3,2016-08-01,0.15,1,28
+13416747,Cozy home with backyard,7601637,Nina,,Moreland,-37.771610430766934,144.96702162905785,Entire home/apt,75,2,4,2016-10-30,0.45,1,0
+1653101,Comfy bed close to city centre,8766581,Bilge,,Moreland,-37.77422824832035,144.9498764021446,Private room,55,1,10,2015-12-14,0.23,1,363
+3555202,double bedroom in shared house,17901045,Jazz,,Moreland,-37.7660005429385,144.94610023737647,Private room,66,1,4,2016-03-19,0.27,1,0
+5618239,Peaceful Brunswick Garden Apartment,1445628,Peter,,Moreland,-37.76400599213504,144.97257277740513,Entire home/apt,128,3,11,2017-03-12,0.49,1,10
+5749437,Manallack Studios Brunswick Appt 2,21897511,Nick,,Moreland,-37.774044949867346,144.96127531393944,Entire home/apt,220,2,14,2017-03-05,0.68,3,360
+13482724,Lovely suburban home. Easy access to CBD & airport,47536333,Kieran,,Moreland,-37.70192567155757,144.927159761224,Private room,45,3,0,,,1,0
+17349398,"Old, clean and cosy House.",117195201,Alex,,Moreland,-37.727039811005184,144.9645133528661,Private room,38,1,1,2017-03-27,1,1,71
+9733385,"Bright, modern, spacious room",7784483,Hilary,,Moreland,-37.76092094300949,144.95829449664944,Private room,66,1,12,2016-11-12,0.80,2,7
+13055877,"Mins from train, trams & Sydney rd & pet friendly",26832887,Elise,,Moreland,-37.74382407124724,144.96181665307998,Private room,38,1,13,2017-02-22,1.27,2,15
+16104296,Ideal Family Brunswick West House,103060717,Celina,,Moreland,-37.77016182656997,144.94686665685228,Entire home/apt,220,2,6,2017-03-12,1.57,1,169
+15904858,Victorian House at Brunswick Room 1,46701430,Ooki,,Moreland,-37.76371360073465,144.9596299470306,Private room,55,3,17,2017-03-24,3.70,5,306
+7440879,Cosy Place in Spacious Modern House,33559438,Munawar,,Moreland,-37.73706439469136,144.97685638609056,Shared room,25,1,8,2015-10-18,0.40,1,0
+15154121,Your peaceful inner North West oasis,18793396,Tara,,Moreland,-37.75166584618123,144.92760019725,Private room,35,1,9,2017-03-24,1.61,1,66
+7420885,Large Light & Bright Private APT,5534934,Paul,,Moreland,-37.762642175537486,144.96390788233958,Entire home/apt,100,2,6,2016-04-03,0.30,1,0
+5749719,Manallack Studios Brunswick Appt 3,21897511,Nick,,Moreland,-37.772602051793996,144.95928273168076,Entire home/apt,220,7,5,2017-03-14,0.29,3,338
+15015761,Queen bed with private courtyard,94770928,Emrys,,Moreland,-37.75090616544157,144.93511481733339,Private room,35,1,18,2017-03-20,2.80,1,75
+12073987,All you need at your doorstep,5873441,Amy,,Moreland,-37.77459185354546,144.94671890621012,Entire home/apt,149,3,2,2016-07-25,0.23,1,0
+9718281,Bright 2br Californian Bungalow,50097215,Emma,,Moreland,-37.75347461111536,144.94135583010012,Entire home/apt,100,1,3,2016-03-21,0.19,1,0
+3980341,"Billies Brunswick - WiFi, Foxtel & Cable, Aircon",4647935,Rejuvenate Stays,,Moreland,-37.77432866255634,144.97633012436623,Entire home/apt,201,2,16,2017-03-19,0.55,14,131
+1489984,"COMFY, SAFE, EASY, CLEAN, LOVELY!",2969481,Christina,,Moreland,-37.77471694392072,144.95598128935194,Private room,64,3,23,2017-03-26,0.56,3,94
+16260963,Single Rm Guest House Brunswick CR2,14765754,Valeria,,Moreland,-37.76626069219207,144.97014601448038,Private room,50,10,0,,,34,359
+11302076,Fresh abode in cool neighborhood,27084316,Melanie,,Moreland,-37.77555721892673,144.98631662405805,Entire home/apt,149,2,8,2017-01-02,0.59,1,341
+16137383,Lifestyle on Lygon,105282410,Sally,,Moreland,-37.77364136334013,144.97181613391183,Entire home/apt,121,4,4,2017-01-28,1.22,1,7
+4144312,"Private Room, 20minutes from City Centre!",13840654,Nia,,Moreland,-37.72225522249602,144.95917143479306,Private room,50,1,18,2017-03-13,0.63,1,181
+16989375,Big and Bright in Brunswick,20108896,Jennifer,,Moreland,-37.77162464568131,144.9651880091535,Private room,52,1,15,2017-04-02,9.57,1,18
+16104663,Double Rm Guest House Brunswick PR6,14765754,Valeria,,Moreland,-37.771347714196025,144.9801337075093,Private room,69,14,1,2016-11-28,0.24,34,365
+11779329,Brunswick Townhouse,27386557,Sarah,,Moreland,-37.77452055762037,144.95295595447513,Entire home/apt,149,10,1,2016-05-04,0.09,1,32
+15315702,Private Room In Spacious Art Deco Apartment,18608150,Bob,,Moreland,-37.77284970623811,144.9785640956494,Private room,75,2,3,2017-03-30,1.67,1,35
+4373902,Beautiful Bright Brunswick Room,4888408,Julia,,Moreland,-37.772545516676054,144.97041405245594,Private room,39,1,0,,,1,0
+4731710,Great room with ensuite + walk in!,2433516,Zoe And Pavel,,Moreland,-37.777532503122096,144.96278499452333,Private room,69,4,1,2014-12-31,0.04,1,0
+2405220,WOW-City views!Top floor!Private!Bedsitter!,12293277,Carol,,Moreland,-37.776212593063214,144.94889592876146,Entire home/apt,97,5,29,2017-01-29,1.59,1,169
+4469647,Converted dairy with big garden ,22229284,Nicole,,Moreland,-37.77745457628658,144.97511614072587,Entire home/apt,149,5,3,2015-07-10,0.11,1,0
+15678969,"Delightful, warm, renovated family home.",1629407,Verity Scott,,Moreland,-37.741726710868164,144.95483161761737,Entire home/apt,220,2,4,2017-02-25,1.22,1,157
+15875609,Penthouse Apartment,6330739,Daniel,,Moreland,-37.75167724420592,144.9345285594209,Entire home/apt,94,3,3,2017-01-17,0.66,1,28
+16105002,Double Rm GuestHouse Brunswick BR18,14765754,Valeria,,Moreland,-37.765868096925274,144.96733871484489,Private room,69,14,0,,,34,365
+5750302,A touch of flamingo living.,29831625,Emma,,Moreland,-37.764645679630284,144.9686733263448,Private room,60,2,53,2017-03-15,2.43,1,338
+7844684,Charming terrace house in Brunswick,41137604,Candice,,Moreland,-37.75778281806421,144.96884004720417,Private room,69,2,16,2016-11-05,0.87,1,351
+17563360,Living the heart of Brunswick Room 2,46701430,Ooki,,Moreland,-37.769578764147425,144.96235912930064,Private room,50,3,1,2017-03-13,1,5,78
+2899544,"1920s Brunswick: B'fast, Tram, Cats",14820505,Sue,,Moreland,-37.76637807250886,144.94199254258803,Private room,60,1,21,2017-02-23,0.78,2,280
+4145352,Colourful retro garden apartment,8930383,Barbara,,Moreland,-37.7777534317214,144.96320646645208,Entire home/apt,170,2,47,2017-03-14,1.57,2,3
+10211275,Bedroom+Office/Lounge on the creek,7890325,Eyal,,Moreland,-37.73786924679359,144.97687177103006,Entire home/apt,50,7,1,2015-12-29,0.06,1,0
+2962468,Sunny + spacious 2BD city apartment,13393614,Sean,,Moreland,-37.76792510167066,144.94276305114428,Entire home/apt,149,1,0,,,1,0
+2509427,Backpacker Bungalow,2225077,Paul,,Moreland,-37.73583703956942,144.93235923006267,Private room,50,1,36,2017-03-29,0.97,4,363
+2274415,"light filled, close to tram & city",6845940,Katie,,Moreland,-37.76501747665706,144.97412212170508,Entire home/apt,85,3,6,2015-09-02,0.17,1,0
+17707891,Cheap&Cosy Stay,93569562,Athirah,,Moreland,-37.76006856083356,144.94196788533034,Shared room,41,1,2,2017-03-29,2,2,174
+8533216,Bright Brunswick Apartment,25336437,Stephanie,,Moreland,-37.76152594532213,144.96378771597062,Entire home/apt,63,2,2,2016-05-04,0.18,1,0
+16102269,Fabulous 2 Bedroom Apt in Trendy Brunswick East!,25766261,Shaira,,Moreland,-37.76785040878588,144.97308135465806,Entire home/apt,71,1,0,,,2,267
+15742229,Victorian period house Brunswick2,46701430,Ooki,,Moreland,-37.763003349183755,144.95998770436768,Private room,50,3,13,2017-03-26,2.75,5,127
+11646310,FULL FURNITURE SINGLE ROOM,40908292,Tina,,Moreland,-37.69984182904334,144.93950451499703,Private room,24,14,1,2016-03-30,0.08,1,365
+13514107,Brand new 2 bedroom unit in Hadfield,77585830,Mariève,,Moreland,-37.70964407422985,144.9456855705096,Entire home/apt,85,3,2,2016-12-27,0.53,1,0
+13481378,"Close to public transport, minutes to the city",77195409,Janita,,Moreland,-37.72054618533858,144.92480740712352,Entire home/apt,100,1,26,2017-03-13,2.84,1,329
+16070117,"Trendy East Brunswick - Carpark,Bikes +Wifi",79551817,Tack,,Moreland,-37.778306034130416,144.9780915309782,Entire home/apt,160,2,3,2017-03-23,3,1,342
+16168432,Light and spacious summer home,34557808,JonJo,,Moreland,-37.74821429283674,144.94785815754028,Entire home/apt,149,7,0,,,1,123
+16430746,Super sunny apartment in Brunswick,29407095,Alex,,Moreland,-37.774537002651094,144.9728517882751,Private room,83,3,12,2017-04-01,3.64,1,59
+10434226,Beautiful private townhouse,53746305,Amanda & David,,Moreland,-37.769283220707685,144.9805175150099,Entire home/apt,90,2,4,2016-10-29,0.28,2,306
+16398046,4 Bedroom Family Home in Brunswick,36027200,Kent & Camilla,,Moreland,-37.76021905346474,144.97211003484213,Entire home/apt,374,4,2,2017-01-26,0.83,1,106
+15975463,Cosy Innercity Room w Natural light,23368580,Terry,,Moreland,-37.767190386507,144.94005763830583,Private room,47,2,15,2017-03-26,3.57,1,79
+3582030,"Central, spacious, private bathroom",18037920,Gan Che,,Moreland,-37.77431077556886,144.97806080343994,Private room,80,2,14,2017-02-02,0.50,5,92
+7455450,Brunswick East with park surrounds,8981517,Stephen,,Moreland,-37.761506055765395,144.97998400043787,Entire home/apt,122,3,9,2017-01-21,0.52,1,0
+6079218,Modern Apartment 4kms from CBD,24430874,Alison,,Moreland,-37.77544878958787,144.97074428753308,Entire home/apt,85,12,0,,,1,0
+16261247,Single Rm Guest House Brunswick CR7,14765754,Valeria,,Moreland,-37.764660852921764,144.96874915276226,Private room,50,10,0,,,34,365
+7979316,Bright 2bedroom flat East Brunswick,7819049,Erin,,Moreland,-37.77749888949921,144.9777332628466,Entire home/apt,135,1,20,2017-02-21,1.42,2,187
+4440393,Whole family home in Coburg North,18776201,Allegra,,Moreland,-37.727559882482296,144.98120592898718,Entire home/apt,134,2,5,2016-12-31,0.18,1,0
+11322240,Spacious bedroom for 4 incl Toilet,59222478,Ibrahim,,Moreland,-37.73847886310445,144.9699987466554,Private room,66,1,10,2017-01-26,1.33,1,154
+11190664,Cosy Studio Cottage,1343826,Javiera,,Moreland,-37.76381815150486,144.97857421487356,Entire home/apt,69,1,5,2016-03-16,0.37,2,0
+7548064,Lovely house in Brunswick,11889792,Adélie,,Moreland,-37.765753621539226,144.9639242405129,Private room,41,3,1,2015-09-01,0.05,1,0
+11460699,Lovely+Large room Coburg/Brunswick,60275329,Joshua,,Moreland,-37.75493560229948,144.9714939862517,Private room,58,1,2,2016-04-22,0.16,1,275
+15975354,Double Rm Guest House Brunswick BR1,14765754,Valeria,,Moreland,-37.76481066030779,144.96731885282122,Private room,67,14,0,,,34,365
+17482704,Plant filled Townhouse in Brunswick,25516646,Claire,,Moreland,-37.75974854615913,144.964364036331,Entire home/apt,132,2,1,2017-03-19,1,1,98
+16135693,Light Filled Flat in Brunswick /Princes Hill,3572973,David And Ruth,,Moreland,-37.77770331019896,144.96606970376652,Entire home/apt,110,2,4,2017-02-17,1.18,1,309
+12797012,Spacious Family Home close to CBD,9972143,Kate,,Moreland,-37.76587665606073,144.97652536428325,Entire home/apt,195,1,7,2016-11-26,0.82,1,0
+13485167,"Comfortable, quiet, creek views",228015,Lucy,,Moreland,-37.74590065023701,144.97958153142724,Private room,30,1,0,,,1,0
+13288564,Julian's further abode,6141974,Julian,,Moreland,-37.755619089682085,144.9563292104545,Private room,80,2,17,2017-03-21,1.77,2,364
+10634382,Chill Brunswick Retreat w Ensuite,5456108,Adam,,Moreland,-37.76528432175572,144.9723664621367,Private room,50,1,5,2016-09-28,0.35,2,353
+10503467,Easy Access to City and Airport,54156362,Clare,,Moreland,-37.70462474765922,144.9219860026521,Private room,50,1,55,2017-03-26,3.91,1,259
+3023045,"Modern En-suite, Heart of Brunswick",5911442,Netta,,Moreland,-37.769981282057714,144.96339983271395,Private room,48,1,27,2017-03-19,0.87,1,342
+9651524,Beautiful room in Brunswick,49895338,Lily,,Moreland,-37.76854287635896,144.95867966104709,Private room,41,7,1,2016-01-17,0.07,1,0
+15647950,MARIGOLD CRESCENT - MELBOURNE 3bdrm,15651267,Serviced Houses Australia Hosted By,,Moreland,-37.69870160154388,144.89970872901418,Entire home/apt,185,2,0,,,46,335
+4113625,"Large Room, Brunswick, Melbourne",21344555,Dan,,Moreland,-37.75450662807504,144.94826021572842,Private room,55,2,7,2016-02-21,0.23,1,90
+4457853,Bedroom + ensuite self contained,4811727,Lesley,,Moreland,-37.76712034130306,144.97161116576353,Private room,121,2,10,2016-10-24,0.39,1,353
+9979106,"Double room, lively Brunswick house",7569190,Becky,,Moreland,-37.767857151166986,144.98151907672008,Private room,55,1,0,,,1,0
+16261330,Single Rm Guest House Brunswick CR8,14765754,Valeria,,Moreland,-37.765008576943806,144.9709714619172,Private room,50,10,0,,,34,365
+12764191,Cosy bedroom available.,69443946,Alisha,,Moreland,-37.751604615193386,144.9373960134295,Private room,85,1,3,2017-03-26,3,1,347
+3459211,"Park View beauty, Princes Hill",1496466,Sarah,,Moreland,-37.7769197661758,144.96060378223615,Entire home/apt,79,5,1,2014-08-24,0.03,1,0
+17647544,jinhua north park,120063150,Salazar,,Moreland,-37.761688087264254,144.94277715812382,Entire home/apt,125,1,0,,,1,178
+5130148,Great Two Bedroom Apartment Fitzroy,26519156,Enzo,,Moreland,-37.7567909730268,144.95324627673816,Entire home/apt,199,2,64,2017-03-25,3.90,1,353
+4933548,Our City Pad can be yours to share!,13755451,Rachael,,Moreland,-37.77630911523028,144.94746249870454,Entire home/apt,87,2,18,2017-03-03,1.30,1,133
+15779820,Private bedroom in Big old home!,83227980,Hong,,Moreland,-37.740286049123334,144.9490673348615,Private room,39,2,10,2017-03-15,3.26,2,209
+9929875,Cosy Brunswick room close to city.,51044185,Niamh,,Moreland,-37.776776358617354,144.95229152428254,Private room,37,3,1,2015-12-15,0.06,1,0
+17778694,Private room in tidy girls house :),39423581,Jacky,,Moreland,-37.775039068341655,144.94952259099801,Private room,46,3,0,,,1,30
+5096866,Cool double bedroom fully furnished,26336840,Joseph,,Moreland,-37.724567304402036,144.95379147061234,Private room,35,3,15,2017-02-23,0.72,3,102
+13288987,Comfy and modern room in cool Brunswick!,23785244,Jessica,,Moreland,-37.77621458484197,144.9757126671379,Private room,66,1,12,2017-02-16,1.26,1,101
+16042031,Lovely Georgian Cottage in central location,90709750,Jenny,,Moreland,-37.774400540674854,144.9755560673385,Entire home/apt,176,1,7,2017-03-05,2.23,1,156
+6080139,Brunswick East 2Bed Home avail 2-3 months fr. June,1343826,Javiera,,Moreland,-37.763490854219036,144.98012156051666,Entire home/apt,121,3,6,2016-02-07,0.26,2,92
+5765614,Stay in a room in our share home ,29913346,Alden,,Moreland,-37.75201346560276,144.93761964138835,Private room,149,1,0,,,1,365
+2016956,Private Cosy Bungalow,10356282,Anastasia,,Moreland,-37.73862682700451,144.9336873880705,Entire home/apt,111,2,9,2017-02-28,0.24,1,363
+15453189,Albert Street Modern,22135308,Caroline,,Moreland,-37.7696114163642,144.97675306080725,Entire home/apt,170,5,5,2017-01-30,0.97,1,51
+5818129,Beautiful room in art deco home,6566889,Katherine,,Moreland,-37.768665000384786,144.96162769030607,Private room,48,7,2,2017-02-22,0.65,1,280
+1289241,Creative 2 BR Home Brunswick Hub,6782184,Julia,,Moreland,-37.76099538269974,144.97258342111857,Entire home/apt,110,30,51,2016-12-26,1.12,3,365
+13551466,Private Room Available in Brunswick,26885617,Ramone,,Moreland,-37.775099773910064,144.97495875999414,Private room,69,2,0,,,1,0
+17686947,"Double room close to airport, easy access to city",120479338,Paul & Fran,,Moreland,-37.75945301622489,144.93566177421647,Private room,50,1,4,2017-03-29,4,1,171
+11717604,3BDR Family Home in Coburg,53664956,Rohan,,Moreland,-37.746150861514735,144.95956856455504,Entire home/apt,80,2,0,,,1,119
+5425415,Escape in Brunswick WiFi & rooftop2,1533260,Ryan,,Moreland,-37.779270114204174,144.97802710963254,Private room,100,1,35,2017-01-21,1.38,9,313
+7523368,WHOLE APARTMENT- BRIGHT & RENOVATED,2396389,Miriam,,Moreland,-37.76163604005146,144.96441701173777,Entire home/apt,100,4,16,2017-02-12,0.88,1,62
+15606280,Lovely light 3 bedroom home close to train station,5313242,Rachel,,Moreland,-37.72373767295005,144.9595184963974,Entire home/apt,105,7,0,,,1,92
+10210430,Melbourne luxurious inner cityhaven,35277522,Angela,,Moreland,-37.76781936481728,144.9770363991346,Entire home/apt,551,3,9,2016-12-26,0.71,1,311
+6769859,Brand New Townhouse!,35446251,Nathan,,Moreland,-37.73276891347291,144.94226270546034,Private room,88,2,0,,,1,365
+10439977,Private room in a family home,23583118,Bernie,,Moreland,-37.74899115718094,144.97040000951705,Private room,100,1,0,,,1,365
+8359304,Quite and spacious house in Coburg,32169222,Margot & Dario,,Moreland,-37.73459455461055,144.95956747964837,Entire home/apt,118,5,0,,,2,0
+6737451,CITY TERRACE - MELBOURNE 20min CBD,15651267,Serviced Houses Australia Hosted By,,Moreland,-37.70314765851022,144.89921519972242,Entire home/apt,195,2,0,,,46,337
+15879762,Cute 1 bed garden flat in Brunswick,13632895,Natalie,,Moreland,-37.7540613589952,144.94942306355634,Entire home/apt,69,14,3,2017-03-08,1.14,1,72
+16431160,Cute & cosy light-filled apartment,3925657,Kelley,,Moreland,-37.75193456074334,144.95244221240753,Entire home/apt,100,2,3,2017-03-25,3,1,32
+14995137,Newly Renovated 2BD unit,94547683,Nez,,Moreland,-37.70680698022353,144.91371925830717,Entire home/apt,100,1,25,2017-02-25,3.97,1,166
+11128529,Funky place in heart of Brunswick,32546108,Paulina & Dylan,,Moreland,-37.762257982643845,144.96223805582713,Private room,66,1,31,2017-02-21,2.32,2,355
+16152540,Victorian boasting modern appeal,2726116,Tegan,,Moreland,-37.763186872870975,144.9427078381367,Entire home/apt,110,2,3,2017-02-22,1.38,1,82
+8343389,Heart of Brunswick,43979184,Anne,,Moreland,-37.77336250863631,144.9635006387228,Private room,46,60,3,2016-01-29,0.17,1,337
+17878908,"25 Prospect Street, Pascoe Vale",27456798,John,,Moreland,-37.72728891181491,144.9344844790009,Entire home/apt,551,1,0,,,1,354
+13422489,Warm room in lovely Brunswick home,8983116,Amy,,Moreland,-37.76397483822952,144.9657260437955,Private room,28,2,2,2016-07-31,0.20,1,0
+16696718,Peaceful townhouse in Oak Park,110586041,Will,,Moreland,-37.722037537526916,144.9182541941481,Private room,50,2,2,2017-02-11,1.00,1,50
+12176790,This weekend special! 2bd apartment,3621196,Justin & Amy,,Moreland,-37.769134636166186,144.97839539011892,Entire home/apt,100,2,8,2017-01-28,0.70,1,0
+11128851,Modern Room in a Townhouse for Short Term Stay,4188276,Ramiro,,Moreland,-37.77595766846234,144.96971966933495,Private room,45,2,1,2016-08-13,0.13,1,0
+9621623,CITY CONDO - MELBOURNE 20min to CBD,15651267,Serviced Houses Australia Hosted By,,Moreland,-37.70337836004717,144.89894754140332,Entire home/apt,250,2,2,2017-02-04,0.14,46,342
+14143639,"Brand new gorgeous 1 bed apartment, Brunswick East",6779103,New,,Moreland,-37.77805905235102,144.97725097353197,Entire home/apt,94,3,0,,,1,0
+4700189,Convenient Sanctuary,24296981,Andrew,,Moreland,-37.77373200240954,144.9827084244191,Private room,81,2,1,2015-01-25,0.04,1,0
+14126459,Modern Ensuite bathroom - Your own private space!,19134977,Troy,,Moreland,-37.74393359578127,144.95349370617464,Private room,41,2,38,2017-03-27,4.89,2,20
+8015268,"New, bright 2 bedroom apartment",5594882,Aimee,,Moreland,-37.716065051514505,144.94986652812315,Entire home/apt,110,2,9,2017-03-19,0.64,1,259
+15421710,Private room in cosy Coburg home :),54910777,Kelly,,Moreland,-37.725062330601986,144.96218632755938,Private room,54,2,6,2017-03-12,1.98,1,0
+16273701,Single Rm GuestHouse Brunswick BR15,14765754,Valeria,,Moreland,-37.76463927367464,144.96706670346924,Private room,56,14,0,,,34,365
+10113554,Brunswick Bungalow 15 mins to CBD,26881300,Melinda,,Moreland,-37.775129037130625,144.9614072357882,Entire home/apt,50,1,0,,,1,0
+13980304,Clean & tidy king-single room 15 min from the CBD,22875649,Jay,,Moreland,-37.7637218561034,144.94407801992918,Private room,41,2,0,,,1,0
+9622188,MARIGOLD HILL - MELBOURNE 20min CBD,15651267,Serviced Houses Australia Hosted By,,Moreland,-37.70198198365641,144.90042311482253,Entire home/apt,195,2,2,2016-12-31,0.15,46,337
+16274095,Single Rm GuestHouse Brunswick PR10,14765754,Valeria,,Moreland,-37.770658250457814,144.98025139081383,Private room,46,10,0,,,34,365
+8868596,Apartment above shop on Sydney Rd 8,12821634,Kate,,Moreland,-37.76738307086885,144.96306401465017,Entire home/apt,118,7,6,2017-01-01,0.37,1,61
+10108641,"Large, sunny room in Brunswick East",1412214,Zara,,Moreland,-37.75851003945389,144.97784820420546,Private room,41,3,2,2016-01-18,0.13,1,0
+13689697,Stunning modern 2 bedroom house,3523516,Georgia,,Moreland,-37.75480213394974,144.94140277206282,Entire home/apt,149,6,4,2017-01-03,0.53,1,66
+17591001,Melbourne Home -WIFI- 2BR - 14km TO MELBOURNE CITY,119496188,Charlie,,Moreland,-37.70338441997078,144.93730815050174,Entire home/apt,119,3,4,2017-03-30,4,1,310
+12331692,Cool and cosy 1-bedroom apartment,66553260,Paul,,Moreland,-37.74515497675226,144.9772708945512,Entire home/apt,79,5,10,2017-02-17,0.90,1,346
+13789404,Lovely house on the hill close to airport and city,13293230,Debra,,Moreland,-37.70645671929585,144.8964684811993,Shared room,35,1,12,2017-03-31,1.44,1,322
+3472109,The Fitzroy Northern-Gorgeous Room,17348569,Anna-Maria,,Moreland,-37.77979271543955,144.97713460740985,Private room,50,1,111,2017-03-20,3.42,2,355
+16276287,SingleRm Guest House Brunswick CR10,14765754,Valeria,,Moreland,-37.7653174660806,144.97057816301168,Private room,50,10,0,,,34,365
+5528392,LARGE AND SPACIOUS ROOM,2052776,Alex,,Moreland,-37.73525298791562,144.9726318487305,Private room,50,1,0,,,1,0
+7720759,Private Room with private access,9268932,Lukas,,Moreland,-37.77403143788657,144.9552525090382,Private room,38,2,0,,,1,0
+16310991,Cosy comfy home in vibrant Coburg,94936824,Susie,,Moreland,-37.73936124408607,144.95288371317147,Private room,50,1,4,2017-03-25,1.62,2,365
+16276335,SingleRm Guest House Brunswick CR12,14765754,Valeria,,Moreland,-37.76457607426734,144.97086326792356,Private room,50,1,0,,,34,365
+3892650,Position Perfect The Courtyard No 4,913736,Danielle & Ruth,,Moreland,-37.76684142895373,144.97007568342383,Entire home/apt,159,3,5,2017-03-22,0.17,12,346
+11397439,Clean room to share,59810096,Xiao,,Moreland,-37.713884005479756,144.9125221834004,Shared room,260,1,0,,,1,0
+15362375,Sensational apartment in trendy Brunswick West,19772105,Carolyn,,Moreland,-37.75626955602137,144.93816540787597,Entire home/apt,135,2,16,2017-02-18,3.27,1,337
+4373057,The Pick of Pascoe Vale!,22704116,Adam,,Moreland,-37.7204532891323,144.93256077471824,Private room,48,1,11,2015-12-19,0.38,1,363
+1725821,2 Beautiful Houses - 1 property - Close to city!,8968154,Ramona,,Moreland,-37.74930415098426,144.96514809091124,Entire home/apt,862,3,50,2017-03-19,1.23,2,315
+16638546,"Bright & Big, Business Ready in Buzzing Brunswick",25019250,Luke,,Moreland,-37.77116384357929,144.96213356286418,Entire home/apt,80,1,17,2017-03-29,6.37,8,206
+17751029,Large sunny family home near CBD,121116192,Alexis,,Moreland,-37.71170886175782,144.9047174754209,Entire home/apt,149,5,0,,,1,14
+11992420,Bright Double Room in Brunswick,64115780,Claudia,,Moreland,-37.770053689012826,144.962303878559,Private room,55,2,7,2017-01-25,1.15,1,362
+3815322,Bright room in Brunswick home,6706746,Claire,,Moreland,-37.75510086598078,144.95662491203444,Private room,69,1,16,2017-03-12,0.52,1,364
+9598414,Sunny with terrace for female,2306223,Roberta,,Moreland,-37.7777584327631,144.95932155845767,Private room,38,2,0,,,1,0
+11395783,Brunswick Bungalow,28080686,Frances,,Moreland,-37.75886241449695,144.96964732871893,Entire home/apt,67,1,19,2017-04-01,2.81,1,222
+16176684,Friendly californian bungalow in Brunswick East,2950471,Grace,,Moreland,-37.76375459599921,144.97532534163878,Entire home/apt,97,7,1,2017-01-03,0.33,1,0
+2615843,DELUXE BEDROOM - ENSUITE & BALCONY,5523944,Daniel,,Moreland,-37.75503144387262,144.97821862406258,Private room,66,7,3,2014-12-03,0.09,4,321
+234407,Gorgeous Peace btw City and Airport,1227462,Libya,,Moreland,-37.70808721150263,144.94755210194384,Private room,62,1,40,2017-03-26,0.60,1,337
+10025507,Best Brunswick Deal,1704994,Kiri,,Moreland,-37.77703558882962,144.95738445540374,Private room,60,3,1,2015-12-26,0.06,1,0
+11399504,Self contained unit in heritage listed development,59830132,Richard And Kim,,Moreland,-37.76934004502752,144.95403363886766,Entire home/apt,94,3,24,2017-03-25,1.84,1,112
+9393824,Gorgeous Brunswick Home,4236277,Laura,,Moreland,-37.76033276360344,144.95890577738533,Private room,48,2,2,2016-04-25,0.16,1,0
+13479576,The main squeeze,77117190,Elie,,Moreland,-37.74173211993881,144.96427070541858,Entire home/apt,121,1,0,,,1,0
+16149634,Friendly Fabulous Brunswick - double bedroom,3172599,Cassie (& Luke),,Moreland,-37.772754809587845,144.95530743788777,Private room,52,2,3,2017-03-23,,2,24
+17286394,Cosy bungalow in garden setting,18065087,Hamish & Jo,,Moreland,-37.735898239427044,144.96166812818387,Private room,66,1,14,2017-04-01,10.77,1,83
+7072468,En Suite in Melbourne,31956096,,,Moreland,-37.778996028115095,144.97691519197912,Private room,66,3,48,2017-03-26,2.27,1,65
+11556571,cosy double bedroom,26336840,Joseph,,Moreland,-37.72146632656134,144.9695198058996,Private room,35,3,8,2017-02-16,0.63,3,307
+5153740,heart'o'Brunswick✹modern✹goth✹pad✹,23787702,Ѕімои,,Moreland,-37.7711242086338,144.96128869897456,Private room,94,2,25,2017-02-21,0.97,1,339
+15162793,Coffee culture at your doorstep,72154299,Nigel,,Moreland,-37.77870066798491,144.97747018946376,Entire home/apt,149,2,5,2017-03-27,0.91,1,314
+9892261,Brunswick Apartment,50884948,Samuel,,Moreland,-37.76548945396568,144.95030708232431,Entire home/apt,281,1,0,,,1,0
+16537438,Beautiful 2 bedroom apartment!,91947544,Katie,,Moreland,-37.77389033548443,144.95129816057766,Entire home/apt,105,2,14,2017-03-31,6.18,1,340
+5299684,"3 bedrooms, 4km to city",27451638,Claire,,Moreland,-37.776819374586545,144.95995447646484,Entire home/apt,250,2,92,2017-03-26,3.59,1,352
+8110081,City & Airport Easy Access,42822679,Helen,,Moreland,-37.70073824702698,144.93263931049222,Private room,48,4,15,2017-03-09,0.86,4,356
+6056826,Friendly home in amazing location #2,31435297,Marcus,,Moreland,-37.77877679170349,144.97786265221353,Private room,45,2,20,2017-03-28,3.23,2,94
+16180211,Comfortable room close to the Tullamarine Airport,37915897,Ellie,,Moreland,-37.750219878646675,144.9362908985113,Private room,66,2,1,2017-01-28,0.45,1,66
+2252347,Large house inner city Melbourne,3190724,Michael,,Moreland,-37.76456246742425,144.96752221146193,Entire home/apt,400,2,0,,,1,322
+13033022,Sunny inner-city apartment,5029903,Jess,,Moreland,-37.771680027616966,144.9612605526191,Entire home/apt,90,2,3,2016-10-30,0.52,1,0
+15164465,Close to everything in a quiet street in Brunswick,96133441,Holiday,,Moreland,-37.766357555615606,144.9564427729462,Entire home/apt,139,2,1,2016-12-04,0.25,1,271
+2483719,"Lovely, quiet 2 room unit with pool",12708190,Lesley,,Moreland,-37.774167998965176,144.95076648884105,Private room,111,2,60,2017-01-27,1.60,1,270
+13457325,House Share Modern Townhouse,57727404,Angelina,,Moreland,-37.76504340809227,144.93986801209448,Private room,41,90,0,,,2,88
+8974809,CUTE ROOM IN HEART OF BRUNSWICK,46899396,Louise,,Moreland,-37.76657638841231,144.96800257196807,Private room,25,1,4,2015-12-20,0.24,1,0
+8545378,Modern and secure with city views,44982043,Danielle,,Moreland,-37.777619560861446,144.97121814502137,Entire home/apt,121,3,1,2016-01-10,0.07,1,0
+5661998,2 Bed Sunlit House in Brunswick,2994771,Lara,,Moreland,-37.7723286317284,144.96632587529308,Entire home/apt,100,2,27,2017-01-07,1.37,1,3
+16773676,"Modern Apt, Private Room & Ensuite. 6km from City!",2468591,Adeline,,Moreland,-37.77861513281718,144.97496198435744,Private room,79,1,1,2017-02-16,0.63,1,346
+10213557,Spacious warehouse apartment,634773,Katie,,Moreland,-37.768509920102055,144.96217227069832,Private room,55,2,6,2016-11-19,0.42,1,337
+7464302,Big & Bright Brunswick Bungalow - A,1728745,Kate,,Moreland,-37.76033094132479,144.95887691487573,Private room,56,1,67,2017-04-01,3.29,2,68
+1893907,Home away from home,4409445,Michelle And Rosa,,Moreland,-37.77042026043523,144.96323005517544,Entire home/apt,160,6,37,2017-03-19,0.93,1,297
+15591060,Cosy room in Melbourne :),93569562,Athirah,,Moreland,-37.767144310503376,144.94722463085114,Shared room,41,1,8,2017-03-19,1.53,2,257
+835589,Oriental Room - exquisite Brunswick,4052971,Patricia,,Moreland,-37.75670731723952,144.95717620336052,Private room,75,2,22,2017-03-24,0.49,3,363
+17426077,SELF CONTAINED STUDIO,30336364,Jean,,Moreland,-37.74361109376711,144.97035714384026,Entire home/apt,56,2,3,2017-03-27,3,1,183
+9203011,Light-filled Brunswick delight,10398818,Laura,,Moreland,-37.764026283368096,144.96355289248672,Entire home/apt,100,1,3,2016-01-02,0.19,1,0
+9720592,Spacious bungalow close to the CBD,26809892,Robert And Sonia,,Moreland,-37.75361021631289,144.9353033146142,Entire home/apt,121,2,3,2017-01-08,0.40,1,62
+12212647,Light and Leafy Coburg House,12460876,Phoebe,,Moreland,-37.753145142991336,144.97508095345262,Private room,50,1,6,2017-02-21,0.84,1,329
+16148094,Retro Room with Private Ensuite,1666774,Luke,,Moreland,-37.765715345589754,144.95852509266862,Private room,69,1,18,2017-03-25,4.74,1,342
+17393414,Self contained studio / granny flat near bike path,8717978,Dan,,Moreland,-37.741343880787824,144.9765308529856,Entire home/apt,41,1,3,2017-04-03,3,1,2
+13100865,"Modern, cosy and spacious townhouse",69489243,Er,,Moreland,-37.766521587472084,144.9766388965867,Private room,52,1,0,,,1,365
+11101997,Bright and comfortable villa,34977797,Madeline,,Moreland,-37.759246835128295,144.97594330141598,Entire home/apt,69,1,18,2017-02-05,1.36,1,0
+12835296,Modern Town House. Amazing Location.,64229444,Kate,,Moreland,-37.772378198829834,144.96382311980338,Entire home/apt,300,2,2,2017-03-08,1.71,1,306
+7040748,nebish budhathoki,36918515,Nebish,,Moreland,-37.76916599974308,144.96976202751097,Private room,66,1,0,,,1,0
+15812584,Upstairs Brunswick Inner City Flair,32382831,Kathy,,Moreland,-37.77810748060942,144.96351022445688,Private room,69,1,10,2017-02-26,2.11,2,80
+2068797,Large sunny room just off Lygon St,10580605,Jill,,Moreland,-37.7734887130037,144.96983336310873,Private room,62,3,22,2016-12-19,0.56,1,106
+17884834,Homely private room in Brunswick,20406038,Rhys,,Moreland,-37.77411140614033,144.94936169074288,Private room,37,1,1,2017-03-30,1,1,27
+6647824,Authentic Brunswick Living,33100241,Tom,,Moreland,-37.765812765806416,144.95749643452893,Private room,33,1,0,,,1,0
+3177265,Cosy Country Style House in Brunswick West,14075277,Michael & Susy,,Moreland,-37.76635323841523,144.9408494763232,Private room,45,2,0,,,1,0
+17929366,Private bedroom just 15 min from CBD,20787875,Rosana,,Moreland,-37.77563791039203,144.97575483450947,Private room,80,1,0,,,2,364
+11717551,Lovely room + ensuite close to CBD,62303148,Mandy,,Moreland,-37.77298506676173,144.97227862665147,Private room,66,2,13,2017-03-19,1.01,1,328
+8846308,Comfortable Brunswick living ,2434285,Oliver,,Moreland,-37.769494313537386,144.96760718622141,Entire home/apt,160,2,1,2015-12-23,0.06,1,0
+16944116,"Lovely home, close to train and tram.",92498590,Ashleigh,,Moreland,-37.73468639269345,144.9663121416669,Entire home/apt,66,2,0,,,1,31
+3578881,Tranquil spacious townhouse,13627627,Pauline,,Moreland,-37.77288611214061,144.97072370500192,Private room,66,2,52,2017-03-27,1.66,2,182
+7228443,Brunswick Townhouse Room Available,37843492,Tyler,,Moreland,-37.76098814083616,144.96154002541692,Private room,45,1,0,,,1,0
+1244252,Lovely Room Brunswick Hme avail APRIL,6782184,Julia,,Moreland,-37.76071016183321,144.97043060190612,Private room,50,10,0,,,3,365
+17854312,Cosy private room at great location!,121961565,Sofia,,Moreland,-37.73343574807126,144.96450105012045,Private room,25,4,0,,,1,0
+17366248,Bungalow close to Melbourne Airport & CBD,117259986,Cathleen,,Moreland,-37.7122166430051,144.94971685459112,Entire home/apt,60,1,5,2017-03-27,5,1,139
+11402451,Sleek New Brunswick Apartment,22944997,Inna,,Moreland,-37.77011032617426,144.9626083485981,Entire home/apt,115,2,44,2017-03-31,3.25,2,283
+10681606,Private room close to everything!,53746305,Amanda & David,,Moreland,-37.77031949835473,144.97941249870297,Private room,75,1,3,2016-04-16,0.20,2,352
+12316291,"Katherine, Fab family house in funky Brunswick",2326313,Felice,,Moreland,-37.776449083294686,144.95677424225923,Entire home/apt,195,2,35,2017-03-26,4.22,2,299
+4292023,A warm & welcoming home awaits you,22282196,Manorani,,Moreland,-37.77220519474502,144.96398580914928,Private room,90,3,0,,,1,0
+16104909,Double Rm GuestHouse Brunswick BR16,14765754,Valeria,,Moreland,-37.76481639087855,144.96597751193937,Private room,69,14,0,,,34,365
+4067923,"Central, spacious, single bedroom",18037920,Gan Che,,Moreland,-37.77332409407177,144.97650062360458,Private room,47,2,64,2017-02-17,2.15,5,357
+4876900,"Convenient location, single bedroom",25087514,Naoko,,Moreland,-37.777799654163175,144.97822757917228,Private room,43,3,3,2015-01-14,0.11,1,0
+16151141,Friendly Fabulous Brunswick - Private Studio Room,3172599,Cassie (& Luke),,Moreland,-37.77489643539218,144.95552950196526,Private room,52,2,12,2017-04-01,2.95,2,31
+7186393,Cute 1BR Apt in Brunswick,586299,Nicky,,Moreland,-37.778292692882985,144.96771700011666,Entire home/apt,115,5,2,2015-09-14,0.10,1,0
+3639945,Cosy 2br ground floor unit - whole unit,4205090,Lisa,,Moreland,-37.755184183490655,144.9526638001845,Entire home/apt,93,3,73,2017-04-02,2.43,1,294
+4942481,Cozy 1 bedroom and cool company.,9762926,Rose,,Moreland,-37.70401295646987,144.96147817823072,Private room,50,3,2,2015-02-20,0.08,1,361
+835544,African Room - Exquisite Brunswick,4052971,Patricia,,Moreland,-37.75666906058545,144.9562420861724,Private room,80,2,22,2017-02-26,0.49,3,363
+16183431,Modern apartment on vibrant Lygon st Brunny East,60153077,Lloyd,,Moreland,-37.76839056689367,144.97164413691223,Entire home/apt,110,3,10,2017-04-02,2.73,1,103
+13718326,Cosy Bedroom 10 minutes from Tullamarine airport,16198749,Taelor,,Moreland,-37.72208848646996,144.91759320564628,Private room,35,3,3,2016-07-30,0.34,1,0
+5500960,"Cosy, light room in Brunswick",28533390,Julie,,Moreland,-37.75792187652533,144.9719334949961,Private room,60,2,43,2017-03-24,1.73,1,170
+16274293,Single Rm GuestHouse Brunswick PR11,14765754,Valeria,,Moreland,-37.77266243508004,144.98149266565778,Private room,46,10,0,,,34,365
+4780963,Inner Melbourne close to everthing,18037920,Gan Che,,Moreland,-37.772942500941056,144.9763330636348,Private room,47,2,47,2017-02-12,1.74,5,276
+16741324,Private room in 2 bedrooms unit,111048820,Nicola,,Moreland,-37.75897047043482,144.97348027448703,Private room,37,2,1,2017-01-22,0.41,1,122
+17593428,Welcome to Coburg,66701264,Geoff,,Moreland,-37.74456483449483,144.97629022625475,Entire home/apt,121,7,0,,,1,33
+5862586,Merri Creek quiet oasis in vibrant East Brunswick,30440408,Robyn,,Moreland,-37.76415419400158,144.98048539641692,Entire home/apt,140,2,16,2017-02-23,0.81,2,179
+17270060,Retro style garden apartment close to city centre,8930383,Barbara,,Moreland,-37.77734918095826,144.96127852984822,Entire home/apt,121,2,0,,,2,8
+16086351,Room in Beautiful Townhose,4648960,Sarojini,,Moreland,-37.70962809610466,144.91635104756384,Private room,60,1,0,,,1,27
+16313805,"Large, bright room in a cosy and happy home",36267566,Amanda,,Moreland,-37.760734106245934,144.9650820989904,Private room,46,1,10,2017-03-24,2.86,1,338
+4582977,"BAMBOO STUDIO, BRUNSWICK, MELBOURNE",11829126,Mark,,Moreland,-37.77428184980382,144.95474185208403,Entire home/apt,100,3,53,2017-02-25,1.88,1,11
+8044103,Fresh light cute house,37461272,Luca,,Moreland,-37.746337469932335,144.96149419150092,Entire home/apt,90,7,1,2016-01-30,0.07,1,0
+11109873,"Beautiful warehouse, hip cafes/bars, 15min to CBD",7342054,Cate & Paul,,Moreland,-37.776635129297865,144.95946431007172,Entire home/apt,290,2,8,2017-01-01,0.63,1,318
+4617129,Brand new apartment Brunswick East,23919024,Sam,,Moreland,-37.77673874829135,144.97355073072714,Private room,50,1,0,,,1,0
+10126266,Petit Private Room in Coburg,536151,Sarah,,Moreland,-37.753744928557985,144.9626094035642,Private room,41,2,24,2017-02-09,1.63,1,0
+7763571,A charming Victorian terrace,40826446,Noelene,,Moreland,-37.77319373526144,144.97440593735695,Entire home/apt,201,1,22,2017-02-19,1.19,1,347
+12711568,Heart of Brunswick,2104605,Justin,,Moreland,-37.77409816821108,144.95297205678165,Private room,30,7,2,2016-08-02,0.24,1,0
+16873236,Fantastic Brunswick East Pad,2395833,New,,Moreland,-37.77156467436207,144.97607925085998,Entire home/apt,100,4,0,,,1,247
+4159323,ljcflj,21151395,Matthew,,Moreland,-37.764173728681875,144.96214015204993,Private room,98,1,0,,,1,0
+2160594,Auto ceiling bed,2225077,Paul,,Moreland,-37.73537787950486,144.93425310220763,Private room,48,1,41,2017-03-02,1.11,4,346
+15923194,Cosy Room In The Heart Of Brunswick,103316253,Rebecca,,Moreland,-37.772330344398995,144.9722371489333,Private room,48,1,2,2016-11-28,0.44,1,0
+5863428,Luxury oasis in vibrant East Brunswick,30440408,Robyn,,Moreland,-37.768356515663235,144.9748150247443,Entire home/apt,350,2,44,2017-01-25,1.88,2,23
+17783218,Airy Brunswick home with personality and style,7400299,Kim & Paul,,Moreland,-37.76012338386364,144.956799147247,Private room,62,1,0,,,1,95
+11925600,Cozy room easy access city/ airport,42822679,Helen,,Moreland,-37.70560459475601,144.9315831074125,Private room,41,4,11,2017-02-24,0.99,4,362
+9595060,Penthouse Rooftop Apartment,49660999,David,,Moreland,-37.762596257011616,144.96231333306443,Entire home/apt,235,2,19,2017-04-01,4.16,1,256
+7567476,Large room in heart of Brunswick,32996202,John,,Moreland,-37.768240438456296,144.96597534220436,Private room,41,1,0,,,2,0
+2553983,Kalimna Stables with luxury pool,13077037,Alexandra,,Moreland,-37.75245147520742,144.96762207609817,Entire home/apt,190,2,8,2017-02-26,0.32,1,310
+15759532,New Townhouse,101893000,Rachel,,Moreland,-37.75847441203919,144.94941803328456,Private room,69,1,7,2017-03-25,1.53,1,57
+8943820,Cosy unit in Brunswick,1209851,Christel,,Moreland,-37.75808554595486,144.95289366998762,Entire home/apt,100,4,2,2016-01-01,0.12,1,0
+9500902,Close to CBD - Brunswick townhouse,5370402,Samantha,,Moreland,-37.777716156052655,144.96890989392097,Private room,31,5,1,2015-12-23,0.06,1,0
+16932796,Private room and bathroom in charming garden house,7392630,Susan,,Moreland,-37.77548798866765,144.95199033288517,Private room,66,3,2,2017-03-26,1.07,2,231
+9828603,3 Level Townhouse in Brunswick East,2337250,Wendy,,Moreland,-37.770856195775075,144.97565829819493,Entire home/apt,190,3,49,2017-04-01,3.17,1,255
+14809382,"Atomic Soul Fitzroy - Rooftop, Parking, WiFi, NBN",4647935,Rejuvenate Stays,,Moreland,-37.77282746792027,144.9727004630251,Entire home/apt,201,3,8,2017-02-18,1.34,14,351
+2320781,"Charming flat, beautiful outlook",11406910,Valerie,,Moreland,-37.757904989707306,144.9471195912362,Entire home/apt,75,2,31,2017-01-27,0.82,1,0
+16018179,Stay Brunswick local beauty whole apartment,104168699,Lynelle,,Moreland,-37.763469391459715,144.96311253715015,Entire home/apt,105,2,8,2017-03-18,1.86,1,46
+1046980,BEAUTIFUL ROOM - EASY CITY ACCESS,5523944,Daniel,,Moreland,-37.754840724470604,144.979317047876,Private room,56,7,9,2017-01-23,0.22,4,338
+12810737,The Coburg Mansion,22378239,Kelli,,Moreland,-37.74051219186612,144.9608045408499,Private room,75,1,4,2016-11-05,0.43,1,365
+3471854,Cosy East Brunswick Cottage Room,15503498,Michelle,,Moreland,-37.76624874454724,144.97869116463573,Private room,80,2,18,2017-03-16,0.56,2,362
+1243663,"Quiet, leafy sanctuary in Brunswick",6778560,Bernadette,,Moreland,-37.76074457044464,144.9762108675234,Private room,55,2,11,2017-04-02,0.54,1,52
+12042003,An inner city gem right off Lygon!,64469518,Scott,,Moreland,-37.769359179500896,144.9737852371485,Private room,60,1,0,,,1,0
+14858903,"Best location, spacious, homey apartment",41329092,Shan,,Moreland,-37.770040368092985,144.96179786363504,Private room,59,1,12,2017-04-01,4.50,1,343
+16677320,Modern Townhouse in the heart of Brunswick,4335541,Jennifer,,Moreland,-37.756605935952464,144.965202562697,Entire home/apt,149,2,1,2017-03-25,1,1,259
+13609638,Spacious bright 2 BRM ground floor apartment,2216661,April,,Moreland,-37.752732184618175,144.97871599660374,Entire home/apt,100,2,5,2016-09-04,0.57,1,0
+10256378,Private Room in Vibrant Brunswick,333929,Yana,,Moreland,-37.76125173965733,144.96679527953822,Private room,45,1,3,2017-02-24,1.61,2,348
+7106300,Large room in Coburg Sharehouse,37230193,Kayla,,Moreland,-37.7519138284715,144.95933696532603,Private room,48,1,0,,,1,0
+17654036,Affordable private room near city,120054673,Sanjhi,,Moreland,-37.72484912787739,144.92153204528395,Private room,33,1,3,2017-04-02,3,1,123
+6096504,Central Brunswick Apartment,7311223,Majda,,Moreland,-37.77825537111522,144.96933366369487,Entire home/apt,80,1,1,2015-09-13,0.05,1,0
+12461666,Classic Brunswick,67434604,Skye,,Moreland,-37.76952447487038,144.9643198558168,Entire home/apt,98,1,7,2016-10-01,0.62,1,0
+6800970,"Pearson & Smith Brunswick- Parking, WiFi, Spa bath",4647935,Rejuvenate Stays,,Moreland,-37.76709181057897,144.94819050411667,Entire home/apt,195,2,4,2016-10-22,0.20,14,241
+7697923,Big & Bright Brunswick Bungalow - B,1728745,Kate,,Moreland,-37.759512934281474,144.95857957189634,Private room,56,1,60,2017-04-01,3.05,2,81
+17626645,2BR HØME in Brunswick East,8530753,Jared,,Moreland,-37.76899970309829,144.97759176732626,Entire home/apt,144,1,4,2017-03-29,4,50,347
+10638537,ROOM IN AN APARTMENT TO CALL HOME,49972606,Philip,,Moreland,-37.75918250682149,144.93984099713353,Private room,77,1,0,,,1,0
+17757309,Entire 3BR House 13 min from International Airport,121179149,Chami,,Moreland,-37.70087501960903,144.90917912873542,Entire home/apt,121,2,0,,,1,155
+3667038,Slick Melbournian townhouse!,18597148,Lainey,,Moreland,-37.77592466162534,144.94872874828926,Private room,64,1,31,2017-02-25,0.96,2,358
+15102640,"My Zano Brunswick Home, 2 ensuite bedroom",33341783,Sulia,,Moreland,-37.75938339506443,144.96473426334205,Entire home/apt,135,2,9,2017-02-25,1.47,2,341
+4159884,"Central location, private bathroom",18037920,Gan Che,,Moreland,-37.7749800406075,144.97792995647941,Private room,66,2,10,2016-11-02,0.33,5,365
+3303708,Brunswick Studio Apartment,16685808,Gus And Feng Feng,,Moreland,-37.768529288822286,144.96696198814595,Entire home/apt,130,2,103,2017-03-18,3.11,2,289
+17606774,Spacious modern townhouse,119668029,Ash,,Moreland,-37.77163663229899,144.97753568594575,Private room,85,1,1,2017-03-18,1,1,166
+15824948,Victorian House at Brunswick Room 3,46701430,Ooki,,Moreland,-37.764197688027444,144.95864659032202,Private room,50,3,12,2017-04-02,2.50,5,137
+16316220,Cozy room in the heart of Brunswick,2333372,Alessandro,,Moreland,-37.769245536734886,144.96396630170256,Private room,45,1,0,,,1,246
+14284596,Lovely private room in sunny home in Brunswick,1476940,Alana,,Moreland,-37.76186730527408,144.9608099415894,Private room,90,2,3,2017-02-08,0.37,2,27
+8673047,Light & Spacious Townhouse,31435736,Chanel,,Moreland,-37.76441646939438,144.95648656660975,Private room,41,1,12,2017-01-27,1.58,1,37
+16978915,A Funky n Sweet boutique apartment,47924527,Ayush,,Moreland,-37.76193035910583,144.96672252235123,Private room,75,1,17,2017-04-02,8.50,1,170
+12219360,❤️️ of Syndey Road: Street Art & Shoppers delight,10517630,Jess,,Moreland,-37.76430191406055,144.96175080794583,Private room,45,2,1,2017-03-26,1,2,76
+10834585,1930s style couples palace,54016388,Oli,,Moreland,-37.762474903464785,144.9426397643934,Entire home/apt,60,4,6,2016-03-25,0.42,1,0
+15116391,Brunswick Townhouse,20452654,Alex,,Moreland,-37.76045683530638,144.96923189998964,Private room,60,2,2,2017-03-29,0.33,1,31
+3272554,Space & light in perfect locale,16547345,Catherine,,Moreland,-37.77206959031123,144.9704095627642,Entire home/apt,109,3,21,2017-03-18,0.71,1,4
+9432934,Room in trendy shared apartment,48891845,Emma,,Moreland,-37.75902909473561,144.9439465142898,Private room,29,7,0,,,1,0
+13102169,Queensize bed in Brunswick East next to tram stop,72806452,Vishnu,,Moreland,-37.76790566857101,144.97262253553896,Private room,30,1,3,2016-07-19,0.31,1,0
+17624402,Spacious urban living in Brunswick,119839007,,,Moreland,-37.759625065950004,144.94593833077016,Entire home/apt,199,7,0,,,1,358
+10454435,Double room in cosy coburg home.,819107,,,Moreland,-37.73071653027199,144.98108215907314,Private room,30,3,7,2017-01-05,,1,47
+16543044,Hotel room 10 min from Melbourne airport,52203644,,,Moreland,-37.6920985043193,144.95869265103332,Entire home/apt,79,1,0,,,1,0
+13593885,Unique master room in Melbourne,78563204,Nicole,,Moreland,-37.77254058793996,144.95477168082712,Private room,41,7,0,,,1,0
+8093841,Modern Brunswick Apartment,22942085,Craig,,Moreland,-37.77895894802401,144.97121133032525,Private room,50,3,0,,,1,0
+17560490,Top Shelf Brunswick Apartment!,44726956,Mike,,Moreland,-37.777896246219896,144.9632488334331,Entire home/apt,160,1,4,2017-03-25,4,1,153
+12473250,Medium room in old terrace house,22558047,Claire And James,,Moreland,-37.764651133208794,144.9598621595077,Private room,80,3,1,2016-04-18,0.09,1,68
+7037648,Wonderful bedroom & spacious home,9955487,Onur,,Moreland,-37.755059768963136,144.9545971820882,Private room,55,1,0,,,1,0
+10709930,Bright Brunswick location,55346812,Hisham,,Moreland,-37.7595907853039,144.9646826216869,Entire home/apt,75,5,4,2016-10-24,0.32,1,0
+15723396,Large Top Floor Apt with city views,101585299,Scott,,Moreland,-37.778401189247866,144.97002668728783,Entire home/apt,130,1,25,2017-04-01,5.00,1,339
+12351552,Modern Apartment on Famous Street 6kms from City!,66703896,Lauren,,Moreland,-37.767193796343626,144.9715171234738,Private room,66,1,46,2017-03-26,4.00,1,355
+11911546,Cozy Brick House in Coburg,55361988,Greg And Claudia,,Moreland,-37.75176637485736,144.95995093001667,Private room,58,3,5,2017-02-18,0.41,1,345
+6517089,Brunswick comfort convenient to CBD,23656181,Val,,Moreland,-37.774083194188954,144.95393668195848,Private room,66,1,67,2017-03-10,3.06,1,333
+15004374,Home in the heart of Brunswick.,8055907,Julia,,Moreland,-37.76902432955532,144.9651762534988,Entire home/apt,128,2,10,2017-02-05,1.61,1,147
+835730,Lovely pad in funky Brunswick,971810,Sarah & Mike,,Moreland,-37.75707226684277,144.9699980733805,Entire home/apt,140,5,124,2017-02-21,2.39,1,336
+10973253,Sunny Vibes w 2 Bedroom/Bathrooms,5456108,Adam,,Moreland,-37.766581878028944,144.97188606076304,Entire home/apt,201,2,8,2016-11-26,0.61,2,365
+4616253,Entire apartment & view for sunset,23914571,Lars,,Moreland,-37.776390359613636,144.95326444443367,Entire home/apt,90,1,1,2015-12-01,0.06,1,0
+13068806,BEAUTIFUL ROOM FOR THREE-WEEK STAY IN BRUNSWICK,72433496,Gareth,,Moreland,-37.76240732196072,144.9536651489252,Private room,50,1,0,,,1,0
+10283489,Cosy Private Room with Ensuite Bath,52892761,Davide And Valerie,,Moreland,-37.766598815997305,144.9733928460299,Private room,55,1,31,2017-03-30,6.69,1,20
+8055173,Gorgeous Art Deco Apartment,42544459,Lena,,Moreland,-37.77501689541299,144.94885938900006,Entire home/apt,180,2,13,2017-03-19,0.71,1,170
+17562638,Living in the heart of Brunswick Room 1,46701430,Ooki,,Moreland,-37.77085862829523,144.96309158869107,Private room,50,3,0,,,5,61
+3631490,Cosy private room in lovely Coburg,6567156,Kristy,,Moreland,-37.739824178199406,144.97386075400595,Private room,48,2,22,2017-03-19,0.74,2,333
+17884963,4 MONTH ENTIRE APARTMENT,122482260,Peter,,Moreland,-37.74720201064065,144.965915177516,Entire home/apt,45,1,0,,,1,0
+4062164,Sublet in Sunny Paradise,17904512,Yolanda,,Moreland,-37.75580636870658,144.95875929199957,Private room,25,7,1,2014-12-22,0.04,1,0
+15219669,Private Room in Vibrant Brunswick,333929,Yana,,Moreland,-37.76135973239951,144.96485521761863,Private room,35,10,0,,,2,0
+6170234,Amazing view from modern apartment,2929494,Caroline,,Moreland,-37.77968469507953,144.9774139633721,Entire home/apt,100,2,1,2016-05-30,0.10,1,22
+13515897,Leafy retreat in the heart of Brunswick,51357943,Emma,,Moreland,-37.77136732865597,144.9684768479868,Private room,41,1,3,2016-07-21,0.34,1,0
+11229728,Comfortable private room,5123813,Svet,,Moreland,-37.764280962820095,144.9432387979218,Private room,69,1,0,,,1,0
+16247337,2 storey spacious townhouse w/ superfast internet,37176626,Takaya,,Moreland,-37.77421623825,144.9714037842219,Entire home/apt,100,6,1,2016-12-29,0.31,1,0
+16491125,"Apartment, sleeps 4, car park, wifi",29771557,Grace,,Moreland,-37.778497293125405,144.97721544286546,Entire home/apt,140,1,8,2017-03-04,2.53,1,347
+714416,Bamboo Room in Brunswick,597680,Deborah,,Moreland,-37.7646983446933,144.97630498292503,Private room,41,1,15,2017-02-16,0.28,1,63
+15099404,Location Location Location! Large 2 bed apartment,34870097,Stephen,,Moreland,-37.77303366696897,144.96055019725566,Entire home/apt,149,7,1,2017-01-01,0.32,1,58
+11871270,LUXICO - Brunswick House,11914644,Luxico Holiday Homes,,Moreland,-37.76727504865739,144.94606424163246,Entire home/apt,339,7,0,,,58,93
+6350150,Jacuzzi Eco Piano Brunswick East,1515863,Bianca And Josh,,Moreland,-37.760639670762714,144.98187555193405,Entire home/apt,153,2,11,2016-07-19,0.49,1,0
+6317336,Cosy Victorian house in trendy area,2352665,Clare,,Moreland,-37.767932321118124,144.96418393526636,Private room,87,20,0,,,1,365
+9397464,Quiet bungalow in garden setting,48740532,David,,Moreland,-37.73522659031116,144.94170062321234,Entire home/apt,100,5,41,2017-03-25,2.52,1,159
+14967632,"Modern house, close to CBD",5453265,Robyn,,Moreland,-37.77494743197126,144.98479559285278,Entire home/apt,140,1,27,2017-03-31,4.68,1,332
+9113980,Light Filled Room in Brunswick West,28022148,Daniel,,Moreland,-37.75391966899422,144.9415435469924,Private room,45,6,0,,,1,0
+16606869,Coburg Room Close to Station,4663026,Joel And Gemma,,Moreland,-37.73833381360614,144.96281415733856,Private room,50,2,8,2017-04-02,3.08,1,73
+13592214,"Bright, warehouse style apartment in Brunswick",8735397,Dee,,Moreland,-37.77285433712128,144.95966505068372,Entire home/apt,250,2,4,2017-01-01,0.73,1,0
+648805,Light-filled apartment in the inner north,3160776,Stefan,,Moreland,-37.77746775517546,144.96006529705846,Entire home/apt,83,3,3,2016-11-20,0.60,1,0
+2287215,Beautiful Brunswick,11684859,Stuart,,Moreland,-37.77675221871522,144.96448196443475,Private room,80,1,2,2017-03-25,0.08,1,365
+17098276,Tranquil Retreat. Your own Bathroom & Living room,3485906,Anita & Ron,,Moreland,-37.707271038803235,144.94711162065335,Private room,60,1,18,2017-04-02,9.82,1,86
+13853464,One Bedroom Apartment in Brunswick East,59231056,Chloe,,Moreland,-37.77393216712638,144.96327694559534,Private room,41,1,0,,,1,0
+16900834,Comfortable Brunswick Room,7783553,Linh,,Moreland,-37.76749545969678,144.9407249258641,Private room,55,1,2,2017-03-02,1.54,1,355
+17851104,Sunny Brunswick apartment,79586236,Bernadette,,Moreland,-37.75543763002657,144.9662010594309,Entire home/apt,80,2,0,,,1,1
+14737852,Cosy home with a twist of modern,19967126,Adam,,Moreland,-37.779600692470304,144.97707894471023,Entire home/apt,130,6,3,2016-09-17,0.44,1,50
+13182362,LARGE stylish 1 bedroom Coburg Apartment,11166660,Lou,,Moreland,-37.73795332047379,144.96306327098577,Entire home/apt,75,4,0,,,3,0
+7994224,Modern Brunswick apartment,3787528,Michael,,Moreland,-37.76554391080039,144.94942718733586,Private room,55,2,0,,,1,0
+10019862,Art Deco House in Brunswick West,3503513,Chris,,Moreland,-37.75943477297306,144.94858914587115,Entire home/apt,140,6,9,2017-03-11,0.66,1,104
+10972165,"New, Styled & Close to EVERYTHING",37384112,Courtney,,Moreland,-37.77181537958774,144.9767603934218,Private room,56,1,1,2016-02-05,0.07,1,277
+227964,Bohemian Bungalow in Brunswick,1165452,Julie,,Moreland,-37.7695722563566,144.97048359248444,Private room,90,7,7,2014-09-10,0.11,1,363
+11722458,"Single room convenient to airport, comfy and safe",62341438,Jaii,,Moreland,-37.7374389327464,144.932752928127,Private room,28,1,0,,,1,0
+15636699,Large Sunny room in Brunswick West,39690311,Thomas & Hope,,Moreland,-37.752699260560874,144.94109737147383,Private room,50,2,11,2017-03-20,2.13,1,16
+261558,Beautiful Brunswick Workers Cottage,1372143,Chloe,,Moreland,-37.7741665012411,144.95929598410996,Private room,66,2,6,2016-12-15,0.90,1,340
+14244663,Entire inner city home!,86667840,Mel,,Moreland,-37.75573998604607,144.93512472424757,Entire home/apt,67,3,15,2017-03-04,2.13,1,25
+16180357,Comfortable room in trendy Brunswick,5165498,Brad,,Moreland,-37.76128538933856,144.9707428892831,Private room,35,1,20,2017-03-27,5.61,1,93
+5233424,2 bedroom Brunswick townhouse,27085249,Kate,,Moreland,-37.76879062928155,144.96311205290445,Entire home/apt,110,2,17,2017-02-15,0.66,1,153
+1957948,Sunny Room in Large House + wifi,10119757,Sarah,,Moreland,-37.767450997592135,144.9784446798479,Private room,48,2,46,2017-03-26,1.13,1,339
+10969171,"Perfect for Tourists! Cheap, lovely",36918352,Manning,,Moreland,-37.735283644706044,144.95415951290727,Private room,25,7,0,,,1,0
+16932930,Cosy and comfortable inner north sanctuary,9943802,Diana,,Moreland,-37.75955561732728,144.9643314840831,Entire home/apt,180,2,7,2017-03-25,4.67,1,341
+4218943,Manallack Studios Brunswick Appt 1,21897511,Nick,,Moreland,-37.77290075468386,144.96107961157978,Entire home/apt,220,2,9,2017-01-20,0.36,3,329
+12771364,Merri61 - light airy three bedroom house,69488382,Sue,,Moreland,-37.77362583774668,144.97522561899024,Entire home/apt,245,2,25,2017-03-26,3.04,1,294
+6348830,Great spot super close to amenities,33073115,Drina,,Moreland,-37.77533163271145,144.95744166339063,Entire home/apt,100,1,1,2015-08-08,0.05,1,0
+9492554,"Bright,spacious & comfy entire home",49200254,Louise,,Moreland,-37.76258703831178,144.967296808001,Entire home/apt,100,1,20,2017-03-25,1.30,2,301
+11247090,comfortable + sunny single room,7784483,Hilary,,Moreland,-37.76125733058392,144.96060231114555,Private room,50,2,37,2017-03-21,2.78,2,161
+4542239,Perfect Location & Large Room!,17996266,Per,,Moreland,-37.77349296555798,144.97619493485246,Private room,47,2,55,2017-03-10,2.37,1,29
+7461572,Methven,39082587,Lisa,,Moreland,-37.77112581370893,144.97463499862184,Private room,300,1,0,,,1,0
+13590691,Large quiet oasis in a bustling location,24779335,Andrew,,Moreland,-37.7764683592834,144.97297851390059,Entire home/apt,130,3,2,2016-09-26,0.27,2,0
+15457790,New York chic in the heart of Brunswck + carpark,49585020,Steven,,Moreland,-37.77213981682398,144.96027053614372,Entire home/apt,125,2,19,2017-03-31,3.58,1,308
+13065716,"Comfortable, convenient and quiet inner-city pad",27023858,Pinar,,Moreland,-37.77794118069843,144.96785887166706,Entire home/apt,100,2,7,2016-09-30,0.82,1,0
+12410315,Bright room in funky Brunswick!,2649591,Mariane,,Moreland,-37.7642142799159,144.9779662105393,Private room,45,1,4,2017-02-13,0.36,1,358
+13852005,Peaceful Pascoe Vale,81809586,Travis,,Moreland,-37.72344163972772,144.94898399060045,Private room,38,2,4,2017-03-30,0.66,1,59
+10238519,"Own Room, Good Space",35250742,Carlo,,Moreland,-37.74168069580065,144.9781111427989,Private room,41,1,2,2016-02-14,0.14,1,365
+13917317,Warmest and finest in Brunswick,15791875,Adam,,Moreland,-37.764456905463774,144.96002671245031,Private room,66,1,2,2017-03-17,0.42,1,364
+4070701,Stay in style in hipster Brunswick,1806676,Adele,,Moreland,-37.76019481500616,144.95975121202628,Private room,90,1,4,2017-01-16,0.24,1,365
+16931897,Family Friendly Cottage Close to CBD and Airport.,26777919,Kerryn,,Moreland,-37.69574588858417,144.9277592451891,Entire home/apt,130,1,1,2017-02-19,0.68,1,166
+6249505,近墨大RMIT CITY超便宜,32454831,Cici,,Moreland,-37.7506924686961,144.96764875410477,Shared room,160,1,0,,,1,365
+8214203,Chez Carmen: Brunswick's best.,23632,Carmen,,Moreland,-37.7587346291309,144.9446355909027,Private room,56,2,31,2017-03-26,1.67,1,84
+9600502,Paris Type Loft (Coburg),45624751,Glenda,,Moreland,-37.73783628921395,144.96962969061448,Entire home/apt,155,3,2,2016-06-13,0.16,1,0
+16274649,"Gorgeous one bed apartment with pool, gym, spa",11312627,Sarah,,Moreland,-37.77893056490435,144.97707067878193,Entire home/apt,100,2,8,2017-03-19,2.42,1,11
+5067945,"Big sunny rm, Pascoe Vale, 10kmcity",7747688,Trish,,Moreland,-37.72379685925562,144.92661862066626,Private room,39,2,28,2017-03-31,1.13,1,349
+16274582,Single Rm GuestHouse Brunswick PR12,14765754,Valeria,,Moreland,-37.77197625069486,144.98103178719737,Private room,48,1,0,,,34,365
+7775084,Cozy warm room with your own bath,10039220,Galina,,Moreland,-37.76921770659475,144.97333806030198,Private room,55,1,2,2015-08-31,0.10,1,0
+15186108,"Modern, warm and cozy house close to Melbourne CBD",34985619,Lee-Ann,,Moreland,-37.761324534009205,144.97013153911968,Entire home/apt,180,2,11,2017-03-25,1.85,1,53
+9393244,Urban Family Living,39985978,Julie,,Moreland,-37.77326078962562,144.97435753010862,Entire home/apt,343,1,8,2017-03-25,0.65,1,296
+17290298,Charming period home with Courtyard,16514276,Tessa,,Moreland,-37.77084750658088,144.94649768243144,Entire home/apt,121,2,2,2017-03-26,2,1,11
+3556787,Studio Apartment in Melbourne City ,17906134,Chang Z,,Moreland,-37.70022734598586,144.96676323618988,Entire home/apt,110,1,0,,,1,0
+12876145,Brunswick room for summer holiday!,49379484,Danika,,Moreland,-37.7629429809496,144.97130009371625,Private room,41,1,2,2017-03-27,0.21,1,0
+1185546,Quiet-Handy-Cozy place in Brunswick,1300780,Robert And Samantha,,Moreland,-37.76021774941848,144.9440642557497,Private room,33,2,50,2016-06-25,1.07,1,101
+5459617,"1920s Brunswick: B'fast, Tram, Cats",14820505,Sue,,Moreland,-37.76630560042265,144.94229222704098,Private room,58,1,63,2017-03-10,4.17,2,161
+5364711,Skyview Studio,200780,Bernard,,Moreland,-37.74586206550672,144.96392571229933,Entire home/apt,101,1,95,2017-03-07,3.70,1,340
+9098246,Brunswick Studio Apartment - Queen,25122551,Marti,,Moreland,-37.77417955127804,144.94894442654916,Entire home/apt,79,2,42,2017-03-18,2.46,1,316
+15042558,Modern townhouse. Close to Public transport,45865043,Michael,,Moreland,-37.760891805678284,144.96353966040053,Private room,41,4,1,2016-11-12,0.21,1,184
+17421269,Spacious room with double bed :),53219450,Jade,,Moreland,-37.763865442435225,144.96467174052592,Private room,60,1,0,,,1,120
+1803259,Melbourne home with a pool,440612,Jake & Naomi,,Moreland,-37.7349600978989,144.93312363478702,Entire home/apt,185,2,24,2017-01-01,0.58,1,280
+3265363,Modern 2 bedroom with stunning view,16509116,William,,Moreland,-37.76660540081974,144.9508818439166,Entire home/apt,100,4,0,,,1,0
+17462692,Nice room off Lygon St,13688117,Matt,,Moreland,-37.7614618300283,144.9745114608952,Private room,25,5,1,2017-03-14,1,1,0
+1170038,Apartment in the Inner North,6405918,Lukas,,Moreland,-37.772172118525205,144.97231661759253,Private room,48,7,24,2017-01-17,0.53,1,246
+645680,"Sunny Room in new home, PascoeVale",3233872,Lexey,,Moreland,-37.726700433087764,144.94280114508808,Private room,35,7,7,2017-02-19,0.47,1,338
+12212717,Inner Northern Oasis,65688696,Tamara,,Moreland,-37.74916034942048,144.9484296101757,Private room,45,2,5,2016-11-20,0.42,1,120
+15030707,The Apartment You're Looking For - Wifi Included,15982258,Lauren,,Moreland,-37.778353665666124,144.97821805582478,Entire home/apt,135,1,12,2017-03-26,3.60,1,158
+11262334,"Modern, Bright & Clean-Own Bathroom",50490002,Rach,,Moreland,-37.7690590802898,144.97580755615027,Private room,79,2,45,2017-03-20,3.32,1,71
+17225181,Lovely room in Brunswick,61906012,Hélène,,Moreland,-37.77621268489892,144.96330324527347,Private room,50,2,1,2017-03-07,1,1,0
+8279484,MENCIA: In the Heart of Beautiful Brunswick!,5383441,"Amy, Gareth & Dan",,Moreland,-37.77316332550231,144.96133562860638,Entire home/apt,149,2,53,2017-03-17,3.03,32,48
+9545958,"Fabulous townhouse, great location",45973677,Caroline,,Moreland,-37.778479034305725,144.96796105839096,Entire home/apt,300,3,12,2017-03-25,1.03,1,339
+14046607,The city and airport only 30 mins away,46428601,Danielle,,Moreland,-37.7233037882291,144.95417955059287,Private room,41,1,0,,,1,0
+7367902,Awesome space right off Sydney Rd!,24087750,Chelsea,,Moreland,-37.72715918973236,144.96444277396947,Private room,60,1,20,2017-03-26,2.61,1,357
+3168480,Brunswick East Gem!,16072238,Sarah,,Moreland,-37.776476689275825,144.97090542770462,Entire home/apt,100,1,0,,,1,0
+2029945,BALCONY ROOM - EASY CITY ACCESS,5523944,Daniel,,Moreland,-37.75350409637995,144.9781899581819,Private room,66,5,17,2016-12-24,0.44,4,153
+14342356,Sunny renovated terrace home in Brunswick,1476940,Alana,,Moreland,-37.760446028459675,144.96075781053398,Entire home/apt,151,3,11,2017-01-29,1.52,2,38
+16206220,Brunswick/ Parkville Border,23274288,Carmen,,Moreland,-37.775877235324906,144.9564924649107,Private room,149,2,3,2017-03-23,1.73,1,224
+7756037,Large modern Brunswick Victorian...,39496463,Anthony,,Moreland,-37.77161052931605,144.96485052356238,Entire home/apt,391,5,0,,,1,0
+17908190,Very Private Room Seperate From House,14251624,Nicola,,Moreland,-37.76218252244971,144.95784725570232,Private room,41,1,0,,,2,72
+16075575,Double Rm Guest House Brunswick CR6,14765754,Valeria,,Moreland,-37.765209941178455,144.9693372477388,Private room,69,14,0,,,34,365
+6769395,The Escape -ordinary is not enough,1533260,Ryan,,Moreland,-37.77911140591911,144.97626066548224,Entire home/apt,380,1,68,2017-03-19,3.34,9,285
+9871828,Cosy Bright and close to the city .,50799222,Poppy,,Moreland,-37.70669493997011,144.93233156087618,Private room,60,1,25,2017-04-01,1.60,1,357
+5950584,"Super location, modern town-house ",4671715,Lydia,,Moreland,-37.77483420868814,144.96856219611516,Private room,66,1,17,2017-02-08,0.83,1,118
+13532671,Rose St residence - short term stay,77810368,Evie,,Moreland,-37.75803373835331,144.9517050743908,Private room,33,25,0,,,1,0
+4967061,Comfy sanctuary in a dynamic suburb,6216277,Lach,,Moreland,-37.76284691319379,144.97083486686398,Private room,80,3,4,2015-03-17,0.15,1,0
+5688428,New Bedroom with full ensuite,24213852,Tony,,Moreland,-37.69915386076145,144.9187668601741,Private room,55,3,13,2017-03-30,0.90,5,91
+7162483,Modern and Comfortable room,19096438,Saulo,,Moreland,-37.759056143211936,144.94132459219313,Private room,80,1,2,2017-03-26,0.10,1,365
+739896,3 Level Apartment with Rooftop! ,3871035,Phil,,Moreland,-37.771557781336405,144.97461199669436,Entire home/apt,300,2,3,2014-01-03,0.06,1,0
+12175917,Entire Modern 2 bedroom 2 holiday,40842860,Mayra,,Moreland,-37.772470522551814,144.97074932998146,Entire home/apt,180,2,7,2017-01-05,0.60,1,365
+11487438,Room for 2 in our Brunswick pad.,60473094,Rachel,,Moreland,-37.75967564328677,144.966832045837,Private room,41,1,8,2016-05-20,0.61,1,0
+641180,Cosy Inner City Studio Apartment,3079228,Anthony,,Moreland,-37.77593462123154,144.96927594999676,Entire home/apt,88,3,164,2017-04-02,3.09,1,124
+9423729,Stylish Coburg church conversion,10825923,Nuria & Jasmine,,Moreland,-37.74317795559086,144.95435118979972,Entire home/apt,149,1,103,2017-03-31,6.66,1,249
+14044018,Comfy & Bright Apartment Across Princess Park,3356028,Kai,,Moreland,-37.7771860728175,144.96179959770615,Private room,52,1,21,2017-03-13,2.47,1,15
+16261606,Single Rm Guest House Brunswick PR1,14765754,Valeria,,Moreland,-37.771292149542404,144.97978095998732,Private room,47,10,0,,,34,365
+7096804,Room for rent in Coburg,37085950,Barbara,,Moreland,-37.73613824256507,144.9646133048458,Private room,66,1,0,,,1,365
+10930650,Location perfect!,40005415,Raffaela,,Moreland,-37.7754787014703,144.97122178681755,Private room,55,2,4,2017-02-01,0.31,1,211
+9980263,MELBOURNE URBAN RETREAT,22155576,Carmen,,Moreland,-37.75341846718473,144.9636648315888,Entire home/apt,189,1,87,2017-03-18,5.55,4,329
+13959452,"Mins from train, trams & Sydney rd & pet friendly!",26832887,Elise,,Moreland,-37.74230622186958,144.9614543393559,Private room,41,2,16,2017-02-20,2.17,2,15
+11627706,Modern Brunswick East!,32875496,Jared,,Moreland,-37.77115205040864,144.97622822978127,Private room,80,1,16,2017-04-01,1.44,1,145
+7620931,Beautiful Brunswick east,2111723,Sarah,,Moreland,-37.766507433600935,144.98376631914698,Entire home/apt,149,12,0,,,1,11
+9888131,Elegant en-suite room by MerriCreek,50249046,Liam,,Moreland,-37.75519523018298,144.97936349331593,Private room,60,1,27,2017-02-22,1.78,1,361
+12394882,House Of Flowers,24340607,Nguyễn,,Moreland,-37.76591085006345,144.94066435168526,Private room,52,1,26,2017-03-31,3.29,1,349
+5098005,private bedroom with double bed,26336840,Joseph,,Moreland,-37.724103811905124,144.9531321971904,Private room,35,2,25,2017-03-11,0.98,3,276
+17514460,The Hideaway,22026871,Glenda,,Moreland,-37.749464242203445,144.94697686966146,Entire home/apt,85,1,7,2017-03-30,7,1,155
+4682337,Room with your own bathroom,24213852,Tony,,Moreland,-37.699655437263964,144.91953589029993,Private room,50,3,24,2017-03-29,0.88,5,91
+9420921,Inner city peace and parkland,2833129,Angela,,Moreland,-37.76136262191489,144.9797571525791,Entire home/apt,165,2,5,2016-02-20,0.31,1,0
+6239292,Spacious Brunswick Inner City Flair,32382831,Kathy,,Moreland,-37.77680626637225,144.9631874022305,Private room,69,1,29,2017-03-20,1.29,2,66
+288147,LARGE RM ENSUITE NEAR CTY & AIRPORT,794442,Angel,,Moreland,-37.734443983270545,144.9355964753542,Private room,81,3,11,2015-02-23,0.18,2,306
+15314704,Spacious Private room in our Big Shabby home!,83227980,Hong,,Moreland,-37.7402669171257,144.94819045833327,Private room,41,1,8,2017-03-08,1.62,2,183
+12136174,Comfort close to public transport,2885625,Nick,,Moreland,-37.775265451182165,144.9494069467015,Entire home/apt,201,3,3,2016-07-24,0.28,1,47
+8597221,Creative Get Away in Brunswick,1090573,Ola,,Moreland,-37.76470529591997,144.9635294983574,Private room,100,1,6,2017-01-21,0.70,1,14
+1584385,"Stylish modern 2BR, Brunswick East",6918788,Polly & Daniel,,Moreland,-37.77103862178532,144.9789103363079,Private room,90,1,3,2014-08-18,0.08,2,0
+16264302,Single Rm Guest House Brunswick PR4,14765754,Valeria,,Moreland,-37.771321263775285,144.98001853365207,Private room,50,10,0,,,34,365
+15347620,Comfort and Convenience - Your Key to Melbourne,29763088,Sally,,Moreland,-37.76544835374792,144.97994675384555,Entire home/apt,180,3,4,2017-01-30,0.74,1,343
+16261516,Single Rm Guest House Brunswick CR9,14765754,Valeria,,Moreland,-37.76451741783977,144.96916621294068,Private room,50,10,0,,,34,365
+4532707,Open Apartment Close to Everything,22349738,Rebecca,,Moreland,-37.774014785391515,144.95870170960592,Private room,64,2,28,2017-03-25,0.97,1,77
+769908,Crane Room - Exquisite Brunswick,4052971,Patricia,,Moreland,-37.75699619203112,144.95685868895245,Private room,80,2,20,2017-03-11,0.41,3,363
+5653532,Modern Apartment in Brunswick East,607081,Allen,,Moreland,-37.77533359689124,144.97292518992018,Entire home/apt,121,3,10,2017-03-30,0.44,1,155
+16816022,Modern Luxury Apartment 3km to CBD 90+reviews!,25079695,Jillian,,Moreland,-37.778002030691404,144.9695025208935,Private room,54,1,3,2017-03-24,1.80,1,137
+12102034,"Comfy, clean, lovely ENTIRE HOME :)",2969481,Christina,,Moreland,-37.77419937639686,144.95526619870324,Entire home/apt,121,4,6,2017-01-22,1.21,3,308
+43383,Roberts Building,189402,Carla,,Moreland,-37.767800092181815,144.9607285119712,Private room,80,1,8,2016-02-15,0.11,1,365
+3581362,"Central, spacious single bedroom",18037920,Gan Che,,Moreland,-37.77477570800054,144.97627268363274,Private room,46,2,93,2017-02-16,3.02,5,245
+13982616,clean room in a calm home,83438107,Salman,,Moreland,-37.762403678264334,144.94072685154114,Private room,41,1,8,2017-03-31,0.93,1,76
+7252652,Converted Art Deco Stables,25719493,Louisa,,Moreland,-37.7720406709677,144.9795322184778,Entire home/apt,121,2,3,2015-10-26,0.14,1,0
+2368779,MODERN APARTMENT SYDNEY RD,9865825,Kevin,,Moreland,-37.76209773424245,144.96291180961296,Entire home/apt,90,1,0,,,1,0
+2131477,Modern Townhouse 20 mins to City,1768771,Dylan,,Moreland,-37.7272736866027,144.9297939903593,Private room,29,7,14,2017-03-29,0.36,1,326
+5024055,Julian's abode,6141974,Julian,,Moreland,-37.75627622823249,144.9573802129671,Private room,80,2,19,2017-03-25,0.71,2,364
+15836092,Funky Little House,19588593,Gabrielle,,Moreland,-37.73950380107169,144.9808810388919,Private room,33,2,9,2017-03-25,2.31,1,336
+10077914,Modern 2bdrm 6km from city,23135099,Janna,,Moreland,-37.75881532053336,144.94150298153326,Entire home/apt,100,3,1,2016-01-06,0.07,1,0
+13871376,Lovely quiet place in Brunswick,82037809,Alastair,,Moreland,-37.76768223482677,144.9696186698881,Entire home/apt,69,7,0,,,1,0
+15047717,Bright apartment next to Coburg Lake,8206744,Chrissy,,Moreland,-37.73548823432062,144.97066568253257,Private room,50,2,5,2017-03-17,0.91,1,68
+862391,Position Perfect - The Suite,913736,Danielle & Ruth,,Moreland,-37.764993511498986,144.96933675509865,Entire home/apt,201,3,6,2016-12-27,0.16,12,359
+15149172,Best in Brunswick!,18186795,Caitlin,,Moreland,-37.77084145652733,144.95292270255183,Private room,43,1,10,2017-03-17,1.89,1,323
+16588793,Private room in Melbourne's famous Brunswick,47369918,Brianna & Aris,,Moreland,-37.76873576625832,144.93943433985376,Private room,51,1,14,2017-03-28,4.77,1,236
+12854898,Modern one bedroom apartment,14302514,Verity,,Moreland,-37.76250307027725,144.96029833269637,Entire home/apt,85,14,1,2016-07-08,0.11,1,0
+9478838,"Ye Olde Lodge, Where The Olde Meets The New",49131458,Ryan,,Moreland,-37.776477176651476,144.95859356919644,Entire home/apt,125,2,4,2017-03-11,0.29,1,246
+16273630,Single Rm GuestHouse Brunswick BR14,14765754,Valeria,,Moreland,-37.765954208537,144.96692860281203,Private room,56,14,0,,,34,365
+17213247,2 storey 2 Bedroom Apartment - Open Plan Living,53760256,Anthony,,Moreland,-37.76314161503766,144.97188761912625,Entire home/apt,149,2,4,2017-04-01,2.67,1,87
+8037570,Rad renovated Bungalow in Coburg,34647652,Brook,,Moreland,-37.74346023409524,144.97676255174125,Private room,50,1,11,2017-02-24,0.61,3,2
+10232378,Room in Brunswick East,5672675,Camielle And Luke,,Moreland,-37.76873868963137,144.97376139928568,Private room,31,1,1,2016-01-27,0.07,1,92
+14721464,Upstairs retreat in chic townhouse,2530177,Elizabeth,,Moreland,-37.75991642727029,144.97237306408678,Private room,59,1,22,2017-03-26,3.61,1,173
+16589034,Brunswick East Beauty - Light Filled Sanctuary,17950285,Stacia,,Moreland,-37.76736041425362,144.97941427689898,Entire home/apt,174,2,0,,,1,111
+17015009,Modern 1 bedroom + study in the heart of Brunswick,15683472,Maddie,,Moreland,-37.7702132541643,144.9766134935197,Entire home/apt,75,7,0,,,1,15
+1004282,LOVELY ROOM - EASY CITY ACCESS,5523944,Daniel,,Moreland,-37.754369305101605,144.97772666674757,Private room,56,7,12,2017-03-05,0.25,4,313
+14155483,Modern Apartment near the heart of the city,22909050,Tee,,Moreland,-37.77912345484537,144.97590227401045,Entire home/apt,80,2,0,,,1,1
+17909158,Modern & Stylish 1 Bedroom Apartment in Brunswick,4550126,Josh,,Moreland,-37.76226825187349,144.96579372884605,Entire home/apt,90,3,0,,,1,54
+16276029,Charming Garden Town House - Heart of Brunswick,7392630,Susan,,Moreland,-37.77527011627325,144.95130706921202,Entire home/apt,94,3,5,2017-03-20,1.88,2,130
+2005950,"Just off Lygon Street, Brunswick",10326817,Maria,,Moreland,-37.76960947621471,144.96943166713373,Entire home/apt,54,14,1,2017-01-30,0.47,1,0
+1088321,MELBOURNE .AU OWN FULL BATHROOM & FACILITIES,1214242,Mal,,Moreland,-37.710367214253786,144.95231903565207,Entire home/apt,50,2,4,2017-03-19,0.09,5,304
+394600,"Pottery Court Brunswick, Melbourne ",485320,Julie,,Moreland,-37.769103655479995,144.95304391201353,Entire home/apt,121,2,146,2017-03-18,2.42,1,331
+8073232,Sparkly Brunswick Bed,20342847,Oliver,,Moreland,-37.77511312719801,144.9748867027969,Private room,31,3,12,2016-02-15,0.70,1,0
+16265184,Single Rm GuestHouse Brunswick BR13,14765754,Valeria,,Moreland,-37.76546827912587,144.966103444354,Private room,52,14,0,,,34,365
+1513151,Townhouse in lovely Coburg,6567156,Kristy,,Moreland,-37.73458501708173,144.97683850767422,Entire home/apt,90,2,52,2017-03-25,1.31,2,166
+11048570,Unit in the heart of Brunswick East,14215761,George,,Moreland,-37.76583692569991,144.9722409853107,Entire home/apt,89,3,1,2016-03-20,0.08,1,0
+13868269,"Cozy, light-filled apartment in East Bruswick",1107255,Shane And Lauren,,Moreland,-37.777330323642474,144.97728159509958,Entire home/apt,450,5,1,2016-08-08,0.13,1,0
+10886349,Delightful new home w/ secure entry & balcony,56405638,Andrew,,Moreland,-37.762948003569235,144.96186086259058,Entire home/apt,90,1,4,2016-06-14,0.33,1,0
+9962699,A Suburban Oasis,10497139,Laura,,Moreland,-37.71310718152745,144.9240527817656,Private room,69,1,2,2017-02-21,0.57,1,364
+15604804,Relax at home in vibrant Coburg,94936824,Susie,,Moreland,-37.74181986963223,144.9525770665063,Private room,66,1,3,2017-02-16,0.92,2,364
+14228498,Albert St Apartment - Brunswick!,15565,Amelia,,Moreland,-37.76806728492786,144.9487449399059,Entire home/apt,189,3,0,,,1,357
+1547261,Inner-city stylish Brunswick apt,3284392,Frances,,Moreland,-37.77230153431137,144.9602610564683,Entire home/apt,135,2,41,2017-03-25,0.95,1,342
+14063197,"Stylish Lygon St apartment, Brunswick East",6154982,Janice,,Moreland,-37.77600726178923,144.9707115427571,Entire home/apt,121,2,19,2017-03-28,2.33,1,329
+8373129,Brunswick East- only 7kms from City,32465061,Kimba,,Moreland,-37.76501907043776,144.9780152373013,Private room,60,2,29,2017-04-02,1.55,1,312
+14488858,Cool 2 Storey Terrace in Hipster Brunswick East.,38132137,Melissa,,Moreland,-37.769589901561226,144.9739056137469,Entire home/apt,275,3,4,2017-01-02,0.81,1,0
+600299,"Comfy, convenient, safe, BARGAIN!",2969481,Christina,,Moreland,-37.77360294782794,144.9529217900466,Private room,63,3,43,2017-03-09,0.85,3,344
+16991572,Furnished SINGLE Beds N.Coburg near train/tram,108244700,Harrison,,Moreland,-37.7289733529238,144.9607113061654,Private room,56,2,2,2017-03-18,1.40,2,327
+16418129,Big home filled w love near trams!!,30899698,Laura,,Moreland,-37.7684070845664,144.97678590420736,Private room,52,2,8,2017-03-24,2.64,1,364
+6692822,"CITY MEWS - Cosy 3bdr, 20min to CBD",15651267,Serviced Houses Australia Hosted By,,Moreland,-37.699008852161136,144.89787668695973,Entire home/apt,201,2,7,2016-03-22,0.34,46,335
+16261034,Double Rm Guest House Brunswick CR3,14765754,Valeria,,Moreland,-37.766385189728695,144.96906389195337,Private room,69,14,1,2017-01-21,0.41,34,365
+8002867,Studio - 4.7 km to Melb CBD,6343037,Ivana,,Moreland,-37.77865128639725,144.97698905933407,Entire home/apt,80,2,47,2017-04-02,2.56,1,278
+17702720,"Quiet Garden Oasis - Northside, 20 min to city",1124398,Ember,,Moreland,-37.69934521150909,144.9696623870928,Private room,38,1,0,,,1,112
+17242126,BIG house on O'Hea St,26024492,Shane,,Moreland,-37.737111467692,144.94994683674318,Private room,20,7,1,2017-03-03,0.94,1,0
+2520715,Private Bedroom with Ensuite,1747674,Florin And Dorina,,Moreland,-37.72333040172623,144.91758251604801,Private room,59,2,25,2017-03-30,0.71,1,363
+16324558,A cozy unit close to Sydney Rd!!!,76293224,Anna,,Moreland,-37.76336676385459,144.97277136483967,Entire home/apt,110,1,9,2017-03-30,3.38,1,168
+6494155,Comfortable and cosy room,33944855,Jessica,,Moreland,-37.76397713016637,144.97800948211582,Private room,35,20,0,,,1,0
+5183418,Awesome 3 level townhouse!,18597148,Lainey,,Moreland,-37.77490027020845,144.94931346403786,Entire home/apt,185,1,1,2017-01-24,0.43,2,108
+11442025,Funky place in heart of Brunswick!,32546108,Paulina & Dylan,,Moreland,-37.76194740595128,144.96288325147415,Private room,60,1,42,2017-03-28,3.17,2,336
+17798991,Inner city warehouse conversion,4672773,Kathryn,,Moreland,-37.76970441226875,144.96345399492736,Entire home/apt,149,1,1,2017-04-01,1,1,72
+5840938,"Easy Access, East Brunswick!",30327394,Zach,,Moreland,-37.76333900783021,144.97247245188024,Private room,50,1,1,2015-04-11,0.04,1,0
+8459348,3 bedroom house Brunswick,194676,Fiona,,Moreland,-37.7722079930668,144.9542312077437,Entire home/apt,290,2,0,,,1,0
+7377870,Large light room,38650254,Jack,,Moreland,-37.76574236996707,144.94730910221747,Private room,38,1,20,2017-02-25,1.04,1,11
+16274008,Single Rm GuestHouse Brunswick CR11,14765754,Valeria,,Moreland,-37.76650038469716,144.96938577637096,Private room,50,10,0,,,34,365
+496502,Budget-friendly double room w/ wifi,2453853,Airdrie,,Moreland,-37.75458443155449,144.97480909608328,Private room,37,2,151,2017-03-28,2.64,1,125
+17896326,Light & Artsy 2bed/2bath only 50m to tram & cafe's,7514481,Hank,,Moreland,-37.758290678843,144.9437493856048,Entire home/apt,176,2,0,,,1,156
+13103304,Perfect locale for the traveller,27087726,Julie,,Moreland,-37.746851096615536,144.9679869388442,Private room,42,2,5,2017-02-17,0.96,1,327
+8034840,Inner City Terrace (2BR),573628,Lyndall,,Moreland,-37.77288753323839,144.97330247348935,Entire home/apt,229,2,2,2017-03-25,0.49,1,350
+4560258,Sunny Brunswick apartment,23642223,Craig,,Moreland,-37.76218760192518,144.9649517610829,Entire home/apt,90,4,5,2015-11-21,0.19,1,0
+16183039,Home in the Heart of Brunswick 20 Minutes to city,33591241,Jordan,,Moreland,-37.754487236562724,144.9586851669126,Private room,170,2,5,2017-02-23,1.30,1,91
+1273572,"Modern, bright 3BR townhouse ",6918788,Polly & Daniel,,Moreland,-37.76916270839319,144.97942215365586,Entire home/apt,250,1,17,2015-09-06,0.54,2,0
+15046904,Best of Brunswick on a Budget!,9780353,Melissa,,Moreland,-37.76254649028022,144.97492560831256,Private room,39,1,7,2017-03-30,1.13,2,96
+8722618,Private bungalow and bathroom,45780618,Joel,,Moreland,-37.749474437027864,144.95973074631112,Entire home/apt,80,2,74,2017-03-10,4.31,1,155
+17794083,At your doorstep- best of brunswick on a budget,10517630,Jess,,Moreland,-37.763729283053344,144.96304179930544,Private room,45,2,1,2017-03-27,1,2,141
+15635488,"Large private room, close to city",23784741,Nita & Jo,,Moreland,-37.73981674745182,144.973339369451,Private room,60,1,13,2017-03-12,3.31,1,18
+17078672,Light apartment with courtyard,2479782,Belinda,,Moreland,-37.766918373964174,144.9705184955519,Entire home/apt,80,7,2,2017-03-15,2,1,48
+15208840,"Heart of Brunswick. Divine, Private Victorian Room",55495802,Jacinta,,Moreland,-37.7736985968618,144.96020558812458,Private room,72,2,2,2016-11-16,0.36,5,90
+5435349,Escape in Brunswick WiFi & rooftop4,1533260,Ryan,,Moreland,-37.77918609586752,144.9772140358458,Private room,100,1,65,2017-03-16,2.65,9,313
+15208737,Heart of Brunswick. Huge Private Victorian Room,55495802,Jacinta,,Moreland,-37.773293753385474,144.9617265980598,Private room,89,2,0,,,5,90
+10686721,Bright bedroom with city views!,12279216,Lisa,,Moreland,-37.758123523885295,144.96314549638294,Private room,75,1,12,2017-03-25,0.83,1,351
+13045998,Convenient Modern Apartment,14220081,Hamish,,Moreland,-37.77326234902359,144.959769943688,Entire home/apt,101,1,28,2017-03-19,2.85,1,229
+7739364,1 Bedroom 6.8 kms from CBD,3228210,Sarah,,Moreland,-37.761766309216,144.97673186833953,Private room,66,1,0,,,1,0
+2167028,Position Perfect - The Terrace,913736,Danielle & Ruth,,Moreland,-37.76576124908645,144.97003854496128,Entire home/apt,159,3,7,2017-02-04,0.19,12,344
+15208679,Heart of Brunswick. Large Private Victorian Room,55495802,Jacinta,,Moreland,-37.77293237384571,144.961306045072,Private room,89,2,0,,,5,90
+13805121,"New House, Modern Lifestyle, Clean and Comfortable",19134977,Troy,,Moreland,-37.74332615607172,144.9521716057895,Private room,39,1,35,2017-04-01,4.04,2,16
+15952901,Central location near train station & sydney road.,101758703,Ashley,,Moreland,-37.74064232137865,144.96084129249127,Private room,50,7,1,2017-01-15,0.38,1,37
+8392871,Colourful Brunswick Home - 3 bedroom!,2458709,Jacqui,,Moreland,-37.76522997450559,144.95678865977638,Entire home/apt,160,2,13,2016-06-05,0.71,1,297
+13108561,Room + home office in Brunswick,7886382,Jana,,Moreland,-37.77229873332073,144.96993198884832,Private room,46,3,0,,,1,0
+856573,Position Perfect - The Dome,913736,Danielle & Ruth,,Moreland,-37.765987639304456,144.9699585312973,Entire home/apt,204,3,13,2017-02-12,0.29,12,350
+10815596,Cheap and comfy double bed room,26236604,Stefania,,Moreland,-37.75633465799148,144.97144396066716,Private room,54,2,0,,,1,356
+17467492,Large kid-friendly home in Brunswick with garden,6730329,Adrian,,Moreland,-37.761726456213694,144.95902415100866,Entire home/apt,149,2,1,2017-03-24,1,1,33
+17225401,1 bedroom apartment- prime location from the CBD,50563590,Aminath,,Moreland,-37.779001362409616,144.97152237846208,Entire home/apt,149,1,1,2017-02-27,0.83,1,0
+9635882,Great Neighbourhood,42562580,Jakob,,Moreland,-37.777725956896994,144.97416621858792,Private room,45,1,1,2015-12-13,0.06,1,0
+17926129,3 Bedroom House in Brunswick West 5km from CBD,122916235,Monique,,Moreland,-37.768610359151324,144.94399639649973,Entire home/apt,180,1,0,,,1,201
+11405227,Spacious apartment in Brunswick,27128392,Joseph,,Moreland,-37.77231448058383,144.96138265549465,Entire home/apt,125,7,7,2017-03-16,1.24,1,277
+9242459,Room in Inner City Terrace House,48035100,Rebecca,,Moreland,-37.774390976033104,144.95625691182732,Private room,69,2,2,2016-12-18,0.12,1,364
+7637555,STUNNING 2BR HOUSE CLOSE TO CITY,12197796,Nicole,,Moreland,-37.7754152276829,144.9823669722455,Entire home/apt,400,14,4,2015-12-29,0.24,10,302
+9996744,Spacious room for 4,47351541,Mahin,,Moreland,-37.739408326684575,144.9699437348689,Private room,62,1,19,2017-02-18,1.26,1,365
+17533307,Spacious Light Filled Room in Brunswick,14251624,Nicola,,Moreland,-37.76380024873632,144.95796681766797,Private room,80,1,1,2017-03-19,1,2,69
+14059851,Cosy and bright room in a lovely neighbourhood,8545493,Catherine,,Moreland,-37.76625782616461,144.9797810663075,Private room,50,2,0,,,1,0
+14879044,Stylish 2-bedroom apartment - Brunswick East,1706585,May (& Eddie),,Moreland,-37.760432647002425,144.97543151630603,Entire home/apt,60,2,6,2016-11-18,0.88,1,302
+3213533,Artful and charming one bedroom. ,16278406,Kat,,Moreland,-37.765365158665055,144.96922976120246,Entire home/apt,79,1,2,2016-06-13,0.13,1,235
+8231973,Easy access between city & airport,42822679,Helen,,Moreland,-37.701866957415774,144.93219651335116,Private room,48,4,20,2017-03-28,1.17,4,364
+6078838,Charming Edwardian Brick Home,3961150,Lorraine,,Moreland,-37.75273423519086,144.9413998383443,Private room,50,1,55,2017-03-27,4.24,1,119
+17139482,Coburg Cottage,22387026,Derryn,,Moreland,-37.732267348819704,144.9799133496804,Entire home/apt,80,1,4,2017-03-24,4,1,31
+16261171,Single Rm Guest House Brunswick CR5,14765754,Valeria,,Moreland,-37.764513891713264,144.97069933749947,Private room,50,14,0,,,34,365
+9963186,Modern spacious family home,3809661,David,,Moreland,-37.76048206482343,144.94733562056078,Entire home/apt,100,2,3,2016-01-26,0.20,1,0
+15471179,Spacious house in trendy Brunswick,6550935,Robyn,,Moreland,-37.759885305500795,144.94841185095189,Entire home/apt,170,2,1,2017-03-07,0.47,1,94
+16811344,House close to everything! 2 cats. Smoking ok.,58963499,Julitha,,Moreland,-37.77521981615677,144.98303179325526,Entire home/apt,45,7,0,,,2,47
+7587801,bohemian brunswick sometimes rooms,6298473,Kim,,Moreland,-37.76198880972572,144.95236980380946,Private room,30,2,6,2016-05-22,0.30,1,0
+12388770,Sunny Brunswick Townhouse,382487,Mark & Boe,,Moreland,-37.75910354038402,144.9656372384322,Entire home/apt,105,3,1,2016-05-04,0.09,1,0
+7407410,Ideally located family home.,37213245,Melissa,,Moreland,-37.77020893682487,144.97737014626404,Entire home/apt,295,4,5,2017-01-29,0.32,1,38
+887782,Lovely room,4590285,Yvonne,,Whitehorse,-37.84842227822882,145.1534042851343,Private room,66,1,1,2016-07-21,0.12,3,360
+13302299,Nunawading short term stay,7342301,Ha,,Whitehorse,-37.8271523482657,145.17878466928627,Private room,35,1,0,,,1,0
+17334533,Queen room,117055703,Sheno,,Whitehorse,-37.83490350547833,145.17092066813063,Private room,60,1,0,,,1,365
+1984550,Comfy room for rent,10239249,K,,Whitehorse,-37.81697410494144,145.12678689943118,Shared room,153,1,0,,,1,0
+5320390,Donvale Townhouse for Rental,27565567,Pohchoon,,Whitehorse,-37.804033290019945,145.17553522463209,Entire home/apt,300,1,0,,,1,0
+14543969,Modern & Brand New 2 Bedrooms Unit,49234472,Virgondo,,Whitehorse,-37.82203927016459,145.12689413898653,Entire home/apt,135,2,18,2017-03-05,2.44,1,108
+6453680,B09. Box Hill Girls Room $17/night,14967250,Jo,,Whitehorse,-37.81136318332445,145.12404038181276,Shared room,25,6,5,2017-03-16,0.31,15,80
+3571764,Private Sunny Bedroom with Extras!!,15119166,Gina,,Whitehorse,-37.80422883196929,145.13168065841992,Private room,80,5,1,2015-06-21,0.05,1,365
+12255356,Hostel style room,9181943,Amy,,Whitehorse,-37.83177338477342,145.18929881499028,Private room,45,2,9,2017-03-30,1.07,1,356
+8356717,"Artist's retreat, among the trees...",19754957,Karen &,,Whitehorse,-37.83363899302899,145.1027307902732,Entire home/apt,72,2,45,2017-03-24,2.99,1,361
+14210575,Near new comfortable house in leafy blackburnsouth,80230589,Carol,,Whitehorse,-37.84194808500973,145.1518195548545,Entire home/apt,135,180,3,2017-01-27,0.44,2,214
+12255431,Surrey Hills City Retreat- Parking,63169753,Jennifer,,Whitehorse,-37.82513363419294,145.1003154896615,Entire home/apt,128,2,34,2017-04-01,2.87,1,168
+7809766,LORIKEET STUDIO APARTMENT,14391341,Kathie & Robert,,Whitehorse,-37.83779403805611,145.16064479704926,Entire home/apt,100,3,2,2016-02-16,0.11,5,360
+17499814,Your 3 beds Private house in Box Hill,116916299,Linda,,Whitehorse,-37.79818433091558,145.13779055821294,Entire home/apt,55,1,1,2017-03-16,1,1,353
+17913624,Rose St Apartment In Box Hill,97190949,Chun Jin,,Whitehorse,-37.82394024622549,145.12756958262108,Entire home/apt,128,1,0,,,3,180
+9964182,Cherrytree Homestay -Sunrise single,51021188,Sophia,,Whitehorse,-37.844740335832064,145.1305834775383,Private room,35,1,0,,,3,212
+15764225,Lovely 4BR house - great location in Box Hill,4060347,Aviel,,Whitehorse,-37.8397130393748,145.1178654194851,Private room,180,3,1,2016-12-03,0.25,1,32
+16255992,Granny flat,106295554,Graham,,Whitehorse,-37.85252026608468,145.13598870694221,Private room,75,3,0,,,1,0
+16682011,"Burwood house, near University, 大学旁边别墅单间",110207210,Harry &,,Whitehorse,-37.85429783835911,145.11193274532454,Private room,41,1,6,2017-03-28,3.40,8,355
+16977050,Poplar Sanctuary 108,48988833,Nick,,Whitehorse,-37.81461700954168,145.1171126440881,Entire home/apt,140,2,0,,,24,347
+14320156,Box Hill Big Family Short Stay 博士山旅館、大家庭,56139483,Yik Ming,,Whitehorse,-37.82080733033079,145.11380004527874,Entire home/apt,270,3,0,,,4,312
+11046182,sun set single,51021188,Sophia,,Whitehorse,-37.84447874485767,145.1293013331998,Private room,39,1,0,,,3,309
+17894916,Private room with easy access to public transport,122591344,Thompson,,Whitehorse,-37.8201355972481,145.13115817742826,Private room,50,1,0,,,1,57
+17829621,In the Centre of Box Hill,104031790,Frank,,Whitehorse,-37.82160186114458,145.1219129781919,Entire home/apt,100,2,0,,,1,159
+17015827,Poplar Sanctuary 301,48988833,Nick,,Whitehorse,-37.81370760010951,145.11515976357578,Entire home/apt,165,1,2,2017-03-16,1.62,24,170
+17769559,Twin ensuite suit deakin female,47831727,George,,Whitehorse,-37.842414952515554,145.10934103212114,Private room,38,1,0,,,2,364
+15246467,Brand new build 3 bedroom townhouse,65014670,Mary,,Whitehorse,-37.85098175157222,145.11405561737178,Entire home/apt,155,2,3,2016-12-29,0.54,1,281
+3380466,Box Hill North renovated with pool,17055356,Cathie,,Whitehorse,-37.798567332941275,145.13161835281258,Entire home/apt,250,14,1,2015-12-31,0.07,1,0
+16454895,宾至如归,独一无二,干净整洁, 一应俱全,107938095,Mingyao,,Whitehorse,-37.85066228444009,145.1229760393534,Private room,121,2,3,2017-03-18,1.34,1,365
+501242, B and B just 20 mins. to Melb.,2320153,Catherine,,Whitehorse,-37.820699825704146,145.14113605059484,Private room,87,1,28,2017-03-18,0.69,1,351
+16019726,Home away from Home,6400630,Chris,,Whitehorse,-37.8204313278596,145.13211204586676,Private room,48,3,6,2017-03-31,2.54,1,255
+4826731,New Renovated 3 Bedroom Family Home,24851798,Sam & Cindy,,Whitehorse,-37.84726908761192,145.12248354647477,Entire home/apt,135,4,10,2016-11-10,0.37,1,123
+13213477,Cozy bedroom near the train station,19014448,Nara,,Whitehorse,-37.817435193314445,145.19612369714147,Private room,50,1,2,2016-06-30,0.21,1,0
+4761426,Rose Hill Quiet Self Contained Studio Apt,24568221,Kerrie,,Whitehorse,-37.82655669205569,145.13041337841105,Entire home/apt,107,2,29,2017-03-25,1.39,2,302
+12916361,Cute renovated 2 bedroom in Box Hill Nth,54710794,Lucy,,Whitehorse,-37.81082903477809,145.14087373529014,Entire home/apt,145,4,6,2017-03-20,0.73,1,336
+5447603,B17. Boys room $17/night,14967250,Jo,,Whitehorse,-37.81117645487063,145.12518251932067,Shared room,25,3,9,2017-02-24,0.35,15,81
+11446403,Pink cozy room,57358286,Sue,,Whitehorse,-37.86130455890104,145.19035233323265,Private room,58,1,0,,,2,193
+17115269,Oasis in a leafy eastern suburb,9910719,Sophia,,Whitehorse,-37.84923379187249,145.18479609298157,Private room,56,1,0,,,1,124
+11775878,Blackburn - Nunawading Motel,51712409,Anna,,Whitehorse,-37.818830304593234,145.16276024496176,Private room,80,1,0,,,1,365
+15542656,"Stylish, Stunning, Spacious Home",4121237,Celeste,,Whitehorse,-37.806997416946096,145.11274669613545,Entire home/apt,281,5,3,2017-03-13,1.02,1,337
+18031036,Large & Bright private room- walk to Deakin,58945265,Olivia,,Whitehorse,-37.8435022294804,145.10169820655636,Private room,85,2,0,,,1,90
+17015238,Poplar Sanctuary 309,48988833,Nick,,Whitehorse,-37.81554933526606,145.11696632107027,Entire home/apt,165,1,1,2017-02-25,0.79,24,195
+8427804,A basic housekeeping in Box Hill,44380440,Tingting,,Whitehorse,-37.815956214908326,145.1280398814695,Private room,80,3,1,2016-11-27,0.23,3,365
+17111336,"Lovely Comfortable Private Cottage, Box Hill North",85599536,Shauna,,Whitehorse,-37.80654811998226,145.12306820193916,Entire home/apt,100,2,2,2017-03-18,1.87,1,362
+11051531,high quality cozy kids freindly,57358286,Sue,,Whitehorse,-37.861380358873824,145.18912898132706,Private room,58,1,4,2017-02-16,0.32,2,165
+9869665,Beautiful Edwardian family home.,50794158,Liza,,Whitehorse,-37.814887493762996,145.16009529737212,Entire home/apt,135,6,3,2016-06-20,0.25,1,0
+15378962,A touch of country in suburb 墨尔本银栗民宿,98297818,Patrick,,Whitehorse,-37.83569597112653,145.11072520504425,Entire home/apt,90,1,32,2017-03-29,5.65,1,318
+9476481,Friendly Suburban Accommodation,24182303,Daniel,,Whitehorse,-37.84407928833771,145.10846165073298,Private room,50,7,1,2016-02-15,0.07,1,358
+8194159,TREEVIEW SUITE at CHANLEIGH,14391341,Kathie & Robert,,Whitehorse,-37.8376553030234,145.1620957329724,Entire home/apt,110,3,2,2017-02-25,0.74,5,364
+11932320,A magnificent touch of Tuscany,23966061,Yi,,Whitehorse,-37.809210350748145,145.1077031607059,Entire home/apt,700,2,0,,,1,0
+17446976,花园中的房子尽享城中花园别墅的便捷与宁静,115268285,Jinshan,,Whitehorse,-37.84234917325888,145.1150191406027,Entire home/apt,201,1,0,,,1,179
+9615436,"Great value, modern, close to train",49743989,Melissa,,Whitehorse,-37.825689512331444,145.17622224948653,Private room,66,2,13,2017-03-05,0.79,2,365
+7125070,"Tranquil Retreat, Completely Private. Bus outside.",24568221,Kerrie,,Whitehorse,-37.82525989189144,145.12927486294814,Private room,90,2,6,2017-02-09,0.63,2,161
+1881121,"Super modern & clean with bathrm, new bed & desk!",9793381,Ahilen,,Whitehorse,-37.80724450775672,145.17390711623258,Private room,48,1,4,2017-01-08,0.65,1,344
+9925673,Cherrytree Homestay - East double,51021188,Sophia,,Whitehorse,-37.843257452628755,145.12949541315126,Private room,55,1,4,2017-02-23,0.26,3,0
+9739175,"Beautiful house, Nice location",50095546,Ava,,Whitehorse,-37.812873551928895,145.12325337490464,Private room,75,1,4,2017-02-24,1.03,1,181
+12435352,墨尔本东南区独立house出租,14169419,Ric,,Whitehorse,-37.84309049570954,145.1115970272813,Private room,195,3,0,,,2,364
+15186450,Great place near Deakin University,96130172,Siddharth,,Whitehorse,-37.85105967937734,145.13400792148886,Private room,45,1,0,,,1,352
+506491,"Relax! Private, Stylish Loft & Spa!",2496901,Maureen,,Whitehorse,-37.84329766513832,145.13554998285863,Private room,79,2,65,2017-03-17,1.18,1,319
+16988883,Sharing room near to Deakin Uni Burwood East,68022008,Sesh,,Whitehorse,-37.85193010591638,145.14215426122848,Shared room,30,14,0,,,1,364
+16759932,Cosy light-filled and clean in garden suburb,13991823,Bill,,Whitehorse,-37.82569246220568,145.10504252666766,Private room,35,2,6,2017-03-23,2.25,1,21
+13644500,Spacious 3 Bedroom House in Leafy Mont Albert,25373273,Claire,,Whitehorse,-37.81218864829267,145.1056732287995,Entire home/apt,170,5,10,2017-01-29,1.17,1,253
+13155671,Bedroom at a brand new house,70712474,Nadee,,Whitehorse,-37.81337118825258,145.19168106882358,Private room,149,1,0,,,1,88
+14365463,靠近火车站 生活出行极为便利,87891243,Juan,,Whitehorse,-37.82626737316234,145.15170913814669,Private room,75,1,2,2017-03-24,0.32,1,364
+12923728,Convenience and low cost are the key words,61455951,Hans,,Whitehorse,-37.82124469661721,145.10441342083374,Shared room,38,1,0,,,8,90
+13942283,Clean room in a leafy area.,78388391,Amin,,Whitehorse,-37.828000536621005,145.20355460870826,Private room,80,1,0,,,1,365
+17284680,别墅,大床房,每间有窗,10分钟步行博士山中心,免费停车和网,99094017,Hason,,Whitehorse,-37.83410223350111,145.122727500237,Private room,77,1,0,,,2,313
+12923920,Affordable place at convenient location,61455951,Hans,,Whitehorse,-37.81977741528764,145.10523858340878,Shared room,29,1,5,2017-01-30,0.82,8,181
+7061101,Nice place to stay,21900227,Lily,,Whitehorse,-37.84868487568234,145.17416973768675,Private room,45,2,2,2016-04-14,0.15,2,59
+12924038,A place that train and shops are next door,61455951,Hans,,Whitehorse,-37.81948882202274,145.10612080622312,Shared room,29,1,4,2017-03-11,0.54,8,180
+13317328,Dinky Days on Birdwood,70593820,Jialin,,Whitehorse,-37.832209689208064,145.12740053008145,Private room,50,1,9,2017-03-09,0.99,1,365
+12924110,Shops and metro train are within 50-meter distance,61455951,Hans,,Whitehorse,-37.82101433402297,145.10647078447468,Shared room,29,1,12,2017-03-13,1.37,8,181
+9614642,Easy Modern Living & Commuting,49743989,Melissa,,Whitehorse,-37.82548219381956,145.17593362707083,Entire home/apt,180,4,4,2016-12-31,0.26,2,0
+15102862,Standard and Executive Suites,95641308,Nick,,Whitehorse,-37.81770324083347,145.1136852693068,Private room,149,1,0,,,2,174
+15076600,Private and cozy double\single bedroom!,95381053,Lucrezia,,Whitehorse,-37.80795786754592,145.18621849912168,Private room,39,1,5,2017-01-03,0.78,1,180
+14342273,Poplar Sanctuary G03 (1B),48988833,Nick,,Whitehorse,-37.814144034170155,145.11724760194966,Entire home/apt,135,1,2,2016-10-07,0.27,24,162
+15873675,Cozy Spacious Californian Bungalow Box Hill,25181486,Cissy,,Whitehorse,-37.82271808180507,145.122718188693,Entire home/apt,128,2,15,2017-03-23,4.59,2,199
+16446406,"Quiet/Clean/Cosy with
+Ensuites",107868597,Karen,,Whitehorse,-37.81213136915449,145.20161009617817,Entire home/apt,160,2,1,2017-01-08,0.35,2,181
+11089601,Suet,57583274,Suet,,Whitehorse,-37.802431752888616,145.12876309857228,Entire home/apt,85,3,0,,,1,91
+16004827,Extravagant NEW location in Glen Waverley,104048038,Andy,,Whitehorse,-37.85951439688038,145.15202265940192,Entire home/apt,284,1,4,2017-03-22,2.86,1,293
+15941879,Comfortable room close to Yarra Valley,103477732,Kwan,,Whitehorse,-37.834858843479026,145.19234968041084,Private room,50,1,0,,,1,0
+17285368,Good place to spend few days,107807838,Vasu,,Whitehorse,-37.8185800425684,145.11057591806946,Private room,201,1,0,,,1,365
+8438649,5mins walk to Box Hill Central !,30709288,Joey,,Whitehorse,-37.81557419864803,145.1262226052489,Private room,100,1,0,,,1,365
+4211072,Treetops - Rose Room,21704224,Sue,,Whitehorse,-37.825105272411584,145.1463069177685,Private room,100,2,0,,,2,364
+17482982,"Apartment in Box HIll, only one bedroom for lease.",118447632,QiFeng,,Whitehorse,-37.82320933406513,145.12890909301822,Private room,31,1,7,2017-03-31,7,1,200
+1098759,Glenmore Homestyle Accommodation,1771763,Katie,,Whitehorse,-37.839782785656624,145.1773980821118,Entire home/apt,90,2,60,2017-03-18,1.31,1,277
+8380498,B16. Boys room $17/night,14967250,Jo,,Whitehorse,-37.812859291665156,145.1251705099794,Shared room,25,3,9,2017-01-10,0.51,15,74
+12895881,"Cosy bed, 50 meters to train station and shops会讲中文",61455951,Hans,,Whitehorse,-37.81951161391225,145.10619227657364,Private room,59,1,13,2017-03-12,1.29,8,180
+17548949,Private room in a lovely Mont Albert home,12958772,Jeremy,,Whitehorse,-37.80838091131807,145.10510315316733,Private room,75,1,0,,,1,180
+12798129,"Forest Hill, Double-bed & Bathroom",19713888,Luke,,Whitehorse,-37.834053197399356,145.17754083966526,Private room,56,1,7,2017-03-25,0.74,1,155
+15648596,The Cedar House - Super Convenient & Spacious,46326008,Nicole,,Whitehorse,-37.85260042736044,145.14616016209794,Entire home/apt,258,2,8,2017-03-12,1.90,1,295
+17385348,Exquisite house you expect,104059717,Cookie,,Whitehorse,-37.834572234802884,145.1517949593278,Private room,30,1,1,2017-03-27,1,1,80
+17451442,2 Bdr Apartment in Central Blackburn,13359222,Jozef,,Whitehorse,-37.818266517029905,145.14773742512614,Entire home/apt,115,2,0,,,3,312
+870879,LOVELY ROOM,4590285,Yvonne,,Whitehorse,-37.84847749815432,145.15333929000653,Private room,64,1,0,,,3,365
+4432382,舒适的独立屋,23011158,Zq,,Whitehorse,-37.85862972416848,145.14614365508174,Private room,121,1,0,,,1,365
+1001739,"Private room 1, Box Hill, Melbourne",5509449,Richard,,Whitehorse,-37.80502382414241,145.13164277248387,Private room,45,3,44,2017-03-28,1.04,2,354
+16697683,Beautiful scenes. Relaxed life style.,47450856,Wesley,,Whitehorse,-37.829078281747755,145.2044860803572,Entire home/apt,100,2,4,2017-03-19,1.71,1,65
+11095179,"私家庄园式酒店,距Glen Waverley商业中心约2公里",57454071,Scott,,Whitehorse,-37.86072069817546,145.17128387194853,Private room,281,1,0,,,5,365
+11095340,"私家庄园式酒店,距Glen Waverley商业中心约2公里",57454071,Scott,,Whitehorse,-37.861624831298506,145.17049647392813,Private room,380,1,0,,,5,365
+1046449,"Private Room 2 in Box Hill, Melbourne",5509449,Richard,,Whitehorse,-37.806513648370064,145.13025348238938,Private room,45,3,44,2017-03-26,1.04,2,337
+15847743,Charming Victoria in the massion,64703718,Lisa,,Whitehorse,-37.85913828749002,145.18348905072494,Private room,80,1,1,2017-02-23,0.75,2,365
+15453874,Australian Home Away at Box Hill 32,43050141,Brett,,Whitehorse,-37.82823285533721,145.12192653053404,Entire home/apt,149,2,1,2017-01-27,0.45,17,1
+6999751,Full furniture and freedom,36338787,Fuhai,,Whitehorse,-37.80580695252191,145.15716739666334,Private room,39,1,21,2017-03-04,1.09,1,365
+8834795,ALEXANDRA SUITE at CHANLEIGH,14391341,Kathie & Robert,,Whitehorse,-37.83650883721248,145.16187746566703,Entire home/apt,110,4,3,2016-12-30,0.21,5,364
+15847211,Ideal holiday house,64703718,Lisa,,Whitehorse,-37.85337685850468,145.17950456627855,Entire home/apt,350,1,2,2017-02-01,0.42,2,365
+16273218,2Bdr Apartment in Blackburn in great location,13359222,Jozef,,Whitehorse,-37.819126441032765,145.14844525882543,Entire home/apt,121,3,3,2017-03-31,1.48,3,247
+16732130,DBed Room 2 In Burwood Near Deakin,97190949,Chun Jin,,Whitehorse,-37.854967910117026,145.12291013350506,Private room,50,2,4,2017-03-09,1.52,3,303
+15945768,New Opening 4 Star Apartments Hotel,95641308,Nick,,Whitehorse,-37.81606062084065,145.11209618481269,Entire home/apt,159,1,3,2017-02-19,0.94,2,364
+7295055,Modern Renovated place to call HOME,38209260,Simone,,Whitehorse,-37.83843334676666,145.2082482923607,Entire home/apt,149,5,2,2016-09-09,0.25,1,56
+86422,2 Bright Rooms own Bathrm nr train,473732,Angela,,Whitehorse,-37.82522430863758,145.19781257949896,Private room,94,1,49,2017-03-25,0.67,1,365
+4804815,Room with a garden view Superhosts,24753200,Rosemary & Murray,,Whitehorse,-37.826309297385954,145.14323820481548,Private room,75,2,52,2017-03-31,1.94,1,331
+2608517,Lithgow Avenue Villa Unit,13359222,Jozef,,Whitehorse,-37.81922601299487,145.14730913836812,Entire home/apt,121,3,3,2017-03-14,0.86,3,283
+16666010,Cozy Vintage Box Hill Home 5BR/2BA,3589243,Cherie,,Whitehorse,-37.827978851950604,145.11773609372898,Entire home/apt,125,3,4,2017-03-24,2.18,1,137
+4137549,Gorgeous 4 bedroom family home,15842581,Corie,,Whitehorse,-37.833176100946034,145.10526914541404,Entire home/apt,260,3,7,2017-01-05,0.26,1,12
+14904409,"Your own private house, safe in my rear yard.",69733392,Konrad,,Whitehorse,-37.835315040542916,145.11831482830905,Private room,38,1,11,2017-03-28,2.06,1,309
+17519402,2mins walk to Sta/Central! 博士山家庭旅馆,2分钟徒步~中心/车站!,44054967,Yun Min,,Whitehorse,-37.820292674441305,145.1174318837032,Entire home/apt,281,2,1,2017-03-15,1,2,151
+4053773,"Your cheerful, private sanctuary for 2 or 3 guests",14461787,Ursula,,Whitehorse,-37.85597823925711,145.1380034731319,Entire home/apt,83,3,28,2017-02-20,0.94,2,77
+14342965,Poplar Sanctuary G05 (2B),48988833,Nick,,Whitehorse,-37.815222800573856,145.11565615463172,Entire home/apt,170,3,1,2017-01-22,0.42,24,330
+10840329,Box Hill Short Stay 博士山旅館,56139483,Yik Ming,,Whitehorse,-37.82198239245353,145.11392055930344,Private room,75,3,19,2017-03-26,1.37,4,338
+10839769,Box Hill Short Term Stay 博士山旅館,56139483,Yik Ming,,Whitehorse,-37.82203119908176,145.11549215900644,Private room,75,3,18,2017-03-11,1.30,4,321
+14343040,Poplar Sanctuary 101 (2B),48988833,Nick,,Whitehorse,-37.815788283741874,145.11709495244452,Entire home/apt,165,1,3,2017-03-17,0.48,24,175
+12345871,"Charming, private studio sanctuary for 1 or 2",14461787,Ursula,,Whitehorse,-37.85609810075145,145.13782976074089,Entire home/apt,73,3,12,2017-03-27,1.30,2,77
+14343087,Poplar Sanctuary 103 (2B),48988833,Nick,,Whitehorse,-37.813926601973066,145.11605201571732,Entire home/apt,145,1,14,2017-03-18,1.90,24,181
+17015015,Poplar Sanctuary 501,48988833,Nick,,Whitehorse,-37.81548626852644,145.11562120861046,Entire home/apt,165,1,3,2017-03-02,2.00,24,195
+10840505,Box Hill Family Short Stay,56139483,Yik Ming,,Whitehorse,-37.820909791052344,145.11420625884665,Private room,90,2,18,2017-03-12,1.37,4,304
+11661579,Comfy and Affordable,50022038,Sean,,Whitehorse,-37.82777645970091,145.19561183105063,Private room,35,1,5,2017-03-26,0.39,1,346
+17335623,2 room suite with garden view.,88849799,Wangqin,,Whitehorse,-37.81323961647237,145.2108596507503,Private room,48,1,5,2017-03-25,5,2,78
+14346804,Poplar Sanctuary 303 (2B),48988833,Nick,,Whitehorse,-37.815449625305384,145.11678428666104,Entire home/apt,145,1,8,2017-03-18,1.21,24,179
+15133420,处在喧嚣中的简便住宅,44380440,Tingting,,Whitehorse,-37.81620138241969,145.1275619133303,Private room,80,3,0,,,3,348
+9597342,Rooms for short rent during holiday,45177464,Jeff,,Whitehorse,-37.856790029210714,145.19445137965351,Private room,50,1,0,,,1,365
+7891877,"Cathedral style home, near tram",27342006,Mony,,Whitehorse,-37.84771306081452,145.18188915345834,Private room,45,2,3,2016-10-22,0.18,1,176
+10343845,BoxHill华人区,独立房间,Queen size bed!,53235987,Jia,,Whitehorse,-37.80209809318067,145.1262391775711,Private room,121,1,0,,,1,365
+8547521,cheap and near the deakin uni,31488800,Lei,,Whitehorse,-37.847830372769444,145.12440472453343,Private room,60,1,3,2016-10-07,0.17,2,359
+2813107,HENDERS CORNER at CHANLEIGH,14391341,Kathie & Robert,,Whitehorse,-37.83749303347062,145.1617193404741,Entire home/apt,125,3,12,2017-02-14,0.76,5,323
+14346047,Poplar Sanctuary 208 (2B),48988833,Nick,,Whitehorse,-37.81456685122659,145.1171547869953,Entire home/apt,149,1,8,2017-02-28,1.09,24,191
+13199266,Private bathroom near Deakin uni,31488800,Lei,,Whitehorse,-37.849313418182454,145.12429898369223,Private room,60,1,9,2017-02-17,1.18,2,298
+14346186,Poplar Sanctuary 302 (2B),48988833,Nick,,Whitehorse,-37.81519247125649,145.1173921536241,Entire home/apt,145,1,7,2017-02-21,1.21,24,229
+15137658,Gorgeous 3.5 bedroom home in Surrey Hills,29510008,Sarah,,Whitehorse,-37.82698689142162,145.10211332305448,Entire home/apt,240,2,7,2017-03-14,1.53,1,360
+18014427,Cosy double in leafy Mitcham,88849799,Wangqin,,Whitehorse,-37.81281743545448,145.21037160748838,Private room,38,3,0,,,2,81
+17006318,Blackburn room for airbnb,112191378,Esther,,Whitehorse,-37.81424309410048,145.1502675654025,Private room,50,2,0,,,1,365
+11333505,Secluded Refurbished Bungalow,33266776,Paul,,Whitehorse,-37.82772712954059,145.10557010602508,Entire home/apt,90,2,9,2017-03-25,0.72,1,255
+14346847,Poplar Sanctuary 306 (2B),48988833,Nick,,Whitehorse,-37.81432139000907,145.1172947598372,Entire home/apt,145,1,11,2017-02-22,1.57,24,191
+8154210,Canterbury Gardens 2 Bedroom,43050141,Brett,,Whitehorse,-37.82981770710381,145.12388959452466,Entire home/apt,160,4,4,2016-12-14,0.24,17,92
+11173245,生日派对,结婚纪念,订婚酒会,婚礼仪式,婚纱摄影,朋友重逢,私密约会,57454071,Scott,,Whitehorse,-37.86195818263866,145.17226158498386,Shared room,551,1,0,,,5,365
+15039922,Queen bed private room in Box Hill,21784296,Linda,,Whitehorse,-37.81403416900701,145.11722234167271,Private room,54,1,13,2017-03-29,2.14,1,21
+1535591,Bienvenidos a Melbourne!,5994522,Aidan,,Whitehorse,-37.84784757302261,145.1006378124494,Private room,50,2,0,,,1,363
+12873458,Nice room 50 meters to train station and shops会讲中文,61455951,Hans,,Whitehorse,-37.818997573568076,145.10611718878556,Private room,59,1,9,2017-03-12,0.88,8,180
+10977028,Charming Californian bungalow i,56952649,Lisa,,Whitehorse,-37.815116003856765,145.1913276963036,Private room,55,1,19,2017-03-17,2.71,1,302
+11534191,BHG Box Hill Getaway Exotic style,25815514,David,,Whitehorse,-37.82274277813791,145.1145804822888,Private room,281,1,0,,,1,365
+12251071,Box hill 新房公寓,让您拥有家的感觉,是商务、家庭的最好选择,65871177,Huiqing,,Whitehorse,-37.8133268133734,145.12262890798388,Entire home/apt,100,2,19,2017-03-25,1.98,1,344
+17794067,Comfortable Private Room,22633127,Crystal,,Whitehorse,-37.833113762555676,145.14397768761398,Private room,60,1,0,,,1,350
+12910225,near boxhill& doncaster beautiful private room,19776914,浩琳,,Whitehorse,-37.80012407554033,145.11007489942813,Private room,1309,365,0,,,1,362
+9238396,Lovely period room with Queen bed,47759751,Bronwyn,,Whitehorse,-37.81464069724382,145.12743676226876,Private room,50,3,0,,,1,0
+12941341,Elm tree escape,50383698,Nina,,Whitehorse,-37.82995896299421,145.19839216257867,Private room,50,7,1,2016-08-12,0.13,1,364
+11630720,Tram Golf Tennis & Bush Walking,19493707,Simon,,Whitehorse,-37.840437170338966,145.11112120830813,Private room,72,1,0,,,1,363
+11991220,Avryl Zangalis,64104770,Avryl,,Whitehorse,-37.82803321419877,145.11074993546512,Private room,100,1,0,,,1,365
+17721662,Fully Equipped 2BR Apartment near Box Hill,70434581,Quest,,Whitehorse,-37.816471133905,145.10649401043074,Private room,199,1,0,,,2,353
+7928129,blackburn station旁极具现代感的公寓单间出租,36841242,Yuchen,,Whitehorse,-37.81830523051417,145.15050203385968,Private room,50,1,0,,,1,0
+14346888,Poplar Sanctuary 502 (2B),48988833,Nick,,Whitehorse,-37.81577223555593,145.11749134772256,Entire home/apt,165,1,9,2017-02-10,1.46,24,174
+11268087,"Comfortable, convenient location",21463278,Jin,,Whitehorse,-37.83919907270364,145.195293622129,Private room,41,1,3,2016-10-02,0.24,1,358
+16152175,Perfect Location In Box Hill Centro,16451758,Lynn,,Whitehorse,-37.8215934865884,145.11411075927873,Entire home/apt,159,1,10,2017-03-25,2.88,1,29
+16479787,Ensuite Bedroom in shared house,107868597,Karen,,Whitehorse,-37.81215348769546,145.20007329953083,Private room,90,2,0,,,2,357
+11367607,Private bedroom with ensuite,1552222,Steve,,Whitehorse,-37.85087735286475,145.19514361790948,Private room,48,2,14,2017-03-29,1.06,2,347
+11104559,"Stunning room, great location",34813498,Shelley,,Whitehorse,-37.833844771851325,145.11287541342497,Private room,80,1,1,2016-02-14,0.07,1,117
+5562587,Nice place called home,21900227,Lily,,Whitehorse,-37.85039719950978,145.17479857808695,Private room,45,2,5,2017-02-21,0.24,2,82
+6975778,Fantastic 3 Bedroom Holiday House,36579584,David,,Whitehorse,-37.805391886544385,145.11304990401052,Entire home/apt,149,3,1,2015-08-23,0.05,1,305
+13985589,near new clean house,80230589,Carol,,Whitehorse,-37.842293744733816,145.14899979474256,Entire home/apt,135,180,8,2017-01-23,1.03,2,214
+17884831,Spacious room in Central Box Hill location,22100204,Matthew,,Whitehorse,-37.812572926649324,145.12041138296632,Private room,60,1,1,2017-04-02,1,3,65
+17720711,Nice stay in Forest Hill,116754292,Emma,,Whitehorse,-37.83671783788712,145.17978345332318,Private room,55,2,1,2017-03-18,1,1,98
+10347311,Cozy Room In Great Location,53255451,Lynne,,Whitehorse,-37.82474615041258,145.12493604001673,Private room,37,1,5,2016-08-20,0.33,1,0
+16606798,Cozy and Friendly House,56433056,Lydie,,Whitehorse,-37.803429824669735,145.12520043107375,Private room,48,1,7,2017-03-31,2.53,1,166
+10707369,Sorry Not available (没有空房),50512046,雯,,Whitehorse,-37.80766098269296,145.1245041664484,Entire home/apt,79,1,1,2016-02-21,0.07,1,214
+14509202,Cosy & Bright Room in the Suburbs,89642595,Sara And Lincoln,,Whitehorse,-37.848343646379924,145.10163098579974,Private room,37,2,11,2017-03-10,1.49,1,87
+14343114,Poplar Sanctuary 105 (2B),48988833,Nick,,Whitehorse,-37.81386258933677,145.11750564328892,Entire home/apt,145,1,15,2017-03-06,2.73,24,182
+14343064,Poplar Sanctuary 102 (2B),48988833,Nick,,Whitehorse,-37.815162319308634,145.11512066346504,Entire home/apt,165,1,10,2017-02-18,1.60,24,195
+10771299,A Beautiful 3-Bed-Room house,1552222,Steve,,Whitehorse,-37.850234178142586,145.19524490681724,Entire home/apt,166,3,3,2017-01-22,0.22,2,0
+17521488,DBed Room 1 in Burwood near Deakin,97190949,Chun Jin,,Whitehorse,-37.85174605592796,145.12323591610877,Private room,50,1,0,,,3,105
+16177027,Loft apartment in Burwood - walk to Deakin Uni,50179164,Tim And Rose,,Whitehorse,-37.849713836927265,145.0963621222272,Entire home/apt,68,2,16,2017-03-30,4.36,1,66
+1333069,Forest Hill - Comfortable room,7230448,Donna,,Whitehorse,-37.83930993275867,145.17783052876777,Private room,39,1,2,2014-10-26,0.05,1,365
+14341943,Poplar Sanctuary G02 (1B),48988833,Nick,,Whitehorse,-37.81594362274862,145.11592322817677,Entire home/apt,110,1,10,2017-02-23,1.36,24,157
+17227297,别墅,家庭大房,每间有窗,10分钟步行博士山中心,免费停车和网,99094017,Hason,,Whitehorse,-37.83459191890779,145.12126399193218,Private room,90,1,0,,,2,181
+16604696,Private room in shared apartment,60557091,Christabelle,,Whitehorse,-37.82570322144959,145.11238896396912,Private room,46,1,7,2017-02-13,2.80,1,30
+12472203,Renovated studio with full privacy!,60165584,Parveen,,Whitehorse,-37.849311836566166,145.20140887182944,Private room,42,2,4,2016-12-22,0.39,1,252
+14343178,Poplar Sanctuary 203 (2B),48988833,Nick,,Whitehorse,-37.81548414932847,145.11725782447095,Entire home/apt,145,1,8,2017-01-25,1.25,24,170
+14343155,Poplar Sanctuary 202 (2B),48988833,Nick,,Whitehorse,-37.81390318297208,145.1171885929235,Entire home/apt,145,1,2,2016-12-19,0.44,24,199
+2952075,Private Room with Ensuite,8661196,Susanne,,Whitehorse,-37.837306289860045,145.1769800173028,Private room,69,1,10,2017-03-15,0.51,1,351
+8246232,B19. Box Hill Twin Room,14967250,Jo,,Whitehorse,-37.815653613670385,145.12508637944416,Shared room,24,7,1,2015-10-10,0.06,15,88
+4674424,Super Location house for Family 8,6832408,Shirley,,Whitehorse,-37.81140399348968,145.11549219254147,Entire home/apt,153,5,16,2017-02-14,0.98,2,318
+17912703,Private room in Central Box Hill location,22100204,Matthew,,Whitehorse,-37.8128838724984,145.1209318493599,Private room,43,1,0,,,3,61
+14342554,Poplar Sanctuary 304 (1B),48988833,Nick,,Whitehorse,-37.815556354942935,145.11581514263534,Entire home/apt,105,1,7,2017-01-29,1.09,24,169
+14342517,Poplar Sanctuary 204 (1B),48988833,Nick,,Whitehorse,-37.813835828388974,145.1157136448515,Entire home/apt,105,1,17,2017-02-28,2.25,24,190
+10343894,Private room Double Bed in Box Hill,7816591,Adam,,Whitehorse,-37.82472987596452,145.13242872792108,Private room,60,1,18,2017-03-26,1.22,1,365
+17913277,Single Room in Central Box Hill location,22100204,Matthew,,Whitehorse,-37.81380309648111,145.12267633386392,Private room,37,1,0,,,3,66
+4183440,Treetops - Alice Room,21704224,Sue,,Whitehorse,-37.825921742477114,145.146356097045,Private room,100,1,0,,,2,364
+11150157,A Classic Weatherboard Home,57974749,Eleanor,,Whitehorse,-37.852668344662185,145.1365180979367,Entire home/apt,495,2,0,,,1,0
+11095085,"私家庄园式酒店,距Glen Waverley商业中心约2公里",57454071,Scott,,Whitehorse,-37.86225527257809,145.17208479771074,Private room,240,1,0,,,5,365
+16370669,Cosy Melbourne suburban unit,106842262,Tong,,Whitehorse,-37.837610376093735,145.17939885890684,Entire home/apt,100,1,2,2017-03-08,1.20,1,124
+15724737,Comfort Sunny Bedroom - 5 mins to Box Hill Station,101595566,Yi,,Whitehorse,-37.82109734984416,145.12526435011046,Private room,75,1,1,2016-11-07,0.20,1,0
+15977145,Luxury holiday house in Central Melbourne,96129286,Alan,,Whitehorse,-37.80815695671222,145.14239997472848,Entire home/apt,199,2,15,2017-03-31,4.25,1,164
+870859,Lovely Room,4590285,Yvonne,,Whitehorse,-37.847670979946734,145.1517060546458,Private room,66,1,0,,,3,365
+8178754,Beautiful Classic Ornate Home 2mins walk to train,5872312,Karen,,Whitehorse,-37.82305805919554,145.14837840440077,Entire home/apt,160,2,1,2016-07-23,0.12,1,0
+13516992,Newly renovated 1 bedroom studio,14521914,Miriam & Kevin,,Whitehorse,-37.832571414895355,145.16335924280645,Entire home/apt,121,2,2,2016-08-15,0.24,1,276
+16494262,Borwood modern private room,10609390,Cindy,,Whitehorse,-37.849671175662316,145.13185651669247,Private room,60,3,0,,,2,0
+11054285,Single bedroom for 1 with wardrobe,46059828,Jean,,Whitehorse,-37.82739614802588,145.11053396232225,Private room,50,1,5,2017-03-26,0.89,2,365
+7809626,HENDERS VIEW at CHANLEIGH,14391341,Kathie & Robert,,Whitehorse,-37.8372488264152,145.16050441396257,Entire home/apt,121,3,2,2017-01-23,0.43,5,358
+13084061,"Peaceful, quiet house & garden close to transport",72600214,Linda,,Whitehorse,-37.824405012045666,145.14690704613983,Entire home/apt,85,2,17,2017-03-27,4.21,1,76
+13051209,bright house close to supermarket,58533871,Mike,,Whitehorse,-37.850004274808256,145.14848886916758,Shared room,72,1,0,,,1,361
+11084748,"私家庄园式酒店,距Glen Waverley商业中心约2公里",57454071,Scott,,Whitehorse,-37.860103480165485,145.17068642106364,Private room,190,1,0,,,5,365
+7284817,"Twin beds, secure, close to transport and cafes.",3992842,Trish,,Whitehorse,-37.83547219233567,145.20311234294402,Private room,45,2,7,2016-12-23,1.02,1,365
+12134148,Light & Bright 3 Bdrm Unit,63948955,Kaylene,,Whitehorse,-37.822235850352826,145.1929559294883,Entire home/apt,85,2,0,,,1,0
+17769326,Cozy Rm super close to Deakin Uni,47831727,George,,Whitehorse,-37.8416015065727,145.10934442593415,Private room,28,1,1,2017-03-24,1,2,345
+13083419,Fully Equipped 1BR Apartment near Box Hill,70434581,Quest,,Whitehorse,-37.81481533672544,145.10846631832624,Private room,149,1,3,2017-03-02,0.31,2,360
+12394853,Melbourne warm and clean unit,64881220,Molly,,Whitehorse,-37.839749684806854,145.1569128316625,Entire home/apt,89,4,7,2017-03-25,0.64,1,82
+15994691,Affordable Lodging near Box Hill station,103954239,William,,Whitehorse,-37.81991521843191,145.11985324200484,Private room,48,2,5,2017-03-17,1.18,1,70
+9084656,brandnew queen bedroom in burwood,47227619,Linda,,Whitehorse,-37.85355321929852,145.12849349962443,Private room,60,1,10,2017-03-11,0.60,1,65
+10197681,"一房一厅全独用, 两张双人床,带厨卫/电视/电话和网络, 交通方便, 安静街区",52383400,Lucy,,Whitehorse,-37.83672778321906,145.11344186000815,Private room,69,1,13,2017-03-25,0.89,1,361
+16849557,Spacious Private Bedroom in Burwood with Parking,112207904,Eugene,,Whitehorse,-37.855907249892475,145.12669729775354,Private room,45,1,8,2017-03-27,3.48,2,356
+11343570,Awesome room in Box Hill,24347000,Lauren,,Whitehorse,-37.81613354980363,145.1247735852969,Private room,110,1,0,,,1,365
+17767642,2mins walk to Central! 2分钟徒步达中心!,44054967,Yun Min,,Whitehorse,-37.81961551802037,145.1172692728336,Entire home/apt,180,2,0,,,2,12
+2462945,Private and Cosy Backyard Studio,12513294,Kate,,Whitehorse,-37.814413840940496,145.14384959568937,Private room,80,1,49,2017-02-28,1.49,1,346
+5775297,B02. Private Double Bed Room,14967250,Jo,,Whitehorse,-37.81512972258777,145.1254075809683,Private room,35,7,5,2017-03-17,0.21,15,63
+13189112,Two new rooms near Box Hill,68202976,Ivy,,Whitehorse,-37.843553970122784,145.1844529674406,Private room,79,2,0,,,1,147
+14360476,Mid Century Modern Unit in Box Hill North,10202854,Adam,,Whitehorse,-37.8083419761825,145.1270067180832,Private room,50,2,8,2017-03-20,1.06,1,56
+17078240,1 story modern town house with plenty of space,43720482,Janet,,Whitehorse,-37.84342863787387,145.1065156970979,Private room,35,5,1,2017-02-28,0.86,4,63
+12523688,Garden Studio - Burwood,67840556,Elizabeth,,Whitehorse,-37.852327430127076,145.09772228673827,Private room,85,1,12,2017-03-08,1.33,1,335
+16291264,1 BEDROOM APARTMENT IN THE HEART OF BOX HILL,3916277,Alvin,,Whitehorse,-37.8220971903621,145.12674586217545,Entire home/apt,110,1,7,2017-03-22,1.98,4,283
+15667977,"HOME away from HOME, stunning views & sunsets.",23086237,Briony,,Whitehorse,-37.828606639495824,145.1058879911734,Private room,85,1,0,,,1,180
+8427688,Short Term Stay in Box Hill,44380440,Tingting,,Whitehorse,-37.816489318823784,145.12814158441927,Private room,69,3,1,2017-01-16,0.38,3,365
+13865317,Brand New 3 Level Townhouse,81961829,Karen,,Whitehorse,-37.81996271074826,145.14098363696974,Private room,100,1,0,,,1,90
+16453789,Burwood modern spacious private room,10609390,Cindy,,Whitehorse,-37.84863729301107,145.13173831972878,Private room,85,3,0,,,2,0
+17502364,One Bedroom Apartment in Box Hill,118478954,Xu,,Whitehorse,-37.81653434692937,145.1233650103437,Entire home/apt,90,2,3,2017-03-23,3,1,291
+15796101,不愁停车的温馨住家,45781947,Julie,,Whitehorse,-37.80078739374323,145.12241227020652,Private room,68,1,0,,,1,365
+13142564,New! Boutique Box Hill - free WIFI,26819059,Debbie,,Whitehorse,-37.81468310000921,145.11888611951318,Entire home/apt,80,3,11,2017-03-05,2.20,2,48
+13830392,Box Hill Studios at Canterbury Gardens,43050141,Brett,,Whitehorse,-37.82780806093693,145.12214231251568,Entire home/apt,100,4,5,2017-03-27,0.94,17,360
+5310625,Huge bed-sitter in Box Hill.,2845890,Sharada,,Whitehorse,-37.82184220044016,145.1307556179412,Private room,85,2,6,2017-02-22,0.24,1,336
+16099681,"Relax,tidy home with free wifi and car park",104949250,Yunyang,,Whitehorse,-37.80935955524506,145.1066714160896,Private room,67,1,4,2017-03-26,1.13,1,90
+14194100,Brand New Modern Apartment - Private Rooms,55830069,Michele & Adrian,,Maroondah,-37.80031225962141,145.28723317643883,Private room,75,1,2,2017-03-31,0.50,1,230
+9994622,Warm and welcoming host,51346670,Marianne,,Maroondah,-37.8104284929264,145.23519522367866,Private room,55,1,5,2017-03-18,0.46,1,345
+7733507,Yarra Valley and City Travel Base,32452095,Danielle,,Maroondah,-37.80309163733348,145.22720789418653,Private room,50,1,7,2016-07-09,0.37,1,134
+6627623,Excellent location lots of space,34690738,Farideh,,Maroondah,-37.80777758451922,145.24684535475623,Private room,240,1,0,,,1,365
+16813014,Ballysteen,111824326,Rae,,Maroondah,-37.76696445536614,145.29414134389756,Private room,80,1,2,2017-03-17,2,1,180
+14238249,RuskinBNB - Walk from Bram Leigh Receptions,55326627,Jack,,Maroondah,-37.79907079717894,145.29625128545456,Entire home/apt,69,1,46,2017-03-22,5.73,1,28
+954106,Carr's Cottage Ringwood North,5181787,Judy,,Maroondah,-37.79804199812051,145.22271800400145,Entire home/apt,83,2,45,2017-02-26,1.04,1,305
+8925671,Rose Cottage walk to Train/Eastland,25078042,Dj,,Maroondah,-37.821736134808084,145.22519966786228,Entire home/apt,100,2,1,2015-12-05,0.06,1,91
+17641283,Bungunyah Apartment's Margriet 1 bedroom villa,119995984,Henriette,,Maroondah,-37.79144493454382,145.29104048174267,Entire home/apt,160,3,0,,,1,267
+14062562,Hostel style room,50172472,Nathan,,Maroondah,-37.82081086178085,145.26189066534158,Private room,31,1,0,,,1,365
+10197211,"Cozy house, close to everything.",24724548,Nicolas,,Maroondah,-37.811850923222046,145.2201354781689,Entire home/apt,94,3,14,2017-03-12,1.39,2,216
+2629151,Pandora House,13467801,Scott,,Maroondah,-37.812934255146075,145.28039428708675,Entire home/apt,125,3,5,2017-03-09,0.25,6,297
+1516337,A LOVELY FAMILY HOME,8096480,Kerry,,Maroondah,-37.83508542519621,145.31499350355944,Private room,100,1,0,,,1,365
+16989874,"2 Bedroom cozy house, close to everything.",24724548,Nicolas,,Maroondah,-37.813314777578306,145.22049819730728,Entire home/apt,121,3,0,,,2,276
+12498038,Spacious Private and Comfort.,67678991,Thu,,Maroondah,-37.78122856380513,145.2554909184983,Private room,55,1,13,2016-11-26,1.50,1,57
+10368339,Family home in great Melb location.,37212153,Jessica,,Maroondah,-37.8002756837011,145.24526942847572,Entire home/apt,250,7,1,2016-12-29,0.31,1,17
+16834156,The Yarra Valley at Your Doorstep,49843007,Susanna,,Maroondah,-37.77037968121945,145.25258272968728,Private room,50,1,3,2017-03-19,3,1,338
+14763144,Private room with rumpus,6286215,Tony,,Maroondah,-37.77480702329394,145.24135804633607,Private room,69,1,1,2017-02-14,0.61,1,304
+1394156,"Baringa Villa ""a touch of Tuscany""",7535114,Carmel,,Maroondah,-37.77510237053841,145.283110833671,Entire home/apt,190,2,2,2016-08-11,0.08,1,357
+16589095,One bedroom leafy house for your own - Kilsyth,78067436,Monica,,Maroondah,-37.80386962816379,145.30417995416843,Entire home/apt,60,1,13,2017-03-28,4.94,1,45
+16010330,Modern New 3 bedrooms plus study Townhouse,50409774,Michele & Lung,,Maroondah,-37.82216131951933,145.24986060038216,Entire home/apt,235,2,14,2017-03-25,3.28,1,159
+16207645,Modern single storey house.,34415746,Kay,,Maroondah,-37.836238820046134,145.21366162540068,Private room,50,1,5,2017-03-18,1.72,1,157
+16535020,Magnolia Cottage Croydon Northhttps://www.airbnb.c,20400356,Sandy And Ange,,Maroondah,-37.782120670848045,145.28409153527966,Entire home/apt,79,1,13,2017-03-25,5.20,3,294
+13625593,Croydon south large space apartment,78068983,,,Maroondah,-37.81192796004493,145.2680361087698,Entire home/apt,85,2,1,2016-11-25,0.23,1,0
+16767790,"""Mulholland"", C 1927 - an exclusive Ringwood home",111309534,Mike,,Maroondah,-37.81819135229472,145.22613688826743,Private room,201,1,0,,,1,364
+16440428,Tidy and friendly family house,107810185,Libby,,Maroondah,-37.783704601782446,145.25622007441027,Private room,50,1,1,2017-01-05,0.34,1,359
+16407832,Private flat just minutes from Eastland and trains,9489881,Mick,,Maroondah,-37.822750700505736,145.22014093869632,Private room,45,1,10,2017-03-26,3.53,2,76
+17753399,Warm 3 bedrooms house next to lake and station,72393270,Jess,,Maroondah,-37.815486947056115,145.24252924515164,Entire home/apt,160,2,0,,,1,175
+17395016,"Wattle ensuite ""Value for Your Family""",88578061,Flora,,Maroondah,-37.769581519684564,145.24997879286062,Private room,121,2,0,,,3,150
+13335452,Cosy home close to Dandenong Ranges,66372958,Beck,,Maroondah,-37.83289024941789,145.29369797806947,Private room,55,1,0,,,1,0
+9436402,Cozy room in Central ringwood,28128286,Khoa,,Maroondah,-37.815597986041325,145.2368820882963,Private room,28,180,1,2015-11-19,0.06,1,365
+10911122,Pvt Room & Sauna in dog owned house,56554424,Chris,,Maroondah,-37.81445003892674,145.2142838030172,Private room,35,1,12,2016-12-01,0.97,1,351
+12155593,"Private Room, with stacks of amenit",40644075,Warren,,Maroondah,-37.80955134590539,145.2828780654984,Private room,38,2,2,2017-03-18,1.71,1,60
+9098071,Spacious Hut in Tropical Setting,13174106,Birgit,,Maroondah,-37.82481935221112,145.2650504612961,Entire home/apt,88,1,13,2017-02-04,0.79,1,292
+17814752,Cozy bungalow with private deck,24987806,Audrey,,Maroondah,-37.79512620589626,145.30758613202636,Private room,69,1,0,,,1,364
+8090905,"Comfy, Quiet Ringwood Retreat",42335324,Lindsay,,Maroondah,-37.7936986986522,145.2554181987737,Private room,42,1,25,2017-03-26,1.46,1,359
+6715212,Short walk to Eastland & trains,35157621,David,,Maroondah,-37.81539940377122,145.23221003996179,Private room,25,1,1,2015-11-01,0.06,1,92
+6453248,"Peaceful,Secluded room w/ensuite.",27810544,Dino,,Maroondah,-37.80848419898235,145.21477093860946,Shared room,45,2,21,2016-09-29,0.94,1,332
+126723,Strawbale Home In Leafy Suburb,628372,Erika,,Maroondah,-37.82690663835306,145.26279765111798,Private room,50,1,7,2017-03-21,0.15,1,360
+12941847,18ft Jayco Expanda to take with you,71096085,Meagan,,Maroondah,-37.827024513070214,145.2294983758621,Entire home/apt,140,3,0,,,1,363
+16640815,"Easy living, convenient location, incredible rate",107235236,Nancy,,Maroondah,-37.81925106772614,145.24171515945093,Private room,39,3,1,2017-02-20,0.68,3,178
+14185108,"Spacious& Cosy home, convenient to everything",81772437,Ami,,Maroondah,-37.819681548302334,145.2368263639895,Entire home/apt,288,2,27,2017-03-21,3.27,2,303
+15397519,The Secret Garden Croydon,98507942,Elizabeth,,Maroondah,-37.80456194118862,145.29880285050373,Private room,50,1,9,2017-03-26,1.65,1,41
+12906673,"Rustic, light-filled modern home",23835219,Astrid,,Maroondah,-37.80419109100737,145.269159064598,Private room,55,1,0,,,1,0
+17394275,"Lotus ensuite ""Cosy stay in tranquility""",88578061,Flora,,Maroondah,-37.76895134434754,145.25036482464492,Private room,90,2,0,,,3,150
+15526019,Best Guesthouse,99833533,Dennis,,Maroondah,-37.81234875854923,145.2540743409858,Entire home/apt,201,3,5,2017-03-16,1.28,1,78
+15721802,Ensuite with bathroom near train station(2BR),26927425,April,,Maroondah,-37.78059712574486,145.30385063830695,Private room,50,1,10,2017-03-18,2.26,1,343
+7169087,Cosy Queen,182661,Vicky,,Maroondah,-37.795399405588384,145.28008431367667,Private room,45,1,1,2016-11-10,0.21,1,365
+14935347,Ninety four Mitcham,35028943,Carlyle,,Maroondah,-37.82713136983952,145.2142820668564,Private room,39,7,3,2016-11-16,0.48,1,343
+16372819,"Easy Living, convenient location, incredible rent",107235236,Nancy,,Maroondah,-37.8208087408523,145.2412559470144,Shared room,30,3,2,2017-03-02,0.64,3,181
+17389535,"Easy Living, convenient location, incredible rent",107235236,Nancy,,Maroondah,-37.821291367916515,145.23965054993084,Shared room,30,3,0,,,3,118
+15227482,"Welcome to Delightful Croydon, Melbourne",31842753,Janet,,Maroondah,-37.794155114472055,145.25970752926904,Private room,80,2,7,2017-03-25,2.16,1,318
+17126902,Cozy suburban home,115111739,Adrian,,Maroondah,-37.82455308215111,145.26863417824217,Entire home/apt,100,5,0,,,1,101
+6048401,Stylish room close to Yarra Valley,31328199,Jamie,,Maroondah,-37.79441923132218,145.2956000912509,Private room,69,1,57,2017-03-29,2.58,1,330
+4049460,"Suburban charm, great location ",20998360,Mervyn,,Maroondah,-37.824435370603204,145.23126772650932,Entire home/apt,199,2,21,2016-12-08,0.69,1,315
+14240664,"Clean, modern and quiet home",11952450,Sean,,Maroondah,-37.826833088964236,145.24783151681495,Private room,31,3,9,2017-03-31,1.26,1,335
+17189395,Heathmont Haven,77166002,Jo,,Maroondah,-37.82455143874165,145.23962328215976,Entire home/apt,144,7,0,,,1,52
+16818180,"Renovated unit, close to everything in Ringwood",4564291,Jess,,Maroondah,-37.807930917226,145.22855070435423,Entire home/apt,130,1,11,2017-03-27,5.00,1,72
+7778195,Mount Dandenong View with 3 Bedroom,40571613,Cindy,,Maroondah,-37.801882835886275,145.3067249898887,Entire home/apt,398,1,17,2016-11-04,0.93,1,258
+17095530,"Bundaja Villa “ Your peaceful home""",88578061,Flora,,Maroondah,-37.76936373518518,145.2482284400707,Entire home/apt,245,2,0,,,3,145
+13084687,Australian Home Away at Bardia Ringwood,43050141,Brett,,Maroondah,-37.81009804760979,145.23202040148522,Entire home/apt,130,2,7,2017-03-24,0.73,17,80
+15724807,Cozy and warm home in Melbourne,101596794,Julie,,Maroondah,-37.80599859656166,145.21740512170658,Private room,100,1,3,2016-12-28,0.74,1,364
+16951974,5 Bedroom Beautiful and Comfy Family House,68551804,Emily,,Maroondah,-37.78553073401224,145.2441002500239,Entire home/apt,149,2,5,2017-03-30,2.50,4,52
+8688440,SPECIAL! 2BR Apartment Ringwood Melbourne,45619058,Fong & Fong,,Maroondah,-37.81060773197394,145.2229280873122,Entire home/apt,128,2,57,2017-03-12,3.27,2,187
+11997741,Tranquil setting with 3BR and Pool,47444391,Carli,,Maroondah,-37.76948012359311,145.26239908338442,Entire home/apt,149,1,0,,,1,0
+8391181,R&R in Yarra Valley & Dandenongs,44214721,Rob And Renee,,Maroondah,-37.7800281541086,145.29030037710666,Private room,89,1,0,,,1,179
+2982188,B & B Mt Dandenong Yarra Ranges,15209825,Kaye,,Maroondah,-37.827406311566094,145.31326343004287,Entire home/apt,290,1,1,2016-03-28,0.08,1,335
+13036921,Best of the Best in Manningham!,33742229,Fi,,Manningham,-37.77162015506789,145.1339289181322,Private room,59,1,6,2017-02-18,0.78,1,147
+16553504,One bedroom for 2 with ensuite,46059828,Jean,,Manningham,-37.78611560454134,145.13599411573435,Private room,69,1,1,2017-02-27,0.83,2,179
+7921890,Nunawading house avail Sept 2015,41774679,Mindy,,Manningham,-37.80493299637196,145.17825531112155,Entire home/apt,201,1,0,,,1,0
+17657408,Charmbre d’amis,120166636,Yanyan,,Manningham,-37.76698331311701,145.1717385369205,Shared room,206,1,0,,,1,180
+17178150,dongcaster,79626524,Jian,,Manningham,-37.78823727075753,145.1314149295422,Shared room,31,7,0,,,1,180
+360565,Rooms in Melbourne Australia,1823533,Leah,,Manningham,-37.75901462914542,145.13223810700146,Private room,94,1,0,,,1,365
+16422395,Private Double Room in DONVALE,63670323,Jasmine,,Manningham,-37.79547314565323,145.17160368160668,Private room,45,2,3,2017-03-02,0.97,1,63
+10814579,位于墨尔本唐卡斯特东,一个风景明睸,出入方便,五分钟步行可坐公车至各地,55983934,Xiong,,Manningham,-37.779746008399016,145.15801152969956,Private room,87,1,1,2016-03-29,0.08,1,91
+17499155,Ellia Apartments - Doncaster ( 204 - N ),113297611,De,,Manningham,-37.788840176947254,145.12415663259594,Entire home/apt,149,1,1,2017-03-12,1,20,350
+17498315,Ellia Apartments - Doncaster ( 206 - N ),113297611,De,,Manningham,-37.790563169525086,145.1242924479324,Entire home/apt,190,1,1,2017-03-09,1,20,341
+11829594,Warrandyte bungalow/cottage,63024473,Lynette,,Manningham,-37.74588699430377,145.23628506581366,Entire home/apt,100,1,22,2017-03-25,1.95,1,339
+9635011,comfortable home in prime location!,49369323,Shae,,Manningham,-37.788076548695685,145.12494100764872,Private room,50,1,8,2016-05-16,0.49,1,364
+15172827,Melbourne 1 Bdrm overlooking Ruffey Lake Park,96294033,Basia,,Manningham,-37.77316868313587,145.1324070472873,Private room,100,1,2,2017-01-29,0.38,1,0
+17499804,Ellia Apartments - Doncaster ( G6 - N ),113297611,De,,Manningham,-37.7905575171179,145.12447032386197,Entire home/apt,160,1,0,,,20,361
+17499723,Ellia Apartments - Doncaster ( 104 - N ),113297611,De,,Manningham,-37.78845798127133,145.12276661026354,Entire home/apt,160,1,0,,,20,362
+12191861,A storey of house !welcome home,17695853,Yvonne,,Manningham,-37.77991071918487,145.17480335520847,Private room,88,2,3,2016-11-01,0.34,4,364
+5232429,Orchards Retreat King Single B'room,27080368,Jodie,,Manningham,-37.772934533504674,145.22808096110526,Private room,48,2,6,2015-11-23,0.24,2,349
+17337112,Bertha's Cottage,117081326,Georgia,,Manningham,-37.74008395177322,145.22939303907913,Entire home/apt,155,1,0,,,1,165
+16946995,Ellia Apartments - Doncaster ( G3 - S ),113297611,De,,Manningham,-37.78986433605294,145.1240898620495,Entire home/apt,160,1,0,,,20,352
+4000736,Horsey Haven on Hillcrest,5528095,Catherine,,Manningham,-37.75742487492738,145.25131083663484,Entire home/apt,149,2,14,2017-02-25,0.45,1,357
+17534167,豪华Doncaster别墅/4房2.5卫/开车到westfield只要5分钟/湖景公园5分钟,118925949,Kate,,Manningham,-37.791006827675886,145.1390510176237,Entire home/apt,187,3,0,,,1,108
+9997898,Vue de Vin Studio Apartment,33175860,Gayle,,Manningham,-37.72710438142694,145.27517219109473,Entire home/apt,115,2,32,2017-03-31,2.31,2,347
+6838093,COSY & QUIET ROOM - NEW TOWNHOUSE,20536063,Snow & Colin,,Manningham,-37.7906082365849,145.14985566711846,Private room,59,2,29,2016-12-04,1.41,1,359
+16873812,Wisdom Apartments in Panoroma Doncaster,112235328,Michelle,,Manningham,-37.78910471154013,145.12400342734372,Entire home/apt,298,1,0,,,3,91
+14850974,"Stylish, Modern, New Private Bedroom",37531702,Gabriel,,Manningham,-37.79607449401027,145.16371771284412,Private room,41,1,1,2017-03-22,1,2,364
+17015930,Ellia Apartments - Doncaster ( G12 - S ),113297611,De,,Manningham,-37.790172257749724,145.12405472248068,Entire home/apt,160,1,1,2017-02-18,0.67,20,345
+10595314,Pride Leisure Garden House-5 rooms,7044292,Malcom,,Manningham,-37.786888646783126,145.20722391759833,Entire home/apt,450,2,7,2017-01-05,0.88,9,350
+4398283,"2 bedroom, nice sunshine",22833493,洁人,,Manningham,-37.80094325322691,145.1613141604688,Private room,219,1000,0,,,1,0
+17016169,Ellia Apartments - Doncaster ( 102 - S ),113297611,De,,Manningham,-37.78973562553541,145.12311967651252,Entire home/apt,160,1,2,2017-03-18,0.98,20,352
+17016298,Ellia Apartments - Doncaster ( 103 - S ),113297611,De,,Manningham,-37.789747527151064,145.12384038057746,Entire home/apt,160,1,0,,,20,358
+8852884,Single room Melbourne,46031452,Lily,,Manningham,-37.78451790748039,145.1336169409183,Private room,38,1,16,2017-03-13,0.91,2,363
+17016534,Ellia Apartments - Doncaster ( 202 - S ),113297611,De,,Manningham,-37.79048822892089,145.12237933448884,Entire home/apt,160,1,4,2017-02-26,2.31,20,326
+17500070,Ellia Apartments - Doncaster ( 110 - N ),113297611,De,,Manningham,-37.79028354299715,145.1224767723172,Entire home/apt,160,1,0,,,20,353
+4925416,Comfortable living house bedroom 2,20088543,Shu,,Manningham,-37.781159992136075,145.17443969676347,Private room,30,3,7,2017-03-17,0.45,1,28
+11048902,Sunshine easeful queen bed,41045576,Guoqing,,Manningham,-37.76259530727307,145.17100174503668,Private room,98,2,2,2016-10-16,0.15,2,271
+17377641,宾至如归的感觉,117433264,Fei,,Manningham,-37.77275089962933,145.0962631493544,Private room,60,1,0,,,2,365
+17212002,Ellia Apartments - Doncaster ( 105 - N ),113297611,De,,Manningham,-37.78977936742706,145.12414677121188,Entire home/apt,160,1,0,,,20,336
+16491227,Beautiful Georgia style houses,106338490,Betty,,Manningham,-37.792962854011954,145.1315444065235,Private room,69,3,0,,,1,91
+8819222,Value room,45145681,George,,Manningham,-37.75743058202232,145.17674129897793,Private room,50,1,0,,,2,365
+10926035,Dragon in the Clouds- Room 2,56637539,Alex,,Manningham,-37.74368948002364,145.23132067271885,Private room,180,1,0,,,5,365
+10926044,Dragon in the Clouds -Room 3,56637539,Alex,,Manningham,-37.74473194867476,145.23073038707838,Private room,180,1,0,,,5,365
+10926063,Dragon in the Clouds - Room 1,56637539,Alex,,Manningham,-37.74654643017761,145.23178978188213,Private room,180,1,0,,,5,365
+13383661,Carawah Cottage: private hideaway in Warrandyte,57058921,Mia,,Manningham,-37.74201022624286,145.23780375490725,Entire home/apt,144,1,26,2017-03-18,4.36,1,286
+13580357,A Home Away From Home With Delicious Breakfast (2),74525441,Karalee & Vince,,Manningham,-37.77451666434241,145.15172766576433,Private room,39,1,1,2017-03-10,1,2,337
+14170227,Penthouse stylish apartment,82423525,Debra,,Manningham,-37.7853163267396,145.13451536239705,Private room,75,1,1,2016-09-01,0.14,1,0
+13875330,"Modern master room with private bathroom, city vie",82081690,Ya Jun,,Manningham,-37.78942113059566,145.1251012523543,Private room,39,2,15,2017-03-10,1.77,1,84
+16300261,"Doncaster East Luxury House, 2 Bedroom provided",103189330,Song,,Manningham,-37.78474388482931,145.17636478868653,Private room,110,1,5,2017-03-10,1.79,2,348
+7780598,Brand New Luxury Townhouse 2BR/2BTH,10785219,Christina,,Manningham,-37.78691993917018,145.1394414568326,Entire home/apt,185,2,37,2017-03-19,2.19,2,320
+17516938,Warrandyte Guest Apartment,118765317,Dinah,,Manningham,-37.75362341373604,145.21654613151833,Entire home/apt,77,1,7,2017-04-01,7,1,150
+5816182,MELBOURNE HOUSE WELCOME HOME,17695853,Yvonne,,Manningham,-37.79207249166494,145.1585309062622,Private room,69,1,1,2017-03-21,1,4,364
+10074596,Pride Leisure Garden Room E (small),7044292,Malcom,,Manningham,-37.786890218739686,145.20760986384764,Private room,60,1,13,2016-10-13,0.87,9,356
+17709614,Quiet 2BR Apartment Near Westfield,18727180,Marisa,,Manningham,-37.782365411558445,145.12389530819226,Entire home/apt,121,2,0,,,1,140
+16759671,Luxury master room in wonderland 墨尔本豪华套间民宿,111220257,Jo,,Manningham,-37.759165443348515,145.22162823178073,Private room,136,1,1,2017-03-15,1,1,363
+2062528,5-star accommodation ,10555134,Steven,,Manningham,-37.763529834743075,145.1612338543259,Private room,59,2,18,2016-02-23,0.56,1,365
+7749079,Entire large family home,21761655,Chris,,Manningham,-37.7852406091022,145.10485185540617,Entire home/apt,94,1,8,2015-11-04,0.41,1,291
+4535148,Modern 3BD child safe with Parking,2337214,Albert,,Manningham,-37.79516051823971,145.12541976190656,Entire home/apt,199,3,58,2017-03-18,2.08,1,334
+5583818,Orchards Private Retreat,27080368,Jodie,,Manningham,-37.76766078921892,145.2279951178591,Entire home/apt,89,2,55,2017-03-02,2.21,2,355
+10073594,Pride Leisure Garden Private Unit A,7044292,Malcom,,Manningham,-37.78703775353363,145.20707829597583,Entire home/apt,100,2,15,2017-02-10,1.04,9,350
+17547665,Spacious Lodge-Style Ensuite,50876778,Chee Yan,,Manningham,-37.77702846068551,145.2353607367912,Private room,55,1,1,2017-03-29,1,1,363
+17318365,Bella Vista,116883413,Rose,,Manningham,-37.749913281619804,145.18213836788001,Entire home/apt,149,1,2,2017-03-30,2,1,285
+12141653,Down Stairs double bed and ensuite,65182253,Bill,,Manningham,-37.75457752068356,145.16079670443978,Private room,100,1,0,,,1,365
+17351934,Cosy/safe home for longer stays!,117243387,Clara,,Manningham,-37.77875791781255,145.12373264389248,Private room,80,1,0,,,1,364
+16074001,"Modern, sunny, penthouse with Melbourne views.",104735659,Paul,,Manningham,-37.78817082083398,145.12519601662967,Private room,121,1,1,2017-02-05,0.52,1,273
+4933209,Warrandyte Treetop Retreat.,25412882,Andy And Sally,,Manningham,-37.74221865921323,145.20207950557122,Private room,100,1,0,,,1,0
+15812323,Home sweet home in Donvale,30261470,Michelle,,Manningham,-37.79907875541719,145.18113083616805,Entire home/apt,187,1,11,2017-03-03,3.55,1,216
+14141279,Pine Hill East Doncaster,43050141,Brett,,Manningham,-37.77007933581301,145.17568527832955,Entire home/apt,160,4,4,2017-03-21,0.57,17,259
+11684662,MELBOURNE HOUSE WELCOME HOME,17695853,Yvonne,,Manningham,-37.777821177832074,145.17389442643915,Private room,59,1,1,2016-04-15,0.08,4,364
+8927034,Georges Country House B&B,46681086,George,,Manningham,-37.75851995227384,145.23162555829677,Private room,140,1,0,,,1,365
+12635395,Wonga Park Brushy Creek,43050141,Brett,,Manningham,-37.72409261155818,145.2865960335428,Entire home/apt,80,2,4,2017-02-19,0.62,17,345
+3394829,Grand Living I,9294739,Veena,,Manningham,-37.75475533889594,145.18653201125667,Private room,66,2,2,2016-01-25,0.11,3,91
+17190559,Ellia Apartments - Doncaster ( LG4 - N ),113297611,De,,Manningham,-37.78957786142644,145.12317325459114,Entire home/apt,160,1,3,2017-03-14,2.50,20,356
+7655167,Secluded private cottage,40177435,Diana,,Manningham,-37.735876850500844,145.23085663130703,Entire home/apt,170,1,30,2017-03-26,1.53,1,252
+10909671,"全新交通便利两居室,紧邻The Pines,阳光明媚,给你一个家",41045576,Guoqing,,Manningham,-37.76286979970975,145.1692942454923,Entire home/apt,160,2,14,2017-03-13,1.00,2,192
+14143416,Melbourne - Eastern suburb Bulleen,56320803,Soudi,,Manningham,-37.77531542276135,145.08965552566528,Private room,121,1,0,,,1,89
+17190859,Ellia Apartments - Doncaster ( G4 - N ),113297611,De,,Manningham,-37.78888705935869,145.12295427843006,Entire home/apt,160,1,1,2017-02-28,0.86,20,356
+10926072,Dragon in the Clouds-- B & B,56637539,Alex,,Manningham,-37.74350708514771,145.2320326372961,Entire home/apt,700,1,0,,,5,365
+14635391,A part of house. Mel Welcome home!,17695853,Yvonne,,Manningham,-37.77927380529294,145.1749283079874,Private room,88,2,2,2016-12-03,0.27,4,364
+882704,Spacious double room. 15 min to CBD.,4625432,Ophelia,,Manningham,-37.774009391490395,145.11021485513706,Private room,59,1,9,2017-03-27,0.24,2,345
+17256865,Quiet and Huge Family House,90874975,Jiye,,Manningham,-37.746374336135695,145.14753272074574,Entire home/apt,600,1,1,2017-03-25,1,2,88
+10595535,Pride Leisure Garden House-4 rooms,7044292,Malcom,,Manningham,-37.78678256690386,145.20601096991166,Entire home/apt,380,1,17,2017-03-24,1.22,9,356
+14406111,Solo Traveller who wants Affordable Cozy Couch,6783188,Cheryl,,Manningham,-37.76603680185923,145.09897647434823,Shared room,50,1,15,2017-02-23,1.98,1,90
+3363534,Grand Living 2,9294739,Veena,,Manningham,-37.75639974400549,145.18725142828467,Private room,66,2,1,2015-04-05,0.04,3,365
+16248982,comfortable independent room,64727990,永娟,,Manningham,-37.78561679225746,145.15432747638866,Private room,35,3,1,2017-02-11,0.37,1,352
+12937873,Cosy Room,36913389,Nidhi,,Manningham,-37.764412953861495,145.08635608173327,Private room,46,1,4,2017-02-28,0.92,2,359
+5331747,Private room in modern home (1),24213852,Tony,,Manningham,-37.79020737684863,145.12138124535602,Private room,48,3,8,2017-03-05,0.32,5,33
+3658967,墨尔本Doncaster一房出租,18541709,Jason,,Manningham,-37.78611619269055,145.10586722373387,Private room,180,1,0,,,1,365
+17736190,Comfortable room close to city,93431130,Sandy,,Manningham,-37.75688930116209,145.11447683670917,Private room,50,1,0,,,1,352
+5331822,Private room in modern home (3),24213852,Tony,,Manningham,-37.790141833294804,145.12139506088755,Private room,48,3,8,2017-02-07,0.31,5,32
+14301691,brave heart,87368971,Jj,,Manningham,-37.77782281441145,145.10426516372402,Private room,39,1,1,2016-09-29,0.16,1,364
+6379076,Vue de Vin Chalet View over Winery,33175860,Gayle,,Manningham,-37.726846185428734,145.2741859283667,Entire home/apt,149,2,38,2017-04-01,1.76,2,349
+13194882,"2 bedroom, self contained & Private apartment",54896778,Katri,,Manningham,-37.73835309474551,145.21720658139188,Entire home/apt,185,1,8,2017-02-09,0.82,1,357
+16245621,New Apartment In Doncaster,105988389,Jenny,,Manningham,-37.78923979847009,145.1241451875538,Private room,69,1,1,2017-03-19,0.68,6,237
+16245619,SPACIOUS COZY SKY VIEW 3BDR APARTMENT,105988389,Jenny,,Manningham,-37.7882939379163,145.1237167190936,Entire home/apt,199,1,6,2017-03-11,2.40,6,352
+16797613,"Private studio, near transport, amenities, parks.",111663870,David,,Manningham,-37.76844987389202,145.12688241349503,Private room,60,2,0,,,1,60
+16852242,Wisdom Apartments in Panoroma Doncaster,112235328,Michelle,,Manningham,-37.787942262591436,145.12424088965489,Entire home/apt,198,1,1,2017-01-21,0.41,3,91
+16208472,梦之家园,81743692,Zhang,,Manningham,-37.78252784674383,145.14017926473213,Private room,69,1,0,,,3,180
+4521160,L'Hexagon - Natural wonderland,20921332,Anna And Graeme,,Manningham,-37.72197838037157,145.2775024509383,Entire home/apt,110,1,54,2017-04-02,1.96,1,321
+16707101,Warralyn,7030240,Peter,,Manningham,-37.748661567104705,145.18347267005103,Entire home/apt,90,1,2,2017-03-04,0.94,1,267
+7601840,Fabulous 6 Bedroom home sleeps 12,10937294,Julie,,Manningham,-37.77121710475673,145.1493666751547,Entire home/apt,160,3,17,2017-03-19,0.89,1,327
+1769230,Grand Living,9294739,Veena,,Manningham,-37.75644701811169,145.18707020940062,Private room,105,2,2,2015-08-24,0.07,3,365
+16707463,"Location, Lifestyle, Value!",22632000,Tash,,Manningham,-37.7838036935828,145.12751334633379,Entire home/apt,85,1,7,2017-04-01,4.38,1,330
+15963068,Cozy house with pool- One bedroom,103189330,Song,,Manningham,-37.78552563532522,145.1757967986804,Private room,50,1,3,2017-03-06,0.71,2,165
+10712197,Pride Leisure Garden - 2 rooms C&D,7044292,Malcom,,Manningham,-37.78611361401577,145.20724069605487,Private room,130,1,1,2017-03-25,1,9,356
+10712627,Pride Leisure Garden -3 rooms C&D&E,7044292,Malcom,,Manningham,-37.78521581890301,145.2078623038114,Private room,190,1,3,2017-03-14,0.53,9,356
+11626420,Artistic Aussie Bush Retreat,59515304,Dearne,,Manningham,-37.73700774605456,145.2301934421923,Private room,54,2,14,2016-12-26,1.12,1,149
+11089948,Dragon in the Clouds Room 5,56637539,Alex,,Manningham,-37.74539490078198,145.23221704360185,Private room,180,1,0,,,5,365
+17099112,Leafy Peaceful Apartment In Donvale/Doncaster East,81204974,Belinda,,Manningham,-37.7902333020543,145.1732736373684,Entire home/apt,150,1,0,,,1,331
+16873495,"Wisdom Apartment in Panoroma, Doncaster",112235328,Michelle,,Manningham,-37.789524620080186,145.12387667843535,Entire home/apt,198,1,1,2017-01-31,0.47,3,91
+16904704,"Famous Templestowe - Quite, modern",112840949,Dev,,Manningham,-37.755057525941325,145.15999992788213,Private room,80,1,0,,,1,91
+15856353,梦之家园,81743692,Zhang,,Manningham,-37.78349717412647,145.1387197177129,Private room,69,1,4,2017-03-17,0.95,3,364
+14545177,Home away from Home,37531702,Gabriel,,Manningham,-37.79443639025162,145.1638160802586,Private room,41,1,9,2017-03-18,1.26,2,360
+11661575,Welcome Inn with Kitchenette,15410832,Mitul,,Manningham,-37.779076004524306,145.12419966525593,Private room,94,1,0,,,1,365
+14902495,Helene at Bulleen,43050141,Brett,,Manningham,-37.76427834681605,145.08579187590215,Entire home/apt,350,2,3,2016-12-16,0.55,17,1
+8578037,"Beautiful view, quiet environment",45145681,George,,Manningham,-37.75660214872438,145.1776723272786,Private room,60,1,0,,,2,365
+16245625,New Apartment In Doncaster,105988389,Jenny,,Manningham,-37.78874873499844,145.12382027729106,Private room,79,1,0,,,6,220
+14641349,Live in luxury with a great view,4913873,Nasim,,Manningham,-37.788406092001246,145.1283100704379,Private room,79,1,2,2016-12-14,0.28,1,364
+9835,Beautiful Room & House,33057,Manju,,Manningham,-37.77268392793162,145.09213284673402,Private room,60,1,4,2015-09-12,0.06,1,365
+16371797,Cozy Self-Contained Studio,8638158,Martia,,Manningham,-37.74422532164017,145.20142522285644,Entire home/apt,75,1,2,2017-03-31,0.90,1,49
+15098181,Unique Aussie Camping & Animal Experience,94521921,Anita,,Manningham,-37.764476145363,145.14217997399282,Private room,75,1,0,,,1,90
+17294431,"干净整洁,有宾至如归的感觉.",109404461,Sammy,,Manningham,-37.77253354066754,145.09885382458467,Shared room,79,1,0,,,1,84
+2711291,Sunny room amongst the gum trees,13724795,Monique,,Manningham,-37.74183705271111,145.19885081990276,Private room,94,1,0,,,1,365
+5330834,Large private bedroom with Ensuite,24213852,Tony,,Manningham,-37.79007165712969,145.1206751420605,Private room,69,3,16,2017-03-25,0.65,5,33
+16382545,Luxury&Spacious Brand New Apartment,105988389,Jenny,,Manningham,-37.78777017136899,145.12352106829456,Entire home/apt,180,1,1,2017-01-07,0.34,6,76
+16571835,Brand New Hotel Apartment,105988389,Jenny,,Manningham,-37.78859242955115,145.1254633009638,Entire home/apt,199,1,2,2017-01-28,0.90,6,245
+16998619,"Vittorio Park, Self Contained Guesthouse",113892639,Donna,,Manningham,-37.764497678046084,145.234097072652,Entire home/apt,87,1,2,2017-03-16,1.58,1,157
+9741160,Home away from home,36913389,Nidhi,,Manningham,-37.77426143663921,145.08203638382767,Private room,45,1,0,,,2,359
+17633010,Cosy + modern + convenient + comfort,118922002,Milly,,Manningham,-37.77754465555162,145.11171033162017,Private room,51,1,1,2017-03-25,1,1,335
+13162857,East Doncaster Andersons Creek 1,43050141,Brett,,Manningham,-37.7765021176421,145.16499340568396,Entire home/apt,160,2,5,2017-03-09,1.00,17,290
+12637685,Andersons Creek 2 Doncaster East,43050141,Brett,,Manningham,-37.776747099487594,145.16637705104907,Entire home/apt,140,4,4,2017-01-19,0.37,17,270
+9000523,Pride Leisure Garden Room C (big),7044292,Malcom,,Manningham,-37.78522621072928,145.2065817092989,Private room,69,1,2,2017-02-21,0.13,9,356
+17193228,Stunning private hideaway,46258110,Ineka,,Manningham,-37.80209692423699,145.19324289017396,Entire home/apt,385,3,0,,,1,19
+17255086,Quiet Privacy Resort for Big Group and Family,90874975,Jiye,,Manningham,-37.752114038029184,145.14701216698887,Entire home/apt,600,1,3,2017-03-25,2.50,2,82
+17211889,Ellia Apartments - Doncaster ( G11 - N ),113297611,De,,Manningham,-37.790012161137824,145.1229184822568,Entire home/apt,160,1,0,,,20,359
+9062899,"Cozy room you'll find, ""Cloud 9""",47273799,Chris,,Manningham,-37.78733144903664,145.14937848605385,Private room,69,1,0,,,1,365
+16795969,Door 27-Yarra Valley Resort Style Bed & Breakfast,63024120,Shirley,,Manningham,-37.72501534900489,145.26608643810172,Entire home/apt,225,2,7,2017-03-19,3.56,1,346
+14795055,Spacious Garden Retreat 6BDR + 1 Vinery + Pool,92405877,Liqing,,Manningham,-37.7656532864654,145.19417238132675,Entire home/apt,519,3,12,2017-03-29,3.08,1,163
+15516535,梦之家园,81743692,Zhang,,Manningham,-37.78637808043619,145.1249585136384,Private room,69,1,1,2017-03-18,1,3,91
+13250884,A Home Away From Home With Delicious Breakfast (1),74525441,Karalee & Vince,,Manningham,-37.774327787701445,145.15368823367538,Private room,39,1,2,2017-03-30,0.23,2,355
+16167173,Sunny room,73154003,Sonja,,Manningham,-37.76488479990663,145.09862109749307,Private room,50,2,6,2017-03-23,1.88,1,170
+5155933,"A modern luxury house, with a pool.",23546535,Natasha,,Manningham,-37.791409594208304,145.1057058831546,Entire home/apt,380,2,4,2016-09-18,0.17,1,40
+10759254,Pride Leisure Garden Room D (small),7044292,Malcom,,Manningham,-37.78712537857231,145.2062631318756,Private room,50,1,6,2017-02-28,0.42,9,356
+15377919,Australian Home Away at Grange Park,43050141,Brett,,Manningham,-37.79632813465442,145.12889983342762,Entire home/apt,145,2,4,2017-02-26,1.10,17,8
+11516004,Home Away From Home,60700650,Sheena,,Manningham,-37.76432389306938,145.0854498013644,Entire home/apt,250,3,5,2017-03-28,0.51,1,362
+17377967,家的感觉,117433264,Fei,,Manningham,-37.77175033765953,145.09591595282035,Private room,60,1,0,,,2,363
+2533320,Modern Stylish 2bedroom Apartment ,12975108,Jennifer & Charles,,Manningham,-37.786846015658085,145.12679013694694,Entire home/apt,149,3,42,2017-03-26,1.41,1,144
+17016669,Ellia Apartments - Doncaster ( 203 - S ),113297611,De,,Manningham,-37.78852840707048,145.12323042150203,Entire home/apt,160,1,3,2017-03-08,1.45,20,345
+11804959,Double room with en suite & balcony,55820852,Joy,,Manningham,-37.7675111624856,145.1656718569009,Private room,55,2,43,2017-03-29,3.76,1,252
+12819821,Tanglewood Cottage Wonga Park,69926344,Roslyn,,Manningham,-37.75588319452814,145.2851767700267,Entire home/apt,185,2,31,2017-03-31,3.38,1,352
+5808188,Spacious single room. 15 min to CBD.,4625432,Ophelia,,Manningham,-37.77364373146961,145.11086414454329,Private room,45,1,4,2017-02-24,0.17,2,340
+11343593,Stylish Stay - 2 kms to Westfield Shoppingtown,33412149,Anna,,Manningham,-37.775746362144176,145.1233429881465,Entire home/apt,110,2,35,2017-03-30,3.37,1,308
+14360559,Elgar at East Doncaster,43050141,Brett,,Manningham,-37.78878890884569,145.12348309776254,Entire home/apt,145,4,0,,,17,101
+16947771,Ellia Apartments - Doncaster ( LG3 - S ),113297611,De,,Manningham,-37.78850951763858,145.12462232435854,Entire home/apt,149,1,2,2017-02-11,1.00,20,342
+8679089,公园中的独立小院,43249192,Jane,,Manningham,-37.78959979722828,145.14867644847294,Entire home/apt,109,3,0,,,1,346
+17012687,Melbourne and more!,23727839,Aadhil,,Manningham,-37.756012854344654,145.16568762426007,Private room,41,1,5,2017-03-17,4.17,1,241
+9868366,Be my Guest - 4BR home in Donvale,50787287,Susan,,Manningham,-37.77825958748264,145.17971778518887,Entire home/apt,159,2,10,2017-03-25,0.63,1,23
+8852933,Melbourne East Doncaster Townhouse,46031452,Lily,,Manningham,-37.786788328181665,145.13499400447265,Private room,41,1,2,2016-10-06,0.11,2,27
+12653552,George in East Doncaster,43050141,Brett,,Manningham,-37.77705720385578,145.1214301438742,Entire home/apt,149,4,0,,,17,282
+17078769,Family Friendly Convenient Residence,90931874,Nancy,,Manningham,-37.78983142460308,145.17099285602325,Private room,48,1,0,,,1,91
+4788250,Sunny studio apartment - Melbourne.,24683030,Claire,,Manningham,-37.77565081743337,145.0879663156591,Private room,69,1,26,2017-01-26,0.97,1,354
+17500135,Ellia Apartments - Doncaster ( 201 - S ),113297611,De,,Manningham,-37.78902432489434,145.12287383155964,Entire home/apt,190,1,0,,,20,352
+6766861,Brand New Luxury Townhouse 3BR/3BTH,10785219,Christina,,Manningham,-37.785882889130264,145.13896514646936,Entire home/apt,215,4,9,2017-02-28,1.64,2,310
+9078589,Entertainers delight,47345389,John,,Manningham,-37.79388151028302,145.13380031717767,Entire home/apt,240,2,17,2017-03-11,1.03,2,345
+17499946,Ellia Apartments - Doncaster ( 109 - N ),113297611,De,,Manningham,-37.789294065130456,145.1239697385078,Entire home/apt,160,1,0,,,20,361
+17499580,Ellia Apartments - Doncaster ( 205 - N ),113297611,De,,Manningham,-37.78930510945856,145.12465764158546,Entire home/apt,160,1,0,,,20,349
+16405875,Location! Lifestyle! value!,80646209,Flavia,,Manningham,-37.78650867081584,145.1277993721565,Entire home/apt,104,2,14,2017-03-30,4.29,1,248
+17192299,Ellia Apartments - Doncaster ( G5 - N ),113297611,De,,Manningham,-37.79007634512227,145.12371513028958,Entire home/apt,160,1,1,2017-03-05,1,20,359
+268620,nice room ,1407948,Richard,,Melton,-37.73993849771658,144.73880764602748,Private room,72,1,0,,,1,365
+17831352,warm coffee house,121947935,Day,,Melton,-37.73428009320273,144.6669784745519,Shared room,97,1,0,,,1,180
+8391547,"Light, airy, peaceful & private",44216973,Veronica,,Melton,-37.69691144354645,144.54388810847627,Private room,41,1,21,2017-03-30,1.41,1,74
+14542054,Going to Great Ocean Rd or Grampians? Stay with us,8696798,Brix And Raze,,Melton,-37.74721126774423,144.75229357597877,Private room,48,1,11,2017-03-25,1.96,2,167
+10633859,Self-catering Unit - Farm (Retreat),54883749,Mary-Rose,,Melton,-37.73740707436801,144.59626282195043,Entire home/apt,131,1,4,2017-03-01,1.15,3,355
+5673672,Modern 3 bedroom in quiet location,29418182,Simon,,Melton,-37.72664012398009,144.73170862288157,Private room,90,1,10,2017-03-18,0.42,1,365
+16318008,"Modern House, wifi, Lounge, Theatre",106107167,Mürłį,,Melton,-37.690104031097185,144.54439270389085,Private room,79,1,0,,,1,364
+5159119,Romanting Accommodation,26680929,Ivan,,Melton,-37.74942264083548,144.73144619245107,Private room,94,1,0,,,1,365
+4584765,"Welcome,欢迎你",23765781,Violet,,Melton,-37.744819165122024,144.74163952968638,Private room,100,1,0,,,1,363
+17252224,Room in a House,116268225,Mustak,,Melton,-37.70732544973863,144.73372231901894,Private room,69,1,0,,,1,90
+10886938,"A lovely, safe house great hosts",56414747,Sandy,,Melton,-37.70703993637455,144.73595355205177,Shared room,50,1,1,2016-04-12,0.08,1,365
+17482572,Clean brand new beds set farm house,110899349,Zhaonan,,Melton,-37.74439694821185,144.634805196015,Private room,121,1,0,,,1,181
+6093434,Bright and Comfortable Private Room,3873355,Sewon,,Melton,-37.69492849018284,144.58327731188487,Private room,28,5,7,2017-03-19,0.30,1,18
+8705621,A fully furnished home for a family,45700523,Joseph Martin,,Melton,-37.79083491207355,144.54928845818193,Entire home/apt,94,1,0,,,1,0
+11421324,"Master bed, ensuite & private pool",30934789,Surjit & Megan,,Melton,-37.70060965880628,144.74886952647446,Private room,149,1,3,2016-07-01,0.23,1,365
+6904308,Large 2 bedroom apartment - central,33338862,Lis,,Melton,-37.68100114187241,144.5804800277093,Entire home/apt,195,1,12,2017-03-22,0.60,1,329
+10657728,On a Farm ( The Burnt Orange Room),54883749,Mary-Rose,,Melton,-37.73672373455717,144.59872964106356,Private room,60,1,1,2016-03-21,0.08,3,177
+12472893,37 klm from melbourne city,6381388,Linda,,Melton,-37.673526551689484,144.59624042642977,Private room,100,1,0,,,1,358
+6214814,"private room in Melton 3337,vic",32230493,Aamir,,Melton,-37.674919969012684,144.5706228843016,Private room,75,1,0,,,1,365
+4157611,Self-contained Rural Apartment,21574284,Anna,,Melton,-37.59352310621079,144.67640051787276,Entire home/apt,250,1,20,2017-03-18,1.37,1,338
+15041102,Comfort clean bed room Melton vic,95021628,Surlena,,Melton,-37.679857263973105,144.57520493020576,Private room,41,1,0,,,1,362
+15989622,Classic 5BR 20mins Airport&CBD (Swimming Pool&Gym),103907347,Bo,,Melton,-37.739229972764285,144.72616931469835,Entire home/apt,320,2,6,2017-03-12,1.30,1,334
+14541452,"New Suburban Home,20min to Airport,30min to CBD",8696798,Brix And Raze,,Melton,-37.746913909422595,144.7515022160193,Private room,48,1,9,2017-03-28,1.72,2,168
+2160824,Queensized bedroom,11026440,Jenny,,Melton,-37.715046665538594,144.57676385422727,Private room,60,1,5,2016-01-25,0.14,2,346
+10414695,2 Br in a spacious modern house,52404165,Nishani,,Melton,-37.71766788681714,144.73942594856493,Private room,80,1,0,,,1,362
+17238700,Most Affordable Big House for Rent,116135628,Jian,,Melton,-37.699782868220346,144.5684485353332,Private room,281,1,1,2017-03-04,0.94,1,180
+15922409,A hidden Gem in the Hillside,29535715,Amit,,Melton,-37.693582293088646,144.7435813683679,Entire home/apt,94,1,10,2017-04-01,2.31,1,77
+16606478,Room in quite area 25min from CBD,109579996,Sacin,,Melton,-37.714170326566354,144.72342688337514,Shared room,100,1,0,,,1,91
+898822, Stunning Privite Room ,4747266,Tracey,,Melton,-37.6938898575776,144.73002880348824,Private room,121,1,0,,,1,365
+2161356,Double bedroom,11026440,Jenny,,Melton,-37.714963968161015,144.577510564568,Private room,55,1,17,2017-02-24,0.46,2,346
+10834973,Clean and comfortable private room,31637193,Ilona,,Melton,-37.710937708866204,144.7595063946288,Private room,41,1,5,2017-03-07,0.66,2,354
+17546099,Give you a break in a peaceful house-ROSE room,118901243,Yun Ja,,Melton,-37.71339667522172,144.58837065979446,Private room,41,1,2,2017-03-27,2,2,271
+14919410,Quest Caroline Springs 1 Bedroom Apartment,93746214,Quest,,Melton,-37.730422012719394,144.74095513024724,Entire home/apt,249,1,3,2017-03-18,1.48,3,172
+17926502,Family friendly house,45427193,Rochelle,,Melton,-37.75153705531921,144.7395283547404,Private room,62,1,0,,,1,74
+14918807,Quest Caroline Springs Studio Apartment,93746214,Quest,,Melton,-37.7297127243804,144.7414566505282,Entire home/apt,208,1,9,2017-03-19,1.41,3,163
+14918171,Quest Caroline Springs 2 Bedroom Apartment,93746214,Quest,,Melton,-37.730338394521766,144.7430782567452,Entire home/apt,299,1,2,2017-03-25,1.50,3,360
+12786423,Eagles on the Tenth-Play & Stay,39577532,Maria,,Melton,-37.79032341347015,144.5608911291311,Entire home/apt,170,1,11,2017-03-11,1.06,1,339
+10634204,Farm Retreat - Deluxe Guest Room,54883749,Mary-Rose,,Melton,-37.73875526795025,144.59736562176155,Private room,115,1,1,2016-09-24,0.16,3,352
+17531900,Give you a break in a peaceful house-GREEN room!,118901243,Yun Ja,,Melton,-37.713606459417115,144.58843714541646,Private room,45,1,2,2017-03-21,2,2,271
+12521768,Warrawong cedar cottage,35101244,John,,Melton,-37.749062907256175,144.5707757871298,Entire home/apt,125,2,4,2016-11-19,0.35,1,364
+6096556,Room in a quite treelined street,31637193,Ilona,,Melton,-37.71032362943196,144.76151156149834,Private room,45,1,16,2017-03-29,0.88,2,298
+14171287,Mountain View Cottage @ Dandenong Ranges Cottages,85786846,Philip,,Yarra Ranges,-37.88869940613645,145.3869378915152,Entire home/apt,235,3,12,2017-03-13,1.64,3,360
+17669879,Cosy house next to a golf reserve,120292138,Jun Hua,,Yarra Ranges,-37.72679207838667,145.30447758689468,Entire home/apt,130,3,0,,,1,168
+4849666,Open plan family home in Belgrave ,24951434,Shona,,Yarra Ranges,-37.92240550496642,145.3487962669557,Entire home/apt,219,5,0,,,1,0
+13959175,"Dovecote - The Petite Suite, Dandenong Ranges",72631016,Chris,,Yarra Ranges,-37.87160502132692,145.34903426396136,Entire home/apt,170,1,2,2017-02-18,0.45,3,332
+13140030,"House on the hill, valley views.",28945959,Joanne,,Yarra Ranges,-37.77787922187767,145.59906250762472,Entire home/apt,176,1,39,2017-03-12,3.87,2,331
+8814699,Sandy's Retreat,20400356,Sandy And Ange,,Yarra Ranges,-37.65652399442353,145.5288952008261,Entire home/apt,190,1,66,2017-03-18,7.17,3,284
+15745040,Rooms with views,101749157,Diane,,Yarra Ranges,-37.83614970185336,145.59621253248824,Private room,41,1,9,2017-03-18,2.09,2,174
+11895736,Gateway to the Yarra Valley,63447614,Ingrid,,Yarra Ranges,-37.745860938030894,145.3179643612484,Private room,60,1,8,2017-03-04,0.70,1,354
+16548022,Wayfarer Cottage - Cosy 3BR Home in the Hills,12785824,Danielle,,Yarra Ranges,-37.89852898730911,145.33413109383875,Entire home/apt,121,2,9,2017-03-25,6.92,1,312
+15046004,Superb ambience is yours,2745352,Joe,,Yarra Ranges,-37.72005353688197,145.30351570614542,Entire home/apt,149,2,4,2017-02-25,0.83,1,129
+524570,Private En suite room in Yarra Glen Town house,2579341,Theresa,,Yarra Ranges,-37.65516883516092,145.37550892518385,Private room,85,1,96,2017-03-24,1.87,1,211
+8356903,Welcome to Masquerade,7600086,John,,Yarra Ranges,-37.81988488904302,145.37495052129702,Private room,125,1,35,2017-03-25,1.91,3,360
+13566703,"The Stables - A Garden Retreat, Dandenong Ranges",72631016,Chris,,Yarra Ranges,-37.87136077862466,145.3471382585806,Entire home/apt,240,1,4,2017-01-03,0.47,3,309
+3408608,Toms Yarra Valley,16791060,Rosslyn,,Yarra Ranges,-37.62231731008945,145.5110999348725,Entire home/apt,450,1,95,2017-03-18,3.03,1,347
+6292251,Secluded farm cottages in mountains,27386890,Eddy & Phuong @ Hillndale,,Yarra Ranges,-37.717526431876756,145.58469019049434,Entire home/apt,229,2,7,2016-10-09,0.52,1,92
+17466172,The Homestead,46524537,Betty Heinrich,,Yarra Ranges,-37.85997187739637,145.38798821521254,Entire home/apt,176,2,0,,,1,301
+3506630,Heaven in Healesville!!,17656554,Kerry,,Yarra Ranges,-37.64822486973096,145.53685867364507,Entire home/apt,380,2,24,2017-03-25,0.77,2,308
+9536351,Cosy place in tranquil surrounding,49300076,Cedrick,,Yarra Ranges,-37.78201072458291,145.30672557304288,Private room,69,1,6,2017-02-10,0.45,1,180
+4424922,TREETOPS TRI-LEVEL COTTAGE 2,22136034,Alan,,Yarra Ranges,-37.85518559330014,145.36474410062775,Entire home/apt,288,1,2,2016-12-28,0.12,6,345
+18023685,2 Bedroom Lavender spa @comocottages,4944974,Mr Brett,,Yarra Ranges,-37.856950034143395,145.36485222043703,Entire home/apt,295,1,0,,,3,355
+5310039,Mr Oak Warburton ,27507848,Lauren,,Yarra Ranges,-37.75076712442687,145.69424885853405,Entire home/apt,220,2,70,2017-03-19,2.72,1,155
+12092896,Mountain Lodge - Tasman Suite,64824218,Julie,,Yarra Ranges,-37.82627637972812,145.36109302511267,Entire home/apt,229,2,0,,,2,329
+10913296,Art House Warburton,56567745,Sioux,,Yarra Ranges,-37.7640500890545,145.69729030447374,Private room,100,1,66,2017-04-01,4.70,1,348
+12715151,"Own room in house,",65402097,Leon,,Yarra Ranges,-37.78550774761836,145.56934865536635,Private room,30,1,10,2017-03-22,0.93,4,363
+10454163,Create@Warburton,53861362,Kerrie,,Yarra Ranges,-37.76480626170154,145.6982482716647,Entire home/apt,290,2,8,2017-01-08,0.58,1,280
+12519742,Woongarra,27612340,Peta,,Yarra Ranges,-37.753931812589265,145.68668021396604,Entire home/apt,220,2,9,2017-03-12,0.87,2,352
+11955262,'Belrose Cottage' The perfect retreat for couples,63851368,Robyn,,Yarra Ranges,-37.926890190578675,145.35472434469892,Entire home/apt,190,1,4,2017-03-25,1.64,1,171
+15206844,The Yellow House in Sassafras (Garden Suite),66239997,Carmel,,Yarra Ranges,-37.87183765015832,145.34852838168624,Private room,110,1,5,2017-01-21,1.10,1,329
+11930431,Bluegum Cottage in Healesville.,63681617,Damien,,Yarra Ranges,-37.68392453087582,145.54105270036513,Entire home/apt,115,1,83,2017-03-30,6.73,1,307
+8804154,Zen Health Cottage in Olinda,1736572,Victoria,,Yarra Ranges,-37.85422102513062,145.3626068792787,Entire home/apt,149,2,24,2017-03-24,1.40,1,341
+13929325,City meets the Yarra Valley,65976225,Stuart,,Yarra Ranges,-37.75840038386801,145.3031393048929,Private room,94,1,2,2017-03-13,0.69,1,365
+7309897,Graceburn Gardens: Riddell Room,38296460,Christine,,Yarra Ranges,-37.64683829146509,145.54125258619416,Private room,210,1,9,2016-04-25,0.44,4,356
+6982278,Vintage Heaven,36610747,Jenny,,Yarra Ranges,-37.647472924429835,145.4957702143734,Entire home/apt,165,1,61,2017-04-01,2.87,1,333
+14060192,Private room in French-Australian house,80571537,Julie,,Yarra Ranges,-37.915452397908226,145.35572910963472,Private room,100,1,9,2016-12-03,1.10,1,316
+9734834,Nelsey's in Healesville,50228571,Janelle,,Yarra Ranges,-37.66467782581895,145.51491533000117,Entire home/apt,85,1,169,2017-04-01,10.50,1,324
+16386806,Courtyard Cottage of Healesville,107341806,Tim,,Yarra Ranges,-37.647550059257675,145.52259674822102,Entire home/apt,190,1,1,2017-01-15,0.38,1,291
+8816505,Birchwood Manor,46185605,Brian,,Yarra Ranges,-37.753425446918406,145.68448608140483,Entire home/apt,360,2,9,2017-02-20,0.62,1,102
+9735110,Treetops home,8594643,Rachel,,Yarra Ranges,-37.791736966908026,145.3575602514217,Entire home/apt,180,7,0,,,1,0
+3443643,Private Studio Apartment with Stunning Deck!,17355613,Chris,,Yarra Ranges,-37.62679171672333,145.517518420736,Entire home/apt,160,1,48,2017-04-01,1.90,1,314
+16813028,Will's Wonderland ~桃花源~ Garden View,60814248,Will,,Yarra Ranges,-37.8055892604807,145.43868013614383,Private room,90,1,0,,,2,309
+12094513,Mountain Lodge - Salvatore Suite,64824218,Julie,,Yarra Ranges,-37.82456157937984,145.3594736942709,Entire home/apt,229,2,1,2016-08-08,0.13,2,327
+12389431,Woods Sherbrooke Forest Cottage,40479264,Gillian,,Yarra Ranges,-37.88064257820721,145.36415022670087,Entire home/apt,195,1,10,2017-03-02,1.00,2,334
+11186397,Healesville Sanctuary 5mins away,22862787,Mary & Frank,,Yarra Ranges,-37.6581901444935,145.536478253896,Entire home/apt,391,2,1,2016-06-13,0.10,3,0
+1412320,Studio on VINEYARD!,7613976,Greg And Louise,,Yarra Ranges,-37.633580253440876,145.51155274823606,Entire home/apt,176,2,10,2017-01-11,0.32,3,334
+16223541,Lake Waterford - Pet-friendly House plus Cottage,98373079,Saskia,,Yarra Ranges,-37.89129908968933,145.48651291482244,Entire home/apt,300,1,4,2017-03-29,1.29,1,85
+15928659,Healesville Valley Views,27924962,Julie,,Yarra Ranges,-37.649027580977645,145.49652195501932,Entire home/apt,180,2,10,2017-03-12,3.00,1,293
+15404490,Mid century townhouse in centre of Healesville,8075554,Giustino,,Yarra Ranges,-37.65786209410452,145.50909837629595,Entire home/apt,180,2,26,2017-04-01,5.45,1,315
+12389918,Woods Sherbrooke Forest Suite,40479264,Gillian,,Yarra Ranges,-37.878809195931,145.362795618954,Entire home/apt,195,1,14,2017-03-11,1.71,2,331
+17534546,Silvan Estate Backpackers,113776092,Jenny,,Yarra Ranges,-37.85224502503469,145.45754617506347,Shared room,30,3,0,,,2,49
+17239722,Single Serenity in Scenic Warburton,38742057,Julie,,Yarra Ranges,-37.748324880382825,145.70425884517496,Private room,50,1,1,2017-03-12,1,1,84
+3646402,"LAKOTA HOUSE, Cosy house with views",14910747,Trang,,Yarra Ranges,-37.722726859184405,145.56509272654114,Entire home/apt,170,2,83,2017-01-19,2.54,1,308
+2396898,"Private, Contemporary, Botanical ",12245789,Karen,,Yarra Ranges,-37.67902341495995,145.53368707629267,Entire home/apt,295,2,8,2016-02-05,0.25,1,79
+14853126,"Gateway to the Hill,Garden Retreat.",54550866,Chloe,,Yarra Ranges,-37.87950453947917,145.33309763489694,Entire home/apt,800,1,1,2017-03-12,1,1,352
+16589845,Bella Blue,55153740,Karin,,Yarra Ranges,-37.894952561152955,145.39640994303056,Private room,130,1,3,2017-02-17,1.22,2,238
+5739222,Masquerade,7600086,John,,Yarra Ranges,-37.817893924181064,145.37537023601394,Private room,96,1,160,2017-03-30,6.58,3,352
+16756924,Healesville House,111202850,Caroline,,Yarra Ranges,-37.6501434854866,145.52404903034275,Entire home/apt,240,1,4,2017-03-19,2.86,1,328
+957284,Wiggley Bottom Farm Cottage,5205726,Gillie,,Yarra Ranges,-37.700759498943675,145.52807563536464,Entire home/apt,240,1,54,2017-03-25,1.12,4,348
+1285174,Stylish Self Contained Bunkhouse,6992397,Leanne,,Yarra Ranges,-37.88090917442461,145.51646634185437,Entire home/apt,45,1,26,2017-03-14,0.69,2,344
+7150673,Large home with sensational views,37448777,Graeme & Jody,,Yarra Ranges,-37.74767195108685,145.36593019189928,Private room,100,2,21,2017-03-25,1.13,3,342
+4238368,The Burrow at Wombat Bend B&B,21994726,Sue,,Yarra Ranges,-37.59892529081477,145.43901969022227,Entire home/apt,250,1,14,2017-03-11,0.53,1,350
+9933765,Charnwood's luxury cottages B&Bs,51059446,Darren,,Yarra Ranges,-37.75320157576389,145.68670890038464,Entire home/apt,400,1,0,,,1,364
+11421217,Forest Lodge - Cottage,10725796,Paige,,Yarra Ranges,-37.648182252983354,145.5451183655653,Entire home/apt,151,2,75,2017-03-25,5.81,2,322
+13917055,Aura of the Dandenongs at Menzies Creek,70713748,Anne,,Yarra Ranges,-37.92030713804295,145.40391902578617,Private room,125,1,0,,,2,361
+14616417,Lakeside Cottage “living life at natures pace”,72823020,Tony,,Yarra Ranges,-37.743505626612645,145.6787702969409,Entire home/apt,223,2,26,2017-03-12,3.70,1,152
+16849799,Gracedale Yarra Valley - contemporay accommodation,61205526,Jenny,,Yarra Ranges,-37.72401676285528,145.51903635762284,Private room,295,2,1,2017-02-18,0.67,1,179
+1414187,GETAWAY ON VINEYARD!,7613976,Greg And Louise,,Yarra Ranges,-37.63318097241483,145.51237059833298,Entire home/apt,201,2,37,2017-02-04,1.09,3,326
+6202696,Heart of the Yarra Valley,26975890,Robert,,Yarra Ranges,-37.77385377858433,145.46138459697386,Entire home/apt,160,1,63,2017-04-01,2.73,1,335
+5878043,Wattletree Cottage,30524396,Vilma,,Yarra Ranges,-37.74701770568575,145.7111219666096,Entire home/apt,290,2,11,2016-12-29,0.52,1,339
+1119307,B&B In A Beautiful Rain Forest 2,4600409,Michael,,Yarra Ranges,-37.85337919198977,145.36355222798275,Private room,125,2,67,2017-01-26,1.41,3,361
+16885108,Sunrise Cottage (Mont du Soleil Estate),23827951,Liz,,Yarra Ranges,-37.909769499261955,145.4297874288781,Entire home/apt,220,1,0,,,1,340
+4662661,A Pebble's Throw Healesville,24126799,Kylie,,Yarra Ranges,-37.65479169769043,145.51826939439064,Entire home/apt,375,1,1,2017-03-22,1,2,330
+3910839,"Romantic Getaway, Spa & Fireplace",4003668,Beau,,Yarra Ranges,-37.70208960759838,145.53772359406324,Entire home/apt,170,2,25,2017-01-11,0.86,3,144
+12293289,Aquila Nova Retreat - Sol Spa Suite,66261359,Alex,,Yarra Ranges,-37.88299046116256,145.39038362926954,Entire home/apt,370,1,5,2017-02-11,0.62,2,315
+14763594,Cherry Orchard Cabin - YARRA VALLEY,89767360,Brigitte,,Yarra Ranges,-37.796915972961486,145.42611427098134,Entire home/apt,145,1,33,2017-04-01,5.35,1,153
+17411300,Painters Light,3668914,Angie,,Yarra Ranges,-37.89978846639742,145.32897430525574,Entire home/apt,180,1,4,2017-03-18,4,2,94
+4010302,Heaven Sent - with Bath!,20792754,Paul & Sonia,,Yarra Ranges,-37.75987639567248,145.69915242997428,Entire home/apt,75,1,58,2017-04-01,3.02,1,173
+1585478,Private comfy room in Yarra Glen.,959186,Frank,,Yarra Ranges,-37.652140201487164,145.37344522638628,Private room,80,1,141,2017-04-01,3.49,1,316
+6853930,Yarra Ranges Country Apartment,35541235,Mary,,Yarra Ranges,-37.79223367719556,145.38458615402257,Entire home/apt,121,2,1,2016-09-24,0.16,1,214
+2561355,Lovely Yarra Valley farmhouse with beautiful views,13114327,Jacky,,Yarra Ranges,-37.70358532359427,145.53005183474528,Entire home/apt,185,1,78,2017-03-14,2.19,2,208
+12234071,Healesville Garden Cottage.,64874108,Michelle,,Yarra Ranges,-37.65471230203822,145.51804910829708,Entire home/apt,499,1,1,2017-03-25,1,3,333
+13245672,Welcome to a Studio Room on 10 Acres Hoddles Creek,74453510,Sharon,,Yarra Ranges,-37.853248252935906,145.5893560532046,Private room,100,1,8,2017-03-26,1.27,1,357
+11869779,Ms Bs home Room 2,63280389,Beryl,,Yarra Ranges,-37.658441314634395,145.52304394826527,Private room,80,1,31,2017-03-25,2.70,3,286
+14714485,The Barn House - Montrose,71390930,Peter,,Yarra Ranges,-37.81297922202498,145.34439278315364,Entire home/apt,220,1,4,2016-10-22,0.58,1,350
+9742023,The Gallery B&B Olinda,50261811,Rhonda,,Yarra Ranges,-37.86676682474974,145.3777669597068,Entire home/apt,270,2,5,2017-03-28,0.37,1,328
+2172620,"Private, 4 rm suite-Rosella Cottage",11084105,Duncan And Irene,,Yarra Ranges,-37.910097448603885,145.32756448973004,Entire home/apt,149,1,9,2017-01-11,0.24,1,57
+14360541,"Pythias House, Luxury Mountain Retreat",88051903,Yarra Valley,,Yarra Ranges,-37.75830473280038,145.65404080884565,Entire home/apt,281,2,3,2016-10-30,0.40,3,306
+5021352,HELGRAH with VIEWS TO DIE FOR .. from $121,23135031,Helen,,Yarra Ranges,-37.64572340109942,145.53754981809655,Entire home/apt,121,2,34,2017-04-02,1.31,1,209
+6201018,Eagle's View B & B Cottage,32157835,Georgina,,Yarra Ranges,-37.78702721689542,145.42504480692,Entire home/apt,250,1,21,2017-03-12,0.95,1,355
+5023524,The Green Room! King Bed/Spa/Forest,4003668,Beau,,Yarra Ranges,-37.70166049971982,145.53792740456146,Entire home/apt,140,2,9,2016-10-12,0.34,3,158
+14659056,Darowby Park in the Yarra Valley,31695662,Catharina,,Yarra Ranges,-37.80323241850782,145.51035107796176,Private room,100,1,0,,,1,361
+16193210,B&B - Penthouse Apartment,38337160,Annie Roe'S,,Yarra Ranges,-37.85042507565545,145.3620951234364,Private room,204,1,1,2017-03-13,1,3,244
+12873706,5 mins from Healesville Sanctuary,22862787,Mary & Frank,,Yarra Ranges,-37.65972319974756,145.53711496271885,Entire home/apt,300,2,0,,,3,0
+4271078,TREETOPS TRI-LEVEL COTTAGE 1,22136034,Alan,,Yarra Ranges,-37.85377770823242,145.3628752817455,Entire home/apt,288,1,11,2016-12-28,0.51,6,350
+3097051,Charmed Cabin,11755700,Nickett,,Yarra Ranges,-37.86226949628303,145.35891796273305,Entire home/apt,149,1,27,2017-02-24,0.84,6,354
+6369910,The Elan Cottage,11755700,Nickett,,Yarra Ranges,-37.83456238625626,145.35597267755497,Entire home/apt,170,1,0,,,6,361
+4566610,Ferny Creek Apartment,23671310,Judie,,Yarra Ranges,-37.882044679546134,145.34175898248589,Entire home/apt,121,1,54,2017-03-20,1.87,1,309
+16588832,"The Lily Pad, Warburton",109394287,Tyrone,,Yarra Ranges,-37.74714850954842,145.69140522576345,Entire home/apt,176,2,5,2017-03-26,2.27,1,19
+2301999,Hush Cottage - Sassafras,11755700,Nickett,,Yarra Ranges,-37.860916972548864,145.35988692231595,Entire home/apt,160,1,39,2017-03-01,1.28,6,353
+4599533,Riverside Sanctuary & Fern Bathing,23871907,Phoenix,,Yarra Ranges,-37.75369348869311,145.7090065177459,Entire home/apt,89,1,126,2017-03-27,4.45,1,343
+4270253,Vista Apartment ,18603335,Tonia,,Yarra Ranges,-37.81607720249166,145.6347876215401,Entire home/apt,215,2,3,2016-07-07,0.20,2,350
+8923294,Cosy Cabin By The Yarra River,46661939,Jan,,Yarra Ranges,-37.75119349835978,145.65000674128393,Private room,69,1,63,2017-04-01,3.55,1,362
+6369654,Etna Cottage - Mt Dandenong,11755700,Nickett,,Yarra Ranges,-37.83589808043805,145.35631690838767,Entire home/apt,170,1,3,2017-01-21,0.18,6,362
+16101174,Outbound Getaway,104963439,Andrew,,Yarra Ranges,-37.6539954874869,145.37654247533473,Private room,100,1,10,2017-03-16,3.33,1,170
+3418342,Devon Guest House: Treetops Suite,17052898,Campbell,,Yarra Ranges,-37.90671789690713,145.35266443076117,Entire home/apt,180,1,13,2017-03-31,0.39,1,364
+11933737,Villa d'Amour - a French villa feel,21120844,Peta,,Yarra Ranges,-37.83837542490947,145.3523225358809,Entire home/apt,265,1,1,2016-06-20,0.10,7,304
+12857155,Wiggley Bottom Farm Whole Property,5205726,Gillie,,Yarra Ranges,-37.6996493446996,145.52639387413407,Entire home/apt,950,1,0,,,4,326
+9219906,Harvest Farm -Harvest & Dairy House,47942926,Karina,,Yarra Ranges,-37.69250735073652,145.5319433340521,Entire home/apt,250,1,18,2017-02-24,1.05,1,358
+8298814,Still Waters,43752997,Sue,,Yarra Ranges,-37.81604388247016,145.4973236924988,Entire home/apt,190,1,7,2016-11-20,0.37,1,359
+7777990,Tranquility Cottage,40921658,Donna,,Yarra Ranges,-37.82612996565284,145.3662337988968,Entire home/apt,201,2,18,2017-03-25,0.90,1,351
+11870586,Ms Bs Home Room 1,63280389,Beryl,,Yarra Ranges,-37.65649079073977,145.52173261895445,Private room,66,1,29,2017-03-12,2.31,3,290
+2959739,Two Bedroom House in Healesville ,15107316,Liz,,Yarra Ranges,-37.66259333364273,145.5288805000399,Entire home/apt,185,2,39,2017-04-01,1.17,1,326
+2204065,Wildwood Lodge - Unit 1 Belgrave,11136421,Helen And Michael,,Yarra Ranges,-37.911500125428425,145.35878927341878,Private room,119,1,9,2016-12-31,0.24,4,320
+11872681,Cherbury - lavish and original (2),51852288,Conor,,Yarra Ranges,-37.758283042343464,145.35847072562433,Private room,121,1,4,2017-04-01,2.03,2,320
+16263703,Away with Birds Creative Retreat.,48895461,Jena,,Yarra Ranges,-37.75868229626579,145.6982847671645,Private room,75,1,5,2017-03-27,3.57,1,168
+11262362,Cozy and comfy,32165537,Gillian,,Yarra Ranges,-37.770754586558674,145.30059837039423,Private room,45,1,0,,,1,351
+17701319,The Earth Sheltered House,700436,Sarah,,Yarra Ranges,-37.91222041280986,145.35247468464843,Entire home/apt,140,2,0,,,1,50
+17346319,Paddy's Creek Retreat Guest House,117187623,Barry And Teresa,,Yarra Ranges,-37.89898236258551,145.33205430380286,Entire home/apt,225,1,1,2017-03-11,1,1,326
+11932093,Stoneridge Cottage,62745317,Kylie,,Yarra Ranges,-37.723011426096846,145.32731678868947,Entire home/apt,121,1,15,2016-11-19,1.53,1,153
+13769409,Yarra Valley on your doorstep,14180770,Daniel,,Yarra Ranges,-37.875212721369664,145.412263257107,Private room,41,1,3,2017-03-11,0.41,1,218
+2921057,Delightful country retreat,14917337,Matthew,,Yarra Ranges,-37.784684634255385,145.34851539062706,Private room,66,2,0,,,1,365
+16886571,A Stroll Away,112626221,Ivana,,Yarra Ranges,-37.65408634648665,145.51764104958835,Entire home/apt,300,1,1,2017-02-25,0.79,1,348
+7484062,Yarra Gables Motel,39197025,Ralph,,Yarra Ranges,-37.66352939600463,145.51297161083252,Private room,165,1,0,,,1,350
+15972104,The Nest,21120844,Peta,,Yarra Ranges,-37.86380786550344,145.35282071034086,Private room,170,2,0,,,7,88
+8765200,Jacky Winter Gardens Artist Retreat,45962467,Jeremy,,Yarra Ranges,-37.9024839868298,145.35667531749118,Entire home/apt,295,2,10,2017-03-12,0.60,1,356
+7888543,Queen Bed.plus 2 more rooms Q beds,21571354,Maggie,,Yarra Ranges,-37.6488229742312,145.37374811079445,Private room,135,1,9,2016-11-26,0.53,3,364
+1718324,Yarra Valley Beautiful CountryHouse,6727187,Sarah & Steve,,Yarra Ranges,-37.656077666044965,145.51360026855167,Entire home/apt,450,1,66,2017-03-27,2.08,1,304
+5355638,Brooklyn Studio B&B ,27762785,Pamela,,Yarra Ranges,-37.684863579732735,145.54103040019757,Entire home/apt,184,2,13,2017-03-13,0.52,1,359
+13835968,Rustic Refuge B&B Queen Bedroom (shared bathroom),62705796,Rod,,Yarra Ranges,-37.82908180702944,145.37021347698507,Private room,100,1,1,2016-08-06,0.12,6,365
+9975950,"Quiet, select area, large hm.1 acre",51261014,Margaret,,Yarra Ranges,-37.754789881075936,145.36938535173053,Private room,50,1,1,2016-01-11,0.07,1,365
+6916476,the studio yarra valley,36251350,Ann,,Yarra Ranges,-37.62169265003854,145.41924371706057,Entire home/apt,250,1,11,2016-11-25,0.55,1,332
+16988426,Woodlands getaway perched on 9.5 acres.,113752252,Rebecca,,Yarra Ranges,-37.74680835617844,145.65411131736025,Entire home/apt,160,1,3,2017-03-25,1.76,1,311
+16005502,Little Lills Cottage - A PetFriendly SliceOfHeaven,104052618,Deanna,,Yarra Ranges,-37.747937252472056,145.7058238982857,Entire home/apt,130,2,1,2017-01-01,0.32,1,336
+6044038,Self Contained eco mudbrick Cottage,31367025,John,,Yarra Ranges,-37.747833941669484,145.48441414182395,Entire home/apt,128,2,47,2017-03-19,1.97,1,323
+12007881,Graceburn Gardens: The Gallery,38296460,Christine,,Yarra Ranges,-37.64804133795526,145.53996507865838,Entire home/apt,220,2,11,2017-04-01,2.44,4,358
+14617244,Lucy's cottage,43144739,Lucy,,Yarra Ranges,-37.65920916899833,145.5107401010015,Entire home/apt,370,1,9,2017-03-12,1.41,1,322
+17287840,Shakra Stay,25822906,Joanne,,Yarra Ranges,-37.797492717133345,145.47971407756768,Private room,100,2,0,,,1,154
+9353823,Stunning & peaceful tree top home,5767074,Danielle,,Yarra Ranges,-37.90244265452581,145.35419749134613,Private room,79,1,3,2016-03-08,0.21,1,0
+11515009,"Large home with sensational views, 2 big bedrooms",37448777,Graeme & Jody,,Yarra Ranges,-37.748712348553866,145.36605180489147,Entire home/apt,176,2,10,2017-02-06,0.90,3,341
+5816312,B&B in a Beautiful Rain Forest 3,4600409,Michael,,Yarra Ranges,-37.855361426229905,145.36606070585117,Private room,130,1,0,,,3,0
+14172177,Garden Suite @ Dandenong Ranges Cottages,85786846,Philip,,Yarra Ranges,-37.88896321225567,145.38837095614417,Entire home/apt,180,1,3,2016-10-23,0.47,3,361
+13581302,Merton on the Hill,66386524,Angela,,Yarra Ranges,-37.64809475926235,145.51132687096361,Entire home/apt,166,1,27,2017-04-01,3.19,1,76
+15188029,Large house in Belgrave,96417522,Jason,,Yarra Ranges,-37.9050837983311,145.35182022674337,Entire home/apt,176,1,0,,,1,91
+16564442,Beautful space in Dandenong Range,11614613,Grace,,Yarra Ranges,-37.90242760093179,145.39767405758286,Entire home/apt,391,1,1,2017-03-26,1,2,359
+7519339,Yarra Valley - Acorn Cottage,32389049,William,,Yarra Ranges,-37.80660523462538,145.46950119833954,Entire home/apt,180,1,38,2017-04-01,1.96,1,355
+9845976,Healesville Selfie - self contained house,50697262,Alison,,Yarra Ranges,-37.64903345451513,145.52703379322352,Entire home/apt,160,1,55,2017-03-22,3.45,1,242
+4504819,Yarra Valley Manor Chalets,17619609,Sam,,Yarra Ranges,-37.74961643606075,145.6611239479704,Entire home/apt,100,1,46,2017-01-23,1.61,5,32
+10108186,Cosy garden apartment in village,2376728,Anne,,Yarra Ranges,-37.881339741566116,145.36978049617048,Entire home/apt,149,1,11,2017-03-25,0.83,1,262
+13775547,Cosy cabin with beautiful views,49572427,Danielle,,Yarra Ranges,-37.82238521083931,145.36315369904375,Private room,55,1,50,2017-03-30,7.28,1,318
+4371142,Yarra Valley- Ideal Family Location,22692413,Alison,,Yarra Ranges,-37.62827019179245,145.50252431897027,Entire home/apt,385,2,23,2017-03-19,0.95,1,325
+12434798,Valley View,8334541,Julie,,Yarra Ranges,-37.91436437555609,145.32340803645408,Entire home/apt,75,1,20,2017-03-25,2.99,1,359
+2571693,The Canvas Barn B&B,9523774,Christine & Barry,,Yarra Ranges,-37.76653158992129,145.6722987097135,Entire home/apt,195,2,62,2017-03-04,1.69,1,351
+6340020,PRIVATE Fully Self Contained Unit,28252840,Ricky,,Yarra Ranges,-37.65175098244915,145.50111237005174,Entire home/apt,97,2,65,2017-03-25,2.83,1,172
+9384871,"The Cupcake Caravan, Olinda",20883805,Jilly,,Yarra Ranges,-37.87464275706822,145.38465605441453,Entire home/apt,109,1,42,2017-04-01,2.56,2,361
+3814396,Millwaters Retreat II - Warburton,17307107,Rachael And Steven,,Yarra Ranges,-37.75117539915424,145.65318543457764,Entire home/apt,149,2,40,2017-03-25,1.32,3,350
+16989795,Silvan Estate Backpackers,113776092,Jenny,,Yarra Ranges,-37.852385344957284,145.45487791146766,Shared room,30,3,0,,,2,244
+14171752,Mulberry Cottage @ Dandenong Ranges Cottages,85786846,Philip,,Yarra Ranges,-37.89027363079028,145.38616652245761,Entire home/apt,170,1,1,2016-08-15,0.13,3,361
+12137549,Experience peace at the Treehouse,23997499,Anna,,Yarra Ranges,-37.91965311968684,145.38198758777426,Entire home/apt,250,3,0,,,1,0
+12235852,2 beds in single room,65402097,Leon,,Yarra Ranges,-37.784937865914856,145.56781604711978,Private room,25,1,8,2017-02-11,0.82,4,181
+15941304,The Huntsman,31683992,Lucy,,Yarra Ranges,-37.74759272406776,145.6763003472449,Entire home/apt,140,2,2,2017-04-02,2,2,175
+4830431,Exotic Forest's Edge Sanctuary - 3 bedroom cottage,2292358,Chris,,Yarra Ranges,-37.627779261101566,145.51614980057852,Entire home/apt,250,1,83,2017-03-25,3.01,1,348
+6369380,Evora Cottage,11755700,Nickett,,Yarra Ranges,-37.835736465634845,145.3578549563907,Entire home/apt,176,1,6,2017-03-04,0.55,6,357
+14824818,Pirangi Cottage,92696937,Dennis,,Yarra Ranges,-37.794017622273664,145.4471386979276,Private room,80,1,17,2017-03-18,2.74,1,174
+9811368,The Sun Room,24374386,Lauren,,Yarra Ranges,-37.84255709126294,145.3548962202476,Entire home/apt,115,1,46,2017-03-29,3.85,1,349
+16561602,Hill Heaven,109077799,Maite,,Yarra Ranges,-37.76436495206983,145.3207164259892,Private room,100,2,0,,,1,180
+15971792,The Jewel in Sassafras Village,21120844,Peta,,Yarra Ranges,-37.862332825757626,145.35292016813014,Private room,135,1,1,2017-02-20,0.70,7,88
+15326824,It's really not a farm... there's no dawn starts,96765047,Geoff & Carole,,Yarra Ranges,-37.89747794017519,145.3269848963624,Private room,66,1,3,2017-03-11,0.97,1,145
+9123452,Rustic Place in Tranquil Dandenongs,28268003,Debi,,Yarra Ranges,-37.86816762816434,145.41481989610463,Entire home/apt,75,1,6,2016-03-12,0.37,1,335
+1160839,Studio Apartment in Healesville,6359961,Lianne,,Yarra Ranges,-37.64838760836092,145.53485813850276,Entire home/apt,170,2,3,2016-10-18,0.28,1,345
+7779973,Rustic Stable House,39804568,Deb And Ian,,Yarra Ranges,-37.76084683948502,145.42522646448924,Entire home/apt,176,1,110,2017-03-19,6.03,1,336
+14169816,Warburton Whitehouse Bed & Breakfast,39674564,Yvonne,,Yarra Ranges,-37.75335355592137,145.70946166035233,Private room,190,1,3,2017-03-25,0.63,1,352
+13580006,Healesville Garden B&B,64874108,Michelle,,Yarra Ranges,-37.65584471857331,145.51524997538462,Entire home/apt,901,1,6,2017-03-19,0.77,3,323
+7094997,Escape to the country for some R&R,18843751,Anita,,Yarra Ranges,-37.83722971376141,145.48724218488832,Entire home/apt,350,2,9,2017-02-28,0.59,1,352
+13361283,Self contained 2 Bedroom unit with amazing views,37448777,Graeme & Jody,,Yarra Ranges,-37.747924318472165,145.3671013447918,Entire home/apt,149,2,6,2017-02-18,1.05,3,354
+15900718,Jedda House,103139883,Siobhan,,Yarra Ranges,-37.64813327209206,145.4936455530721,Private room,121,1,10,2017-04-01,3.80,1,360
+11977035,LUSATIA COTTAGE Accommodation,21161596,Vikki,,Yarra Ranges,-37.802679967981106,145.55106671799862,Entire home/apt,125,1,30,2017-03-26,2.85,2,330
+10502522,Straw Bale House in Healesville,25520315,Levi,,Yarra Ranges,-37.64987458719754,145.53474635789067,Entire home/apt,170,2,18,2017-01-13,1.28,1,267
+11518855,Treetop Stay - your treehouse in Sassafras,21120844,Peta,,Yarra Ranges,-37.86550194494007,145.35398148940422,Entire home/apt,284,2,2,2016-12-29,0.18,7,329
+1360263,Japanese Slipper B&B Midori Suite,7383811,Susie,,Yarra Ranges,-37.91997468966013,145.3304269544404,Private room,201,1,4,2017-03-11,0.29,2,176
+7389620,Chestnut Cottage,38715133,Catherine,,Yarra Ranges,-37.880780646029336,145.37390692601414,Entire home/apt,180,1,43,2017-03-18,2.44,2,344
+12173779,Master Bedroom in 4 bedroom house,65402097,Leon,,Yarra Ranges,-37.784015185884414,145.56852503457264,Private room,25,1,7,2016-10-07,0.66,4,363
+3981785,Wiggley Bottom Garden Apartment,5205726,Gillie,,Yarra Ranges,-37.699190482419844,145.52809762300868,Entire home/apt,240,1,38,2017-03-25,1.25,4,345
+9978983,Queen bedrm upstairs & share bathrm,51278144,Paula,,Yarra Ranges,-37.80346993515552,145.33144975859352,Private room,50,1,0,,,1,78
+5457104,"Rustic Log Cabin, Yarra Valley",28303510,Lisa,,Yarra Ranges,-37.796841399284276,145.6143134305496,Entire home/apt,98,1,39,2017-03-18,2.28,1,229
+15943611,Midcentury style Bush Retreat,569391,Benita,,Yarra Ranges,-37.86604111167366,145.32745894603735,Entire home/apt,128,1,7,2017-01-14,1.71,1,219
+15862811,In the heart of Yarra Valley,47958166,Natalee,,Yarra Ranges,-37.6571904299654,145.3730936562665,Entire home/apt,281,1,10,2017-03-18,4.48,1,359
+10339779,100+ year old Farmhouse Cabin,53224201,Leanne,,Yarra Ranges,-37.71068308801249,145.48458935203456,Entire home/apt,125,2,41,2017-03-30,2.83,1,325
+4540012,Credo 4 Cottage 2 Bedroom 3PAX,22136034,Alan,,Yarra Ranges,-37.85615786982729,145.36764539820814,Entire home/apt,225,1,1,2015-01-23,0.04,6,311
+12765759,Aquila Nova Retreat-Luna Spa Suite,66261359,Alex,,Yarra Ranges,-37.88442973774337,145.39056692369954,Entire home/apt,360,1,2,2017-03-13,0.34,2,308
+14589050,Mooroolbark home,90456195,Kat,,Yarra Ranges,-37.782738191626784,145.31922971639094,Private room,60,1,0,,,1,365
+15387735,Glenbogle,98374833,Elizabeth,,Yarra Ranges,-37.847639755623376,145.59535837108464,Entire home/apt,149,1,3,2017-03-12,0.63,1,176
+13847651,Rustic Refuge B&B Queen bedroom 2 with shared bath,62705796,Rod,,Yarra Ranges,-37.82751915274218,145.3715326111111,Private room,100,1,0,,,6,364
+14825325,Chalet House; Warburton's best views!,59080076,Dani,,Yarra Ranges,-37.7528031195136,145.69154809493514,Entire home/apt,416,1,13,2017-02-25,2.03,3,55
+7490702,Cottage Room Sherbrooke Forest Walk,39231096,Christine,,Yarra Ranges,-37.88653871342762,145.37736273376217,Private room,72,1,13,2016-11-14,0.99,3,343
+872081,B&B In A Beautiful Rain Forest 1,4600409,Michael,,Yarra Ranges,-37.855480104266846,145.36553144048233,Private room,125,1,59,2017-03-12,1.18,3,360
+5787409,Ingleby Cottage - a home away from home,29839038,June,,Yarra Ranges,-37.64558764275993,145.52580760935695,Entire home/apt,170,2,26,2017-03-17,1.10,1,304
+16830839,The Round Yard at Holly Lane Mews,62847378,Joanne,,Yarra Ranges,-37.608187311101936,145.37535092755823,Entire home/apt,160,2,0,,,1,175
+8343377,"Fresh and comfy room, own bathroom",25040936,Jonty,,Yarra Ranges,-37.78539204176357,145.3826009553614,Private room,55,1,9,2017-03-12,0.52,1,364
+7294814,"3 Bedroom ""olde world"" in Lilydale",36098747,Kerry,,Yarra Ranges,-37.75227844529951,145.36930668963132,Entire home/apt,450,1,17,2017-02-04,0.90,3,328
+8409461,Mt Dandenong Garden Suite,40237208,Stephen,,Yarra Ranges,-37.8153811556516,145.37222086187083,Private room,145,2,1,2017-01-21,0.41,4,364
+6868849,Healesville Luxury Escape,27386730,Leah,,Yarra Ranges,-37.655461862735486,145.52320104225973,Entire home/apt,480,1,19,2017-03-26,1.21,1,278
+2838411,Rustic cottage on 10 acres,14520729,Sarah,,Yarra Ranges,-37.67941951491046,145.53676232320885,Entire home/apt,121,2,24,2017-01-21,0.85,1,341
+5886333,Romantic cozy cottage ,30569746,Paul,,Yarra Ranges,-37.64690917175672,145.52405988684166,Entire home/apt,220,1,59,2017-03-13,2.94,1,342
+4902986,Yarra Valley Manor,17619609,Sam,,Yarra Ranges,-37.74957397736071,145.65916682031602,Entire home/apt,92,1,67,2017-03-13,2.62,5,347
+10046771,5min drive to Healesville Sanctuary,22862787,Mary & Frank,,Yarra Ranges,-37.659716144216766,145.53582238535338,Entire home/apt,149,2,5,2016-07-03,0.37,3,0
+14241098,Cosy granny flat,86638843,Cathrine,,Yarra Ranges,-37.78783638378134,145.37971312660815,Private room,55,1,22,2017-04-01,3.04,1,361
+15322468,Horseshoe House in Warburton - large family home,80791275,Jessica,,Yarra Ranges,-37.754541131759346,145.70946363716087,Entire home/apt,128,1,15,2017-03-25,2.65,1,321
+8409529,Mt Dandenong Honeymoon Suite,40237208,Stephen,,Yarra Ranges,-37.81547996444733,145.37412457824442,Private room,160,2,0,,,4,361
+11947374,Lyrebird Cottages,7946139,Tessa And Stewart,,Yarra Ranges,-37.722778880376744,145.56671747523365,Entire home/apt,229,2,5,2016-10-27,0.53,1,343
+11423165,Yarra Valley Getaway,60004704,Julie,,Yarra Ranges,-37.78090670945529,145.34500517546243,Private room,69,1,8,2016-11-26,0.78,1,0
+9654530,Serenity,49909070,Michael,,Yarra Ranges,-37.82473843546087,145.36901006529848,Entire home/apt,300,2,2,2016-11-26,0.32,1,74
+1822180,Japanese Slipper B&B Aka suite,7383811,Susie,,Yarra Ranges,-37.91903562278592,145.33241595674122,Private room,176,1,26,2017-03-25,1.76,2,307
+5000678,"@ Campania (peace, beauty, comfort)",17333498,Robyn,,Yarra Ranges,-37.84874742274189,145.36743569645037,Entire home/apt,165,2,2,2016-04-25,0.16,1,361
+15945202,Modern 2 bedroom House,55062850,Shannon And Sarah,,Yarra Ranges,-37.660131796493424,145.51165547184215,Entire home/apt,155,1,23,2017-03-30,5.07,1,314
+4112078,"The Secret Garden, Olinda",20883805,Jilly,,Yarra Ranges,-37.874403236631494,145.38545934090766,Entire home/apt,190,1,60,2017-03-25,1.99,2,354
+9818711,Forest Cottage Retreat Get Away,39231096,Christine,,Yarra Ranges,-37.88440300053501,145.36899235787905,Private room,59,1,10,2017-01-05,0.65,3,342
+16405088,Large room with mountain views,101749157,Diane,,Yarra Ranges,-37.83640590489862,145.59773520643057,Private room,48,1,1,2017-01-03,0.33,2,181
+10047932,Villa Alena,51571507,Helen,,Yarra Ranges,-37.66871175784172,145.5291797587762,Entire home/apt,1199,1,41,2017-03-04,2.74,1,340
+4319341,Sleepy Wombat Cottage,13672521,Hazel,,Yarra Ranges,-37.758089384717415,145.68852488114783,Entire home/apt,180,1,22,2017-02-25,0.92,1,308
+11592002,"""THE SHED"" at WONGA WATERS.",22559380,Louise,,Yarra Ranges,-37.72407016869184,145.29435554295932,Entire home/apt,97,1,19,2017-02-18,2.02,1,67
+12787845,Yarra Valley Golf and Wine Getaway,42976240,Peter,,Yarra Ranges,-37.71820164744421,145.30398464330764,Entire home/apt,195,2,20,2017-02-04,2.33,1,129
+16640182,"Spacious Home With Mountain Views, twin or king",29207598,Helen,,Yarra Ranges,-37.76064091927744,145.70028927237456,Private room,66,1,2,2017-03-29,2,2,341
+6678818,Cobblestone B&B,34958949,Liz,,Yarra Ranges,-37.64760699273162,145.55180483849787,Entire home/apt,160,1,64,2017-04-01,3.00,1,359
+16176458,Miss Milly's,21909013,Kerrie,,Yarra Ranges,-37.77701974362386,145.6399283513815,Private room,100,1,6,2017-03-18,1.91,1,164
+1274043,Views to die for - Kangaroo Room,4681384,Louise,,Yarra Ranges,-37.80568159995851,145.6456766688236,Private room,121,1,188,2017-04-01,4.13,4,348
+4711027,Modern home with stunning views,9778570,Anne,,Yarra Ranges,-37.6065793649406,145.48695145107678,Entire home/apt,750,2,30,2017-03-04,1.78,2,74
+4795211,Jadeswood House - sleeps up to 9,24607094,Dale,,Yarra Ranges,-37.75850690909145,145.73902877595506,Entire home/apt,250,2,24,2017-01-28,0.94,1,145
+4236199,Yara Valley B & B/Farmstay,21984050,Sandra,,Yarra Ranges,-37.83102170176719,145.51783733588366,Entire home/apt,190,1,13,2017-01-09,0.54,1,342
+15327896,Self-contained Cottage,97692726,Anne,,Yarra Ranges,-37.653653518336256,145.5238150909961,Entire home/apt,121,2,35,2017-04-01,6.14,1,314
+16273258,Two Truffles B&B - Acorn Cottage,59834205,Sharyne & Andrew,,Yarra Ranges,-37.651938871181294,145.37789985929209,Entire home/apt,220,1,6,2017-03-12,2.05,2,337
+7624212,Graceburn Gardens: St Leonard Room,38296460,Christine,,Yarra Ranges,-37.64821517566112,145.541667402742,Private room,210,1,17,2017-01-01,0.93,4,360
+10344006,Waterfall at the front,15262130,Yu,,Yarra Ranges,-37.75070598295651,145.6895498261811,Entire home/apt,393,3,0,,,3,91
+12837696,Alpine Studio Retreat,70094226,Alex,,Yarra Ranges,-37.75759899100245,145.68339541646557,Entire home/apt,69,1,80,2017-03-31,7.57,1,153
+10344118,"Intimate, small and cozy",15262130,Yu,,Yarra Ranges,-37.750693063165464,145.6889188585852,Entire home/apt,393,1,0,,,3,365
+14904006,Gatehouse Cottage at Moulton Park Estate,21120844,Peta,,Yarra Ranges,-37.86904424947112,145.35482107240253,Entire home/apt,245,2,0,,,7,341
+9826674,One Church Street,50611336,Lauren,,Yarra Ranges,-37.65458197478028,145.5136530934864,Entire home/apt,300,2,13,2017-03-04,0.89,1,344
+13591436,The Cabin,17656554,Kerry,,Yarra Ranges,-37.653499240404315,145.51607575235548,Entire home/apt,165,1,20,2017-04-02,2.73,2,358
+9330126,The Garden Cottage @ Como Cottages,4944974,Mr Brett,,Yarra Ranges,-37.850967803137635,145.3631990411781,Entire home/apt,250,1,2,2016-04-11,0.13,3,356
+9530168,"Modern, stylish, with views across the mountains",19140299,Rebecca,,Yarra Ranges,-37.748417950459746,145.70867450271996,Entire home/apt,180,2,34,2017-03-25,3.43,1,157
+7331566,MountainTop Olinda Dandenong Ranges,38410686,Christine,,Yarra Ranges,-37.867292928761444,145.36350285530705,Entire home/apt,189,2,16,2017-01-28,0.79,1,357
+6019146,Gorgeous Self Contained Spa Suite,31244192,Ross & Mary,,Yarra Ranges,-37.86877088733931,145.3480611160213,Private room,170,2,16,2017-01-01,0.72,1,324
+14935270,Riverside Family Retreat,88051903,Yarra Valley,,Yarra Ranges,-37.75476985261954,145.70143225774171,Entire home/apt,625,1,4,2017-02-25,0.67,3,319
+3630323,National forest at your door step,18298361,Jeff,,Yarra Ranges,-37.855299268093944,145.35821025555762,Entire home/apt,229,2,33,2017-03-11,1.20,1,329
+15102483,A Windmill Barn,95637352,Lauretta,,Yarra Ranges,-37.821169840129926,145.36960081837344,Entire home/apt,190,1,30,2017-04-02,4.81,1,173
+4952286,Romantic Getaway for 2,22310961,Fiona,,Yarra Ranges,-37.883911285087386,145.3392076554809,Entire home/apt,142,1,8,2017-03-25,0.47,4,361
+2205250,Wildwood Lodge - Unit 2 Belgrave,11136421,Helen And Michael,,Yarra Ranges,-37.91496370079504,145.35930557492168,Private room,109,1,39,2017-03-07,1.02,4,296
+5501496,Oakview Cottage,28535614,Tj,,Yarra Ranges,-37.659198022928116,145.52133677698447,Entire home/apt,220,1,47,2017-03-26,1.95,1,338
+8409339,Mt Dandenong Honeymoon Cottage,40237208,Stephen,,Yarra Ranges,-37.815213323672296,145.37266569059878,Entire home/apt,176,2,3,2016-08-16,0.19,4,361
+3434061,Millwaters Retreat I- Warburton,17307107,Rachael And Steven,,Yarra Ranges,-37.754196262148426,145.6578154774087,Entire home/apt,149,2,31,2017-03-29,0.96,3,362
+10969139,Furmston Studio,24986985,Elise,,Yarra Ranges,-37.65483199230966,145.51568894739216,Private room,180,2,0,,,1,359
+157427,"Stone's Throw Suite, Belgrave",717024,Margaret,,Yarra Ranges,-37.90604688354097,145.35068686583148,Entire home/apt,149,1,12,2017-02-25,0.18,1,342
+17114195,Spa lodge @ Fernglen Mount Dandenong,14123355,Alix,,Yarra Ranges,-37.83841205491439,145.3622867386881,Entire home/apt,201,1,3,2017-03-23,1.80,2,85
+10435564,Forget-Me-Not@Como,4944974,Mr Brett,,Yarra Ranges,-37.85180810737779,145.3629949423823,Entire home/apt,250,1,4,2017-01-01,0.27,3,358
+13210288,Myers Creek Cascades Luxury Cottages,74059401,Bruce,,Yarra Ranges,-37.619403127357344,145.5165092171307,Entire home/apt,350,1,3,2017-03-04,0.37,1,363
+1075150,Cosy Olinda Cottage,5915017,Natasha & Jake,,Yarra Ranges,-37.84936555566172,145.3613995693817,Entire home/apt,220,2,9,2017-01-21,0.19,1,234
+7666691,Charming pioneer cottage,1769075,Rob And Libby,,Yarra Ranges,-37.88667397410896,145.39762022075828,Entire home/apt,111,2,52,2017-03-25,2.81,1,351
+9202487,Tree Top House,47446582,Mojgan,,Yarra Ranges,-37.87346894518418,145.32693565741988,Entire home/apt,210,2,25,2017-03-12,1.90,1,109
+14154541,The Gables,24559559,Sally,,Yarra Ranges,-37.905914787278675,145.3621321780856,Entire home/apt,149,2,35,2017-04-01,4.51,1,149
+7764884,Oriental luxury close to wineries.,40836163,Judy,,Yarra Ranges,-37.65038754860711,145.54045106957878,Private room,185,2,0,,,1,90
+1309634,The Little House on the Hill,7118998,Owen,,Yarra Ranges,-37.70702272222985,145.5333571097894,Entire home/apt,155,1,61,2017-03-12,1.38,1,353
+14793911,mud brick retreat yarra valley,92397861,Anne,,Yarra Ranges,-37.78779946368973,145.62201633075787,Entire home/apt,100,1,28,2017-04-01,4.94,1,169
+16710638,One Story Up,95827349,Margaret,,Yarra Ranges,-37.6309849846656,145.498005748548,Entire home/apt,160,1,3,2017-04-01,1.96,1,87
+5346098,"Creative Sanctuary, Mt Donna Buang",2459512,Kate,,Yarra Ranges,-37.74744014328562,145.70742189078751,Entire home/apt,69,1,64,2017-04-01,6.06,1,77
+12156058,"Willows, A Cottage on the River",65276610,Carl,,Yarra Ranges,-37.74952380591813,145.69690900662798,Entire home/apt,240,2,8,2017-03-12,0.74,2,344
+15170817,A room or three in the Dandenongs,36901764,Suzanne And Ron,,Yarra Ranges,-37.86245127477423,145.36434691581243,Entire home/apt,160,1,18,2017-03-18,3.14,1,167
+15138195,OLIVEBANK bed and breakfast,91884935,Karina,,Yarra Ranges,-37.64973150503153,145.49010753230067,Entire home/apt,130,1,41,2017-03-31,6.51,1,279
+14613982,Bingarra Retreat,88051903,Yarra Valley,,Yarra Ranges,-37.749723902285275,145.6875517051306,Entire home/apt,170,1,5,2017-01-30,0.81,3,350
+1666524,Cloudland in the Dandenong Ranges,8826016,Helen,,Yarra Ranges,-37.825018900634994,145.35783633964252,Entire home/apt,235,2,37,2017-01-14,0.91,1,20
+11955692,A Twist of Willow,63853429,Steven,,Yarra Ranges,-37.78681368959627,145.40118772026204,Entire home/apt,165,1,1,2016-08-14,0.13,1,361
+16510489,Gorgeous Healesville Getaway,108515988,Nicole,,Yarra Ranges,-37.64746685934165,145.52867275888417,Private room,72,5,0,,,1,0
+4288021,Woodbox Studio 2 bedroom house,22212023,Madeline,,Yarra Ranges,-37.64988422068663,145.53466046450578,Entire home/apt,164,2,44,2017-02-26,1.72,1,342
+8744484,A Grape Escape,45873199,Deborah,,Yarra Ranges,-37.6513943786424,145.52604501980696,Entire home/apt,391,2,55,2017-03-26,3.17,1,335
+13303352,Minkara Homestay - Cosy fully self contained cabin,21470508,Kerrie,,Yarra Ranges,-37.61897397986025,145.49486674509427,Entire home/apt,149,1,46,2017-03-21,4.68,1,345
+8617654,Montpellier Petite B+B Healesville,45330454,Michelle,,Yarra Ranges,-37.6561648432819,145.52152214300443,Entire home/apt,149,2,9,2017-03-12,0.59,4,343
+13201091,Above the clouds Olinda Dandenong Ranges Retreat,25181486,Cissy,,Yarra Ranges,-37.87351674691043,145.39330493170158,Entire home/apt,208,2,30,2017-03-19,3.27,2,165
+4779713,Queen room with private bathroom,3867781,Katherine,,Yarra Ranges,-37.6559361561604,145.51984631181898,Private room,79,1,148,2017-03-16,5.38,1,268
+9465627,Grevillea Rise,37539839,Gae And Mandi,,Yarra Ranges,-37.73223273044228,145.44012840010893,Entire home/apt,225,2,13,2017-03-12,0.81,1,351
+15329940,"Killawarra House, bush luxury!",97714227,Sam,,Yarra Ranges,-37.65181917597646,145.48377075859773,Entire home/apt,595,2,6,2017-03-25,3.40,1,305
+7622573,Graceburn Gardens: Juliet Room,38296460,Christine,,Yarra Ranges,-37.64775337592058,145.54177557064972,Private room,210,1,3,2015-12-31,0.16,4,360
+11108273,Loft apartment with amazing views.,22310961,Fiona,,Yarra Ranges,-37.8874005865463,145.3391378046903,Entire home/apt,121,1,83,2017-03-19,6.09,4,350
+13891714,'Willunga' - Place of Green Trees,82280841,Dean,,Yarra Ranges,-37.790151820459805,145.38551307117177,Private room,75,1,13,2017-04-01,3.00,1,340
+3796980,"Casita Retreat - Warburton, Vic",19499344,Ang,,Yarra Ranges,-37.75196657849729,145.6742037655457,Entire home/apt,75,1,173,2017-03-26,5.46,1,329
+6976634,"2 Bedroom ""olde world in Lilydale""",36098747,Kerry,,Yarra Ranges,-37.75391208844306,145.36875690403616,Entire home/apt,350,1,3,2017-03-15,0.16,3,337
+7501157,The Jindalee Suite - Healesville,23119426,Victoria,,Yarra Ranges,-37.684018532639605,145.5477496686889,Private room,60,2,8,2017-03-25,0.54,1,184
+12715592,Room with 2 beds,65402097,Leon,,Yarra Ranges,-37.78426069447384,145.56958170370956,Private room,25,1,6,2017-03-18,0.70,4,365
+13301312,Ms. Bs Home Room 3,63280389,Beryl,,Yarra Ranges,-37.656532806496266,145.52283144998495,Private room,94,1,24,2017-03-25,2.44,3,287
+3667635,Langbrook Estate Cottage,18603335,Tonia,,Yarra Ranges,-37.815033413776746,145.6358663622886,Entire home/apt,325,2,9,2017-02-13,0.33,2,338
+11302699,Chalet Loft Apartment; amazing views!,59080076,Dani,,Yarra Ranges,-37.75459797708767,145.69261023729084,Entire home/apt,220,1,25,2017-02-11,2.02,3,307
+8156986,Pristine Hills Resort with salt pool.,408696,Rob,,Yarra Ranges,-37.869115720625494,145.3811808497816,Private room,94,1,16,2017-04-01,1.08,1,99
+16525233,"Spacious Home With Mountain Views, queen bed",29207598,Helen,,Yarra Ranges,-37.76236010688234,145.70023933546761,Private room,66,1,0,,,2,157
+7698490,Deloraine Homestead,40435987,Peta,,Yarra Ranges,-37.81170194128292,145.66033191337362,Private room,260,1,0,,,1,365
+8617664,Edwards Rose Healesville,45330454,Michelle,,Yarra Ranges,-37.656272290220215,145.52068693968945,Entire home/apt,229,2,10,2017-03-18,0.74,4,351
+12937407,Tecoma Bush Views + Cute Chickens,71057742,Michelle,,Yarra Ranges,-37.912817489201004,145.34158422982964,Private room,35,1,2,2016-07-10,0.21,1,0
+5765391,Bayview Ferny Creek,29912328,Joni & Philip,,Yarra Ranges,-37.884525807130586,145.33946886346178,Private room,69,1,43,2017-03-04,1.78,1,44
+2419713,Countryside Retreat - Yarra Valley,12336757,Tinne,,Yarra Ranges,-37.60628617799801,145.4360220028401,Entire home/apt,265,2,5,2017-02-19,0.15,2,345
+4766006,View to die for - Wombat Room,4681384,Louise,,Yarra Ranges,-37.80311530816762,145.64740682764307,Private room,180,2,24,2017-03-12,0.92,4,358
+5536380,Hilltop Haven,19752214,Joshua,,Yarra Ranges,-37.65131695442469,145.56040062840586,Entire home/apt,195,1,26,2017-04-01,1.05,1,47
+3629054,The Chateau - Mt Dandenongs Gateway,4839955,Steve,,Yarra Ranges,-37.810762751021294,145.35298005642994,Entire home/apt,115,2,78,2017-03-11,2.50,1,306
+10710003,Mooroolbark Suburbian Accomodation,44967949,Py,,Yarra Ranges,-37.7843381858069,145.3117032266868,Private room,271,5,0,,,1,0
+10677458,102,55153740,Karin,,Yarra Ranges,-37.89313669967568,145.3960699477808,Entire home/apt,171,1,3,2017-04-01,3,2,351
+13499524,Gateway to the Hills 1 Hr from Melb,4029706,Libby,,Yarra Ranges,-37.92289428030999,145.34873897676061,Entire home/apt,145,1,67,2017-03-25,7.10,1,342
+7831270,Q bed & Double bunks electric Blank,21571354,Maggie,,Yarra Ranges,-37.6469514021145,145.3738598287688,Private room,135,1,17,2017-03-17,0.87,3,364
+5992077,Rustic Cottage in Hills ,31113084,Lari,,Yarra Ranges,-37.81194431317025,145.38038750116377,Private room,149,1,0,,,1,0
+8844912,"Queen room with a view, hobby farm.",28945959,Joanne,,Yarra Ranges,-37.7774510188214,145.59838880425832,Private room,89,1,25,2017-03-11,1.48,2,333
+14448076,Scandinavia Inspired Hills Hideaway,55855779,Jennifer,,Yarra Ranges,-37.87405075463722,145.38344797742803,Entire home/apt,145,1,38,2017-03-29,5.91,1,328
+15652037,Kallista Boutique 2BR Apartment - Dandenong Ranges,62836144,Kali,,Yarra Ranges,-37.88200095964039,145.3713668248442,Entire home/apt,155,2,6,2017-03-05,1.46,2,314
+6648927,"TILLY WHIM, the Mountain Retreat",15554677,Zoe,,Yarra Ranges,-37.83564186362367,145.35306894135672,Entire home/apt,236,2,2,2015-10-12,0.10,1,0
+4192194,Beautiful Boutique Accommodation,21750954,Deanne,,Yarra Ranges,-37.59114831268375,145.5146672492628,Entire home/apt,876,2,13,2017-04-03,0.46,2,342
+11466595,The Mountain Patch,60323326,Angel,,Yarra Ranges,-37.89636170295377,145.3984180622807,Entire home/apt,107,1,40,2017-03-31,4.35,1,67
+17109603,Lyrebird Retreat,11755700,Nickett,,Yarra Ranges,-37.87253848719766,145.36298188042625,Entire home/apt,225,1,0,,,6,360
+8614459,Rustic camping on the Yarra!,45316856,Adrienne,,Yarra Ranges,-37.72300282129994,145.77406185787407,Shared room,35,1,17,2017-03-25,0.98,1,84
+161033,Healesville Yarra Valley Cottage,770883,Karen,,Yarra Ranges,-37.63281880311429,145.49766184180908,Entire home/apt,80,2,160,2017-03-25,2.35,1,292
+14970200,8acre Dandenong Ranges GrandEscape,19139083,Jay,,Yarra Ranges,-37.881382899163135,145.36146458929466,Entire home/apt,700,2,16,2017-03-27,3.06,8,164
+11399903,Two Truffles Bed & Breakfast,59834205,Sharyne & Andrew,,Yarra Ranges,-37.6517692645242,145.37835370987798,Private room,220,1,20,2017-02-26,2.36,2,332
+5958518,Gundalee Cottages,30931291,Gunther,,Yarra Ranges,-37.74600432465136,145.73925501456483,Entire home/apt,121,1,36,2017-02-11,1.59,1,356
+13529510,"""The Potterage""",21758658,Linda,,Yarra Ranges,-37.9218967396423,145.4040019438307,Entire home/apt,199,2,29,2017-03-12,3.16,1,148
+7827674,Spacious Bedrooms & Stunning Views.,28967,Adam And Jackie,,Yarra Ranges,-37.66452803568646,145.52318658314542,Private room,100,1,41,2017-03-25,2.21,1,15
+8241248,Gateway to Yarra Valley,43461231,Jane,,Yarra Ranges,-37.782651301911145,145.42803388493704,Private room,100,1,18,2016-11-26,1.34,1,239
+5958028,Recently refurbished 2 BD house,30928434,Nina,,Yarra Ranges,-37.650307299478364,145.52291076894892,Entire home/apt,240,2,21,2017-01-15,0.90,1,86
+16443115,Yoga Temple Couples Retreat - Dandenong Ranges,62836144,Kali,,Yarra Ranges,-37.88293593914182,145.37675988233084,Private room,121,1,3,2017-03-25,0.92,2,160
+4942175,Spacious Family Home with Beautiful Valley Views,15834698,Brad,,Yarra Ranges,-37.77612641128549,145.57053818829468,Entire home/apt,115,2,2,2017-03-13,1.62,1,79
+8907010,Yarra Valley Manor Studio,17619609,Sam,,Yarra Ranges,-37.75113797344259,145.6590360666577,Entire home/apt,48,1,22,2017-03-20,1.75,5,360
+12905181,Aura of the Dandenongs Bed and Breakfast,70713748,Anne,,Yarra Ranges,-37.9198076529559,145.40501811371416,Private room,125,1,1,2017-03-22,1,2,362
+6940286,FOREST LODGE 'Studio Guest House' Healesville.,10725796,Paige,,Yarra Ranges,-37.64671473711696,145.54704384476116,Entire home/apt,214,1,73,2017-03-31,3.42,2,338
+14902634,"Chudleigh Park Cottages, Sassafras.",72780739,Shellie,,Yarra Ranges,-37.86042358727902,145.35408795397603,Entire home/apt,139,2,30,2017-04-01,4.66,1,72
+17622389,Comfy Olinda Loft-Bedroom Cottage,4135873,Karen,,Yarra Ranges,-37.85014370747876,145.36777169920643,Entire home/apt,240,1,0,,,1,170
+11625811,Taylor's on the Hill Studio,36244665,Brian,,Yarra Ranges,-37.77543494137149,145.5348878944563,Private room,100,1,51,2017-03-25,3.97,1,358
+11462830,Mt.Riddell Cabin,25438055,Vicki,,Yarra Ranges,-37.66041260507537,145.5558396621801,Entire home/apt,142,2,32,2017-03-25,2.57,1,14
+4221045,cosy room in the mountains,566514,Sally,,Yarra Ranges,-37.808013527815895,145.37889507240186,Private room,39,2,9,2017-01-06,0.30,1,355
+17884099,"5Bedroom,Beautiful&ComfyFamilyHouse",68551804,Emily,,Yarra Ranges,-37.653972647066425,145.51056223694343,Entire home/apt,180,2,0,,,4,79
+3367781,Brentwood House - Healesville,16985579,Christine,,Yarra Ranges,-37.65655733749948,145.51328695433412,Entire home/apt,300,1,15,2017-03-25,1.09,5,315
+2188849,Lonsdale Park on the Yarra,11161785,Martina,,Yarra Ranges,-37.75603674038389,145.54207488283268,Entire home/apt,796,2,7,2016-11-08,0.22,2,315
+10642181,Brentwood Cottage - Healesville,16985579,Christine,,Yarra Ranges,-37.64640640428747,145.52376064008476,Entire home/apt,300,1,10,2017-03-12,1.02,5,290
+16114170,Forestview Cottage + Spa - Dandenong Ranges,58786935,Lara,,Yarra Ranges,-37.899447808228814,145.44023575124393,Entire home/apt,180,1,6,2017-03-30,1.88,1,359
+4448591,CountryPlace Cottage,23086637,CountryPlace,,Yarra Ranges,-37.82422015032952,145.37350826143245,Entire home/apt,300,7,0,,,1,349
+10970250,"GiGis - Central location, sleeps 4.",41006932,Georgie,,Yarra Ranges,-37.86298602297983,145.35305676409524,Entire home/apt,270,2,8,2017-03-12,1.00,2,318
+16572698,Live in forest with amazing scenic,11614613,Grace,,Yarra Ranges,-37.9016241042172,145.39847604312078,Private room,156,1,6,2017-03-21,,2,362
+12837124,Wiggley Bottom Farm House,5205726,Gillie,,Yarra Ranges,-37.7007174252957,145.52729751983284,Entire home/apt,360,1,3,2016-08-21,0.30,4,354
+16211754,Birch Suite - Rocky Creek Art Garden B&B,105092248,Earthstone,,Yarra Ranges,-37.86257348927517,145.3663651381864,Private room,250,1,0,,,3,352
+12181282,Brentwood B and B Apartment - King,16985579,Christine,,Yarra Ranges,-37.60118224260259,145.51771559347034,Entire home/apt,185,1,0,,,5,313
+16178902,Stylish house,59080076,Dani,,Yarra Ranges,-37.75158520999075,145.65628023122966,Entire home/apt,250,1,8,2017-03-18,2.45,3,352
+16506563,Wildflower Cottage - charming 3.5 bedroom house,58417843,Sue,,Yarra Ranges,-37.853318835259316,145.3692107205548,Entire home/apt,204,2,5,2017-03-16,2.42,1,304
+6249332,"Centre Healesville, comfy queen bed",32453110,Lucy,,Yarra Ranges,-37.6499517017816,145.5209881688906,Private room,75,1,87,2017-03-26,3.92,1,158
+5328700,19 on the Hill,27612340,Peta,,Yarra Ranges,-37.74963450656019,145.69335579249764,Entire home/apt,250,2,13,2017-02-18,0.60,2,361
+14310192,Private & Tranquil Dandenong Ranges,87462547,Jason,,Yarra Ranges,-37.91575649141126,145.41305138338808,Private room,55,1,1,2017-01-05,0.34,1,174
+13230107,Strathvea Guesthouse,21750954,Deanne,,Yarra Ranges,-37.59155725717663,145.51476914703244,Private room,189,2,0,,,2,365
+16211867,Magonlia Retreat - Rocky Creek Art Garden B&B,105092248,Earthstone,,Yarra Ranges,-37.86449315811901,145.3660805869951,Private room,260,1,0,,,3,358
+7461546,Green Haven Cottage,39082433,Andrew,,Yarra Ranges,-37.88215395503659,145.36802284336187,Entire home/apt,350,1,10,2017-03-25,0.82,1,300
+11327347,Contemporary award winning home in Healesville,59269086,Jackie,,Yarra Ranges,-37.65807279886071,145.50897555668698,Entire home/apt,229,1,11,2017-03-12,1.02,1,328
+3366329,Brentwood B and B Apartment - Queen,16985579,Christine,,Yarra Ranges,-37.58558264250154,145.51177999529315,Entire home/apt,155,1,8,2017-01-11,0.36,5,326
+941483,Healesville Haven 2 brm 2 bathroom ,5090386,Janine,,Yarra Ranges,-37.65658019229043,145.5276904786989,Entire home/apt,160,2,23,2017-03-06,0.73,1,341
+6839441,The LBC - Super Cute & Convenient Couples Retreat,5980751,Anna,,Yarra Ranges,-37.91033246131527,145.3698291376122,Entire home/apt,296,2,4,2016-09-25,0.32,1,7
+14146698,Observatory Views,85440051,Carolyn,,Yarra Ranges,-37.828326907007295,145.350933303168,Entire home/apt,350,2,4,2017-03-04,0.64,1,292
+5069922,"Tara House, Boutique Accommodation ",26180964,Siobhan,,Yarra Ranges,-37.68128417213079,145.5377308807469,Entire home/apt,229,1,47,2017-04-01,1.81,1,359
+3366001,"Beautiful, modern house in Belgrave",5821276,Eddie,,Yarra Ranges,-37.91345392602026,145.3467769102351,Entire home/apt,350,1,0,,,1,0
+17980454,A Pebble's Throw on Green,24126799,Kylie,,Yarra Ranges,-37.654551776813236,145.51736014526722,Entire home/apt,300,1,0,,,2,340
+5069805,Cumquat Cottage in Healesville,26180238,Valerie,,Yarra Ranges,-37.66358908773846,145.51131705072638,Entire home/apt,290,2,48,2017-03-18,2.10,1,314
+7339486,Beautiful large home in Yarra Glen,21571354,Maggie,,Yarra Ranges,-37.64727670858623,145.37319687206224,Private room,135,1,23,2017-03-10,1.13,3,364
+9014897,Riverdale,11161785,Martina,,Yarra Ranges,-37.762167617522095,145.63984110031762,Entire home/apt,350,2,5,2017-03-17,0.30,2,348
+10344084,Natural sunlight,15262130,Yu,,Yarra Ranges,-37.74913362883427,145.68791630472367,Entire home/apt,433,1,0,,,3,365
+5919908,Fern cottage apartment ,21781144,Eileen,,Yarra Ranges,-37.842778785326715,145.35810637622922,Entire home/apt,180,7,0,,,3,90
+16832643,Forest Cottage 2 Bedroom Weekender,39231096,Christine,,Yarra Ranges,-37.886893521084424,145.37852007600816,Entire home/apt,300,1,2,2017-03-26,2,3,342
+5330964,Baroona Cottage and Produce.,27561298,Karen,,Yarra Ranges,-37.81144786332795,145.64871561097561,Entire home/apt,275,1,16,2017-02-04,0.62,1,356
+2152347,Luxury boutique studio on 10 acres,10975864,Daniele,,Yarra Ranges,-37.72672182954169,145.74621608942604,Entire home/apt,250,2,11,2016-10-14,0.33,1,348
+5919752,Majestic apartment ,21781144,Eileen,,Yarra Ranges,-37.8415297838237,145.35837300380555,Entire home/apt,210,7,0,,,3,90
+15029244,Rustic B&B Queen Bedroom 1 (shared bathroom),62705796,Rod,,Yarra Ranges,-37.828279979632796,145.37051020378604,Private room,125,1,1,2016-11-26,0.23,6,364
+13849500,Rustic Refuge B&B Queen Bedroom 4 with shared bath,62705796,Rod,,Yarra Ranges,-37.82761044964834,145.36930199131916,Private room,100,1,0,,,6,364
+10441608,Secluded cottage close to town,21516976,Kester,,Yarra Ranges,-37.76172000009795,145.69744046693864,Entire home/apt,100,2,13,2017-03-12,0.87,1,16
+13718365,Risehill House Kalorama,80167052,Melina,,Yarra Ranges,-37.82698404631768,145.3674139165969,Entire home/apt,380,2,3,2017-01-01,0.47,1,354
+17683287,Jewel in the Mountain,22310961,Fiona,,Yarra Ranges,-37.88656498846323,145.33811595242088,Entire home/apt,450,2,0,,,4,357
+9034313,Modern 4 bedroom home,47156696,Keith,,Yarra Ranges,-37.805582170229755,145.3280814723255,Private room,48,1,6,2017-03-02,0.36,1,323
+4708907,Yarra Valley Manor Chalets,17619609,Sam,,Yarra Ranges,-37.749616805634226,145.66054807086198,Entire home/apt,100,1,14,2017-03-18,0.50,5,343
+13064725,The Orchard House,72384658,Anne,,Yarra Ranges,-37.71606970579826,145.44874456918114,Entire home/apt,596,1,3,2017-04-01,0.83,1,360
+4151733,ENDA COTTAGE Accommodation,21161596,Vikki,,Yarra Ranges,-37.66052601467837,145.5089677277671,Entire home/apt,201,1,111,2017-03-31,3.61,2,334
+16602507,Self contained cottage in the Yarra Valley,109534738,Nicole,,Yarra Ranges,-37.589743069376,145.37425422795314,Entire home/apt,135,2,8,2017-03-12,2.76,2,254
+17520891,Araluen Boutique Accommodation - Villas & Lodge,118795489,Rachel,,Yarra Ranges,-37.59371241272957,145.37308831152296,Entire home/apt,300,2,0,,,1,178
+1412818,ESCAPE ON VINEYARD!,7613976,Greg And Louise,,Yarra Ranges,-37.63367158265089,145.51249113297004,Entire home/apt,180,2,21,2017-03-04,0.54,3,332
+16210161,Beech Suite - Rocky Creek Art Garden B&B,105092248,Earthstone,,Yarra Ranges,-37.86304153010352,145.36610230760522,Private room,281,1,2,2017-03-12,1.50,3,354
+8869413,Four airy rooms upstairs.,46425702,Shirley,,Yarra Ranges,-37.75025334084273,145.31778243769713,Private room,90,1,2,2016-11-04,0.15,1,365
+17028620,Will's Wonderland ~桃花源~ One Room,60814248,Will,,Yarra Ranges,-37.80396017523822,145.439793293201,Private room,100,1,0,,,2,308
+14077143,Pomegranate Guest House,84598829,Dianne /Anne,,Yarra Ranges,-37.65035718612173,145.52243574541856,Entire home/apt,345,2,0,,,1,341
+10930961,Yarra Valley Lakeview,56670953,Shirley,,Yarra Ranges,-37.62870165591402,145.49911476024215,Entire home/apt,160,2,7,2017-03-12,0.51,1,361
+9652951,The Strawberry Farm Retreat,49907333,Dawn,,Yarra Ranges,-37.79593043774092,145.45509426170094,Entire home/apt,600,2,20,2017-03-07,1.30,2,258
+17549984,"""Bessie"" the 1959 Vintage Caravan.",50427218,Jane,,Yarra Ranges,-37.841715343519844,145.3687866893361,Entire home/apt,94,1,0,,,1,173
+14044069,AmazingBreathTaking 360° view of the Yarra Valley,68551804,Emily,,Yarra Ranges,-37.65393343560898,145.35715974053625,Entire home/apt,250,2,34,2017-04-01,4.38,4,144
+13191650,"Lilly Pilly Cottage, Yarra Ranges",73838713,Rita,,Yarra Ranges,-37.924143966528106,145.41361823540618,Entire home/apt,149,2,7,2017-03-24,1.09,1,341
+2640110,Full and Plenty Cottage,8094502,David,,Yarra Ranges,-37.56543320085569,145.38076135708434,Entire home/apt,110,2,16,2015-01-11,0.44,1,183
+15649315,Stylish Yarra Valley Getaway,100985978,Tristan,,Yarra Ranges,-37.757128682297434,145.3074820592455,Private room,121,1,3,2017-04-01,2.37,1,162
+6069496,"Holly Cottage-Olinda. Comfort, Space and Style .",31505691,Jasna,,Yarra Ranges,-37.85210199618639,145.36422842894646,Entire home/apt,145,1,58,2017-04-02,6.72,1,333
+7029596,"Santosa Cottage, Dandenong Ranges, Sassafras",21120844,Peta,,Yarra Ranges,-37.86220006619519,145.3572863350996,Entire home/apt,250,2,6,2017-01-27,0.45,7,304
+10272995,Converted Church in the Yarra Valley,52827131,Edward,,Yarra Ranges,-37.591208940271486,145.41303898172293,Entire home/apt,170,2,9,2017-03-18,0.67,1,359
+15089649,Autumn Cottage,30383529,Daniela,,Yarra Ranges,-37.83545866839328,145.35973181406303,Entire home/apt,220,2,10,2017-03-19,3.00,1,346
+13846867,Rustic Refuge QBedroom suite(bath/kitch/sep.entry),62705796,Rod,,Yarra Ranges,-37.828662291650005,145.3708422599901,Private room,139,1,0,,,6,364
+15775616,Rustic hause among the nature,7046958,Dobrusia,,Yarra Ranges,-37.92879976837798,145.351230898956,Entire home/apt,85,3,1,2016-12-31,0.32,1,33
+898887,Rustic Refuge 5 private rooms,4798389,Rod,,Yarra Ranges,-37.827556679092226,145.36954447942,Private room,375,1,42,2017-03-12,0.86,1,360
+9351757,Yarra Valley Manor Chalets,17619609,Sam,,Yarra Ranges,-37.750995395905655,145.6608742314248,Entire home/apt,89,1,15,2017-03-18,0.98,5,350
+9613895,Home in the Hills,9341815,Robin And Sue,,Yarra Ranges,-37.80136029516254,145.39545888774796,Entire home/apt,90,1,28,2017-04-01,1.77,1,342
+17707108,TREE TOP OASIS,33868930,Ganesa,,Yarra Ranges,-37.896066401888284,145.34498539799068,Entire home/apt,80,2,2,2017-04-01,2,1,136
+10301504,Cherbury - lavish and original (1),51852288,Conor,,Yarra Ranges,-37.75704202629125,145.36002127757078,Private room,121,1,16,2017-03-31,1.16,2,119
+9417300,Tanah Kita - Olinda.,48828755,Charlott,,Yarra Ranges,-37.841941798620475,145.364980264246,Entire home/apt,149,2,57,2017-03-11,3.62,1,347
+2109077,Renovated cottage w. sweeping mountain views,6493038,Rhod,,Yarra Ranges,-37.75575272127578,145.697414229727,Entire home/apt,225,2,13,2017-03-12,1.41,1,12
+9481514,Ferny Glade Holiday Home Warburton,27184227,Georgina,,Yarra Ranges,-37.75126227241082,145.6871775865944,Entire home/apt,210,2,28,2017-03-12,1.69,1,337
+8039419,Winterhawk - Faraway is not so far!,5648740,Robert,,Yarra Ranges,-37.86882268653782,145.33873983011176,Entire home/apt,165,1,39,2017-03-25,2.09,1,353
+14889409,Belgrave Gateway to the Dandenongs,93408143,Liara,,Yarra Ranges,-37.914925946991524,145.35507871196498,Entire home/apt,109,1,50,2017-03-25,7.46,1,160
+11446905,Yarra Downs,60178392,Christine And Noel,,Yarra Ranges,-37.75376709910396,145.47090678708125,Entire home/apt,185,1,28,2017-03-31,4.54,1,342
+3344147,Charming Rainforest View Cottage,8975546,Elizabeth,,Yarra Ranges,-37.90052769527951,145.35513693575226,Entire home/apt,190,1,45,2017-01-07,1.35,1,0
+11628986,Welcome to Healesville,59951395,Merryn,,Yarra Ranges,-37.675741129431614,145.52423457892996,Entire home/apt,121,1,50,2017-03-25,3.96,1,166
+15574457,Peaceful setting overlooking The Patch valley.,26777030,Rob,,Yarra Ranges,-37.89782877228181,145.39849460597347,Private room,80,1,2,2017-02-10,0.63,1,144
+15575714,In walking distance to 3 Wineries,100336767,Julie,,Yarra Ranges,-37.780447547727995,145.45619111911878,Private room,100,1,5,2017-03-12,1.39,1,171
+15901994,3 bedroom house in beautiful Upwey,99614565,Wenwen,,Yarra Ranges,-37.90897962474596,145.32501676323417,Entire home/apt,140,2,2,2017-01-28,0.68,1,142
+12297353,Powell Ranch - Yarra Valley View,66295038,Jane,,Yarra Ranges,-37.753146362941806,145.39435064348316,Entire home/apt,400,1,7,2017-03-12,0.61,1,363
+16262218,"Welcoming home in the hills, surrounded by nature",106324958,Teresa,,Yarra Ranges,-37.86864919664623,145.41232072910054,Private room,100,1,16,2017-03-12,6.15,1,356
+5022677,Tarrango Ranch Bed & Breakfast,25918877,Mitch,,Yarra Ranges,-37.787876968859436,145.63696529102512,Entire home/apt,121,1,82,2017-03-25,3.25,1,351
+2532887,Views to die for - Koala Room,4681384,Louise,,Yarra Ranges,-37.8032743717202,145.64661344443508,Private room,121,1,93,2017-02-23,2.80,4,347
+1289142,Apartment with kitchen facilities,6992397,Leanne,,Yarra Ranges,-37.88057918367195,145.51493203492242,Private room,88,1,5,2016-08-20,0.14,2,365
+7252283,Yarra Ranges Cosy Mountain Retreat,37969506,Paul,,Yarra Ranges,-37.723562769991965,145.7362440748217,Entire home/apt,190,2,26,2017-02-18,1.25,1,333
+17049703,"""Willowbank"" - Bed and Breakfast",114446095,Jennifer,,Yarra Ranges,-37.64979826552843,145.36193685294123,Private room,121,1,0,,,1,226
+12256928,Forest Retreat B&B,65725576,Bella,,Yarra Ranges,-37.87397196457126,145.34180342500392,Entire home/apt,104,1,54,2017-03-18,4.50,1,168
+15116206,Little House on the Hill,13623734,Bruce,,Yarra Ranges,-37.75044179718621,145.70326643623244,Entire home/apt,85,1,72,2017-04-01,11.13,1,83
+13379481,Healesville Garden Retreat,64874108,Michelle,,Yarra Ranges,-37.65515930448272,145.51841170069548,Entire home/apt,901,1,7,2017-02-16,1.30,3,329
+2532934,A country paradise,4681384,Louise,,Yarra Ranges,-37.804504665150134,145.64561080815477,Entire home/apt,499,2,26,2017-03-25,1.00,4,351
+13836942,Rustic Refuge B&B with King Bedroom & ensuite,62705796,Rod,,Yarra Ranges,-37.827554403836224,145.3716384115675,Private room,139,1,0,,,6,365
+11478879,Midway,60409218,Leslie,,Yarra Ranges,-37.86172645742989,145.75029832796616,Private room,48,1,1,2016-08-22,0.13,1,365
+3842585,Rivendell on Cornelius,5124911,Merran,,Yarra Ranges,-37.63639882552221,145.50581520189112,Private room,170,1,12,2017-02-17,0.40,1,235
+17703238,Sissinghurst Garden in Olinda,120641034,Vita,,Yarra Ranges,-37.87597312358908,145.39152671852483,Entire home/apt,170,1,0,,,1,118
+13607214,"Camellia Cottage-Lovers Hideaway, Dandenong Ranges",72631016,Chris,,Yarra Ranges,-37.873335348796,145.3470194303365,Entire home/apt,215,1,1,2016-12-29,0.31,3,322
+5514054,Bush Getaway 15 mins from Warburton,4934325,Daniella,,Yarra Ranges,-37.700661340202224,145.83140838918678,Entire home/apt,121,2,40,2017-03-12,1.60,1,352
+14491892,GIGIs in Sassafras. Sleeps 2.,41006932,Georgie,,Yarra Ranges,-37.86130839144601,145.35220146065186,Entire home/apt,176,2,9,2017-01-21,1.41,2,331
+17515900,Painters Light (II),3668914,Angie,,Yarra Ranges,-37.90000756490867,145.3272941150425,Private room,85,1,0,,,2,176
+4431370,TREETOPS TRI-LEVEL COTTAGE 3,22136034,Alan,,Yarra Ranges,-37.85517654590878,145.36469457801735,Entire home/apt,288,1,14,2017-02-14,0.48,6,347
+10952182,EARTH MUD STRAW,56801659,Sabine,,Yarra Ranges,-37.63657294955396,145.52310362298522,Entire home/apt,130,2,28,2017-04-01,2.18,1,2
+16654499,Aurora Rise,50632425,Kirsten,,Yarra Ranges,-37.858789566920194,145.35536341201654,Private room,90,1,0,,,1,276
+8691842,Secret Cottage Healesville,45330454,Michelle,,Yarra Ranges,-37.656996388385544,145.52703911596544,Entire home/apt,149,2,8,2017-02-26,0.69,4,338
+15638281,Wirrawong Mountain Cottage,63422029,Carol,,Yarra Ranges,-37.87211750669444,145.34600708815697,Entire home/apt,190,2,0,,,1,43
+3677942,Foothills of the Dandenongs,18683988,Georgina,,Yarra Ranges,-37.91225809021056,145.3221563006974,Private room,107,1,1,2016-11-21,0.22,2,365
+3448484,Yarra Valley Pool House Studio,13114327,Jacky,,Yarra Ranges,-37.70441112339446,145.53222178779362,Entire home/apt,128,1,60,2017-03-17,4.27,2,162
+3251882,Dandenong Ranges | Selby | Garden View Apartment,3160757,Yvette,,Yarra Ranges,-37.91177511984708,145.38603113443043,Entire home/apt,73,3,24,2017-03-29,1.04,1,353
+16193333,B&B - City View Cottage,38337160,Annie Roe'S,,Yarra Ranges,-37.851623749124,145.36353304448886,Entire home/apt,204,1,11,2017-03-31,3.37,3,218
+7247623,"1 Bedroom ""olde world"" in Lilydale",36098747,Kerry,,Yarra Ranges,-37.752945837567665,145.36756060885858,Entire home/apt,190,1,6,2016-11-20,0.33,3,328
+14407474,Mask 52,7600086,John,,Yarra Ranges,-37.81940001110414,145.375029577601,Private room,98,1,31,2017-03-31,4.25,3,352
+14259835,Artist on Everest - a treehouse in Olinda,21120844,Peta,,Yarra Ranges,-37.85809076617684,145.3669156570629,Entire home/apt,284,2,3,2016-09-29,0.38,7,334
+8690776,"HIAWATHA 12 People ""POOL"" SPA""",45330454,Michelle,,Yarra Ranges,-37.65649088788579,145.52129800120332,Entire home/apt,745,2,6,2017-03-19,0.46,4,334
+14621678,Close to Wedding Venues in Kilsyth and Montrose,46604273,Sammi Jayne,,Yarra Ranges,-37.80237503314577,145.31624095885022,Private room,45,1,7,2017-02-17,1.06,1,335
+16193051,Twin Creek Cottage - a forest-lover's paradise.,2317932,Marina,,Yarra Ranges,-37.75996882878566,145.68266767913497,Entire home/apt,195,2,6,2017-02-25,1.67,1,346
+16192802,B&B - Garden Cottage,38337160,Annie Roe'S,,Yarra Ranges,-37.85186828759615,145.36323359524653,Private room,165,1,1,2016-12-25,0.30,3,228
+5708457,Total Bliss in Dandenong Foothills,18683988,Georgina,,Yarra Ranges,-37.91242458567351,145.32386475551985,Private room,107,1,2,2016-07-21,0.08,2,362
+8691622,Charming Vintage Home,43980549,Rina,,Yarra Ranges,-37.668336012341065,145.52797341384598,Entire home/apt,139,2,27,2017-03-31,1.75,1,357
+15277956,Escape to nature. Single room.,82786047,Daisy,,Yarra Ranges,-37.70719667520226,145.83912685751466,Private room,34,1,0,,,1,0
+2767569,"Fern Cottage MtDandenong clse to Olinda, Sassafras",14123355,Alix,,Yarra Ranges,-37.838621009180656,145.36034449554444,Entire home/apt,185,1,10,2017-03-19,0.75,2,315
+12261394,Luxury mountain retreat - Kallista,61850753,Andy&Hanako,,Yarra Ranges,-37.883602847016995,145.38094590128952,Private room,225,1,35,2017-03-25,3.05,1,159
+17408014,' Quambie' a peaceful retreat,38885910,Harriet,,Yarra Ranges,-37.88563147239701,145.33197381061774,Entire home/apt,149,1,0,,,1,192
+6493310,Cozy apartment with own courtyard,12336757,Tinne,,Yarra Ranges,-37.607178474023854,145.4354043098375,Entire home/apt,250,1,1,2016-03-15,0.08,2,364
+13210484,Maitripa Retreats & Getaways,74061832,Lisa,,Yarra Ranges,-37.62316406985593,145.5196695402692,Private room,107,1,0,,,1,122
+7639869,Olinda Retreat - for Families & Couples,39997264,Lee,,Yarra Ranges,-37.8736257186356,145.37304942411149,Entire home/apt,199,2,43,2017-03-11,2.19,1,79
+9280035,The Gatehouse at Villa Raedward,48191162,John,,Yarra Ranges,-37.70194362781519,145.38519794898752,Entire home/apt,275,1,6,2017-03-25,0.39,1,277
+10789316,Lifestyled Cottage,55827418,Melissa,,Yarra Ranges,-37.651700493258275,145.3780753564962,Entire home/apt,176,1,56,2017-03-25,3.93,1,130
+12391829,Brentwood BandB Apartment - King 2,16985579,Christine,,Yarra Ranges,-37.60772173778919,145.52087286241732,Entire home/apt,180,1,2,2016-10-31,0.34,5,353
+12685985,Haldegarte: Large & Secluded Haven,65276610,Carl,,Yarra Ranges,-37.75781363171989,145.69491355703371,Entire home/apt,391,2,7,2017-04-01,0.71,2,347
+3805591,Natural Healing Space,19555255,Nathan,,Yarra Ranges,-37.78195722643815,145.5668442195108,Entire home/apt,1000,10,2,2017-03-15,0.10,1,215
+4264326,LOCHIEL ORIGINAL COTTAGE (9 PERSON),22136034,Alan,,Yarra Ranges,-37.854156458421336,145.36444343453564,Entire home/apt,395,1,33,2017-03-31,1.20,6,339
+14029118,Chestnut Hill Conference Lodge,38715133,Catherine,,Yarra Ranges,-37.879746116735575,145.37507844250558,Private room,135,1,2,2017-03-25,0.64,2,59
+17141950,Healesville Cottage,115249352,Anneke,,Yarra Ranges,-37.646272706837166,145.5326425355042,Entire home/apt,156,1,9,2017-03-31,5.63,1,155
+16814268,Peaceful bungalow with country view,91774989,Julie,,Yarra Ranges,-37.733602222878446,145.28387253939468,Entire home/apt,121,1,5,2017-03-11,2.27,1,284
+4198433,Luxury self contained cottage ,21781144,Eileen,,Yarra Ranges,-37.84176835972844,145.3587703762513,Entire home/apt,339,4,0,,,3,89
+15646953,Poppy's Vintage Getaway,30668862,Audrey,,Yarra Ranges,-37.85274639159167,145.36380054819585,Entire home/apt,149,1,21,2017-02-25,6.56,1,347
+5509603,Character Cottage with great views,26338430,Ivor,,Yarra Ranges,-37.75486796760101,145.69739879020705,Entire home/apt,125,2,1,2015-04-11,0.04,1,0
+15665263,WilloWStone,101142556,Suzzanne And Jason,,Yarra Ranges,-37.87663900605115,145.3614055522049,Entire home/apt,281,2,0,,,1,0
+17565720,Dream Forest Escape,24384196,Don,,Yarra Ranges,-37.90830678586418,145.37393096471502,Entire home/apt,176,1,3,2017-04-01,3,1,358
+13240250,DixiGlen Farm - Lorikeet Cottage,33313346,Roseann,,Yarra Ranges,-37.60841680818139,145.4149809638013,Entire home/apt,220,2,0,,,1,358
+17271886,Perfect Yarra Valley Escape - Red Door,116458690,Michele,,Yarra Ranges,-37.66885597322576,145.3409265384621,Entire home/apt,190,2,2,2017-03-20,2,1,354
+2427388,MAGNIFICENT 180 DEGREE VIEW HOT TUB,8354765,Vivian,,Yarra Ranges,-37.819835063762554,145.36224645114,Entire home/apt,260,1,43,2017-03-27,1.47,2,355
+2427366,(2) 180 DEGREE view over Melbourn,8354765,Vivian,,Yarra Ranges,-37.81855664292632,145.36405839228064,Entire home/apt,300,1,32,2017-03-20,1.34,2,354
+11929984,Beautiful Historic Lufra circa 1890,63676736,Karen,,Yarra Ranges,-37.65803836431925,145.51335518365624,Entire home/apt,398,2,23,2017-03-25,2.04,1,270
+14256434,Karinya Park - Beautiful,61988675,Phil,,Yarra Ranges,-37.69872893558823,145.53675446530306,Private room,155,1,19,2017-03-18,2.52,1,163
+7670054,"Charming retreat, mountain views",40270045,Sharyn,,Yarra Ranges,-37.746414978348774,145.70844508853205,Private room,79,1,9,2017-01-01,0.56,1,353
+4327686,Treetops Guesthouse at Lochiel,22136034,Alan,,Yarra Ranges,-37.85400880721503,145.36473742425002,Entire home/apt,288,1,2,2016-08-06,0.08,6,358
+7440088,Mt. Morton Camp & Conference Centre,30758933,Shane,,Yarra Ranges,-37.92609593696642,145.34454642230543,Entire home/apt,824,1,0,,,1,129
+5572283,cloudhill,28890364,Carol,,Yarra Ranges,-37.75458310275201,145.68748244209462,Entire home/apt,225,2,6,2017-02-18,0.50,1,355
+6581351,Brand New Light-filled Apartment,33854412,Jonathan,,Boroondara,-37.82573708014541,145.03390437482884,Entire home/apt,160,2,32,2017-03-12,1.44,1,347
+17657299,Apartment in the heart,120165576,Sherman,,Boroondara,-37.80805276680742,145.02855009270257,Shared room,274,1,1,2017-03-23,1,1,179
+9497689,Beautiful Studio with garden,49226937,Carleen,,Boroondara,-37.83639470795063,145.05703394343462,Entire home/apt,100,1,126,2017-04-01,8.55,1,334
+7060419,"Room for two people, easy transport",37024203,Manoj,,Boroondara,-37.84672755021534,145.09504779252205,Private room,20,1,0,,,1,0
+9496885,Spacious 2BR in Camberwell Junction,2028794,Brent,,Boroondara,-37.828456581492446,145.0516731661141,Entire home/apt,172,5,0,,,1,0
+17001556,Rooms with a view opposite Melb Uni.,959909,Nadia,,Boroondara,-37.83836377031116,145.04163817921292,Private room,116,2,0,,,2,57
+9814249,Spacious hawthorn room,50556888,Georgia,,Boroondara,-37.81707340969083,145.04548131037598,Private room,41,1,0,,,1,0
+2063915,Located in Balwyn - tram to city,10141626,Asantha,,Boroondara,-37.810882520768146,145.08899946338065,Private room,100,1,0,,,1,365
+10296129,One bedroom apartment in Balwyn,52970869,Gloria,,Boroondara,-37.815042150401254,145.08512428938116,Private room,80,1,0,,,1,363
+334891,Attractive room in leafy Deepdene,1705701,Veruschka,,Boroondara,-37.81285063013146,145.06378224334014,Private room,69,3,1,2015-03-13,0.04,1,365
+14815301,Excellent location in Hawthorn East,82658406,Zhi,,Boroondara,-37.84426497382229,145.05088337774896,Private room,66,1,0,,,2,365
+17596466,Stylish & Light Filled 1BR Hawthorn Apartment,84060862,Fleur,,Boroondara,-37.83015186006421,145.04209850427262,Entire home/apt,85,1,3,2017-03-25,3,1,105
+14614588,"Private Garden House, Easy transport, Close to CBD",9046684,Sam,,Boroondara,-37.816282011872275,145.02221988501373,Entire home/apt,90,2,1,2016-08-30,0.14,1,0
+229430,ROOM IN MODERN TOWNHOUSE Melbourne ,1198300,Daniela,,Boroondara,-37.829947292700666,145.05101957070917,Private room,48,2,23,2015-04-25,0.35,1,89
+12026768,Charming apartment with park views,64360386,Monika,,Boroondara,-37.82463707759799,145.07736063618947,Entire home/apt,140,7,2,2017-02-02,0.21,1,119
+17334423,Private Bedroom in Balwyn,105988389,Jenny,,Boroondara,-37.80509759226537,145.0863127288229,Private room,48,1,1,2017-02-22,0.73,6,69
+5538918,在墨爾本最美的林蔭大道上的童話小屋,28722968,Li,,Boroondara,-37.82069137456719,145.09016346246688,Private room,102,1,0,,,1,365
+15411911,Cozy Morden House In Balwyn M.,88708377,Chloe,,Boroondara,-37.80577983041228,145.08462323905246,Private room,59,1,5,2017-03-14,1.21,6,276
+9470970,"New Apt❤easy to CBD
+⭐旅行者温馨的家-24h电车",20573360,Pinky,,Boroondara,-37.8454072053361,145.07168819392143,Private room,180,1,3,2016-05-04,0.19,1,364
+7570279,"Art Deco delight, heart of Hawthorn",34623896,Woody,,Boroondara,-37.828590433106676,145.03839548578105,Private room,69,3,18,2017-02-15,0.93,1,104
+6685321,"A nice, older couple.",34991442,Paul,,Boroondara,-37.82798230411567,145.0612611957973,Private room,50,1,0,,,1,0
+16194575,Warm room in Hawthorn 4 travelers to Melbs shortly,2234931,Xiaolong,,Boroondara,-37.82271905781426,145.02146060727733,Shared room,30,2,2,2016-12-16,0.50,1,0
+10126005,Renovated Edwardian in Camberwell,27707477,Laura,,Boroondara,-37.829320469596176,145.06470943617785,Entire home/apt,300,7,0,,,1,23
+17836834,Perfect Eastern Suburbs Home,26764907,Amy-Eliza,,Boroondara,-37.807614424306905,145.05399305630579,Private room,94,1,0,,,1,171
+17466065,百年老宅传统富人区,36415514,Chloe,,Boroondara,-37.83645610413951,145.0823879682897,Private room,68,2,0,,,5,256
+15303378,Large spacious room - 17min to CBD,5580505,Ben,,Boroondara,-37.829921689119686,145.03397229006814,Private room,48,3,12,2017-03-28,2.47,4,41
+3441367,Modern 1BR with Private Bathroom,17327788,Tennyson,,Boroondara,-37.82115741145012,145.03230806698423,Private room,75,2,100,2017-03-22,3.00,1,124
+13927200,"Spacious and quiet, yet close to all amenities",14974757,Alistair,,Boroondara,-37.83425141961686,145.0554678394682,Entire home/apt,63,2,7,2016-08-27,0.83,1,0
+17466170,历史感的老宅富人区安静近city步行五分钟至电车站,36415514,Chloe,,Boroondara,-37.83496567110721,145.08081060290368,Entire home/apt,118,2,1,2017-03-26,1,5,163
+16877154,"Camberwell house, Cosy room",110207210,Harry &,,Boroondara,-37.8479965335211,145.08748019109245,Private room,41,1,2,2017-02-18,1.05,8,354
+4588831,Comfortable family home,5499172,Annie,,Boroondara,-37.85967760758935,145.08151839210558,Entire home/apt,100,4,8,2017-01-06,0.28,1,0
+17925520,Spacious bedroom in Canterbury,24187402,Jamie,,Boroondara,-37.819028251692934,145.0717637452071,Private room,130,1,0,,,1,328
+16287180,Private Detached Room close to CBD,106086475,Samara,,Boroondara,-37.823736299300606,145.07650981044807,Private room,50,1,5,2017-01-30,1.65,1,152
+13141648,2 Bedroom Home in Leafy Camberwell,73259764,Georgina,,Boroondara,-37.833050587700384,145.0811568398837,Entire home/apt,201,2,3,2017-02-24,1.00,1,343
+13141524,bedroom with double bed and furniture,4226384,Michel,,Boroondara,-37.825298470015426,145.05678351766778,Private room,77,1,0,,,1,364
+17597973,Modern 1 BD APT in Hawthorn East/Free CarPark&wifi,63323103,James,,Boroondara,-37.824263964552905,145.0469447168166,Entire home/apt,107,2,2,2017-03-28,2,4,74
+2623002,"Luxury,Spacious,Modern&Comfy(DELTA)",11013173,James,,Boroondara,-37.78877760550747,145.0971949760416,Private room,31,1,4,2017-03-29,0.54,6,34
+9014035,Camberwell Serviced Apartment Hotel,47068100,Ken,,Boroondara,-37.8267206585635,145.0536037850314,Entire home/apt,169,1,2,2016-01-31,0.13,5,361
+1378470,LUXURY INNER-CITY ACCOMMODATION,6918935,Carolyn,,Boroondara,-37.85038245454703,145.08546885996046,Entire home/apt,600,2,29,2017-02-01,0.72,2,359
+16681770,Beautiful modern apartment,110409614,Jenny,,Boroondara,-37.860866787248376,145.06520609645156,Entire home/apt,140,2,4,2017-03-25,2.00,1,79
+15076172,Private Room in Kew,76250275,Carmela,,Boroondara,-37.79818821112074,145.03551450584357,Private room,50,1,25,2017-03-01,3.93,2,342
+1215036,Quiet Beautiful Edwardian Terrace,6632048,Ashleigh,,Boroondara,-37.82210684668592,145.05435554248788,Private room,66,1,13,2017-03-26,0.29,1,364
+10324644,"Renovated apartment, ideal locaiton",28839271,Mish,,Boroondara,-37.8215604736698,145.05074392559004,Private room,41,1,0,,,1,0
+6515838,Spacious & Modern Apartment Walk to Trains & Trams,7440411,Julian,,Boroondara,-37.818420079180086,145.0368136457221,Private room,69,2,70,2017-03-17,3.28,1,14
+10618605,Hawthorn Apartment with City Views,23130892,David,,Boroondara,-37.82739126052401,145.02780344055176,Entire home/apt,130,4,8,2016-12-31,0.55,1,27
+1542923,Gorgeous 4Bed House in Melbourne,8223632,Blundell,,Boroondara,-37.830502935570564,145.0890664230588,Entire home/apt,350,1,0,,,1,358
+16124895,Gorgeous 2Bdr in an Art Deco flat.,12224713,Bradley,,Boroondara,-37.8459455172672,145.05056108788884,Private room,52,3,9,2017-03-27,2.13,1,93
+5607319,Beautiful large modern family home,24740880,Louise,,Boroondara,-37.79405379166763,145.04117232027528,Entire home/apt,400,10,1,2016-01-03,0.07,1,295
+1584356,Luxe City-fringe Ensuite Hawthorn E,4702787,Mark & Wendy,,Boroondara,-37.83527937632664,145.0513674125409,Private room,94,2,12,2017-01-08,0.60,1,354
+15603605,Leafy Quiet Apartment Near Yarra River,8842561,Kate,,Boroondara,-37.81670097907923,145.01984858867374,Entire home/apt,60,1,1,2016-12-30,0.32,1,0
+6887324,LUXICO - Kinkora (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.81585636201066,145.02912926634698,Entire home/apt,1800,5,0,,,58,34
+1019387,2 BR SELF CONT. MODERN APARTMENT,5309946,Jill & Graeme,,Boroondara,-37.85574784405238,145.0704105992695,Entire home/apt,121,3,35,2017-03-25,0.79,2,351
+1019415,Beautiful Cottage Home in Kew,4215071,Michael,,Boroondara,-37.81213031374352,145.04417171882426,Entire home/apt,201,1,0,,,1,365
+6786688,Big Bedroom Balwyn | DOUBLE,11111637,Wei & Ting,,Boroondara,-37.809058404447676,145.0979125411926,Private room,45,2,99,2017-03-27,4.52,3,320
+15568587,LUXICO - Auburn House,11914644,Luxico Holiday Homes,,Boroondara,-37.82621629105237,145.04380091516526,Entire home/apt,1853,7,0,,,58,164
+16977651,Cozy Private Room in Hawthorn East,26705676,Alexis,,Boroondara,-37.83038945945336,145.04970729824913,Private room,56,1,4,2017-03-24,2.11,1,160
+9867013,A quiet sanctuary in leafy Hawthorn,13076141,Jill,,Boroondara,-37.82455457671888,145.04171025591944,Entire home/apt,90,3,4,2016-05-20,0.27,1,148
+15241009,Great Location new apartment,95973871,Amy,,Boroondara,-37.82969154730726,145.05403352216317,Entire home/apt,160,3,10,2017-03-18,1.62,1,81
+4591565,Train or Tram to City,747059,Jenni,,Boroondara,-37.83186387111961,145.07976138637434,Private room,85,1,1,2016-02-15,0.07,2,0
+17967982,Big and beautiful house in hawthorn,50438713,Carlos,,Boroondara,-37.82847781848245,145.03467334125918,Entire home/apt,160,1,0,,,1,279
+13675415,Beautiful heritage loft apartment,26779625,Dan,,Boroondara,-37.796210460989464,145.02243824390698,Entire home/apt,121,2,6,2017-03-23,1.15,1,230
+6369465,Beautiful Queen Room,33190537,Jenny,,Boroondara,-37.841151053938326,145.0672559612846,Private room,100,1,19,2016-10-22,0.84,2,306
+13605839,Quiet and comfy + own bathroom + lounge/dining,26042150,Virginia,,Boroondara,-37.870392814473746,145.07574268419123,Private room,71,2,13,2017-03-14,1.52,1,115
+13702005,In the heart of Hawthorn.,42242728,Jess,,Boroondara,-37.82888925273376,145.03602377513792,Private room,62,1,24,2017-03-26,4.90,2,95
+16948350,Heathers Place,112017786,Heather,,Boroondara,-37.845606088640814,145.0566021894412,Entire home/apt,121,1,3,2017-04-01,3,1,72
+13177818,"2 BR family home, close to shops and train station",73688068,John,,Boroondara,-37.85930698643456,145.08455647700592,Entire home/apt,281,1,0,,,1,0
+10791996,The Lane House-quiet&close to city,18035351,Duncan & Emily,,Boroondara,-37.81785909624896,145.02455851024413,Entire home/apt,149,1,128,2017-04-01,8.99,1,280
+5739554,Luxury period home POOL AIRCON WIFI,668611,Toni,,Boroondara,-37.818070824808416,145.05874773701606,Entire home/apt,350,5,1,2015-12-27,0.06,2,0
+14558529,Modern & charming studio in Kew !,33021734,Steven,,Boroondara,-37.808497668611786,145.02907002494365,Entire home/apt,85,1,3,2017-02-26,0.49,5,364
+2397272,Central Kew with a view.,12248831,James,,Boroondara,-37.8005022546551,145.03350410255925,Entire home/apt,140,5,5,2015-10-30,0.16,1,22
+3052620,Beautiful Mid 20th Century Home,11081277,Ross,,Boroondara,-37.792840116808236,145.05225375263467,Entire home/apt,165,4,45,2017-01-26,1.48,2,279
+9154859,CAMBERWELL APARTMENT HOTEL,47068100,Ken,,Boroondara,-37.8268887014798,145.05134720783857,Entire home/apt,398,1,7,2017-03-01,0.44,5,361
+12856535,Private Second Floor with Ensuite!,24278037,Jeremy,,Boroondara,-37.84221042131929,145.07015473368833,Private room,66,1,8,2017-03-28,0.87,1,357
+16181637,Nice accommodation in Kew east,105660264,Jiahong,,Boroondara,-37.78566031208397,145.06201353235548,Private room,80,1,0,,,1,365
+5481966,Modern Town House close to Tram,17851153,Anthea,,Boroondara,-37.832657686890606,145.04842703008882,Private room,85,3,37,2017-03-24,1.63,1,325
+13966771,Cozy double room in private guests' wing.,17391639,David & Di,,Boroondara,-37.84637364165284,145.05632521386647,Private room,69,1,14,2017-01-14,2.04,3,218
+8597831,Big room in Richmond/Hawthorn,5123709,Mimi,,Boroondara,-37.81325565723137,145.01797288580804,Private room,59,1,20,2017-03-27,1.37,1,345
+11284866,Leafy courtyard apartment in Kew,12166030,Yinn,,Boroondara,-37.79906921854732,145.0528584087558,Private room,48,2,17,2017-03-23,1.25,1,153
+4988365,LUXICO - Hawthorn Haven (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.8181315464127,145.04082700860923,Entire home/apt,583,7,0,,,58,289
+1709348,Room With A View in Leafy Glen Iris,6918935,Carolyn,,Boroondara,-37.85067242699123,145.08422096939535,Private room,149,2,3,2017-02-04,0.09,2,365
+15117626,Treetops Apartment,5844309,Rick,,Boroondara,-37.83140278023921,145.07194362274362,Entire home/apt,115,1,9,2017-01-31,1.72,1,62
+10137940,Bright and quiet room close to city,51447275,Carl,,Boroondara,-37.809786808164,145.0246828917185,Private room,59,2,35,2017-03-26,2.34,2,70
+2567519,Large Spacious Victorian House,13146221,Michael,,Boroondara,-37.825061113457835,145.05827990343218,Private room,50,5,15,2017-04-02,0.41,1,333
+11574874,Quiet light filled apartment,4808613,Chev,,Boroondara,-37.831113862500374,145.03378027794838,Private room,64,1,0,,,1,0
+12922291,Understated elegance,18022229,Leanne,,Boroondara,-37.82171677071905,145.05608298891823,Private room,391,2,0,,,1,365
+6332070,Pretty room to rent - Cottage home,18413773,Jane,,Boroondara,-37.821164795613846,145.04297831250074,Private room,69,2,15,2017-03-20,0.73,1,306
+1929964,Lovely room in Hawthorn.,4979048,Robyn,,Boroondara,-37.81818073211224,145.05203183757288,Private room,121,2,16,2016-12-14,0.39,3,299
+3974935,"Bed&Breakfast in cosy, immaculate & relaxing unit",20600589,Giulia,,Boroondara,-37.833449442189995,145.05411333213888,Private room,60,1,10,2016-11-03,1.00,1,0
+16326430,Light and airy in Hawthorn East,27666115,Kate-Elissah,,Boroondara,-37.82345011266452,145.05399881502908,Entire home/apt,121,2,0,,,1,0
+16797191,Beautiful furnished room-top location in Hawthorn!,111659817,Anks,,Boroondara,-37.821855739806196,145.0324965300194,Private room,80,1,0,,,1,70
+9117480,Amazing Locale Big 1bd Apt FreeWiFi,47508507,Jo,,Boroondara,-37.82602629114417,145.04405995526375,Entire home/apt,105,2,33,2017-02-14,1.94,2,164
+12060589,"Melbourne Modern, Unique location",10616272,Maria,,Boroondara,-37.82146204045271,145.03139394946612,Entire home/apt,102,2,0,,,1,0
+2233987,Convenient and Cool Hawthorn East!,5523836,RowanA,,Boroondara,-37.81992057104756,145.05376082178108,Private room,79,2,13,2017-02-04,0.35,2,364
+16223190,Nice Cosy and Quiet Room in Kew East,91774316,Ye,,Boroondara,-37.79636260284057,145.0409883668888,Private room,69,1,4,2017-03-07,1.29,1,302
+12136884,The River House,17312988,Leesa,,Boroondara,-37.82729702790464,145.02463406138867,Entire home/apt,155,7,7,2016-11-01,0.76,1,332
+13676179,"Quiet, private, laneway apartment",79593247,Celia,,Boroondara,-37.803505756287294,145.0396146579951,Entire home/apt,100,2,20,2017-03-25,2.33,1,349
+17740265,My cosy bedroom. READ DESCRIPTION,120926739,Ricky,,Boroondara,-37.82058501073564,145.02826363499562,Private room,41,1,0,,,1,13
+16783264,Cosy Hawthorn pad!,42242728,Jess,,Boroondara,-37.828505011557084,145.03580583516595,Entire home/apt,140,3,1,2017-03-12,1,2,12
+10312472,"Modern, spacious 1 bed (queen) apt.",41899250,Adelle,,Boroondara,-37.827644151682954,145.03851028373415,Entire home/apt,100,5,0,,,1,0
+8005793,New 1BR apt CAMBERWELL Melbourne,42266065,Ambra,,Boroondara,-37.834508569976244,145.0596376894253,Entire home/apt,79,19,0,,,1,0
+15315322,"Spacious, sunny masterbedroom - private bath",51298378,Gael,,Boroondara,-37.81359459318702,145.02621538725134,Private room,56,2,12,2017-03-28,2.69,1,87
+17013760,"Gorgeous house, easy transports",110207210,Harry &,,Boroondara,-37.8460616150261,145.08515450068143,Private room,48,1,0,,,8,277
+4488718,Charming country feel with extra beds!,23287058,Alice,,Boroondara,-37.82285743963193,145.02428350453144,Private room,100,1,14,2017-03-22,0.48,2,50
+16664281,"good location, gorgeous room",110207210,Harry &,,Boroondara,-37.84783574775796,145.0875028097229,Private room,55,1,7,2017-03-18,3.00,8,359
+1579145,Quiet Location,2792428,Jean,,Boroondara,-37.86026551827435,145.08236398159153,Private room,41,7,11,2017-03-08,0.25,2,342
+16691734,Cosy Hideaway,110533327,Aidan,,Boroondara,-37.80695121906369,145.04942835120409,Entire home/apt,79,4,0,,,1,92
+14557580,Charming and modern studio in Kew !,33021734,Steven,,Boroondara,-37.806630971685635,145.02773473021915,Entire home/apt,85,1,2,2017-03-03,0.48,5,364
+13479848,A bright room in a lovely part of Melbourne.,77174203,Paul,,Boroondara,-37.817468659864055,145.09329781448236,Private room,100,1,0,,,1,0
+11020704,TRENDY APARTMENT 10min TRAIN TO CBD,33350230,Darren,,Boroondara,-37.82059325775764,145.02583065019147,Entire home/apt,60,3,1,2016-02-28,0.07,1,0
+9154514,Camberwell Apartment Hotel,47068100,Ken,,Boroondara,-37.82854460083439,145.05330758738685,Entire home/apt,269,1,2,2016-07-16,0.15,5,351
+9576958,Private Rm Close 2 Public Transport,49575385,Chris,,Boroondara,-37.84631626059791,145.08864218270406,Private room,45,1,1,2015-11-28,0.06,1,0
+12821058,Charming New York Townhouse,31846566,S&D,,Boroondara,-37.84650362783595,145.04302614162137,Private room,121,1,2,2017-03-05,0.73,2,358
+7121502,Fully furnished appartment,2460413,Neil,,Boroondara,-37.82405171309191,145.08306548116852,Entire home/apt,100,1,0,,,1,365
+438849,Grand Old Victorian Hawthorn Home,2180044,Ian,,Boroondara,-37.82406443566624,145.0565611359405,Entire home/apt,201,10,3,2016-07-11,0.08,1,79
+12136519,Sunny Hawthorn,62564343,Sarah,,Boroondara,-37.82306031223431,145.0223059898639,Entire home/apt,225,2,0,,,1,0
+13212273,A charming unit conveniently located.,74016208,Susan,,Boroondara,-37.84704907389623,145.08122924221635,Entire home/apt,98,3,2,2016-10-10,0.33,1,214
+15411906,Cozy Morden House In Balwyn 1.,88708377,Chloe,,Boroondara,-37.806980677426594,145.08417733764114,Private room,59,1,5,2017-03-25,1.08,6,353
+15411916,Cozy Morden Home In Balwyn er.,88708377,Chloe,,Boroondara,-37.80590864721905,145.08433291836485,Private room,58,1,4,2017-03-26,0.97,6,364
+16978470,Comfortable room close to Melbourne CBD,113623057,Lasanthi,,Boroondara,-37.79944273448007,145.02927786022144,Private room,60,1,3,2017-02-22,1.73,1,65
+4633049,Room West Hawthorn close to train,23992641,Peter,,Boroondara,-37.824434517863686,145.02282429334178,Private room,48,4,2,2016-02-29,0.08,2,365
+17441652,LIVE in a luxe Tram depot apartment,3278665,Monica,,Boroondara,-37.82637527771457,145.02359613452174,Entire home/apt,225,2,0,,,1,131
+6403908,Charming Victorian house,33397503,Alex,,Boroondara,-37.82197262299374,145.06573563334388,Private room,258,1,0,,,1,365
+17741802,Pearl on Burke,120851205,Jiang,,Boroondara,-37.82244205335009,145.05988792471427,Entire home/apt,121,5,0,,,1,172
+10860562,Camberwell Vacation Apartment,51684454,Lyn,,Boroondara,-37.82298206406203,145.05999967164811,Entire home/apt,155,2,8,2017-03-23,0.88,1,284
+16370030,Valuable single room close to Glenferrie station,98377000,Samson,,Boroondara,-37.81905089319204,145.0380596604407,Private room,33,3,4,2017-01-28,1.40,1,0
+13252813,Melbourne Park Side,57449933,Richard & Melvie,,Boroondara,-37.853798951874055,145.06961726019534,Private room,77,2,4,2017-02-03,0.50,1,89
+1784111,Room/Pool/Gym/Bikes in Glen Iris,6432292,Andrew,,Boroondara,-37.84771517699029,145.0477111478268,Private room,69,2,18,2016-10-29,0.50,2,337
+16890211,lovely home,63213095,Xin,,Boroondara,-37.790725308455606,145.1028355748604,Private room,45,2,4,2017-03-06,2.31,1,349
+9583035,"双人床阳光房,含无线网络Queen size bedroom, private bathroom",47879308,David,,Boroondara,-37.80039077578026,145.09717685309894,Private room,60,2,3,2016-10-06,0.19,4,359
+12892673,New York inspired Townhouse,31846566,S&D,,Boroondara,-37.846683925397954,145.0433180282487,Entire home/apt,195,1,1,2017-03-26,1,2,364
+16400276,A lovely bright Room in a shared house,107442212,Lan,,Boroondara,-37.82224626598399,145.02509909505676,Private room,43,3,2,2016-12-22,0.58,1,0
+9550376,Camberwell Charm - 5 star rating,49456495,Stacey,,Boroondara,-37.847389622738135,145.07655253919845,Entire home/apt,98,2,32,2017-03-31,2.26,1,282
+17480289,period and contempory,83026714,Joanna,,Boroondara,-37.81977077065914,145.09072130501647,Entire home/apt,350,3,1,2017-03-26,1,1,305
+15874674,Great 1bd apt FreeWiFi Parking 4ppl,47508507,Jo,,Boroondara,-37.825710354391425,145.04531529157654,Entire home/apt,109,2,8,2017-03-30,1.74,2,321
+11128819,The Stables in Kew,15325583,Helen,,Boroondara,-37.802465806395006,145.0412740710629,Entire home/apt,190,2,22,2017-03-20,1.75,1,111
+17686295,Two bedroom apartment in a great location!,120472491,Rashad,,Boroondara,-37.8217558312346,145.05074417740158,Entire home/apt,110,2,1,2017-03-29,1,1,0
+16988348,"Cosy and warm room, near city",110207210,Harry &,,Boroondara,-37.83279366572454,145.06492479425842,Private room,46,1,2,2017-02-18,1.02,8,322
+15876059,NEW Hawthorn apartment with outdoor entertaining!,102938199,Brianna,,Boroondara,-37.83552400915802,145.04280395487888,Entire home/apt,149,1,3,2017-03-14,1.08,1,52
+8994999,private master bedroom with ensuite bathroom,46984666,Shenqian,,Boroondara,-37.79381568933483,145.05779513240773,Private room,59,2,1,2017-03-17,1,1,85
+9550967,Spacious room available is beautiful townhouse,30674632,Melanie,,Boroondara,-37.79773563400713,145.03715517127412,Private room,48,1,17,2017-03-19,1.11,1,275
+10269346,Tram Direct to Rod Laver TENNIS,747059,Jenni,,Boroondara,-37.832384917969755,145.07803444269308,Private room,85,3,0,,,2,0
+11678404,Charming Edwardian Opposite Park,49448682,Jason,,Boroondara,-37.820042422043535,145.06702606972192,Entire home/apt,225,2,6,2017-01-01,0.49,3,0
+11952007,"Sunny, family friendly two storey",59658991,Garry,,Boroondara,-37.843557147943564,145.08078007392837,Entire home/apt,600,14,0,,,1,365
+17981473,Exclusive tri-storey town residence,29664767,Michel,,Boroondara,-37.82499540146958,145.03570515532428,Entire home/apt,301,5,0,,,1,88
+2142946,Luxury 2 BR apartment close to Melb,10937394,Robyn,,Boroondara,-37.84572751270287,145.0471587292698,Entire home/apt,180,4,22,2017-02-17,0.57,1,337
+16727413,Leafy suburban apartment in Camberwell,28389682,Kerryn,,Boroondara,-37.83929374691791,145.0685353999879,Entire home/apt,115,1,14,2017-03-29,5.75,1,337
+14154575,Peaceful house in leafy suburbs,71441572,Richie,,Boroondara,-37.82477171138011,145.07091836005714,Private room,160,2,0,,,1,0
+14594936,"Cottage in the garden, close to everything",12208871,Fabrizio & Katai,,Boroondara,-37.81805695770762,145.02412325240783,Entire home/apt,89,2,41,2017-03-30,5.80,1,270
+10501609,1 Bedroom with own bathroom,8174509,Imran,,Boroondara,-37.827258789013456,145.02822133314262,Private room,55,1,10,2016-10-30,0.70,1,331
+13284169,Kew East chilled getaway for up to 2 people,74929635,Tyson,,Boroondara,-37.787187098850126,145.0642075206987,Private room,48,2,0,,,1,90
+16850421,Village lifestyle. Ultimate rooftop city views.,107111584,Charmaine,,Boroondara,-37.822065430566795,145.03746318789695,Entire home/apt,100,2,1,2017-02-21,0.71,3,291
+10089323,Hawthorn Haven : Light filled 2 bedr.,51769954,Mary,,Boroondara,-37.82462259852862,145.04602155927492,Entire home/apt,149,2,6,2016-06-07,0.42,1,36
+9548928,Charming 3BR in Kew - 7km from CBD,49448682,Jason,,Boroondara,-37.80652415015584,145.03238583400588,Entire home/apt,130,1,83,2017-03-26,5.23,3,81
+17598676,Huge Charming House for Family and Groups,11013173,James,,Boroondara,-37.78422387803072,145.09708633928477,Entire home/apt,121,1,3,2017-03-29,3,6,260
+9467244,2 rooms 3 beds 2 bathrooms 2 toilets,47245833,Lily,,Boroondara,-37.79761581534857,145.07670431921272,Private room,100,2,1,2015-12-29,0.06,1,0
+5223728,One Bedroom Luxury Apartment,26458029,Peter,,Boroondara,-37.84680793344284,145.04584438956093,Entire home/apt,110,2,34,2017-03-12,1.32,1,288
+13579629,"Prime location, hawthorn home",78371313,Rachel,,Boroondara,-37.83112572907402,145.03958268232364,Entire home/apt,89,2,12,2017-02-15,1.42,1,298
+46451,20 min to CBD near public transport green leafy st,207813,Veena,,Boroondara,-37.80971124628911,145.0804133540314,Private room,51,4,2,2017-02-20,1.00,2,363
+15709597,Wonderful Victorian Cottage in Great Location,24954432,Robert,,Boroondara,-37.83065387534674,145.04877043003535,Entire home/apt,110,2,3,2016-12-26,0.70,1,20
+12695040,Zen House in Camberwell,69001069,Roy,,Boroondara,-37.8428607326592,145.05507541140287,Private room,240,1,0,,,1,179
+1095182,Private room in Kew,6017119,Lily,,Boroondara,-37.79411659350875,145.038566805999,Private room,149,2,2,2017-01-20,0.67,1,365
+8959508,"Homely, Charming, Contemporary",25675426,Craig,,Boroondara,-37.85045651129929,145.08194459367496,Entire home/apt,201,2,1,2015-12-31,0.07,2,0
+17577522,Luxurious big house incl.breakfast!,119378022,Tamara,,Boroondara,-37.821862160167164,145.01723871105577,Private room,97,1,0,,,3,332
+10037769,Tranqil setting close to city,51447275,Carl,,Boroondara,-37.81084088499004,145.02271304610514,Private room,67,2,3,2016-03-09,0.20,2,306
+7583340,"Cosy Home close to transport, shops",39765582,Rakesh,,Boroondara,-37.850843394886674,145.08261658555662,Private room,50,1,5,2017-03-18,0.88,1,286
+17577687,Simple room & lovely hosts in Hawthorn,5580505,Ben,,Boroondara,-37.829963890398595,145.03445163126923,Private room,39,3,0,,,4,108
+8995430,"Mi Casa,Su Casa! MyHomeIsYourHome❤",14346201,Vivian,,Boroondara,-37.82264642242874,145.03515356524733,Entire home/apt,80,1,1,2016-02-08,0.07,1,0
+15811548,Camberwell Estate,102332799,Linda,,Boroondara,-37.83166463967318,145.0635957921091,Entire home/apt,499,2,10,2017-03-26,3.09,1,150
+15043412,Clean & quiet to unwind.,95050282,Quan,,Boroondara,-37.80558616953283,145.02939920226805,Private room,50,1,8,2017-02-09,1.30,2,360
+9716704,sunny house in quiet street,50160604,Jingni,,Boroondara,-37.78735998234475,145.08703518053733,Private room,33,1,53,2017-01-05,3.50,1,158
+966901,Charismatic Cottage - yes please!,932976,Jayne,,Boroondara,-37.80671762795891,145.0359317298719,Entire home/apt,165,2,56,2017-03-13,1.15,2,365
+17547548,Stunning Camberwell Apartment,119057746,Laura,,Boroondara,-37.84497999671216,145.08248884577503,Entire home/apt,149,1,0,,,1,364
+10667010,Brand new 1 bedroom apartment,55098825,Tony,,Boroondara,-37.82160470000174,145.05941933802177,Entire home/apt,110,2,3,2017-02-06,0.21,1,359
+7094643,LUXICO - Averi 2 (Hawthorn East),11914644,Luxico Holiday Homes,,Boroondara,-37.84111967794126,145.0538364731096,Entire home/apt,452,5,1,2016-08-15,0.13,58,362
+2116349,Conveniently located apartment,8986637,Boris,,Boroondara,-37.82785696268308,145.03757571881317,Private room,55,1,1,2015-07-11,0.05,1,361
+13451792,Front room in a miners cottage,26376631,Courtney,,Boroondara,-37.81452652478278,145.04131689501713,Private room,41,2,0,,,1,0
+11322444,"Cute cottage near transport, shops",59224007,Susan,,Boroondara,-37.81933570619932,145.03962682300002,Entire home/apt,250,2,4,2017-01-21,0.35,1,0
+10503462,Two storey Edwardian with spa/wifi,54156534,Charles,,Boroondara,-37.83619193418851,145.04523681948535,Entire home/apt,275,7,0,,,1,0
+6342555,Private & convenience room in KEW,32625590,Karen,,Boroondara,-37.8007715361136,145.05480337336226,Private room,75,2,1,2015-10-20,0.06,1,365
+11002483,Beautiful 2 Story Home with Large Outdoor Spa,57094100,Bruce,,Boroondara,-37.79600211442695,145.03536665197635,Entire home/apt,191,2,5,2016-10-03,0.44,1,0
+9118034,Heart of Hawthorn 2Br+2Bth+WiFi,47511228,Damiano,,Boroondara,-37.82814523051165,145.02905044453945,Entire home/apt,199,2,1,2015-12-30,0.07,1,0
+16139639,Room in Hawthorn for 1 person,105303021,Harshad,,Boroondara,-37.82091908265551,145.0377744174344,Shared room,25,7,0,,,1,0
+11257887,Camberwell SUPER-MODERN family friendly apartment.,58747243,Sasha,,Boroondara,-37.82301485026173,145.04639483010456,Entire home/apt,199,2,11,2017-03-25,0.81,2,91
+5424631,PRIVATE BACKYARD ROOM WITH A VIEW!!,27985069,Belinda,,Boroondara,-37.833484096505984,145.08611082426202,Private room,73,2,20,2017-02-22,0.80,1,276
+15845026,Victorian Garden Cottage,21538751,Pamela,,Boroondara,-37.821778473015215,145.0959432677863,Entire home/apt,72,1,11,2017-03-30,2.54,1,52
+9330980,"Stylish, private retreat in a great location.",48427616,Mark & Lisa,,Boroondara,-37.82662100600497,145.05267048154164,Entire home/apt,100,2,32,2017-03-31,3.48,1,99
+9014227,Camberwell Serviced Apartment Hotel,47068100,Ken,,Boroondara,-37.82674726200939,145.05151379351548,Entire home/apt,199,1,4,2016-09-17,0.24,5,361
+16074494,Light-filled 2BR apartment,11747655,Leia,,Boroondara,-37.832338206281285,145.06089024038425,Entire home/apt,128,2,13,2017-03-26,3.36,1,314
+9848938,Spacious Central Location,5580505,Ben,,Boroondara,-37.83046337831651,145.0333472769385,Private room,60,3,5,2016-11-19,0.75,4,88
+13944676,Harry's room in large family home in Kew,14904838,Barbara,,Boroondara,-37.801910832627435,145.03434128032137,Private room,41,2,7,2017-03-21,0.96,2,66
+16398013,Outstanding two bedroom apartment (NEW!),105393477,Noel,,Boroondara,-37.82735928785572,145.0262085953965,Entire home/apt,270,3,2,2017-02-21,0.91,1,0
+5786073,Twin room in leafy Camberwell,9152322,Colin,,Boroondara,-37.8475473139328,145.07851099593427,Private room,60,1,9,2017-03-29,0.51,3,0
+4999949,Cosy serviced apartment,25783648,Mohit,,Boroondara,-37.83299488540797,145.03503477641965,Private room,29,1,1,2015-10-07,0.06,1,0
+7974632,1 Bedroom House. Hawthorn East,42087738,Simon,,Boroondara,-37.832339169628135,145.03879462551268,Entire home/apt,89,3,19,2016-06-21,1.03,1,365
+16813249,Bright loft style room,23287058,Alice,,Boroondara,-37.82486393592746,145.0264902162206,Private room,75,1,2,2017-03-18,1.09,2,79
+67211,"Kew Tranquility, Melbourne",326880,Kate,,Boroondara,-37.80361859808861,145.0338956999893,Private room,45,2,123,2017-02-23,1.65,1,310
+17577467,Luxurious big house incl.breakfast!,119378022,Tamara,,Boroondara,-37.822493474543826,145.01746466603086,Private room,97,1,0,,,3,329
+16371334,"Quiant, Art Deco apartment in central location",12785817,Taryn,,Boroondara,-37.82006551959915,145.02213817093423,Entire home/apt,111,2,4,2017-03-26,1.26,2,63
+653386,Need Luxury Homebase in Melbourne 3,2232579,Nola,,Boroondara,-37.803191941449654,145.05208388378492,Private room,100,1,7,2017-03-25,0.23,3,365
+4968150,LUXICO - Averi (Hawthorn East),11914644,Luxico Holiday Homes,,Boroondara,-37.84234696272912,145.05272738179093,Entire home/apt,309,7,0,,,58,365
+15573637,Large 2 Bed Apartment close to everything,100317345,Troy,,Boroondara,-37.82402414449631,145.04655666612558,Entire home/apt,101,2,15,2017-03-19,2.76,1,76
+4387037,Camberwell Beauty,22775437,Barbara,,Boroondara,-37.842858345485894,145.08827296558107,Private room,201,2,2,2015-06-09,0.08,3,363
+17125192,豪华舒适双人床家庭房带淋浴间family bedroom 3 persons + bathroom,47879308,David,,Boroondara,-37.80129639183218,145.0979194240921,Private room,80,2,0,,,4,337
+14830919,Cozy Morden Room In Balwyn Y1,88708377,Chloe,,Boroondara,-37.805663056907456,145.08410362148723,Private room,58,1,3,2017-03-21,0.70,6,365
+12767149,"delightful, quiet room",69464327,Melbourne,,Boroondara,-37.82300750401518,145.05847437115244,Private room,79,1,0,,,1,84
+2198869,"Beautiful Large Room, Private Bathroom, Location",11217067,Lauren,,Boroondara,-37.82119377610319,145.059822093654,Private room,60,1,33,2017-03-22,5.18,1,75
+4345856,Large Queen room w/ private bathroom,22560521,Michael,,Boroondara,-37.803582104315886,145.03845072604938,Private room,58,2,34,2017-02-24,1.17,1,364
+17911885,Toorak Road quiet queen sized room,15212984,Hugh,,Boroondara,-37.845843472098245,145.0482309771086,Private room,66,2,0,,,3,180
+8867970,Brand new Comfortable & Convenient,46417971,Wei Ming,,Boroondara,-37.86967046993178,145.087611550276,Entire home/apt,189,2,39,2017-03-12,2.68,2,273
+3428595,连体别墅温馨小家,14169419,Ric,,Boroondara,-37.84856960915056,145.08841665946989,Entire home/apt,115,2,7,2016-01-21,0.23,2,224
+11980023,GLENFERRIE FLORA DREAMY APARTMENT,64018757,Amor,,Boroondara,-37.83073208288396,145.0333643972425,Private room,39,1,0,,,1,0
+13750531,Australian Open ,80556568,Veronika,,Boroondara,-37.80218221064804,145.0426432401734,Entire home/apt,180,3,2,2017-02-01,0.83,1,174
+4503467,Modern single story town-house,23355351,Ellie,,Boroondara,-37.824065600126524,145.02821767498668,Entire home/apt,68,1,1,2016-01-06,0.07,1,0
+9123637,"Relaxed Appartment,",47533632,Cam,,Boroondara,-37.84760643556808,145.0519781563918,Shared room,100,1,3,2016-02-11,0.18,1,365
+12349535,Sleepy Hawthorn Hollow,66691932,Joanne,,Boroondara,-37.81788582088328,145.05446140222065,Entire home/apt,94,5,3,2017-03-29,3,1,353
+16243408,Whole massive park view apartment 9km from city,6690888,Yask,,Boroondara,-37.798520013837596,145.06397413885765,Entire home/apt,56,2,20,2017-03-24,5.41,1,162
+16314544,Large property containing Private Outdoor Bungalow,106758141,Peter,,Boroondara,-37.844377172446954,145.04673304486207,Private room,50,7,2,2017-02-15,1.00,1,64
+15919367,Elo's Edwardian home in Kew,15158089,Tiffany,,Boroondara,-37.80136145929985,145.0410804231027,Private room,45,7,0,,,1,0
+16194185,NYE luxury for up to 6pax,58524065,Before,,Boroondara,-37.82607460420571,145.03295356277877,Entire home/apt,250,3,0,,,1,181
+16800636,Private room. Art Deco apartment. Central location,12785817,Taryn,,Boroondara,-37.81855151727492,145.0235508904984,Private room,66,2,1,2017-02-02,0.49,2,78
+12933991,"Secure,Spacious and Self Contained .",45354216,Annie,,Boroondara,-37.81479073716429,145.07629799121412,Private room,75,2,40,2017-04-01,3.85,1,137
+16740571,Artistic Ambiance - Fully Furnished Apartment,100165691,Josie,,Boroondara,-37.83585844078941,145.0578265682016,Private room,69,1,7,2017-03-28,2.73,1,79
+16443717,Spacious top floor less than 10km from CBD,107843702,Nick,,Boroondara,-37.85239529862555,145.06621550807662,Private room,52,7,1,2017-01-12,0.36,1,0
+15526230,Quiet Spacious House near Kew Junction,4070739,Paddy,,Boroondara,-37.80622388815488,145.02652068957664,Entire home/apt,75,7,0,,,1,80
+14082709,"2 bedrooms, Queen & Double, in private guest wing",17391639,David & Di,,Boroondara,-37.848077977315604,145.0545949723389,Entire home/apt,135,1,9,2017-03-26,1.45,3,206
+16480502,Gorgeous Private Room/Courtyard Hawthorn/Richmond,108191552,Arechea,,Boroondara,-37.82255217890198,145.0232085769614,Private room,69,1,7,2017-03-25,2.80,1,77
+189128,"Air Con, Luxury Double Room, Private Bathroom",668611,Toni,,Boroondara,-37.8175956501908,145.05912873577486,Private room,60,1,70,2017-03-05,1.33,2,170
+9333320,Sunny Room in Camberwell,48440780,Daniel,,Boroondara,-37.84711565740774,145.0608175834814,Private room,35,5,1,2015-11-28,0.06,1,0
+5538330,The Top of Taylor: Easy city access,2365992,Monty,,Boroondara,-37.87319100788076,145.0732030749927,Entire home/apt,128,1,0,,,1,0
+5297793,Large master bedroom with en suite ,24425055,Tyson,,Boroondara,-37.83218102931495,145.05285634545135,Private room,67,1,1,2015-02-22,0.04,1,365
+14210701,Bedroom A in a big house,80865184,Happy,,Boroondara,-37.823340080481266,145.04872177705312,Private room,60,7,19,2017-02-01,2.38,5,245
+3007283,Summer Sunset from the Balcony.,11087372,Anne,,Boroondara,-37.84537190593653,145.054603062895,Entire home/apt,160,2,27,2017-01-27,0.88,1,355
+11723107,Beautiful Suburban Abode,62344422,Grace,,Boroondara,-37.79722159053175,145.09341360216393,Private room,41,3,0,,,1,0
+16181952,"Quiet, private, top location with all mod cons",34487375,Catriona,,Boroondara,-37.81491519585731,145.01804877824122,Entire home/apt,94,1,2,2017-03-10,0.63,1,253
+15290802,Luxury Architectural Residence (Hawthorn),4945813,Katherine,,Boroondara,-37.81591540396242,145.02815292578452,Entire home/apt,901,7,2,2017-01-24,0.64,2,163
+17028828,座落于极具历史感的富人安静街区近City、步行五分钟电车站及大型超市,36415514,Chloe,,Boroondara,-37.83664271031486,145.08158309392968,Entire home/apt,156,2,2,2017-03-23,2,5,312
+12441359,Caroline Street Hawthorn East,67307497,Trinh,,Boroondara,-37.82964231969928,145.04729105152376,Private room,42,2,2,2017-03-07,0.17,1,360
+14210877,Bedroom B in a big house,80865184,Happy,,Boroondara,-37.823239067316955,145.04801212760432,Private room,60,7,3,2017-01-03,0.44,5,306
+5368651,Relaxing stay in leafy Surrey Hills,27831114,James,,Boroondara,-37.827218916408995,145.09576903172004,Private room,50,2,11,2017-03-18,0.76,1,358
+11825606,Stunning Hawthorn Family Home,61317872,Paul,,Boroondara,-37.82875512032465,145.04062893870875,Entire home/apt,400,1,0,,,1,0
+9302562,"Relaxed, family friendly neat home",12556669,Lara,,Boroondara,-37.863271545997904,145.07739646723735,Entire home/apt,185,5,2,2017-01-04,0.16,1,23
+4777420,Room in Hawthorn close to station,23992641,Peter,,Boroondara,-37.82317180637082,145.02470839904544,Private room,42,2,8,2017-02-19,0.30,2,337
+14997733,Studio on High,24931584,Rowan,,Boroondara,-37.86407964519452,145.0921075509901,Entire home/apt,110,2,5,2017-03-18,1.03,1,269
+17657062,Balwyn Apartments,120162977,,,Boroondara,-37.813300844296876,145.08174966005288,Entire home/apt,284,3,0,,,1,364
+12576280,近Doncaster有Tram到city,bus直达墨大、RMIT,68201297,Sophie,,Boroondara,-37.786510425775234,145.0805690232113,Private room,50,2,0,,,1,358
+10996293,One bedroom apartment,57058567,Peta,,Boroondara,-37.82771580005776,145.0249134627565,Entire home/apt,80,4,12,2017-03-08,1.24,1,347
+12494162,Toad Hall at Frog Hollow B & B,67518312,Colleen,,Boroondara,-37.838008245617885,145.07389850346073,Private room,100,1,0,,,1,365
+4515410,Big Bedroom Balwyn | TWIN,11111637,Wei & Ting,,Boroondara,-37.809626987285405,145.09921571758736,Private room,45,2,84,2017-03-31,2.92,3,322
+4122275,LUXICO - Mason St (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.816902075824125,145.0179460358318,Entire home/apt,1361,7,0,,,58,0
+15722183,Modern sanctuary in Inner Melbourne,101279018,Peter,,Boroondara,-37.824514072877605,145.04622049850022,Entire home/apt,100,2,25,2017-03-26,4.97,1,166
+17000173,Two Bedroom Luxury Apartment,54169302,Troy,,Boroondara,-37.84624478434093,145.04641324273538,Entire home/apt,159,2,0,,,1,96
+10710371,Inner-suburban Melbourne retreat,46176763,Maryanne,,Boroondara,-37.81810525576317,145.06030290893065,Entire home/apt,121,2,34,2017-03-30,2.96,2,329
+17191571,"Private room in spacious, modern Camberwell unit",38440627,Alix,,Boroondara,-37.83304178340279,145.06339545272206,Private room,60,1,0,,,2,90
+16639933,A welcoming home away from Home,106849742,Naomi,,Boroondara,-37.83278082718923,145.0368047098244,Private room,69,1,2,2017-02-21,0.85,2,107
+17595090,Private Double Bedroom in Hawthorn,34738887,Michelle,,Boroondara,-37.82524006374865,145.02982055257382,Private room,31,1,2,2017-03-18,2,1,54
+5406040,2 Rooms 4 guests bathroom & lounge,20825780,Peter,,Boroondara,-37.81882425965104,145.09138010593165,Private room,80,1,27,2017-03-26,1.06,3,323
+13957865,Charming and modern studio in Kew ~,33021734,Steven,,Boroondara,-37.80823508538942,145.02906517354606,Entire home/apt,85,1,2,2017-02-23,0.32,5,338
+13531894,Super spacious Camberwell home,77797746,Marita,,Boroondara,-37.84560767355553,145.0585953541794,Entire home/apt,495,7,0,,,1,0
+5241720,Large Light Room in Mod Apartment,27128203,Andrea,,Boroondara,-37.82465341335516,145.0448955623198,Private room,66,2,29,2017-02-26,1.16,1,354
+17576437,Luxurious big house incl.breakfast!,119378022,Tamara,,Boroondara,-37.82097314622451,145.0189277154982,Private room,97,1,0,,,3,310
+10370435,单人床阳光房,带衣柜,含无线网络,47879308,David,,Boroondara,-37.79894329904122,145.09781869129722,Private room,50,2,2,2017-02-16,0.14,4,297
+16315909,Beautiful Heritage Apartment by the Yarra Kew,106770207,Jane,,Boroondara,-37.79348954455531,145.0246334094745,Entire home/apt,94,5,0,,,1,71
+5045334,Cosy Private Courtyard Apartment,26047337,Meredith,,Boroondara,-37.82533293482619,145.05022089774556,Entire home/apt,104,2,2,2016-02-25,0.11,1,0
+15654028,"Easy access, great area, cosy and clean!",45953530,Santiago,,Boroondara,-37.82462046912992,145.02457373662742,Entire home/apt,80,2,5,2016-12-31,0.94,1,91
+14580952,Charming and modern studio in Kew !!!,33021734,Steven,,Boroondara,-37.80672202059363,145.0290718500183,Entire home/apt,85,1,1,2017-02-22,0.71,5,364
+9977083,architect designed studio,13875922,Linda,,Boroondara,-37.82228237946109,145.02348980542936,Entire home/apt,60,1,38,2017-03-28,2.54,1,330
+11408604,Comfy Bedroom with Private Bathroom,19429353,Kimberley,,Boroondara,-37.82035365729484,145.03097043541806,Private room,60,1,2,2016-07-25,0.23,1,0
+14810421,Quiet residence close to everything,92561510,Bruce,,Boroondara,-37.815635785308274,145.01835005707056,Entire home/apt,225,2,7,2017-01-26,1.10,1,0
+13466937,Spacious 2 bedroom apartment Kew east,77011858,Deanne,,Boroondara,-37.796278647901254,145.0583484864509,Entire home/apt,98,1,0,,,1,0
+14480608,Charming and modern studio in Kew!!,33021734,Steven,,Boroondara,-37.80871389525437,145.0288320654818,Entire home/apt,85,1,16,2017-03-28,2.36,5,355
+12434793,Camberwell Serviced Apartments,47068100,Ken,,Boroondara,-37.827762883677025,145.05270896813335,Entire home/apt,199,1,4,2017-01-27,0.37,5,361
+16045049,Modern 1BD apt off Glenferrie Rd,50180610,Emily,,Boroondara,-37.82311962570096,145.03312867181725,Entire home/apt,100,5,3,2017-03-25,1.96,1,155
+11500988,"Luxury,Spacious,Modern&Comfy(BETTA)",11013173,James,,Boroondara,-37.78728969427785,145.09592299686977,Private room,33,1,7,2017-03-29,0.81,6,42
+7011791,Room & Private bathroom in Victorian period home,2937458,Zadia,,Boroondara,-37.829590388050676,145.04920909190042,Private room,85,1,32,2017-03-26,1.77,1,337
+6352378,1 Bedroom apartment with backyard,32658991,Gabriel,,Boroondara,-37.81516083196431,145.01583060301226,Entire home/apt,69,7,6,2016-02-28,0.27,1,0
+16678483,Native Oasis in City,110374590,Nicole,,Boroondara,-37.83571882404658,145.06397412851075,Entire home/apt,94,2,11,2017-03-23,4.46,1,54
+11534060,"Happening hawthorn East 2bed, 1park",60842795,Dean,,Boroondara,-37.8239748430449,145.04784192702346,Private room,100,1,0,,,1,365
+16875280,Great modern 2nd flr apartment in stylish Hawthorn,111185029,Wendy,,Boroondara,-37.822257286552656,145.04091115610188,Entire home/apt,170,3,2,2017-03-19,1.15,1,245
+16563502,"Spacious townhouse in Kew, 15mins from CBD",109094082,Tiansen,,Boroondara,-37.808063805210345,145.0382997350427,Entire home/apt,107,7,1,2017-03-09,1,1,0
+2391881,North Haven Apartment,2471690,Margaret,,Boroondara,-37.831519112994656,145.08114545581233,Entire home/apt,250,3,3,2015-08-25,0.11,4,337
+11947858,Beautiful Victorian Family home,50710288,Phoebe,,Boroondara,-37.82535741159446,145.03146826579805,Entire home/apt,800,1,0,,,1,0
+393060,Self-contained in Surrey Hills,1966125,Sherry & Jo,,Boroondara,-37.82582412407409,145.09920408961696,Entire home/apt,105,2,94,2017-04-01,1.58,1,310
+11894742,LUXICO - Churchill Grove,11914644,Luxico Holiday Homes,,Boroondara,-37.815519209318374,145.03774290653237,Entire home/apt,541,7,0,,,58,0
+13398809,New Private Room in Kew,76250275,Carmela,,Boroondara,-37.79698027137044,145.03654345798225,Private room,50,1,7,2016-09-30,0.91,2,82
+8614918,Single room with en-suite,45319335,Camille,,Boroondara,-37.802518070270004,145.0999986559555,Private room,60,7,1,2015-10-24,0.06,1,213
+9303086,Wonderful location in Balwyn North,48161025,Janet & Alan,,Boroondara,-37.78971264049295,145.09918184534564,Entire home/apt,121,3,48,2017-04-01,3.07,2,267
+15135957,Room for rent super close to city centre,23499763,Riccardo,,Boroondara,-37.82796720526926,145.06674466050674,Private room,41,7,1,2017-03-03,0.91,1,363
+7075159,LUXICO - Campbell Grove (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.83353434987697,145.04935712350712,Entire home/apt,627,5,5,2016-09-27,0.26,58,286
+10933153,Sunny Garden Apartment Hawthorn,1829699,Eva,,Boroondara,-37.84018884758978,145.04713660110465,Entire home/apt,110,7,10,2016-11-22,0.75,1,188
+5895645,"Quiet, sunny room for solo female",6562333,Grace,,Boroondara,-37.79744208545048,145.0329996584821,Private room,45,5,14,2017-02-10,0.64,1,318
+13434862,"Tree lined, 20 mins to CBD via train tram & buses",207813,Veena,,Boroondara,-37.809279256206786,145.08000815558842,Private room,51,4,0,,,2,0
+10088376,4 bedroom modern house with pool,36195375,Danielle,,Boroondara,-37.85475378195165,145.07634224913164,Entire home/apt,400,5,1,2016-12-30,0.31,1,0
+10254243,On tram-line to sport arenas & city,52715182,Margot,,Boroondara,-37.82948577856036,145.0301379464438,Private room,75,1,6,2017-01-20,0.41,1,362
+16709674,"Nordic Styled, Spacious Apartment",30081028,Ashley,,Boroondara,-37.82776299929787,145.03312744430698,Entire home/apt,100,3,2,2017-03-13,0.90,1,104
+2160711,Delightful Hawthorn Apartment,9197652,Terri,,Boroondara,-37.831572488792865,145.0418822059025,Entire home/apt,139,3,26,2017-03-18,0.67,1,81
+11991135,a clean and comfortable master room,64087447,Jun,,Boroondara,-37.78619925379541,145.08337995422573,Private room,80,1,0,,,1,365
+8941968,【墨尔本Hawthorn】【单间舒适短租】【10月25-11月8】,46742452,Kaihong,,Boroondara,-37.82268568634583,145.03752329226776,Private room,45,1,0,,,1,0
+11894534,"Luxury,Spacious,Modern&Comfy(ALPHA)",11013173,James,,Boroondara,-37.787596313008066,145.09719744328413,Private room,37,1,4,2017-01-01,0.43,6,38
+7010889,Brand New Apartment! Great location,9057252,Abrar,,Boroondara,-37.8223542132377,145.033822650749,Private room,48,2,14,2016-06-07,0.67,1,0
+14576327,Quiet house close to transport and shopping,90167217,Francis,,Boroondara,-37.844815845873576,145.05664831816495,Private room,46,3,2,2017-01-26,0.42,1,358
+5991652,Leisure time in Balwyn~,29430056,Kiki,,Boroondara,-37.80950870089349,145.07332066711038,Entire home/apt,188,3,2,2016-01-31,0.10,1,365
+6253736,2 Bed Apartment in Hawthorn,32449670,Sam,,Boroondara,-37.822742932522544,145.0284957891597,Entire home/apt,135,12,0,,,1,0
+6942108,Complete old-school deco apartment,646033,Simon,,Boroondara,-37.81302095469968,145.01730785862358,Entire home/apt,75,1,0,,,1,0
+11894776,"Luxury,Spacious,Modern&Comfy(GAMMA)",11013173,James,,Boroondara,-37.788252446916125,145.09581759237028,Private room,41,2,9,2017-04-01,2.21,6,175
+4144828,City Lights & Train 5 minute walk ,4670746,Paul,,Boroondara,-37.8627489384731,145.07335805387157,Private room,94,1,0,,,1,365
+17951331,交通方便学区房,121398633,Qun,,Boroondara,-37.84130158197669,145.09523000797395,Private room,50,7,0,,,2,334
+9565868,Fabulous 3 BR house in Camberwell,18905184,Adam,,Boroondara,-37.830988107150795,145.07003296413902,Entire home/apt,311,3,1,2016-01-25,0.07,1,0
+15758520,Inner City Escape opposite a Huge Park,99439884,Sally,,Boroondara,-37.8022013269245,145.04931058939061,Entire home/apt,149,1,1,2016-11-27,0.23,1,349
+14677143,Caravan 停在后院的两个单人床的房车 Hawthorn East,80865184,Happy,,Boroondara,-37.81980489618622,145.04915860675993,Private room,45,7,6,2017-03-10,0.86,5,353
+653384,Need luxury homebase in Melbourne 2,2232579,Nola,,Boroondara,-37.80314804552703,145.0529728959576,Private room,100,1,8,2017-03-25,0.30,3,353
+16709538,"Beautiful, classy, bright and stylish 3 bed house.",23201747,Alexandre,,Boroondara,-37.806030337626524,145.08825503943814,Entire home/apt,180,2,0,,,1,0
+13399951,The Gatehouse,2058617,Stay With Style,,Boroondara,-37.81865144811794,145.04070146980354,Entire home/apt,149,5,0,,,24,347
+3075582,2 Bedroom Apart Leafy Camberwell,14172903,Valerie,,Boroondara,-37.829947412787135,145.06145884988834,Entire home/apt,168,3,47,2017-02-02,1.37,1,239
+11379382,Entire House in Peaceful Setting,56115208,Belinda,,Boroondara,-37.80352015793125,145.04491250757522,Entire home/apt,130,2,33,2017-03-20,2.89,1,271
+17986211,CAMBERWELL SCHOOL HOUSE,121398633,Qun,,Boroondara,-37.83957386038677,145.09452020644403,Private room,66,7,0,,,2,176
+1157185,Kew Sanctuary / 4 km to CBD,437380,Craig & Mark,,Boroondara,-37.80573633494714,145.01941237068075,Private room,66,1,168,2017-03-25,4.38,1,338
+14381552,Modern 2 BR Apartment on Burke Rd - Tram outside,38156440,Jacob,,Boroondara,-37.80883578659185,145.0598533848515,Entire home/apt,160,4,12,2017-03-30,1.64,3,0
+14815308,Kew 1 Bedroom Close to CBD & Swinburne University,92604915,David,,Boroondara,-37.814097366807324,145.0357390380308,Private room,50,1,0,,,1,16
+14873018,Lovely Garden Apartment Balwyn Nth,48161025,Janet & Alan,,Boroondara,-37.78901653533166,145.09835017527558,Entire home/apt,90,3,12,2017-01-27,2.00,2,291
+1370173,Great base to explore Melbourne,7430431,Chloe,,Boroondara,-37.823690653880384,145.0238767831355,Private room,55,5,70,2017-03-12,1.57,1,62
+10216184,Llamas on the Yarra,17748763,Jen & Steve,,Boroondara,-37.828885911172165,145.02529531049163,Entire home/apt,105,1,0,,,1,0
+4969197,Cozy room in vibrant location; close to transport!,25286580,Karen,,Boroondara,-37.82552779477475,145.04731601910092,Private room,45,2,36,2017-03-20,1.35,1,290
+14127617,Large Architectural Home Central Kew,85210676,Melanie & Joe,,Boroondara,-37.8052640554731,145.03249120557658,Entire home/apt,675,7,2,2017-01-29,0.63,1,132
+16772056,Inner city private room. Ticks all the boxes!,111358183,Kerry,,Boroondara,-37.84714846696248,145.07141122175756,Private room,66,1,3,2017-02-17,1.32,1,24
+16247681,Nice & comfortable apartment in Kew :),49823432,Estelle,,Boroondara,-37.80271028829907,145.03798306653536,Entire home/apt,73,2,1,2017-01-21,0.41,1,28
+13755843,Max's room in large family home in Kew,14904838,Barbara,,Boroondara,-37.79999291293452,145.03444372518342,Private room,41,2,5,2017-03-26,0.79,2,69
+1929558,Room with a view in Hawthorn.,4979048,Robyn,,Boroondara,-37.81770931237853,145.05274245031592,Private room,135,2,11,2017-02-25,0.27,3,299
+14676038,Caravan 双人房车(豪华大别墅后花园里泳池边),80865184,Happy,,Boroondara,-37.82645951197376,145.05128563822808,Private room,45,7,5,2017-02-18,0.94,5,353
+15526737,Cosy home away in strategic location,60658075,Peng,,Boroondara,-37.83549232330396,145.09623470213106,Entire home/apt,149,3,6,2017-03-26,1.40,1,161
+16164609,Cozy Morden House In Balwyn h5.,88708377,Chloe,,Boroondara,-37.805686730581854,145.08553431942875,Private room,59,1,6,2017-03-31,1.57,6,173
+17480782,Quiet and cosy apartment,56303635,Angela,,Boroondara,-37.81903172335925,145.02503493922126,Entire home/apt,79,3,2,2017-03-26,2,1,160
+1337768,Comfortable Home in Hawthorn East 1,6513266,Liz,,Boroondara,-37.823203290798595,145.0567786533714,Private room,80,2,8,2016-03-19,0.21,2,365
+5077928,Convenient location! Parking! View!,26223321,Myah,,Boroondara,-37.829943764247425,145.0556816178604,Private room,50,1,2,2015-02-26,0.08,1,0
+13035821,Cosy and comfortable bedroom in Melbourne,49509086,Andres,,Boroondara,-37.804523779745566,145.08890156189398,Private room,28,7,1,2016-10-30,0.19,1,179
+15427878,Nice Comfortable Apartament,49796861,Yane,,Boroondara,-37.826122994699205,145.029237988446,Entire home/apt,55,10,0,,,1,227
+15427872,Convenient Charm,98895026,Stephanie,,Boroondara,-37.82686557933484,145.09250090737302,Entire home/apt,84,1,0,,,1,359
+10397319,Designer Sanctuary,47345389,John,,Boroondara,-37.798882073855296,145.07292829720546,Private room,110,2,1,2017-01-27,0.44,2,365
+13035639,High spec 3 bedroom family home,72033797,Ben,,Boroondara,-37.820665591985524,145.0443663536273,Entire home/apt,201,7,0,,,1,0
+15755255,Perfect base for your trip,22131873,Antoine,,Boroondara,-37.80962678348653,145.09575591573872,Entire home/apt,100,1,10,2017-03-21,2.08,2,181
+10020122,Stunning Boutique Master Suite,4268576,Francoise,,Boroondara,-37.851845780895665,145.06399647561256,Private room,94,2,9,2017-03-29,0.65,1,149
+7922560,LUXICO - Averi Penthouse (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.840509986476306,145.0518225032956,Entire home/apt,1344,7,0,,,58,0
+11330075,Entire apartment in the best suburb,24719289,Chloe,,Boroondara,-37.82756087178325,145.03525774648588,Entire home/apt,98,1,0,,,1,0
+15000293,Wonderful modern central Kew Apt,50032978,Paul,,Boroondara,-37.809099377380186,145.02646069677087,Entire home/apt,165,3,10,2017-03-19,1.76,1,350
+6022567,"Sunny, Contempary Room & Bathroom",16443068,Kaylene And Alfie,,Boroondara,-37.84476106394847,145.08336539294902,Private room,85,60,10,2016-05-09,0.47,1,365
+7922878,LUXICO - Robinson Road (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.83209410607706,145.0415587663747,Entire home/apt,1551,5,0,,,58,30
+18014509,"Great Location, New, light bright and spacious.",5928015,Leigh,,Boroondara,-37.81288039333341,145.09348039270824,Private room,63,5,0,,,3,180
+14081629,Spacious Queen room in private guests' wing.,17391639,David & Di,,Boroondara,-37.84737192122614,145.05668983514408,Private room,75,1,4,2016-11-21,0.67,3,208
+16441583,Sackville Townhouse,34474388,Fergus,,Boroondara,-37.81451834054289,145.05168292444233,Private room,100,7,0,,,1,0
+12476647,Modern & 20 meters from a station,67534361,Olivia,,Boroondara,-37.82208390154081,145.04697081239863,Entire home/apt,149,2,2,2016-05-23,0.17,1,0
+17227531,"Bright house, great location, 10min away CBD",88444901,Miguel,,Boroondara,-37.82607240785046,145.0518792072307,Entire home/apt,160,5,0,,,1,15
+10641072,2 Bedroom Unit in Hawthorn,123875,Ben,,Boroondara,-37.83370359135203,145.0434319814334,Entire home/apt,50,2,4,2017-01-21,0.31,1,14
+16408207,Cheap, well-located private room in Hawthorn,51135585,Jiayun,,Boroondara,-37.82618309782416,145.0459729743873,Private room,25,2,1,2017-02-14,0.61,1,32
+16245399,Spacious 2 bed home with large courtyard,4207591,Kathryn,,Boroondara,-37.85150610170815,145.0770293855961,Entire home/apt,201,2,0,,,1,51
+11459514,Comfortable+spacious master room,60265394,Steven,,Boroondara,-37.80736858282935,145.10252112361303,Private room,50,1,1,2016-03-12,0.08,1,0
+15556706,"Whole heritage house, quiet but central with pool.",85819601,Cassandra,,Boroondara,-37.79448408944219,145.02334875201007,Entire home/apt,295,2,0,,,1,48
+17981434,安静富人社区独立出入二房近city 步行五分钟至电车站方便购物及出行,36415514,Chloe,,Boroondara,-37.83548792095743,145.0801807114687,Entire home/apt,100,2,0,,,5,174
+15425494,Outhouse with Spacious Leafy Garden,5580505,Ben,,Boroondara,-37.832012580012574,145.0335505833043,Private room,42,3,16,2017-03-18,2.86,4,102
+1040236,TRENDY MODERN 2 BR APARTMENT,5309946,Jill & Graeme,,Boroondara,-37.855175863584115,145.07035104097756,Entire home/apt,121,3,12,2017-02-23,0.26,2,352
+7888739,Balwyn Views Apartments,41590913,Irena,,Boroondara,-37.81210915285679,145.08178616928154,Entire home/apt,168,3,13,2017-03-29,0.67,1,362
+13228777,Business or Pleasure Apartment,74260282,Bobby,,Boroondara,-37.84592098143347,145.04740019453223,Entire home/apt,265,2,0,,,1,363
+4511637,Charming Home in Gorgeous Area,14020920,Princess,,Boroondara,-37.835526026012325,145.08850343035954,Private room,80,1,0,,,1,0
+8017768,R & R LUXURY BEACH HOUSE RETREAT,795503,Ying,,Boroondara,-37.80840880713996,145.07984831435127,Private room,300,1,0,,,1,0
+16459116,Toorak Road Room with a View!,15212984,Hugh,,Boroondara,-37.84689771569635,145.0497891004899,Private room,50,2,3,2017-03-06,1.15,3,181
+17260018,温暖的家,104892083,Lisa,,Boroondara,-37.794892027784506,145.0778053671563,Private room,50,2,0,,,1,53
+15523041,Magpie Grove 1 bedr. light filled artistic haven,959909,Nadia,,Boroondara,-37.82418766943322,145.04441163183574,Entire home/apt,117,2,4,2017-02-27,1.67,2,328
+449585,Need Luxury Homebase in Melbourne 1,2232579,Nola,,Boroondara,-37.804914582190115,145.05325428250777,Private room,100,1,19,2017-03-30,0.37,3,353
+15475656,It is a safety area to live.,26938568,Victor,,Boroondara,-37.817589878432315,145.08017434956508,Private room,110,1,0,,,1,363
+16519342,"Convenient, Spacious & Modern Apartment",55077149,Thomas,,Boroondara,-37.82632543945778,145.03447704397763,Entire home/apt,85,1,6,2017-01-31,2.00,1,0
+16962791,Sophisticated Style in Hawthorn East...,95934301,Zhanna,,Boroondara,-37.82411213176797,145.04842412017481,Entire home/apt,94,1,6,2017-03-28,3.27,1,251
+3724487,Space to relax,19026940,Sarah,,Boroondara,-37.835728260961254,145.09532351247313,Private room,80,1,2,2017-01-22,0.08,1,365
+14885742,Apartment close to shopping strip,52823911,Linda,,Boroondara,-37.792116869554995,145.08298740865598,Entire home/apt,100,1,13,2017-02-09,2.12,1,364
+17224774,NICE PLACE TO STAY IN MELBOURNE,110207210,Harry &,,Boroondara,-37.84453140425901,145.08540708536898,Private room,41,1,1,2017-02-14,0.61,8,277
+972894,1920's family home in Hawthorn East,4979048,Robyn,,Boroondara,-37.81675798264867,145.0520877596327,Private room,185,2,27,2017-01-30,0.67,3,299
+6215723,Lg Private Room in Classic Melb,32235877,Jane,,Boroondara,-37.81967696245163,145.08598927556093,Private room,195,1,0,,,1,365
+6871054,1 bedroom Hawthorn Apartment,36009074,Nikola,,Boroondara,-37.822291601662165,145.03168614010707,Entire home/apt,94,2,1,2016-01-27,0.07,1,0
+17029024,历史感的老宅座落于安静传统富人街区近city 步行五分钟电车站购物街,36415514,Chloe,,Boroondara,-37.836938020783876,145.0802230676292,Private room,66,2,0,,,5,271
+8475466,Apartment 5 min walk to city tram,44634076,Scott,,Boroondara,-37.81305918423925,145.02817579265982,Private room,25,1,47,2017-03-27,3.27,1,101
+18010951,Exquisite Hawthorn East Retreat,4436987,Ross,,Boroondara,-37.81770101375277,145.05262782043712,Entire home/apt,300,3,0,,,1,54
+17422762,Spacious and Convenient Inner City House,110207210,Harry &,,Boroondara,-37.84798951294749,145.08528407762105,Private room,55,1,4,2017-03-24,4,8,365
+17421787,Clean & quiet to unwind.,95050282,Quan,,Boroondara,-37.803951681000314,145.03100162824956,Private room,50,1,0,,,2,360
+6215058,Relaxed and Happy Hawthorn East!,5523836,RowanA,,Boroondara,-37.82156756057819,145.05244999225894,Private room,79,1,3,2017-01-21,0.13,2,365
+6748531,Loggia in Leafy Camberwell,35332906,Anne,,Boroondara,-37.83912958500532,145.0860863136474,Entire home/apt,115,2,53,2017-03-26,2.47,1,249
+17913470,Excellent location in Kew East,82658406,Zhi,,Boroondara,-37.7869765288785,145.06212814415971,Private room,66,1,0,,,2,365
+16471641,"Stylish,corporate ideally located",10491930,Renae,,Boroondara,-37.832805559428664,145.04736357580643,Entire home/apt,149,2,2,2017-03-25,2,1,201
+17290836,Spacious Home in Leafy Inner Eastern Melbourne,47939338,James And Caitlin,,Boroondara,-37.81808891033091,145.06877459222977,Private room,89,1,3,2017-03-17,2.57,1,122
+9263414,Big Bedroom Balwyn | ENSUITE,11111637,Wei & Ting,,Boroondara,-37.80843534087759,145.09910025271276,Private room,46,2,59,2017-04-02,3.94,3,321
+15518516,BRAND NEW Home away from home,28736478,Christine And Jacinta,,Boroondara,-37.82515123404861,145.03412892879172,Entire home/apt,160,3,10,2017-03-12,2.05,1,143
+14699232,One double brm available in Camberwell townhouse,10642020,Samantha,,Boroondara,-37.84068342433829,145.0677620479305,Private room,58,1,2,2017-02-14,0.68,1,365
+14142169,A little quiet oasis in Melbourne's inner suburbs,12968938,Laurie,,Boroondara,-37.84219522413784,145.0736082963792,Private room,75,2,0,,,1,363
+13945492,"Convenient, central, cosy Scotch Hill garden flat",58123679,Aminah,,Boroondara,-37.83374769476287,145.03310025998877,Entire home/apt,149,1,16,2017-03-26,2.06,1,356
+5786176,Private queen room in Camberwell,9152322,Colin,,Boroondara,-37.84658766648697,145.07835364129946,Private room,85,1,15,2017-01-25,0.69,3,363
+9205580,单人床带书桌,含无线网络,47879308,David,,Boroondara,-37.801835438135775,145.09713598701487,Private room,50,2,3,2017-03-02,0.23,4,296
+10636151,Kew Retreat,32888628,Darrell,,Boroondara,-37.79714952590875,145.03336550866916,Entire home/apt,128,3,7,2017-03-05,0.57,1,321
+15780720,Large Camberwell House Close to Everything,102068337,Alan,,Boroondara,-37.84398592176311,145.09268985873507,Entire home/apt,325,3,2,2017-03-31,0.63,1,96
+2553583,Delightful Studio Cabin,11081277,Ross,,Boroondara,-37.79363439222699,145.05243747335894,Entire home/apt,42,4,45,2017-03-07,1.91,2,316
+13290543,Perfect Kew Apartment,74990960,Moke,,Boroondara,-37.80847199518214,145.02894105105725,Private room,121,2,0,,,1,0
+5786113,Beautiful ensuite room in Melbourne,9152322,Colin,,Boroondara,-37.84754771655286,145.07852817452468,Private room,75,1,1,2015-09-09,0.05,3,93
+16498813,Haven in Hawthorn - 1bd unit,22906542,Matthew,,Boroondara,-37.82654335850677,145.03370671408462,Entire home/apt,90,2,15,2017-03-26,5.06,1,145
+7844912,Bright space in leafy Hawthorn,37523285,Nick,,Boroondara,-37.82976874891479,145.0450248688333,Entire home/apt,90,3,26,2017-02-22,1.34,1,246
+6927262,Modern Apartment & Great Transport,36314893,Bonita,,Boroondara,-37.80749007183723,145.02809271071138,Entire home/apt,90,1,1,2015-09-07,0.05,1,0
+11875089,Moved 2 Seaholme Beside Altona See our new listing,46396961,Charlotte,,Boroondara,-37.8213220495048,145.058589633829,Private room,30,1,46,2017-02-11,3.66,3,17
+6304528,Apartment with secured Car Park,32790237,Umesh,,Boroondara,-37.82947379629258,145.0330685897304,Entire home/apt,125,2,38,2017-02-28,1.69,1,102
+6157075,Balwyn Boutique Apartments,31941834,Mark,,Boroondara,-37.81292995924489,145.07993128983955,Entire home/apt,169,3,20,2017-04-01,0.90,1,364
+3355284,Classic inner city family home,16932750,Claire,,Boroondara,-37.82442210065964,145.0530257311361,Entire home/apt,281,2,0,,,1,0
+16101069,"Modern, quiet and private cabana close to CBD.",6233067,Lincoln,,Boroondara,-37.808872469398736,145.01433361547103,Entire home/apt,94,2,4,2017-03-30,1.56,1,52
+5582502,Centrally located sunny room. .,28945851,Karen,,Boroondara,-37.79286760650229,145.05185973989782,Private room,60,2,1,2016-01-16,0.07,1,90
+10595622,"Cute, clean house in Kew",54669754,Nathan,,Boroondara,-37.800768283679396,145.0388444817803,Entire home/apt,281,2,9,2016-10-29,0.71,1,181
+12921869,Large modern one bed apartment recently renovated,27462835,Leanne,,Boroondara,-37.836402944047975,145.05281177971287,Entire home/apt,79,1,7,2017-01-04,0.86,1,281
+11283915,Bright family friendly secure home,58948159,Sue,,Boroondara,-37.851010851187596,145.06869754267075,Entire home/apt,300,2,8,2017-04-01,1.03,1,85
+7939549,LUXICO - Linden (Camberwell),11914644,Luxico Holiday Homes,,Boroondara,-37.82467497059437,145.06570991829946,Entire home/apt,1880,5,0,,,58,364
+11076380,clean & cozy apt fantastic location,57500533,Sammi,,Boroondara,-37.80397586339127,145.03657892776724,Private room,69,1,1,2016-03-04,0.08,1,0
+15411894,Cozy Morden House In Balwyn Y2.,88708377,Chloe,,Boroondara,-37.80718723777066,145.08598084306584,Private room,58,1,4,2017-02-26,0.99,6,359
+7292337,Private queen bedroom 6km from CBD,36603150,Moui,,Boroondara,-37.797742647227466,145.0307422293198,Private room,66,1,61,2017-01-08,2.99,1,0
+16314546,Charming Victorian Terrace in Hawthorn,106757087,Nick,,Boroondara,-37.82115396183814,145.02418067415377,Entire home/apt,250,4,4,2017-03-20,1.30,1,350
+16369490,Short term Beautiful Apartment,103269460,Melisa,,Boroondara,-37.822990083168726,145.03625304510615,Private room,59,1,1,2017-01-15,0.38,1,360
+14003108,Modern Apartment in Glen Iris,83256489,Ev,,Boroondara,-37.8538280271923,145.06757260357753,Private room,60,2,31,2017-03-27,3.66,1,76
+8892884,Victorian mansion with luxury space,46525232,James,,Boroondara,-37.83021676648958,145.05951557999688,Entire home/apt,560,5,26,2017-04-01,1.53,1,277
+567514,Convenient Location,2792428,Jean,,Boroondara,-37.85957631901379,145.08104091135152,Private room,41,1,8,2016-11-12,0.14,2,365
+14559376,Victorian-charm/modern facilities,90167659,Robert,,Boroondara,-37.80401201455237,145.03867171825766,Private room,66,1,14,2017-03-19,2.55,1,214
+11347975,LUXURY TOWNHOUSE /KEW,30743585,Sarah,,Boroondara,-37.81182467310709,145.03466571623548,Entire home/apt,849,7,0,,,2,365
+14460551,Cosy & Comfortable - 2 bedrooms for up to 4 guests,20825780,Peter,,Boroondara,-37.81861933736212,145.09251856199936,Entire home/apt,160,2,2,2017-02-10,0.39,3,323
+17573423,Complete lower floor of house in Glen Iris,119341889,John,,Boroondara,-37.85285746629326,145.06640202169896,Entire home/apt,104,2,3,2017-03-31,3,1,151
+14918877,Hawthorn. Big house with city views,189827,Dianne,,Boroondara,-37.81967223950093,145.01954342360014,Entire home/apt,350,2,5,2017-03-19,0.82,1,8
+11608595,Comfortable Home in Hawthorn East A,6513266,Liz,,Boroondara,-37.823908407854766,145.05975592212087,Private room,66,1,1,2016-12-31,0.32,2,355
+17669711,"Quiet, Comfortable 2 Bed Apartment in Hawthorn",120290353,James,,Boroondara,-37.822900874907845,145.02283444991792,Entire home/apt,121,1,0,,,1,61
+16620919,"Modern, Bright 2BR Apartment in Hawthorn East",5440915,Alexis,,Boroondara,-37.82989439572561,145.0473371425055,Entire home/apt,185,2,3,2017-02-12,1.18,1,23
+6856008,"Bright,Fresh,Comfy,Modern 2br",287243,Anthony,,Boroondara,-37.824776468380335,145.03488351610085,Entire home/apt,128,3,57,2017-04-01,3.14,1,93
+17800117,"GORGEOUS large,private, bright, central apartment!",121635754,Shay,,Boroondara,-37.83152443517326,145.0603453132815,Entire home/apt,75,5,0,,,1,321
+4824947,"The Ivy on Munro Hawthorn - WiFi, Balcony, Parking",4647935,Rejuvenate Stays,,Boroondara,-37.828992130436426,145.04687247052541,Entire home/apt,201,2,7,2016-09-15,0.28,14,361
+5752124,Melbourne Retro Revival,17025860,Lakei,,Boroondara,-37.78946447791944,145.07001157074959,Entire home/apt,600,7,0,,,1,0
+12132147,Bright sunny room 10kms from city,65112086,Herc And Sarah,,Boroondara,-37.862459086566645,145.07733795038388,Private room,60,1,4,2017-02-24,0.62,1,239
+16325298,A welcoming home away from Home in Hawthorn.,106849742,Naomi,,Boroondara,-37.83230487585734,145.03718958140055,Private room,80,1,17,2017-03-15,7.29,2,233
+11376362,"LUXURY Private room for 2 in Camberwell, Book now!",58747243,Sasha,,Boroondara,-37.82426211479694,145.04648370602018,Private room,75,4,16,2017-03-22,1.22,2,94
+17077944,Quiet location close to Melbourne,22131873,Antoine,,Boroondara,-37.80905227025945,145.09444016946088,Entire home/apt,149,5,0,,,2,14
+9760613,Bright & Spacious Melbourne Studio!,50336748,Mj,,Boroondara,-37.82561330472549,145.04521408898196,Private room,50,1,0,,,1,0
+8690704,Luxury Apartment,45623201,Richard,,Boroondara,-37.82445733466688,145.0416710815823,Entire home/apt,94,3,40,2017-03-29,2.40,1,125
+13146383,Brand new apartment with an outdoor garden,73260091,Louis,,Boroondara,-37.8220594820678,145.05973236926692,Entire home/apt,100,4,2,2016-08-02,0.20,1,0
+13659744,Brand new townhouse Comfortable & Convenient !*,46417971,Wei Ming,,Boroondara,-37.865026377721435,145.08854415666127,Entire home/apt,180,2,14,2017-03-12,1.71,2,276
+11212028,"Friendly, cosy and a great location",58267785,Gaurang,,Boroondara,-37.83155738185517,145.0620032804128,Private room,69,1,0,,,1,0
+5185438,Private room in charming apartment,1974484,Miriam,,Boroondara,-37.81344565820809,145.09400242251277,Private room,73,1,10,2016-10-14,0.39,1,122
+16620840,Convenient Traffic\Easy Shopping\Perfect QS Bed,92726307,洁,,Boroondara,-37.81635235360717,145.0896219279778,Private room,50,1,1,2017-03-03,0.94,1,83
+9050679,"Renovated, spacious Hawthorn East apartment",1352085,Matthew,,Boroondara,-37.82475335287447,145.04868935546872,Private room,50,2,5,2017-03-26,3.95,1,51
+10229744,Bright And Spacious Queen Bedroom,33190537,Jenny,,Boroondara,-37.83680277781061,145.06955181922703,Private room,100,1,2,2016-03-03,0.14,2,245
+14751714,Two Caravans后花园的两个房车(Hawthorn east),80865184,Happy,,Boroondara,-37.8251830387799,145.05431845404487,Private room,85,7,1,2016-12-26,0.30,5,360
+5959330,Large room in beautiful home...a relaxing getaway,30936445,Lisa,,Boroondara,-37.82520013909038,145.0600551421307,Private room,90,1,0,,,1,365
+9213038,Great Inner City Apt with Fab Views,11886662,Sue,,Boroondara,-37.80577235975678,145.0171110245627,Entire home/apt,350,2,21,2017-03-27,1.67,1,82
+6855196,Room in Camberwell Available,35925193,Hannah,,Boroondara,-37.84612522396692,145.070893960452,Private room,13,1,0,,,1,0
+4025925,Elegant and Easy Access short stay,20873383,Lou,,Boroondara,-37.84534441230426,145.04696299633028,Private room,69,1,41,2017-03-24,1.34,1,365
+17175973,"Spacious, modern apartment in vibrant Camberwell",38440627,Alix,,Boroondara,-37.83257607028857,145.063107432255,Entire home/apt,105,1,2,2017-03-12,1.22,2,53
+10623312,Club Craw,54830342,Anthony,,Boroondara,-37.79025596138651,145.09395075017198,Entire home/apt,111,1,4,2017-03-25,4,1,201
+10437678,Bright & spacious. Perfect location,3121707,Belinda,,Boroondara,-37.80155242152204,145.05483075059564,Private room,80,1,6,2017-03-30,0.41,1,137
+6363341,Cosy bedroom & study in Decco apt.,33153690,Paola,,Boroondara,-37.80753559428011,145.04534288139845,Private room,60,2,3,2016-05-12,0.14,1,315
+11243951,"Modern, Stand-alone Studio Loft - Hawthorn East",11614042,Barry&Cathy,,Boroondara,-37.82267778521924,145.05120278449576,Entire home/apt,94,1,31,2017-03-26,2.94,1,64
+5378241,Art Deco Gem - Entire 2BR apartment - Quiet+Leafy,27880649,Robert,,Boroondara,-37.83215407295027,145.05208958970357,Entire home/apt,135,2,81,2017-01-29,3.16,1,125
+5378243,Queen size bed in inner east suburb,27880898,Luke,,Boroondara,-37.829841414741296,145.04424797362358,Private room,60,3,30,2017-03-17,1.19,1,77
+16191669,The Beauty of Kew,105735643,Zeyang,,Boroondara,-37.79742562742125,145.0519638806617,Private room,31,1,2,2017-02-15,0.56,1,318
+15822272,Easy Melbourne Holiday at the Camberwell Cottage,46176763,Maryanne,,Boroondara,-37.83391531597193,145.06013086480453,Entire home/apt,149,2,1,2017-02-17,0.65,2,329
+17273426,"2 Bed Room, big living room and kichen",37365425,妍,,Boroondara,-37.79523843427414,145.08269115265023,Entire home/apt,121,2,1,2017-02-26,0.81,1,82
+17797703,"Peaceful, homely",66432711,Christine,,Boroondara,-37.80818394940739,145.02786903151107,Private room,69,2,0,,,1,48
+13266069,Designer 2 bedroom apartment in Hawthorn,5424366,Drew,,Boroondara,-37.82854513766866,145.0283926016758,Entire home/apt,100,2,2,2016-07-07,0.22,1,0
+12683270,Queen bed in convenient location,38982168,Regina,,Boroondara,-37.824221525707,145.02426148084936,Private room,69,1,6,2017-01-22,0.73,1,82
+13961190,Edwardian Style Luxury for Unbeatable Price,53479885,Harris,,Boroondara,-37.82561495975415,145.0455639095418,Entire home/apt,50,3,14,2017-03-14,1.82,1,51
+8292314,Breakfast at Tiffanys,15495699,Amelia,,Boroondara,-37.824045477608536,145.0426477339979,Entire home/apt,110,3,1,2015-10-26,0.06,1,0
+13535167,Balwyn N. Sleeps 10... 5 Beds House near CBD (8km),11013173,James,,Boroondara,-37.788518545102264,145.09558532619937,Entire home/apt,121,1,7,2017-03-20,2.14,6,241
+12519329,"My house is clean, big and quiet.",22511856,Melissa,,Boroondara,-37.81866405160855,145.02419555583754,Private room,100,1,8,2017-03-08,1.22,1,365
+12617570,Modern apartment in supermarket com,6432292,Andrew,,Boroondara,-37.84707802724626,145.04718282624603,Entire home/apt,160,3,3,2016-10-02,0.27,2,337
+5538880,Sunny room with 2 King single beds,20825780,Peter,,Boroondara,-37.8197797905803,145.09265837462846,Private room,85,1,3,2016-02-15,0.14,3,357
+2982949,Toorak Road Entertainers Delight!,15212984,Hugh,,Boroondara,-37.846980229378524,145.0501981907426,Entire home/apt,250,2,0,,,3,89
+4655440,Stylish One Bedroom Apartment,14378838,Jess,,Boroondara,-37.82199172935871,145.02222642575222,Entire home/apt,97,2,22,2017-03-25,0.83,1,352
+3148053,Modern pad in affluent Hawthorn.,4719671,Andrew,,Boroondara,-37.821856109646205,145.04408736136685,Entire home/apt,189,2,31,2015-10-06,0.93,1,0
+5539982,2 Bedroom - Beautiful Location,23131862,Courtney,,Boroondara,-37.82812755102646,145.03799074073956,Entire home/apt,149,7,0,,,1,0
+15761902,"1 Bed Unit, 12 mins from Melbourne",62213372,Joseph,,Boroondara,-37.81496466510522,145.02396007908382,Entire home/apt,89,3,3,2017-01-12,0.89,1,276
+3147483,"""Hugo"" Superb 2 BR Apt Breathtaking Views",13508792,Blake,,Boroondara,-37.84389413009764,145.0473645481501,Entire home/apt,189,2,76,2017-03-10,2.26,2,169
+16975581,"NICE HOUSE, CLEAN ROOM, CAMBERWELL",110207210,Harry &,,Boroondara,-37.847113267703705,145.0874360923301,Private room,41,1,2,2017-03-05,1.62,8,277
+14997108,Quiet Private room - Kew,28398201,Mery Daniele,,Boroondara,-37.80223966868909,145.0342511166309,Private room,66,2,0,,,1,306
+7569498,Charming Victorian House - Kew,11987552,Kym,,Boroondara,-37.81137419729645,145.03608097035112,Entire home/apt,190,2,61,2017-03-03,3.00,1,299
+3506875,LUXICO - Birchwood (Hawthorn),11914644,Luxico Holiday Homes,,Boroondara,-37.81861727006525,145.02550076704426,Entire home/apt,582,5,4,2016-11-29,0.29,58,365
+16651791,Perfect room for overnight stay.,14669941,Holly,,Boroondara,-37.822759297067414,145.03535140938138,Private room,50,1,14,2017-03-26,5.60,1,170
+6662342,Cozy room near Chapel St.,34873423,Conrad,,Stonnington,-37.832412584631705,144.9884902386455,Private room,130,1,0,,,1,0
+11758409,Central Luxury Apt South Yarra,55739099,Kishori,,Stonnington,-37.84214389082108,144.9970810362366,Entire home/apt,79,3,2,2016-05-28,0.19,1,0
+5030965,Singles only (2bed room each),21949215,Becks,,Stonnington,-37.89253448969161,145.08752238407035,Private room,35,2,0,,,1,0
+15372825,"Spacious, Modern 2BR/1BA in Malvern",19483688,James,,Stonnington,-37.850926625083716,145.03576004102536,Entire home/apt,175,2,6,2017-02-23,1.64,1,315
+9203056,New York Style Loft on Chapel St,2974245,Cj,,Stonnington,-37.84803584401615,144.99292650045678,Entire home/apt,194,4,16,2016-05-16,1.05,1,0
+2419853,BK204 2BR located near parks/shops,1710397,Amanda,,Stonnington,-37.85622618218997,145.05275838672205,Entire home/apt,250,3,6,2017-01-02,0.17,62,323
+564515,Stunning Chapel Street Apartment,2624960,Karen,,Stonnington,-37.846021088342205,144.99152644910447,Entire home/apt,100,1,83,2015-03-04,1.46,5,1
+16412083,One Bedroom Apartment Greville St,94237792,Tracey,,Stonnington,-37.848005244960646,144.98626800666906,Entire home/apt,150,2,0,,,1,364
+15002292,Private Large room for short or long stays.,34417116,Anil,,Stonnington,-37.85486153397246,144.99834427528933,Private room,42,1,8,2017-03-20,1.28,5,347
+9071423,CUTE AND COZY APARTMENT - CHAPEL ST,22779317,Taliesha,,Stonnington,-37.85161935234369,144.9977256925532,Entire home/apt,110,6,0,,,1,0
+16679372,One large room - perfect location in South Yarra,52121129,Thomas,,Stonnington,-37.83929937028986,144.99438092047447,Private room,63,1,2,2017-03-21,0.88,1,276
+16712613,Sparkling 2 bed apt in the heart of South Yarra,17231002,Joe,,Stonnington,-37.83947956399623,144.99492921390498,Entire home/apt,201,2,2,2017-03-24,2,1,38
+11873683,2 Bedroom Duplex,1865374,New,,Stonnington,-37.853311367058154,144.9859591077866,Entire home/apt,600,1,0,,,1,0
+12911608,Room for professional individual.,70781331,Toro,,Stonnington,-37.83682570667593,144.99615410574003,Private room,115,1,3,2017-02-04,1.17,1,63
+14287345,"3BD townhouse 100m to Chapel St, South Yarra",12128914,Kate,,Stonnington,-37.84616757142811,144.99098025267384,Entire home/apt,400,3,14,2017-01-27,1.84,3,57
+9633979,Charming character apartment,12016338,Amberley & Jimmy,,Stonnington,-37.842867326097775,145.00314700466112,Entire home/apt,90,4,0,,,1,0
+15859985,Light filled 1BDR apt in Sth Yarra,15462909,Ben,,Stonnington,-37.83955348414378,145.00199532193682,Entire home/apt,176,2,1,2017-03-25,1,1,62
+16875801,"The ""Just off Chapel"" Apartment",26098621,Sarah,,Stonnington,-37.847739270823745,144.98837022682764,Entire home/apt,220,7,0,,,1,291
+9011494,self contained designer space,5344672,Cleonicki (Nicki),,Stonnington,-37.87482183823259,145.0626883048983,Private room,96,2,7,2017-03-26,0.46,1,363
+1704240,GREAT location - 1BD over summer!,8996977,Brent,,Stonnington,-37.84546394511857,144.9917206718522,Private room,69,1,0,,,1,284
+14189116,Amazing city view apartment,5238994,Pawan,,Stonnington,-37.845527452727815,144.99442266547692,Entire home/apt,128,2,4,2017-03-12,0.51,22,365
+9780901,South Yarra Spacious Apartment,50421680,Emma,,Stonnington,-37.835118084321984,144.99277016999724,Entire home/apt,130,1,0,,,1,0
+9797981,Armadale Apartment,22560255,Meegan,,Stonnington,-37.85079140385738,145.01913366414595,Entire home/apt,149,2,10,2017-03-19,0.65,1,362
+10060427,Secluded 2 Bedroom Home With Shady Garden,760849,Bev,,Stonnington,-37.8443808745958,144.98755845721712,Entire home/apt,325,3,0,,,51,343
+15139523,Comfy 1BR in Trendy Location,93568513,Mai,,Stonnington,-37.84923076810916,144.98978439697,Private room,69,1,25,2017-02-23,4.41,2,150
+8530723,"Great location - near tram, trains & resteraunts",43249358,Benjamin,,Stonnington,-37.87746947774518,145.05673000773353,Entire home/apt,110,3,6,2017-03-26,0.34,1,0
+16351666,Modern & Cosy room on Chapel Street,37667988,Benjamin,,Stonnington,-37.83791217555876,144.99617793740524,Private room,69,1,4,2017-01-28,1.50,1,345
+15958781,Sunny free standing bed & bathroom,101439487,Helen,,Stonnington,-37.85633426517297,145.02352997021552,Private room,54,2,6,2017-03-19,1.68,1,38
+1803021,SPACIOUS CHAPEL ST PENTHOUSE - THE IDEAL LOCATION!,5592294,Jessie And Thomas,,Stonnington,-37.84214894729243,144.99048888176813,Entire home/apt,345,1,72,2017-04-01,1.79,2,363
+2982970,Home away from home - Prahran,7534283,Courtney,,Stonnington,-37.85615497372707,145.00978196100536,Private room,69,2,92,2017-03-28,2.61,4,349
+16089909,"5min to Chapel st but cosy and quiet, free parking",24558865,Barbara,,Stonnington,-37.85498336731257,144.98854683499002,Entire home/apt,100,1,6,2017-04-01,1.65,1,357
+7865143,Prahran cottage.,2434533,Serrin,,Stonnington,-37.852707082573886,145.00519888720783,Entire home/apt,149,1,25,2017-03-31,1.53,1,356
+14451538,Light apartment in the heart of Chapel Street,89009582,Craig,,Stonnington,-37.841658904388986,144.99331262549177,Entire home/apt,69,7,0,,,1,19
+6390607,In the heart of South Yarra - WiFi&Private Parking,29842428,Lara & Michele,,Stonnington,-37.84358820782378,144.99779095629887,Entire home/apt,195,5,14,2017-02-19,0.68,1,1
+11044092,4 BEDROOM DREAM HOUSE - LOCATION,57316551,Eoin,,Stonnington,-37.85556057869972,144.98569242465035,Entire home/apt,800,3,0,,,1,0
+1749079,last minute discounted special,2801063,Fred,,Stonnington,-37.838067981465414,144.99836121178978,Entire home/apt,114,1,20,2017-03-23,0.48,2,3
+5572035,3br Malvern family accommodation,21548105,Rebecca,,Stonnington,-37.85497588992455,145.03542198119348,Entire home/apt,159,3,49,2017-03-14,2.02,2,227
+12781054,PERFECT POSITION PRAHRAN PARADISE,34173593,Adele,,Stonnington,-37.84976846702188,144.98761363657277,Entire home/apt,180,2,6,2017-01-30,1.54,2,73
+16340565,South Yarra With Location & Style,76321184,Kevin,,Stonnington,-37.837667588009005,144.99596493809554,Entire home/apt,145,3,5,2017-02-21,1.53,1,346
+10618419,Most liveable house in Melbourne!,46816483,Sal,,Stonnington,-37.856303132136674,145.02357947584142,Entire home/apt,460,7,2,2016-09-29,0.17,1,0
+16352832,Master bedroom w/ ensuite in heart of South Yarra,107079801,Richard,,Stonnington,-37.836999403752934,144.9906415286135,Private room,320,2,0,,,1,245
+11306580,Spaceous South Yarra Apartment,59112998,Emma,,Stonnington,-37.84445065271254,145.00124403884408,Entire home/apt,135,3,0,,,1,0
+8980056,Sunny Appt Close To City,4183002,Anne-Marie,,Stonnington,-37.836093019646135,144.99141968328397,Entire home/apt,90,6,7,2016-07-09,0.45,1,0
+8357051,A+Location!!!! Transport Shops WIFI,20885416,Renee,,Stonnington,-37.85393894570815,144.99666747329636,Private room,79,1,40,2017-02-26,2.19,1,150
+17140537,A 3 lvl Chapel St Paradise +rooftop,115233374,Kirby,,Stonnington,-37.85026020071558,144.99544063201253,Private room,89,1,9,2017-03-25,6.92,1,177
+5409605,Dream as new 2 B/R Aptmt-Sth Yarra,26181796,Mirte,,Stonnington,-37.8365681446145,144.99758261569266,Entire home/apt,195,3,4,2016-01-28,0.19,2,299
+8489515,Vibrant location -Boutique Penthouse -5km from CBD,36487352,Jenny,,Stonnington,-37.84558742846359,144.9971095742586,Entire home/apt,148,2,43,2017-03-22,4.39,2,332
+9701962,Bright Spacious St Kilda Townhouse,2547545,Felicia,,Stonnington,-37.85592109442869,144.98534989657244,Entire home/apt,295,5,15,2017-03-29,1.50,1,313
+5311084,"Toorak, Chic, Sunny Apartment. ",27513772,Lucinda,,Stonnington,-37.84822027745397,145.02376339283575,Entire home/apt,250,5,24,2017-02-27,0.93,1,363
+4426368,Beautiful and perfectly located!,1572039,Marcos,,Stonnington,-37.84232553215566,144.99242101325092,Entire home/apt,115,3,4,2016-01-05,0.15,1,0
+16127767,Double room in modern apartment with great views,39317836,Rob,,Stonnington,-37.83692907112883,144.99400748241683,Private room,85,2,2,2017-01-12,0.67,1,16
+15436474,Modern 1B Apt in prime location + wifi + amenities,98981235,Danny,,Stonnington,-37.83830570896638,144.99367121823997,Entire home/apt,110,5,0,,,1,21
+17337061,Opulent scenery in the heart of South Yarra,108773866,Bronson,,Stonnington,-37.835915841260395,144.99724386716602,Entire home/apt,145,2,4,2017-03-25,4,1,315
+14748399,Super Awesome Designer Home :),46667745,Briony,,Stonnington,-37.8560993053926,145.01724258965316,Entire home/apt,300,5,3,2017-01-07,0.57,1,174
+13011871,Amazing 1 bedroom Apartment,48014108,Fernanda,,Stonnington,-37.84492677068452,144.99587426353307,Entire home/apt,145,2,1,2016-12-03,0.25,14,313
+13306793,Sweet South Yarra Studio,3995356,Alexis,,Stonnington,-37.845510611421915,144.9963688786299,Entire home/apt,94,5,3,2016-12-28,0.80,1,0
+13437940,"Close to CBD - 1 Bed apt w/courtyard,wifi, parking",10649502,Jaimie,,Stonnington,-37.861137296289066,145.01964225322274,Entire home/apt,180,2,4,2017-01-27,0.58,1,152
+9670472,Charming & spacious South Yarra Apt,10303041,Penny,,Stonnington,-37.83849694215934,144.99055027178446,Entire home/apt,145,3,9,2017-03-26,0.72,1,79
+11701341,MODERN 1 BR SOUTH YARRA APARTMENT,58536113,Steven,,Stonnington,-37.84278447396222,144.99646285233044,Entire home/apt,90,5,1,2016-06-27,0.11,1,0
+15961185,Sunny South Yarra Delight + Own Bathroom,795504,Hannah,,Stonnington,-37.84133599669326,144.98931669293293,Private room,85,2,6,2017-02-25,1.48,1,81
+16223333,Ancora: Large Sunny Charming Home Away From Home,28197687,Pat,,Stonnington,-37.84235168974203,144.99242258259167,Entire home/apt,300,2,1,2017-01-21,0.41,2,171
+13831285,Great Location 2BD Sth Yarra,5378892,Frida,,Stonnington,-37.835562322550736,144.99340277320408,Entire home/apt,450,6,0,,,1,302
+16453486,The Laneway House,104735252,Bnb Hosting,,Stonnington,-37.85073660612126,144.99171192357545,Entire home/apt,350,2,4,2017-03-25,1.79,1,174
+2198656,"LUXE, CALM & SPACIOUS - in heart of South Yarra",4946047,Charissa,,Stonnington,-37.837581783787776,144.99240201361567,Entire home/apt,121,3,46,2017-03-26,1.19,1,114
+11474798,Perfect Position with Character,13884218,Sally,,Stonnington,-37.848995081088106,144.9859666129233,Private room,69,1,29,2017-03-24,2.38,1,159
+6917282,Your own apartment - walk to F1,2546766,Jeanette,,Stonnington,-37.84778088487037,144.99205116376166,Entire home/apt,105,2,14,2017-01-02,0.68,1,263
+1742705,"""Ten"" - Pearl Apartments",9028154,Joe,,Stonnington,-37.83970042981382,144.99371688119038,Entire home/apt,130,2,44,2017-01-18,1.05,13,322
+1937286,Quiet large rm Great views on tram in Toorak,10023383,Christine,,Stonnington,-37.840794412563234,145.0075656562062,Private room,66,3,2,2017-01-19,0.29,2,63
+13143279,Modern and Cosy 1 Bedroom Apartment,11304411,Thomas&Marine,,Stonnington,-37.85030622048698,144.99655754332863,Entire home/apt,109,2,11,2017-04-01,1.30,1,130
+13451819,Inner city mansion with pool + Ensuite,1037878,Blair,,Stonnington,-37.83562566473193,144.99920417022017,Private room,59,1,2,2017-03-30,2,2,337
+16846136,Bright & Sunny apartment in the heart of Prahran,35997388,Hana,,Stonnington,-37.85213807078298,144.99447936714532,Private room,80,1,5,2017-03-13,2.31,1,351
+10128759,Fabulous New South Yarra Studios!,51862922,Saint,,Stonnington,-37.84521437843428,144.9951466799381,Entire home/apt,100,2,34,2017-03-19,2.34,10,345
+9702785,Home away from home!,314762,Claire,,Stonnington,-37.84540838582792,145.00515734091613,Private room,121,1,0,,,1,0
+16289166,Room in beautiful Victorian terrace!,5971889,June,,Stonnington,-37.84621833662228,145.00853033218735,Private room,75,3,0,,,4,180
+9650757,LARGE 1 BR SOUTH YARRA APARTMENT,49892513,Bonnie,,Stonnington,-37.8434185746123,144.9941609052053,Entire home/apt,119,1,90,2017-01-31,6.65,1,331
+1674688,"Retro Revolution, BACK to the 1970s",6139671,Boris,,Stonnington,-37.84263321903583,145.00006290570838,Entire home/apt,299,2,59,2017-03-04,1.38,3,323
+15470036,Comfy 1BR in Trendy Location,93568513,Mai,,Stonnington,-37.85085443893975,144.99102649352545,Private room,69,1,3,2017-01-19,0.93,2,184
+2723314,THIS ONE TICKS ALL THE BOXES!,13936283,Matthew,,Stonnington,-37.835753253570935,144.9969634567495,Entire home/apt,128,5,54,2017-03-24,1.51,1,165
+10128917,Amazing New South Yarra Studios!,51862922,Saint,,Stonnington,-37.84525317092479,144.9929826685826,Entire home/apt,90,2,21,2017-03-18,1.48,10,358
+8293977,Brand new apartment in Glen Iris!,43730739,Hannah,,Stonnington,-37.85430900530309,145.0528973909202,Entire home/apt,110,1,9,2017-01-27,0.49,1,321
+13700723,South Yarra's Cosy and Quiet Living,67837870,Khai,,Stonnington,-37.84562605722294,144.98697425932062,Entire home/apt,185,2,9,2017-01-21,1.04,1,47
+10045067,Wonderful Victorian spacious home,42780885,Peter,,Stonnington,-37.84347736519534,144.99938426366973,Private room,79,1,2,2016-12-15,0.14,2,181
+11931294,Sunny master bedroom,63687508,Renata,,Stonnington,-37.847518989475866,145.00766596027592,Private room,88,1,0,,,1,0
+2952147,Quiet 1BD Paradise Close to Chapel ,10770721,Alex,,Stonnington,-37.85297945127372,144.9939077370925,Entire home/apt,121,3,46,2017-03-26,1.59,1,111
+2756297,Spacious 3 Storey + Parking & WiFi,10159925,Nick,,Stonnington,-37.836943788432684,144.99708035791227,Entire home/apt,249,3,70,2017-03-26,2.81,1,115
+17895133,Beautiful 2 Bedroom Victorian House,47371751,Susie,,Stonnington,-37.85567223604161,145.00082820117564,Entire home/apt,149,1,0,,,1,68
+10129132,Awesome South Yarra PenthouseStudio,51862922,Saint,,Stonnington,-37.845234923989096,144.99325302424694,Entire home/apt,139,2,72,2017-03-05,4.71,10,356
+17034537,Warehouse New York Style perfect location!,52297255,Anna,,Stonnington,-37.855779119079834,144.9948906949767,Private room,105,2,0,,,1,248
+17272571,PRIVATE Double Room OASIS off Chapel Street,27459222,Charles,,Stonnington,-37.85507423992003,144.99613443568077,Private room,75,2,0,,,1,28
+6065945,"Chapel St, Prahran, South Yarra",31485909,Nicholas,,Stonnington,-37.84686412815919,144.99330882848898,Private room,110,1,2,2016-04-07,0.10,1,365
+11800491,"Spacious, safe and secure apartment",62374086,Suzanne,,Stonnington,-37.83405325594684,144.98943437598794,Entire home/apt,190,1,1,2016-05-02,0.09,1,54
+4591595,2 BDRM IN HEART OF SY!!!,4478006,Jaclyn,,Stonnington,-37.84246218304757,144.9858103628742,Entire home/apt,149,3,7,2016-11-29,0.28,2,270
+8526224,ART DECO DELUXE DREAM! 2BR APT+WIFI,50121,Frank And Vince,,Stonnington,-37.858243602621336,145.00164884440667,Entire home/apt,329,2,7,2017-03-15,0.44,18,332
+10129388,New Studios in Heart of South Yarra,51862922,Saint,,Stonnington,-37.846710654353906,144.99427600019598,Entire home/apt,85,2,48,2017-03-10,3.33,10,346
+15208393,Chic apartment in fabulous location,90155228,Bradley,,Stonnington,-37.833845055221886,144.99245578978486,Private room,66,1,11,2017-03-22,1.81,1,331
+11702265,Private room near Monash Caulfield,50682871,Theresa,,Stonnington,-37.87460535878522,145.04236603652,Private room,54,1,21,2017-03-18,1.78,2,363
+14984103,Quite charming Toorak room,80146835,Kevin,,Stonnington,-37.84714434589641,145.0165273661652,Private room,80,3,2,2017-02-27,0.86,2,364
+15117154,Fantastic double Prahran - private bathroom,36511113,Caroline,,Stonnington,-37.849832171473466,144.9905763246648,Private room,50,2,6,2017-01-30,0.97,1,0
+11803500,Gorgeous town house,55640050,Liz,,Stonnington,-37.85515043015244,144.98569020243022,Entire home/apt,300,1,0,,,1,0
+3639096,"Art Deco, Rooftop Garden",18362775,Leon,,Stonnington,-37.84275355561739,145.00432972247512,Entire home/apt,290,3,59,2016-12-30,1.91,2,337
+11445168,Near corner of Chapel St.& High St.,60151724,Pat,,Stonnington,-37.851487093881104,144.99652709248102,Entire home/apt,135,2,37,2017-03-26,2.95,1,348
+15276147,Luxurious 2 bedroom Groundfloor Spacious Apartment,8058991,Deb,,Stonnington,-37.85520753971634,145.03004195357065,Entire home/apt,190,2,2,2017-02-20,0.88,1,144
+10498210,Renovated sunlit 3BR open plan home,42439234,Liz,,Stonnington,-37.880397268115935,145.06886409766847,Entire home/apt,260,2,21,2017-03-19,1.50,1,250
+15805314,"Floriana, a Toorak gem close to all amenities",24953171,Chris,,Stonnington,-37.84632121438917,145.00536191117294,Entire home/apt,123,2,12,2017-03-27,2.69,2,92
+13083635,Toorak Treehouse,37636572,David,,Stonnington,-37.83618500942743,145.00670446818265,Entire home/apt,94,2,0,,,1,0
+16032779,"Central, quiet, convenient foodie heaven",8966666,Nick,,Stonnington,-37.84924751025896,144.99142829039815,Private room,100,2,2,2016-12-31,0.48,1,0
+16621556,"Walk to tennis, parking + courtyard sleeps 4",55477777,Mark,,Stonnington,-37.842015452788566,144.98699970697382,Entire home/apt,499,1,3,2017-01-13,1.08,1,173
+10232868,"A large sunny HOUSE off Chapel Street, Windsor",5805302,Jill,,Stonnington,-37.852170590612914,144.99164113484628,Entire home/apt,250,14,2,2016-11-19,0.21,2,232
+17928982,Beautiful sunny vibrant living near Melbourne CBD,122945568,Pd,,Stonnington,-37.85625069084458,145.04587867640507,Entire home/apt,281,2,0,,,1,153
+10001364,"Lightful house & free parking, direct from airport",42728513,Barbara,,Stonnington,-37.85522443976723,144.98859838506453,Private room,100,1,9,2016-09-14,0.80,1,365
+13660703,HOMELY SAFE 10Mins from CBD,11075618,Braydon,,Stonnington,-37.852298025783675,145.0103889238363,Private room,55,2,0,,,1,320
+9842870,Master bedroom near publictransport,50682871,Theresa,,Stonnington,-37.87389607471637,145.04242108919783,Private room,66,1,18,2017-03-14,1.29,2,353
+8956860,Superb South Yarra 1 bed Apartment,39796116,Andrew,,Stonnington,-37.83781558422803,144.99702956924094,Entire home/apt,149,4,1,2016-02-03,0.07,1,0
+3786253,South Yarra Apartment - City Views,19432161,Jonathan,,Stonnington,-37.83693233783457,144.99517723551432,Entire home/apt,149,2,18,2016-12-28,0.59,1,242
+16986334,"Fun, Friendly and Perfectly Located",105398896,Lee,,Stonnington,-37.84394849213786,144.99066669709916,Private room,45,2,2,2017-04-01,1.20,2,352
+11279416,South Yarra Hide Away,1184705,Alastair,,Stonnington,-37.8438166793648,144.99617945666003,Entire home/apt,128,2,19,2017-01-12,1.47,1,3
+17673220,Great Home in Exclusive Location Toorak,119915111,Elise,,Stonnington,-37.84563751309351,145.03079599202118,Entire home/apt,395,5,0,,,1,330
+16499903,Chambre dans maison moderne à Windsor/Melbourne,8893291,Marie,,Stonnington,-37.85264899652587,144.98792650235032,Private room,94,13,0,,,1,89
+6038765,Location location location,31340305,Gabrielle,,Stonnington,-37.853388436071185,145.0255340810161,Entire home/apt,499,21,0,,,1,358
+11349046,Modern Studio with Free wifi,5238994,Pawan,,Stonnington,-37.8467799293059,144.99566999088685,Entire home/apt,130,4,3,2016-10-07,0.30,22,365
+10891511,Modern apartment - quiet inner city,3058834,Hannah,,Stonnington,-37.84324212577904,144.99725105901163,Entire home/apt,90,2,2,2016-04-22,0.17,1,0
+14659070,City/Country Chic in South Yarra,68518035,Lou,,Stonnington,-37.843741109387686,144.99509690854663,Private room,94,1,13,2017-03-26,4.15,1,85
+17969437,Private Ensuite Room - heart of Chapel St,7364869,Caitlin,,Stonnington,-37.84669652405191,144.9915098941909,Private room,90,1,0,,,1,44
+2172215,Great room in a great place,6188427,Jonathan,,Stonnington,-37.85519134514938,144.99106873529936,Private room,66,1,36,2017-02-06,1.18,1,354
+7152953,3.5 Bed House Chapel St South Yarra,34631348,Andrew,,Stonnington,-37.83927348859391,144.99484189444078,Entire home/apt,429,3,21,2017-01-22,1.05,1,57
+17837582,Boho chic room just off Chapel!,5980924,Sara,,Stonnington,-37.85301145651801,144.99315206987916,Private room,85,2,1,2017-03-26,1,1,0
+11640119,Trendy new apartment in South Yarra,6628497,Enri,,Stonnington,-37.837212928302534,144.99354427455364,Entire home/apt,220,2,2,2016-08-13,0.16,1,0
+8072368,Sunny Federation Terrace in Prahran!,3108925,Will,,Stonnington,-37.855340704435,144.99533036679307,Entire home/apt,201,2,7,2017-02-25,0.46,1,33
+13210760,Delightful room + bath near vibrant Chapel Street,74066267,Andrew,,Stonnington,-37.85341572219669,144.995685872043,Private room,66,1,25,2017-04-01,2.80,1,139
+16472632,Stunning place with rooftop close to Chapel street,108103356,Sophie,,Stonnington,-37.84816594649352,144.9913792393281,Entire home/apt,100,5,0,,,1,0
+16429298,Top floor double bed with ensuite in Prahran,30830536,Sonya,,Stonnington,-37.849909508489446,144.98845203373526,Private room,66,1,0,,,1,0
+14556536,Luxury Malvern Warehouse apartment - Private room,90131972,Dan,,Stonnington,-37.85431352157515,145.0359819666265,Private room,75,2,8,2017-02-17,1.23,1,83
+14065017,private room Toorak,37337852,Tuya,,Stonnington,-37.845223044865065,145.00756990745285,Private room,72,1,0,,,1,179
+7282046,Central Cosy Modern Art Deco,35056268,Sarah And Alex,,Stonnington,-37.839717139736486,144.98748237419932,Entire home/apt,199,2,19,2017-02-18,0.91,1,365
+6202881,Cosy room in trendy South Yarra,32169251,Aline,,Stonnington,-37.84731911214991,144.9992293251473,Private room,80,2,1,2017-01-04,0.33,1,306
+15279623,Modern Day Lux.,96399473,Amelia,,Stonnington,-37.868490129419364,145.06053017531138,Entire home/apt,385,7,2,2017-01-04,0.36,1,358
+13149701,Entire apartment in South Yarra,65836677,Jean,,Stonnington,-37.83459177513284,144.98831469776914,Entire home/apt,110,2,16,2017-02-15,2.06,2,276
+6528446,Beautiful City View Apartment!!,34145300,Stephanie,,Stonnington,-37.835914109091135,144.99563916806528,Entire home/apt,190,2,11,2017-03-18,0.51,1,76
+11244815,Room with Ensuite in Ideal Location,58655116,Alison,,Stonnington,-37.8511327294986,144.9917574787524,Private room,68,1,54,2017-03-26,4.03,1,134
+6661667,Large one bedroom with parking!,27807743,Carrie,,Stonnington,-37.86128565007588,145.0199136740057,Entire home/apt,121,2,40,2017-03-26,1.91,1,251
+16784848,STYLISH & QUIET HOME 4KM AWAY FROM MELBOURNE CITY,102624723,Dee,,Stonnington,-37.84375024949064,144.98986717801006,Private room,121,2,1,2017-03-19,0.41,1,86
+16426574,Walking distance to Chapel St,5445863,Val,,Stonnington,-37.84976193171989,144.99974676368012,Entire home/apt,72,2,7,2017-03-25,2.26,1,341
+13282644,Private room in suburban family home,74906618,Setsuko,,Stonnington,-37.86690687996401,145.05156516281522,Private room,41,1,10,2017-03-07,1.19,1,157
+4124588,Stunning brand new apartment ,15408427,Carolina And Andres,,Stonnington,-37.84929406889383,144.992972105392,Entire home/apt,121,2,1,2014-09-28,0.03,1,0
+6959468,Trendy Apartment With Free Wifi,34875238,Nico Apartments,,Stonnington,-37.838151051896034,144.99278068023372,Entire home/apt,201,1,4,2016-10-15,0.22,13,365
+11284854,Our Lovely South Yarra Nest...,11457961,Jane & Brett,,Stonnington,-37.84061373749759,145.00224382365647,Entire home/apt,121,3,0,,,1,0
+13706922,Master Bedroom in Large House - Central Location,44992189,Dillon,,Stonnington,-37.85608758872452,144.99087640551207,Private room,50,1,0,,,1,0
+9286010,3Br Renovated Victorian Home,47343973,Stuart,,Stonnington,-37.84209957481281,144.992705945139,Entire home/apt,551,3,6,2017-01-29,0.42,1,343
+1847874,DOUBLE BEDROOM IN TRENDY STH YARRA,7560875,Lily,,Stonnington,-37.84590505361744,144.99960867609255,Private room,60,2,5,2017-03-26,0.17,2,339
+11085492,2 Mins from Chapel Street,23635753,Ted,,Stonnington,-37.84177447129622,145.00116969185692,Private room,66,1,0,,,1,0
+15773074,BRAND NEW - Prahran BEST 2 bedroom,101995517,Kristen,,Stonnington,-37.84994066232964,144.9947887845663,Entire home/apt,119,2,16,2017-03-28,5.11,1,266
+13283712,Spacious queen bedroom in modern Prahran townhouse,37571031,Adam,,Stonnington,-37.84750816850485,144.98866788999405,Private room,63,2,10,2017-02-22,2.11,1,68
+4570737,"Nola, ARTISTIC Warehouse Conversion",7509953,Linton,,Stonnington,-37.85663173906744,144.9921490914596,Entire home/apt,220,2,38,2017-04-01,1.33,70,280
+14845850,City View Apartment with free WIFI,48014108,Fernanda,,Stonnington,-37.844718576519874,144.9948544667795,Entire home/apt,145,4,2,2016-10-29,0.30,14,365
+433779,Room with private courtyard 7,2027601,Bill,,Stonnington,-37.8834382095045,145.06114593604042,Private room,41,3,33,2017-03-12,0.57,13,155
+16336506,A Summer in Toorak,106944139,Darby,,Stonnington,-37.84099671761687,145.0112952526222,Private room,66,2,0,,,1,0
+4631989,Studio Apartment,23913279,Eddie,,Stonnington,-37.8363038438514,144.9947460762588,Entire home/apt,180,5,2,2016-01-27,0.08,9,365
+15195089,New Listing. Whole home. Best loc'n,25437181,Ann,,Stonnington,-37.84907458012426,145.01599949314488,Entire home/apt,575,1,2,2017-04-01,2,1,331
+17145622,Top Floor Apartment in South Yarra,86987685,Joanne,,Stonnington,-37.84502884394824,144.99998469452936,Entire home/apt,149,8,0,,,2,79
+14791076,New 1 Bed Apt in Perfect Location,995407,Mark,,Stonnington,-37.85551542567849,144.98508734896802,Entire home/apt,250,1,1,2016-09-21,0.15,1,364
+13803290,Darling Street SOUTH YARRA - Homely Hideaway 2BR,79786342,Elly,,Stonnington,-37.83488022872913,144.99040440551607,Entire home/apt,113,2,5,2017-03-26,0.57,1,61
+398959,Modern /Heart of Toorak & Ensuite ,1992828,Liz,,Stonnington,-37.836342225523246,145.01782588460068,Private room,80,3,6,2017-03-31,0.37,1,365
+13047410,*SUMMER SPECIAL* New Modern Apt,3670333,Tyson,,Stonnington,-37.844707026090106,144.99457204407693,Entire home/apt,159,1,7,2017-01-30,0.66,4,365
+15179583,"Beautiful apartment, great views, perfect location",62362990,Ben,,Stonnington,-37.83938293715996,145.00483923000533,Entire home/apt,275,1,0,,,1,89
+2008926,Coco Apartments Windsor,10339018,Emma,,Stonnington,-37.85198155630056,144.99620480326172,Entire home/apt,125,12,0,,,1,0
+13180748,"Modern, spacious living!",21559323,Mari,,Stonnington,-37.83731507501759,144.99572554280212,Entire home/apt,121,6,2,2016-07-13,0.22,1,154
+15224931,Spacious room in 2 bedroom house with garden.,12980247,Johannes,,Stonnington,-37.84735798418139,144.99716765675615,Private room,125,2,0,,,1,364
+7439301,Apartment in the Heart of Prahran,38504311,Chantal,,Stonnington,-37.84806037639321,144.99335134110427,Private room,149,17,28,2017-02-08,1.44,1,358
+9737907,"Modern, light-filled apartment",8902839,Tali,,Stonnington,-37.83592901239241,144.99315718110583,Entire home/apt,110,2,28,2017-03-05,1.94,1,304
+4237172,Hip South Yarra Pad *WIFI+PARKING,1739996,Paul,,Stonnington,-37.837068399630795,144.99948519198486,Entire home/apt,89,2,119,2017-03-19,3.94,42,55
+12785367,Convenient Bedsit in Ideal Location,49379990,Elizabeth,,Stonnington,-37.83805555664687,145.02394822597304,Entire home/apt,90,4,2,2016-12-09,0.38,1,330
+14659147,Large Cosy Room with FULL En-suite Bathroom,91054992,Immie,,Stonnington,-37.84168668595271,145.00644454732316,Private room,69,1,2,2017-01-04,0.64,2,0
+7313146,3bd 2living - NewReno Malvern East,29008039,Ali,,Stonnington,-37.88084084840462,145.07028641919095,Entire home/apt,265,2,7,2017-01-15,0.36,1,319
+15150705,LUXICO - Powell St,11914644,Luxico Holiday Homes,,Stonnington,-37.840313998347796,144.9894975562579,Entire home/apt,650,5,0,,,58,241
+11761687,Gorgeous South Yarra - 1BD Kingbed,46971726,Megan & Ryan,,Stonnington,-37.83798760903097,144.99600406841557,Private room,73,1,39,2017-03-26,3.07,1,356
+14786526,Cute Central 2Bed House in Prahran!,8126320,Cherie,,Stonnington,-37.848863916965705,144.99659852194728,Entire home/apt,176,2,1,2017-01-21,0.41,1,138
+3348273,Penthouse Apartment on Chapel St,16897582,Colin,,Stonnington,-37.85307679072133,144.99471574085968,Entire home/apt,260,7,7,2016-03-26,0.23,1,89
+16428696,In The Heart Of Toorak Village,31634799,Mark,,Stonnington,-37.84270246538645,145.01066673442028,Entire home/apt,90,3,5,2017-03-19,1.90,5,87
+7669412,Trendy 2BD Sth Yarra Pad *VIEWS WIFI PARKING,1739996,Paul,,Stonnington,-37.836739298347574,144.99349940184595,Entire home/apt,100,2,94,2017-03-26,4.73,42,91
+11349661,2 Bedroom South Yarra house,16766092,Carole,,Stonnington,-37.840259813582094,145.00129803588626,Entire home/apt,229,4,30,2017-03-26,2.47,1,330
+16590842,Rooftop luxury in prime location!,106108314,Nicole,,Stonnington,-37.843927351805696,144.99594960855256,Entire home/apt,155,3,1,2017-02-24,0.77,1,91
+12594852,Rockley Road Art Deco Apartment,9843209,Jennifer,,Stonnington,-37.83565535673209,145.00035964193967,Entire home/apt,109,7,9,2017-03-21,1.28,3,331
+14526477,Spacious & spotless apartment in South Yarra,11536543,Andrew,,Stonnington,-37.839543489515165,145.00073656340248,Entire home/apt,85,1,4,2017-03-18,1.82,1,31
+17608379,1 BED APT IN MALVERN,106585429,Tom,,Stonnington,-37.863538848508405,145.03995770173546,Entire home/apt,90,1,1,2017-03-11,1,1,28
+16621618,South Yarra Comfort & Lifestyle hub,8825295,Roshan,,Stonnington,-37.83936623189986,145.00067335079754,Private room,80,1,9,2017-03-29,3.46,1,174
+2795557,Bay Views by the Yarra,5294677,Maxine,,Stonnington,-37.83720900670211,144.9945071826922,Entire home/apt,100,1,24,2017-03-25,0.90,1,164
+17411794,Stylish room perfect for young female,5997891,Camilla,,Stonnington,-37.851146917435145,145.0346795634897,Private room,34,6,0,,,1,121
+17375346,Amazing Accommodations: Vogue,5238994,Pawan,,Stonnington,-37.8364834880686,144.99632388296746,Entire home/apt,159,2,1,2017-03-15,1,22,359
+11087595,"5 star experience, early check-in, late check-out!",30741831,Liam,,Stonnington,-37.85170849210541,144.99712688610737,Private room,85,1,31,2017-03-15,2.24,1,120
+2009201,South Yarra Luxury + City Views #2,8924888,Chris & Elle,,Stonnington,-37.84093400828618,144.99805304983775,Entire home/apt,128,3,135,2017-03-26,3.33,10,344
+10426333,Warehouse style & amazing location!,15074983,Kav,,Stonnington,-37.85203083557177,144.9932402969155,Private room,66,2,24,2017-03-20,1.79,2,80
+12070675,Spacious family friendly duplex Toorak Melbourne,64676010,Josh,,Stonnington,-37.84418157886131,145.02776325780832,Entire home/apt,165,2,23,2017-03-09,1.93,1,46
+16785596,Cosy Room on Chapel Street's Doorstep,34359855,Harry,,Stonnington,-37.84425848235061,144.99725573015718,Private room,60,1,0,,,1,75
+16424239,Private room in a luxury apartment,107667182,Tracy,,Stonnington,-37.83700934670142,144.99293571989813,Private room,66,1,0,,,1,262
+3381253,Spacious Apartment,2521909,Sarah,,Stonnington,-37.836317071952486,145.02350536607165,Entire home/apt,499,3,17,2017-01-22,0.62,1,363
+8924958,South Yarra Luxury + City Views #5,8924888,Chris & Elle,,Stonnington,-37.840898039533805,144.99805377885363,Entire home/apt,128,3,41,2017-03-19,2.37,10,332
+6893353,Amazing Accomodations: South Yarra1,5238994,Pawan,,Stonnington,-37.84366217596382,144.99661509842474,Entire home/apt,130,1,9,2016-09-27,0.47,22,179
+15573231,Bright & Airy White Cottage in Leafy Malvern East,18708965,Lulu,,Stonnington,-37.88421568250473,145.0877923232673,Entire home/apt,148,1,15,2017-03-18,3.15,1,75
+12366338,A cozy bedroom in south Yarra,35547112,昱翔,,Stonnington,-37.83746396190917,144.99566868972582,Private room,50,1,0,,,1,355
+11446526,SOUTH YARRA LUXE,60175978,Beatrice,,Stonnington,-37.84288524058089,144.99049223566738,Entire home/apt,250,2,39,2017-04-01,3.08,1,229
+15804682,Private Room - Heart of South Yarra,102273051,Marvin,,Stonnington,-37.83709431757496,144.9965974387646,Private room,90,2,4,2017-03-14,0.92,1,20
+6664005,Bedroom on private floor w ensuite,34883990,Carly,,Stonnington,-37.8460905104696,145.03868180071632,Private room,64,2,3,2016-10-07,0.39,1,365
+10242135,100m to Windsor Station / Chapel St,38226744,Tim,,Stonnington,-37.856364660315855,144.99060630353952,Entire home/apt,100,2,1,2016-01-31,0.07,1,0
+14201487,"Chapel Street on your doorstep, Centre of Prahran",46364427,Keith,,Stonnington,-37.8498634291954,144.99274717360032,Private room,37,1,0,,,1,0
+5644623,Close to the hub,808417,Colby,,Stonnington,-37.857228830167834,145.0006915031384,Entire home/apt,176,2,1,2016-01-27,0.07,1,337
+16723806,New York Style Apartment!,97015360,Elle,,Stonnington,-37.83619478403677,144.99802637414922,Entire home/apt,105,1,5,2017-03-26,3.85,1,152
+16427320,Amazing Accommodations: South Yarra,48014108,Fernanda,,Stonnington,-37.84561267309038,144.99469206097888,Entire home/apt,130,4,0,,,14,179
+9318248,Chapel Street All Year!,29135997,Raphaela,,Stonnington,-37.85175323976897,144.99304556018066,Entire home/apt,125,1,32,2017-03-26,2.06,2,344
+15540584,John's @ South Yarra- parking & breakfast included,2928735,John,,Stonnington,-37.84057856612663,145.00374558729325,Entire home/apt,149,2,7,2017-02-18,1.29,2,175
+7243865,Room on Yarra River,30060823,Amy,,Stonnington,-37.835355169074624,145.0010636282018,Private room,60,2,3,2016-02-15,0.14,2,0
+13774733,3 min walk to Chapel in trendy Prahran,1868342,Sharlene,,Stonnington,-37.848556878522,144.99471742169467,Entire home/apt,100,2,21,2017-03-26,2.37,1,159
+3278830,Spacious with a view!,11125965,Ebony,,Stonnington,-37.837515299450324,145.01747128769406,Private room,66,1,12,2016-11-05,0.63,1,0
+6171009,Art Deco Charm - modern day touch,31683992,Lucy,,Stonnington,-37.83287251936912,144.98950658065982,Entire home/apt,100,3,59,2017-03-05,2.57,2,166
+16473197,In between Malven and Caulfield station,108115073,Prabhu,,Stonnington,-37.87083109957874,145.03712309198053,Private room,31,1,0,,,1,0
+7778211,Comfortable Townhouse.,40920878,Robert,,Stonnington,-37.862508910939155,145.02269956687624,Private room,79,2,31,2017-03-25,1.70,1,316
+14459298,SOUTH YARRA LUXURY 2BED 2BATH + WIFI,8924888,Chris & Elle,,Stonnington,-37.83729518253349,144.99706147796354,Entire home/apt,215,3,29,2017-03-30,4.03,10,338
+10252471,PRIVATE ROOM-QUEEN 1per SouthYarra,36038122,Danilo,,Stonnington,-37.84129625560577,144.98887942058693,Private room,48,3,24,2017-03-19,1.58,3,354
+6662620,Spacious Apartment & Free Wifi,34875238,Nico Apartments,,Stonnington,-37.837043937588966,144.99350988740696,Entire home/apt,180,1,2,2015-08-13,0.09,13,0
+403876,Luxurious Self Contained Pool House,2014143,Abby,,Stonnington,-37.84167429092128,145.03504749273932,Entire home/apt,135,3,137,2017-03-26,2.50,1,295
+3616706,The Hawks Nest- South Yarra living.,113346,Shamil & Sumudu,,Stonnington,-37.8474168062194,145.0030602765786,Entire home/apt,109,2,45,2017-03-05,1.47,1,298
+14524890,Amazing Accommodations: South Yarra 7,5238994,Pawan,,Stonnington,-37.84550326320765,144.99606731437646,Entire home/apt,130,1,2,2017-01-14,0.58,22,363
+10688801,Inner City 1 Bedroom Apartment,55216458,Jackie,,Stonnington,-37.83864315457144,144.99836213941117,Entire home/apt,121,6,0,,,1,0
+13177631,Inner City Mansion with Pool,1037878,Blair,,Stonnington,-37.83637118340456,144.9978146400624,Private room,45,1,14,2017-03-26,1.42,2,177
+10234362,Amazing Apartment in Ideal Location,48014108,Fernanda,,Stonnington,-37.84632739919649,144.9965323523756,Entire home/apt,130,4,2,2016-12-22,0.16,14,363
+1349937,SouthYarra SkyHigh(2br+WIFI+CARP),3721646,Alex,,Stonnington,-37.83771931497019,144.99622254220026,Entire home/apt,149,2,39,2017-03-10,0.86,16,327
+6206097,Room available in Prahran,32183966,Rachel,,Stonnington,-37.853775065684296,145.0035439649559,Private room,121,1,0,,,1,0
+16085798,Cozy and sunny Private DB Room -,32277848,Théo,,Stonnington,-37.85496417777602,144.9838858844011,Private room,149,2,3,2016-12-27,0.70,1,181
+9619547,Luxury 1 bed/1 bath in Windsor,49683996,Ema,,Stonnington,-37.85467204781879,144.98496969414134,Entire home/apt,140,3,8,2017-01-21,0.50,1,364
+964968,Lovely Room Awesome Location,4731740,Eugénie,,Stonnington,-37.849681413843754,145.00256573168204,Private room,52,1,23,2017-01-26,0.71,1,309
+12833141,Master bedroom off Chapel Street,69500434,Sandra,,Stonnington,-37.85021431110143,144.99448601903504,Private room,50,7,1,2016-07-01,0.11,1,0
+1994852,High509 2BR trendy Chapel St area,1710397,Amanda,,Stonnington,-37.85035983447399,144.99017473388085,Entire home/apt,249,3,1,2014-10-27,0.03,62,353
+16427650,Family unit in the heart of Toorak,44818556,Kristopher,,Stonnington,-37.84265269921946,145.0197654441375,Entire home/apt,139,3,1,2017-01-18,0.39,1,0
+15538695,Luxury apt 2 Bed 2 bath - in heart of South Yarra,99969990,Daniel,,Stonnington,-37.838403321924375,144.9938635295013,Entire home/apt,279,3,12,2017-03-28,3.10,1,349
+16786058,"Convenient, comfortable room in Armadale",111519406,Ashleigh & Dan,,Stonnington,-37.86079529264916,145.02218672411382,Private room,45,2,5,2017-03-03,2.54,1,113
+6349289,Food & nightlife on your doorstep!,26030222,Liam,,Stonnington,-37.852409364762146,144.99417991075114,Entire home/apt,149,1,3,2017-03-26,0.24,1,91
+16456233,CAFFE LUX: Premium South Yarra Hotspot!,107955497,Alana @ BnBconnect,,Stonnington,-37.83911259790843,144.99311125229158,Entire home/apt,135,1,0,,,1,328
+16429158,For the single travelling female professional,22905135,Glen,,Stonnington,-37.84293328010935,144.98671924794448,Private room,110,2,0,,,1,84
+15047238,B2B_Air,64880966,Brian & Jane,,Stonnington,-37.851843775017635,145.00347900033913,Entire home/apt,160,2,17,2017-03-26,2.76,1,52
+3875560,Comfy room with ensuite,19508322,J.F.,,Stonnington,-37.84027599542942,145.00601608857698,Private room,80,1,4,2017-03-21,0.26,1,189
+8833042,Riverside Boho Art Deco getaway!,20889081,Airiel,,Stonnington,-37.834245894526696,144.9895017340219,Entire home/apt,77,4,21,2017-03-25,3.17,1,16
+12135847,The House of Windsor - Live it up like royalty!,1163568,James,,Stonnington,-37.85439402162474,144.99469681315443,Entire home/apt,170,2,13,2017-03-28,3.02,1,310
+8137451,Sunny Prahran apartment,11028206,Libby,,Stonnington,-37.85166187875349,144.98765785642382,Entire home/apt,135,2,12,2017-01-24,0.66,1,35
+3250905,Best Lcation/Gym/Fully furniroom ,16443968,Raoul,,Stonnington,-37.84373324053351,144.99509953937763,Private room,143,1,0,,,1,365
+2042579,Luxury 5 Stars Apartment Toorak Rd,10474768,Maria,,Stonnington,-37.838438556607194,144.9954454522583,Entire home/apt,169,2,117,2017-04-02,2.96,3,318
+4616801,Luxury One Bedroom Apartment,23913279,Eddie,,Stonnington,-37.836882256345824,144.99304770638162,Entire home/apt,195,5,2,2017-01-24,0.14,9,365
+4624987,Luxury Studio Apartment,23913279,Eddie,,Stonnington,-37.83742948796383,144.99417866292845,Entire home/apt,180,5,1,2016-02-15,0.07,9,365
+5581614,Double Upstairs bedroom ,28939767,Nuala,,Stonnington,-37.85121304409571,145.00441843682765,Private room,160,1,0,,,1,365
+5608058,Double Room Available ,2005314,Patricia,,Stonnington,-37.84097668688732,144.99718516776414,Private room,84,7,0,,,1,365
+16327563,Stylish and brilliantly located in Prahran,30734338,Anna,,Stonnington,-37.84967600661169,144.98632056170155,Entire home/apt,100,2,6,2017-01-21,1.65,1,0
+17673055,The Garden Bungalow in Toorak,52474780,Peter,,Stonnington,-37.84960233287943,145.029256524443,Entire home/apt,132,3,1,2017-03-28,1,1,64
+1467803,Spacious Private room 1/45,2027601,Bill,,Stonnington,-37.88352387635867,145.06086373185656,Private room,37,7,23,2017-02-27,0.53,13,318
+10729204,COZY 2 BDR South Yarra luxury apt,9800892,Chen,,Stonnington,-37.83876690016534,144.9945416909053,Entire home/apt,159,1,34,2017-03-21,2.62,3,354
+866089,"Beautiful Townhouse, Great Location",4549540,Janeen,,Stonnington,-37.85387992137306,145.01775373823781,Private room,66,2,29,2017-02-02,0.57,1,318
+13416240,Spacious 2 bed apt avail 18th Jan near tram Toorak,10023383,Christine,,Stonnington,-37.84058552709374,145.00710096639293,Entire home/apt,100,7,2,2016-08-09,0.24,2,302
+15692770,"Chic on Chapel Street, South Yarra",566233,Shahirah,,Stonnington,-37.84403049922968,144.9955619505015,Entire home/apt,90,2,3,2016-12-17,0.74,1,0
+14563156,Simple in South Yarra,72974833,Huon,,Stonnington,-37.843063336620176,144.99366133261188,Entire home/apt,94,4,15,2017-04-01,1.98,1,101
+15349631,Lvl 21 Great View + Private Bathroom + Gym + Pool,97898231,Marcian,,Stonnington,-37.839098407390615,144.9918203730773,Private room,69,2,11,2017-03-12,2.24,1,51
+16129686,1 bedroom + unlimited WIFI,4503491,Hui,,Stonnington,-37.86105045061032,145.01794773968072,Private room,100,1,0,,,1,0
+2242445,Tree Top Treasure! With City Views.,5729330,Tanya,,Stonnington,-37.833710322967214,145.00692140233068,Entire home/apt,80,2,0,,,1,0
+9942970,AMAZING VIEWS - Just off Chapel St,51098595,Andrew,,Stonnington,-37.85464471726998,144.9974427396545,Private room,69,2,28,2017-03-17,1.85,1,340
+9615307,Light filled apartment - Prahran,49746770,George,,Stonnington,-37.85050862862636,145.00898299310663,Entire home/apt,225,3,1,2015-12-07,0.06,1,0
+8927190,Excellent Location,46671270,Luana,,Stonnington,-37.837553308444214,144.99909242303906,Private room,60,3,1,2016-10-25,0.19,1,328
+5355483,Beautiful apartment in South Yarra ,456126,Penny,,Stonnington,-37.84012518424308,144.99753966586744,Entire home/apt,90,3,26,2016-12-31,1.01,1,109
+14891032,Cosy Apartment amongst the Trees in Prahran,4972671,Daniel & Holly,,Stonnington,-37.85308709586892,145.00561058470865,Entire home/apt,121,1,5,2017-03-25,3.57,1,165
+1718295,"""Claremont"" - Pearl Apartments",9028154,Joe,,Stonnington,-37.835748306487886,144.99324960958688,Entire home/apt,130,2,39,2017-04-01,0.97,13,306
+15634193,Central Yarra building,100819247,Ahmed,,Stonnington,-37.8369076681858,144.99364811870166,Private room,176,1,0,,,1,363
+5947239, StunningDesigner Town house Toorak,15581938,Marcia,,Stonnington,-37.83894956592094,145.00674301668195,Private room,160,1,0,,,1,365
+4372668,"10km to City,Close to St.Kilda",22701849,Jeff,,Stonnington,-37.8654364907216,145.03908300898664,Private room,229,1,0,,,1,365
+13416662,Prahran - Modern Luxury 2 Bedroom Apartment,760849,Bev,,Stonnington,-37.847179728616304,144.99018630436933,Entire home/apt,281,3,0,,,51,213
+6404320,Beautiful resort style apartment,33398296,Linda,,Stonnington,-37.83945738582701,144.99519200175385,Private room,105,1,0,,,1,0
+4503789,"Architects Residence, Love & Lewis.",22176940,Nigel,,Stonnington,-37.84721969586486,144.99423126046943,Entire home/apt,240,2,23,2017-01-02,0.80,1,0
+7847796,"Sunny, Large Room in Kooyong.",28133165,Sue-Virginia,,Stonnington,-37.84174061182982,145.0336402712833,Private room,105,1,7,2017-03-25,1.54,1,365
+13383982,So close to the village & railway station,76083465,Josefina,,Stonnington,-37.845285386071374,145.00069488155265,Entire home/apt,52,1,3,2016-07-24,0.33,1,0
+15157640,Stylish Urban Oasis in South Yarra,298331,Doriana,,Stonnington,-37.84907944221134,144.99597764385862,Entire home/apt,100,3,15,2017-03-19,2.34,1,358
+8101604,Charming Victorian Home,42780885,Peter,,Stonnington,-37.8438504173558,144.9995072664485,Private room,79,1,5,2016-12-09,0.29,2,338
+8763752,"Darling Street, South Yarra, 3141",2263285,Tom,,Stonnington,-37.83573116097992,144.99268711851118,Entire home/apt,100,7,0,,,1,0
+16531329,"South Yarra Gem - 2Bed, 2Bath, Carpark, Wifi",28792959,Vivian,,Stonnington,-37.83959975361687,144.9935314069267,Entire home/apt,110,2,10,2017-03-26,5.17,2,130
+10502619,Brand New Prahran 1 Bed Apartment,13467801,Scott,,Stonnington,-37.85365177221521,145.00820904360256,Entire home/apt,105,2,21,2017-03-08,1.45,6,360
+13416919,Modern Studio apartment in the heart of Sth Yarra,76450298,David,,Stonnington,-37.844110931297294,144.99420880795864,Entire home/apt,94,2,22,2017-03-26,2.68,2,180
+15944346,Fantastic apartment in the heart of Windsor,8628215,Jonathan,,Stonnington,-37.85490129475067,144.99977114856074,Entire home/apt,100,3,1,2017-01-01,0.32,1,68
+3260283,"Spacious, natural light & parking.",9435553,Susie J,,Stonnington,-37.852420233277115,145.0114606586583,Private room,100,1,0,,,1,365
+10235299,Live in Style at lilli - 2 bed apt!,37181360,Shannan & Sasha,,Stonnington,-37.8383879836038,144.9949077443695,Entire home/apt,199,7,2,2016-03-24,0.16,20,0
+6404753,"So Frenchy, So Chic! 1 BR APT+WIFI",50121,Frank And Vince,,Stonnington,-37.83298452023409,144.9893089532706,Entire home/apt,239,3,7,2017-01-03,0.32,18,301
+6111179,Perfect location - 6 min to CBD + free car park,31634542,Sil,,Stonnington,-37.83760058883137,144.99342335018684,Entire home/apt,100,2,35,2017-03-23,1.50,1,14
+15469495,South Yarra stunning apartment,23596500,Manuela,,Stonnington,-37.836502167626904,144.99780777385823,Entire home/apt,180,3,0,,,1,117
+8993462,"New, Spacious, Great Value & Location, Free Net",23121575,Gary,,Stonnington,-37.83599168276419,144.99052315165542,Entire home/apt,111,28,11,2017-02-26,0.74,3,354
+3783374,Cozy & Cool on the nicest street,5171121,Kevin,,Stonnington,-37.85614227969905,144.99741101422455,Entire home/apt,250,1,43,2017-04-01,1.36,1,0
+6045667,"Stylish, Urban Melbourne Apartment",4294764,Daniel,,Stonnington,-37.85709217345448,144.99992402801297,Entire home/apt,89,1,4,2016-07-22,0.38,1,92
+9616140,Studio Apartment w Wifi+Gym+Parking,49751338,Jeremy,,Stonnington,-37.84347060361171,145.01150998551006,Entire home/apt,110,2,16,2017-02-25,0.99,1,214
+9616211,Huge room in beautiful Toorak,49751711,Amy,,Stonnington,-37.83679201606858,145.01011205205427,Private room,52,1,1,2016-02-01,0.07,1,0
+10795858,In the heart of Prahran,49917861,Tahlia,,Stonnington,-37.850454199110914,144.99075023383512,Shared room,69,1,0,,,1,0
+5651298,Private room in unbeatable location,4888042,Felipe,,Stonnington,-37.850731971649935,144.99553163269468,Private room,64,1,5,2015-11-01,0.26,2,0
+6110041,Sunny upstairs apt in Armadale home,31704294,Bill,,Stonnington,-37.85841545304352,145.0264631963679,Entire home/apt,121,2,25,2017-01-28,1.59,1,335
+13417385,1 Bedroom Prahran Apartment with Stunning Views,760849,Bev,,Stonnington,-37.84758114877575,144.99100774313197,Entire home/apt,252,3,2,2017-02-28,0.61,51,352
+9714600,2B2B lilli foxtel+internet+parking,37181360,Shannan & Sasha,,Stonnington,-37.83843637616579,144.9933734431685,Entire home/apt,220,7,9,2016-11-26,0.56,20,0
+16563170,Central South Yarra 2bed 2bath + City Views,8924888,Chris & Elle,,Stonnington,-37.83666422437254,144.99541282591204,Entire home/apt,228,3,7,2017-03-05,2.88,10,341
+13386494,Large private room in South Yarra,85297,Carl,,Stonnington,-37.84376573007275,144.98853743976562,Private room,60,1,0,,,2,63
+5553131,Toorak Bed and Breakfast Studio,28792959,Vivian,,Stonnington,-37.848446028916776,145.0107857232913,Entire home/apt,60,1,35,2017-03-26,2.20,2,128
+9419841,Melbourne summer / Aus Open lodging,13504794,Pieter,,Stonnington,-37.863331034803934,145.02962501332138,Private room,48,3,2,2016-01-20,0.13,1,0
+10271874,The Heart of Chapel Street,52819188,Kris,,Stonnington,-37.84619883171394,144.99410601167256,Entire home/apt,195,1,25,2017-03-18,1.99,1,6
+14748183,Private Bedroom in South Yarra,65836677,Jean,,Stonnington,-37.834050357795675,144.98752909709887,Private room,69,1,0,,,2,324
+15088840,Designer Renovated Townhouse metres from Chapel St,75856271,Warwick,,Stonnington,-37.84356763676935,144.98878710404585,Entire home/apt,140,5,9,2017-03-26,2.76,1,197
+1522907,Classic Armadale house - Central Location,1608157,Fay,,Stonnington,-37.85982937137765,145.0227116118468,Private room,62,1,15,2017-03-17,0.35,3,334
+9777841,Beautiful private room in toorak,13139069,Lia,,Stonnington,-37.83647314065262,145.00645796930118,Private room,41,1,2,2016-02-28,0.14,1,0
+14859532,New Apartment - Chapel Street - WIFI,11133758,Keith,,Stonnington,-37.8482190567803,144.9912769804255,Entire home/apt,151,3,11,2017-03-23,1.72,1,6
+15908124,CHAPEL ST + TOORAK RD SOUTH_YARRA,44164045,Jason,,Stonnington,-37.84044444227421,144.9943830959587,Entire home/apt,107,2,2,2017-03-27,2,1,282
+5808011,EDWARDIAN HOME FULL OF CHARACTER,10006100,Anna,,Stonnington,-37.86013432051542,145.0278667899773,Private room,69,3,7,2016-09-01,0.51,3,152
+15349449,Perfect Prahran Pad!,3573145,Suzy,,Stonnington,-37.84963078809404,144.99036510957274,Entire home/apt,109,2,1,2017-01-01,0.32,1,0
+10532021,Amazing Accommodations: City View,5238994,Pawan,,Stonnington,-37.84446853906521,144.99435866700853,Entire home/apt,145,1,12,2017-03-12,0.83,22,179
+15922405,Malvern Star,103310024,Michele,,Stonnington,-37.86924698755799,145.06170394760554,Private room,145,1,0,,,1,84
+2509366,South Yarra Luxury + City Views #3,8924888,Chris & Elle,,Stonnington,-37.841922995622426,144.99895170467772,Entire home/apt,132,3,89,2017-03-26,2.76,10,344
+8830326,Amazing Accommodations :SouthYarra3,5238994,Pawan,,Stonnington,-37.84533131339348,144.99511599561745,Entire home/apt,130,1,3,2016-03-01,0.17,22,363
+3980673,"Luxury 2Bedroom,2Bathroom Apartment",23913279,Eddie,,Stonnington,-37.83758709651767,144.99487078205172,Entire home/apt,295,5,0,,,9,365
+2566861,City Home with 3 x Free Parking,2674887,Melanie,,Stonnington,-37.83919445125952,144.98879858285258,Entire home/apt,299,2,114,2017-03-22,3.13,4,236
+6927154,Heart of South Yarra 2 Bdrm Aptment,9651569,Jenni,,Stonnington,-37.83827516690333,144.99417086767906,Entire home/apt,195,3,46,2017-03-28,2.17,3,351
+3095962,Light filled riverside art deco,15746085,Tzung & Melinda,,Stonnington,-37.834809563886076,144.99163327624112,Entire home/apt,147,2,77,2017-02-16,2.54,1,150
+8371655,"Small and bright, close to Chapel",44123449,Megan,,Stonnington,-37.85613624997947,145.0060424829508,Entire home/apt,60,4,0,,,1,0
+14532712,Luxury 4 bedroom home in leafy Malvern/Toorak,10696215,Mike,,Stonnington,-37.84601934043036,145.03430712016197,Entire home/apt,300,2,4,2017-03-12,0.65,1,53
+4767182,LUXICO - Chesterfield Ave (Malvern),11914644,Luxico Holiday Homes,,Stonnington,-37.84563092195929,145.0322458260631,Entire home/apt,1953,5,0,,,58,47
+11148780,The BEST location Ensuite Room,5508670,Jayde,,Stonnington,-37.84271050750056,144.99830046526012,Private room,69,2,4,2016-11-30,0.32,3,63
+5387178,Modern Apartment in Prahran,27927542,Vaughan,,Stonnington,-37.84888758737606,144.9896186711435,Entire home/apt,145,5,0,,,1,0
+8598426,Charming comfort in South Yarra,19,Thuy & Tiendung (TJ),,Stonnington,-37.83858030896731,145.00371550090122,Private room,52,1,46,2016-11-04,2.53,1,42
+16233394,Beautiful clean 1br apt,91924173,Susanna,,Stonnington,-37.840417847665094,145.00369752767585,Entire home/apt,115,3,9,2017-03-18,2.37,1,12
+16724925,LUXICO - Lansell Paris,11914644,Luxico Holiday Homes,,Stonnington,-37.833273022260244,145.01998803300307,Entire home/apt,1389,7,0,,,58,282
+5551063,Armytage Apartments,16026854,Kirstie,,Stonnington,-37.838267238943374,144.99652789029105,Entire home/apt,250,90,0,,,1,365
+10796635,Cozy Room in heart of South Yarra,9800892,Chen,,Stonnington,-37.838552572118815,144.99595138030577,Private room,100,2,1,2016-03-10,0.08,3,89
+6992903,Art Deco Apartment with City Views,12064176,Celia,,Stonnington,-37.834259731870326,144.99255154910415,Entire home/apt,149,2,36,2016-10-06,1.73,1,274
+3751537,T103 2bdr apartment in Sth Yarra,1710397,Amanda,,Stonnington,-37.8392648069526,144.98894874181101,Entire home/apt,249,3,6,2016-12-11,0.20,62,346
+12497937,Large 2 bedroom apartment,65986682,Clare,,Stonnington,-37.84661022617945,144.99025025945753,Entire home/apt,250,1,1,2016-12-31,0.32,1,0
+8830622,Modern apartment just off Chapel St,37365096,Lily,,Stonnington,-37.84266953811257,144.9931131606547,Entire home/apt,89,2,23,2017-02-10,1.33,1,353
+8139818,Family home in amazing location,4800754,Cam,,Stonnington,-37.8422672575548,144.99431492419095,Entire home/apt,281,4,1,2016-01-30,0.07,1,0
+14565029,*NEW* CoZy apartment at Chapel St,35209762,Jay,,Stonnington,-37.843765904719255,144.9959139020809,Entire home/apt,90,2,19,2017-03-18,2.78,2,336
+11678783,Private room near Monash Caulfield,10608800,Fraser,,Stonnington,-37.88072711863682,145.05057057158848,Private room,69,1,2,2016-07-21,0.16,1,0
+17347674,Private ensuite in sanctuary style apartment,15949901,Andy,,Stonnington,-37.850271059826504,144.99544060043746,Private room,100,2,8,2017-03-24,6.86,1,101
+16888925,A quiet inner Melbourne 1BR flat. Very comfortable,61736363,Susan,,Stonnington,-37.86055363075148,145.02639470294682,Entire home/apt,90,2,2,2017-03-25,2,1,224
+16692323,Prahran Cottage,80457080,Hannah,,Stonnington,-37.84939888173642,145.0043974271344,Entire home/apt,149,2,0,,,1,70
+16771304,Alfred Street Townhouse,5872353,Aloysius,,Stonnington,-37.84998573305684,144.9849218473769,Private room,127,1,2,2017-03-03,1.03,1,67
+15875784,Beautiful 4 bed home with pool in Malvern East,55635098,Georgie,,Stonnington,-37.86732505223481,145.0527766529191,Entire home/apt,430,5,2,2017-01-28,0.65,1,85
+11517641,"Charming, sunny, urban sanctuary close to city",60709593,Janine,,Stonnington,-37.86016959885208,145.01570439500117,Entire home/apt,121,5,2,2016-03-23,0.16,1,0
+9287143,A home away from home in Prahran,8935460,Rosie,,Stonnington,-37.846581986188504,144.98848228947574,Private room,69,1,16,2017-03-04,1.28,1,315
+11482233,Lux: Chapel WIFI family friendly,7210935,Alice,,Stonnington,-37.84423362054646,144.9951000668053,Entire home/apt,80,1,19,2017-03-23,1.91,1,301
+6829200,Close to CBD - Enjoy Chapel Street Lifestyle,2989650,Nick,,Stonnington,-37.840565579741366,144.99375591280247,Entire home/apt,121,2,9,2017-01-22,1.46,2,36
+10368174,Heart of So-Ya - City Views + Gym,6401921,E.J,,Stonnington,-37.84332274856649,144.99792300037493,Entire home/apt,160,1,16,2017-01-21,1.12,4,360
+11482316,Coolest 2 Bedroom Townhouse Prahran,29021343,Michelle,,Stonnington,-37.85151965629836,144.9898433603716,Entire home/apt,180,1,42,2017-03-18,3.41,2,331
+1357009,SUN-FILLED WAREHOUSE APARTMENT,5273417,Anthony,,Stonnington,-37.84906908300894,144.99144434550755,Entire home/apt,333,2,84,2017-03-01,1.94,1,357
+15152404,Private Room Prime location in Toorak,36431833,Lily,,Stonnington,-37.843684789300944,145.0218999773345,Private room,66,1,1,2016-10-16,0.18,1,58
+11419346,MANHATTAN: Live in Luxury on Chapel Street,5383441,"Amy, Gareth & Dan",,Stonnington,-37.84368857141293,144.9955998086655,Entire home/apt,176,2,47,2017-03-05,3.70,32,338
+11089187,One Bedroom Unit with City Views,57580226,Tracey,,Stonnington,-37.84378835692915,144.99643267347332,Entire home/apt,119,2,42,2017-03-26,3.15,1,291
+9713003,"1B lilli foxtel, internet, car park",37181360,Shannan & Sasha,,Stonnington,-37.83828267001815,144.99510995073794,Entire home/apt,149,7,10,2016-10-17,0.64,20,67
+14718711,Boutique South Yarra lifestyle WIFI & PARKING,33809568,Tiffany,,Stonnington,-37.844488511987805,144.99624002500767,Entire home/apt,180,1,33,2017-03-19,4.50,1,339
+8730041,Cute small room for short stays.,34417116,Anil,,Stonnington,-37.85376192746102,144.99726636191514,Private room,35,3,13,2017-02-07,0.75,5,281
+406997,Spacious Rm for you or couple 2/43,2027601,Bill,,Stonnington,-37.88374181561817,145.0609024867177,Private room,41,3,33,2017-03-31,0.55,13,154
+17216999,Sophisticated retreat in the heart of South Yarra,4661583,Simon,,Stonnington,-37.837708246253946,144.98741751525802,Entire home/apt,85,1,12,2017-04-01,12,1,53
+12989932,Great Location in Prahran,23505876,Margaret,,Stonnington,-37.848196520221634,144.98703606100221,Private room,66,1,0,,,1,0
+11878139,Modern Studio in ideal location,5238994,Pawan,,Stonnington,-37.84392414330443,144.9967612690987,Entire home/apt,130,4,8,2016-10-23,0.70,22,363
+11482676,Sensational views 2 Bed South Yarra,9651569,Jenni,,Stonnington,-37.83590201961015,144.9961743708606,Entire home/apt,195,3,12,2017-03-28,0.97,3,345
+10794545,Luxury Windsor Town House,7311097,Michael,,Stonnington,-37.85516341137253,144.99868456043322,Entire home/apt,389,3,2,2017-01-28,0.26,1,11
+10794556,Quiet but at heart of the action,23472012,Volker,,Stonnington,-37.85169444764218,144.9921683895373,Private room,66,1,1,2016-04-21,0.09,1,0
+17138917,Home away from home,115216312,Melinda,,Stonnington,-37.83598823316228,144.99429970005153,Private room,130,3,1,2017-02-20,0.70,1,26
+11515596,Centre of Prahran Modern Apartment with WiFi,14529220,Brodie,,Stonnington,-37.84983299202981,144.992014795754,Entire home/apt,180,3,11,2017-03-27,0.90,1,180
+12042858,Double block house with pool in Gle,64477515,Cameron,,Stonnington,-37.85801174678095,145.05226422824072,Private room,50,1,0,,,1,0
+13550252,Spacious loft apartment in the heart of Chapel St,77997188,Heath,,Stonnington,-37.847347456210365,144.99330334006672,Entire home/apt,201,6,0,,,1,0
+9781948,Amazing Accommodations: SouthYarra5,5238994,Pawan,,Stonnington,-37.84563319950209,144.99396254200914,Entire home/apt,130,4,10,2017-01-28,0.66,22,363
+11258658,Apartment next to public transport,957970,Ruby,,Stonnington,-37.85658045754842,145.05190143875544,Private room,45,2,16,2017-03-13,1.18,1,363
+17973987,Spacious apartment on Chapel street!,39433948,Sara,,Stonnington,-37.83550513666772,144.9958120210441,Private room,100,1,0,,,1,358
+14155800,Sweet dreams,85570015,Mona,,Stonnington,-37.83929516901497,145.03196437115977,Private room,46,1,11,2017-03-18,1.45,1,359
+8602364,Room to rent in spacious apartment,45264999,Niamh,,Stonnington,-37.837358960677314,145.00202918876334,Private room,38,1,1,2015-11-15,0.06,1,0
+4211458,Entire 2bdrm Toorak Apartment,8747189,Lisa,,Stonnington,-37.843335551452135,145.0204878958757,Entire home/apt,121,14,13,2015-03-30,0.46,1,0
+1557274,Modern 1930s Art Deco 1BR Apartment,4255185,Fiz,,Stonnington,-37.832835381608476,144.98828341467527,Entire home/apt,110,1,12,2017-03-31,1.40,1,170
+7943642,"Beautiful apt, excellent location!",4888042,Felipe,,Stonnington,-37.85202104214119,144.99522734619643,Entire home/apt,199,10,20,2016-12-19,1.03,2,56
+3195648,South Yarra with Superb views,9651569,Jenni,,Stonnington,-37.83654355219205,144.9969073940095,Entire home/apt,195,3,69,2017-03-13,2.13,3,330
+9814842,An oasis 10 minutes from the city..,5579026,Josie,,Stonnington,-37.838082357899,145.0152344683507,Private room,110,1,1,2015-12-13,0.06,2,7
+7717700,Australian Open Family Home-Away-from-Home,14301849,Jan,,Stonnington,-37.83966410595936,145.03238177474987,Entire home/apt,395,7,0,,,1,88
+15876935,Perfect place to stay in Melbourne,15316370,Charlène,,Stonnington,-37.84066888594571,144.99817980172543,Private room,55,1,10,2017-01-22,2.21,2,0
+16696162,Stylish one bedrm apartment in heart of Sth Yarra,12227536,Felicity,,Stonnington,-37.83848335169492,144.9931607435596,Entire home/apt,300,1,1,2017-01-21,0.41,1,266
+10892800,Large Colourful Room with Ensuite,9450738,Lauren,,Stonnington,-37.84169893390874,145.00490488536553,Private room,80,1,1,2016-02-19,0.07,1,0
+6466591,"Large front room in Windsor, near Chapel Street",23043779,Rach,,Stonnington,-37.85466205995512,144.99869639823817,Private room,59,2,0,,,1,0
+14205189,City Haven in leafy Toorak,86215286,Di,,Stonnington,-37.837613175597276,145.0108443453508,Private room,199,1,1,2016-09-05,0.14,1,90
+17514769,"2Bd Apt, Lge courtyard near Chapel!",118741239,Mel,,Stonnington,-37.85705431548472,145.00041888172396,Entire home/apt,138,2,1,2017-03-22,1,1,62
+15888605,Right in the heart of South Yarra,6176810,Rosalind,,Stonnington,-37.841098658623096,144.99747822315797,Private room,50,2,2,2016-11-10,0.41,2,87
+15647029,F&D's House,75315181,Fiona,,Stonnington,-37.83350792862177,145.00793967159808,Entire home/apt,480,1,8,2017-03-18,1.66,1,167
+6242642,Yarra River Abode,30060823,Amy,,Stonnington,-37.833967429651345,145.00034210746193,Private room,59,2,13,2016-05-17,0.63,2,181
+7291224,Spacious Unit plus Garage Parking,38184704,Chris,,Stonnington,-37.87331245147596,145.0655038900094,Entire home/apt,201,2,2,2015-10-20,0.11,1,89
+16304960,Amazing Accommodations: City View,5238994,Pawan,,Stonnington,-37.84405359975379,144.99598802972199,Entire home/apt,149,1,1,2016-12-11,0.26,22,181
+3293605,Stylish room in South Yarra APT.,16640061,Matt,,Stonnington,-37.83948540532447,144.99515270506285,Private room,69,3,0,,,1,0
+17908162,Amazing Accommodations: South Yarra8,48014108,Fernanda,,Stonnington,-37.84528234738104,144.99507492186498,Entire home/apt,131,1,0,,,14,363
+15424776,Tranquil haven close to Chapel Street,70293816,Rú,,Stonnington,-37.85617547008745,145.00617760281366,Private room,350,1,0,,,1,0
+16317643,St Kilda East/ Prahran,106785626,Sierra,,Stonnington,-37.85768977967499,145.0063534525815,Private room,35,4,1,2017-01-21,0.41,1,0
+16171502,Elegant luxury apartment VIEWS+ROOFTOP+WIFI,108825,Allissa,,Stonnington,-37.83733033555549,144.99347954562617,Private room,90,2,12,2017-03-27,7.83,2,159
+5620625,The Prahran Chocolate Factory!,29135997,Raphaela,,Stonnington,-37.851725523962,144.99528862484635,Entire home/apt,135,1,46,2017-03-19,1.95,2,345
+9534858,Penthouse Suite Master Bedroom,49388500,Charlie,,Stonnington,-37.85413119091201,145.009719718612,Private room,66,3,0,,,1,0
+3326899,LOFT ROOM ABOVE SHOP!,7590889,Paddy,,Stonnington,-37.859627219119965,145.02821630999404,Private room,48,6,27,2017-03-03,0.81,1,181
+7569733,Art Deco room in a leafy street,39687091,Andrew,,Stonnington,-37.85860960160766,145.00686459405543,Private room,48,1,73,2017-04-01,4.33,1,75
+6079019,A Melbourne oasis!,8268579,Emma,,Stonnington,-37.84260895665395,145.03295691440687,Entire home/apt,300,3,49,2017-03-12,2.21,1,17
+9617978,Beautiful light filled apartment,25340064,Natalie,,Stonnington,-37.85830865881379,145.0051746512535,Entire home/apt,121,1,32,2017-03-25,2.14,1,348
+16303166,Refreshing 1 Bedroom Apartment in South Yarra,106672479,Eliza,,Stonnington,-37.83897328063753,144.99305285692165,Entire home/apt,87,1,3,2017-03-04,0.91,1,0
+6250686,Spacious Apartment Private Bathroom With Car Park,32464646,Jarrod,,Stonnington,-37.85855057570523,145.00955506806883,Private room,69,1,29,2017-02-24,1.46,1,82
+16729231,Top floor airy apartment in perfect location,86987685,Joanne,,Stonnington,-37.84468509260046,145.00002253306803,Private room,69,2,2,2017-03-04,0.88,2,137
+10142870,Modern appartment Melbourne,39540850,Anthony,,Stonnington,-37.852381290602985,144.99269893656663,Entire home/apt,69,5,0,,,1,0
+4048024,SouthYarra Exec (2br2bathWIFI+CarP),3721646,Alex,,Stonnington,-37.83761695402734,144.99341535433092,Entire home/apt,169,2,25,2016-12-18,0.97,16,341
+9356492,Comfy getaway in Mecca of Melbs,29955433,Kirsty,,Stonnington,-37.8448203297334,144.99663210031557,Private room,62,1,0,,,1,0
+1688748,South Yarra Luxury + City Views #1,8924888,Chris & Elle,,Stonnington,-37.84209823046249,144.99822700684467,Entire home/apt,128,3,113,2017-03-28,2.64,10,281
+9979213,Cute Garden Apartment.,18231438,Claire,,Stonnington,-37.85373501800061,144.98845619161182,Entire home/apt,149,1,0,,,1,0
+5424341,Modern South Yarra 1bd - Special,3670333,Tyson,,Stonnington,-37.84472046731966,144.99356128135574,Entire home/apt,160,1,26,2017-02-18,1.05,4,338
+15973644,Sunny bedroom in newly renovated apartment,5520911,Nina,,Stonnington,-37.86162154062409,145.02131112207354,Private room,75,2,1,2017-03-02,0.91,1,245
+6112504,3 story house/1 bed/1 bath/car spot,1887717,Arielle,,Stonnington,-37.85091328517697,144.99675703478295,Private room,350,1,0,,,1,364
+6964479,Modern Apartment just off Chapel St,36517093,Chris,,Stonnington,-37.85168103573847,144.99563175714758,Entire home/apt,149,1,9,2016-12-17,0.43,1,0
+14271763,Stylish Private Room in Prahran,20382458,Christopher,,Stonnington,-37.850037231469926,144.99739832014788,Private room,60,1,6,2017-03-05,0.88,1,340
+13419530,Prahran Boutique Apartment,760849,Bev,,Stonnington,-37.84733668579056,144.99140115977903,Entire home/apt,269,3,1,2016-11-02,0.20,51,343
+8832016,"Erica, brilliant South Yarra APTMT",7509953,Linton,,Stonnington,-37.84361384910268,144.99471804693775,Entire home/apt,169,2,26,2017-03-11,1.54,70,282
+17548583,"Nice student house in Malvern East, close to CBD.",33292249,Sam,,Stonnington,-37.86906836387643,145.05833520917804,Private room,31,1,0,,,1,66
+17777962,Sunny and quiet apartment next Albert Park F1 GP,51849098,Iker,,Stonnington,-37.843187336004256,144.98897843920508,Entire home/apt,100,3,0,,,1,11
+7423888,New York style warehouse apartment,8716575,Lauren,,Stonnington,-37.84129756567589,145.01110213826348,Entire home/apt,180,1,0,,,1,365
+16697280,New Chic South Yarra apartment 2BR carpark WIFI,27123605,June,,Stonnington,-37.83780608871108,144.99497382768268,Entire home/apt,109,1,13,2017-04-02,5.27,1,164
+13782006,Sanctuary in South Yarra,7056452,Helen,,Stonnington,-37.845016797224886,145.00204763682618,Private room,66,1,2,2017-02-06,0.92,1,174
+2443399,South Yarra Perfect Location,6592478,Eran,,Stonnington,-37.83741502546374,144.99372745989575,Entire home/apt,111,1,59,2017-03-18,1.58,1,345
+13420507,Skye Cottage - 'A Comfy Home Away from Home',76491517,Ian,,Stonnington,-37.85074753663722,144.98641784379095,Private room,66,2,37,2017-03-13,4.32,1,135
+4114423,SYDeluxeEntert(2BR+2BATH+WIFI+CARP),3721646,Alex,,Stonnington,-37.83718632177356,144.99343119986156,Entire home/apt,187,2,18,2016-01-29,0.61,16,282
+7488883,Bright Spacious and Comfy Apartment,5898485,Lee,,Stonnington,-37.835349216500845,145.00030248515782,Entire home/apt,152,2,0,,,1,0
+4670828,South Yarra Luxury + City Views #4,8924888,Chris & Elle,,Stonnington,-37.84240558260285,144.9967638410605,Entire home/apt,132,3,72,2017-03-22,2.71,10,339
+15517074,George Windsor Apartment 403,99724320,Dimitri,,Stonnington,-37.85394477026687,144.98452824261676,Entire home/apt,201,2,2,2017-03-06,0.38,1,168
+16696734,King Bed + Generous Private Bathroom,27667619,Leroy,,Stonnington,-37.83731216159085,144.998604994177,Private room,110,2,5,2017-03-20,1.97,1,69
+4071663,Close to everything in South Yarra,1753791,Clodagh,,Stonnington,-37.83704586819171,144.9869900728456,Entire home/apt,135,2,98,2017-03-19,3.72,1,70
+8275475,Apartment in Melbourne,42889141,Robyn,,Stonnington,-37.84452942472429,144.9888071796124,Entire home/apt,250,3,19,2017-03-05,1.07,1,278
+6277138,Designer Sth Yarra 2BD PAD *WIFI + PARKING,1739996,Paul,,Stonnington,-37.835909256266284,144.9968444522291,Entire home/apt,100,2,97,2017-03-12,4.19,42,53
+11290187,Cute apartment close to the city!,7456649,Karlene,,Stonnington,-37.84484796132428,145.00252423905764,Entire home/apt,69,4,2,2017-01-03,0.15,1,0
+15059111,"South Yarra Luxury, Comfy 2BR 2BATH",56593848,Jane,,Stonnington,-37.83879365106079,144.9934236258014,Entire home/apt,178,2,15,2017-03-19,2.38,2,11
+6800981,Privacy in the heart of South Yarra,23054843,Ben,,Stonnington,-37.83518544895901,144.9883100709409,Private room,59,5,53,2017-03-10,2.42,1,327
+11552382,Beautiful private pool house,60988911,Christopher,,Stonnington,-37.870200861502134,145.04519280650354,Entire home/apt,94,1,6,2017-03-20,0.51,1,356
+9094826,Prahran living on Chapel Street...,47418903,Anna,,Stonnington,-37.851342159839454,144.99268590540436,Entire home/apt,118,2,3,2016-07-04,0.21,1,321
+11946960,Stylish Modern 2BD South Yarra InnerCityTownhouse,13294993,Zoe,,Stonnington,-37.84229225646772,144.98992575610097,Entire home/apt,130,1,4,2017-02-25,1.25,1,33
+1722074,SouthYarra Top Floor(2BR+WIFI+CarP),3721646,Alex,,Stonnington,-37.83815897408255,144.99704980866179,Entire home/apt,159,2,40,2017-03-04,0.94,16,292
+5785326,Spacious apartment with city views,10045229,Griff,,Stonnington,-37.83943849791415,145.00675810998467,Entire home/apt,201,3,8,2016-12-28,0.52,1,102
+4343563,Tranquility in Prahran,8699971,Aaron,,Stonnington,-37.85595588103716,145.00689457885755,Private room,69,1,3,2015-09-27,0.15,1,0
+6440772,Large Bedroom + Balcony + City View,33628160,Marissa,,Stonnington,-37.835329050909245,144.99576279871937,Private room,105,2,1,2015-07-25,0.05,1,365
+11421521,"Life of the ""Rich & Famous"" -Toorak",58223971,Sandy,,Stonnington,-37.84003106766027,145.0038058791355,Private room,75,1,4,2016-06-18,0.30,1,168
+8538303,Charming Prahran apartment,18793811,Andrea & Jase,,Stonnington,-37.85764600580454,145.0031674716947,Entire home/apt,94,2,3,2016-12-05,0.19,1,0
+14829394,Amazing City View apartment,48014108,Fernanda,,Stonnington,-37.8449914444627,144.99480266808422,Entire home/apt,144,4,0,,,14,365
+16299909,Stylish House in Residential Prahran - Open Courtyard,106567915,Heather,,Stonnington,-37.85667843990199,145.00404670838034,Entire home/apt,185,1,9,2017-03-18,2.57,1,142
+9565840,Modern House in Awesome locale.,2086551,Rod,,Stonnington,-37.850069789946176,145.01070019501398,Private room,83,2,21,2017-03-13,1.44,1,74
+8603499,Cozy private room and parking space,9455350,Alejandro & Jair,,Stonnington,-37.83859525135676,144.98670347517853,Private room,58,2,34,2017-03-09,1.99,1,342
+17614715,2 Bedroom Home in the Heart of Windsor,60699623,Rosemary,,Stonnington,-37.854599006387375,144.98868095743146,Entire home/apt,201,2,3,2017-03-25,3,1,78
+17254846,Entire home 2-bedroom with GYM & POOL,7044585,Malcom,,Stonnington,-37.83748044462955,144.99330637231057,Entire home/apt,160,2,5,2017-03-18,3.33,1,131
+12503517,Great location 1 bedroom apartment,35675114,Michaela,,Stonnington,-37.843958664224196,144.99946083932733,Entire home/apt,100,1,0,,,1,6
+5994325,Cozy 2 Bedroom Apartment,27141709,Stephen,,Stonnington,-37.85715958621654,145.02101792920462,Entire home/apt,97,3,34,2017-03-26,1.49,1,291
+12372223,Bright & spacious Melbourne home,66557850,Jane,,Stonnington,-37.85933258304321,145.00617312244435,Entire home/apt,170,4,0,,,1,0
+3524961,Big Bright and Beautiful 1BR Apt,16415072,Tom,,Stonnington,-37.8539205693512,145.0064348194793,Entire home/apt,180,1,17,2017-03-26,0.93,1,181
+17321041,"Cosy Apartment in Toorak, Close to Chapel Street",56941370,Andrew,,Stonnington,-37.845647517743096,145.0058569300576,Entire home/apt,118,1,5,2017-03-26,3.95,1,39
+1064503,Room with priva L shaped courtayrd,2027601,Bill,,Stonnington,-37.88394435856083,145.06254111858956,Private room,41,3,16,2017-03-24,0.35,13,341
+15453314,Private Room at Toorak Townhouse,15248082,James,,Stonnington,-37.84363655647082,145.00480324328478,Private room,89,1,10,2017-03-24,1.80,2,124
+14994700,Million dollar location,23836610,Nakul,,Stonnington,-37.84883244462277,144.99330666936356,Entire home/apt,149,1,1,2016-10-01,0.16,1,214
+4771043,Studio Balcony WiFi Gym Parking,24611108,Leanne,,Stonnington,-37.841723559808024,145.00925270734984,Entire home/apt,101,5,102,2017-03-30,3.63,1,153
+11554062,LUXICO - Caroline Street,11914644,Luxico Holiday Homes,,Stonnington,-37.833486770833495,144.98815057454706,Entire home/apt,552,5,2,2017-01-20,0.47,58,316
+12274968,A few minutes walk to Chapel Street,23735439,Ashley,,Stonnington,-37.84752439828438,144.9910364684518,Entire home/apt,220,3,0,,,1,0
+3690751,Chapel St Designers' Bunker+Carpark,775684,Linda,,Stonnington,-37.840262270758735,144.99388577304478,Entire home/apt,121,6,114,2017-03-22,3.96,1,149
+8704300,Ground floor apartment in Toorak,42164197,Ian,,Stonnington,-37.84584109687606,145.0113923517765,Entire home/apt,136,3,1,2016-01-25,0.07,1,0
+12695486,Edwardian Charm with a Modern touch,27761091,James,,Stonnington,-37.85355839229852,145.0039192606119,Private room,75,1,0,,,1,0
+17780413,"BRIGHT & MODERN, CLOSE TO SHOPS, CAFES & TRANSPORT",20834423,Sophia,,Stonnington,-37.839017608676215,144.99401836188434,Entire home/apt,94,2,0,,,1,28
+17780419,Private Double Room,25992025,Natasha,,Stonnington,-37.842962402024554,145.00421966137728,Private room,80,1,0,,,1,80
+8244928,Cosy 1 bdrm in heart of Sth Yarra,7818857,Sammy,,Stonnington,-37.84392524295737,144.98796911318416,Entire home/apt,106,2,3,2015-12-01,0.17,2,0
+8310453,Modern Studio Cabana in Toorak,30021683,Andi,,Stonnington,-37.84670754257932,145.0047854467558,Entire home/apt,170,2,40,2017-03-25,2.16,1,257
+16873530,Comfortable inner city apartment - prime location!,24389483,Jarrad,,Stonnington,-37.83562824705979,144.99153945199868,Private room,50,1,0,,,1,63
+17387209,Beautiful Place for Single & Couple,117537156,Vipin,,Stonnington,-37.884417633700295,145.07876150752708,Shared room,121,1,0,,,1,89
+642782,Entire apartment - heart of Prahran,917998,Wendy,,Stonnington,-37.852219527276766,144.99330859499636,Entire home/apt,94,2,43,2017-03-18,0.82,2,338
+9997610,"Restaurants, Trams, at your door..",51359985,Susan,,Stonnington,-37.8652936352264,145.02939418372014,Entire home/apt,94,2,1,2016-03-25,0.08,1,0
+17517871,Open Plan Living in the Heart of South Yarra,118027487,Lani,,Stonnington,-37.84456503551052,144.99025449746065,Entire home/apt,347,1,0,,,1,299
+4869901,Private room in Toorak! ,3580388,Louise (And Andrew),,Stonnington,-37.84758342287479,145.004995158406,Private room,52,2,62,2017-03-25,2.32,1,48
+9818478,"clean, convenient private bedroom",50575671,Tong,,Stonnington,-37.84014907802738,145.0062094636114,Private room,60,1,0,,,1,0
+11483097,SUPERB 180degree VIEWS *POOL GYM PARKING WIFI,1739996,Paul,,Stonnington,-37.8368462094022,144.993006406562,Entire home/apt,100,2,70,2017-03-30,5.37,42,122
+11423537,Tranquil South Yarra apmt w Parking and Wifi,6746014,David,,Stonnington,-37.84136737047984,145.00296218942518,Entire home/apt,121,1,17,2017-03-25,1.30,1,303
+17157983,Location! Beautiful one bedroom.,43456336,Eloïse,,Stonnington,-37.85916669910011,145.0162891259239,Entire home/apt,89,2,1,2017-03-26,1,1,338
+7393083,Large Melbourne House - 2 x Free Parking,2674887,Melanie,,Stonnington,-37.84518647027255,144.9855914281565,Entire home/apt,225,2,78,2017-03-24,3.80,4,222
+15585134,A gem in South Yarra close to all amenities,86610429,Anna,,Stonnington,-37.84360969644048,144.98880972001737,Entire home/apt,225,2,10,2017-03-26,2.61,1,74
+18009968,Bright and cosy apartment in Armadale,9069007,Gustavo Federico,,Stonnington,-37.85595227833634,145.01799663078165,Private room,48,5,0,,,1,32
+16207749,"Stylish, modern apartment, great location",54679831,Marnie,,Stonnington,-37.85202522981362,145.0421191574078,Entire home/apt,90,1,11,2017-03-25,3.06,1,54
+17878953,Perfectly Presented - South Yarra Style!,27936595,Laiken,,Stonnington,-37.83463163367231,144.99153507714942,Entire home/apt,89,1,0,,,1,33
+13946851,Beautiful Courtyard Queen APT -Free WIFI & NETFLIX,21311740,Hayley,,Stonnington,-37.856745762493404,145.00309078840368,Private room,66,3,3,2017-03-18,0.37,1,101
+8376313,Who could ask for Moore?!,10222443,Zoe,,Stonnington,-37.846350568124,144.99007898919422,Entire home/apt,130,3,2,2017-02-27,0.14,1,134
+10342423,Air Bed in South Yarra,21705561,Joe & Georgie,,Stonnington,-37.832756862226915,144.98828768658987,Shared room,69,1,0,,,1,365
+16551320,Cosy 2 bed haven in prahran,5536247,Julia,,Stonnington,-37.85685761454744,145.00876146462227,Entire home/apt,127,5,1,2017-02-15,0.63,1,261
+13520977,1 BR Apartment right in the heart of South Yarra,77670627,Elisa,,Stonnington,-37.838219974503325,144.9939163753767,Entire home/apt,105,1,28,2017-03-30,3.41,1,122
+13815921,Cosy Nest,81362600,Mohammadmehdi,,Stonnington,-37.83869773466581,144.9941619923238,Private room,110,30,0,,,1,84
+12210297,Just off Chapel Prahran- 2 Bdr Unit,53661902,Creina,,Stonnington,-37.85012496197502,144.9962455527049,Entire home/apt,180,2,7,2017-01-02,0.70,1,349
+17780895,Stunning 2 beds apartment + parking,112751980,Ben,,Stonnington,-37.843415376487364,144.9977996551165,Entire home/apt,215,1,1,2017-04-01,1,3,181
+13979808,Modern apartment in Malvern,31564584,Kevin,,Stonnington,-37.85193712691158,145.0413939743341,Entire home/apt,89,10,3,2017-01-21,0.51,1,129
+15650983,Light and Spacious Apt: Stroll to Chapel Street,38126901,Sarah,,Stonnington,-37.83720772469605,145.00236767489994,Entire home/apt,111,1,2,2017-03-25,2,1,42
+15847628,Light filled & modern apt.w/ incredible city views,15441432,Elizabeth,,Stonnington,-37.8517257665229,144.99394535979016,Entire home/apt,149,3,0,,,1,0
+10474416,Modern Apt in heart of South Yarra,24361892,Alexandra,,Stonnington,-37.836507776930596,144.99754779891913,Private room,100,2,1,2016-03-03,0.08,1,0
+609602,Spacious rm for you or couple 3/43,2027601,Bill,,Stonnington,-37.88332809289042,145.06240817669786,Private room,41,7,22,2016-09-29,0.43,13,141
+16502097,Deco House Glen Iris Large Room,71040559,Lily,,Stonnington,-37.85457749324069,145.04890907446426,Private room,76,2,1,2017-01-21,0.41,2,324
+12209492,South Yarra Central,65663745,Franco,,Stonnington,-37.84438107893324,144.9922680676382,Private room,85,2,3,2016-11-12,0.36,1,352
+10128616,Exciting New South Yarra Studio!,51862922,Saint,,Stonnington,-37.84591665569637,144.99314043162798,Entire home/apt,90,2,40,2017-02-26,2.63,10,354
+15978725,"Modern, new and secure apartment.",3336951,Kate,,Stonnington,-37.84796345216514,144.99909654366024,Entire home/apt,119,1,4,2017-02-07,1.40,1,84
+17046528,Centrally located Prahran room with Pvt Bathroom,36253968,Mark And,,Stonnington,-37.84798491937881,144.99313654762756,Private room,84,1,2,2017-03-26,2,1,174
+8888898,Modern South Yarra Apartment,22077565,Hina,,Stonnington,-37.836833666770765,144.9934779882911,Entire home/apt,180,1,0,,,1,0
+4967842,Neat & Simple Retro Apartment,2254850,Karishma,,Stonnington,-37.860024187158466,145.01599892717164,Entire home/apt,121,3,29,2017-03-02,1.08,1,362
+15650258,South Yarra 2BDR Apt Lifestyle,69147040,Jay,,Stonnington,-37.837392522091655,144.99471997952926,Entire home/apt,201,2,12,2017-03-26,3.08,1,141
+5918148,"Modern, Convenient *Free Wifi*",716304,Justin,,Stonnington,-37.856206711502864,145.00334442895678,Entire home/apt,75,1,73,2017-03-24,3.03,2,340
+8507969,8 mixed dorm En-suite A,17739280,OZiHOUSE,,Stonnington,-37.83826663227348,144.98693371693082,Shared room,26,1,7,2017-03-27,0.53,7,174
+13776993,Apartments next to Chapel Street with Spa & Gym,76731107,Aakash,,Stonnington,-37.83833213606109,144.99423222798833,Private room,60,1,0,,,1,0
+10474060,Private room in gorgeous property,52131484,Naman,,Stonnington,-37.85755489721961,145.04412665166467,Private room,45,1,8,2017-03-10,0.55,1,352
+14143944,"""Alexandra"" - Pearl Apartments",9028154,Joe,,Stonnington,-37.83715528465397,144.99392911881145,Entire home/apt,130,2,9,2017-03-25,1.41,13,352
+14111198,Stunning 3 Bedroom South Yarra House,6150339,Therese,,Stonnington,-37.84212745692845,144.98678978496568,Entire home/apt,350,3,1,2017-01-03,0.33,1,0
+7813200,Fully furnished big& beautiful room,20686832,Lachie,,Stonnington,-37.842136789693626,144.98635756497328,Private room,69,1,0,,,1,0
+3363334,Luxury South Yarra apartment,16968064,Matilda,,Stonnington,-37.84654641027661,144.99273631882104,Entire home/apt,128,1,16,2017-03-25,0.50,1,85
+17781273,Stunning 1 bed apartment,112751980,Ben,,Stonnington,-37.84341698511203,144.99768629816768,Entire home/apt,149,1,0,,,3,181
+8999541,Art Deco Luxury Apartment,20928605,Amandine,,Stonnington,-37.833016392466,144.98920053314768,Entire home/apt,250,2,0,,,1,0
+6348899,Spacious room with own bathroom,33073633,P J,,Stonnington,-37.84643145046634,145.01711955025027,Private room,105,1,0,,,1,365
+16798406,"NEAR CHAPEL ST SHOPS & CAFE, SOUTH YARRA 1 BDR APT",50626167,Short Stay Plus,,Stonnington,-37.84306901726547,144.99764358681117,Entire home/apt,145,2,8,2017-03-25,3.20,22,151
+9392902,1 B/R Boutique Apt South Yarra,48719654,Tyson,,Stonnington,-37.84055311145365,145.00152771606176,Entire home/apt,105,3,2,2016-12-14,0.50,1,0
+16445516,Beautiful apartment in the heart of Armadale,31572303,Anna,,Stonnington,-37.85736889901339,145.01913270675573,Entire home/apt,275,3,1,2017-01-01,0.32,1,0
+4247049,"Spacious, light filled room",21542003,Lin,,Stonnington,-37.85884985304115,145.00573463455765,Private room,69,2,28,2017-03-17,0.94,1,318
+6187103,Spacious Private Room 1/43,2027601,Bill,,Stonnington,-37.88387531597213,145.06228382251064,Private room,37,3,5,2017-01-21,0.23,13,312
+8613978,A stones throw from Chapel St!,4636269,Naomi,,Stonnington,-37.85775030064879,144.99830804418912,Entire home/apt,94,5,0,,,1,0
+10948968,Sunny bedroom with private bathroom,32292230,Andrew,,Stonnington,-37.8366757890037,144.9887764034273,Private room,69,2,20,2017-03-28,1.45,1,66
+9888078,mike wharton,17407508,Mike,,Stonnington,-37.84798569202225,145.00800948903608,Entire home/apt,419,1,0,,,1,0
+1763507,Beautiful South Yarra Home,9269547,Jaime,,Stonnington,-37.84100775268554,144.98777580648564,Entire home/apt,160,7,1,2016-03-06,0.08,1,0
+15888508,Right in heart of Chapel Street!,6176810,Rosalind,,Stonnington,-37.84260877497128,144.99594349312014,Entire home/apt,160,7,0,,,2,0
+16148661,Quiet City Views in Windsor,5558326,Emma,,Stonnington,-37.855627356494416,144.9965468840218,Entire home/apt,201,2,2,2017-03-26,2,1,81
+17590938,Windsor / Prahran architectural NEW Apartment,41766292,Dina,,Stonnington,-37.85728899187505,144.99648379418707,Entire home/apt,249,2,0,,,1,365
+17685235,Bright ensuite bedroom just off Chapel St,51182823,Toni,,Stonnington,-37.8551265768744,144.99093931959342,Private room,66,1,0,,,1,70
+14957015,Spacious Prahran Village Living,27297700,Maya,,Stonnington,-37.84884452245465,145.00769780736277,Private room,100,2,1,2016-12-10,0.26,1,89
+16085149,Modern 2br with parking,38215406,Cathie,,Stonnington,-37.87745604810853,145.05959932800843,Entire home/apt,201,2,2,2017-01-26,0.64,1,60
+16572824,Great Deal! Top floor 1 bd apt,59994937,Carolyn,,Stonnington,-37.83935877362358,145.00482226702653,Entire home/apt,110,1,2,2017-01-14,0.67,1,0
+13033891,Stunning South Yarra Apartment,70471649,Nick,,Stonnington,-37.84198628226678,145.00252799764547,Entire home/apt,75,7,1,2016-07-07,0.11,1,0
+11950872,LUXURY SOUTH YARRA + CITY VIEWS,8924888,Chris & Elle,,Stonnington,-37.843337121729434,144.9981288606687,Entire home/apt,132,3,51,2017-03-18,4.24,10,297
+4616905,"Two Bedroom ,One Bathroom Apartment",23913279,Eddie,,Stonnington,-37.836869826140806,144.99352276769136,Entire home/apt,275,5,1,2016-01-24,0.07,9,365
+9892042,"Comfortable, Convenient Apartment",50873953,Michael,,Stonnington,-37.85885927665769,145.02019340479433,Private room,45,1,12,2017-02-15,1.83,1,349
+9824540,New Apartment Close to Everything,48123724,Ryan,,Stonnington,-37.83886457379472,144.99341802017136,Private room,80,4,0,,,1,0
+17129962,Peaceful 1 Bedroom apartment in central Toorak,91042513,Claudia,,Stonnington,-37.84152724394561,145.00990421650724,Entire home/apt,110,4,4,2017-03-12,2.73,1,166
+6628233,"HIGH 413, 2BDR APT, TRENDY PRAHRAN",1710397,Amanda,,Stonnington,-37.850903628082214,144.98978428996332,Entire home/apt,249,3,3,2016-07-03,0.17,62,153
+13756778,Renovated family home with pool,21548105,Rebecca,,Stonnington,-37.87983189884064,145.06525898625026,Entire home/apt,551,2,1,2016-12-22,0.29,2,364
+17814903,Beautiful apartment with Rockley Gardens views,48862361,Jorge,,Stonnington,-37.83808436242285,144.9987548851987,Entire home/apt,94,3,1,2017-04-01,1,2,27
+11680831,Bright & airy private Queen room!,55009518,Karen,,Stonnington,-37.84330882091993,145.00407732041654,Private room,85,2,0,,,1,0
+1500598,South Yarra Luxury Apartment,291232,J,,Stonnington,-37.83696319596778,144.9936815716834,Entire home/apt,155,1,70,2017-03-27,2.44,1,351
+13265266,The ICON St Kilda: New Laxury 1 BD Top Location,47615308,Dana,,Stonnington,-37.85573968424386,144.9842082089768,Entire home/apt,142,3,4,2016-12-29,0.75,4,361
+13034069,"Perfect location, ticks every box!",3857414,Jacqui,,Stonnington,-37.85243023752239,144.98845136615128,Entire home/apt,118,5,0,,,1,0
+2413948,"Bright, Glamorous Art Deco ",12339027,Samantha,,Stonnington,-37.83197878531459,144.98890752491832,Entire home/apt,159,2,55,2017-01-04,1.52,1,89
+13756814,"South Yarra Apartment, Chapel St, Full city views!",80640249,Chapel South Yarra,,Stonnington,-37.839644900046046,144.99453655554575,Entire home/apt,220,7,0,,,1,0
+15692500,Affordable room in comfortable unit.,66990458,Alana,,Stonnington,-37.864375266574186,145.02388218709407,Private room,48,1,2,2017-03-17,1.50,1,228
+2381208,Prahran Pad close to everything,882833,Daniel,,Stonnington,-37.84763331383445,144.98972137594797,Entire home/apt,185,5,4,2015-06-17,0.11,2,0
+6558107,"Large, Central, Great Value, Free Net",23121575,Gary,,Stonnington,-37.836199232303954,144.99017088240242,Entire home/apt,90,28,10,2017-03-18,0.52,3,350
+2448402,"Special Prices, check the calendar",12489784,K,,Stonnington,-37.88926540582979,145.0879225190837,Private room,31,1,7,2016-02-21,0.19,1,308
+15553968,2 bed apartment with amazing view!,10719403,Avina,,Stonnington,-37.84414027137165,144.9961198735036,Entire home/apt,220,2,5,2017-01-21,0.91,1,363
+12932549,Leafy oasis Melbourne CBD doorstep,71005708,Andrew,,Stonnington,-37.84191550418658,144.98980183425758,Entire home/apt,90,1,0,,,1,0
+5009663,"""Yarra"" - Pearl Apartments",9028154,Joe,,Stonnington,-37.84005742676049,144.99447264013702,Entire home/apt,121,2,32,2017-02-11,1.24,13,317
+11168204,Rockmans South Yarra 2 bed Apartment No. 5,33539920,Robert,,Stonnington,-37.84376852288732,144.98629347022018,Entire home/apt,190,4,1,2016-02-27,0.07,4,365
+11556303,City chic historic Prahran apt,7808750,Larissa,,Stonnington,-37.847794992328325,144.99392052368705,Entire home/apt,135,1,2,2016-04-05,0.15,1,0
+251354,Inner city Warehouse Garden of Eden,1318256,Elana,,Stonnington,-37.857952560494894,145.0243914695668,Entire home/apt,180,1,7,2017-01-23,0.11,1,90
+6875616,Quiet lane-way home,4387272,Nadine,,Stonnington,-37.854316321726444,145.0093664023428,Entire home/apt,170,3,4,2016-12-28,,1,0
+1237261,Sunny Art Deco Apartment Wifi,6610760,Bronwyn,,Stonnington,-37.83104579717129,144.98851959831725,Entire home/apt,110,1,53,2017-02-18,1.16,1,302
+2579583,Perfectly Located - 3br Melb Luxury,4703526,Hayley,,Stonnington,-37.84260438988808,144.98692733794832,Entire home/apt,360,3,19,2017-03-24,0.75,2,332
+17913379,Modern apartment off chapel street,104745433,Jente,,Stonnington,-37.845304597665454,144.99556726039202,Entire home/apt,121,2,0,,,2,30
+2155209,"Art Deco charm, South Yarra",10998117,Tanyth,,Stonnington,-37.83942206177618,144.99102111454943,Private room,66,3,86,2017-03-19,2.21,1,155
+9468167,Private Large Room near Chapel st,34417116,Anil,,Stonnington,-37.853986689765755,144.99765325515452,Private room,35,3,13,2017-01-08,0.89,5,297
+17915055,Amazing Accommodations: South Yarra 8,5238994,Pawan,,Stonnington,-37.84530413992603,144.9951394627271,Entire home/apt,130,1,0,,,22,355
+8763931,Sweet Caroline: Stylish Local Living At Finest End,28197687,Pat,,Stonnington,-37.83472313403029,144.98979593057945,Entire home/apt,239,2,33,2017-01-28,1.85,2,310
+17879477,Ideally located 1 bedroom apartment in South Yarra,122422905,David,,Stonnington,-37.845169219753714,144.9865641383026,Entire home/apt,88,1,1,2017-03-31,1,1,138
+4122069,LUXICO - Villaggio (Toorak),11914644,Luxico Holiday Homes,,Stonnington,-37.83394693775699,145.0105004526877,Entire home/apt,343,10,1,2015-01-03,0.04,58,0
+10212959,Awesome room available South Yarra,52478167,Tom,,Stonnington,-37.84060420879825,144.9997716114165,Private room,45,7,0,,,1,0
+17028742,Prahran or South Yarra,110724233,Yu-Hong,,Stonnington,-37.84861358930522,144.9921821758189,Entire home/apt,110,1,8,2017-04-01,5.58,2,303
+16602775,Amazing South Yarra Location,56669797,Edward,,Stonnington,-37.84095622397547,144.9941749645285,Private room,66,1,3,2017-03-21,2.00,1,180
+16313002,Sensational Sth Yarra awaits you!,19926893,Arijit,,Stonnington,-37.841554263195405,144.9915897034668,Private room,75,2,2,2017-01-21,0.66,2,309
+10021541,Luxury apartment in South Yarra. Walk to MCG,1460928,Lola,,Stonnington,-37.843078664336865,144.99781267528076,Entire home/apt,138,1,81,2017-03-20,5.59,2,252
+12210637,A short walk from Chapel St,38218475,Emma,,Stonnington,-37.858135317651524,145.0001127085126,Private room,35,3,1,2016-05-31,0.10,1,0
+14407394,1 Bedroom Apartment In The Beautiful South Yarra!,88600912,Paul,,Stonnington,-37.84281583546153,144.99713105864356,Entire home/apt,125,14,11,2017-01-07,1.46,1,18
+17848048,"Entire apartment, close to Chapel St. 2brm/2bthrm",3538754,Bella,,Stonnington,-37.845147899835574,144.99755409307357,Entire home/apt,140,1,0,,,2,350
+17034735,Cozy room in South Yarra,4089242,Ivana,,Stonnington,-37.83741275835975,144.99860712974862,Private room,59,1,3,2017-03-26,2.31,1,0
+17028897,Cosy Private Room in Toorak,25773452,Annette,,Stonnington,-37.84153414244099,145.01778179980474,Private room,55,3,1,2017-02-09,0.56,1,0
+4087131,Sunny and Leafy South Yarra base,19561557,Joseph,,Stonnington,-37.835872834395545,144.98840413280047,Entire home/apt,90,3,66,2017-03-30,2.19,1,67
+244872,Cool spot near chapel st!,605990,Jenny,,Stonnington,-37.850765134057234,145.0101314993308,Private room,73,1,0,,,1,365
+17915319,Amazing City view Apartment,48014108,Fernanda,,Stonnington,-37.84553291731844,144.99628269987923,Entire home/apt,149,1,0,,,14,365
+8446850,HOTTEST SPOT in South Yarra,5821435,Veronica,,Stonnington,-37.836717990224926,144.99319235120927,Entire home/apt,160,5,33,2016-12-17,1.79,6,358
+5070281,"Stunning views, as new 2 b/r aptmnt",26181796,Mirte,,Stonnington,-37.83728319984994,144.99563384904874,Entire home/apt,195,4,5,2016-04-04,0.23,2,299
+1629647,1 x LOVELY BIG BEDROOM,8661487,Susie,,Stonnington,-37.84189021141173,145.0337497138828,Private room,90,2,1,2016-03-15,0.08,1,363
+2447164,Resort style living on Chapel St,12513989,Eve,,Stonnington,-37.83765820602679,144.99735811361455,Entire home/apt,98,2,1,2016-05-15,0.09,1,0
+16182102,The Avenue,105664216,Nic,,Stonnington,-37.8345904066023,144.99548358385755,Entire home/apt,180,2,0,,,1,0
+16857936,Lilli – 1 Bdrm Apt *PARKING*View*Netflix*Wifi*,20240994,LittleStay,,Stonnington,-37.83760989135497,144.99484574750417,Entire home/apt,128,2,11,2017-03-24,5.59,14,58
+8741880,Luxurious Toorak Apartment,45859679,Jan,,Stonnington,-37.84095576220257,145.01271488130897,Entire home/apt,499,5,0,,,1,355
+2847150,Private Room,2027601,Bill,,Stonnington,-37.88349052366837,145.06067946213625,Private room,35,3,28,2017-04-01,0.79,13,307
+17848217,Fab apartment in heart of Malvern,5809221,Alisha,,Stonnington,-37.86984359734894,145.05929064580872,Entire home/apt,118,1,0,,,1,148
+16325144,Spacious loft apartment in trendy location,8274719,Cara,,Stonnington,-37.847589467042205,144.9944891731335,Entire home/apt,201,2,8,2017-03-18,3.12,1,170
+5789605,Chapel Street Hotspot with City View,6401921,E.J,,Stonnington,-37.8349684991465,144.99817168414512,Entire home/apt,170,1,34,2017-02-18,1.39,4,365
+17882714,"Amazing bedroom in South Yarra, Perfect location",122461776,Fiorella,,Stonnington,-37.839037998925,144.99389611576618,Private room,75,3,1,2017-03-27,1,1,9
+13064123,LUXICO - Toorak House,11914644,Luxico Holiday Homes,,Stonnington,-37.847542221256795,145.02599621886455,Entire home/apt,2317,5,0,,,58,0
+4645903,"Luxury, Spacious Prahran Townhouse",12037956,Leigh,,Stonnington,-37.8522669264189,145.0085025942235,Entire home/apt,195,3,86,2017-03-26,3.17,1,308
+5694541,"Spacious and comfortable, Toorak",19353987,Fabiana,,Stonnington,-37.85049910887919,145.02558494916605,Private room,37,2,1,2015-06-27,0.05,1,0
+14904287,Spacious room next to Chapel St.,92916656,Juan,,Stonnington,-37.855131649478416,144.99850399504564,Private room,89,1,0,,,1,364
+1064110,Huge S/Yarra Iconic(2BR+CARP+WIFI)Dbl Storey130sqm,3721646,Alex,,Stonnington,-37.84595759805217,144.99451633411456,Entire home/apt,189,3,40,2016-12-29,0.85,16,314
+4779050,Single room off Chapel Street,24645370,,,Stonnington,-37.853499954759606,144.99186859765675,Private room,58,2,10,2017-03-29,0.36,1,152
+12934934,Designer 1 Bedroom with outdoor area in Prahran!,303326,Lisa,,Stonnington,-37.84805679427696,144.99940611290174,Entire home/apt,220,1,1,2017-01-18,0.39,1,0
+11516801,Windsor Warehouse,55065836,Thomas,,Stonnington,-37.854228604366845,144.99444231495676,Private room,76,2,13,2017-04-02,2.27,1,337
+4646169,Windsor Oasis,3428579,Alex,,Stonnington,-37.856424763853774,144.99634710825643,Entire home/apt,295,4,2,2016-01-27,0.13,1,5
+11265402,Warehouse aptm + amazing location!,15074983,Kav,,Stonnington,-37.84977774085415,144.9948813438501,Entire home/apt,140,1,16,2017-01-29,1.31,2,170
+3980726,"Luxury 3Bedroom,2Bathroom Apartment",23913279,Eddie,,Stonnington,-37.83645453270039,144.99301343896258,Entire home/apt,495,5,1,2015-12-15,0.06,9,365
+13624785,New Guest Room with Ensuite & WIR (12km from CBD),39081690,Sarah,,Stonnington,-37.86704593577921,145.04544273632172,Private room,80,1,0,,,1,0
+1728419,Private room in modern Malvern,4478875,Nick,,Stonnington,-37.85367897366865,145.0413694418704,Private room,85,1,0,,,1,365
+1467936,Chic spacious apartment in superb location,7035315,Jonathan,,Stonnington,-37.84996749206781,145.00771217037567,Entire home/apt,180,1,91,2017-01-06,3.35,3,322
+1631831,Victorian Gem in Toorak,8670212,Sammie,,Stonnington,-37.846068599634876,145.00459585052317,Entire home/apt,187,2,8,2017-02-04,0.63,1,358
+2023433,Retro Double Storey Apartment,2053500,Victoria,,Stonnington,-37.83288245705275,144.98882642465466,Entire home/apt,110,3,2,2016-01-13,0.05,1,0
+17819303,Room available-south yarra,121820606,Julieta,,Stonnington,-37.843658251743115,144.99607701971226,Private room,128,2,1,2017-03-26,1,1,365
+17947025,Toorak Executive Living,11194295,Mark,,Stonnington,-37.845000256816796,145.00664736852949,Entire home/apt,499,3,0,,,1,160
+6645450,Complete yet affordable room,33942096,Michael,,Stonnington,-37.86230014810734,145.02052184627294,Private room,46,4,4,2016-06-01,0.25,1,362
+16443014,Prahran Oasis.,29848421,Andrew,,Stonnington,-37.850233945521126,144.986582165408,Private room,79,1,4,2017-03-25,1.54,1,91
+1009526,Central South Yarra Comfy Apartment,5553732,Peter And Pam,,Stonnington,-37.839596201004134,145.00006742592666,Private room,85,2,40,2017-03-21,0.96,1,314
+11571520,Double room in Prahran with ensuite,33081200,Justine,,Stonnington,-37.85222090752816,144.99813557597395,Private room,85,2,0,,,1,364
+12843757,Modern Studio Apartment,5238994,Pawan,,Stonnington,-37.843590250812156,144.9966834340911,Entire home/apt,130,2,2,2017-02-25,0.47,22,365
+6749963,Executive Five-Star Queen Ensuite,17474993,Darren,,Stonnington,-37.83267024680744,145.01355907829466,Private room,69,2,50,2017-03-26,2.31,3,309
+16382832,Penthouse room in South Yarra - best city views!,39160486,Allison,,Stonnington,-37.844309221120085,144.99382278278392,Private room,121,1,1,2017-03-27,1,2,42
+16519756,Large room in South Yarra,31695908,Dean,,Stonnington,-37.84027865405122,145.00134667034652,Private room,80,1,2,2017-03-27,0.63,1,65
+5188507,Start your Melbourne adventure here,26719056,Intish,,Stonnington,-37.86006907910177,145.01567376149222,Private room,50,2,47,2017-03-24,1.79,1,345
+15989721,South Yarra Central Airbnb,33184215,Carl,,Stonnington,-37.83936253598828,144.99813349223027,Entire home/apt,145,1,4,2017-03-26,0.86,1,167
+7502857,Modern 2 Bedroom in Prahran,39305809,Melanie,,Stonnington,-37.85264217399119,144.99753221982078,Entire home/apt,149,2,56,2017-03-03,2.81,1,281
+16776092,Cozy Double Room in heart Mel,94628557,Menting,,Stonnington,-37.838119914226205,144.99441347025257,Private room,79,1,1,2017-02-11,0.57,1,355
+1522751,Leafy Armadale Period Home :)Victorian House,1608157,Fay,,Stonnington,-37.85979719804069,145.02107793588527,Private room,62,1,14,2017-02-09,0.34,3,364
+16219207,"Inner city Aptt, Excellent Location",48658246,Aditi,,Stonnington,-37.85733368357819,145.018239819685,Entire home/apt,121,1,1,2016-12-31,0.32,1,105
+2448471,Room With A View - South Yarra At Your Doorstep.,12522238,Rommer,,Stonnington,-37.83579729314871,144.9963343636273,Entire home/apt,80,1,4,2016-07-24,0.45,1,0
+9698379,Staunton House - Stylish Super Spacious Warehouse,35847879,Madelyn + Sash,,Stonnington,-37.85303530777369,145.04360062073548,Entire home/apt,143,2,27,2017-03-25,1.80,1,273
+7830630,MODERN & NEW 1 BEDROOM +WIFI,29780070,Alessina,,Stonnington,-37.84717211688043,145.0016995038961,Entire home/apt,110,3,41,2017-03-31,2.23,3,59
+17050749,Malvern Hill Modern,56443629,Daniel,,Stonnington,-37.852098791711114,145.03701896796025,Entire home/apt,145,2,3,2017-03-25,1.96,1,133
+9698441,Modern 1 Bed in South Yarra,11025170,Emma,,Stonnington,-37.839082134315326,144.99929699043886,Entire home/apt,80,1,1,2016-01-02,0.07,1,0
+5897355,"Private room, renovated private bathroom",30576709,Elena,,Stonnington,-37.87403503129745,145.08861451108032,Private room,55,1,7,2017-03-27,4.04,1,81
+15416451,Toorak Townhouse,15248082,James,,Stonnington,-37.84338459732294,145.00701145645232,Entire home/apt,225,1,9,2017-03-25,1.64,2,93
+9305273,LUXICO - Athol Rd (Prahran),11914644,Luxico Holiday Homes,,Stonnington,-37.847889519232645,144.9870121037652,Entire home/apt,579,5,0,,,58,93
+15662289,"Cosy room, 2 loving cats, perfect for traveler",44587508,Harriet,,Stonnington,-37.85180037688567,145.04962924127977,Private room,30,2,1,2016-12-06,0.25,1,32
+9633035,Large room available in South Yarra,49819059,Haidi,,Stonnington,-37.839169834424496,145.00274133828202,Private room,41,1,1,2016-01-12,0.07,1,0
+16710625,Entire apartment in Prahran,33082335,Belinda,,Stonnington,-37.85716610991949,144.99819751602288,Entire home/apt,176,2,1,2017-01-28,0.45,1,0
+17765601,Prime Location- room in Windsor apartment,9110085,Tara,,Stonnington,-37.85587531355919,144.9947269575104,Private room,90,3,0,,,3,17
+14253422,Private room in South Yarra,86774746,May Lissa,,Stonnington,-37.8376846337649,144.99774941112852,Private room,69,3,0,,,1,20
+10943857,Art Gallery Bnb - Armadale - Pet friendly & Shops,11083766,Lynne,,Stonnington,-37.854690171936596,145.02346306726704,Entire home/apt,115,4,13,2017-02-16,0.92,1,236
+3824800,"Amazing Apartment, Perfect Location",1596217,Daniel,,Stonnington,-37.85568646270127,144.99609828039803,Entire home/apt,109,2,53,2017-04-02,1.65,1,348
+14843347,Lofty Living in South Yarra,84373714,Lily,,Stonnington,-37.837210072645185,144.99616962471248,Entire home/apt,90,10,4,2017-03-04,0.70,1,293
+2157135,A winning place to stay,11008407,Tara,,Stonnington,-37.8528195695301,145.0107472044263,Private room,69,1,14,2017-02-21,0.47,1,360
+2489861,Alison's in Armadale,2650414,Alison,,Stonnington,-37.857971067447046,145.02079095814025,Entire home/apt,325,3,7,2016-08-01,0.25,1,365
+11533838,Private bedroom in shared apartment,60840517,Ella,,Stonnington,-37.83856326103384,144.99411663416888,Private room,60,1,0,,,1,0
+17034782,"Central, clean and comfortable in South Yarra",88657926,David,,Stonnington,-37.84376048897976,144.99452024801465,Private room,100,1,2,2017-02-23,1.13,1,4
+13434428,Prahran Suite,76629469,Robert,,Stonnington,-37.84749407255678,144.99083826904953,Entire home/apt,94,14,2,2017-01-06,0.28,1,350
+12762751,Quest Prahran Apartment Hotel 2 Bedroom,29557433,Rod,,Stonnington,-37.845618713828344,144.99123350521296,Entire home/apt,250,1,3,2017-01-03,0.64,2,338
+9334390,Zizz - Greville St Pad City Views,48445896,Natasha,,Stonnington,-37.84888513658385,144.99123019251226,Entire home/apt,155,3,17,2017-01-24,1.11,2,330
+13565208,South Yarra by the River SY21,22112279,Tristan,,Stonnington,-37.83586948321354,144.9971355462131,Entire home/apt,105,5,0,,,1,0
+16281251,Fabulous 2 BR Armadale apartment,12788063,Doug,,Stonnington,-37.85465988833069,145.01683310147982,Entire home/apt,201,5,0,,,1,63
+9976054,Private Room - Heart of South Yarra,9731551,Mel & Duane,,Stonnington,-37.8392849624703,145.0024211489074,Private room,75,2,26,2017-03-19,1.72,1,360
+6340292,Comfy room in beautiful South Yarra,33017504,David,,Stonnington,-37.83785717968631,144.99914635082928,Private room,75,1,0,,,1,0
+8908521,Armadale townhouse with 3 bedrooms,14561229,Yael,,Stonnington,-37.856215964852446,145.0119931356372,Entire home/apt,300,3,11,2016-08-11,0.63,1,306
+392942,WAT3 3bdr with spa and parking ,1710397,Amanda,,Stonnington,-37.85946756214052,145.01723129833263,Entire home/apt,360,3,4,2016-10-23,0.12,62,315
+5435101,Beautiful Relaxed Modern Apartment,19139083,Jay,,Stonnington,-37.85284443028643,145.00684376271556,Entire home/apt,121,3,82,2017-02-04,3.21,8,167
+17334027,Cosy one bedroom apartment in South Yarra,31501405,Arianna,,Stonnington,-37.842196111313584,144.9924627565858,Entire home/apt,94,10,0,,,1,55
+15073071,LUXICO - Bonview,11914644,Luxico Holiday Homes,,Stonnington,-37.852688585698395,145.03806748317643,Entire home/apt,1545,7,0,,,58,102
+11696773,Large Queen Sized Room,62157143,Caroline,,Stonnington,-37.85497528611145,144.99534591420326,Private room,45,2,2,2016-05-04,0.16,2,0
+5205879,South Yarra 2 Bed 2 Bath Luxury Apt,8924888,Chris & Elle,,Stonnington,-37.84312626033444,144.99706747826983,Entire home/apt,215,5,42,2017-03-11,2.43,10,276
+17559434,A large sunny bedroom in cosmopolitan Windsor,5805302,Jill,,Stonnington,-37.852250712571376,144.98899473561193,Private room,60,21,0,,,2,64
+4288409,Hotel-Style Entire Apt w/WiFi+Gym+Parking,17474993,Darren,,Stonnington,-37.84180548524862,145.01043606194037,Entire home/apt,79,1,151,2017-03-30,5.27,3,305
+17268677,Beautiful house just off chapel st!,12914825,Catherine,,Stonnington,-37.854511068327305,144.99123817732513,Private room,121,1,0,,,1,357
+13628187,"Modern Apartment,Perfect Location!",78994444,James,,Stonnington,-37.84369375657078,144.99627210739766,Entire home/apt,94,1,23,2017-03-22,2.57,1,64
+4616998,"Two Bedroom, Two Bathroom Apartment",23913279,Eddie,,Stonnington,-37.83815269582163,144.99440307559007,Entire home/apt,295,5,3,2017-01-21,0.14,9,365
+7213883,Prahran Loft Apartment,3476255,Alysia,,Stonnington,-37.84682083145883,144.99273007301127,Entire home/apt,109,3,1,2015-11-01,0.06,1,0
+16519997,Two bed/bath apt in Windsor,21396432,Lachlan,,Stonnington,-37.85287215749845,144.99773344955315,Entire home/apt,166,3,0,,,2,275
+9597762,Fantastic 2 bedrooms appart Prahran,9451720,Samy,,Stonnington,-37.85022801244946,144.9881383436397,Entire home/apt,125,6,0,,,1,0
+17691488,Spacious home with lots of light!,10401639,Jessica,,Stonnington,-37.863730509431335,145.0406884508651,Entire home/apt,300,2,0,,,1,180
+17642363,House in the heart of chapel street,110379731,Jackson,,Stonnington,-37.8530350878421,144.9940144526967,Private room,45,1,1,2017-03-26,1,1,0
+14937581,Entire 2 story home in South Yarra,22068632,Daniel,,Stonnington,-37.84289335417085,144.99842187705892,Entire home/apt,128,1,27,2017-03-20,4.29,3,73
+7922654,BEATTY AVENUE BED & BREAKFAST #2,41779339,Nerida,,Stonnington,-37.85151507866613,145.01622308893656,Private room,135,1,1,2015-12-04,0.06,2,365
+2420690,Chapel Street Windsor the best place in Melbourne!,11710319,Natalie,,Stonnington,-37.85258899330407,144.99285317639033,Entire home/apt,98,3,20,2017-03-06,0.62,2,101
+14341172,Luxury apt on Chapel St Sth Yarra,13417918,Andy,,Stonnington,-37.83690318204294,144.99547213561462,Private room,90,1,1,2017-01-19,0.39,1,364
+16023257,Quiet Apartment Melbourne near Chapel Street,104211788,Vincent,,Stonnington,-37.85516057828718,144.99881764271254,Private room,69,1,21,2017-03-11,5.34,1,127
+15810064,Spacious Modern Apartment in amazing location!,4501525,Sophie,,Stonnington,-37.84427631582588,144.99630120659614,Private room,100,1,0,,,1,64
+11916411,Gorgeous Three Bed House In Windsor,62157143,Caroline,,Stonnington,-37.85536535805363,144.9956454513098,Entire home/apt,143,4,0,,,2,0
+11105423,Rockmans Apartment 10,33539920,Robert,,Stonnington,-37.844798526026075,144.9864613143643,Entire home/apt,160,4,2,2017-03-27,0.83,4,365
+10812955,Rockmans South Yarra 2 bed Apartment A8,33539920,Robert,,Stonnington,-37.84336202568498,144.98633507851318,Entire home/apt,190,4,1,2016-02-18,0.07,4,365
+6157462,LUXE SOUTH YARRA 1 BD FREE PARKING FREE WIFI,1408673,Little Journey,,Stonnington,-37.837740392540304,144.99497924367253,Entire home/apt,140,1,107,2017-02-12,6.08,5,350
+12874981,Top Floor Private Bedroom,61580076,Erchana,,Stonnington,-37.852180196979944,145.00317172212345,Private room,55,1,4,2017-01-26,0.65,1,361
+15275258,"South Yarra sanctuary, great location",38194647,Simon And Niamh,,Stonnington,-37.84296092462883,144.99697645839066,Entire home/apt,195,2,2,2017-02-16,0.40,1,263
+5502237,Pristine South Yarra studio | WIFI,24687442,Rosemary,,Stonnington,-37.83395374520244,144.9892808081762,Entire home/apt,104,5,52,2017-03-31,2.08,2,353
+982577,Stylish Studio Apartment in Toorak,3705064,Ardhene,,Stonnington,-37.847806555922546,145.00678014374677,Entire home/apt,85,2,24,2017-03-25,0.56,1,335
+16135502,Prahran - Bright and comfortable!,105190862,Maree,,Stonnington,-37.848656431990825,144.98715676273716,Entire home/apt,121,2,7,2017-03-18,2.69,1,11
+17724775,Stylish Art Deco in the best street of Prahran,27568793,Katya,,Stonnington,-37.85611450960891,145.00435051855595,Entire home/apt,201,2,1,2017-03-25,1,1,171
+17560997,"Modern Apartment, Great Location!",28734738,Patrick,,Stonnington,-37.85320568045838,145.0411253403951,Private room,50,2,0,,,1,35
+4683265,Double Bedroom & Perfect Location ,24203356,Jonathan,,Stonnington,-37.84787193622266,145.01310044686056,Private room,69,1,0,,,1,362
+10024531,LIGHT-FILLED HOUSE WITH COURTYARD,37279976,Jacqui,,Stonnington,-37.85668258944592,145.00560401331694,Entire home/apt,229,14,2,2017-01-10,0.58,1,174
+7829080,Prahran House - Perfectly Situated!,33410948,Nicole,,Stonnington,-37.849342572019985,144.99418894809125,Entire home/apt,149,5,7,2017-01-03,0.38,1,80
+11894381,South Yarra Paradise,19705224,Jeremy,,Stonnington,-37.836204048599505,144.99502400061655,Entire home/apt,106,2,21,2017-03-27,2.56,1,253
+4060865,Amazing apartment on Toorak rd,7414464,Lei,,Stonnington,-37.83947755424901,145.00323096846742,Shared room,55,1,0,,,1,183
+15009499,"Selena, the 2 Bedroom SOUTH YARRA Extraodanaire",7509953,Linton,,Stonnington,-37.833325849817754,144.99074059959585,Entire home/apt,155,2,5,2017-01-30,0.99,70,64
+911079,Leigh's Place,4910818,Leigh,,Stonnington,-37.84943447471713,145.000258437313,Private room,85,1,11,2017-03-03,0.31,1,88
+17631557,Prahran - one bedroom plus study,119906812,Carol,,Stonnington,-37.854948065687005,144.99121451946914,Entire home/apt,149,3,0,,,1,81
+817054,SouthYarra Designers Delight (2br),3721646,Alex,,Stonnington,-37.835832303699625,144.99309282819996,Entire home/apt,149,2,33,2016-10-11,0.63,16,341
+11401172,"Close to Chapel St, St Kilda & City",22175540,Shannon,,Stonnington,-37.84098487927567,144.99522203446395,Entire home/apt,100,2,6,2016-04-17,0.46,1,0
+4847568,"Quiet, bright spacious apartment",24926109,Aris,,Stonnington,-37.84127134561495,145.0246775979045,Entire home/apt,148,2,12,2017-02-22,0.58,1,331
+6485978,"Brand new apartment, Chapel Street",33893415,Lizzie And John,,Stonnington,-37.8472252244133,144.99185383821708,Entire home/apt,170,7,2,2015-07-19,0.09,1,0
+10057703,Beautiful room in South Yarra,23253717,Chris,,Stonnington,-37.837413196649116,144.99374560508508,Private room,50,2,4,2017-02-08,0.97,1,2
+16676843,Brand new - stunning 2 bedroom in Prahran,60967962,Amanda,,Stonnington,-37.85216940540176,144.99481119020953,Entire home/apt,140,4,0,,,1,86
+17332213,Windsor Apartment,22263012,Elisa,,Stonnington,-37.85545639945618,144.98566853135608,Entire home/apt,121,4,0,,,1,25
+10122239,New Unique South Yarra Studios!,51862922,Saint,,Stonnington,-37.845833252598865,144.99507048982636,Entire home/apt,89,2,49,2017-03-10,3.20,10,352
+15364007,"Bright, Comfy and Amazing location in Prahran",98111189,George,,Stonnington,-37.8523982658395,144.99334825299056,Entire home/apt,100,1,21,2017-03-25,4.63,1,148
+16744005,Light filled spacious apartment close to the city,33082075,Gina,,Stonnington,-37.84787060711281,145.00177656527674,Private room,90,1,3,2017-03-14,1.23,1,89
+14284818,South Yarra Luxury 4 dorm room,17739280,OZiHOUSE,,Stonnington,-37.83670819727699,144.98798780541978,Shared room,41,2,0,,,7,89
+16694280,Renovated spacious home - 3 min walk to Chadstone,51284053,Tahnee,,Stonnington,-37.88370302357192,145.08731826415772,Entire home/apt,252,3,2,2017-02-23,1.46,1,204
+5175370,Cozy Prahran HOUSE MCG & CHAPEL ST,26769641,Michelle,,Stonnington,-37.850826286684516,145.00498780507826,Entire home/apt,140,2,63,2017-03-26,2.45,1,255
+1570924,"Huge, Homely Apt, sleeps 1-4pp",7486254,Katrina,,Stonnington,-37.855302602062935,145.01204348021503,Entire home/apt,128,2,17,2016-01-28,0.42,2,149
+14284948,South Yarra Luxury Single room,17739280,OZiHOUSE,,Stonnington,-37.83869940071259,144.9870425505719,Private room,90,1,0,,,7,90
+1046699,South Yarra Central-sunny B & B,5763027,Jane And Raphael,,Stonnington,-37.84408838880968,144.9872481650526,Private room,85,2,50,2017-03-25,1.17,1,320
+8526007,Home away from home,12222362,Stephanie,,Stonnington,-37.8524557535182,144.98598000107717,Private room,60,3,0,,,1,0
+323280,Classic Victorian Armadale Home :) Victorian House,1608157,Fay,,Stonnington,-37.861710344419954,145.02103379946539,Private room,62,1,43,2017-02-17,0.72,3,365
+10909919,TRENDY 2BD FUNKY PAD *WIFI POOL GYM PARKING,1739996,Paul,,Stonnington,-37.8356495403011,144.99369205753257,Entire home/apt,100,2,67,2017-03-30,4.77,42,158
+9480487,"Quiet, Stylish 1BR off Chapel St",49140539,Julia,,Stonnington,-37.852211237444145,144.9973687617209,Entire home/apt,89,3,34,2017-03-20,2.09,1,143
+17516867,Perfectly private bedroom for short time traveller,72255579,Heny,,Stonnington,-37.83626962695952,144.99356916271026,Private room,50,1,2,2017-03-18,2,1,41
+8677712,Small Clean Room near Chapel st,34417116,Anil,,Stonnington,-37.853962405319955,144.99858198223788,Private room,37,3,16,2017-02-15,0.98,5,140
+8911195,Bright 1 bdr apart in South Yarra,15316370,Charlène,,Stonnington,-37.84036421256775,144.99666539620952,Entire home/apt,100,1,8,2016-12-28,0.78,2,3
+13662558,Apartment in heart of South Yarra!,26327769,Majo,,Stonnington,-37.83579706611576,144.99123774546095,Entire home/apt,90,1,3,2017-02-07,0.36,1,0
+14461317,Best City View Apartment with wifi,5238994,Pawan,,Stonnington,-37.843335733082654,144.9966008866938,Entire home/apt,155,2,2,2017-01-01,0.29,22,365
+15874468,"Prahran Unit , Close to Chapel str, 4.6 km to CBD",102922455,Luke,,Stonnington,-37.85112981627795,144.9903530343281,Entire home/apt,160,6,0,,,1,147
+12253622,Terminus Lane Cafe Apartment,65974716,John,,Stonnington,-37.87680677848001,145.05754492323584,Entire home/apt,149,3,12,2017-03-12,1.22,1,98
+13036015,"Prestigious, Private & Convenient",72065924,Joe,,Stonnington,-37.8780216789963,145.04951207252387,Entire home/apt,100,1,46,2017-04-01,5.11,1,78
+9828863,Live the inner city Chapel St dream,2334542,Niovi,,Stonnington,-37.85191084787455,144.99421605442365,Entire home/apt,115,3,19,2017-03-27,1.31,1,348
+16841233,Newly Renovated Four Bedroom Home / 8 Guests,112118859,Eliza,,Stonnington,-37.84879811651279,145.00225623374354,Entire home/apt,720,4,0,,,1,123
+8847106,Fresh Modern Apt w/Gym+WiFi+Parking,17474993,Darren,,Stonnington,-37.84118630269379,145.00912900453028,Entire home/apt,89,2,75,2017-03-25,4.34,3,322
+16874018,"Stylish Room, Balcony, Bathroom, Views, Location!",19551048,Anne,,Stonnington,-37.83721047074738,144.9925824840347,Private room,94,2,15,2017-03-26,8.18,1,163
+4520498,Spacious House - Windsor/Prahran,6468091,Craig,,Stonnington,-37.85304212617023,144.990155502213,Entire home/apt,149,6,9,2017-03-27,0.32,1,291
+5220925,REdTRO house. Hip SEXY Retro 70s SY,6139671,Boris,,Stonnington,-37.838880614718974,144.98813959306872,Entire home/apt,245,2,27,2017-03-28,1.04,3,328
+7830102,SOUTH YARRA MODERN 1 BED. WIFI+CAR,29780070,Alessina,,Stonnington,-37.84659793029152,145.00213155504503,Entire home/apt,110,3,38,2017-03-27,2.10,3,26
+9697912,Executive Townhouse 3br + WiFi,50080970,Matthew,,Stonnington,-37.83788080487183,144.9988860504196,Entire home/apt,450,3,5,2016-03-19,0.33,1,0
+12614273,Room in shared apartment available!,66804021,Ole,,Stonnington,-37.8378834365838,145.00110136112448,Private room,31,14,1,2016-07-14,0.11,1,0
+13208237,A short step from the activity of,45128563,Grainne,,Stonnington,-37.857828188401264,144.99705236099834,Private room,69,3,0,,,1,0
+2750917,Toorak Flat,6664455,Debi,,Stonnington,-37.8434198840765,145.01393668129757,Entire home/apt,118,3,43,2016-11-15,1.31,1,140
+6650578,private whole apartment off chapel,34623362,Lucy,,Stonnington,-37.84986442589824,144.9943516178804,Entire home/apt,98,1,15,2016-06-28,0.70,1,0
+16317143,Bright & Cozy off Chapel Street,106778636,Charlene,,Stonnington,-37.85189531795943,144.99596782723415,Entire home/apt,149,2,2,2017-01-22,0.63,1,290
+8583902,Charming Edwardian house,10006100,Anna,,Stonnington,-37.86066033775358,145.02537564037343,Private room,50,1,4,2017-01-17,0.50,3,183
+11660762,"Heart of SouthYarra, Amazing Views",61892667,Kad,,Stonnington,-37.8377333248835,144.99584039918327,Entire home/apt,120,2,13,2016-08-29,1.03,1,212
+6417591,Charming Edwardian House in Prahran,33478865,Michele,,Stonnington,-37.8526873064604,144.98829214135594,Private room,58,1,18,2017-02-27,1.41,1,365
+3980518,One Bedroom Luxury Apartment ,23913279,Eddie,,Stonnington,-37.83803867026649,144.9943902918429,Entire home/apt,194,5,3,2016-10-16,0.21,9,365
+16608034,PRIVATE cottage an OASIS off Chapel Street,1965104,Nicola,,Stonnington,-37.854033694964144,144.9951883478546,Entire home/apt,148,2,4,2017-02-18,1.32,1,55
+16738875,"Live like a local in this top floor, 1 bed apt!",22820599,Stephanie,,Stonnington,-37.850771510388924,145.00350761325288,Entire home/apt,120,2,0,,,1,47
+17657225,The nice house for a nice humen,120164712,Lynch,,Stonnington,-37.83924190468413,145.00438414864118,Shared room,394,1,0,,,1,364
+1568136,South Yarra - Amazing City Views,7636153,Kirsten,,Stonnington,-37.83903595888304,144.99302990997344,Entire home/apt,169,2,82,2017-03-19,1.93,1,340
+16739775,LUXICO - Lansell Manhattan,11914644,Luxico Holiday Homes,,Stonnington,-37.83273210620083,145.02019133737124,Entire home/apt,1390,7,0,,,58,353
+10846174,South Yarra private rm in 2BDR apt,9800892,Chen,,Stonnington,-37.83651942081827,144.99408882648962,Private room,100,1,2,2016-03-01,0.15,3,364
+17661934,Luxuriously renovated apartment in South Yarra,60549705,Bahar,,Stonnington,-37.839663739928874,145.0035144130522,Entire home/apt,149,1,1,2017-03-28,1,2,363
+11629175,room for 2weeks for 1 person,37094332,Bhupesh,,Stonnington,-37.88243293003317,145.05782125961414,Private room,30,1,0,,,1,0
+16416435,Fantastic place to stay!,11029751,Franziska,,Stonnington,-37.84061341392588,144.9934034701283,Private room,60,3,3,2017-03-14,1.20,1,92
+17592083,Perfect location in Prahran,49123810,Sandra,,Stonnington,-37.84816581863819,144.9986499204699,Entire home/apt,145,1,1,2017-03-09,1,1,80
+16053967,Quiet 2 bedroom apartment opposite Chadstone SC,104539149,John,,Stonnington,-37.890458952820744,145.08379868069744,Entire home/apt,165,7,2,2017-02-10,0.65,1,338
+17561137,ENTIRE HOME 850m to the Grand Prix,38437584,Mona And James,,Stonnington,-37.853561482892616,144.9851392407819,Entire home/apt,201,2,0,,,2,363
+9238050,Peacefull studio apartment,48014108,Fernanda,,Stonnington,-37.844084322971675,144.99601200436123,Entire home/apt,130,4,8,2017-03-09,0.48,14,359
+14579226,2 BR APARTMENT ROCKLEY RD SOUTH YARRA,31570162,John,,Stonnington,-37.838552525247486,144.99985142026523,Entire home/apt,109,1,31,2017-03-25,4.82,1,282
+8491868,1 Bed Prahran Beauty - Walk to Chapel Street,42352902,Alexandra,,Stonnington,-37.85160037146314,144.99598524716922,Entire home/apt,119,2,24,2017-03-30,1.32,1,4
+13400479,TreeHouse Studio Apartment,76271947,Sue & Paul,,Stonnington,-37.84802787888117,144.98805746692227,Entire home/apt,105,2,72,2017-03-26,7.30,1,306
+14973347,City View Studio close to Chapel St,5238994,Pawan,,Stonnington,-37.845126238171325,144.99669748612186,Entire home/apt,145,2,1,2016-11-05,0.20,22,365
+10024832,Right on the Yarra River,47960926,Georgie,,Stonnington,-37.83135942215766,144.98884590716995,Entire home/apt,125,1,26,2017-02-26,1.78,1,149
+2981503,the amazing apartment on chapel st ,14988190,Herry,,Stonnington,-37.83593939099459,144.99604354713117,Shared room,66,2,0,,,1,363
+10876653,Peacefull green sunny appartment,40678266,Maggie,,Stonnington,-37.85242561610056,145.03306372065808,Private room,39,1,0,,,1,0
+10497251,Charming house with outside deck,4802456,Duncan,,Stonnington,-37.85661432013976,145.0063641486608,Entire home/apt,165,2,6,2016-12-11,0.41,1,91
+1995746,Private room with ensuite - Prahran,10286220,Nina,,Stonnington,-37.84838918537763,144.99181657602247,Private room,105,5,17,2017-03-11,0.43,1,319
+9597575,SYarra Entertainer(2BR+2BATH+WIFI),3721646,Alex,,Stonnington,-37.83734575949859,144.99193609340506,Entire home/apt,180,2,13,2017-03-13,0.81,16,277
+9826916,"Double room, in Melbourne",50612175,Claudio,,Stonnington,-37.835042286527546,145.0185842852743,Private room,55,3,2,2016-09-12,0.13,1,0
+17003068,Executive luxury in the heart of South Yarra,75643629,Marcus,,Stonnington,-37.83830719765427,144.99592379331148,Entire home/apt,176,2,5,2017-03-18,2.54,1,91
+9977416,Charming & Bright 1br Apartment in South Yarra,51269089,Juan & Mariana,,Stonnington,-37.84320800170809,144.99485689308662,Entire home/apt,89,2,15,2017-03-25,0.99,1,11
+12121434,Stylish Luxury Apartment,23885241,Rozana,,Stonnington,-37.84452102360241,144.99515624377395,Entire home/apt,110,2,30,2017-03-16,2.90,1,316
+5051678,:Malvern east - 3 Bedrooms:,26084176,Jacqueline,,Stonnington,-37.88386150682363,145.0670212009501,Entire home/apt,288,1,18,2016-12-27,0.90,1,364
+17560852,Spacious Art Deco home in the heart of Windsor,38437584,Mona And James,,Stonnington,-37.853627958619306,144.98699599311172,Entire home/apt,220,2,1,2017-03-26,1,2,363
+5207413,Private Room with private bathroom & balcony,13976556,Valentina,,Stonnington,-37.83515689874307,144.99591508683554,Private room,83,2,15,2017-03-29,1.81,1,351
+1962469,SouthYarra Boutique(2br+WIFI+CarP),3721646,Alex,,Stonnington,-37.83830029112918,144.99382305357327,Entire home/apt,149,1,37,2017-03-26,0.95,16,341
+14021047,Cozy apartment,83883620,Samuel,,Stonnington,-37.838313182679215,144.9992157888526,Private room,92,1,1,2016-07-24,0.12,1,0
+11955499,Best Location - Brand New Apartment on Toorak Road,63852036,Samantha,,Stonnington,-37.83884429103968,144.99730413566996,Entire home/apt,184,1,1,2017-04-03,1,1,82
+5991636,"Great Value, Spacious, Central Loc'n, Free Wi-Fi",23121575,Gary,,Stonnington,-37.83529278371699,144.99043557126708,Entire home/apt,90,28,16,2017-02-25,0.68,3,299
+16569130,Hidden oasis-PRIME location-The heart of Armadale,23933053,Holly,,Stonnington,-37.854307437767574,145.02516243228916,Entire home/apt,240,2,0,,,1,88
+8121303,Quiet & near Chapel Street action,42741367,Richard,,Stonnington,-37.85169006847744,144.989012117583,Entire home/apt,145,2,33,2017-02-05,1.79,1,302
+5761912,Modern Style | 1bd + wifi + parking,22604003,Robert,,Stonnington,-37.83727271886633,144.99300354398756,Entire home/apt,142,2,81,2017-02-20,3.35,1,171
+6877217,Comfy Sofabed - South Yarra,36038122,Danilo,,Stonnington,-37.84035107067557,144.98979517865595,Shared room,29,3,35,2017-03-22,1.91,3,331
+11397984,Station On Greville,59815806,Station On Greville,,Stonnington,-37.84877519401968,144.99128070057864,Entire home/apt,195,2,37,2017-03-26,2.76,1,319
+15650189,Melbourne Adventure,89089828,Alice,,Stonnington,-37.83814707343429,144.98800222291527,Private room,55,1,6,2017-03-17,1.22,1,85
+5632035,HEART OF S.YARRA! Double Bed+Private Bathrm+B'fast,1003680,Mave,,Stonnington,-37.83549788215678,144.99566255549996,Private room,76,1,38,2017-03-25,1.52,1,7
+6515516,"Great location, close to cafes and transport",34068998,Matt,,Stonnington,-37.85433151254557,145.04562623524805,Entire home/apt,170,3,10,2017-01-17,0.45,1,275
+16273825,Cosy Room in Great Location,29897667,Gabriel,,Stonnington,-37.859852482890375,145.02055963960962,Private room,30,4,3,2017-01-16,0.97,1,0
+8705499,Cozy Room in Wonderful Windsor!,43357,Nathalie & Justin,,Stonnington,-37.85807635202129,144.9962686212473,Private room,66,2,12,2017-03-26,0.82,1,355
+16508755,Comfortable studio in South Yarra,108497871,Dominika,,Stonnington,-37.83761126327136,144.99575278272167,Entire home/apt,80,1,1,2017-01-07,0.34,1,0
+13788961,Gorgeous industrial apartment in the best location,7624407,Brian,,Stonnington,-37.839286396698334,144.99233258503654,Entire home/apt,149,2,17,2017-03-26,2.09,1,141
+692694,Windsor stylish well appointed,3542892,Saskia,,Stonnington,-37.85543090504696,145.00075178773446,Entire home/apt,140,3,60,2017-03-16,1.09,1,352
+10545899,Modern townhouse ideal for shoppers,7157842,Riesa,,Stonnington,-37.89014434497385,145.08779832286476,Private room,41,1,4,2017-03-25,0.45,1,184
+16607924,Victorian Terrace Charm,13063252,A,,Stonnington,-37.839438960400116,144.99775761172148,Private room,85,1,1,2017-01-20,0.40,1,180
+16509570,Peaceful retreat and yet right in the mix!,25452714,Joel,,Stonnington,-37.850585458004495,145.00024674824272,Private room,79,1,2,2017-03-18,1.09,1,80
+16696286,Large private double bedroom for you!,110581292,Ashley,,Stonnington,-37.85792242948397,144.99793660437672,Private room,66,2,1,2017-02-03,,1,334
+16246514,Large 2 Bed 2 Bath Apartment - The Perfect Getaway,54814432,Tom,,Stonnington,-37.84138933926563,145.00367427484602,Entire home/apt,210,5,0,,,1,0
+190145,Extra Large Apartment on Chapel St,917998,Wendy,,Stonnington,-37.846227249753284,144.9946056274115,Entire home/apt,121,2,37,2017-03-12,0.56,2,336
+17213011,Great room + ensuite in the heart of Sth Yarra,16165586,Sophie,,Stonnington,-37.84232033034904,144.99693249475496,Private room,60,7,0,,,1,10
+14542262,Chapel street on your doorstep!!,58811057,Declan,,Stonnington,-37.856070328249444,145.00288494175015,Private room,60,1,1,2016-11-04,0.20,1,364
+5328781,Claremont - 2 Bdrm Apt *Pool*Spa*View*Parking,20240994,LittleStay,,Stonnington,-37.836272679382446,144.99487584275178,Entire home/apt,189,2,101,2017-03-23,3.97,14,65
+7333251,MODERN 2BD STYLISH PAD *POOL GYM WIFI PARKING,1739996,Paul,,Stonnington,-37.83731010680077,144.9947100665963,Entire home/apt,100,2,94,2017-03-29,4.50,42,133
+16311713,Stylish Toorak Living with parking,15354341,Kushani,,Stonnington,-37.8419035728836,145.01777271680422,Entire home/apt,100,1,0,,,1,172
+12117557,Close to Chapel St and Toorak Rd,8654217,Anastasia & Robert,,Stonnington,-37.843031909751716,144.9976006145411,Entire home/apt,110,1,22,2017-04-02,1.97,2,345
+17000638,Very comfortable house in TOORAK!!,113925901,Jhonny Balboa,,Stonnington,-37.840869143536196,145.0135592102925,Private room,35,1,5,2017-03-13,4.29,1,288
+13002903,Boutique Apartment Near Chapel Street,71695123,Luke,,Stonnington,-37.85146550463001,144.99550749255002,Entire home/apt,100,2,4,2017-01-17,0.98,1,121
+10730512,VICTORIAN COTTAGE WITH CHARACTER,55463048,Stephen,,Stonnington,-37.844697632218,144.98981695991827,Entire home/apt,140,5,0,,,1,0
+9431086,Art Deco Apartment Top Floor,33528905,Kathy,,Stonnington,-37.838290179985286,144.98673644785515,Entire home/apt,170,1,92,2017-03-29,,2,346
+5367811,Exclusive Stays - SXY,10190138,Tony,,Stonnington,-37.83789105875538,144.9941896861853,Entire home/apt,220,1,19,2017-02-27,0.74,14,358
+13789179,Ideal Short / Long Term Stay Apartment - Sth Yarra,25512499,Michael,,Stonnington,-37.83624070887866,144.9937817649546,Entire home/apt,115,7,10,2017-03-28,1.33,3,354
+1238332,2 X PRIVATE BEDROOMS IN MELBOURNE,6750893,Jo,,Stonnington,-37.83901211314586,144.99444389459885,Private room,220,1,26,2017-01-22,0.57,1,365
+4318508,South Yarra En-suite Room,22421169,George,,Stonnington,-37.83976283966966,144.9958789106498,Private room,130,1,1,2014-10-21,0.03,1,0
+16933862,Deco House Glen Iris Regular Room,71040559,Lily,,Stonnington,-37.85486292296624,145.0466996674332,Private room,64,2,0,,,2,323
+4334819,Huge room in Prahran with back yard,7534283,Courtney,,Stonnington,-37.857196804662905,145.00833538748037,Private room,52,1,4,2015-12-01,0.16,4,91
+4842362,Perfect position to enjoy Aus Open!,24920702,Amelia,,Stonnington,-37.836615861003175,144.98818346785586,Entire home/apt,128,7,1,2015-02-06,0.04,1,0
+16999323,Huge private room + parking,17564550,Kelly,,Stonnington,-37.85110401177195,144.9975248147994,Private room,54,2,5,2017-03-24,3.95,1,30
+13034353,Executive Toorak Home 2Bed2BathWiFi,5369035,Lachlan,,Stonnington,-37.84189713120091,145.00654038751037,Entire home/apt,250,7,13,2017-03-21,1.39,1,176
+14377734,Melbourne LUXURY HOME,11979061,Becky,,Stonnington,-37.84398351466285,145.02182340820497,Entire home/apt,29,2,12,2017-03-18,2.08,1,336
+10773256,Charming 1bd in Glen Iris! :),53523534,Deepa,,Stonnington,-37.85546686425798,145.0455312870878,Private room,46,2,0,,,1,180
+13984154,Comfortable room in the beautiful Toorak,30454045,Rosita,,Stonnington,-37.84396814347162,145.0313515877001,Private room,35,1,2,2016-08-02,0.24,1,0
+17781887,"Quite street, large room, neat",54698159,Nathan,,Stonnington,-37.853723081330074,145.00040209590304,Private room,64,2,0,,,1,181
+15077569,Modern with courtyard !!location!!,11747938,Suzanne,,Stonnington,-37.85107619793915,144.98985067552573,Entire home/apt,148,3,5,2017-01-14,1.00,1,34
+17687659,Light Filled Apartment,23326235,Ella,,Stonnington,-37.83960078438101,144.99347421079463,Entire home/apt,80,2,0,,,1,80
+15361115,Sweet apartment very close to CBD.,98060425,Sally,,Stonnington,-37.83818042052074,144.99479074588234,Entire home/apt,159,2,3,2017-03-26,3,2,353
+17141934,"""Willow"" 3 BR Classic Apt Oozing With Character",35370298,Blake(Mybnb),,Stonnington,-37.83480978076084,145.01878902475573,Entire home/apt,195,3,0,,,14,165
+10019854,Luxury in Perfect Location!,32818751,Kiran,,Stonnington,-37.853940016407776,144.9844271686656,Entire home/apt,299,3,6,2017-01-17,0.42,2,362
+8675140,PRIVATE ROOM-QUEEN 2ppl SouthYarra,36038122,Danilo,,Stonnington,-37.84178803221626,144.9882083615621,Private room,79,3,11,2017-01-21,0.62,3,354
+8445765,Elegant Victorian Era Armadale Home,760849,Bev,,Stonnington,-37.86225058600681,145.0213872161007,Entire home/apt,469,3,3,2017-01-25,0.29,51,338
+8314665,Claremont sophisticated apartment in leafy Malvern,24953171,Chris,,Stonnington,-37.866312175860145,145.03888491246659,Entire home/apt,115,3,3,2017-03-27,0.92,2,85
+12934897,ARGO HOUSE,71028990,Michelle,,Stonnington,-37.84395194525987,144.98922381875508,Private room,100,2,12,2017-04-02,1.14,1,85
+16113526,Large Room East Malvern 3/45,2027601,Bill,,Stonnington,-37.88293901140854,145.0609673812664,Private room,41,3,0,,,13,92
+11002543,"2BR Grand Prix, Chapel St, City & Beach",31644892,Nick,,Stonnington,-37.85410142352346,144.98494423247132,Entire home/apt,330,3,1,2016-03-24,0.08,1,0
+4776604,"Toorak Poolside Escape 3bd, 6ppl",24634226,Toni,,Stonnington,-37.840365743729855,145.03173047465384,Entire home/apt,750,3,9,2017-02-01,0.35,1,362
+6480502,Room for rent awesome location,33862207,Marcela,,Stonnington,-37.85191646988512,144.98867679746968,Private room,67,1,10,2017-03-18,0.49,1,358
+9593432,Gorgeous family home in South Yarra,19127044,Tess,,Stonnington,-37.841788788724905,145.00247400486313,Entire home/apt,190,1,2,2016-01-03,0.13,1,0
+13209696,South Yarra Home With Lots of Space,23838104,Camilla,,Stonnington,-37.844116783253824,144.9975162572726,Private room,60,4,0,,,1,0
+16998960,One of the Top Picks in Melbourne w Free Wifi,113897444,Irina,,Stonnington,-37.84326906587287,144.99600171085382,Entire home/apt,160,6,2,2017-03-30,2,1,357
+11591214,Position Perfect Armadale,913736,Danielle & Ruth,,Stonnington,-37.86078743578097,145.01959013471784,Entire home/apt,159,3,4,2017-01-31,0.36,12,355
+6731298,"Charming home, close to everything",18070672,Teague,,Stonnington,-37.85437356642606,144.98767816647765,Private room,41,2,27,2017-03-26,1.25,2,29
+7625670,Amazing Accommodations :SouthYarra2,5238994,Pawan,,Stonnington,-37.84508774947218,144.9965966082807,Entire home/apt,130,4,14,2017-03-17,0.76,22,358
+17850432,Gorgeous Two Bedroom Unit in Toorak,8926396,Matt And Grace,,Stonnington,-37.84043690074423,145.01502841743806,Entire home/apt,180,2,0,,,1,4
+12115939,Ultra chic and brilliantly located!,8654217,Anastasia & Robert,,Stonnington,-37.84324076998064,144.99641886374525,Entire home/apt,110,2,44,2017-03-20,3.92,2,343
+11067310,Toorak Townhouse - large bedroom with en-suite,9843209,Jennifer,,Stonnington,-37.83988391841741,145.02791904996175,Private room,79,5,0,,,3,84
+10575781,Entire unit - Perfect Prahran Base,54436470,Stephanie,,Stonnington,-37.85229192740423,144.98730294962792,Entire home/apt,121,2,9,2017-03-18,0.65,1,172
+16179083,Queen Bed in Renovated Inner City Cottage,96347964,Anthony,,Stonnington,-37.8463982786099,144.98902500923518,Private room,60,2,7,2017-03-27,2.44,1,163
+10706821,Huge private rooftop,48308887,Terrence,,Stonnington,-37.838371062184635,144.99475462742444,Entire home/apt,245,1,0,,,1,0
+614259,Stylish South Yarra Apartment + Wifi,2793499,Luxuria Property Group,,Stonnington,-37.839395345605254,144.99607057954793,Entire home/apt,80,3,2,2017-03-21,2,4,179
+15245107,Cosy 1 Bedroom Apartment in the heart of Toorak,24916107,Matt,,Stonnington,-37.84096388415212,145.0052635590451,Entire home/apt,149,1,8,2017-03-25,1.53,1,364
+11131566,Enjoy Late Check Out @ South Yarra,591559,Gerald,,Stonnington,-37.83732548824452,144.99575896615744,Entire home/apt,107,3,51,2017-03-29,3.80,2,42
+7100310,Windsor Palace Private Room,14309325,Brad,,Stonnington,-37.85252364344635,144.98473361226735,Private room,60,1,2,2015-07-23,0.10,1,0
+11425650,South Yarra Top Floor One Bedroom!,14966999,Brodie,,Stonnington,-37.84045818359613,144.9878319784139,Entire home/apt,75,1,30,2017-03-04,2.34,1,228
+4380508,Stunning Victorian Terrace House ,22417514,Michele,,Stonnington,-37.84799761974885,145.00230294328497,Entire home/apt,1000,5,0,,,1,0
+15619930,Gorgeous 1 bed apt - great location,7486254,Katrina,,Stonnington,-37.850946276017766,144.98584452579078,Entire home/apt,105,5,2,2017-01-20,0.64,2,28
+9080459,Unique location/4 km from the city,3655971,Darren,,Stonnington,-37.83799268828932,145.00145710863345,Private room,69,1,1,2015-12-31,0.07,1,337
+13424408,A new and cozy apartment near Caulfield Station,35739005,DuoDuo,,Stonnington,-37.87407425994404,145.04214972584762,Entire home/apt,66,2,1,2016-07-14,0.11,2,0
+10129022,Luxury New South Yarra Studios!,51862922,Saint,,Stonnington,-37.84590288038728,144.99508229028504,Entire home/apt,100,2,43,2017-03-19,2.96,10,355
+15456001,Close to Chapel Street! Armadale Apartment,31636599,Tom,,Stonnington,-37.85554625821524,145.0202286770269,Private room,100,1,0,,,1,84
+16015507,Eclectic Chapel St hideaway,104142006,Dan,,Stonnington,-37.84804591646622,144.99391489295616,Entire home/apt,149,1,19,2017-04-02,4.42,1,63
+11210768,LUXURIOUS South Yarra+Great View+ 2Bed2Bath.,10474768,Maria,,Stonnington,-37.83863414333089,144.9943580737916,Entire home/apt,199,2,82,2017-03-31,6.23,3,312
+16408697,1BR Perfectly Positioned & Prestigious + Free WiFi,107510157,Tamara,,Stonnington,-37.873975600255115,145.04081634072864,Entire home/apt,128,7,2,2017-02-24,0.72,1,348
+10575372,Arthouse Cottage - a charming space to relax in.,10736759,Christine,,Stonnington,-37.84412862873,144.98706545678556,Entire home/apt,180,2,6,2017-02-03,0.43,1,153
+17669939,Comfort & style in the heart of Prahran,69639508,Meagan,,Stonnington,-37.85282527471067,145.00820754423623,Entire home/apt,190,2,1,2017-03-23,1,1,56
+14540034,private room in the heart of windsor,64359359,Kenny,,Stonnington,-37.85601252979101,144.99519785801212,Private room,56,2,0,,,1,0
+12213495,Charming Victorian terrace,65681708,Olga,,Stonnington,-37.8406059084724,144.98926068215127,Private room,80,2,1,2016-12-10,0.26,1,168
+2022600,SouthYarra Hideaway(2br+WIFI+CarP),3721646,Alex,,Stonnington,-37.83606549314818,144.99637255477262,Entire home/apt,119,2,19,2017-03-13,0.52,16,327
+11132081,Private large room at the Avenue,34417116,Anil,,Stonnington,-37.85201729839639,144.99922782006507,Private room,38,1,10,2016-08-15,0.76,5,307
+7887998,Heart of Prahran,37722662,Mitchell,,Stonnington,-37.8520782124552,144.9964575870032,Entire home/apt,149,1,0,,,1,0
+1399917,HOME AWAY FROM HOME CLOSE TO CBD,7560875,Lily,,Stonnington,-37.846245999380834,145.0009866450307,Entire home/apt,115,2,24,2017-01-26,0.57,2,22
+17685607,Quick access to all of Melbourne - Chic and Modern,2045840,Georgina,,Stonnington,-37.84353005892166,145.00316198883957,Entire home/apt,100,2,1,2017-04-01,1,1,79
+10968150,"""Hazel"" Gorgeous 2 BR South Yarra Apartment",35370298,Blake(Mybnb),,Stonnington,-37.83649775000969,144.99756186542146,Entire home/apt,199,3,28,2017-03-07,2.28,14,328
+3793096,Sunny Melbourne Room!,16312308,Laura,,Stonnington,-37.85412983802127,145.01399066802298,Private room,80,2,0,,,1,0
+17847971,Elegant luxury apartment VIEWS+ROOFTOP+WIFI+PARKIN,108825,Allissa,,Stonnington,-37.837182587702124,144.9939875216769,Entire home/apt,180,1,0,,,2,228
+7460105,Spacious 2 Bedroom-Amazing Location,34875238,Nico Apartments,,Stonnington,-37.83659668978508,144.99253070717305,Entire home/apt,219,1,8,2016-11-17,0.40,13,364
+3364031,Boutique South Yarra Townhouse,16972471,Gina,,Stonnington,-37.840872782739744,145.00077037939795,Entire home/apt,290,2,19,2017-03-21,1.18,1,121
+14900494,Spacious home with city views (late 8pm checkout!),93542911,Debbie,,Stonnington,-37.83870250688355,145.0140163605001,Entire home/apt,220,2,7,2017-01-21,1.17,1,90
+13195915,Cosy apartment in Malvern,47002756,Jessica,,Stonnington,-37.870313092517556,145.037408921651,Entire home/apt,83,3,0,,,1,0
+1084247,Studio apartment in McKinley Manor,5793198,Sheri,,Stonnington,-37.8580023544677,144.99990694103687,Entire home/apt,149,2,20,2017-03-26,0.42,1,346
+17750164,Master bedroom with ensuite in South Yarra home!,39160486,Allison,,Stonnington,-37.84483184793513,144.99377974680496,Private room,130,1,0,,,2,90
+16753682,Secluded studio apartment with private garden,18838806,Simon,,Stonnington,-37.834350746802215,145.0124636734914,Entire home/apt,300,7,2,2017-02-10,0.81,1,0
+11461648,Prahran Paradise off Chapel,60283881,Sean,,Stonnington,-37.84968697187298,144.9928176008362,Private room,69,5,14,2016-10-02,1.10,1,0
+17193023,Designer's Delight!,23073022,Lisa,,Stonnington,-37.85091866067559,145.03393643839894,Private room,69,2,1,2017-03-26,1,1,84
+415776,Expansive City Views POOL SPA GYM!!,2067875,Kate,,Stonnington,-37.83789697373202,144.99695655758276,Private room,83,2,71,2017-03-28,1.27,1,306
+546849,Private Room with Courtyard 5/45,2027601,Bill,,Stonnington,-37.8835125899077,145.06102671621804,Private room,38,7,13,2017-04-02,0.23,13,123
+2250765,CLEAN GREEN SERENE + 15 MINS TO CBD,8718476,Caroline,,Stonnington,-37.85611879911913,145.01335848354762,Private room,59,1,19,2017-03-22,0.50,1,341
+15456234,Heart of South Yarra -Queen Size Bedroom,2989650,Nick,,Stonnington,-37.83901453869598,144.99455856418817,Private room,59,2,8,2017-03-18,1.73,2,90
+8411056,South Yarra 2 Bedroom Apartment,7025794,Jacqueline,,Stonnington,-37.838388180863575,144.99829857299963,Entire home/apt,131,4,1,2015-12-09,0.06,1,0
+16799663,"Cozy Retreat in South Yarra - Pool, Gym, Parking, Wifi",111686167,Lew,,Stonnington,-37.838320278934845,144.9927237121535,Entire home/apt,135,1,2,2017-03-27,2,1,167
+13817770,"Private Comfy Own Bedroom, Lounge Rm & Bathroom",81388760,Kerrie,,Stonnington,-37.85624881122434,145.0213763950083,Private room,75,1,1,2017-02-01,0.48,1,84
+16241723,South Yarra Ensuite Bedroom,71681757,Merel,,Stonnington,-37.837673193583484,144.99330514620803,Private room,45,1,0,,,1,26
+1146477,Light & Bright 1 Bed Apartment.,6285919,Bec,,Stonnington,-37.8564465644078,144.99789286758747,Entire home/apt,135,21,22,2017-02-02,0.47,2,330
+14242685,Amazing City view Studio,5238994,Pawan,,Stonnington,-37.84389781247622,144.9948723676627,Entire home/apt,145,2,4,2017-03-13,0.54,22,365
+3168902,City-fringe 1 bed apt. MCG & more!,1424257,Sharni,,Stonnington,-37.83445277243493,144.98781447247563,Entire home/apt,201,2,8,2017-03-31,2.40,1,51
+13949541,"Heart of Armadale, Style of Melbournian",24164998,Luci,,Stonnington,-37.85603858290135,145.0258209134858,Entire home/apt,155,4,6,2017-01-01,0.89,7,362
+16898598,"Clean, cosy & close to all the action of Chapel St",9688735,Annette,,Stonnington,-37.85547206794821,144.9947435729855,Private room,77,1,4,2017-03-26,2.40,1,169
+8637056,Spare 'Oom in South Yarra,19142977,Tracey,,Stonnington,-37.8337199547365,144.9924680690671,Private room,69,2,28,2017-01-23,1.62,1,97
+10868206,Family friendly home in Glen Iris,44728299,Natalie,,Stonnington,-37.85423935937725,145.05343352725308,Entire home/apt,330,3,0,,,1,31
+10474946,Everything is a walk away.,51940754,Viplove,,Stonnington,-37.83713843624228,144.99383910635768,Private room,52,3,3,2017-03-20,0.55,1,329
+13514995,"""The Lodge"" Sth Yarra",10370083,Brigitte,,Stonnington,-37.836736964026855,144.9992440815013,Entire home/apt,89,2,2,2017-03-25,2,1,39
+15553928,South Yarra Modern 2BDR 1BATH APT + WIFI,24087654,Kaili (Kerrie),,Stonnington,-37.837076485095174,144.99464457004476,Entire home/apt,110,1,18,2017-03-30,4.70,1,68
+13194596,"Cosy, Quiet and Private",73882393,David,,Stonnington,-37.836047547918696,144.98766403669356,Entire home/apt,121,3,6,2017-03-26,1.42,1,36
+16602391,Geisha House 和 South Yarra,6139671,Boris,,Stonnington,-37.840841943109865,144.98952426544759,Entire home/apt,269,2,3,2017-03-31,2.00,3,344
+15208139,110sqm SYarra Retro Glam 3BEDR+WIFI+CARP w/rooftop,3721646,Alex,,Stonnington,-37.84043893505796,144.99751524176435,Entire home/apt,189,3,4,2017-01-14,0.89,16,196
+15227074,"Great location-near train, tram, shopping, eating",52041470,Defeng,,Stonnington,-37.88093455379507,145.0566738161963,Private room,68,1,5,2017-03-27,0.79,1,76
+2545279,"Melbourne, Armadale, A1 bedsit/kit ",2522673,Annabelle,,Stonnington,-37.84689866933234,145.01481098963706,Private room,121,3,9,2016-05-15,0.25,1,360
+7460155,Child Friendly Prahran Family Home,38639356,Annie,,Stonnington,-37.85541577667741,145.00371367690352,Entire home/apt,195,3,6,2016-10-08,0.32,1,0
+7722610,HotSpot Ensuite Master with Carpark,5508670,Jayde,,Stonnington,-37.841502553812965,144.99958997933237,Private room,79,2,3,2017-03-17,0.16,3,4
+16365834,Elegance and Grace - Stunning Melbourne Residence,24436293,Lucy,,Stonnington,-37.83443595856556,144.99117301693298,Entire home/apt,94,2,11,2017-03-31,3.55,1,214
+9098183,New Apartment in Prahran,47434596,Dallas,,Stonnington,-37.85175421890867,144.99043213787849,Entire home/apt,114,3,0,,,1,0
+3462065,Huge room! Chapel St/St Kilda,17445414,Adeela,,Stonnington,-37.853379415334395,144.98489028664278,Private room,25,1,1,2014-08-01,0.03,1,0
+7919907,South Yarra Victorian Brick House,41762057,Michael,,Stonnington,-37.83971910386607,144.98717082723968,Entire home/apt,204,2,8,2016-12-31,0.53,1,14
+13520799,NEW South Yarra Apt. Great location+own bathroom,17786846,Joseph,,Stonnington,-37.8376573524791,144.9929800113688,Private room,50,1,1,2016-07-10,0.11,1,306
+10079208,Studio Apartment with Free wifi,48014108,Fernanda,,Stonnington,-37.84521901879891,144.99491661551474,Entire home/apt,130,4,1,2016-07-02,0.11,14,179
+15878946,Nice Prahran Apartment Great location!,8294608,Chatporn,,Stonnington,-37.84936354473978,145.0086414614654,Private room,47,20,0,,,1,92
+9980694,"Central, Modern Apartment",51285448,Nicole,,Stonnington,-37.85056306823017,144.99000335610344,Private room,69,2,1,2016-01-02,0.07,1,0
+15846101,Huge suite in South Yarra with private ensuite,8059003,Mary Anne,,Stonnington,-37.83499342677358,144.99007184768837,Private room,89,1,10,2017-03-15,4.05,1,289
+8800959,Stylish South Yarra Apt with Free WIFI and Parking,24812816,Sue,,Stonnington,-37.84738715359173,144.99967392570002,Entire home/apt,119,3,28,2017-03-25,1.62,2,144
+9620156,Cozy room close to public transport,31455007,Johan,,Stonnington,-37.85188947957674,144.9958094999027,Private room,45,1,14,2017-03-25,1.14,1,177
+17910434,"Cozy Flat, Top Location!",44644127,Giovanni,,Stonnington,-37.853990919724154,144.98659145739174,Entire home/apt,69,4,0,,,1,5
+16370330,"Comfortable, spacious, and modern",107217615,Peter,,Stonnington,-37.85181633643781,144.99547211960123,Private room,80,1,0,,,1,180
+3296538,Cozy studio in Prahran ,16653577,Julio,,Stonnington,-37.84972378058308,144.99184035696177,Entire home/apt,37,7,2,2015-11-07,0.11,1,0
+9718404,Gorgeous house with tropical vista,14354800,Danielle,,Stonnington,-37.855707127949756,145.00511686424153,Entire home/apt,190,3,1,2015-12-30,0.07,1,364
+14535299,Master w/ensuite - CONVENIENT MELBOURNE TOWNHOUSE,22068632,Daniel,,Stonnington,-37.84160216988003,144.99837628473222,Private room,79,1,3,2016-10-11,0.47,3,92
+16042619,The heart of South Yarra!,24025257,Glenn,,Stonnington,-37.83726803873612,144.98940859253125,Private room,80,1,1,2017-01-17,0.39,1,111
+5753425,Beautiful Flat in Armadale,17315834,Rose,,Stonnington,-37.86071520086957,145.01749324187418,Private room,100,1,0,,,1,0
+13879877,Chic apartment with all the modern amenities,16077122,Tina,,Stonnington,-37.847903015967596,145.00299430371894,Private room,80,2,0,,,1,83
+8571416,Attic in Luxury townhouse,4517088,Matt,,Stonnington,-37.85151204527078,144.99192965689718,Private room,69,2,47,2017-03-31,2.56,1,55
+8107782,Private bedroom +ensuite off Chapel,33349883,Natasha,,Stonnington,-37.85069156640456,144.99406525683446,Private room,60,1,9,2017-02-25,0.49,1,0
+15453044,Gorgeous home in the heart of South Yarra,99129134,Phil,,Stonnington,-37.84026755904574,144.98770942553944,Entire home/apt,270,2,13,2017-03-26,2.31,1,302
+16075160,Modern apartment just off Chapel Street,104745433,Jente,,Stonnington,-37.84506456451985,144.99478074352984,Private room,66,2,2,2017-03-01,0.68,2,99
+17451395,"Position Perfect, Private 1 Bedroom Apartment",71588381,George,,Stonnington,-37.8580237328559,145.01626289421128,Entire home/apt,94,2,2,2017-03-11,1.82,1,319
+13732925,"Elise, Incredible 2BD home in the heart of Windsor",7509953,Linton,,Stonnington,-37.852109864862946,144.9934201955266,Entire home/apt,180,2,13,2017-03-22,3.00,70,69
+17779048,Toorak Apartment - Location & Style,121408379,Renee,,Stonnington,-37.84150700044395,145.01810903234232,Entire home/apt,75,1,0,,,1,11
+10127928,Amazing New South Yarra Studios!,51862922,Saint,,Stonnington,-37.8452597471141,144.99471774095582,Entire home/apt,100,2,55,2017-03-12,3.60,10,352
+12077293,Sunny room w/ courtyard - Prahran,4357209,Sophie And Eugene,,Stonnington,-37.855566168776924,145.00410759027628,Private room,60,1,27,2017-03-29,2.26,1,167
+4540944,Modern One Bedroom Apartment,23548387,Stephanie,,Stonnington,-37.84115222182304,145.0038510352154,Entire home/apt,105,3,35,2017-03-13,1.25,1,94
+4606467,"Great unit, in brilliant location.",23869649,John,,Stonnington,-37.8617455436326,145.02169368341148,Entire home/apt,80,4,44,2017-03-26,1.61,1,336
+5023102,"Quiet, central 1 bedroom in Prahran",24131334,Benjamin,,Stonnington,-37.853620789543776,144.99665257251746,Entire home/apt,160,5,8,2017-03-21,0.32,1,27
+15860027,Stylish convenient apartment with garden,32461639,Anne,,Stonnington,-37.85500400460454,145.00653516856806,Entire home/apt,190,2,1,2017-03-25,1,1,87
+16572454,St Kilda Rd Business Precinct Apt!,25512499,Michael,,Stonnington,-37.85365520137744,144.98433715020383,Entire home/apt,125,7,4,2017-03-27,2.55,3,363
+4669488,Best location 2BR Apt. In Malvern,20047481,Shahar,,Stonnington,-37.86388986968275,145.0284127858994,Entire home/apt,125,6,11,2017-01-26,0.40,1,276
+16398996,Hawksburn Haven a stone's throw from Chapel St,43388406,Kat,,Stonnington,-37.8493484712362,145.00281361903282,Entire home/apt,92,14,0,,,1,30
+8107012,Private bed & bath + best location!,42222276,Krystel,,Stonnington,-37.8535031649344,144.9893734141245,Private room,69,3,44,2017-03-19,2.50,1,76
+10660817,"The Station, Greville St Prahran",9173027,David,,Stonnington,-37.84985034652342,144.98930723721108,Entire home/apt,130,2,32,2017-03-30,2.26,1,309
+9778692,2B2B lilli foxtel+internet+parking,37181360,Shannan & Sasha,,Stonnington,-37.83755603049763,144.99434665987894,Entire home/apt,220,7,6,2016-10-08,0.39,20,0
+17707536,"John's longer stays in Sth Yarra, 1 week minimum",2928735,John,,Stonnington,-37.838807807891,145.0040111150009,Entire home/apt,107,7,0,,,2,89
+17478161,Fives mins to Melbourne Grand Prix,118393910,Brock,,Stonnington,-37.85437516648358,144.98501655518547,Private room,250,4,0,,,1,25
+16757239,Neat studio apartment. Own entrance. Leafy suburb.,111203687,Amanda And Ross,,Stonnington,-37.84319131986239,145.02734315977085,Entire home/apt,94,3,5,2017-03-27,2.24,1,86
+7778786,"Bright, quiet, central, clean &big.",4128264,Kettina,,Stonnington,-37.85201226949938,144.99179306941036,Entire home/apt,149,2,3,2016-11-02,0.16,1,92
+2733270,Cute 1bdr Entire Apt - *SPECIAL*,3670333,Tyson,,Stonnington,-37.84996353378442,145.01319458676903,Entire home/apt,121,1,18,2017-03-26,0.53,4,365
+13283549,Stylish Warehouse,2058617,Stay With Style,,Stonnington,-37.84671959659906,144.9882943334413,Entire home/apt,145,4,11,2017-03-13,1.35,24,338
+12366505,"Great, centrally located apartment",1414704,Marcus,,Stonnington,-37.83922602996977,145.000384562771,Private room,50,1,0,,,1,0
+17303514,Spacious two bedroom apartment,25375522,Hana,,Stonnington,-37.85036801916974,145.021330874157,Entire home/apt,100,1,4,2017-03-30,4,1,2
+3813123,Melbourne - South Yarra off Chapel,7559301,Michele,,Stonnington,-37.84577937198276,144.9947454190888,Entire home/apt,180,2,29,2017-02-21,1.25,1,211
+4960586,Great Townhouse - Best Location,25571597,Josh,,Stonnington,-37.85144059034595,145.00362017499316,Private room,89,1,0,,,1,363
+11874549,CHIANTI: The Heart of Hip South Yarra,5383441,"Amy, Gareth & Dan",,Stonnington,-37.8440863877847,144.9957032798722,Entire home/apt,125,2,40,2017-03-04,3.41,32,205
+14921347,Studio Apartment with free wifi,48014108,Fernanda,,Stonnington,-37.84414979770356,144.99656316579612,Entire home/apt,130,2,1,2016-09-10,0.15,14,363
+16592496,Fashion Style Five Star 2BD APT in South Yarra,63323103,James,,Stonnington,-37.837056013663315,144.99543335156727,Entire home/apt,149,2,0,,,4,72
+5385808,Inner City River Hideaway,2552066,Rod,,Stonnington,-37.83275237275335,144.98918218347552,Entire home/apt,87,7,62,2017-03-03,2.47,1,275
+13806855,Cosy Private Room -Easy Access to Chapel St & City,29076764,Kat,,Stonnington,-37.840642519170295,145.01896432401014,Private room,66,2,13,2017-02-15,2.60,1,193
+3419343,Luxury NYC Loft - Middle of Chapel St + Parking,17237792,Joshua,,Stonnington,-37.84774953991823,144.9930321452288,Entire home/apt,180,3,63,2017-03-20,2.21,1,84
+9579686,Stylish Apartment Centrally located,49589358,Luke,,Stonnington,-37.85428047517028,145.0120725796264,Entire home/apt,115,3,0,,,1,0
+14527617,Spacious family home in safe suburb with pool,20293710,Tim,,Stonnington,-37.86590828670993,145.0532199792533,Entire home/apt,560,5,3,2017-01-08,0.83,1,121
+11218831,Comfy room for Melbourne Explorers,3080266,Rachael,,Stonnington,-37.859173188260876,145.01678390105354,Private room,50,1,15,2017-03-19,1.19,1,342
+12137101,Claremont Guest House,65151990,Eva,,Stonnington,-37.839155566127246,144.99249870653327,Private room,80,1,5,2017-03-06,0.42,1,365
+13642844,South Yarra@18 Floor +5 people+car park+Wifi,10474768,Maria,,Stonnington,-37.83788337439703,144.9926174027572,Entire home/apt,169,2,45,2017-03-26,4.96,3,321
+8957395,An oasis 10 mins from the city...,5579026,Josie,,Stonnington,-37.84108462290163,145.0128085345939,Entire home/apt,149,1,13,2017-03-27,0.85,2,365
+12299668,"Walk 2 Chapel st, Parks & Transport",66309653,Paul,,Stonnington,-37.85771900113575,145.01037184685958,Entire home/apt,250,1,7,2016-10-15,0.60,1,364
+15009684,Darling Malvern East,26092042,Sarah,,Stonnington,-37.881362700991616,145.058524021937,Entire home/apt,215,5,1,2016-12-29,0.31,1,42
+633258,"Hip, light filled Windsor apartment",440653,Rob,,Stonnington,-37.85513120674799,144.99451277507015,Entire home/apt,100,2,10,2017-01-20,0.18,1,0
+533997,ST KILDA ROOM 4TH LEVEL CITY VIEWS,2624960,Karen,,Stonnington,-37.85533918712724,144.98841219740166,Private room,90,1,31,2016-06-12,0.61,5,338
+6497739,Share a resort style apartment with a local,32788636,Claire,,Stonnington,-37.83913448182316,144.99503043927348,Shared room,55,2,53,2017-02-25,2.37,1,87
+10888554,"Top location. Beach, bars, summer!",36909259,Catalina,,Stonnington,-37.85034392945306,144.98780599248352,Entire home/apt,100,2,17,2017-03-30,1.23,1,205
+6859631,Huge modern 2BD w free parking/Wifi,23406050,Louise,,Stonnington,-37.84770140000848,144.98975200006112,Entire home/apt,195,2,46,2017-03-26,2.32,1,341
+14206769,Light and comfortable in the heart of Toorak,86234997,Sophie,,Stonnington,-37.83789363412655,145.0084100691147,Entire home/apt,94,1,4,2016-09-07,0.53,1,63
+3713797,"Art Deco Apartment, South Yarra",15845591,Julia,,Stonnington,-37.833852766853376,145.00126554063348,Entire home/apt,105,5,3,2017-01-23,0.21,1,337
+5909172,2brm house in middle of Sth Yarra ,7818857,Sammy,,Stonnington,-37.84560759148346,144.98801229191477,Entire home/apt,142,2,5,2016-05-18,0.27,2,0
+8070384,Inner city sanctuary in Prahran,42626764,Fiona,,Stonnington,-37.84837231541563,144.99790089857433,Entire home/apt,250,1,5,2015-10-11,0.26,1,0
+7549121,Absolutely Perfect Prahran Position & Place,20461590,David,,Stonnington,-37.84831385193979,144.9909978011448,Entire home/apt,100,2,12,2017-03-26,2.79,1,166
+861242,Exec Style BIG! 3 BR HOUSE+WIFI,50121,Frank And Vince,,Stonnington,-37.8399737579447,144.99016226255546,Entire home/apt,519,3,31,2016-11-29,0.65,18,1
+4926397,"Modern, Convenient *Free Wifi",716304,Justin,,Stonnington,-37.85486526685074,145.0014515353408,Entire home/apt,75,1,117,2017-03-23,4.30,2,22
+15735864,It is very convenience to get to the city,88057064,Sima,,Stonnington,-37.869167396876314,145.03450397095307,Private room,45,2,1,2017-01-26,0.44,1,214
+16394469,Entire apartment + car park in heart of Prahran,28143319,Kane,,Stonnington,-37.84988012173181,144.99227702766194,Entire home/apt,79,2,16,2017-03-04,5.16,1,11
+17705090,Experienced Hosts: Homely Room in Lovely Prahran,7534283,Courtney,,Stonnington,-37.85780025987212,145.01034742315318,Private room,45,2,2,2017-04-01,2,4,345
+9349172,Stylish Home 3BR - Heart of Prahran,38652804,Jonathan,,Stonnington,-37.853820754941,145.00441761628227,Entire home/apt,281,7,3,2016-01-28,0.18,2,144
+16394198,Stylish designer apt in Sth Yarra,6886759,Lee,,Stonnington,-37.839427084368886,144.98936291881003,Entire home/apt,149,1,10,2017-04-01,4.00,1,42
+78143,2 bedrooms-ideal for friends/family,419767,Julie,,Stonnington,-37.85309803099591,144.99011746424364,Private room,100,2,90,2017-03-11,1.32,1,301
+16197535,Apartment close to Chapel St,105784638,Martina,,Stonnington,-37.855105296440556,144.99874259311818,Entire home/apt,84,2,1,2017-03-12,0.37,1,0
+17999619,Apartment with an incredible view,9443132,Teneille,,Stonnington,-37.84406506615001,144.99554174560055,Entire home/apt,320,2,0,,,1,22
+796390,"Inner City, Internet, & 2 car parks",2801063,Fred,,Stonnington,-37.838201744818925,144.99845588371738,Entire home/apt,135,1,64,2017-03-18,1.24,2,351
+3843736,Large 1 Bedroom Apt 5 mins walk to Chapel Street,19811963,Rich,,Stonnington,-37.84820835829496,144.98807410996724,Entire home/apt,100,2,14,2017-02-09,0.46,1,0
+4236962,Windsor Rustic Modern House,185022,Celeste,,Stonnington,-37.85398265947036,144.9971060186154,Entire home/apt,360,3,1,2015-12-28,0.06,1,365
+17999488,1BDR + Sofabed Apt in Heart of South Yarra,45113645,Ed,,Stonnington,-37.83659095515433,144.99217430946376,Entire home/apt,94,1,0,,,1,160
+10167053,Steam Guest House-South Yarra-close to CBD,52192080,Innes,,Stonnington,-37.846079970818494,145.00369148241703,Entire home/apt,111,4,22,2017-03-25,2.40,1,65
+16818834,Modern Toorak Apartment,34011348,Frank,,Stonnington,-37.8455657825848,145.00437459762497,Entire home/apt,100,2,6,2017-03-18,2.40,1,0
+9680842,Amazing Accommodations SouthYarra4,5238994,Pawan,,Stonnington,-37.8465837014622,144.99414163529624,Entire home/apt,130,1,10,2017-03-11,0.62,22,363
+862035,Stay in the heart of South Yarra,4517620,David,,Stonnington,-37.84265754691564,144.99133992455592,Private room,80,2,24,2016-11-01,0.54,1,312
+17868005,"South Yarra, 1 Bed / 1 Bath. Great City Views!",17440590,Alexandra,,Stonnington,-37.8414541231274,144.9979187614509,Entire home/apt,100,1,0,,,1,29
+15115442,1941 Bomb shelter near river,88101356,Jeanie,,Stonnington,-37.83382773509134,145.006907057344,Entire home/apt,110,2,7,2017-03-11,2.84,1,303
+9118897,South Yarra 1 Bed Apartment,42629347,Cian,,Stonnington,-37.847061611420756,145.0014322403352,Entire home/apt,90,1,1,2015-12-31,0.07,1,0
+17703368,"Clean, modern and Perfectly Located Apartment",78271498,David,,Stonnington,-37.84235813185882,144.9954659146703,Private room,45,7,0,,,1,71
+11936092,Great room close to Chapel Street,63717611,Stuart,,Stonnington,-37.85028391711468,144.9945736835736,Private room,55,1,51,2017-03-30,4.42,2,55
+16654675,3 Bedroom Home in the Heart of Prahran,67872386,Alison,,Stonnington,-37.851292426355,144.99008507345388,Entire home/apt,250,1,17,2017-04-02,7.08,1,297
+17867092,"Charming Apartment, Perfect Location",6746721,Georgina,,Stonnington,-37.85752949073961,145.00087850692387,Entire home/apt,119,2,0,,,1,74
+11608875,LUXURY LIFESTYLE IN SOUTH YARRA,25603472,Pedram,,Stonnington,-37.83803589174677,144.9945257138641,Entire home/apt,149,3,1,2016-04-02,0.08,1,0
+16883909,Luxury Kingsize Bed with Private Bathroom,424384,Hari,,Stonnington,-37.84095336045244,144.99875310424898,Private room,59,14,0,,,1,72
+11706548,Amazing Accommodations 6,5238994,Pawan,,Stonnington,-37.84482357376598,144.99670861983307,Entire home/apt,130,1,20,2017-03-16,2.20,22,353
+17685082,Double Room in Modern House,43662239,Aine,,Stonnington,-37.85762535312423,145.03458871368184,Private room,50,1,1,2017-03-25,1,1,123
+2579028,Charming 90 year-old home,13082806,Eileen,,Stonnington,-37.8738326400456,145.03897775042225,Private room,60,3,34,2017-03-05,1.21,1,306
+13967856,Victorian Cottage,85297,Carl,,Stonnington,-37.84531806636944,144.98805719799222,Entire home/apt,149,2,5,2017-02-04,1.52,2,4
+8887637,Luxurious South Yarra Apartment,23879109,Belinda,,Stonnington,-37.84731789307557,145.00158615046342,Entire home/apt,135,4,17,2017-03-27,1.05,1,90
+16489796,INTRO PRICES Amazing South Yarra Townhouse Rooftop,51862922,Saint,,Stonnington,-37.845522910383714,144.99493978769735,Entire home/apt,269,2,7,2017-03-19,2.21,10,360
+10460039,Amazing New Luxury Modern Apartment,44882803,Shervin,,Stonnington,-37.85051120084112,144.9955623256234,Entire home/apt,100,2,2,2016-04-29,0.17,1,0
+12327768,"Modern Apartment, Gym, Sauna Wi-Fi",12493017,Orlando,,Stonnington,-37.837687740958735,144.99561314285856,Private room,30,5,2,2016-09-13,0.19,1,11
+14064462,Private apartment with CBD view!,84438553,Serotonin,,Stonnington,-37.84900789813958,144.99119884946674,Entire home/apt,239,2,0,,,1,0
+13867766,19 Dec 16 - 11 Jan 17 $1105 Conditions Apply*,74750665,Shaun,,Stonnington,-37.87817231885316,145.06686362584952,Entire home/apt,60,7,0,,,1,0
+8233114,Apartmen 5 min walk to Chapel St,42897517,Angela,,Stonnington,-37.846725764943436,145.00191956947458,Private room,201,2,0,,,1,358
+12854793,Modern apartment,54543083,Hollie,,Stonnington,-37.855246035192955,145.00175750692065,Entire home/apt,85,1,1,2016-05-26,0.10,1,0
+14393413,Cosy family home in East Malvern.,83470809,Jennifer,,Stonnington,-37.87317391649833,145.04157264190945,Private room,80,2,5,2017-02-16,0.74,1,69
+8036177,BEATTY AVENUE BED & BREAKFAST #1,41779339,Nerida,,Stonnington,-37.85012284194293,145.01568238067995,Private room,140,1,1,2016-11-13,0.21,2,364
+678517,Sundrenched Apartment with Balcony,2027601,Bill,,Stonnington,-37.86061585694627,145.05883974591026,Entire home/apt,85,3,62,2017-03-27,1.14,13,75
+5807798,Warm and welcoming Edwardian home.,10006100,Anna,,Stonnington,-37.85905218004228,145.02575333687423,Private room,69,3,12,2017-01-06,0.55,3,120
+4086374,2BDRM Sth Yarra VIEWS *WIFI+PARKING,1739996,Paul,,Stonnington,-37.836123893192145,144.99334843069502,Entire home/apt,100,2,128,2017-03-21,4.15,42,168
+14065284,Cozy South Yarra Apartment available for a week,25393784,Jae,,Stonnington,-37.84259276535636,144.99539163303083,Private room,41,3,2,2016-08-01,0.24,1,0
+16784059,South Yarra 1 private room free pool gym internet,32658664,Cher,,Stonnington,-37.837240974645155,144.99301478216523,Private room,79,1,0,,,1,0
+11574935,Beautiful home in a great location,61178492,Julie,,Stonnington,-37.85154091393747,145.0323948593612,Entire home/apt,300,3,0,,,1,0
+2497174,Kids Friendly house,6144238,Tiano And Ali,,Stonnington,-37.85534275265436,144.9878813551192,Entire home/apt,176,2,12,2017-03-18,0.32,1,351
+268849,South Yarra 1BD Parking Wifi Metro COMFORT & EASE!,1408673,Little Journey,,Stonnington,-37.83691697499828,144.99285368225898,Entire home/apt,149,1,199,2017-03-30,3.08,5,330
+17241924,Cute and charming 2BD Edwardian house in Prahran,13432741,Jerry,,Stonnington,-37.84846732727931,144.99817105496058,Entire home/apt,419,1,1,2017-03-10,1,1,52
+17690228,Private Room in Prahran,10565642,David,,Stonnington,-37.852211822299395,145.0002694338186,Private room,88,1,1,2017-03-25,1,1,89
+13047478,brand new apartment in windsor,72206688,Eugene,,Stonnington,-37.85156772432559,144.99757825281804,Entire home/apt,499,1,0,,,1,88
+6069467,South Yarra Cottage - Clean & Light,2212165,Victor & Dougal,,Stonnington,-37.84527746961515,144.98892346111455,Entire home/apt,166,2,72,2017-03-30,3.07,1,202
+15047721,TASTEFUL SINGLE ROOM!,80146835,Kevin,,Stonnington,-37.84032120589955,145.01870347613996,Private room,60,1,8,2017-03-25,1.36,2,364
+17669143,Leafy sunset views,1433877,Amy,,Stonnington,-37.85387574124597,145.04572013434316,Entire home/apt,115,2,0,,,1,315
+15734371,Lovely Windsor Apartment in Central Location.,3193353,Clancy,,Stonnington,-37.854091380177834,144.99305375842093,Entire home/apt,220,1,5,2017-01-28,1.16,1,31
+12260944,Bedroom available in South Yarra,2183767,Fahad,,Stonnington,-37.837952775099396,144.99756062491943,Private room,90,1,1,2016-06-12,0.10,1,0
+11168997,THE BLOCK experience - South Yarra,58115032,Jasmine,,Stonnington,-37.84440858088274,144.98703200773693,Entire home/apt,495,3,7,2017-03-27,0.60,2,19
+3118633,Cozy 1BR Apt With Great City Views!,717969,Guy,,Stonnington,-37.850941379721625,144.98841323395314,Entire home/apt,117,2,32,2017-03-30,0.96,1,322
+4265507,Big room with private ensuite in modern home,12156843,Kristian,,Stonnington,-37.87867771392464,145.08152501026805,Private room,80,1,8,2016-09-26,0.43,1,359
+1774876,"South Yarra, Sunshine & City View",6285919,Bec,,Stonnington,-37.83440516352276,144.98939822310473,Entire home/apt,138,10,34,2017-02-14,0.82,2,311
+16694469,Charming Room in Beautiful South Yarra,12891445,Nick,,Stonnington,-37.838013791359735,144.99789927455313,Private room,63,2,9,2017-03-23,4.29,1,358
+9825831,"Location, Location, Location.",17474001,Justin,,Stonnington,-37.8402052518167,144.98781212911854,Entire home/apt,98,1,2,2016-12-28,0.13,1,0
+16587428,Residential Double Bedder for 1 or 2 guests.,100733020,Philip,,Stonnington,-37.88306081304164,145.07627595494986,Private room,56,1,3,2017-02-28,1.53,1,234
+11149244,Large room in stunning Toorak,57965197,Lachlan,,Stonnington,-37.84027427973407,145.01257929810444,Private room,41,1,1,2016-02-18,0.07,1,143
+7117362,"Modern apartment, perfect location!",2594260,Saasha,,Stonnington,-37.85251860892961,144.9913596021347,Entire home/apt,204,3,3,2015-12-04,0.18,1,0
+5643558,Lux 3bd House South Yarra with a Pool & Parking,5054873,Annie,,Stonnington,-37.83846570720477,144.99912265969306,Entire home/apt,579,3,4,2017-03-26,2.73,1,358
+11148578,Lovely 2 bed 2 bath with a CAR PARK,5508670,Jayde,,Stonnington,-37.840711975509045,144.99982078437006,Entire home/apt,128,2,13,2017-03-25,1.10,3,63
+17734244,Prime location! 2 bedroom Windsor,9110085,Tara,,Stonnington,-37.855672433013574,144.9947028275213,Entire home/apt,110,7,0,,,3,126
+9187521,Nice and quiet apt in Prahran,2024356,Juliana,,Stonnington,-37.856402023992715,145.0071252113531,Entire home/apt,121,1,1,2016-01-05,0.07,1,0
+421542,Stunning private home in ❤️ of city,280845,Masha,,Stonnington,-37.840780331088624,145.00129667997115,Entire home/apt,125,3,40,2017-02-23,0.67,1,298
+2447695,Stylish Apartment | Chapel x Toorak,433698,Mary,,Stonnington,-37.83845700632228,144.99591268805898,Entire home/apt,149,1,54,2017-03-19,1.47,1,344
+17012694,"The perfect location, just off Chapel St.",2707020,Kylie,,Stonnington,-37.85378736273306,144.99759603494437,Entire home/apt,109,2,5,2017-03-20,4.55,1,122
+16422865,Private Queen (room) just for you.,18070672,Teague,,Stonnington,-37.853809350573826,144.9899617374106,Private room,45,2,3,2017-03-28,1.48,2,0
+9869218,"2 lge beds, breaky, garden & locale",17436969,Emily,,Stonnington,-37.85764217572951,145.00224739446134,Private room,55,2,30,2017-03-24,1.93,1,277
+9738142,Prahran Perfect - 2 Bed 1BR Private,38652804,Jonathan,,Stonnington,-37.85311742218154,145.00390303743254,Private room,121,2,0,,,2,61
+16291719,"2MIN WALK TO CHAPEL ST, 1BR APT",106581421,Gen,,Stonnington,-37.84944897460913,144.99375809117504,Entire home/apt,148,2,11,2017-03-17,3.55,1,130
+16785412,Modern Inner City Townhouse (3 Bedroom),111511520,Lauren,,Stonnington,-37.85610110325968,145.03941481515395,Entire home/apt,155,7,15,2017-03-27,6.43,1,8
+3995894,Gorgeous 2bdr apartment in Prahran,7534283,Courtney,,Stonnington,-37.85797542809564,145.01002466896102,Entire home/apt,130,2,4,2016-10-23,0.14,4,0
+4560022,"Art Deco, Rooftop Garden & Spa",18362775,Leon,,Stonnington,-37.84250835573672,145.0037405132578,Entire home/apt,391,7,27,2017-01-13,0.95,2,276
+13702285,Chapel Street Dream - 1bd Entire Apt,33250856,Missy,,Stonnington,-37.84385670835939,144.99745549986116,Entire home/apt,160,14,0,,,1,176
+9737318,Nice studio appartment with a view,14740200,Kseniya,,Stonnington,-37.84545101917006,144.99504093633607,Entire home/apt,98,4,0,,,1,0
+16520163,Private room in modern apartment own bathroom,21396432,Lachlan,,Stonnington,-37.85334530595498,144.99618772335194,Private room,73,2,1,2017-01-22,0.42,2,63
+10502295,Amazing location and large room,17624036,Lucy,,Stonnington,-37.83913740129935,144.98834653378205,Private room,35,5,1,2016-03-10,0.08,1,0
+8524704,Chapel St - South Yarra Studio,34479339,Leila,,Stonnington,-37.843969154134804,144.99457318906022,Entire home/apt,94,2,51,2017-03-16,2.80,1,0
+15930184,Tree-top oasis just off Chapel St,3538754,Bella,,Stonnington,-37.84372820512868,144.99762911871264,Private room,60,1,2,2017-03-28,2,2,166
+16216539,CharmingTwo Bedroom Victorian House,53875843,Stephanie,,Stonnington,-37.85273867130994,144.99948030813255,Entire home/apt,389,2,7,2017-03-18,1.83,1,356
+1119019,Spacious 2BR Inner City Apartment,6140791,Tom And Frances,,Stonnington,-37.84240863971958,145.00390318996136,Entire home/apt,149,2,80,2017-03-10,1.70,1,359
+15504176,Make yourself at home in South Yarra!,99459902,Fiona,,Stonnington,-37.84022684837172,144.99918505155983,Private room,69,2,10,2017-03-26,2.83,1,72
+3314460,"Light & modern, perfect for singles",16736237,Rosemary,,Stonnington,-37.86024516758254,145.0418917688846,Private room,68,1,28,2017-03-18,0.87,1,325
+10918421,South Yarra Executive 1BR APT,56593848,Jane,,Stonnington,-37.83594745930033,144.99525188471938,Entire home/apt,118,2,19,2017-02-03,1.37,2,154
+17045686,South Yarra Cocoon *DISCOUNT AVAILABLE*,3670333,Tyson,,Stonnington,-37.84415515135025,144.9935029309593,Entire home/apt,159,1,1,2017-03-04,1,4,365
+10688670,Amazing City view with free wifi,48014108,Fernanda,,Stonnington,-37.846670060171846,144.99402467395754,Entire home/apt,130,2,7,2017-03-05,0.91,14,365
+5970038,"Sun-filled, Beautiful Townhouse!",23689036,Shelby 'Bonita',,Stonnington,-37.85338794601318,144.98422677658192,Entire home/apt,250,7,0,,,1,343
+6493673,"Cafes, Bars, Shopping & Transport",33941222,Belinda,,Stonnington,-37.855254305514016,144.9879405818077,Entire home/apt,121,2,5,2015-07-26,0.22,1,99
+267678,Melbourne Windsor bachelor pad...,1403667,THE CONCIERGE (Aust),,Stonnington,-37.853017382777054,144.9962813718716,Entire home/apt,185,3,50,2017-03-18,0.78,7,338
+11802008,Fantastic townhouse in Toorak,16644800,Ash And Scott,,Stonnington,-37.836108631849754,145.01230612295277,Private room,69,2,33,2017-03-05,2.59,1,359
+2578669,"Spacious Home w. views,wifi+parking",13206592,Bri,,Stonnington,-37.83566053373253,144.99288099278047,Entire home/apt,201,3,7,2016-11-26,0.20,1,365
+3085056,Stunning Prahan Apartment,4423134,Anna (Annie),,Stonnington,-37.84814512566545,144.99787403142687,Entire home/apt,240,7,0,,,1,0
+14979819,Private appartment all yours! Convenient & cozy,42233430,Elizabeth,,Stonnington,-37.85753392915934,145.0464338267793,Entire home/apt,85,2,5,2017-04-02,4.69,1,254
+8721113,Amazing Master Room with ensuite,14467553,Lynn,,Stonnington,-37.84783073446489,145.00190344962868,Private room,66,2,5,2016-07-18,0.29,1,357
+8229577,Overlooking Yarra River Clean&Close,43397633,Kate,,Stonnington,-37.83396888109053,144.9903761233839,Entire home/apt,119,1,0,,,1,0
+17950352,Studio with wifi in Vogue,48014108,Fernanda,,Stonnington,-37.836532818441746,144.9956745094616,Entire home/apt,149,1,0,,,14,358
+15243716,LARGE Cozy room with ENSUITE & Private Balcony,91054992,Immie,,Stonnington,-37.842025157960784,145.00791965109352,Private room,58,1,5,2017-01-24,0.84,2,352
+9638569,Fresh&Stylish 1BR apartment,5410392,Niina,,Stonnington,-37.84301164564657,145.01078057505302,Entire home/apt,121,2,7,2016-12-31,0.51,1,358
+10064542,A,51646661,Jessie,,Stonnington,-37.85917912692031,145.0081403001213,Private room,901,1,1,2015-12-23,0.06,1,90
+12259988,"Cute, comfortable, and central!",66019903,Diana,,Stonnington,-37.85223005463738,144.9892084567262,Entire home/apt,94,2,2,2016-07-19,0.23,1,0
+8294748,Malvern doorstep bungalow,31371492,Carolyn,,Stonnington,-37.858618810657106,145.04829642388944,Entire home/apt,350,3,8,2017-01-24,0.51,1,271
+16027932,Gorgeous family home in the heart of South Yarra,26978580,Sarah,,Stonnington,-37.84223241274569,144.99816651877876,Entire home/apt,281,5,2,2017-01-05,0.61,1,19
+6426903,Rockmans apartment 6,33539920,Robert,,Stonnington,-37.84461487804424,144.98642923590808,Entire home/apt,160,7,1,2016-02-15,0.07,4,206
+7114978,Spacious South Yarra Master Bedroom,17883620,Hikitene,,Stonnington,-37.845550361460454,144.98955414409556,Private room,100,5,0,,,1,0
+6852770,Victorian charm just off Chapel St,17142761,Emily,,Stonnington,-37.854551392136415,144.9934521691606,Entire home/apt,155,2,36,2017-03-09,1.74,1,346
+16486520,SIMPLE 1 BR APARTMENT FREE PARKING FREE WIFI,1408673,Little Journey,,Stonnington,-37.83877669759133,144.9943110851017,Entire home/apt,125,1,21,2017-03-23,6.56,5,157
+16584793,1 bedroom apartment in Melbourne CBD,11669182,Jess,,Stonnington,-37.86018266604875,145.02655559544775,Private room,100,1,0,,,1,364
+4624416,Luxury Studio Apartment,23913279,Eddie,,Stonnington,-37.83785089417815,144.99316650712143,Entire home/apt,180,5,1,2015-12-04,0.06,9,365
+11047507,Coolest Townhouse In Prahran !,29021343,Michelle,,Stonnington,-37.85255830051896,144.98934413293696,Shared room,89,1,32,2017-03-16,2.52,2,363
+17961540,Fantastic Townhouse with Amazing Rooftop Terrace,51862922,Saint,,Stonnington,-37.84486958762509,144.99451294364692,Entire home/apt,169,2,0,,,10,131
+4887092,Central 1BD w Parking - South Yarra,19235104,James,,Stonnington,-37.83586589846905,144.99168833483716,Entire home/apt,75,3,2,2015-08-31,0.10,2,0
+1774105,Amazing South Yarra Apartment!,9317342,Louisa,,Stonnington,-37.83769747425025,144.99685935018528,Entire home/apt,149,2,6,2016-12-21,0.15,1,222
+10029129,Architect's Warehouse Apartment,2813653,Hoang,,Stonnington,-37.85222061493068,144.99548361750328,Private room,85,2,3,2017-03-26,0.20,1,362
+17673619,2 mins from Chapel St,33077911,Daniel,,Stonnington,-37.843533715753715,144.9918412754612,Private room,39,9,0,,,1,40
+9144300,Apartment next to public transport,22077409,Samuel,,Stonnington,-37.85917950430376,145.0561147893498,Private room,69,1,18,2017-03-15,1.06,1,337
+5539782,Cool Pad on Chapel St Precinct,27519367,Kevin,,Stonnington,-37.83484965780275,144.99536648519697,Entire home/apt,135,2,17,2017-03-15,0.69,4,80
+12683173,Quest Prahran Apartment Hotel 3 Bedroom,29557433,Rod,,Stonnington,-37.84504729488487,144.99136574793474,Entire home/apt,270,1,7,2017-01-28,0.75,2,322
+13797276,Modern apartment just off Chapel St,63717611,Stuart,,Stonnington,-37.8519447437737,144.99412916820737,Entire home/apt,104,3,1,2017-01-11,0.12,2,330
+12814208,Family-friendly apartment,69885354,Parul,,Stonnington,-37.8426732982804,145.026924199261,Private room,45,1,1,2016-05-23,0.09,1,0
+11994993,1-BEDROOM IN THE HEART OF PRAHRAN,64090200,Nicole,,Stonnington,-37.850221130244336,145.00155969262855,Entire home/apt,90,14,1,2016-09-07,0.14,1,365
+14747489,Amazing Studio Apartment: South Yarra,48014108,Fernanda,,Stonnington,-37.84362103244354,144.99507518816782,Entire home/apt,130,4,9,2017-01-05,1.27,14,298
+7832582,A little gem in leafy Malvern East.,31767456,Antoinette,,Stonnington,-37.86778447920991,145.05569421934885,Entire home/apt,250,2,23,2017-01-22,1.26,1,88
+17831686,Amazing City Views,121951519,Tony,,Stonnington,-37.84566364018862,144.9964144822015,Private room,149,2,0,,,1,16
+16149593,"Fun, Friendly and Perfectly Located",105398896,Lee,,Stonnington,-37.84516088824219,144.99155987899815,Private room,50,1,9,2017-03-25,2.90,2,257
+8489489,Large Room in South Yarra,42570475,Malachy,,Stonnington,-37.84488407094194,144.98774741549192,Private room,55,5,1,2016-12-01,0.24,1,2
+17172965,"Penthouse views, unbeatable locale!",30012669,Samantha,,Stonnington,-37.83493250542295,144.99712137443805,Private room,111,2,4,2017-03-25,2.93,1,325
+17795551,"Private double room, on quiet South Yarra Street.",121592585,Will,,Stonnington,-37.84005036760475,144.9864556842458,Private room,100,1,2,2017-04-01,2,1,64
+11700699,One of Melbourne's best streets,5294045,Gary,,Stonnington,-37.835112513954044,144.98827394266416,Private room,94,1,0,,,1,90
+8620421,"Rooftop Spa's, cinema & gym :)",30033440,James,,Stonnington,-37.84497648286843,144.99663808908412,Entire home/apt,199,2,1,2015-10-20,0.06,1,0
+10619232,Melbourne: Inner East Garden Oasis,54806891,Karina,,Stonnington,-37.850575320889924,145.0478523178487,Entire home/apt,85,2,4,2016-02-24,0.28,1,0
+16091451,Apartment close to Chapel Street,5168516,Alexandra,,Stonnington,-37.85012117537565,145.0007572500518,Entire home/apt,87,1,13,2017-03-26,3.02,1,116
+16386315,2-bed house Malvern East w new deck for summer,29007012,Joshua,,Stonnington,-37.87649980476992,145.06803779763956,Private room,59,3,1,2017-01-11,0.36,1,364
+15040888,"Quiet Apt, Close to transport w/Gym",18600398,Anna,,Stonnington,-37.836169763884044,144.99777383098507,Private room,69,1,5,2017-03-18,1.16,1,13
+16615600,"Hawksburn Cottage, charming and bright",12705795,Gail,,Stonnington,-37.85236153622706,145.00624381646713,Entire home/apt,165,2,7,2017-03-19,3.18,1,152
+16353421,Prahran Luxury Home with Pool & Al Fresco Area,5483971,Ben,,Stonnington,-37.85345528355991,145.00538814513664,Entire home/apt,395,2,6,2017-03-25,2.02,1,45
+17926281,Central apartment in the heart of Prahran,46034195,Michael And Grainne,,Stonnington,-37.84861679964911,144.9917622765576,Entire home/apt,90,2,0,,,1,18
+10977879,Charming apartment in the best spot,52256122,Victor,,Stonnington,-37.837187692735185,144.9951213017086,Entire home/apt,98,1,4,2016-07-26,0.30,1,332
+9012929,Beautiful Victorian Terrace house,11250637,Jessica,,Stonnington,-37.84924430648837,144.99743316314587,Private room,30,1,2,2015-11-08,0.12,1,0
+13239992,Cosy 1 bedroom Apartment,5238994,Pawan,,Stonnington,-37.84400863055268,144.99463299339882,Entire home/apt,145,1,4,2016-10-07,0.43,22,313
+4654715,"1 Bedroom Apartment, South Yarra",24093889,Russell,,Stonnington,-37.84005091679234,144.99279470097582,Entire home/apt,85,3,0,,,1,0
+12813721,South Yarra Loft Apartment,69879014,Craig,,Stonnington,-37.838202228812435,144.99677588704978,Entire home/apt,180,2,1,2017-01-31,0.48,1,351
+16975224,Large private room in South Yarra,15003808,Amy,,Stonnington,-37.84288756098901,144.99717348943187,Private room,69,2,3,2017-03-26,2.14,1,84
+11044202,3 Bedroom Period Home with Contemporary Twist,760849,Bev,,Stonnington,-37.85508550901679,145.00247839436062,Entire home/apt,493,3,1,2016-12-02,0.24,51,269
+9536769,"Stunning apartment,amazing location",33155267,Sue,,Stonnington,-37.83764035841909,144.9970190966605,Entire home/apt,201,2,39,2017-01-27,2.49,1,297
+7439546,"Bluegarden - Elegant 2 bedroom, 2 bathroom home",2058617,Stay With Style,,Stonnington,-37.85334395227494,144.98412150132552,Entire home/apt,329,5,6,2017-03-04,0.29,24,336
+17795484,"Quiet apartment with 2 bedrooms, openplan living",58781184,Harriette,,Stonnington,-37.8690447474398,145.05936353448587,Entire home/apt,83,2,0,,,1,14
+16746312,Central South Yarra apartment,10304111,Jessica,,Stonnington,-37.842172742759075,145.00332796062256,Private room,88,2,0,,,1,358
+8816061,Sunny Toorak 1 bed apartment,46183136,Georgia,,Stonnington,-37.83433426808138,145.0117205142616,Entire home/apt,121,7,0,,,1,0
+16056543,LUXICO - Ethel St,11914644,Luxico Holiday Homes,,Stonnington,-37.848379349425976,145.03892991047724,Entire home/apt,834,7,0,,,58,151
+461769,IR18 1bdr and balcony in St Kilda,1710397,Amanda,,Port Phillip,-37.86752726774062,144.97924248557328,Entire home/apt,199,3,0,,,62,360
+7094808,Private spacious loft bedroom,5310834,Nerissa,,Port Phillip,-37.866701825974324,144.99202973597914,Private room,50,1,0,,,1,0
+464525,IR26 1bdr and balcony in St Kilda,1710397,Amanda,,Port Phillip,-37.867525593905285,144.9792494429888,Entire home/apt,199,3,2,2016-11-04,0.08,62,365
+5041253,Family 3bdrm home in leafy St Kilda,10000282,Christine,,Port Phillip,-37.87055829076876,144.98205319578253,Entire home/apt,204,3,46,2017-03-26,1.83,1,45
+17158705,"Clean, modern and fun apartment",115406867,Victor,,Port Phillip,-37.87574740774486,144.97989081740488,Private room,50,1,2,2017-02-24,1.07,1,321
+5991540,"Modern, bright St Kilda Apartment",30190555,Sarah,,Port Phillip,-37.8699742523455,144.97657314116825,Entire home/apt,210,5,0,,,1,0
+5388885,Luxury St Kilda Apartment,11958532,Rachael,,Port Phillip,-37.857491737032895,144.98640944391906,Private room,135,1,0,,,1,92
+466451,"IR33 2BR penthouse, views St Kilda",1710397,Amanda,,Port Phillip,-37.868226804222815,144.9809001531871,Entire home/apt,249,3,3,2016-10-17,0.06,62,339
+464511,IR23 1BR contemporary St Kilda apt,1710397,Amanda,,Port Phillip,-37.8682019133292,144.9795170550974,Entire home/apt,199,3,2,2015-09-28,0.05,62,362
+1910365,LUXURIOUS DESIGNER BEACHSIDE HOME,9846003,Jane,,Port Phillip,-37.87426724919074,144.97757020684023,Entire home/apt,880,7,0,,,1,0
+17893725,"Modern, sunny, two-story St Kilda apartment",33627510,Caitlyn,,Port Phillip,-37.866400997606355,144.98782217764403,Entire home/apt,121,1,0,,,1,12
+17810663,Beautiful Private Queen Size Room,25623972,RayRay,,Port Phillip,-37.87218040541959,144.99348946357657,Private room,90,1,0,,,1,170
+14983937,Brand New Ocean & Park View Apt in St Kilda 1406,47823384,JoJo,,Port Phillip,-37.85961316022078,144.9828797673151,Entire home/apt,180,1,62,2017-03-26,9.25,5,135
+312753,** Studio in heart of St Kilda **,721348,Living Like Locals,,Port Phillip,-37.859433164337254,144.97732381584862,Entire home/apt,90,7,18,2016-11-17,0.29,5,350
+17778929,Amazing Melbourne 1 Bed - Overlooking Albert Park!,74424340,Amber,,Port Phillip,-37.853269681655384,144.9796229583172,Entire home/apt,149,1,1,2017-03-26,1,1,0
+17929561,Beautiful Art Deco apartment,121920553,Evie,,Port Phillip,-37.873354470203466,144.9786393451258,Entire home/apt,140,1,0,,,1,113
+13396655,Twin Cozy Room near St Kilda Beach!,76217732,Max,,Port Phillip,-37.858907405212534,144.9800663038188,Private room,75,1,2,2016-08-23,0.20,2,86
+3571746,Top Floor 1 Bedroom Apartment WiFi,17986194,Geri,,Port Phillip,-37.85365969476968,144.97507168267072,Entire home/apt,125,2,70,2017-03-08,2.19,2,325
+13467696,"Cozy, comfy & clean apartment close to everything!",77025755,Jess,,Port Phillip,-37.861784246820015,144.9896035785754,Private room,63,1,16,2017-03-26,3.04,1,170
+9961517,St Kilda/Elwood Waterviews WoyWoy 4,4234727,Donna,,Port Phillip,-37.878741207450474,144.9767219680846,Entire home/apt,135,2,27,2017-03-25,1.78,3,200
+6292346,You will love the Sunflower Suite.,27819412,Joe,,Port Phillip,-37.86940534863311,144.9956409699791,Entire home/apt,245,2,3,2016-12-09,0.17,3,365
+9503608,Large bedroom with private bathroom,33164345,Jennifer,,Port Phillip,-37.84059599934395,144.94021441100162,Private room,50,1,49,2017-04-01,2.96,1,319
+10387909,"Large, Modern 1 Bedroom Apartment",12843495,Danielle,,Port Phillip,-37.85323557551704,144.98214149929274,Entire home/apt,201,3,2,2016-03-31,0.15,1,0
+17597568,Elwood 31 m2 studio for a couple,1868158,Anne-Florence,,Port Phillip,-37.88255256811233,144.9913098124058,Entire home/apt,60,3,1,2017-03-24,1,2,17
+7388073,Great St Kilda gem!,2054191,Angela,,Port Phillip,-37.86541963097465,144.98942231926833,Entire home/apt,100,1,1,2016-06-27,0.11,1,0
+16417890,St. Kilda Spacious 1 bedroom serviced apartment,48440169,Christina,,Port Phillip,-37.86861878613196,144.98230599008411,Entire home/apt,125,2,5,2017-02-25,1.61,4,365
+16405868,Prize Position St Kilda,107484230,Oz,,Port Phillip,-37.865520120505906,144.978772622682,Entire home/apt,148,2,3,2017-02-18,0.84,1,0
+8487852,Free parking+Wifi 2 bedroom,44323684,Dawei,,Port Phillip,-37.857493313653634,144.98301266584457,Entire home/apt,169,1,116,2017-03-30,6.30,6,313
+4549455,Absolutely fab art deco in Elwood,3025334,Victoria,,Port Phillip,-37.882964095205836,144.99633644882917,Private room,47,10,3,2016-04-09,0.21,1,0
+8815589,Bergan House Ripponlea,19018666,Nathalie,,Port Phillip,-37.88005862815242,144.9953909936717,Entire home/apt,250,7,0,,,1,0
+6958749,"Modern, spacious St Kilda studio",33403173,Hailey,,Port Phillip,-37.86970416908492,144.99348256186863,Entire home/apt,90,1,3,2015-10-08,0.15,1,0
+2327653,Albert Park lake apartment,11891320,Hayley,,Port Phillip,-37.835564250550306,144.96988970674474,Entire home/apt,160,2,40,2017-03-13,1.06,1,218
+3048429,FamilyFriendlyApt/Secure/Beach/wifi,15518920,Claire,,Port Phillip,-37.860388727610726,144.98030880897252,Entire home/apt,220,3,73,2017-03-16,2.15,1,299
+459911,IR13 1 bdr with balcony in St Kilda,1710397,Amanda,,Port Phillip,-37.86623741579941,144.97936347090996,Entire home/apt,199,3,0,,,62,292
+4981235,Next to Grand Prix track ! ,9085737,Rebecca And Miles,,Port Phillip,-37.851461104272225,144.9806709910044,Entire home/apt,299,2,0,,,1,0
+10028048,"""Carlisle"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86794881327363,144.97889363286487,Entire home/apt,130,2,20,2017-02-23,1.30,13,362
+15707925,5 minute walk to beach with SPA and WiFi,9697779,Helena,,Port Phillip,-37.87989105725427,144.98028726622175,Entire home/apt,245,3,2,2017-03-26,0.81,1,85
+14222346,"Melbourne HQ, Close to City, Beach and Nightlife",80347267,Steve,,Port Phillip,-37.84731123535335,144.9775554777271,Private room,45,1,44,2017-04-01,5.48,2,227
+5661968,The Beach House - St kilda ,29351880,James,,Port Phillip,-37.87224706487279,144.97797791688348,Private room,69,2,133,2017-03-27,5.41,1,81
+2425975,LUXICO - Ruskin St (Elwood),11914644,Luxico Holiday Homes,,Port Phillip,-37.87574387227167,144.98246320031942,Entire home/apt,294,7,0,,,58,0
+9846737,DOUBLE BEDROOM @CHAPEL ST!!!,10172220,Sem,,Port Phillip,-37.860317201395226,144.99080321469302,Private room,54,2,1,2016-08-22,0.13,1,14
+17175926,Bay St Beach Terrace Living,115563076,Gina & Andrew,,Port Phillip,-37.83576719895745,144.94407269757335,Entire home/apt,242,5,1,2017-03-15,1,1,90
+11801976,A stone throw from the beach,23508962,Helen,,Port Phillip,-37.84097368091061,144.94095480915408,Entire home/apt,121,2,14,2017-03-25,1.22,1,278
+4325881,*Cute CoZy Funky Beach Apartment*,19503762,Em,,Port Phillip,-37.88671751596432,144.9869594176688,Entire home/apt,100,2,16,2017-02-24,0.62,1,250
+5417674,Boutique Beach Apartment!,10708254,Melissa,,Port Phillip,-37.869192582744525,144.9792194925927,Entire home/apt,130,1,159,2017-03-30,6.29,8,355
+14658259,Beautiful luxury 1 Br apartment opp to albert park,91048572,Xiaojiao,,Port Phillip,-37.85182992646876,144.97859009749993,Entire home/apt,94,2,4,2017-03-19,0.60,1,131
+492034,N501 Super lge deluxe 2bd Port Melb,1710397,Amanda,,Port Phillip,-37.841220318077816,144.9372346117621,Entire home/apt,279,3,4,2016-03-26,0.14,62,343
+11763968,2br Carlisle Street Classic,13804696,Dan And Hayley,,Port Phillip,-37.86893863787778,144.9894162632634,Entire home/apt,185,2,19,2017-03-02,1.50,2,159
+492050,"N502 2BR luxe penthouse, Port Melb",1710397,Amanda,,Port Phillip,-37.84126605734253,144.93718699512803,Entire home/apt,279,3,7,2016-05-18,0.13,62,314
+17929467,Port Melbourne 2BR Home,1804988,Greg,,Port Phillip,-37.84325010259442,144.93331162690626,Entire home/apt,180,5,0,,,1,35
+2195725,Sunny Apartment in Leafy Elwood,10439197,Emma,,Port Phillip,-37.881204958759625,144.98077552960214,Private room,145,1,0,,,2,365
+14254618,Brilliant Location in Renovated Heritage House,42809476,Melissa,,Port Phillip,-37.869073971870094,144.99807131001995,Entire home/apt,240,2,1,2016-09-26,0.16,1,174
+14254360,"""The Sweet Spot"" with Private Bathroom",26126262,Tracey,,Port Phillip,-37.833669913012606,144.95804941026555,Private room,76,1,9,2017-03-18,1.43,2,364
+10256667,One bedroom apartment in St Kilda,52730743,Ross,,Port Phillip,-37.86551309752689,144.98900939596157,Entire home/apt,201,5,0,,,1,0
+4817439,The Heart of Melbourne,6660418,Belinda,,Port Phillip,-37.8347430432813,144.9642076343711,Entire home/apt,295,1,36,2017-03-26,1.31,2,358
+15860702,Beautiful Room In Port Melbourne Apartment,9915022,Bill,,Port Phillip,-37.84034114891718,144.9383475783373,Private room,59,1,5,2016-12-09,1.06,2,154
+16876098,Private Rooms in Prize Position St Kilda Beach,86803712,Oz,,Port Phillip,-37.865444972801185,144.97732193138654,Private room,121,2,0,,,1,0
+9241174,Beautiful beachside Elwood apt,33345854,Jenni,,Port Phillip,-37.882096253008115,144.9920336462174,Entire home/apt,100,7,2,2016-03-16,0.13,1,351
+9994573,Best Location Service Apartment,41696341,Amit,,Port Phillip,-37.8699933143217,144.9984961305191,Entire home/apt,149,2,15,2017-01-20,1.03,3,344
+15859816,Master bedroom with an en-suite bathroom -Level 12,36753645,Amir,,Port Phillip,-37.83448317234991,144.9710506342147,Private room,52,3,1,2016-11-14,0.21,1,88
+12173417,"Leafy outlook, Quiet, Elwood Beach",1787446,Ilan,,Port Phillip,-37.884661954829426,144.98275675830337,Entire home/apt,121,2,0,,,1,0
+9797983,3 brm Edwardian Terrace Elwood,33400356,Mark,,Port Phillip,-37.88092916297219,144.9913351166548,Entire home/apt,265,28,0,,,2,306
+8356909,"Vera, OLDSCHOOL by SouthMelb Market",7509953,Linton,,Port Phillip,-37.83284718142217,144.95763646819339,Entire home/apt,160,2,48,2017-03-22,2.59,70,319
+13675145,Everything you want to get away !,79574731,Ryan,,Port Phillip,-37.84086039842554,144.94048828265636,Private room,59,1,0,,,1,0
+11146690,Big gorgeous room & sunset balcony in lovely home,4197844,Eva,,Port Phillip,-37.86609747628302,145.00942602623866,Private room,62,2,5,2017-03-27,0.56,4,151
+948081,A cocoon in the heart of St Kilda,5140385,Lisa,,Port Phillip,-37.864966261262246,144.98487857730865,Private room,75,2,37,2017-03-25,0.75,2,322
+14582426,St Kilda/Elwood Waterviews WoyWoy 1,4234727,Donna,,Port Phillip,-37.877480944870804,144.976847357532,Entire home/apt,84,2,32,2017-03-23,4.53,3,125
+1344172,VILLA MODERN TWO LEVELS,5136856,Melissa,,Port Phillip,-37.878448836497505,144.98343690619467,Private room,115,4,0,,,2,363
+5472920,St Kilda It's all at your doorstep!,28385962,Celeste,,Port Phillip,-37.86601405727192,144.9753308737443,Entire home/apt,149,2,81,2017-03-26,3.44,1,336
+17287647,Cozy large bedroom in st kilda,31813931,Alexia,,Port Phillip,-37.86016609401227,144.99609506050157,Private room,41,1,0,,,1,14
+16548250,Gorgeous beachside apartment!,4051900,Genna,,Port Phillip,-37.88538499622613,144.98782708201608,Private room,60,2,6,2017-03-06,2.40,1,363
+9634205,"A new, one queen bedroom apartment",21351202,Ciara,,Port Phillip,-37.86625191881844,144.98277480698903,Entire home/apt,135,3,0,,,1,0
+17906642,**NEW** 33% Room Discount For May Only!,30503569,Matt & Sahara,,Port Phillip,-37.87451303105799,144.98156232488137,Private room,85,3,0,,,1,66
+12878913,Cosy 1brm apartment in top St Kilda location,48450070,Rohan,,Port Phillip,-37.86823860726528,144.98678587184222,Entire home/apt,50,25,0,,,1,0
+5767593,SUN DRENCHED TWO BEDROOM TOP FLOOR ,29922569,Donna,,Port Phillip,-37.88581992273218,144.98728941368293,Private room,80,2,1,2015-03-27,0.04,1,89
+6291892,The Cherry Suite is truly luxurious,27819412,Joe,,Port Phillip,-37.86835215189098,144.99442027895196,Entire home/apt,245,2,3,2017-01-21,0.21,3,365
+16291562,St Kilda Beach Apartment on Acland Street,106579618,Mel,,Port Phillip,-37.86965874587321,144.98004994631768,Entire home/apt,195,3,0,,,1,153
+2621569,Clean tidy room in St Kilda East,12169046,Paul,,Port Phillip,-37.86887916284628,144.99822726374802,Private room,60,2,14,2016-01-24,0.39,1,0
+8782620,Large Art Deco apartment.,29130389,Lynette,,Port Phillip,-37.870176616659926,144.9837502778004,Private room,66,1,38,2017-04-01,2.15,1,336
+15991593,Spacious family home by the beach,11915376,Hayley,,Port Phillip,-37.845225735791495,144.94668323384695,Entire home/apt,750,1,0,,,1,337
+12479281,Best view in Melbourne,20303438,Bruce,,Port Phillip,-37.85766931704904,144.98379517069876,Entire home/apt,225,3,21,2017-03-16,1.88,1,316
+9339064,apartment in the heart of St Kilda,48470218,Vicente,,Port Phillip,-37.8677060430777,144.98391829090707,Entire home/apt,80,5,0,,,1,0
+11574856,Luxury views 2min walk Grand Prix,61177790,Melissa,,Port Phillip,-37.83597939906545,144.96972050980756,Entire home/apt,355,1,0,,,1,0
+16712502,St Kilda East Townhouse,65984115,Thomas,,Port Phillip,-37.86461607786901,144.99516336654546,Entire home/apt,149,2,3,2017-02-22,1.43,1,0
+16712519,Central location! Beach+Cafes+City!,16697380,Tracey,,Port Phillip,-37.841689101531585,144.9379231281101,Entire home/apt,176,1,1,2017-01-28,0.45,1,76
+10159307,St Kilda Beach Paradise,52147026,Damian,,Port Phillip,-37.862951469827244,144.9741504346226,Shared room,50,2,9,2017-03-26,0.63,1,365
+5386950,LUXICO - The Port Penthouse,11914644,Luxico Holiday Homes,,Port Phillip,-37.8397876529171,144.94534278463442,Entire home/apt,672,3,15,2017-03-25,0.64,58,0
+14407203,2BR Townhouse by the Beach,7232716,Laura,,Port Phillip,-37.839691254288425,144.93677948610696,Entire home/apt,450,2,4,2017-03-24,1.50,1,360
+4850894,"Chic, Bright & Airy St Kilda room!",21153771,Kate,,Port Phillip,-37.865612912346045,144.9834614448294,Private room,73,1,69,2017-01-21,2.49,1,0
+8488160,"Port Melbourne luxury, water views.",11779929,Jeff,,Port Phillip,-37.84400041902501,144.94243153538523,Entire home/apt,229,2,4,2016-02-07,0.22,1,331
+15991058,Remarkable view and Melbourne at the front door,103921316,David,,Port Phillip,-37.86101807090737,144.98485674108414,Entire home/apt,139,2,0,,,1,117
+14255708,"Close to everything, St Kilda apartment + WIFI",35177899,Jonathan,,Port Phillip,-37.87093217264056,144.98771140945013,Entire home/apt,98,1,38,2017-03-29,4.65,1,322
+448056,H308 Across from gardens St Kilda,1710397,Amanda,,Port Phillip,-37.87272209457014,144.98253426674316,Entire home/apt,249,3,3,2015-04-22,0.08,62,339
+15500653,St Kilda Sanctuary,96252342,Bronwyn,,Port Phillip,-37.863972932742676,144.97521675057334,Private room,107,1,1,2017-01-20,0.20,1,365
+3147216,Art Deco 2BD apartment,15977732,Mary,,Port Phillip,-37.868622744190574,144.98647100943882,Entire home/apt,115,3,18,2016-03-11,0.65,2,0
+13305361,"Bright, colourful and close to everything!",23236857,Sandra,,Port Phillip,-37.87844388696849,144.9880983746565,Private room,60,3,9,2017-03-16,1.13,1,82
+11503114,Elwood Beach House - Walk to Beach!,60594899,Melissa,,Port Phillip,-37.88533177411058,144.98733124214095,Entire home/apt,180,1,37,2017-03-21,3.05,1,362
+459924,IR14 1 bdr and views of St Kilda ,1710397,Amanda,,Port Phillip,-37.867915755103105,144.98107920649238,Entire home/apt,199,3,1,2015-07-20,0.05,62,355
+17564829,Amazing Modern Perfectly Located Apartment!,119242444,Bryce,,Port Phillip,-37.85689303506082,144.96972031892105,Entire home/apt,100,2,5,2017-03-31,5,1,336
+9962662,Elwood Beach House,51195141,Leigh,,Port Phillip,-37.87633923060317,144.97811793261135,Entire home/apt,480,5,2,2017-01-02,0.61,1,365
+13436073,"Entire place -4br modern home - Central, trendy",21677532,L,,Port Phillip,-37.864584875297474,144.99780333882765,Entire home/apt,198,2,0,,,1,0
+15893692,Tidy and clean place,25677005,Thomas,,Port Phillip,-37.86518367113246,144.985146449362,Private room,88,1,2,2017-02-12,0.50,1,364
+14789271,Double room near St Kilda beach,76217732,Max,,Port Phillip,-37.85865608872145,144.98036364060218,Private room,66,1,0,,,2,84
+15436562,Awesome Beach Apartment!,10708254,Melissa,,Port Phillip,-37.867830141305326,144.97752052484026,Entire home/apt,140,1,31,2017-03-30,5.67,8,263
+12159241,Spacious room in colourful Art Deco St Kilda flat,64701164,Bryonny,,Port Phillip,-37.8586059299239,144.98450545194007,Private room,58,3,33,2017-03-06,2.76,1,32
+5867813,Large bedroom in 1920s ArtDeco Apt,76156,Janet,,Port Phillip,-37.85837786681195,144.98119797820775,Private room,69,3,22,2017-03-18,0.99,1,177
+17304404,"Fab Location, Modern House, Own Ensuite, Inviting",24050829,Michaela,,Port Phillip,-37.83225154110177,144.95685827344172,Private room,110,2,6,2017-03-26,5.45,1,170
+2034110,2 bedroom beach front apartment....,10441491,Emma,,Port Phillip,-37.85972966443354,144.97218783387703,Entire home/apt,499,1,2,2015-01-05,0.07,1,365
+17959455,Our English Cottage...,14921411,Briony,,Port Phillip,-37.839169122376134,144.95200188186763,Entire home/apt,164,4,0,,,1,10
+985644,50s Style Beauty in Trendy St Kilda,5408355,Chris,,Port Phillip,-37.87104795270973,144.98246555019065,Entire home/apt,250,1,13,2017-03-25,0.30,2,365
+6097455,St Kilda beach resort style luxury,14525373,Mikhiala,,Port Phillip,-37.86372003445068,144.97190731469686,Entire home/apt,169,2,12,2016-07-21,0.73,1,5
+16124472,"1 bedroom, light filled & moments to the beach",2498645,Susannah,,Port Phillip,-37.886686535393004,144.98631216694451,Entire home/apt,121,2,2,2017-01-04,0.63,1,50
+17394786,3 bedroom + garden classic St Kilda Art Deco apt,505327,Al,,Port Phillip,-37.87105382847015,144.980487658298,Entire home/apt,170,3,1,2017-03-26,1,1,67
+2245045,A quiet gem in leafy Elwood ,11467070,Denise,,Port Phillip,-37.876219021641504,144.9886143501437,Private room,55,3,35,2017-02-02,1.17,2,57
+15789155,Modern Apmt with 2 bth/bedrooms in ideal location,27178841,Jb,,Port Phillip,-37.83216785308893,144.96607943615035,Entire home/apt,201,3,3,2017-03-25,0.74,3,4
+7408497,"Sunny, modern, clean apartment in heart of StKilda",2205176,Jai,,Port Phillip,-37.8596573480783,144.97661741789491,Entire home/apt,100,1,12,2017-02-08,0.74,1,26
+3714304,"Top Spot with Pool, Gym & Wifi",12227775,Matthew,,Port Phillip,-37.84232998447566,144.9376402352057,Entire home/apt,185,2,38,2017-03-03,1.29,1,327
+6976876,"St Kilda pad, A MUST!",36586174,Jen,,Port Phillip,-37.87198513363726,144.98135871999938,Entire home/apt,105,2,3,2017-03-18,0.24,1,0
+7244666,"Modern, light and bright townhouse",37932220,Andrew,,Port Phillip,-37.87482827101277,144.98334657307444,Entire home/apt,239,4,2,2017-01-05,0.13,1,211
+9669500,Cozy home close to beach and city,49968842,Ian,,Port Phillip,-37.83564522025259,144.9365624618069,Entire home/apt,121,7,1,2016-01-13,0.07,1,0
+3672661,BARGAIN ST KILDA APT WITH PARKING,7416015,Seb,,Port Phillip,-37.86342453330458,144.98462443772988,Entire home/apt,75,3,67,2017-03-27,2.11,4,95
+5311085,"Stay near CBD, Albert Park",27513695,Daniel,,Port Phillip,-37.83619311788268,144.96729063734776,Entire home/apt,100,3,99,2017-03-26,4.22,1,286
+15043238,Huge High End Luxury St Kilda Home,19139083,Jay,,Port Phillip,-37.858994133625664,144.984113189858,Entire home/apt,229,3,28,2017-03-26,5.64,8,253
+8194748,"SUMMER, lifestyle views and space",42802158,Manny,,Port Phillip,-37.85354113978778,144.97985368117892,Entire home/apt,135,4,7,2016-04-15,0.38,1,124
+10193602,"** SPECIAL - CLEAN, FRESH & COMFORTABLE! **",52358002,Hiona & Bengt,,Port Phillip,-37.87750093601829,144.98607466882487,Entire home/apt,100,2,28,2017-03-06,1.96,1,336
+1837765,Paisley Room - Perfect Location,4648074,Gaye,,Port Phillip,-37.87160373846172,144.98774078187787,Private room,68,2,2,2016-02-13,0.07,1,364
+6228696,Sunny Beachside Apartment,6432700,Matt,,Port Phillip,-37.86079169957889,144.97720287799825,Entire home/apt,149,1,2,2016-11-19,0.09,1,0
+17369818,Domi Rentals - Unit Five,45356831,Domi,,Port Phillip,-37.873190929159705,144.99770665111066,Entire home/apt,149,1,0,,,10,351
+9997024,"Sunny, Clean, Beach & Cat Friendly",11371220,Anna,,Port Phillip,-37.85357955433741,144.96776236676516,Entire home/apt,105,11,0,,,1,0
+9519566,Super cool 2BD Apart! BEST LOCATION,1529764,Jacqueline,,Port Phillip,-37.83140617569829,144.96705526537798,Entire home/apt,149,2,46,2017-03-19,2.78,1,97
+15207161,Cosy Private Room in Central Elwood,26975829,Glenn,,Port Phillip,-37.880102690683394,144.98645181484667,Private room,66,2,6,2017-03-28,0.96,1,147
+16418603,Comfortable & Convenient 2Bd Apt,26397949,Belinda,,Port Phillip,-37.87152372114003,144.995666035898,Entire home/apt,105,3,7,2017-03-26,2.33,1,22
+492012,N402 huge 2bdr deluxe in Port Melb,1710397,Amanda,,Port Phillip,-37.84102770775057,144.93791343982815,Entire home/apt,279,3,2,2015-03-06,0.08,62,337
+13929345,Bossa St Kilda - 2B Modern House,48445896,Natasha,,Port Phillip,-37.86347752573057,144.9856372033784,Entire home/apt,155,3,13,2017-03-14,1.67,2,321
+17796004,Spacious room in South Melbourne,25503718,Danielle,,Port Phillip,-37.83288232756951,144.96906318785818,Private room,66,2,0,,,1,153
+9866147,"Comfy, cozy & quiet studio WIFI, bikes, Myki, wine",48928121,Barbara,,Port Phillip,-37.86112098707285,144.9846197998444,Entire home/apt,100,3,42,2017-03-26,2.84,6,364
+15523607,Private room relax near beach & cbd,58760733,Ulysses & Jose,,Port Phillip,-37.86038072226454,144.9858893731159,Private room,75,2,5,2017-03-06,1.05,1,29
+17468339,1 bedroom in the heart of St Kilda,4522310,Kylie & Holly,,Port Phillip,-37.859705594452976,144.98056045371825,Private room,80,2,1,2017-03-25,1,1,88
+16616382,"Lovely, clean and quiet apartment in St Kilda",56927545,Helen,,Port Phillip,-37.864924183243,144.98071567894513,Entire home/apt,94,3,0,,,1,32
+6327278,Large room in trendy Elwood home,2715789,Angela,,Port Phillip,-37.88723432590028,144.98368612910437,Private room,48,7,0,,,1,0
+7683840,ELWOOD HAVEN,31196561,Ester,,Port Phillip,-37.873965699147874,144.98350381653046,Entire home/apt,187,3,5,2017-01-30,0.29,2,179
+15469569,Port Melbourne holiday house,99278121,Katelyn,,Port Phillip,-37.8428280145061,144.93759621531444,Entire home/apt,176,1,17,2017-03-18,3.11,1,322
+17435661,"Charming Garden Apartment, St Kilda.",13830810,Mikala,,Port Phillip,-37.859862820573646,144.978498927767,Entire home/apt,119,2,3,2017-03-28,3,1,23
+16124959,Beach Shack on Shelley,36824926,Monica,,Port Phillip,-37.879987926801874,144.9819562819068,Entire home/apt,450,2,0,,,1,276
+3151167,St Kilda Bay Penthouse,15993596,Andi,,Port Phillip,-37.87128863490368,144.97793986042936,Private room,149,5,0,,,1,0
+16885368,Little gem - close to everything !,112324765,Kristy,,Port Phillip,-37.85639800407444,144.98811417373068,Entire home/apt,125,1,9,2017-03-26,4.66,1,357
+4739859,Heritage apartment on St Kilda beach,16839715,Brittany,,Port Phillip,-37.87032832491341,144.97652982472144,Entire home/apt,170,2,40,2017-03-27,1.45,1,350
+15961190,Elwood Art Deco 2 bed apartment 3 min to beach,33532407,Kirsten,,Port Phillip,-37.88067040937728,144.9838579777207,Entire home/apt,149,2,7,2017-03-26,1.79,1,342
+16419964,Modern apartment for relaxing stay,1829970,Rupert,,Port Phillip,-37.865299631582474,145.00369577198046,Entire home/apt,128,4,1,2017-01-21,0.41,1,164
+14158989,Whole 1 bed apartment close to St Kilda & PT,7371495,Nicola,,Port Phillip,-37.87358523893634,144.98705981634913,Entire home/apt,69,2,2,2016-10-06,0.33,1,0
+9931974,Bright opening Living room for rent,50077260,Bingming,,Port Phillip,-37.85631058638586,144.98411110658614,Shared room,29,2,60,2017-03-29,3.81,2,341
+17531428,"Albert Park gem near village, transport and beach",28648902,Georgie,,Port Phillip,-37.844786810030094,144.94734160718085,Entire home/apt,350,3,1,2017-03-26,1,1,19
+13176029,"Simple, Cosy and Sober place to stay",54674212,Theo,,Port Phillip,-37.86037592474064,144.98138502677998,Private room,48,2,0,,,1,0
+5016783,Cosy top floor 2 bedroom apartment,25878901,Ben,,Port Phillip,-37.88380478682533,144.98713930658406,Entire home/apt,100,1,30,2017-03-31,1.64,1,361
+17173734,Private bedroom in heart of St Kilda,18723656,Ogy,,Port Phillip,-37.87040673197337,144.9811571870531,Private room,75,2,4,2017-03-26,3.00,2,86
+5606625,Spacious Apt in trendy St Kilda,8171684,Gary,,Port Phillip,-37.864519930784006,144.9883864984784,Entire home/apt,75,4,2,2016-10-24,0.08,1,132
+12094710,St Kilda - Ripponlea. Quiet home,4600721,Kirsty,,Port Phillip,-37.87960205621453,144.9950156541195,Entire home/apt,400,2,0,,,1,341
+9940290,Twin-Share or Queen? (1r/1-4pp*),50796451,Carey,,Port Phillip,-37.86630265269164,144.9920453330147,Private room,52,3,5,2017-04-02,0.39,4,173
+9047290,"Huge 2 Bed + Apartment, Balaclava",6948583,Michelle,,Port Phillip,-37.871755745978504,144.99016088294732,Entire home/apt,100,3,7,2016-08-24,0.40,1,0
+12160248,Penthouse Views - Melbourne Style,39819223,Gina And David,,Port Phillip,-37.866835394386804,144.97505312269172,Entire home/apt,180,1,66,2017-03-12,5.74,2,315
+14552333,Spacious charming Elwood apartment,70096230,Andrew,,Port Phillip,-37.876071377558624,144.98999197498492,Entire home/apt,100,1,9,2016-12-10,1.35,1,180
+4788118,Renovated terrace with bay views,17136405,Ian,,Port Phillip,-37.863766933508025,144.97308437675747,Entire home/apt,590,7,0,,,1,0
+10882334,Relaxing Family Beachside Retreat,6729741,Alexa,,Port Phillip,-37.88619664918229,144.98947339280954,Entire home/apt,400,5,1,2016-12-30,0.32,1,353
+13176101,LUXICO - Albert Road,11914644,Luxico Holiday Homes,,Port Phillip,-37.83755001510854,144.96475369138477,Entire home/apt,2317,7,0,,,58,357
+13831465,Light-filled 3BR home near beach and city.,76896904,Sally,,Port Phillip,-37.836204497602125,144.93925810771927,Entire home/apt,168,7,1,2016-09-17,0.15,1,0
+6521396,Spaciously Cozy in Great Location!,22777938,Marlene,,Port Phillip,-37.83251873808655,144.96669780390977,Private room,88,1,0,,,2,354
+5539780,Albert Park Views close to Melb CBD,27519367,Kevin,,Port Phillip,-37.83401713771597,144.97287113511072,Entire home/apt,198,3,23,2017-01-20,0.98,4,276
+16452950,Private Space in Trendy St Kilda,97495471,Brett,,Port Phillip,-37.86425302337076,144.97503780258785,Private room,20,2,13,2017-03-12,4.19,2,345
+11701595,Unique Luxury Bayside Warehouse,395864,Linda,,Port Phillip,-37.841478285205326,144.93672866977778,Entire home/apt,395,3,0,,,2,5
+15273314,Bright room with own bathroom,17970833,Lasse,,Port Phillip,-37.83377235076147,144.97059752348378,Private room,90,3,3,2017-03-18,1.41,2,365
+16551278,1 bedroom apartment in St Kilda,6139389,Ellen,,Port Phillip,-37.862144380069154,144.98337981253502,Entire home/apt,80,2,6,2017-01-31,2.05,1,189
+14773483,In the heart of Elwood village,89576475,Shaun,,Port Phillip,-37.88837195031243,144.98619177190153,Entire home/apt,121,2,1,2016-12-27,0.31,1,74
+4001156,ST KILDA STYLISH 3 TO 6 WEEK STAY,10061304,Guy,,Port Phillip,-37.860331157610034,144.97625062708067,Entire home/apt,100,21,3,2016-12-16,0.11,2,123
+8523142,Huge room in 1890s artists mansion,37306248,Christopher,,Port Phillip,-37.86248137661945,144.98802218056508,Private room,94,2,2,2017-03-06,0.79,2,365
+1641871,"StayCentral Tuscany - spacious, central yet quiet",4177728,Chris,,Port Phillip,-37.8597507183198,144.97818942318236,Entire home/apt,222,3,2,2014-11-02,0.05,14,343
+7755673,Beautiful 2BD Apartment with Garden,14768929,Emily,,Port Phillip,-37.88220546091395,144.98998428927925,Entire home/apt,104,1,0,,,1,0
+17370530,"Abode St Kilda, Quirky Beachside Studio Apartments",6563058,Simon,,Port Phillip,-37.86060841573215,144.9754778853993,Private room,128,1,0,,,3,364
+11537840,Charming Art Deco Apartment,6155380,Lydia,,Port Phillip,-37.8607231981985,144.97770759827552,Entire home/apt,145,2,15,2017-03-29,2.45,1,337
+6789027,Double bedroom with ensuite,35541276,Cat,,Port Phillip,-37.853354707182085,144.98169545698278,Private room,45,7,0,,,1,0
+10620388,Elwood beach home for Easter,52138280,Emma,,Port Phillip,-37.8765128670589,144.9790303144548,Entire home/apt,149,5,0,,,1,0
+16144304,Stones throw from Acland Street!!,65950632,Brendan + Ella,,Port Phillip,-37.87179183871984,144.98170545641293,Entire home/apt,125,2,15,2017-04-02,4.41,1,5
+15273506,"Hidden gem, big, bright & quiet!",97183270,Nicky,,Port Phillip,-37.852704268934765,144.96570964795055,Private room,55,1,16,2017-03-18,2.67,1,175
+15633978,"""Beach House"" in the city! Albert Park",29012194,Melissa,,Port Phillip,-37.84577673370856,144.9499250164072,Entire home/apt,125,9,0,,,1,84
+13733423,"Cleo, stunning and cosy 1BED +Parking+Wifi",7509953,Linton,,Port Phillip,-37.865564221319765,144.97750415883894,Entire home/apt,100,2,14,2017-01-28,2.07,70,361
+13831745,Sunny Beach Apartment,33813294,Daniel,,Port Phillip,-37.86945209885077,144.98093269872197,Entire home/apt,83,1,4,2017-03-22,3.24,1,271
+13517413,"St. Kilda - Space, Style & Luxury!",8213156,Margaret,,Port Phillip,-37.8647758534933,145.0002401187632,Private room,85,1,2,2017-01-11,0.53,2,337
+15634034,Perfect Studio Apartment in East St. Kilda,8313679,Paul,,Port Phillip,-37.86045447774097,145.00770288305483,Entire home/apt,80,2,2,2017-03-26,2,1,23
+16354940,"Luxury Beach Stay, Elwood",5950988,Gemma,,Port Phillip,-37.8853648708629,144.98476491779965,Private room,50,1,6,2017-03-23,1.75,2,300
+6065804,Beach Apartment Port Melbourne,31485367,Stephen,,Port Phillip,-37.84363059218401,144.94027383372588,Entire home/apt,240,3,3,2016-01-26,0.16,1,363
+12390045,Queen Room in Spacious Penthouse with Balcony,6302824,Aaron,,Port Phillip,-37.86843238596069,144.99146332296328,Private room,90,14,3,2016-11-10,0.37,3,338
+4099750,St Kilda Room in the Treetops,12594511,Lucy,,Port Phillip,-37.87227752782142,144.98358094405893,Private room,55,1,7,2016-11-28,0.27,1,338
+593568,"Easy to get to, Central- This is it",2812500,Carmen,,Port Phillip,-37.833049023648,144.95216945220653,Private room,94,2,119,2016-10-06,2.11,1,365
+10109557,"St Kilda, beach apartment city view",11136421,Helen And Michael,,Port Phillip,-37.87029992958998,144.9754676730471,Entire home/apt,119,2,48,2017-03-18,3.72,4,322
+13962963,"Isabelle, charming beach side 2BDR home +PARKING",7509953,Linton,,Port Phillip,-37.86886546888757,144.97580336930193,Entire home/apt,201,2,6,2017-01-26,0.73,70,0
+4493009,Melbourne Modern Groovy Convenient,23048921,Fred & Minty,,Port Phillip,-37.8333872177856,144.96838750256106,Entire home/apt,100,3,32,2017-03-18,1.11,1,356
+13471455,"Home, away from home!",77061442,Raisa,,Port Phillip,-37.86562543963208,145.00544493145256,Private room,48,1,8,2017-03-18,0.81,1,147
+13209321,Natural sunlit room with K.S bed,45614458,Christiana,,Port Phillip,-37.83792590640412,144.9302702812336,Private room,50,1,14,2017-03-26,1.73,3,341
+8687345,A comfortable & relaxing home.,45614458,Christiana,,Port Phillip,-37.837233160156615,144.93063616515306,Private room,85,2,16,2017-03-25,1.55,3,53
+14323458,Welcome to St Kilda Beach,50677312,Tim,,Port Phillip,-37.86543931923649,144.98290249916917,Entire home/apt,100,2,39,2017-04-01,4.88,1,99
+6925613,"Central, near beach and great coffee",36302213,Michelle,,Port Phillip,-37.86880188328631,144.98094564450562,Private room,76,4,19,2017-03-11,1.07,1,158
+17285765,Domi Rentals - Unit One,45356831,Domi,,Port Phillip,-37.87287985641233,144.99613933903612,Private room,210,1,0,,,10,342
+5050155,Art Deco St Kilda/Chapel St (1BR apt),24758775,Ashley,,Port Phillip,-37.86254310065194,144.99253042733645,Entire home/apt,68,30,24,2017-01-02,0.93,1,105
+4722485,Gorgeous Melbourne beach house,15213135,Tessa,,Port Phillip,-37.8529176087918,144.96628972864087,Entire home/apt,670,2,11,2017-03-26,0.53,2,293
+13701031,Idle Hour St Kilda,162574,Clare,,Port Phillip,-37.85380732543502,144.97082869433805,Private room,80,3,4,2017-03-03,0.57,1,363
+17684634,"St Kilda Treehouse,Parking,5min walk to GRAND PRIX",19139083,Jay,,Port Phillip,-37.85840164544966,144.98437562045615,Entire home/apt,149,3,1,2017-03-25,1,8,353
+11833349,Queen Bedroom in St Kilda East,63044044,Greg,,Port Phillip,-37.86130423747513,145.00048848163885,Private room,66,1,1,2016-10-18,0.18,1,179
+16814037,Apartment 2,86440412,Hayley,,Port Phillip,-37.867017489019,144.97965299081758,Entire home/apt,89,7,5,2017-03-22,2.38,5,124
+16650252,Loongana Apartment,51294472,Ganesha,,Port Phillip,-37.8414413483161,144.9379387955378,Private room,250,1,0,,,1,90
+13340633,Central & stylish 2 BRs with parkview,23722284,Qijie,,Port Phillip,-37.83711892214164,144.97478163437313,Entire home/apt,350,2,12,2016-10-15,1.25,1,82
+928684,ST KILDA RETRO PAD - GREAT LOCATION,2542055,Dallas,,Port Phillip,-37.87409054174065,144.97979950433117,Private room,79,2,62,2017-01-11,1.25,1,303
+11898844,"St kilda Rd room, close to EVERYTHING, art deco,",39825302,Brett,,Port Phillip,-37.84957086371475,144.9781445622365,Private room,50,1,22,2017-02-25,2.20,1,276
+2083295,Garden Oasis just off the Beach - pet friendly!,10641333,Kira,,Port Phillip,-37.86993412352337,144.9775030137565,Entire home/apt,149,2,58,2017-03-26,1.49,1,2
+4297380,Bright private room close to everything!,6361794,Jenna,,Port Phillip,-37.861644348106616,144.99031362540586,Private room,121,1,1,2014-12-30,0.04,1,0
+15330758,Fantastic Summer holiday apartment,96327795,Hayden,,Port Phillip,-37.869391351831595,144.99144485143663,Private room,1304,1,0,,,1,364
+17701730,Master Ensuite Room in Penthouse with Balcony,6302824,Aaron,,Port Phillip,-37.86990679504837,144.99006313104485,Private room,100,14,0,,,3,359
+4395688,LUXICO - Mitford St (Elwood),11914644,Luxico Holiday Homes,,Port Phillip,-37.87731279981264,144.98466015620127,Entire home/apt,595,7,0,,,58,99
+9866030,"Room, large apt in heart of melb",20331098,Irene,,Port Phillip,-37.86122590056176,145.00910418207474,Private room,45,1,2,2016-03-27,0.14,2,323
+16325512,The Garden Studio - stylish convenient oasis,937516,Christine,,Port Phillip,-37.837259063732425,144.9508494003936,Entire home/apt,110,2,19,2017-03-26,5.94,1,114
+5280433,"Clean & crisp, modern living in Prahran",20203186,Jennifer,,Port Phillip,-37.850721258025885,144.98135624787784,Entire home/apt,125,2,80,2017-03-25,3.15,2,117
+4137960,St Kilda Studio Apartment,21467735,Zelda,,Port Phillip,-37.86010894923203,144.98692164972329,Entire home/apt,100,1,21,2017-02-16,0.70,1,344
+16163826,SOUTH MELBOURNE STUNNER,32948172,Kay,,Port Phillip,-37.83213181087189,144.9699814424856,Entire home/apt,201,3,0,,,1,365
+16653220,Beach+City+Cafes all within minutes,89744445,Sarah,,Port Phillip,-37.84117517095213,144.93594856085474,Entire home/apt,105,2,6,2017-03-25,2.50,2,42
+16325544,A sweet Elwood getaway minutes from the beach!,20648638,Madeline,,Port Phillip,-37.878089770726874,144.9797088918667,Entire home/apt,135,2,9,2017-01-28,2.65,1,0
+14099453,Bright Room / Modern / Close to the beach,52476185,Patricia,,Port Phillip,-37.86747042493513,144.99182381692643,Private room,66,1,0,,,1,5
+15991589,Ocean View Apartment 1101+Free Parking+Free WIFI,47823384,JoJo,,Port Phillip,-37.85789194415872,144.98327188429545,Entire home/apt,139,1,37,2017-03-25,8.16,5,357
+7549419,Room in Boho apartment in St Kilda,138187,Julie,,Port Phillip,-37.87272513703653,144.98204136533505,Private room,52,1,47,2017-03-20,2.43,2,280
+11558502,"Queen size bed,heart of St Kilda",46891791,Robert,,Port Phillip,-37.862303504730995,144.9723052999623,Private room,88,2,4,2017-03-26,0.97,1,324
+16407027,1st class apartment with pool & gym - Beachfront,96726909,Lisa,,Port Phillip,-37.84975693167466,144.95429649117895,Entire home/apt,115,2,14,2017-03-27,4.04,1,8
+1483791,Beautiful Spacious 2BR with sunsets,251039,Ash,,Port Phillip,-37.8655510977772,144.9962212565392,Entire home/apt,180,4,22,2017-03-02,0.53,1,123
+4632021,Beautiful room in St Kilda East,15406183,Daniel,,Port Phillip,-37.862573253598384,144.99767842867607,Private room,80,1,0,,,1,0
+6429643,Leafy St Kilda East Flat,33555901,Finbarr,,Port Phillip,-37.85996543935796,144.98792121281542,Private room,50,1,0,,,1,0
+11481682,"Superb local in trees, city, bay",1914833,Liadan,,Port Phillip,-37.860453136490065,144.97491301681666,Private room,73,1,0,,,1,349
+662482,Large Victorian Style Building 2,569413,Dina,,Port Phillip,-37.835745003495234,144.96476655989647,Entire home/apt,700,2,22,2015-06-03,0.41,10,363
+16756933,Modern apartment in heart of St. Kilda with views,90558396,Brent,,Port Phillip,-37.860136441364475,144.97833947198725,Entire home/apt,135,1,5,2017-02-14,2.00,1,81
+662489,Triple Guest Room Ensuited,569413,Dina,,Port Phillip,-37.8361078311033,144.96450184608372,Private room,100,1,6,2017-03-09,0.13,10,363
+11641904,Beautiful & bright apartment for 2,4706385,Marina,,Port Phillip,-37.8611933421797,144.97270252741237,Entire home/apt,121,1,7,2017-03-26,0.56,1,338
+11377634,Sunny and Friendly apartment!,59648530,Alessio,,Port Phillip,-37.871748328642774,144.97763273522617,Private room,80,1,0,,,1,0
+16784351,Light-filled room in the ❤of Melb,23914358,Hani,,Port Phillip,-37.83247236315411,144.96807864651853,Private room,68,1,9,2017-03-29,3.65,1,73
+13701938,Stunning Warehouse Apartment,1120031,Rachael,,Port Phillip,-37.85650009037146,144.98752133898913,Entire home/apt,300,1,5,2017-03-04,1.88,2,363
+15949464,Becalmed in the sunset retreat,46415577,Elen,,Port Phillip,-37.86988488219724,144.97779730687836,Private room,149,1,10,2017-03-28,2.31,3,322
+10421419,St Kilda East Charming bright room,53674021,Simon,,Port Phillip,-37.865267031954154,144.99459322354454,Private room,66,1,0,,,1,0
+7549147,Welcome to Our Family Home,39562870,Sonia,,Port Phillip,-37.86705026734131,145.00555254223022,Entire home/apt,322,5,1,2016-01-01,0.07,1,0
+2142709,Studio NEW and COZY Melbourne City fantastic views,157258,Carolyn,,Port Phillip,-37.83236818929873,144.96978742826497,Entire home/apt,105,3,62,2017-03-19,1.63,1,323
+12043795,Big private sunny room near a beach,53100096,Adi,,Port Phillip,-37.86856126215492,144.9788667874575,Private room,50,1,2,2016-06-05,0.17,1,0
+8428576,Spacious Art Deco flat near station,1155195,Davina,,Port Phillip,-37.872807205159255,144.99355224685888,Entire home/apt,100,3,7,2016-03-19,0.39,1,0
+8952869,Charming home-close to beach & city,12818927,Chris,,Port Phillip,-37.8723811636518,144.9975647506188,Entire home/apt,109,1,8,2016-12-16,0.46,1,296
+11932512,Sunny Elwood Apartment,63694445,Ingrid,,Port Phillip,-37.88790441642412,144.9871613090327,Entire home/apt,149,2,0,,,1,281
+14130221,Cosy/Modern/St Kilda/Cool,37183860,Hazel,,Port Phillip,-37.8621032226116,144.98808508270508,Entire home/apt,100,1,6,2017-03-04,0.75,1,344
+5581793,"Quiet, modrn 1Br apt by botan. gdns",28604273,Matthew,,Port Phillip,-37.87083904527269,144.98222583180976,Entire home/apt,149,2,68,2017-04-01,2.77,1,137
+13118438,"Large Room with Private Ensuite, WIR & Balcony",24917572,Silky,,Port Phillip,-37.843249627880034,144.97629193832117,Private room,56,1,32,2017-04-01,3.38,1,166
+7279453,"Boutique Apartment, Wifi incl.",38115112,Yvette,,Port Phillip,-37.86458394593115,144.98143938241563,Entire home/apt,102,14,43,2017-03-26,2.09,1,273
+2401440,Across the road from the Grand Prix,12273287,Victoria,,Port Phillip,-37.853272812756444,144.98035788897587,Private room,149,1,0,,,1,365
+3286173,Beach Front Apartment,16607604,Fredrik,,Port Phillip,-37.86238729996121,144.97249929640867,Private room,89,3,12,2017-03-25,0.83,1,92
+9546749,Light and bright St Kilda pad.,28728128,Lucas,,Port Phillip,-37.86654505332025,144.9827563867495,Entire home/apt,69,1,1,2015-12-29,0.06,1,0
+7150674,Beach studio in St Kilda - F1 500m,17279971,Bernadett,,Port Phillip,-37.85724328320568,144.9693244316412,Entire home/apt,100,3,3,2016-04-01,0.16,1,0
+9018445,Million dollar views in ❤️ of St K,25477437,Karen,,Port Phillip,-37.867414146406425,144.9803530175225,Entire home/apt,201,3,34,2017-03-26,2.20,1,247
+15746507,St Kilda Beach Abode,3915723,Anna,,Port Phillip,-37.87457455609762,144.97830567129975,Entire home/apt,176,1,24,2017-03-26,5.29,1,340
+4496470,Lovely Townhouse & own Bathroom,6795911,Samir,,Port Phillip,-37.87771951452938,144.9834051041243,Private room,60,3,18,2017-03-26,0.71,4,333
+9723049,Modern bright master room 4 rent,50077260,Bingming,,Port Phillip,-37.85823156211153,144.98411374806125,Private room,48,2,68,2017-03-31,4.27,2,304
+1944585,Quiet room in the heart of Elwood,10058111,Cerrin,,Port Phillip,-37.87950838834002,144.9892861303308,Private room,52,1,37,2016-11-29,0.95,2,177
+17849519,Grand Prix Great Bedroom.,31933485,Carmen,,Port Phillip,-37.835000845639165,144.97461107875696,Private room,60,1,1,2017-03-26,1,1,127
+9282783,Homely and Modern South Melbourne Cottage,760849,Bev,,Port Phillip,-37.83218120047072,144.9484406618359,Entire home/apt,281,3,4,2016-12-31,0.28,51,333
+9690291,St Kilda and city travel ease,38323431,Anna,,Port Phillip,-37.8679597154333,144.98808838476816,Private room,60,1,0,,,1,0
+5173452,2bedroom hotel style with portacot,26654273,David And Amanda,,Port Phillip,-37.866209118334304,145.00488494436408,Entire home/apt,94,3,56,2017-01-26,2.18,1,308
+5739457,Quiet cottage/ family home,331744,Jillian,,Port Phillip,-37.83620268348967,144.93930110390195,Entire home/apt,190,4,23,2017-03-19,1.08,2,103
+8526983,BAY & PARK VIEWS 2BD *WIFI+PARKING,1739996,Paul,,Port Phillip,-37.840336477257715,144.9763382356874,Entire home/apt,100,2,74,2017-04-01,4.04,42,185
+2491943,Entire House FREE Parking 4-6person,3715290,Tess,,Port Phillip,-37.835835579215995,144.96781514286323,Entire home/apt,185,1,51,2017-03-26,1.70,1,329
+11803819,Split level luxury near the city,21701211,Paula,,Port Phillip,-37.84524642889413,144.97692170750759,Entire home/apt,130,2,48,2017-03-26,3.92,1,168
+9868293,Beautiful Inner City Family Home,27762550,Warren,,Port Phillip,-37.83990024111603,144.94615212527194,Entire home/apt,750,5,0,,,1,0
+11441149,Amazing location ST KILDA beach,19413380,Renee,,Port Phillip,-37.859861338647335,144.97751751219184,Entire home/apt,90,3,38,2017-03-22,2.92,2,61
+15836468,St Kilda Beach Panoramic View Apartment,102057757,Alan,,Port Phillip,-37.867021182253986,144.97473986238214,Private room,69,2,17,2017-03-24,3.62,2,136
+16232728,Bedroom in Port Melbourne,60699618,Mikael,,Port Phillip,-37.84154749373434,144.94132315511902,Private room,149,4,1,2016-12-08,0.26,1,331
+16264303,"St Kilda beach - newly renovated, art deco, 2 bed",40876189,Patricia,,Port Phillip,-37.87239108501229,144.98037572160663,Entire home/apt,250,2,1,2016-12-29,0.31,1,22
+17046770,"Beautiful new studio in St Kilda with bikes, WIFI",48928121,Barbara,,Port Phillip,-37.862345033573845,144.9801182110954,Entire home/apt,105,3,4,2017-03-26,2.93,6,359
+16946234,Spacious Apartment just off Chapel Street,113005773,Claire,,Port Phillip,-37.86080029288941,144.99023377226573,Entire home/apt,100,14,0,,,1,29
+5436705,Port Melbourne Beachfront Apartment,28078147,James,,Port Phillip,-37.84050384762342,144.93583995388494,Entire home/apt,1150,1,0,,,1,0
+16101982,Acland street abode,104969237,Hayley And Justin,,Port Phillip,-37.86604843024281,144.97689488462672,Private room,48,1,9,2016-12-22,2.08,1,0
+2039072,Characteristic converted dairy,10349823,Kylie,,Port Phillip,-37.86583751346531,144.98754942975486,Private room,60,1,0,,,1,0
+9986196,Beautiful huge Studio Apartment,33181583,Shasha,,Port Phillip,-37.860122462700616,144.97849967143628,Entire home/apt,121,1,0,,,1,365
+15153989,"St Kilda/Elwood - Seabreezes, Sunny aspect, aircon",5928015,Leigh,,Port Phillip,-37.874413230609285,144.98245381613512,Entire home/apt,145,3,16,2017-03-25,2.93,3,168
+2108573,"South Melbourne""Hidden Gem"" on the edge of the CBD",10749929,Jo & Gil,,Port Phillip,-37.83521888345751,144.95596116796867,Private room,130,2,13,2017-02-24,0.43,1,356
+9220328,ST. KILDA AT ITS BEST!,33180118,Jim,,Port Phillip,-37.86908744920611,144.98061016071836,Private room,66,1,13,2016-12-03,0.82,1,64
+16033151,"1BR + loft! Sleeps 6, WALK TO GRAND PRIX",5971889,June,,Port Phillip,-37.83422584940037,144.9656843266388,Entire home/apt,140,3,10,2017-03-26,2.40,4,61
+17272970,Convenient couch/mattress in Port Melbourne,9348554,Jade,,Port Phillip,-37.8442162235706,144.941960441051,Shared room,50,1,0,,,1,0
+501143,Beautiful Little House In St. Kilda,2473007,Lisa-Marie,,Port Phillip,-37.86569151002518,144.97880011881898,Private room,121,2,22,2017-01-30,0.38,1,277
+6825376,Easter - 2Bed with free WiFi,7932613,Inge,,Port Phillip,-37.86607475712759,144.9827695049694,Entire home/apt,110,2,6,2017-02-19,0.47,1,0
+17499365,Beautiful Art Deco apartment,8619496,Tess,,Port Phillip,-37.88495752226648,144.98513796960367,Entire home/apt,110,2,3,2017-03-25,3,1,15
+17737134,2 bedroom apartment in perfect spot,2934930,Maurits,,Port Phillip,-37.86214014372823,144.9737987748939,Entire home/apt,75,4,2,2017-03-31,2,1,162
+16134753,Spacious Penthouse near Beach with City views,25523384,Daniel,,Port Phillip,-37.85107966805476,144.98152268079696,Private room,110,1,7,2017-03-26,1.74,1,170
+7450920,Spacious 1BED 3kms to beach sleeps4,1725482,Ying,,Port Phillip,-37.8810840135836,144.99575160846513,Entire home/apt,87,3,62,2017-03-22,3.05,3,162
+7314801,Sweet St Kilda East,5013434,Lauren,,Port Phillip,-37.87411895268195,144.99819096127587,Entire home/apt,160,5,5,2016-09-15,0.25,1,18
+10757578,Great town house mins from beach,23919036,Adrienne,,Port Phillip,-37.88914435067118,144.98924677590233,Entire home/apt,149,3,0,,,1,0
+11611363,spacious 2ppl room in bright App.@St. Kilda Shore,19919097,Sophie,,Port Phillip,-37.863604819529705,144.97698910741676,Private room,85,1,1,2016-07-26,0.12,1,365
+4824123,Inner city family beach house,17655710,Annette,,Port Phillip,-37.841567589829054,144.936079759118,Entire home/apt,600,5,7,2017-01-30,0.28,1,349
+7974143,Light & comfortable in St Kilda,20340423,Coco,,Port Phillip,-37.859069994901525,144.9902999570256,Entire home/apt,190,1,0,,,1,0
+11727103,"LUXURY, VIEWS, ROOFTOP SPA, PARKING",4430580,David & Taylor,,Port Phillip,-37.83391363755863,144.97292515718945,Entire home/apt,229,2,59,2017-03-26,4.66,2,135
+10300693,Cute apartment in vibrant Acland St,52999344,Rachael,,Port Phillip,-37.864189599044714,144.97497805483067,Private room,80,1,33,2017-03-25,5.13,1,121
+16328210,"Art Deco, historic, quiet yet close to everything",44789365,Luisa,,Port Phillip,-37.87553484159066,144.99277875046616,Entire home/apt,130,1,16,2017-04-01,5.11,1,173
+365832,ST KILDA EAST STUNNER- LGE SUNNY STYLISH HOME,1847357,Susan,,Port Phillip,-37.86711195663734,144.99383453887697,Private room,105,2,11,2016-02-19,0.18,1,364
+17740339,Million Dollar St Kilda Spa Views ❤,13051896,Rose,,Port Phillip,-37.86776452829123,144.98173085618646,Entire home/apt,300,2,2,2017-03-26,2,1,299
+13735207,Lovely 2 brm apartment St Kilda East close to all,36012428,Tammy,,Port Phillip,-37.86087472536785,145.00678335974445,Entire home/apt,100,3,12,2016-12-07,1.31,1,64
+2172440,Opposite beach! 15 mins to city!,10708254,Melissa,,Port Phillip,-37.85772480831974,144.96864214526232,Entire home/apt,121,1,157,2017-03-20,5.55,8,351
+17962288,Luna Pride - St Kilda Parking Wifi AC garden BBQ,4647935,Rejuvenate Stays,,Port Phillip,-37.87121797880738,144.9810506043022,Entire home/apt,125,2,0,,,14,109
+10235208,Central & modern 1BR - St Kilda,32890089,Paula,,Port Phillip,-37.8576003840607,144.9831734467325,Entire home/apt,119,2,11,2016-11-18,0.76,1,50
+6827341,St Kilda Rd Melb - Great place to stay with views,17337210,Gina,,Port Phillip,-37.8328738422814,144.97035061648688,Entire home/apt,140,3,15,2017-03-27,1.18,1,146
+16560475,Leafy Retreat in Elwood...minutes walk to beach.,47510817,Miffy,,Port Phillip,-37.890288606591476,144.98888326521998,Entire home/apt,149,2,10,2017-03-20,4.00,1,165
+564734,O1 2BR great position in Elwood,1710397,Amanda,,Port Phillip,-37.88231633633391,144.98472668859287,Entire home/apt,249,3,2,2016-03-04,0.10,62,344
+17243653,"Light, elevated apartment nestled in the tree tops",19560098,Prue,,Port Phillip,-37.86826308369064,144.9815380820474,Entire home/apt,140,4,0,,,2,79
+13906282,"Warm, Cosy, Loft Style Rm in leafy Elwood",53802542,Emily,,Port Phillip,-37.88630409857655,144.98872089695317,Private room,60,1,0,,,1,0
+11480406,Pick on Pickles Port Melbourne 2 BR,56571707,Christine,,Port Phillip,-37.84313399834228,144.9447118119163,Entire home/apt,130,1,1,2016-05-03,0.09,3,0
+3286625,"Albert Park, Melbourne Unique Charm",7686413,Jeremy&Katie,,Port Phillip,-37.83911772094037,144.9531474079381,Entire home/apt,121,2,73,2017-02-13,2.20,1,347
+8957277,Light & airy bedroom in St Kilda,11310158,Liz,,Port Phillip,-37.86392379306713,144.9882053936612,Private room,58,1,23,2016-03-06,1.35,2,0
+5711478,Cute apartment near beach,16798556,Amber,,Port Phillip,-37.885866385218435,144.98594753737603,Private room,60,3,15,2017-03-30,0.61,1,174
+5320064,Chic 2BR on Acland*cafe/beach/trams,27030491,Anna & Tina,,Port Phillip,-37.86196246434924,144.97476974824548,Entire home/apt,145,7,4,2017-01-09,0.18,22,355
+6801302,Port Melbourne beachside apartment,7008980,Yuri,,Port Phillip,-37.84173345995783,144.94340335103757,Entire home/apt,100,2,16,2017-03-12,1.10,1,262
+16030660,Spacious Apartment in Awesome Location,94121880,Sean,,Port Phillip,-37.8513428805711,144.98260349522687,Private room,41,3,1,2016-11-21,0.22,1,88
+9741999,Sunny Beachside Apartment,5958889,Cara,,Port Phillip,-37.87027485911662,144.9756197800043,Entire home/apt,149,5,0,,,2,59
+8623529,Domi Rentals - Carlisle Street,45356831,Domi,,Port Phillip,-37.86930429633353,144.99742949916904,Entire home/apt,135,1,14,2017-03-26,0.89,10,355
+17937005,"Perfect Retreat, Heart of St Kilda Beach & Village",123018283,John,,Port Phillip,-37.866940629728525,144.9771072773132,Private room,90,1,0,,,1,356
+7073725,Inviting Room in Heart of St. Kilda,18114792,Shira And Ben,,Port Phillip,-37.85995890095537,144.98607707726032,Private room,56,2,45,2017-03-20,2.19,1,322
+15293034,St Ives - St Kilda,1653349,Jo,,Port Phillip,-37.85853605930629,144.9837864579832,Entire home/apt,130,5,0,,,1,43
+9481645,"1BR st kilda, close to everything",8225048,Seán,,Port Phillip,-37.86369231958035,144.9780789811782,Entire home/apt,79,14,2,2016-01-06,0.13,1,0
+3878331,ST KILDA BEACH,19986520,Georgia,,Port Phillip,-37.86695362195148,144.9796407767449,Entire home/apt,139,2,52,2017-03-17,1.74,1,318
+16272413,Elwood Gem with everything on your doorstep,9589641,Elizabeth,,Port Phillip,-37.87460441386362,144.9807642772223,Entire home/apt,149,2,6,2017-03-25,1.96,1,28
+8598172,Central apartment w large balcony,45248561,Zak,,Port Phillip,-37.88883870116973,144.98863633126405,Entire home/apt,83,4,1,2016-01-03,0.07,1,0
+11028393,"Large room in charming, period home",57230032,Scott,,Port Phillip,-37.85884293857236,144.98827784202584,Private room,45,6,0,,,1,111
+5190228,St Kilda Life - Close to Beach/Lake and Cafes,5090043,Paul,,Port Phillip,-37.85853012159424,144.97577410542556,Entire home/apt,128,3,4,2017-03-25,0.28,1,289
+3681784,Live by Melbournes CBD beach!,8554735,Sophie,,Port Phillip,-37.84844163012592,144.94950793691618,Entire home/apt,250,1,13,2017-03-27,0.47,2,103
+4663105,"Lillian, Light filled 2BED Apartment",7509953,Linton,,Port Phillip,-37.8510397737969,144.98276416462076,Entire home/apt,140,2,22,2015-11-29,0.80,70,100
+4959741,Art Deco 2 Bedroom Apartment,25566735,Peter,,Port Phillip,-37.8524231842293,144.9823193093513,Entire home/apt,229,4,14,2017-01-22,0.53,1,343
+16782975,GORGEOUS HOME IN THE HEART OF SUNNY ST KILDA,5139427,Tori,,Port Phillip,-37.867935393211624,144.98559124494878,Private room,68,3,5,2017-03-26,2.05,1,334
+2268990,New 28 Fl.apartment opp botanical,4212899,Sing,,Port Phillip,-37.833976628691545,144.97078904921457,Entire home/apt,140,3,16,2017-03-26,0.42,1,167
+464528,Dream Apartment With a Perfect City/Beach Balance,760849,Bev,,Port Phillip,-37.844135339726826,144.93912595949695,Entire home/apt,324,3,1,2015-11-01,0.06,51,341
+16071447,St Kilda Beach Front,104708117,Luciana,,Port Phillip,-37.87086249201359,144.97670997638224,Entire home/apt,126,4,4,2017-03-05,0.98,1,38
+15345512,St. Kilda Spacious & Cosy one bedroom apartment,48440169,Christina,,Port Phillip,-37.86943530029841,144.98199368397974,Entire home/apt,121,5,5,2017-01-28,0.94,4,365
+628370,Close to Beach and City - Sleeps 4,2150180,Janine,,Port Phillip,-37.84188452216884,144.94252839067522,Entire home/apt,180,10,19,2016-11-06,0.34,1,210
+7317366,luxury apartment near to the city,13139760,Hazel,,Port Phillip,-37.844319891710086,144.9783537871814,Entire home/apt,90,1,15,2016-04-10,0.91,1,0
+17670014,"Amazing city view, NEW luxury apart",120293623,Maddy,,Port Phillip,-37.85704751679754,144.9808133195189,Private room,69,2,1,2017-03-26,1,1,365
+5611388,SUNNY ST KILDA APARTMENT + BALCONY,7416015,Seb,,Port Phillip,-37.86389381165603,144.97477284505212,Entire home/apt,98,3,54,2017-04-02,2.19,4,124
+464600,3 Bedroom Home in the Heart of Port Melbourne,760849,Bev,,Port Phillip,-37.83464052069931,144.94480094947917,Entire home/apt,398,3,3,2017-03-19,0.13,51,333
+3678091,ESP112 3bdr with panoramic views,1710397,Amanda,,Port Phillip,-37.864145652095395,144.97393431354553,Entire home/apt,360,3,20,2017-03-13,0.67,62,301
+6631869,St Kilda Boutique,34554680,Yael,,Port Phillip,-37.87668839193006,144.9973326472182,Entire home/apt,250,2,13,2017-01-31,0.68,1,252
+3022768,Spare room Near the Bay and close to transport,1448548,Biĺly,,Port Phillip,-37.87987739215248,144.98265603894995,Private room,48,1,10,2017-03-26,1.92,1,276
+8134578,Tara Inn,42957420,Melissa,,Port Phillip,-37.84450665704514,144.95266331203248,Entire home/apt,220,3,0,,,5,164
+15013659,South Melbourne 2BDR Cosy Getaway,45784380,Louise,,Port Phillip,-37.83683976503877,144.94988947886606,Entire home/apt,201,2,7,2017-03-25,1.14,1,21
+5971915,"N401, 2BDR WITH BALCONY, PORT MELB",1710397,Amanda,,Port Phillip,-37.841322049027106,144.93869266663864,Entire home/apt,279,3,1,2016-03-29,0.08,62,365
+17718689,Domi Rentals - Unit Four,45356831,Domi,,Port Phillip,-37.87202783339537,144.9975587295009,Entire home/apt,180,1,2,2017-03-20,2,10,365
+9094819,Seaside apartment close to the CBD,47418838,Sharon,,Port Phillip,-37.84390126791497,144.93962937705106,Entire home/apt,109,2,53,2017-03-26,3.14,1,130
+8427315,Victorian Mansion on St Kilda Beach,44380514,Joe,,Port Phillip,-37.849758881521005,144.95641459081043,Private room,115,1,18,2017-03-26,0.98,2,337
+14790292,Modern Spacious Architects 2 BEDROOM 2 BATHROOM,19139083,Jay,,Port Phillip,-37.857711625147445,144.98269597748475,Entire home/apt,160,3,22,2017-03-30,3.75,8,325
+3514344,Top Floor 2 BR w. Parking+Internet,17696368,Matt & Pui,,Port Phillip,-37.8629420236651,144.98000570451558,Entire home/apt,140,10,60,2017-03-26,2.01,1,365
+10498513,DeeeLuxe - soo.. sophisticated,2058617,Stay With Style,,Port Phillip,-37.8629258833226,144.98138174265424,Entire home/apt,145,4,9,2017-03-18,0.66,24,365
+16914253,Privat room with ensuite in a great location,8705988,Christian,,Port Phillip,-37.87477605634594,144.98877641759427,Private room,75,2,2,2017-02-15,1.07,1,101
+1557846,St Kilda Cottage - Spacious home,8292995,Janine,,Port Phillip,-37.86776463564458,144.9830468863279,Entire home/apt,250,5,9,2017-02-18,0.21,1,242
+16162828,Stunning St Kilda studio with awesome beach views,12808712,Kerstin,,Port Phillip,-37.86166535376171,144.97198101009494,Entire home/apt,160,4,7,2017-02-22,2.23,1,299
+8596388,Cosy beach apartment,24344274,Marta,,Port Phillip,-37.84797481205228,144.95020882193592,Entire home/apt,80,2,4,2017-01-14,0.22,1,0
+14266835,"Inner city comfort, close to beach, CBD, St Kilda",11641383,Dominic,,Port Phillip,-37.83418503093079,144.931398397437,Entire home/apt,180,1,6,2017-03-20,1.61,1,169
+11020288,Luxurious beachside 3 b/room home,11807670,Lauren,,Port Phillip,-37.838373326055326,144.9395187055115,Entire home/apt,275,2,13,2017-02-12,0.94,1,365
+14456688,"Balaclava: Clean 2BR, free wifi and parking, train",1687124,Marcia,,Port Phillip,-37.87315956418196,144.99463366795922,Entire home/apt,135,3,16,2017-03-26,2.20,2,233
+17113137,Chez Babette - Twin Room - Bed & Breakfast,105869642,Elisabeth,,Port Phillip,-37.83350066060595,144.94659721563397,Private room,100,2,1,2017-02-24,0.77,2,365
+17504131,Delightful St Kilda Apartment in a Great Location,118635111,Amie,,Port Phillip,-37.86739462222951,144.9972142033362,Entire home/apt,149,2,1,2017-03-21,1,1,57
+9800115,Elwood Beach Family Home with Pool,12671943,Robert,,Port Phillip,-37.87659672639752,144.9811792935301,Entire home/apt,515,4,0,,,1,0
+13578251,"Walk to beach, close to transport, ensuite bedroom",5782274,Nicola,,Port Phillip,-37.87959009916726,144.98253372386998,Private room,69,1,10,2017-03-04,1.80,1,322
+8924884,Albert Inn,42957420,Melissa,,Port Phillip,-37.84333574954204,144.95543521787488,Entire home/apt,149,3,1,2016-12-19,0.28,5,260
+11972313,LUXURY 2Br2Ba1Ca near BotanicGarden,63961701,Xiaoying,,Port Phillip,-37.834874356859416,144.97228649219105,Entire home/apt,180,2,0,,,1,271
+8396886,Heart of St Kilda,43250715,Sara,,Port Phillip,-37.867607324584924,144.98010897910612,Entire home/apt,115,2,54,2017-03-26,3.21,1,215
+17737819,Spacious room - ensuite and balcony,17970833,Lasse,,Port Phillip,-37.83296347526552,144.9715210645024,Private room,90,2,0,,,2,71
+1906621,Superb Penthouse- Incredible views,3154709,Wendy,,Port Phillip,-37.86379799624226,144.97398392589793,Entire home/apt,450,2,8,2017-01-02,0.29,1,354
+17631187,Ensuite Queen Room In Spacious Penthouse + Balcony,6302824,Aaron,,Port Phillip,-37.86828195610226,144.99139430832798,Private room,80,7,1,2017-03-11,1,3,359
+3124991,Studio apartment- Shared bathroom,15872900,Nicholas,,Port Phillip,-37.86591063304802,144.9893815326511,Private room,100,1,0,,,1,0
+5222109,Melb-CBD-Lavish Apartment-for Rent ,2682415,Nina,,Port Phillip,-37.830732156727315,144.9687146737336,Entire home/apt,347,3,77,2017-04-01,3.00,5,327
+16220049,Outstanding Room In Middle Of Port Melbourne,9915022,Bill,,Port Phillip,-37.84217449397026,144.93942447065265,Private room,41,1,2,2017-02-17,0.70,2,61
+14131355,Cozy Carlisle St Room for City Adventurers,11531536,Brad,,Port Phillip,-37.869415832548675,144.9971263744019,Private room,55,5,11,2017-04-02,1.49,1,8
+4464798,LUXICO - Little Lyell (South Melb),11914644,Luxico Holiday Homes,,Port Phillip,-37.83751953914555,144.95136532926597,Entire home/apt,350,7,0,,,58,364
+2369668,"St Kilda East. Location, Location!",8128035,Felicity,,Port Phillip,-37.8613373384951,144.9980251609135,Entire home/apt,165,4,28,2017-03-07,0.75,1,345
+8398988,Apartment in the heart of Balaclava,2730594,Andrew,,Port Phillip,-37.869090183852535,144.99715715411608,Entire home/apt,157,3,2,2015-10-02,0.11,1,362
+13606791,St Kilda East gem - a comfortable welcoming space!,26080980,Chantal,,Port Phillip,-37.860511207048255,145.0003223437543,Private room,90,7,0,,,1,0
+15737004,Premium property in great location,2668086,Debbie,,Port Phillip,-37.86129573808372,144.9854508017396,Entire home/apt,450,2,1,2017-03-04,1,1,364
+2959511,COZY HOUSE NEAR THE BEACH,745021,Sab,,Port Phillip,-37.83821425010709,144.92391091790998,Entire home/apt,100,3,2,2015-01-12,0.07,1,365
+8139387,Walk to the Bay,16224421,Rita,,Port Phillip,-37.87782694959823,144.98022209227264,Entire home/apt,300,2,6,2016-12-30,0.39,1,358
+4040906,TEN2 Stunning brand new 3bdr Elwood,1710397,Amanda,,Port Phillip,-37.87858702316692,144.99033631096395,Entire home/apt,360,3,1,2015-07-13,0.05,62,354
+2717315,"Cute, cozy and super central ",12706688,Mickie,,Port Phillip,-37.86590617003311,144.98546122161113,Entire home/apt,85,4,90,2017-03-30,2.55,1,118
+5511194,Grand Prix Locality,28585401,Lina,,Port Phillip,-37.852654590886864,144.957907785665,Entire home/apt,250,1,19,2017-03-25,0.76,1,360
+731330,BREATHTAKING VIEWS - FULLY FURNISHE,2027601,Bill,,Port Phillip,-37.86025479178868,144.97122209696624,Entire home/apt,119,2,113,2017-03-26,2.68,13,144
+12936,Super Chic & Central! 1 BR APT+WIFI,50121,Frank And Vince,,Port Phillip,-37.859755022252834,144.9773691312915,Entire home/apt,260,3,7,2017-01-22,0.09,18,91
+12919049,2 Bedroom Apartment Albert Road,11563958,Lisa,,Port Phillip,-37.83767072646301,144.96423025755044,Private room,210,2,0,,,1,365
+10257415,HUGE room in Port Melbourne - walk to tram & beach,52735751,Carl And Clare,,Port Phillip,-37.83211345445973,144.94588458374062,Private room,55,5,1,2017-01-08,0.35,1,0
+5582654,Beautiful St- Kilda 1-Bedroom Flat,21304977,Debbie,,Port Phillip,-37.863248285189044,144.97875222751532,Entire home/apt,110,1,0,,,1,0
+3514345,Elegant St Kilda apartment opposite the beach,4588854,Elizabeth,,Port Phillip,-37.87038567625367,144.97617597401688,Entire home/apt,169,3,37,2017-02-15,1.15,1,359
+13788165,Stunning Warehouse Apartment,1120031,Rachael,,Port Phillip,-37.85751790955683,144.984266535664,Private room,100,1,0,,,2,364
+11868224,Beautiful apartment close to beach,2794640,Karena,,Port Phillip,-37.874861886611576,144.9766016555468,Entire home/apt,110,2,9,2017-02-23,0.72,1,175
+16455764,Inner City living next to the beach :),23129102,Johanna,,Port Phillip,-37.841155211869726,144.93908642235704,Entire home/apt,240,1,0,,,1,131
+10395951,Modern 2Bedroom 2Bathroom Townhouse + Free Parking,29485019,Haydn,,Port Phillip,-37.83335853150626,144.96544622879492,Entire home/apt,169,1,22,2017-03-26,1.59,1,152
+16905701,Luxury at Budget Price - St Kilda - Breathtaking,108971501,Freo,,Port Phillip,-37.86215616822956,144.9849135762341,Private room,55,1,0,,,1,364
+3907909,"BEACH PORT - Port Melb, Sleeps 5",15651267,Serviced Houses Australia Hosted By,,Port Phillip,-37.83140069765526,144.93072964705544,Entire home/apt,145,2,1,2015-09-06,0.05,46,358
+9742627,Melbourne's Parks & Lifestyle,7122391,Paul,,Port Phillip,-37.848606123056875,144.97772887158513,Entire home/apt,145,2,38,2017-03-26,2.61,2,320
+12955488,Cozy House - between beach and CBD,35925838,Daniela N Dario,,Port Phillip,-37.83804462090688,144.95560038235504,Entire home/apt,125,2,6,2017-03-12,1.01,2,2
+16916824,Riding the Right Wave,27093960,Emily,,Port Phillip,-37.84480748763985,144.94349801068697,Entire home/apt,229,3,0,,,1,107
+13605010,Modern Family Home in Groovy St Kilda East,986495,Hayley,,Port Phillip,-37.86097103477497,145.00948829309672,Entire home/apt,201,4,1,2016-09-15,0.15,1,0
+2263264,Light & Spacious 2 bdrm in Elwood,11557695,Shannon,,Port Phillip,-37.881087690847906,144.9781570925746,Entire home/apt,140,2,7,2016-04-24,0.25,1,0
+1972381,Gem Apts - 4 Bedroom City Apt,5553847,Kellie,,Port Phillip,-37.829619130284286,144.9586355888008,Entire home/apt,515,4,21,2017-03-19,0.53,15,161
+14954360,1 Bedroom with great outlook in heart of Elwood,17918627,Hannes,,Port Phillip,-37.878927844647095,144.9812734039065,Entire home/apt,66,1,18,2017-03-25,2.81,1,20
+14886498,B the C,66278874,Liza,,Port Phillip,-37.85814230475883,144.9685723636148,Entire home/apt,250,2,1,2017-03-26,1,1,84
+5319042,Charm with City/Beach Convenience,15484363,Andrew,,Port Phillip,-37.84730053209694,144.94702798118192,Private room,60,2,16,2017-03-13,0.92,2,36
+2562260,A home away from home!,2752225,Carl And Nara,,Port Phillip,-37.85995108822678,144.97579164057274,Entire home/apt,176,2,11,2017-01-21,0.30,1,365
+6007188,Langdons of St Kilda,31186067,Tim,,Port Phillip,-37.869575336944244,144.97733251022012,Entire home/apt,400,2,25,2017-03-26,1.09,2,337
+15538414,A stylish light filled Elwood apartment near beach,11431239,Donna,,Port Phillip,-37.88414769521797,144.99077167931404,Entire home/apt,110,2,12,2017-03-26,2.61,1,353
+11087777,SPECTACULAR 2BD AMAZING VIEWS *PARKING + WIFI,1739996,Paul,,Port Phillip,-37.859748890885825,144.97881121289046,Entire home/apt,100,2,65,2017-03-26,4.68,42,134
+13703415,1 bedroom St.Kilda apartment in prime location.,69932062,Andrew,,Port Phillip,-37.87017622627879,144.98906162549912,Entire home/apt,94,20,2,2016-09-22,0.25,1,0
+6139832,Spacious room right in St Kilda!,20049118,Livia,,Port Phillip,-37.86884245816814,144.9821261372263,Private room,125,1,0,,,1,0
+17574350,Home Away From Home,2014152,Mudiwa,,Port Phillip,-37.85917299227637,144.98566272150234,Private room,100,1,1,2017-03-26,1,1,91
+17530503,One Bedroom Terrace Apartment w/ WIFI + Parking,86440412,Hayley,,Port Phillip,-37.86783441218181,144.9788360831623,Entire home/apt,189,5,0,,,5,153
+12163339,Elwood Tree House Apartment,3443607,Annette,,Port Phillip,-37.88024190806082,144.98507592083962,Entire home/apt,149,2,6,2016-10-01,0.54,1,0
+13441282,Classical Oasis in St Kilda - Breathtaking Views!!,76712367,Asaf,,Port Phillip,-37.85834190246422,144.98192468282127,Private room,69,1,31,2017-03-23,3.30,4,74
+10232279,"Sunny, calm creative bayside oasis",23168934,Margaret,,Port Phillip,-37.86217694198968,144.97985545797513,Private room,56,1,11,2017-03-26,0.77,1,341
+17668487,LYDIARD - Large private room in St Kilda mansion,52371051,Felicity,,Port Phillip,-37.86855776666804,144.98698081083205,Private room,90,2,1,2017-03-26,1,1,124
+13607421,Quiet Apartment located close to Elwood & St Kilda,22101027,C&J,,Port Phillip,-37.879793646971144,144.99526974718597,Private room,41,2,6,2017-03-14,0.65,1,0
+4106740,Spacious 2BD with personality!,21305881,Danny,,Port Phillip,-37.85663551694837,144.98625239020294,Entire home/apt,115,7,3,2015-03-10,0.12,1,153
+15604058,Summer Room St Kilda/Balaclava for two,100574928,Stefan,,Port Phillip,-37.86779910819628,144.99155287035597,Private room,41,2,0,,,2,164
+12496872,Trendy condo flat,52918306,Alain,,Port Phillip,-37.85849149120516,144.98378453663068,Entire home/apt,89,2,14,2017-03-26,1.52,1,0
+17865069,ENTIRE Apt 1 block 2 Beach Port Mel,108829177,Nicole,,Port Phillip,-37.83999381329057,144.94024894590146,Private room,190,1,1,2017-03-25,1,1,84
+5513743,Stylish 3 BDRM in heart of St Kilda,28599455,Jane + Cam,,Port Phillip,-37.86563437241094,144.98122529477521,Entire home/apt,250,2,42,2017-03-02,1.76,2,281
+10388910,Easy Access to Everything Melbourne,4509706,Sam,,Port Phillip,-37.8390992973325,144.97569694952935,Entire home/apt,165,2,18,2017-03-19,1.27,1,308
+438899,Uber-Cool Loft - South Melbourne + Crossfit gym,1777499,Richard,,Port Phillip,-37.83358757025738,144.96480335592994,Entire home/apt,300,2,159,2017-03-13,2.90,1,348
+5642643,"Modern Room, Elwood, close to beach",26494645,Lynsey,,Port Phillip,-37.87904794870315,144.98162651301752,Private room,121,1,0,,,1,0
+4923941,St Kilda sunshine & convenience,25361854,Debra,,Port Phillip,-37.86318840372276,144.9814933564725,Entire home/apt,105,2,20,2017-03-21,0.80,1,7
+5483061,Privacy+Courtyard+Free Parking WiFi&Netflx-StKilda,28216403,Andrew,,Port Phillip,-37.85827203042247,144.98219181002167,Entire home/apt,149,3,17,2017-03-15,0.74,1,303
+5775922,1 room.Perfect for cricket WC $90,29968804,Ryan,,Port Phillip,-37.85488460415587,144.98193543017825,Private room,100,1,0,,,1,365
+8435936,Luxury&Style Free parking+Wifi 707,44323684,Dawei,,Port Phillip,-37.85643732382271,144.98392160656175,Entire home/apt,119,1,104,2017-03-30,5.62,6,331
+15669664,"Luxury Beach Pad, Elwood",5950988,Gemma,,Port Phillip,-37.88455638276197,144.9849849035929,Entire home/apt,121,1,14,2017-03-25,3.09,2,358
+2566759,Cosy Private Room in St Kilda East!,1852194,Tegan,,Port Phillip,-37.8636886473515,144.99726763635044,Private room,37,1,20,2017-03-05,0.69,1,76
+15049309,"Convenience with Elegance, Views & Much More",23354422,Robyn,,Port Phillip,-37.85310275065035,144.98074399436823,Private room,90,1,12,2017-03-25,2.20,1,170
+10037870,"Single bed, sunset views, quiet Apt",25151493,Brigitte,,Port Phillip,-37.87704232506385,144.98814397535486,Private room,50,1,0,,,2,359
+16491110,Autumn In St Kilda East,31634799,Mark,,Port Phillip,-37.8635419818443,145.004184835431,Entire home/apt,90,3,7,2017-03-19,2.50,5,8
+4856300,BRD108- 2BDR in gorgeous Elwood.,1710397,Amanda,,Port Phillip,-37.88000252223444,144.9830716325128,Entire home/apt,249,3,2,2016-12-23,0.19,62,296
+4235883,Gorgeous Art Deco Apartment,2058617,Stay With Style,,Port Phillip,-37.843034709140234,144.9765997701757,Entire home/apt,220,4,6,2017-02-02,0.24,24,347
+15243777,"Sunny studio in Elwood with WIFI, Myki, bikes,wine",48928121,Barbara,,Port Phillip,-37.88256937594323,144.9905564796108,Entire home/apt,100,3,15,2017-03-11,2.62,6,360
+3713658,"HOT PRICE! LONG LET AVAIL Bayside,",4999312,Leila,,Port Phillip,-37.86395697737609,144.9892789196187,Entire home/apt,105,2,56,2017-03-26,1.86,1,324
+11833716,Modern Middle Park Studio Apartment,32931547,Jane,,Port Phillip,-37.85356792652166,144.96619149554417,Entire home/apt,170,1,5,2017-01-19,0.39,1,0
+6263169,Funky St Kilda Art Deco,32547739,Mel,,Port Phillip,-37.86820471783706,144.9862778233273,Entire home/apt,121,2,10,2016-04-01,0.49,1,0
+9219847,Heaven in St Kilda,47942616,Tanya,,Port Phillip,-37.862561050606665,144.98948025817404,Entire home/apt,201,2,10,2016-03-22,0.64,1,0
+11774629,Majestic Apartment in Fitzroy St,62684357,Vivian,,Port Phillip,-37.85793198098914,144.98003719722345,Entire home/apt,140,3,4,2016-12-13,0.35,1,352
+4624779,"Middle Park in Vogue - WiFi, Aircon, Beautiful art",4647935,Rejuvenate Stays,,Port Phillip,-37.849972538220406,144.96173911131157,Entire home/apt,260,3,13,2017-03-13,0.52,14,326
+11743687,Sunny large bedroom with bathroom,4215252,Amelia,,Port Phillip,-37.864777411599455,144.99147158829666,Private room,90,2,6,2017-03-14,0.48,2,19
+995402,A whole Apt in heart of St Kilda,5140385,Lisa,,Port Phillip,-37.8652668559512,144.98760696448676,Entire home/apt,160,2,49,2017-01-21,1.03,2,316
+15706808,A Private room & sanctuary bayside,28528295,Kathryn,,Port Phillip,-37.87884937477726,144.99297571676465,Private room,69,1,1,2016-11-10,0.21,1,307
+15344336,Cosy Beach Front Unit in St Kilda,41257214,Martijn,,Port Phillip,-37.86325182565267,144.9741144095809,Private room,97,2,2,2017-03-26,0.78,2,274
+4624803,Beachside yoga temple,6446810,Claire,,Port Phillip,-37.88670331462638,144.99077566495112,Private room,45,1,60,2016-04-20,2.10,1,92
+11807423,BEACH FRONT LIVING,10065714,Ben,,Port Phillip,-37.86838215730684,144.97650958895548,Entire home/apt,100,3,36,2017-03-26,2.90,6,80
+10887890,DELUXE BEACHSIDE LOFT APARTMENT,23121200,Lee & Ali,,Port Phillip,-37.86009361534355,144.9738622627297,Entire home/apt,122,2,71,2017-04-01,5.37,1,351
+16060900,"Elwood Gem close to beach, public transport, cafes",4510360,Laini & Eyal,,Port Phillip,-37.87709171941643,144.9893642044992,Entire home/apt,110,5,0,,,1,128
+17051768,"Fuss free accommodation, beautiful beach location",53237023,Kat,,Port Phillip,-37.845755937287194,144.9492222322511,Private room,79,1,5,2017-03-26,3.00,1,91
+5147323,Peaceful Oasis in St. Kilda,7750202,Alona,,Port Phillip,-37.86975325771122,144.98226600638841,Private room,66,1,30,2017-03-13,1.17,1,362
+5807226,"Lena, Bayview paradise 2BED apartment with parking",7509953,Linton,,Port Phillip,-37.82846958490892,144.96010546211696,Entire home/apt,160,2,33,2017-03-24,1.36,70,336
+15970444,Spacious apartment on the water,48608717,Ryan,,Port Phillip,-37.855982085696716,144.9682633792641,Entire home/apt,110,1,0,,,1,0
+8597972,Beach/GP track! Walk to St Kilda!,45247293,Giovanni,,Port Phillip,-37.85604899888149,144.96610661212995,Entire home/apt,90,4,39,2017-03-26,2.15,1,253
+16034546,"Close to everything, yet quiet and relaxing",24709825,Patricio,,Port Phillip,-37.84239423629955,144.95142983995277,Entire home/apt,114,1,21,2017-03-31,5.89,1,19
+17965882,Entire house in quiet Lane,31510255,Alexandra,,Port Phillip,-37.83788781146546,144.93963416758612,Entire home/apt,80,1,0,,,2,73
+13970867,Beautiful 7 Bedroom Mansion with Heritage Features,5138361,Bron Neil And Mark,,Port Phillip,-37.85896432349356,144.97477475699014,Entire home/apt,700,2,24,2017-03-18,3.00,15,286
+6427190,Charming Beach Guest Room,22593580,Valentina,,Port Phillip,-37.88590513944479,144.989932089344,Private room,52,1,47,2017-03-24,2.10,1,226
+7052052,Spacious St Kilda Rd Apartment With 2 Queen Beds,6968678,Brad,,Port Phillip,-37.84104013444142,144.97565066375705,Entire home/apt,201,4,32,2016-12-30,1.56,1,68
+2106203,W12 2BR and bath in East St Kilda,1710397,Amanda,,Port Phillip,-37.86868463817086,144.99479015860803,Entire home/apt,249,3,1,2014-04-21,0.03,62,282
+3854103,St Kilda/Elwood Edwardian 3br,3721646,Alex,,Port Phillip,-37.87426449265592,144.9817685717432,Entire home/apt,219,2,9,2017-03-24,0.33,16,358
+1321782,Twin Guest Room Ensuited,569413,Dina,,Port Phillip,-37.83630513571123,144.96461548527225,Private room,100,1,3,2017-02-16,0.28,10,335
+12135215,Budget price / Stunning Art Deco in St Kilda Beach,11167927,Katy,,Port Phillip,-37.85234678235381,144.96774349607526,Private room,55,1,56,2017-02-23,4.62,1,46
+14031679,Best location in Melbourne in stylish apartment,84022888,Elia,,Port Phillip,-37.84548886865049,144.97738590984332,Private room,64,1,12,2017-03-31,1.88,2,158
+13181828,Cosy + modern 1 BR opposite Albert Park Lake,478600,Emily & Daniel,,Port Phillip,-37.85336553279406,144.9800278101173,Entire home/apt,140,2,1,2017-02-10,0.57,1,66
+17519559,Stylish & Spacious St Kilda Apartment,18507237,Craig,,Port Phillip,-37.86856542268248,144.98173157703602,Entire home/apt,159,5,0,,,1,34
+8760128,"St Kilda - CLEAN, NEW & CENTRALLY LOCATED",34173593,Adele,,Port Phillip,-37.8647621317541,144.98154419053589,Entire home/apt,135,3,33,2017-03-18,1.87,2,333
+15014727,"New, light apartment - heart of leafy Elwood.",94762648,Toni,,Port Phillip,-37.88825725480485,144.98942892556627,Entire home/apt,140,2,8,2017-03-12,1.27,1,334
+9697242,Beautiful St Kilda Beach Studio,50077784,Josh,,Port Phillip,-37.86190881916331,144.97339436278577,Entire home/apt,87,4,0,,,1,0
+5022613,Lovely quaint apartment near CBD,24349690,Claire,,Port Phillip,-37.83649040856402,144.96566373352198,Entire home/apt,125,2,14,2017-01-01,0.53,1,364
+12236547,Contemporary By The Sea,65849933,Terri,,Port Phillip,-37.85829767002076,144.97564754716242,Entire home/apt,499,3,0,,,1,10
+1619718,Petite and Sweet,2058617,Stay With Style,,Port Phillip,-37.86438904344472,144.97524280689487,Entire home/apt,94,7,13,2017-03-10,0.33,24,365
+17577760,2017 Grand Prix Fan Dream - 350m to gate 1,15353636,Jo,,Port Phillip,-37.85181878087591,144.96734237650742,Entire home/apt,350,2,0,,,1,71
+13417006,New St Kilda Jnct apartment with panoramic views,76450298,David,,Port Phillip,-37.85973362108948,144.98207677079498,Entire home/apt,176,3,7,2017-03-22,1.00,2,153
+16004925,Bright &Spacious Lockable Queenroom,89095559,Vicki,,Port Phillip,-37.841091707689245,144.97700905254112,Private room,58,1,6,2017-03-19,1.40,2,153
+8107852,Delightful Modern Flat with Rooftop,42811609,Camille,,Port Phillip,-37.83485494159725,144.97285863256738,Private room,110,2,1,2015-12-23,0.06,1,0
+6368387,"One bdrm, top flr apt, Albert Park",12458662,Tiffany,,Port Phillip,-37.84842168936329,144.94891203292715,Entire home/apt,125,1,36,2017-03-25,1.71,1,232
+14432085,Beautiful room in an inviting South Melbourne home,22605047,Shelley,,Port Phillip,-37.83560769495279,144.96038337813985,Private room,50,14,1,2016-12-16,0.28,1,0
+866134,City Tropical Retreat,4549913,Libby,,Port Phillip,-37.83839903190886,144.94885183415843,Private room,80,1,27,2017-03-16,1.09,1,361
+9377000,Charming sun filled apartment in quiet location,48650841,Rohan,,Port Phillip,-37.874503758865174,144.9834875467767,Entire home/apt,220,5,2,2017-01-02,0.13,1,0
+11286375,Gorgeous Victorian terrace,14460210,Nabila,,Port Phillip,-37.83673488862634,144.94918667628272,Entire home/apt,250,1,0,,,1,365
+15775602,Beautiful cosy lil spot,53640934,Lily,,Port Phillip,-37.8403619536691,144.93683147217777,Private room,80,1,0,,,1,84
+368279,Elwood Beach Apartment -Modern Apt ,1551843,Elwood Beach Apartment,,Port Phillip,-37.886509021417524,144.9905211008222,Entire home/apt,100,3,25,2016-08-19,0.45,1,364
+9802095,Luxury beach apartment with terrace,8499202,Rosalie,,Port Phillip,-37.84215263331893,144.93815888493808,Entire home/apt,201,2,1,2016-08-11,0.13,1,0
+11930246,Carlisle Street Classic,13804696,Dan And Hayley,,Port Phillip,-37.86871721528644,144.9894846444924,Private room,69,1,17,2017-03-17,2.31,2,72
+4464282,LUXICO - Pierview (St Kilda West),11914644,Luxico Holiday Homes,,Port Phillip,-37.85968528747546,144.97097845683777,Entire home/apt,319,7,2,2015-01-16,0.07,58,3
+4407053,Beach and gardens heart of St kilda,533795,Lisa,,Port Phillip,-37.87092455777013,144.98330624456867,Entire home/apt,138,3,108,2017-03-11,3.67,2,164
+6338464,Jardin 6 - St Kilda,6745311,Bella,,Port Phillip,-37.86916793264797,144.9839008436784,Entire home/apt,62,31,58,2017-02-23,2.66,1,89
+9975740,St Kilda beach apartment,34348734,Sheridan,,Port Phillip,-37.86472421564054,144.97426797659352,Private room,55,2,2,2016-03-16,0.13,1,0
+16431046,Melbourne CBD and St.Kilda (with parking),36286324,Chris,,Port Phillip,-37.839487421459985,144.97525168542506,Private room,56,1,13,2017-03-22,4.06,1,66
+7859885,"Spacious, comfy and bright. Heart of St Kilda",41424848,Fiona,,Port Phillip,-37.86927293705345,144.97880141017674,Entire home/apt,121,2,50,2017-03-26,2.67,1,340
+17512405,Lovely one-bedroom in the trees and in the city!,9002217,Isadora,,Port Phillip,-37.841670911539616,144.97597076415934,Entire home/apt,88,4,0,,,1,101
+16244707,"Location, Style & Convenience to Everything",22630928,Karin,,Port Phillip,-37.834001143087846,144.94140904193546,Entire home/apt,419,7,0,,,2,245
+17643539,South Melbourne Living,118236259,Thomas,,Port Phillip,-37.83076138523244,144.95704138538298,Entire home/apt,300,1,0,,,1,24
+16857120,Luxury on the Beach,112292334,Simon,,Port Phillip,-37.841186627948225,144.9363154063646,Entire home/apt,195,2,4,2017-03-12,1.82,1,60
+6469653,AMAZING BAY + CITY VIEW *WIFI PARKING,1739996,Paul,,Port Phillip,-37.85827486669187,144.9795893873014,Entire home/apt,100,2,72,2017-03-30,3.20,42,107
+8599591,Beautiful private space near beach,1463588,Marj,,Port Phillip,-37.84993175720504,144.957338299551,Private room,210,1,5,2016-06-04,0.35,2,363
+7026725,On the Avenue - modern retreat between beach & CBD,16115166,Catherine,,Port Phillip,-37.84456685485716,144.94948705829347,Entire home/apt,295,3,21,2017-03-26,1.39,1,339
+9549880,Lovely Ripponlea ( St.Kilda ) home,6285530,Ben & Krista,,Port Phillip,-37.87682511013657,144.9965530064379,Entire home/apt,499,7,0,,,1,364
+16113691,Vibrant South Melbourne - Get Involved !,105069275,Ray,,Port Phillip,-37.832662601351046,144.9681486080224,Entire home/apt,180,7,1,2017-03-12,1,1,78
+11909191,Charming 1BR Mid Century Apt Elwood,63531559,Justine,,Port Phillip,-37.87540961485887,144.98643317592985,Entire home/apt,100,3,17,2017-03-28,1.42,1,53
+10139733,309 Live in St.Kilda Luxury 1BR + Free WiFi & GYM!,52030951,Natalia,,Port Phillip,-37.8560595046086,144.98274059500918,Entire home/apt,128,6,12,2017-03-30,0.92,2,364
+1080758,Extraordinary 2B /2B- Awesome Location,5944678,Marc,,Port Phillip,-37.86724735548413,144.97759510261633,Entire home/apt,168,25,31,2017-01-24,0.69,1,359
+1357916,"Light filled, spacious room!",6344630,Amber,,Port Phillip,-37.87564810625917,144.99330884473196,Private room,39,3,29,2017-02-03,0.66,1,240
+13416550,Bedroom of the Esplanade in St Kilda!,25089313,Demi,,Port Phillip,-37.865218784169386,144.97871230524882,Private room,45,1,2,2016-09-02,0.21,1,0
+14923877,2 BR Sanctuary in the City - St Kilda Road,93810685,Julie,,Port Phillip,-37.83860441567797,144.97628181965217,Private room,130,1,18,2017-03-25,3.03,1,155
+9451652,1 bedroom flat in beautiful elwood,48976962,Rachel,,Port Phillip,-37.87764358658089,144.98692159021508,Entire home/apt,97,1,5,2017-01-01,0.32,1,269
+16005263,The best apartment in the world!,104053111,Michael,,Port Phillip,-37.87761572260406,144.98830045528666,Entire home/apt,80,3,3,2017-01-01,0.70,1,275
+6404244,Elwood Beach - 1 Br Appartment,33400356,Mark,,Port Phillip,-37.88633265260485,144.98196509579395,Entire home/apt,118,5,31,2017-03-27,1.37,2,31
+9713831,Central South Melbourne Apartment,50147877,Kelly,,Port Phillip,-37.83169846565587,144.9685133032514,Entire home/apt,270,1,0,,,1,0
+10729644,"St Kilda Buzz, Elwood Chill",42560669,Anne,,Port Phillip,-37.87411600198694,144.98172634774969,Entire home/apt,300,1,0,,,1,365
+14237540,Penthouse Oasis in St Kilda - Breathtaking views!!,76712367,Asaf,,Port Phillip,-37.85874643292031,144.976354025811,Private room,69,1,13,2017-03-22,3.10,4,77
+14825680,"2BR beach apartment, stylish, big, & super central",89246500,Michelle,,Port Phillip,-37.86017410680193,144.9707704123761,Entire home/apt,165,2,32,2017-03-19,4.66,1,241
+10209657,big bedroom with private bathroom,52456918,Lee,,Port Phillip,-37.86391156138166,145.0041410721581,Private room,48,1,11,2016-11-02,0.73,1,0
+2504938,Everything You Need in Nott St - 2Br 2Bth,12819225,Nick,,Port Phillip,-37.839751154379165,144.93754930060427,Entire home/apt,165,20,8,2017-03-26,0.60,2,0
+5290228,Perfect for Grand Prix,27281415,Cameron,,Port Phillip,-37.85433535356323,144.981595228102,Entire home/apt,210,2,21,2017-03-26,0.84,1,235
+10041602,5* Luxurious Apartment Living,7122391,Paul,,Port Phillip,-37.859175442727775,144.9835363323277,Entire home/apt,149,2,33,2017-04-01,2.27,2,213
+10500391,St Kilda / Elwood Beaches & Food,54135609,Hari,,Port Phillip,-37.87751196221313,144.98370189473016,Entire home/apt,90,7,1,2016-02-15,0.07,1,173
+1521977,Private room in St Kilda East!,7642784,Ash,,Port Phillip,-37.86491038456772,145.00427019842178,Private room,136,1,0,,,1,365
+15604792,Architect Designed Family Home,62320007,Aliza,,Port Phillip,-37.865257674949966,145.00868128213088,Entire home/apt,250,2,3,2017-01-15,0.94,1,87
+4917638,seaview waterfront beachfront views,25325229,Dianne,,Port Phillip,-37.86871305455803,144.97733408471944,Entire home/apt,139,2,54,2017-02-20,2.01,1,364
+8172598,Luxury Opposite The Beach,2058617,Stay With Style,,Port Phillip,-37.862891525155,144.97393827248865,Entire home/apt,242,30,5,2017-01-12,0.28,24,278
+6545126,Sanctuary near park and sat. market,7123967,Jeremy,,Port Phillip,-37.86500393947564,144.99925851416157,Entire home/apt,190,2,2,2016-01-21,0.12,1,365
+17611128,Amazing location Beaconsfield prd,22068632,Daniel,,Port Phillip,-37.86099655975187,144.9719487895278,Private room,55,1,0,,,3,328
+10089535,Stilts & Southern Sky? (1r/1-3pp*),50796451,Carey,,Port Phillip,-37.865443047027874,144.99218494444474,Private room,50,3,2,2016-12-31,0.20,4,70
+5397219,"2 BD St Kilda - sunny, spacious, near cafes, trams",24469763,Chris,,Port Phillip,-37.863678222209785,144.98402135224427,Entire home/apt,139,3,89,2017-03-26,3.57,1,291
+5126539,Cozy apt at vibrant neighbourhood,2991266,Aline,,Port Phillip,-37.87244783429763,144.99820083106061,Entire home/apt,96,2,13,2016-12-29,0.49,1,0
+10138690,1207 Luxury 2BR Best Views FREE CarPark WiFi & Gym,52030951,Natalia,,Port Phillip,-37.85753847173739,144.983597626453,Entire home/apt,180,7,5,2017-01-27,0.57,2,341
+11230958,Private room or total apartment in St. Kilda East!,1926776,Olivia,,Port Phillip,-37.86271595345196,144.99871579893147,Private room,69,2,3,2016-08-08,0.25,1,363
+6109604,Large double bedroom - Elwood Beach,6723585,Frances,,Port Phillip,-37.88997201752349,144.98975333920305,Private room,250,2,0,,,1,365
+10074540,Appartment close to the beach,48841037,Delphine,,Port Phillip,-37.86623143588213,144.97527561080886,Private room,54,1,2,2017-01-04,0.13,1,276
+10435007,Cute South Melbourne apartment,49597392,Amanda,,Port Phillip,-37.83434828050169,144.96958103375738,Entire home/apt,201,2,0,,,1,88
+14390315,Melbourne 2bedrm 2bathrm kitchen wifi parking gym,1687124,Marcia,,Port Phillip,-37.838682218411385,144.97588151316958,Entire home/apt,135,3,25,2017-03-27,3.28,2,342
+2898379,Middle Park Apartment,14813476,Victoria,,Port Phillip,-37.8526399101776,144.96271981633154,Private room,180,1,3,2016-02-16,0.10,1,365
+17545689,Cozy Beach Apartment,117904494,Luca,,Port Phillip,-37.84123829249259,144.9384756718287,Entire home/apt,155,5,0,,,1,44
+1234561,Great people and awesome location,6731712,Shannon,,Port Phillip,-37.858719140603974,144.99101870473945,Private room,50,2,4,2017-02-11,0.21,1,20
+11483621,Albert Park Lake views,18952113,Alison,,Port Phillip,-37.84944688716441,144.97913975849147,Private room,121,4,0,,,1,0
+1653231,Spacious sunny beachside bedsit.,7885063,Gabrielle,,Port Phillip,-37.8742336959306,144.97828697129333,Private room,60,2,41,2017-03-21,1.37,1,173
+9615864,Ramshackle Chic! Large old home.,49750144,Kate,,Port Phillip,-37.87382599851868,144.9890855798771,Private room,69,1,15,2017-02-25,0.94,1,350
+14432774,Beachside Beauty 2 bed 1 bath - Elwood/St Kilda,760849,Bev,,Port Phillip,-37.881045119914965,144.97884102212765,Entire home/apt,299,3,0,,,51,358
+17686510,Nice and Cosy Apartment,80627821,Nathan,,Port Phillip,-37.86483747359036,144.9970825771052,Private room,42,3,0,,,1,351
+2177559,GRAND PRIX!!! The Summit in St Kilda Road - WOW!,3190886,Arji,,Port Phillip,-37.840222801731876,144.9751176173912,Entire home/apt,195,2,21,2016-11-23,0.54,4,364
+9958725,Two bedroom Apt. 5 mins from beach,2278795,Mimi,,Port Phillip,-37.88860250345525,144.98793993608052,Entire home/apt,80,3,2,2016-04-05,0.13,1,0
+13213449,South Melbourne Central Location-No car needed,55047941,GianFranco,,Port Phillip,-37.8326939728283,144.96651956592143,Private room,149,2,4,2016-08-07,0.39,1,89
+14237618,Peaceful Oasis in Classical Penthouse - 1M$ VIEWS!,76712367,Asaf,,Port Phillip,-37.85865965740936,144.98074108165596,Private room,77,2,9,2017-03-26,2.70,4,146
+12139092,Room with own bathroom in St Kilda,56126735,Wenying,,Port Phillip,-37.87412334014105,144.97984197464075,Private room,69,1,8,2016-10-29,0.75,1,107
+13515385,AFFOGATO: Parkside South Melbourne with parking!,5383441,"Amy, Gareth & Dan",,Port Phillip,-37.836173218923314,144.96851552403058,Entire home/apt,135,2,24,2017-03-18,2.67,32,177
+6634097,Garden retreat on Fitzroy Street,2098113,Kim,,Port Phillip,-37.86017941671029,144.9753503480047,Entire home/apt,128,1,61,2017-03-19,2.87,1,347
+1378758,bedroom in a 2br house in St Kilda,7468649,Carolina,,Port Phillip,-37.86218943069671,144.9889194793597,Private room,100,1,1,2017-03-29,1,1,364
+3194833,109Clarendontst southbank Melbourne,1424387,Patrik,,Port Phillip,-37.82862941136232,144.95957870548892,Shared room,24,1,1,2014-08-09,0.03,1,0
+13482676,1 bedroom balcony apartment close to everything!,11894708,Marnie,,Port Phillip,-37.865640066434594,144.97768857621463,Entire home/apt,75,16,2,2016-08-09,0.24,2,35
+16071356,"2km from the CBD, Luxury Living",2058617,Stay With Style,,Port Phillip,-37.83268995439155,144.9709879337457,Entire home/apt,195,3,2,2016-12-14,0.50,24,171
+9532533,SUNDOWNER: The Heart of St Kilda,5383441,"Amy, Gareth & Dan",,Port Phillip,-37.86611858015254,144.9845994430681,Entire home/apt,170,2,36,2017-03-20,2.37,32,196
+9779925,Unique treehouse in leafy Elwood,9527520,Georgie,,Port Phillip,-37.88173832374034,144.9875773336896,Entire home/apt,450,3,3,2017-01-14,0.95,1,200
+2046678,Spacious Victorian-style duplex,9847372,Erwann,,Port Phillip,-37.858929584169054,144.97905288485387,Entire home/apt,100,3,7,2015-01-26,0.18,1,0
+10140395,Luxurious Beachside Studio Moroc,52037776,Banu,,Port Phillip,-37.876845794975154,144.9820088488273,Entire home/apt,143,2,19,2017-03-26,1.24,1,346
+466732,Trendy Apartment in Upmarket Elwood,760849,Bev,,Port Phillip,-37.88789545503975,144.98601364199922,Entire home/apt,269,3,0,,,51,364
+12681350,Beautiful St Kilda Penthouse #Views,66523397,Melina,,Port Phillip,-37.86063651378809,144.97568003323136,Entire home/apt,165,1,0,,,1,0
+17611541,Neat and quiet,119721797,Maher,,Port Phillip,-37.86007056047594,144.98501042003082,Private room,110,1,2,2017-03-26,2,1,179
+9107075,32A ARMSTRONG STREET,27509086,Michael,,Port Phillip,-37.8462913398537,144.96538384418284,Entire home/apt,165,3,17,2017-03-25,1.05,2,160
+11515014,MODERN & SPACIOUS St Kilda Apt,31764856,Gareth,,Port Phillip,-37.86660879226375,144.9796265847582,Entire home/apt,160,1,18,2017-03-25,1.43,1,38
+9714539,Leafy and quiet escape in St Kilda,12973447,Sammi,,Port Phillip,-37.86231785642945,144.98050279624468,Entire home/apt,110,5,0,,,1,0
+13351795,Large 2 Bedroom Apartment,29405325,Rebecca,,Port Phillip,-37.86304496779081,145.00977873683695,Entire home/apt,109,7,3,2017-01-01,0.83,1,350
+8396607,Quiet room in a spacious apartment.,26128768,Mark,,Port Phillip,-37.86264078666526,144.9977008545968,Private room,48,2,18,2017-02-25,0.99,1,123
+16726924,Stunning bedroom in Art Deco apt - St Kilda East,98307193,Kim,,Port Phillip,-37.86432600822604,145.00581572818754,Private room,60,4,0,,,1,86
+16563086,BEAUTIFUL BEACH APARTMENT,76887886,Michelle,,Port Phillip,-37.83852222625009,144.92484481274596,Entire home/apt,199,1,3,2017-03-11,3,1,364
+8174486,Harold Inn,42957420,Melissa,,Port Phillip,-37.848630005765955,144.96088229981427,Entire home/apt,110,3,2,2016-02-10,0.12,5,327
+14302100,The Bohemian,51645739,Janis,,Port Phillip,-37.856986971419396,144.98699405767417,Entire home/apt,90,2,27,2017-03-18,3.93,2,8
+6306717,Art Deco by the Beach,1692619,Martina (And Hubby),,Port Phillip,-37.851779556912426,144.9594595026133,Entire home/apt,149,5,2,2016-04-19,0.17,1,335
+4619300,Lively room in St.Kilda/Chapel St.,23731811,Bin,,Port Phillip,-37.859549804547676,144.988785673285,Private room,43,3,1,2017-02-18,0.67,1,0
+16662567,Port Melbourne Beach Retreat,50956840,Jodie,,Port Phillip,-37.841850788994726,144.94253522494412,Entire home/apt,600,5,0,,,1,365
+6157660,Beachside Port Melbourne,22775437,Barbara,,Port Phillip,-37.84009187707534,144.92910124016592,Entire home/apt,380,2,4,2016-12-13,0.19,3,363
+5776953,Pine Retreat,10308230,Chris,,Port Phillip,-37.88727772501291,144.98824130544136,Entire home/apt,160,3,8,2017-03-23,0.35,1,48
+4766681,MelbourneBotanicalGardensApartment,12105126,Theresa,,Port Phillip,-37.83152635787637,144.96749192201065,Entire home/apt,128,2,45,2017-03-30,1.71,1,353
+16301047,Sunny 2Bdr perch in the heart of St Kilda/Elwood,42433403,Sarah,,Port Phillip,-37.87228064741769,144.9853508154058,Entire home/apt,149,2,2,2017-01-24,0.65,1,26
+14433263,"Stylish, Comfy, & in the ❤️ of vibrant St Kilda!",88838254,Chris,,Port Phillip,-37.859739701962724,144.98078131024698,Entire home/apt,148,2,33,2017-03-26,4.25,1,298
+10042345,Bay View Apartment The Icon 1202,47823384,JoJo,,Port Phillip,-37.857778050633236,144.9823101487394,Entire home/apt,139,1,122,2017-03-27,8.32,5,353
+10239001,Modern furnished apartment with huge outdoor area,565762,Kate,,Port Phillip,-37.86625488901041,144.98197936700726,Entire home/apt,149,90,3,2016-12-29,0.22,1,279
+5028881,Bright St Kilda Studio,1143495,Eva,,Port Phillip,-37.862859777627314,144.9800388708324,Entire home/apt,100,1,39,2017-02-15,1.53,1,242
+13679653,"Modern, INVITING, CITY apartment all to yourself!",24497571,Shakiba,,Port Phillip,-37.8327044193294,144.96763274467008,Entire home/apt,69,1,20,2017-03-11,2.25,1,82
+6929455,Sunny 2 Bedroom Apartment + Carpark,30993349,William,,Port Phillip,-37.86527054125517,144.98874380748614,Entire home/apt,121,7,1,2016-01-30,0.07,3,0
+17022028,Lux Penthouse Apartment one block from the beach,2866567,Tegan,,Port Phillip,-37.840463652073915,144.93879060105527,Entire home/apt,298,4,0,,,1,22
+17579083,NOTHING SOOTHES A SOUL LIKE A WALK ON THE BEACH,87383082,Linsay,,Port Phillip,-37.88578256189872,144.98616177882656,Entire home/apt,210,1,0,,,3,285
+2243746,Bright Port Melbourne Heritage Home,5080521,Mark,,Port Phillip,-37.837558564563594,144.9420533641304,Entire home/apt,140,11,0,,,1,0
+10502225,Inviting beachside apartment,50093559,David,,Port Phillip,-37.84105012193709,144.93785758248083,Entire home/apt,160,1,0,,,1,0
+5979341,New apartment with separate access,6475015,Adam,,Port Phillip,-37.86709329953035,144.98872991715658,Private room,80,4,0,,,1,336
+13644451,Beach & City in under 12 minutes! Best of Both!!,1579334,Leanne,,Port Phillip,-37.87429817239457,144.9919748001384,Entire home/apt,100,2,7,2017-03-25,0.78,1,9
+8868134,Close to Melbourne CBD and Beach,13844729,Luis,,Port Phillip,-37.85987097997139,144.98437272917823,Entire home/apt,110,5,0,,,2,0
+13306763,Amazing apartment in the best location in St Kilda,29842776,Vladimir,,Port Phillip,-37.86596240204004,144.9842438600587,Entire home/apt,130,3,19,2017-03-25,1.95,1,154
+10597064,Stylish water front residence!,9496787,James,,Port Phillip,-37.84429857146101,144.94288094828994,Entire home/apt,138,10,3,2016-12-09,0.53,1,4
+15807177,Beachside Apartment - Art Deco,102300406,Neville,,Port Phillip,-37.8477766428988,144.9511769627151,Entire home/apt,250,1,7,2017-03-19,3.09,1,345
+16233166,"""Bricks & Hygge"" Gorgeous well located apartment",3766628,Jodie And Tim,,Port Phillip,-37.87143329705556,144.9806786303623,Entire home/apt,145,2,12,2017-03-29,7.06,1,239
+9417421,Laneway Loft,29547720,Josephine,,Port Phillip,-37.83579666545427,144.95231879819224,Entire home/apt,109,2,94,2017-03-18,5.81,1,150
+16367715,Sweet and sunny townhouse,50082311,Juliet,,Port Phillip,-37.86721403317586,144.99704637559432,Entire home/apt,80,5,1,2017-01-03,0.33,1,0
+11743987,Sunny room in East St Kilda,11310158,Liz,,Port Phillip,-37.860071033526935,145.00513588280097,Private room,50,1,1,2016-03-23,0.08,2,0
+9354598,ICON PENTHOUSE LUXURY APARTMENT,48549180,John,,Port Phillip,-37.85759083289141,144.98421663680816,Entire home/apt,350,2,3,2016-12-11,0.19,1,151
+1192689,St Kilda Beach 4 Bedrm Modern Home,3117312,Eva,,Port Phillip,-37.8654705572856,144.9773229476667,Entire home/apt,499,4,53,2016-11-27,1.18,1,313
+11091306,Another Perfect Little Beach Pad,8737986,Melissa,,Port Phillip,-37.86048795663745,144.97224157088357,Entire home/apt,127,2,12,2017-03-17,0.87,2,254
+17820771,St Kilda Central! Beach and CBD.,120294360,Matthew,,Port Phillip,-37.86165173726886,144.97546682170292,Entire home/apt,90,3,0,,,1,137
+15398119,"Great location, your own bathroom a big balcony.",4116889,Victoria,,Port Phillip,-37.86717128472845,144.978053768823,Private room,75,2,2,2017-03-17,2,1,53
+16102146,"Bright, clean, stylish studio WIFI, Netflix, wine",48928121,Barbara,,Port Phillip,-37.8604351080295,144.98322559360895,Entire home/apt,100,3,12,2017-03-19,3.03,6,356
+13644548,"Recently renovated, cosy and warm Elwood apartment",12243545,Kate,,Port Phillip,-37.87726539940441,144.99142566697134,Entire home/apt,75,3,0,,,1,7
+13349637,St Kilda - secret life of us,2317565,Lily,,Port Phillip,-37.86247040114013,144.97397531446157,Entire home/apt,90,2,46,2017-03-26,4.71,1,80
+10236691,StKilda Rooftop Magic !,52599723,John,,Port Phillip,-37.85940151998016,144.9766659655233,Entire home/apt,130,2,24,2017-03-22,1.60,1,364
+14598246,Amazing St Kilda unit 3 min to beach & Acland st,90566460,Emma,,Port Phillip,-37.87528905095258,144.9793562989701,Entire home/apt,69,2,9,2017-03-02,1.62,1,61
+12041610,Double Room in 2 bedroom apartment,20137707,Anne,,Port Phillip,-37.859157420744125,144.98273947161232,Private room,50,2,2,2016-07-21,0.20,1,0
+11875129,New York Style Luxury Warehouse,63318176,Tal,,Port Phillip,-37.866527672826756,144.99710867013152,Entire home/apt,400,3,4,2016-12-29,0.42,1,362
+4731707,Mayville Magic,24433205,Lu & Kane,,Port Phillip,-37.83457484844663,144.95438685954844,Entire home/apt,180,7,0,,,1,0
+10302256,"Great, spacious, modern loft",53006504,Adam,,Port Phillip,-37.8630050629786,144.9904685637663,Entire home/apt,101,1,64,2017-03-24,4.32,1,349
+17644982,Stylish Room in Deco Apartment,25060798,Mark,,Port Phillip,-37.859928838363416,144.9793512213734,Private room,118,2,0,,,1,365
+14564801,Stunning Sub-Penthouse in St. Kilda,25922455,Zuhair,,Port Phillip,-37.86196198625611,144.98298133611777,Private room,100,7,0,,,1,0
+9614153,PENTHOUSE ELWOOD/ ST KILDA,32186795,Ros,,Port Phillip,-37.87592682311807,144.98398604437662,Entire home/apt,155,5,32,2017-02-14,2.00,1,8
+5946819,Bayside Apartment - Sea Views,30873207,Elizabeth,,Port Phillip,-37.842463848474445,144.93950920512918,Private room,140,2,0,,,1,88
+9715145,Private room in Bayside Apartment,11457699,Nadia,,Port Phillip,-37.89116898656137,144.99016252337765,Private room,75,1,0,,,1,0
+10793866,"St.Kilda Buzz, Elwood Chill.",55467330,Anne,,Port Phillip,-37.87259099089495,144.98757135901903,Entire home/apt,260,1,9,2017-01-01,0.62,2,332
+11877860,Stunning City & Beach House,63332955,Rod,,Port Phillip,-37.83784520340057,144.92316139750673,Entire home/apt,499,3,2,2017-01-02,0.27,1,0
+4079123,Inner-city house close to beach!,18485390,Vanessa,,Port Phillip,-37.843713652638506,144.95604099078113,Entire home/apt,180,2,19,2017-01-22,0.64,3,329
+3640539,Waterloo 1 BR loft apartment w wifi,17986194,Geri,,Port Phillip,-37.86405357128788,144.98129767509016,Entire home/apt,122,2,45,2017-03-25,1.40,2,349
+2012112,StayCentral Seaviews beach cafes restaurants CBD,4177728,Chris,,Port Phillip,-37.84151377474142,144.93923670896308,Entire home/apt,246,3,3,2016-09-29,0.21,14,281
+13680199,"warm, clean, location, location, location",79638050,Aoife,,Port Phillip,-37.85698939622255,144.98705460788634,Entire home/apt,92,2,0,,,1,0
+17997307,Funky Pad with Parking,10514154,Hannah,,Port Phillip,-37.83733374180173,144.9746955053447,Entire home/apt,110,1,0,,,2,63
+15777366,Cozy Room - between beach and CBD,35925838,Daniela N Dario,,Port Phillip,-37.83879331686445,144.95366070222695,Private room,69,2,3,2017-02-28,1.43,2,63
+16648812,Port Melbourne City Stay,52390910,Tania,,Port Phillip,-37.841187926884174,144.93724872429448,Entire home/apt,180,1,0,,,2,252
+15414296,Superb location on Fitzroy St,34257592,Simon And Katie,,Port Phillip,-37.85993587529852,144.9786280872254,Private room,39,19,2,2017-01-13,0.63,2,67
+3292801,BEAUTIFUL TERRACE HOUSE,16635476,James,,Port Phillip,-37.83836718335588,144.9570423264452,Entire home/apt,579,3,15,2016-12-26,0.53,1,259
+11231162,Luxury 2BR Beach Apartment!,10708254,Melissa,,Port Phillip,-37.86842463288922,144.9798477938985,Entire home/apt,180,1,81,2017-03-18,6.04,8,316
+13942414,Room in the heart of st kilda!,82055164,Taylor,,Port Phillip,-37.86378069901493,144.9828518111626,Private room,85,2,0,,,1,0
+17580821,Two bed apartment- Stunning view,816514,Peter,,Port Phillip,-37.8595664848556,144.98378829030514,Entire home/apt,495,2,0,,,1,361
+17128990,Beachfront Heaven in St Kilda,30321334,Mick,,Port Phillip,-37.87100550814674,144.9764634281402,Entire home/apt,90,2,3,2017-03-25,3,1,161
+14234686,Gorgeous family retreat 2 bedrooms,4197844,Eva,,Port Phillip,-37.86704055817844,145.00845888073542,Private room,106,30,1,2016-10-04,0.16,4,0
+1160278,Luxury Warehouse St Kilda w Rooftop,6358396,Melanie,,Port Phillip,-37.86601349905863,144.98715564165832,Entire home/apt,195,20,1,2016-04-01,0.08,1,362
+4895833,Outstanding location in St.Kilda,6564398,Ana Emilia,,Port Phillip,-37.86268615296779,144.97453821017504,Private room,88,1,56,2017-03-27,2.04,1,174
+5059635,"Brilliant Location, Hotel Style",26126262,Tracey,,Port Phillip,-37.832953676256146,144.95882225493483,Private room,115,1,133,2017-03-21,5.03,2,166
+7681119,Studio close to beach and city,22412787,Suzie,,Port Phillip,-37.839645301319244,144.94067034067461,Entire home/apt,89,2,53,2017-03-26,2.93,1,279
+7309503,Little Art Gallery by the sea,2409207,Alexandra,,Port Phillip,-37.882760943316136,144.9788461399975,Entire home/apt,115,3,0,,,1,0
+16105165,Master Bedroom with Balcony in St Kilda Mansion,37306248,Christopher,,Port Phillip,-37.85934242387204,144.98666530116228,Private room,130,5,1,2017-01-15,0.29,2,180
+13699701,Port Melbourne Perfect 2 Bed,51765724,Jo And Mark,,Port Phillip,-37.8446352819388,144.9438123874891,Entire home/apt,155,2,33,2017-03-27,3.74,1,326
+11243123,Bright and sunny St Kilda,58639570,Kayla,,Port Phillip,-37.857842652214664,144.98765228234376,Entire home/apt,121,2,1,2016-03-22,0.08,1,0
+10089328,Perfect location near the beach.,51769799,Floriane/Charles,,Port Phillip,-37.85901475065322,144.97452754368604,Private room,52,3,58,2017-03-26,3.79,1,76
+16594122,Magnificent BUNGALOW In ELWOOD!,74754607,Andre,,Port Phillip,-37.88002462365085,144.98560539700904,Entire home/apt,100,1,10,2017-03-30,4.23,1,357
+10859735,Double with Ensuite in Southbank,24854866,Urban Central,,Port Phillip,-37.82866047207148,144.95677459214747,Private room,89,1,1,2016-03-09,0.08,2,364
+16681195,St Kilda Happy Summer House - Welcome to Malakoff,35969676,Caitlin,,Port Phillip,-37.86485204286134,144.9966739642625,Private room,51,1,4,2017-03-15,1.60,1,44
+5354363,"Elwood, spacious room",27754028,David & Karen,,Port Phillip,-37.87728858423011,144.9881145205206,Private room,80,2,12,2017-02-27,0.48,1,152
+5086208,Spectacular Apartment in the Heart,2496027,Nick,,Port Phillip,-37.859190596163025,144.9773751233916,Entire home/apt,180,1,12,2017-03-25,0.46,1,117
+8016985,New service apt-perfect location!,41696341,Amit,,Port Phillip,-37.8683281243321,144.9965528079063,Entire home/apt,139,2,25,2017-03-09,1.37,3,348
+9483557,Central leafy bohemian retreat,316365,Jessica,,Port Phillip,-37.863141887402406,144.9753703563105,Entire home/apt,121,2,4,2016-07-19,0.32,1,364
+9581871,Ensuite in a two-bedroom apartment,49600507,Mehdi,,Port Phillip,-37.834959739082784,144.96943922663638,Private room,50,2,3,2016-01-11,0.19,1,0
+15316286,Elwood Bliss - 1BD apartment,8647342,Zuhal,,Port Phillip,-37.88092414916645,144.98048921480384,Entire home/apt,100,3,13,2017-03-25,2.39,1,133
+18003279,Convenient single room,117365990,Guang,,Port Phillip,-37.84097823723747,144.9772527447486,Private room,60,1,0,,,1,89
+15773831,Spacious Quiet St Kilda Townhouse,51483000,Jasmine,,Port Phillip,-37.86956333073924,144.9915877209238,Private room,121,1,0,,,1,364
+1122255,Light bright art deco on the beach,6157379,Jess,,Port Phillip,-37.872635301550076,144.97757737909333,Private room,69,5,21,2017-03-09,0.47,1,179
+1127751,St Kilda Chalet: Private & Romantic,2864113,Vicki,,Port Phillip,-37.86598405154728,144.98234346387022,Entire home/apt,147,1,185,2017-03-31,4.11,1,336
+5223812,Bright & Light 2Fl 1BR + Balcony,27030491,Anna & Tina,,Port Phillip,-37.866296210975804,144.9779404710762,Entire home/apt,128,7,5,2017-03-04,0.84,22,348
+4617111,St Kilda Beach and Acland St,9195867,Rowen,,Port Phillip,-37.870216266868375,144.9777338468507,Entire home/apt,100,2,6,2015-10-22,0.24,2,246
+832902,Art Deco Dreaming in Elwood,1459419,Belinda,,Port Phillip,-37.877811749722234,144.98935491595185,Private room,58,1,46,2016-06-23,0.88,2,57
+9844118,"Cozy, little room in great location",50687042,Julia,,Port Phillip,-37.86179458714359,144.97917085860777,Private room,50,1,1,2016-01-05,0.07,1,0
+832920,Arty Apartment in St Kilda East,1459419,Belinda,,Port Phillip,-37.877171354491786,144.98870047571108,Entire home/apt,128,1,29,2016-06-26,0.56,2,0
+15603617,Summer Room St Kilda/Balaclava,100574928,Stefan,,Port Phillip,-37.86657759436836,144.99228619227895,Private room,35,2,1,2016-10-22,0.18,2,164
+8107436,Beautiful light and bright oasis,13254315,Fiona,,Port Phillip,-37.88059884048481,144.98176178541965,Private room,80,1,9,2017-03-25,0.50,1,364
+11187644,"Apartment close to beach, city and Grand Prix.",4265421,Jodie,,Port Phillip,-37.842654545363175,144.94442757615403,Entire home/apt,149,2,4,2016-05-08,0.32,1,0
+13481417,Modern Artist's Apartment,2317927,Tamsin,,Port Phillip,-37.87252514670095,144.98043327936534,Entire home/apt,75,2,0,,,1,0
+15316438,Sunny 2 bedroom Apartment,1973518,Clare,,Port Phillip,-37.86072326043329,145.0020165042902,Entire home/apt,140,3,10,2017-03-26,1.92,1,43
+10127609,Port Melbourne - Beach Apartment,40237208,Stephen,,Port Phillip,-37.8429733886245,144.93894672022316,Entire home/apt,177,3,4,2016-10-26,0.31,4,365
+10499368,Bayside garden retreat,24839995,Catherine,,Port Phillip,-37.88892164089821,144.98947702914245,Private room,85,2,8,2017-02-26,0.55,2,339
+16397226,"Beach location, gorgeous 2 Bedroom apartment",17102266,Catherine,,Port Phillip,-37.87969217163659,144.98280411234146,Private room,55,1,3,2017-03-25,1.03,1,60
+4767466,"St.Kilda - Beach, Cafes, Shops, Markets, Transport",16410727,Elizabeth,,Port Phillip,-37.86019498672144,144.9734258855648,Entire home/apt,119,2,46,2017-03-26,2.20,1,326
+308790,* St Kilda's best location - 2br apt *,721348,Living Like Locals,,Port Phillip,-37.86535342389281,144.97840985563738,Entire home/apt,125,5,44,2017-03-26,0.71,5,345
+6993467,Sophisticated Beachfront Penthouse,2058617,Stay With Style,,Port Phillip,-37.84176859593705,144.93672976671058,Entire home/apt,375,3,7,2016-10-24,0.43,24,338
+2307675,TOP BEACH SIDE APARTMENT - 3 BEDS,8863116,Charlie,,Port Phillip,-37.888145733405736,144.98787686760625,Entire home/apt,142,3,6,2016-11-22,0.18,2,337
+13317744,"Light, Bright, Family Home in Ripponlea.",1796335,Nat,,Port Phillip,-37.87845275567836,144.99628180139027,Entire home/apt,160,3,1,2016-07-18,0.12,1,0
+9454906,"3BD APPART,STKILDA MELB CBD PARKING",7682831,Benjamin,,Port Phillip,-37.85351451802827,144.98069096691077,Entire home/apt,180,2,30,2017-03-26,1.97,4,357
+5398118,Gorgeous & Spacious Family Retreat,2359115,Annette,,Port Phillip,-37.87831822990341,144.996831716088,Entire home/apt,350,3,46,2017-03-26,2.09,1,252
+7181191,Sunny designer apartment - St Kilda,463850,Gabi,,Port Phillip,-37.87153628333398,144.98334404642608,Entire home/apt,121,2,6,2016-03-23,0.29,1,0
+2785920,"ALBERT PARK, Gorgeous cottage",14251879,Karen,,Port Phillip,-37.84524908983677,144.95111321027113,Entire home/apt,239,2,7,2017-04-01,0.42,4,331
+15775403,Huge Art Deco Apartment in the heart of St Kilda,99296476,Chad,,Port Phillip,-37.864647487795665,144.9826538430485,Entire home/apt,76,10,0,,,1,358
+6108862,Affordable Studios in the heart of St Kilda,6563058,Simon,,Port Phillip,-37.86864625093591,144.98234854770016,Entire home/apt,159,1,19,2017-02-21,0.84,3,365
+2406409,Wot a spot!,2058617,Stay With Style,,Port Phillip,-37.859706219177625,144.97745226821937,Entire home/apt,145,4,7,2017-01-10,0.19,24,348
+17670228,Room in an awesome location,46104266,Diego,,Port Phillip,-37.85875323409473,144.9872422554994,Private room,52,1,1,2017-03-28,1,1,124
+16171609,Central Melbourne on the Park,93664619,Caine,,Port Phillip,-37.84739061492824,144.97879879269067,Private room,92,2,2,2017-03-19,2,1,122
+17449577,Centrally located & convenient,41261118,Erica,,Port Phillip,-37.833434778189655,144.97074533811053,Private room,85,1,3,2017-03-10,2.50,1,137
+7750627,Elegant charmer located in upmarket Elwood,760849,Bev,,Port Phillip,-37.87454981230469,144.990654256234,Entire home/apt,429,3,2,2016-12-18,0.33,51,346
+3293857,Victorian home with great room,9216606,Jt,,Port Phillip,-37.84597475032318,144.96099837529454,Private room,100,1,0,,,1,365
+15516642,St Kilda Home fits 24 guest beautiful Location,98860108,Charlie,,Port Phillip,-37.85514498688277,144.98312143453404,Shared room,650,4,1,2016-10-25,0.19,3,365
+9926714,StayCentral on Rouse - Port Melbourne Panorama,4177728,Chris,,Port Phillip,-37.84297456362638,144.939875603128,Entire home/apt,324,3,0,,,14,358
+11125481,Garden views in Albert Park,15101924,Rebecca,,Port Phillip,-37.83740501333706,144.9549781865767,Entire home/apt,121,1,0,,,1,0
+14304232,City Fringe Suite with Views of Albert Park Lake,87398084,Bayview,,Port Phillip,-37.83718471866267,144.97468300631735,Private room,160,1,1,2017-01-30,0.47,1,178
+15516450,Bay View Funky Studio Apartment,99717075,Oriana,,Port Phillip,-37.86450644645839,144.9730590595538,Entire home/apt,80,14,0,,,1,358
+8995628,Bright Art Deco Apartment,46986698,Samantha,,Port Phillip,-37.875904246927526,144.9963022719796,Entire home/apt,125,2,7,2016-04-25,0.42,1,16
+3294190,Royal Stays 1 Bdr Apt Near Crown(1701),4170460,Royal Stays,,Port Phillip,-37.8288374527852,144.95767644820822,Entire home/apt,149,5,5,2016-07-22,0.17,19,293
+13386569,Private ensuite room in St Kilda Road,40066292,Eric,,Port Phillip,-37.85441189535227,144.9811378010384,Private room,100,3,0,,,1,0
+16368640,Modern Art Filled Danish Decor - St Kilda,10318853,Wilhelm,,Port Phillip,-37.865350329749525,144.99022522940473,Private room,100,1,2,2017-03-18,0.64,1,89
+4341995,BRDG03 FABULOUS 2BDR APT IN ELWOOD,1710397,Amanda,,Port Phillip,-37.87994556814114,144.98242695697695,Entire home/apt,249,3,3,2016-01-02,0.12,62,188
+15941888,The Artists Studio,92739870,David,,Port Phillip,-37.835993390619485,144.9598982528526,Entire home/apt,145,2,7,2017-04-01,1.96,1,335
+2831745,Lovely room - in pretty house near beach and cafes,14486399,Pip,,Port Phillip,-37.882247409340394,144.98117063053272,Private room,55,1,4,2017-01-08,0.61,1,312
+13779229,Ideal Grand Prix Apartment,80892771,Michael,,Port Phillip,-37.85455436142912,144.9705181049907,Entire home/apt,121,7,3,2016-12-14,0.38,1,0
+14336890,Rooftop Penthouse Studio overlooking Melbourne,9759193,Nikolai,,Port Phillip,-37.86547543578197,145.00048063720513,Entire home/apt,77,4,5,2017-01-19,0.81,1,56
+13265424,"Great location, great neighbourhood!",58133341,Benjamin,,Port Phillip,-37.86699110173978,144.9908240793861,Private room,60,1,0,,,1,0
+17613115,Hidden Gem in Albert Park,46182090,Ben And Francee,,Port Phillip,-37.8474854873461,144.9562564943817,Entire home/apt,201,2,1,2017-03-25,1,1,0
+16105792,Room in 1880's Victorian house in great location.,26873322,Alan,,Port Phillip,-37.87264553481401,144.98072608406176,Private room,75,3,4,2017-02-22,1.29,1,91
+3195198,The King of Queens with free WiFi,5611410,Bianca,,Port Phillip,-37.851562721239944,144.97908858498758,Entire home/apt,149,2,47,2017-03-26,1.46,1,328
+8831858,Sweet Sunny Central St Kilda,8076666,Marine,,Port Phillip,-37.86971642876829,144.98035107485416,Private room,71,2,36,2017-03-24,2.03,1,13
+4702543,MELBOURNE BEACH HOLIDAY MIDDLE PARK,12366221,Josie & Joe,,Port Phillip,-37.852959648539084,144.9602319673222,Entire home/apt,186,3,13,2016-10-29,0.50,1,61
+7389526,Charming St.Kilda House,1121608,Nelson,,Port Phillip,-37.85881243021323,144.97458274413185,Entire home/apt,375,2,38,2017-02-25,1.94,1,355
+10928487,Entire Elwood House nr St Kilda,7289603,Kelvin,,Port Phillip,-37.88202493594655,144.9832906982536,Entire home/apt,215,7,0,,,1,0
+10477627,Lovely Bright Room - St Kilda - Private Bathroom,3263807,Stefanie,,Port Phillip,-37.866991594534845,144.98978841055293,Private room,94,1,30,2017-03-24,2.05,2,350
+5423490,Private room along St Kilda Road,28080644,Vivian,,Port Phillip,-37.84016576567371,144.975538383476,Private room,60,3,4,2016-03-05,0.24,1,0
+15942011,5 star luxe - Beach & city views,30135694,Penny,,Port Phillip,-37.85581860628968,144.96626777542292,Entire home/apt,180,2,3,2017-03-26,1.96,1,167
+16370411,Paradise on St Kilda Beach,75308891,Shayna,,Port Phillip,-37.871145459559024,144.97627074761456,Entire home/apt,360,1,1,2017-01-02,0.33,1,22
+7094660,"City views, coffee and wine nearby!",4352118,Amber,,Port Phillip,-37.87482051360117,144.99691958444677,Entire home/apt,90,5,1,2015-09-23,0.05,1,0
+13550479,Middle Park sanctuary,26510404,Aisling,,Port Phillip,-37.85185376836079,144.9601423871806,Private room,41,1,0,,,1,0
+344458,H208 Bright and lux 2bdr St Kilda,1710397,Amanda,,Port Phillip,-37.87161035870704,144.98447737075406,Entire home/apt,249,3,4,2015-02-05,0.08,62,365
+5423512,Great S. Melbourne house near CBD,11427894,Lauren,,Port Phillip,-37.83596547487163,144.96780328398526,Entire home/apt,250,2,2,2016-08-16,0.08,1,0
+7061926,Quiet culdesac moments from Bay St,37029931,Brad,,Port Phillip,-37.83537137003479,144.94609225763034,Entire home/apt,176,7,0,,,1,0
+16499604,"Economical value private room close to beach, CBD",105555881,Jack & Izzy,,Port Phillip,-37.86014755315603,145.00567583373385,Private room,41,2,2,2017-03-25,0.70,1,0
+10797510,"St Kilda Perfect Spot, Spacious Pad",44237658,James,,Port Phillip,-37.86274331583195,144.97983153130804,Entire home/apt,121,3,14,2017-01-23,1.11,1,0
+11026887,Sleek Urban Beachside Apartment,57223478,Clint,,Port Phillip,-37.84384946381357,144.9446965577394,Entire home/apt,118,2,21,2017-03-27,1.54,1,170
+7094747,Art Deco in the Heart of St Kilda,37187154,Claire,,Port Phillip,-37.86726584629371,144.98312031986137,Private room,75,1,3,2016-10-22,0.35,1,364
+10076641,Resort style Bay Beach& City Views,5022431,Dorothy,,Port Phillip,-37.85882609299039,144.97154333012466,Entire home/apt,159,5,0,,,2,355
+11780592,High End St Kilda Style,6929737,Lisa,,Port Phillip,-37.86798109985336,144.97909962448563,Entire home/apt,284,1,1,2016-03-21,0.08,3,306
+17257893,Large room in Victorian style house,101149211,Lachie,,Port Phillip,-37.864015250536696,144.99148814855647,Private room,43,1,5,2017-03-27,5,1,77
+9467375,Stunning 2bdrm in heart of St Kilda,18723656,Ogy,,Port Phillip,-37.87086174153267,144.98041246750702,Entire home/apt,143,2,20,2017-01-21,1.20,2,42
+6799878,Comfortable Spacious Elwood Living,35595639,Miles,,Port Phillip,-37.872202844708156,144.98874386109352,Private room,30,2,1,2016-09-21,0.15,1,0
+12935325,"Brand new, Self contained, Studio, South Melbourne",32623153,Mary,,Port Phillip,-37.833929115342244,144.95775965896362,Entire home/apt,140,2,17,2017-04-01,1.90,1,25
+16729014,Private room in great apartment,18605011,Patricio,,Port Phillip,-37.866842499991094,144.98709249714557,Private room,88,1,5,2017-03-18,4.17,1,180
+5333081,"Naomi, 2BEDROOM Cityside getaway",7509953,Linton,,Port Phillip,-37.83216980087292,144.96922215327928,Entire home/apt,130,2,28,2017-03-30,1.30,70,337
+9355817,Beautiful Balaclava 2BR Home,48553955,Steve,,Port Phillip,-37.87145738184458,144.99172659547153,Entire home/apt,159,5,11,2017-03-29,0.72,1,45
+4473770,Perfect Little St Kilda Beach Pad,8737986,Melissa,,Port Phillip,-37.860325781684,144.97258200526838,Entire home/apt,127,2,46,2017-03-16,1.67,2,252
+5194696,Elegantly Furnished Art Deco Home in Elwood,760849,Bev,,Port Phillip,-37.886636600222964,144.98776177407444,Entire home/apt,292,3,2,2016-06-13,0.09,51,344
+213348,Large room in quiet Victorian home,689924,Adrian,,Port Phillip,-37.858742024311425,144.98633314783334,Private room,69,3,2,2017-02-01,0.39,1,365
+11280565,Do Drop Inn,42957420,Melissa,,Port Phillip,-37.84261328812318,144.9579007903993,Entire home/apt,201,3,0,,,5,320
+17908837,"Clean, Modern, Close to the Beach apartment",122751768,Tom,,Port Phillip,-37.8738073418874,144.9843866458385,Entire home/apt,69,1,0,,,1,3
+1950814,Beach Escape!,10065714,Ben,,Port Phillip,-37.86412062964101,144.97598101769856,Entire home/apt,89,2,42,2017-03-26,3.04,6,71
+5194851,St Kilda Beach Apartment #4 - WiFi,26872287,Alana,,Port Phillip,-37.85875207203366,144.9694285980057,Entire home/apt,94,7,31,2016-12-30,1.19,1,0
+6440225,2 bedrooms in the heart of St Kilda,11894708,Marnie,,Port Phillip,-37.864119801228135,144.97712670414998,Entire home/apt,135,2,74,2017-03-07,3.40,2,337
+2012694,St Kilda 1920s 2 or 3 bedroom flat,2885488,Ian,,Port Phillip,-37.873483284316,144.9813153802244,Entire home/apt,240,1,27,2016-11-26,0.68,1,93
+13066867,"Comfortable, Clean & Modern Cottage in St Kilda",72414727,Michelle & Mark,,Port Phillip,-37.8624210305451,144.98339349692623,Private room,75,2,27,2017-03-26,2.57,1,84
+15942817,Elwood village apartment,13941044,Matthew,,Port Phillip,-37.88706405520371,144.9892044778948,Entire home/apt,140,1,16,2017-03-25,3.81,1,311
+1983690,"Sky City Apartment, Stunning Views",6929737,Lisa,,Port Phillip,-37.833738625543205,144.97104091843124,Entire home/apt,284,2,33,2017-03-26,0.81,3,364
+10732776,PERFECT APARTMENT TO WATCH THE GP!!,32379553,Mikki,,Port Phillip,-37.85472761730735,144.98160223982526,Entire home/apt,650,3,0,,,1,0
+16876005,Best 1 bebroom apartment in St Kilda,112494676,Vlad,,Port Phillip,-37.865535521352285,144.98817283567863,Entire home/apt,102,3,4,2017-03-28,3.75,1,168
+247006,"St Kilda, Albert Park, Port Melbourne & CBD",538647,Chris,,Port Phillip,-37.84505683421742,144.9570998124434,Private room,92,2,95,2017-03-26,1.44,1,357
+5194998,Delightful Elwood Beachside Home,760849,Bev,,Port Phillip,-37.886106515367715,144.99165199214934,Entire home/apt,374,3,2,2015-06-12,0.08,51,352
+5031174,Cute single fronted terrace,25971771,Michelle,,Port Phillip,-37.84549885087934,144.94567295232724,Entire home/apt,290,7,0,,,1,32
+17319188,Sunny spacious room off Chapel Street!,96650517,Ashleigh,,Port Phillip,-37.859405146741175,144.98983413306703,Private room,50,1,0,,,1,0
+5457179,Spanish mission 2 Bedroom Apt,15977732,Mary,,Port Phillip,-37.86978897638671,144.98664675140057,Private room,121,1,1,2015-03-02,0.04,2,364
+16040971,2 Bed Elwood Apartment with Parking,3845013,Tamara,,Port Phillip,-37.88306263072784,144.99289138725374,Entire home/apt,140,3,1,2017-02-22,0.73,1,328
+12370956,Luxury private room in St Kilda,2717113,Catherine,,Port Phillip,-37.86054837714133,144.97391882948213,Private room,121,2,9,2017-03-25,1.48,1,91
+16315157,Amazing views and room,20714451,Evgueni,,Port Phillip,-37.840596421134705,144.93694859978888,Private room,149,1,0,,,1,364
+17735855,Ideally located apartment +carpark!,6600455,Sarah,,Port Phillip,-37.852986232384865,144.97967599707076,Entire home/apt,350,2,1,2017-03-25,1,1,37
+12796962,Lovely apartment in great location,11807097,Edwina,,Port Phillip,-37.87312557431997,144.98194125247676,Entire home/apt,145,2,9,2017-01-02,0.87,1,354
+14926892,"Maddison, super LUXURY designer 3BDR+WIFI+PARKING",7509953,Linton,,Port Phillip,-37.84080692392589,144.94255383306327,Entire home/apt,299,2,15,2017-03-26,2.45,70,131
+12567608,Modern 2B StKilda Apartment,3211978,Katherine,,Port Phillip,-37.85748235326357,144.9881958336547,Entire home/apt,149,3,6,2017-01-05,0.56,1,0
+13432421,Modern apartment in the center of St Kilda!,76610775,Sarah,,Port Phillip,-37.86870987370301,144.98196668476652,Private room,79,1,6,2017-03-28,1.71,1,27
+12044188,Breathtaking Penthouse Rooftop Apt,60004844,Gia,,Port Phillip,-37.85976461736064,144.98373733756176,Entire home/apt,400,2,16,2017-03-19,1.32,2,90
+1656742,Inner City Luxury Designer Home,5090138,Eva,,Port Phillip,-37.83163258767609,144.94640841789996,Entire home/apt,975,5,5,2016-11-02,0.12,1,180
+3459210,St Kilda/Elwood Edwardian Elegance ,3721646,Alex,,Port Phillip,-37.874058565190865,144.9811678547224,Private room,59,5,4,2015-04-12,0.14,16,365
+5980790,"Penthouse - chapel st, St Kilda",15399186,Sean,,Port Phillip,-37.863780716515585,144.99255259536113,Entire home/apt,400,4,0,,,1,0
+444361,Luxury stylish chic new apartment,2065824,Sally,,Port Phillip,-37.883319784541925,144.99349692051277,Private room,125,2,6,2016-02-15,0.10,1,365
+2455203,Lumiere - St Kilda 2 BEDR - light filled apartment,10542122,Di,,Port Phillip,-37.86650265137987,144.98100056562637,Entire home/apt,245,5,8,2017-03-23,0.27,1,353
+17123286,So close to the F1 GP TRACK!!!,89744445,Sarah,,Port Phillip,-37.840380091330346,144.93594437543788,Entire home/apt,165,2,0,,,2,247
+13453277,Cosy room with queen bed in great location,36419926,Adva,,Port Phillip,-37.87760937899923,144.98917556861258,Private room,66,1,1,2016-07-24,0.12,1,0
+5195743,Albert Park Fantastic Location,26807749,Robyn,,Port Phillip,-37.84458196235911,144.95485781769602,Private room,80,6,0,,,1,365
+13322208,"""Luxury Retreat @ St Kilda!!"" Free WiFi & Parking!",56672060,Debbie,,Port Phillip,-37.8588395795822,144.97672650371902,Entire home/apt,100,3,21,2017-03-26,2.20,1,229
+2017250, St Kilda ,10374291,(EMAIL HIDDEN),,Port Phillip,-37.85978573090122,144.97960456618588,Entire home/apt,121,2,1,2015-05-19,0.04,1,0
+13224093,Sunny flat with lovely artwork,27394668,Franziska,,Port Phillip,-37.881306831674536,144.9904339836917,Entire home/apt,121,2,0,,,1,0
+8255143,On the beach - close the the city,43533409,Kriszta,,Port Phillip,-37.84333768613995,144.9444496649364,Entire home/apt,135,3,9,2017-01-30,0.85,1,311
+15517672,Amazing Historic 4BR Homestead in St Kilda,13322666,David,,Port Phillip,-37.86178016440267,144.9833747203189,Entire home/apt,220,2,13,2017-03-26,4.87,1,5
+13143037,Elwood Beaches Luxury,73278861,Scott,,Port Phillip,-37.88631090123619,144.99002198389735,Entire home/apt,195,1,14,2017-03-25,1.91,1,349
+7422480,Sunny 2BD w 1 car park,38882128,Thomas,,Port Phillip,-37.86161647731023,144.9994197369509,Entire home/apt,85,10,0,,,1,0
+11847680,Sunny Apartment in Leafy Elwood,56794939,Gerry,,Port Phillip,-37.874553746447596,144.98627568008357,Entire home/apt,85,2,5,2017-03-27,3.26,1,365
+11552770,Big + beautiful home in St Kilda,52806110,Jane & Rodger,,Port Phillip,-37.86450905225889,144.97663962879528,Private room,69,2,16,2017-02-27,1.36,1,83
+9696830,"Beautiful Sunny, Art Deco Apartment",94675,Ariel,,Port Phillip,-37.858877983517644,144.98592455101783,Entire home/apt,94,3,3,2017-01-17,0.78,1,0
+12142754,Classic 2 Storey N.Y. Loft Style - Apt. 103,49399310,David,,Port Phillip,-37.86801642367702,144.99373954975417,Entire home/apt,140,2,15,2017-01-29,1.26,1,354
+6352200,Charming 1 Bed House in Albert Park,33093319,Seda,,Port Phillip,-37.84053913004187,144.9560808419832,Entire home/apt,110,2,45,2017-02-04,2.04,1,338
+13518274,THIS IS MELBOURNE!,1070456,Justin,,Port Phillip,-37.865267320880655,144.97619160807818,Entire home/apt,138,2,2,2016-07-31,0.24,1,0
+1689051,Privacy in the heart of it all!,8926427,Lucy,,Port Phillip,-37.86577943296996,144.97927811973815,Entire home/apt,121,3,10,2016-12-30,0.25,1,363
+8766953,Funky & fun in the heart of St Kild,45968885,Clem,,Port Phillip,-37.867753742097506,144.98088900207009,Entire home/apt,121,5,4,2015-11-20,0.22,1,0
+13420712,Bright & sunny mezzanine beach pad,100972,Cass & Jeremy,,Port Phillip,-37.84652931955445,144.9493912724371,Entire home/apt,149,12,5,2017-02-14,0.58,9,365
+9815528,Alternative apt @ hub of St Kilda!,50561327,Rani,,Port Phillip,-37.866800818011086,144.9780102365359,Entire home/apt,115,1,16,2017-03-25,1.06,1,52
+14697987,Carlisle Cottage - Heart of Balaclava,38335602,Vicki,,Port Phillip,-37.867270263356446,144.99257863065188,Entire home/apt,90,2,6,2017-03-28,0.85,2,338
+17778180,"Light, bright, retreat in the heart of Albert Park",16985452,Tessa,,Port Phillip,-37.838502640613875,144.9554221148601,Private room,85,1,1,2017-03-26,1,1,364
+14173709,"Large room queensize bed, bathroom free SPA access",83622209,Giovanni,,Port Phillip,-37.83226031170959,144.9709669863323,Private room,59,4,30,2017-02-12,3.88,1,0
+5129744,The Heart of St. Kilda,12365782,Fazil,,Port Phillip,-37.86008501526826,144.98138933581623,Entire home/apt,130,3,10,2017-03-01,0.39,1,61
+7620129,Melbourne City Condos,39967752,Lidia,,Port Phillip,-37.8364679604628,144.97561296292207,Entire home/apt,201,5,4,2016-03-20,0.22,1,0
+12076596,Between the Beach and the Park,5927630,Glenn,,Port Phillip,-37.85629351535589,144.97381858977164,Entire home/apt,87,2,3,2016-06-19,0.30,1,0
+2012847,Feels like home,10353749,Toni,,Port Phillip,-37.87319258136391,144.9823760631794,Private room,58,3,66,2017-03-27,1.64,1,62
+8341056,"**Private, clean & self contained**",12716844,Abigail,,Port Phillip,-37.880196283558874,144.9963509110843,Entire home/apt,80,2,44,2017-03-31,2.35,1,282
+11028056,"Close to beach, City & free parking",42877825,Troy,,Port Phillip,-37.83663571021653,144.93873955374593,Private room,73,1,41,2017-03-24,2.96,1,329
+461755,"IR16 1BR sunny and views, St Kilda",1710397,Amanda,,Port Phillip,-37.866806543909284,144.9815087994489,Entire home/apt,199,3,2,2014-03-24,0.05,62,365
+5097061,Albert Park Stunner!,26337747,Marvcus,,Port Phillip,-37.84357686283901,144.95311348811407,Private room,180,3,0,,,1,0
+3458682,Spacious. Bright. Beach-side. Chic!,17431848,Niki,,Port Phillip,-37.88828581485335,144.98990776761144,Entire home/apt,176,1,0,,,1,0
+8832622,Period style house in Albert Park,21672520,Marlise,,Port Phillip,-37.83672225376454,144.95661567244574,Entire home/apt,109,3,42,2017-03-26,2.36,1,339
+4933252,"""DesignLIFE"" St Kilda",11081922,HOME MADE STAYS (Shane & Michael),,Port Phillip,-37.86316110349418,144.97711981923584,Entire home/apt,181,3,72,2017-03-26,2.70,1,346
+6276756,Room in cool apartment close to CBD,5091395,Michael,,Port Phillip,-37.83293344734281,144.96370433086034,Private room,90,1,4,2016-11-29,0.18,1,365
+13518493,Beachside luxury lifestyle,73478473,Ornella,,Port Phillip,-37.86449088417538,144.97518049265324,Entire home/apt,185,2,12,2017-03-10,1.50,1,219
+5515173,Private Studio by the Beach!,12194827,Fiona,,Port Phillip,-37.84710864207883,144.95275433810573,Private room,110,1,51,2017-03-25,2.05,1,362
+6277176,A piece of authentic Port Melbourne,32627777,Brett,,Port Phillip,-37.83681396334504,144.9217436510691,Private room,47,1,63,2017-03-17,3.90,1,40
+1558180,*Resort Living 2.7km walk CBD,7100484,Kye,,Port Phillip,-37.83497782523846,144.97018901399,Entire home/apt,250,1,21,2016-05-04,0.50,3,329
+5060209,Industrial Style Apartment in South Melbourne,26129906,Paul,,Port Phillip,-37.83557087009611,144.9632198333992,Entire home/apt,149,2,24,2017-03-19,0.98,1,66
+11193289,Central Artistic Eco Friendly Home.,58276086,Jacaranda,,Port Phillip,-37.85787739909673,144.98767179039075,Entire home/apt,85,2,4,2017-01-30,0.76,1,7
+12994250,Funky Modern Apartment,71610944,Jessica,,Port Phillip,-37.863000294661475,144.98976063964068,Entire home/apt,149,6,0,,,1,362
+6146135,St Kilda West Haven 100M to Beach!,15502958,Rudie,,Port Phillip,-37.858752525136474,144.97035040591027,Private room,60,2,5,2017-03-08,0.36,1,264
+1984598,Temp Executive Share - 1 dbl room,10239258,Kate,,Port Phillip,-37.852640240065796,144.96422516866517,Private room,85,1,6,2017-01-21,0.16,1,355
+4343532,Bright and airy.,22549618,Edward,,Port Phillip,-37.862365156970824,144.99873232221387,Entire home/apt,60,10,1,2016-11-27,0.04,1,274
+2017025,Elwood Living - close to everything,9951713,Asha,,Port Phillip,-37.87981481474741,144.99409610295186,Private room,69,2,15,2016-03-05,0.37,1,336
+11847442,"Three bedroom home,",12654499,James,,Port Phillip,-37.858747424069044,144.99106535031993,Entire home/apt,155,3,42,2017-03-13,3.34,1,198
+17352480,Luxury CBD Apartment,65797465,Melissa,,Port Phillip,-37.85382895147847,144.98115667317427,Entire home/apt,700,3,0,,,1,43
+2869339,Beautiful and welcoming period home,9584509,Claire,,Port Phillip,-37.88254296807226,144.99121416650888,Entire home/apt,187,4,37,2017-03-31,1.08,2,346
+2869027,Close to everything St Kilda.,14666059,Chris,,Port Phillip,-37.87138344673708,144.98600153524055,Private room,55,2,14,2016-04-17,0.53,1,76
+16467768,Spacious modern 1bedroom + nursery,14180926,Byron,,Port Phillip,-37.862789422155544,145.0058713637732,Entire home/apt,110,2,3,2017-02-09,1.23,1,330
+12142400,Gorgeous 3BR Family Home in East St Kilda,21665843,Justine,,Port Phillip,-37.87271660980102,144.99556138969473,Entire home/apt,281,3,6,2017-01-08,0.66,1,7
+16277862,Beachside Chic,106469707,Karzi,,Port Phillip,-37.88266982770548,144.98323279365124,Entire home/apt,176,3,1,2017-01-27,0.45,1,33
+1328981,St Kilda Deco Delight,7210759,Kathlin,,Port Phillip,-37.861813639772485,144.9798992258708,Private room,66,2,50,2017-02-27,1.13,1,362
+16467828,2BD 2BTH ULTRA Designer St Kilda WIFI POOL PARKING,1739996,Paul,,Port Phillip,-37.85660324942846,144.9805130990297,Entire home/apt,119,2,17,2017-03-30,5.86,42,180
+14158827,Single room in a Victorian house.,3996270,Simone,,Port Phillip,-37.83141267993827,144.9462688891301,Private room,50,3,2,2016-09-11,0.25,1,363
+280698,XTRA LARGE! 2 BR TOWNHOUSE+WIFI,50121,Frank And Vince,,Port Phillip,-37.87383759211277,144.98860663375274,Entire home/apt,329,3,15,2016-10-04,0.38,18,260
+418292,DC16 2BR near beach in Elwood,1710397,Amanda,,Port Phillip,-37.88850318254073,144.98555779665767,Entire home/apt,249,3,2,2014-09-29,0.05,62,359
+16665535,One bedroom apartment with rooftop infinity pool!,8371388,Eliza,,Port Phillip,-37.85833795174342,144.98196522726974,Entire home/apt,149,2,6,2017-03-26,2.50,1,172
+2162159,Master bedroom in St Kilda house!,3566645,Timothy,,Port Phillip,-37.87233753116991,144.98019433278014,Private room,59,2,0,,,1,0
+16665102,Private Bungalow near the beach!,11708127,Jen,,Port Phillip,-37.8392885748205,144.94384441440044,Private room,128,1,3,2017-02-18,1.22,2,364
+3852488,BEAUTIFUL APARTMENT- PORT MELBOURNE,3896535,Lisa,,Port Phillip,-37.84116140058666,144.9439587663702,Entire home/apt,98,2,8,2015-12-07,0.27,1,0
+8476518,CBD view + Free parking+Wifi 905,44323684,Dawei,,Port Phillip,-37.85603230047124,144.9839271940369,Entire home/apt,119,1,103,2017-03-24,5.57,6,315
+13757439,Michelle's place - a home away from home,4310078,Michelle,,Port Phillip,-37.86052825884919,145.00638809881684,Entire home/apt,145,1,30,2017-03-27,4.09,1,78
+9980713,Beautiful renovated 2 bedroom unit,23237172,Gwynant,,Port Phillip,-37.867524053729824,144.99254570212938,Entire home/apt,115,1,0,,,1,0
+15223839,"ON FITZROY STREET ""AUTUMN SPECIALS"".",96754319,Deana,,Port Phillip,-37.85897441629172,144.97717314629662,Entire home/apt,100,2,39,2017-03-25,6.26,2,276
+11192596,Spacious 3 Bedroom,58275305,Brad,,Port Phillip,-37.84147329224292,144.97527797007095,Entire home/apt,299,2,5,2016-12-13,0.43,1,225
+1001738,St Kilda New Modern 1BR Apartment,1797085,Martin,,Port Phillip,-37.86693429843119,144.98014399499723,Entire home/apt,96,3,109,2017-03-09,2.42,1,163
+2540820,St Kilda beach - Tramonto by the sea,5153043,Gayle,,Port Phillip,-37.872636209924785,144.97514931189306,Entire home/apt,110,1,56,2017-04-02,2.16,1,323
+4672396,Luxurious inner-city haven,13759252,Andrew,,Port Phillip,-37.85930464406821,144.98777849763394,Entire home/apt,387,3,9,2017-01-16,0.33,1,0
+9718690,Elwood unit close to Bayside action,49524193,Kirsten,,Port Phillip,-37.884906146764735,144.99149011688812,Entire home/apt,149,3,3,2017-01-04,0.20,1,4
+10865041,Elwood Beach Pad close to CBD & Fun !,13650170,Alfie,,Port Phillip,-37.884370570202705,144.9881734123236,Private room,94,2,0,,,2,90
+4639788,Boutique apt in Heart of St Kilda,20198855,Georgia,,Port Phillip,-37.86852353586311,144.98141433122163,Entire home/apt,115,2,84,2017-03-08,3.03,1,292
+3329058,Stylish St Kilda Apartment! 1 BDR,3510476,Kate,,Port Phillip,-37.86007969666308,144.976879227311,Entire home/apt,100,2,157,2017-03-26,4.84,2,334
+1090063,Gem Apts - 2 Bedroom City Beauty ,5553847,Kellie,,Port Phillip,-37.828379935684204,144.954346274108,Entire home/apt,275,4,7,2015-01-04,0.17,15,315
+10341476,St.Kilda Retreat,22444689,Theodore,,Port Phillip,-37.868120616194375,144.99560793130226,Private room,66,1,1,2016-04-01,0.08,1,306
+17943683,Modern City Apartment,47518234,Louise,,Port Phillip,-37.85179289581099,144.978963153788,Entire home/apt,85,7,0,,,1,84
+4868183,Large warehouse apartment in convenient St Kilda!,25040662,Sonia,,Port Phillip,-37.85601748777648,144.9854083524123,Entire home/apt,94,2,41,2017-03-25,1.52,1,315
+10996872,301 Spacious + Luxury & FURNISHED!,57062885,Simona,,Port Phillip,-37.85741726489637,144.9840788565855,Entire home/apt,128,4,7,2017-03-25,0.64,1,355
+14077119,Welcome to the 19th Century THE GEORGE' APARTMENT,84598008,Joanna,,Port Phillip,-37.86028426690859,144.97704006587304,Entire home/apt,110,2,19,2017-03-26,3.31,1,324
+448041,H219 2BR apt in heart of St Kilda,1710397,Amanda,,Port Phillip,-37.87133341172594,144.982704043209,Entire home/apt,249,3,8,2016-11-01,0.17,62,102
+4967590,Spectacular Apartment...City Views!,25608842,Michael,,Port Phillip,-37.833471955476746,144.97085511157542,Entire home/apt,281,4,21,2017-02-02,0.79,1,153
+15693700,"Spacious Apartment, Great Location",22983878,Stephen,,Port Phillip,-37.861050493164804,144.99950007934746,Private room,48,1,8,2017-02-09,1.86,1,63
+17550573,Cosy apartment in superb location,96995786,Tomás,,Port Phillip,-37.86168425128025,144.9907846196823,Entire home/apt,79,2,0,,,1,30
+17321200,2 Bedroom Townhouse.....walk to the beach!,40184533,Tyson,,Port Phillip,-37.84409031318485,144.9537774962866,Entire home/apt,201,2,0,,,1,7
+16469279,LUXURY BEACH LIFESTYLE 2Bd 2Bth *WIFI POOL PARKING,1739996,Paul,,Port Phillip,-37.85725805305221,144.9820678963463,Entire home/apt,119,2,13,2017-04-02,3.94,42,89
+15256843,Cozy & comfy Apt in handy location,69536877,Jocelyn,,Port Phillip,-37.86151132802082,144.97827812801717,Private room,50,1,14,2017-03-22,2.43,1,214
+17485074,Corner Penthouse Living with carpark,30993349,William,,Port Phillip,-37.861987322369835,144.9921716232951,Entire home/apt,100,7,0,,,3,95
+17321159,st kilda apartment,51557780,Luke,,Port Phillip,-37.86575354436948,144.9871905683371,Entire home/apt,69,1,3,2017-03-05,2.31,1,228
+8834246,Great apartment with stunning views,44991625,Shane,,Port Phillip,-37.840568189920624,144.9445866640231,Entire home/apt,284,4,3,2017-03-26,0.25,1,10
+9653802,St Kilda Apt - walk to beach,49905759,Tom,,Port Phillip,-37.859514921262615,144.9760617430972,Entire home/apt,121,2,2,2016-03-23,0.14,1,0
+4372405,"Available from 1 June to 30 September, 2017",22700331,Paula,,Port Phillip,-37.853824578178035,144.98134182329272,Entire home/apt,145,3,7,2017-03-26,0.40,1,129
+2084419,"Sunny, Spacious 2BD flat near BEACH",6795911,Samir,,Port Phillip,-37.879901519562715,144.98832913568026,Entire home/apt,125,3,46,2017-03-25,1.16,4,180
+13323881,Comfy Twin Beds in St Kilda 墨尔本舒适双人房,31064511,Jerry,,Port Phillip,-37.86654016360104,144.98527492091347,Private room,56,3,17,2016-11-25,1.81,1,26
+12799620,Spacious and cozy 1920 block + Wifi,6933336,Caroline,,Port Phillip,-37.858425183539545,144.98121481436226,Entire home/apt,180,3,10,2017-03-26,0.93,1,364
+15748772,Amaizing summer aprtment,81366587,Miguel,,Port Phillip,-37.870473437169345,144.97830613182893,Entire home/apt,100,2,2,2017-01-23,0.80,1,43
+11849384,Albert Park Grand Prix Lakeside Apt,2434494,Olivia,,Port Phillip,-37.85169892986206,144.97899014542597,Entire home/apt,300,1,0,,,1,0
+964548,Melb PenthouseApart.(2BR+WIFI+CARP),3721646,Alex,,Port Phillip,-37.83577044953738,144.97468967102998,Entire home/apt,169,2,80,2016-12-21,1.61,16,258
+13848258,"Central St Kilda Room. Transport, Shopping Easy.",81767035,Justin,,Port Phillip,-37.864156746215016,144.9898282682485,Private room,55,1,1,2017-03-25,1,2,170
+10637000,Amazing Location!,54917623,Damien,,Port Phillip,-37.867860760895155,144.9823568486362,Private room,90,1,1,2016-09-11,0.15,1,77
+2969286,Luxury Elwood Apartment,15150175,Adrian & Maureen,,Port Phillip,-37.879727192078064,144.98217810646204,Entire home/apt,201,2,62,2017-02-25,1.78,1,295
+10572131,Cozy Room in the heart of St Kilda,54534248,Samantha,,Port Phillip,-37.864569846827216,144.98237367795028,Private room,55,3,5,2016-03-20,0.34,1,0
+5263703,Perfect for Melbourne long weekend,27248856,Renato,,Port Phillip,-37.85173323982352,144.97880412540414,Entire home/apt,178,3,24,2017-03-26,1.31,1,21
+6213972,Luxury Victorian Terrace House,32167297,Livia,,Port Phillip,-37.84896554776036,144.96145285576495,Entire home/apt,400,2,41,2017-03-29,1.84,1,279
+15934074,Quirky n' Cute ... The Homley Heart of St Kilda,11528374,Kristin,,Port Phillip,-37.866234187781586,144.9901290745143,Entire home/apt,119,2,0,,,1,16
+13225700,Apartment,13027599,Victoria,,Port Phillip,-37.865610016431205,144.97689578841036,Private room,80,2,0,,,1,0
+17125093,Little nest on the beach,95769401,Anais,,Port Phillip,-37.84356710639762,144.94451605723899,Entire home/apt,131,1,2,2017-04-01,2,1,135
+17452790,Bright Beautiful Room with Balcony,116003328,Philippa,,Port Phillip,-37.86642233948077,144.98187975223937,Private room,56,1,1,2017-03-05,1,3,0
+986403,beach boulevard city skyline,3004635,Dorothy,,Port Phillip,-37.85783589949497,144.9682408827847,Private room,100,2,92,2017-03-25,1.92,1,216
+13226345,Domi Rentals - Unit Three,45356831,Domi,,Port Phillip,-37.873204785336846,144.9980324432993,Entire home/apt,130,3,5,2017-03-13,0.99,10,347
+13736504,"Warm, Inviting & Close to it all!",80395972,Karli,,Port Phillip,-37.85815741997771,144.99195741396053,Private room,30,20,1,2016-08-24,0.13,1,0
+11718409,Dec 12-30 only! Split level 1 bed,62309258,Neil,,Port Phillip,-37.8786012754541,144.99233232038944,Entire home/apt,100,7,3,2016-12-29,0.68,1,307
+11226927,"Bright, open and modern townhouse",18963758,Michael,,Port Phillip,-37.86241359856705,145.00865430065593,Entire home/apt,94,1,4,2017-01-21,0.29,1,351
+13127468,City and sea views from iconic building,1900555,Debbie,,Port Phillip,-37.858778463048885,144.97824393792456,Entire home/apt,121,2,7,2017-03-26,0.89,1,357
+9369608,Townhouse in Iconic St Kilda East,33394437,Sacha,,Port Phillip,-37.861158297946325,145.00563307308965,Entire home/apt,215,4,1,2016-01-25,0.07,1,0
+7655254,"Sweet, spacious studio apartment",1930965,David,,Port Phillip,-37.84486450744081,144.95610577571597,Entire home/apt,145,5,12,2016-12-19,0.67,4,37
+8704450,"Melbourne, close to St Kilda & CBD",13844729,Luis,,Port Phillip,-37.861693741257746,144.98282108209503,Entire home/apt,119,4,0,,,2,0
+10047375,St Kilda- Free Wifi and Netflix,24301687,Dean,,Port Phillip,-37.86337018399635,144.98265464491854,Entire home/apt,79,4,18,2017-02-06,1.24,2,91
+11227038,Two story terrace Albert Park,58510371,Simone,,Port Phillip,-37.84442632125716,144.9513078438963,Entire home/apt,450,1,2,2017-03-25,0.15,1,0
+1674569,TOP BEACH SIDE APARTMENT ELWOOD,8863116,Charlie,,Port Phillip,-37.88602436028105,144.98700286867626,Private room,48,1,52,2016-11-20,1.26,2,338
+2740158,Your own luxury St Kilda apartment,11501006,Kaz,,Port Phillip,-37.862196557147385,144.98840753585017,Entire home/apt,94,3,54,2017-03-11,1.70,1,224
+1985869,COZY1BR APART STKILDA BEACH PARKING,7682831,Benjamin,,Port Phillip,-37.868725541316664,144.97561089802392,Entire home/apt,100,2,46,2017-03-25,1.16,4,354
+16535564,Beach Side Melbourne Getaway,31194460,Will,,Port Phillip,-37.84361641151206,144.94137580677642,Entire home/apt,125,1,6,2017-03-26,2.65,1,76
+18010127,"Albert Park studio self-cont'ed, separate entrance",123815273,Stuart,,Port Phillip,-37.840068491200775,144.95733747990252,Entire home/apt,145,2,0,,,1,2
+8212883,Apartment near St.Kilda,43309197,Geb,,Port Phillip,-37.87592141720968,144.9852505106746,Entire home/apt,350,1,0,,,1,363
+9097254,Elwood and St Kilda for New Year!,5247625,Mia,,Port Phillip,-37.87287991019924,144.98313771625982,Entire home/apt,100,5,0,,,1,0
+12308529,Views views views... St Kilda,2624960,Karen,,Port Phillip,-37.85981272914511,144.97901884748157,Entire home/apt,201,2,5,2017-03-04,0.47,5,365
+18010165,19th Century Charm with Modern Amenities.,115889137,Jason,,Port Phillip,-37.86197669035989,144.99889346823232,Entire home/apt,180,2,0,,,1,84
+4476978,Luxury Inner City Beach House ,23229004,Stephanie,,Port Phillip,-37.851929134549714,144.965787593108,Entire home/apt,600,7,5,2017-01-10,0.18,1,0
+15618117,"Balaclava,close to city+St Kilda beach, free bike",89090455,Marcus,,Port Phillip,-37.87194036361735,144.99558876327214,Private room,50,1,10,2017-03-12,2.05,1,141
+5502993,Huge 2BR opp park/beach/cafes/trams,27030491,Anna & Tina,,Port Phillip,-37.869751375768345,144.9786849897035,Entire home/apt,184,7,8,2017-03-16,0.39,22,310
+8507815,Queen bedroom 2 min to Grand Prix,1125960,Cal,,Port Phillip,-37.83514870649827,144.96813064080933,Private room,94,1,0,,,3,0
+12505222,A piece of France in St Kilda,67718579,Stephane,,Port Phillip,-37.867495125628786,144.9822045072153,Entire home/apt,220,2,0,,,1,0
+1266091,StayCentral Catani 2 beach shops trams restaurants,4177728,Chris,,Port Phillip,-37.864125273064985,144.9761866197519,Entire home/apt,184,3,5,2016-01-13,0.13,14,0
+16797875,Melbourne's bayside cafe precinct!,10851303,Anthony,,Port Phillip,-37.87716498770502,144.99658617753488,Private room,83,1,2,2017-01-19,0.78,1,340
+7229632,Glamorous home by the beach & CBD,4307383,Alex,,Port Phillip,-37.84181634870187,144.9420313724172,Entire home/apt,400,2,0,,,1,0
+6770894,2 beds St Kilda/cafes/trams/trains,20625529,Nicole,,Port Phillip,-37.86829900633058,144.9981024196212,Entire home/apt,176,2,14,2017-01-01,0.67,1,40
+11260114,1 Bedroom St Kilda East,58770226,Ryan,,Port Phillip,-37.85747240851365,144.98631261519407,Private room,71,1,1,2017-03-19,0.08,1,321
+12013782,Stylish St Kilda Studio,6929737,Lisa,,Port Phillip,-37.86600618583447,144.97942660781516,Entire home/apt,149,2,17,2017-03-08,1.40,3,355
+17911113,Brand new St Kilda apartment with free WiFi,122777588,Michael,,Port Phillip,-37.85941713287352,144.98305916159347,Entire home/apt,110,6,0,,,1,364
+13036390,apartment with best beachfront position st kilda,1111899,Rachel,,Port Phillip,-37.86206411856294,144.97377337854638,Entire home/apt,94,1,31,2017-03-11,4.39,2,194
+15027552,Luxury house in South Melbourne,12032627,Courtney,,Port Phillip,-37.83448162928389,144.95128074679366,Entire home/apt,275,2,27,2017-04-01,4.94,1,213
+6442365,Quiet home in the heart of Elwood,10058111,Cerrin,,Port Phillip,-37.87651135187931,144.98802924017835,Entire home/apt,69,3,0,,,2,8
+4770019,Newly listed Boutique beachside apt,8861856,Erin,,Port Phillip,-37.88093887876056,144.98045535754125,Entire home/apt,210,2,11,2015-04-07,0.41,1,346
+2116990,A Grand Vic Terrace-walk to C.B.D,2078748,Brenda,,Port Phillip,-37.83753653099091,144.9596244790678,Entire home/apt,540,2,40,2017-03-26,1.03,4,75
+14405864,City Escape - Classical Rooftop Apt - 1M$ VIEWS!!,76712367,Asaf,,Port Phillip,-37.85876727938453,144.97651969393866,Entire home/apt,119,2,6,2017-03-27,1.01,4,164
+5492126,Modern & Bright + Balcony 2BR 1Fl,27030491,Anna & Tina,,Port Phillip,-37.863121907315396,144.9797372831989,Entire home/apt,145,7,4,2017-01-24,0.72,22,337
+8211881,Modern house in the heart of Elwood,43228709,Danee,,Port Phillip,-37.883217318027775,144.99280174519936,Entire home/apt,240,7,0,,,1,0
+17452475,True St Kilda experience!!,30178242,Bella,,Port Phillip,-37.86323396013362,144.97621819589287,Entire home/apt,100,2,0,,,1,2
+11423168,Breathtaking Penthouse Rooftop Room,60004844,Gia,,Port Phillip,-37.86038337817675,144.9831124035778,Private room,121,2,7,2017-01-29,0.58,2,79
+15453635,Spacious & Bright Contemporary Family Home + WiFi,40831447,Stefanie,,Port Phillip,-37.8622183424899,145.00717863437637,Entire home/apt,184,2,9,2017-03-26,1.75,1,179
+16797948,ST KILDA RD 2BDR+2BATHR + AMAZING LOCATION + WIFI,50626167,Short Stay Plus,,Port Phillip,-37.84766153365237,144.97881620577024,Entire home/apt,201,2,7,2017-03-16,2.80,22,320
+6901207,Cosy inner-Melbourne courtyard townhouse,21936191,Matthew,,Port Phillip,-37.83949296207667,144.975681106004,Entire home/apt,195,2,0,,,1,0
+1822969,SENSATIONAL VIEWS FROM EVERY ROOM!,1911825,Pietra,,Port Phillip,-37.84729256332163,144.96058713844684,Private room,80,2,48,2017-03-22,1.26,1,314
+4312547,Leafy 3rd floor St Kilda apartment,14605939,Bess,,Port Phillip,-37.86298880171072,145.0073449534612,Entire home/apt,201,2,1,2014-11-05,0.03,1,0
+8245502,"Big, Bright & near great Cafes :-)",30761893,David,,Port Phillip,-37.85728951698116,144.99017534834968,Entire home/apt,115,5,33,2017-03-23,1.84,1,167
+183761,St Kilda beach art deco beauty,339271,Lou,,Port Phillip,-37.86398437389605,144.97575598552604,Entire home/apt,180,3,72,2017-03-20,1.47,1,356
+214525,Charming St Kilda House,1107286,Robynne,,Port Phillip,-37.866136962907824,144.9872005903114,Private room,69,2,43,2017-03-11,0.65,1,306
+11260171,"Convenient Location. Pool, gym, etc",57084709,Chie,,Port Phillip,-37.83102023798406,144.97044685989394,Private room,73,2,17,2017-03-26,1.26,1,179
+16469486,Domi Rentals - Three Bedroom Townhouse,45356831,Domi,,Port Phillip,-37.86502534663475,144.99987524634358,Entire home/apt,250,1,4,2017-03-27,1.60,10,347
+5524986,Bright and Vibrant Apartment,3179956,Jesse & Tegan,,Port Phillip,-37.879515798887574,144.99121990251925,Entire home/apt,187,2,5,2016-03-24,0.21,1,276
+17321478,"Bay Side, Port Melbourne Townhouse",113634610,Colleen,,Port Phillip,-37.840079606510535,144.94590350083925,Entire home/apt,260,5,0,,,2,7
+1626393,Luxury large beachside residence ,8451508,Anthony,,Port Phillip,-37.88449133221825,144.98296113719283,Entire home/apt,695,5,1,2014-07-13,0.03,1,365
+16070572,Heritage listed mansion and gardens,104698819,Paul,,Port Phillip,-37.86312904195433,144.97527993379822,Private room,85,2,2,2017-03-27,1.87,1,365
+13258262,Position Perfect,74615357,Caine,,Port Phillip,-37.84672516804705,144.97890529919013,Private room,350,2,5,2017-03-31,1.21,1,306
+5460504,A Cosy City Cottage,27800720,Daniel,,Port Phillip,-37.83658469103753,144.9672699920008,Private room,50,1,55,2017-03-30,2.20,1,301
+5460519,Big Balcony Sea View St Kilda beach,28323473,Juy,,Port Phillip,-37.87337980616068,144.98270831048714,Entire home/apt,220,5,5,2017-03-16,0.24,2,359
+9593608,Grand Prix on Doorstep! 2BR w/ 1Car,4062343,Lee,,Port Phillip,-37.84344417378211,144.97612688792168,Entire home/apt,599,5,1,2015-12-28,0.06,1,0
+8409645,The Old Station Hotel,43537854,Tarine,,Port Phillip,-37.83492156421581,144.9420256108772,Entire home/apt,499,1,23,2017-03-27,1.33,1,115
+17224262,The St Kilda studio - Great Location. Wifi/Netflix,20959046,Mark,,Port Phillip,-37.857546023660504,144.98815668610573,Entire home/apt,66,1,4,2017-03-30,4,1,240
+13455978,Lovely room in Elwood village (2 of 2),21023842,Karen,,Port Phillip,-37.881380145356786,144.98356382735875,Private room,48,3,2,2017-04-02,0.32,2,250
+1233505,Cosy Townhouse minutes from Stunning Foreshore,760849,Bev,,Port Phillip,-37.83900106160084,144.92968078448243,Entire home/apt,429,3,5,2014-12-15,0.14,51,278
+14340548,The White Cottage - NEW luxury accommodation,86833995,Don,,Port Phillip,-37.8784780205041,144.99068696621052,Entire home/apt,190,2,8,2017-03-25,1.30,1,338
+385782,Dixons Bakery,1930965,David,,Port Phillip,-37.845299859952874,144.9554990625323,Entire home/apt,149,4,11,2017-01-31,0.19,4,337
+4477385,Home away from home!!,8578384,Steven,,Port Phillip,-37.85118180449588,144.98098143536512,Private room,69,2,33,2017-02-25,1.13,1,360
+16241116,The place to be in Melbourne!,26204378,Keiko,,Port Phillip,-37.83985048141498,144.94149287045514,Private room,55,2,0,,,1,36
+15469991,"Uber-modern unit, spacious, bright and convenient.",99283096,Mike,,Port Phillip,-37.86354996178599,145.00394421237104,Entire home/apt,300,3,7,2017-03-25,2.00,1,171
+14537224,"Architecturally designed, renovated family home",33083161,Jodie,,Port Phillip,-37.847523385985895,144.95972449067025,Entire home/apt,499,2,4,2017-03-11,0.73,1,171
+2150946,Grand Prix Spectacular,7100484,Kye,,Port Phillip,-37.83428276291182,144.97075498665356,Entire home/apt,499,1,1,2017-03-13,0.04,3,0
+6541843,Cosy French Provincial studio,34212729,Anncilla,,Port Phillip,-37.86140334361511,144.98491120398634,Entire home/apt,121,6,23,2017-03-04,1.03,1,344
+16536198,Tropical little paradise close to everything!,33608998,Annika,,Port Phillip,-37.865707710882965,145.00545227072297,Entire home/apt,100,1,4,2017-02-18,1.40,1,0
+4608648,MODERN VILLA MIN 4 DAYS 1 BEDROOM,5136856,Melissa,,Port Phillip,-37.88106254150404,144.98470265227192,Private room,80,1,0,,,2,0
+13947511,SECLUDED 2BD St Kilda GEM *FREE WIFI + PARKING,1739996,Paul,,Port Phillip,-37.85762653099067,144.98068205640106,Entire home/apt,100,2,42,2017-03-25,4.77,42,77
+14917538,Bright and Sunny Double Bedroom with Own Bathroom,9644333,Kay,,Port Phillip,-37.84013093142529,144.93955080291215,Private room,60,2,7,2017-03-29,1.01,2,365
+4903661,2bdrm Premium St Kilda location ,5079675,Matt,,Port Phillip,-37.86433113711346,144.97724377285522,Entire home/apt,130,3,3,2016-01-30,0.11,1,29
+17814208,Spacious Room in St Kilda,36773703,Tracey,,Port Phillip,-37.862676018494504,144.99254507980584,Private room,66,1,1,2017-03-26,1,1,23
+14635743,2BR beauty next to Albert Park,44819516,Rowan,,Port Phillip,-37.859136343163975,144.9860305619352,Entire home/apt,160,2,2,2017-01-03,0.62,1,290
+381690,Renovated Art Deco fully furnished ,1914257,Shelly,,Port Phillip,-37.86393062254435,144.99823953481987,Entire home/apt,117,1,21,2017-03-05,0.39,1,343
+10865271,Boho St Kilda apartment - SPECIALS MAY/JUNE 2017,138187,Julie,,Port Phillip,-37.87190165049717,144.98312547082992,Entire home/apt,115,1,3,2017-01-03,0.24,2,185
+10730200,Beachside apartment in cosy Elwood,39670043,Ryan,,Port Phillip,-37.88726480167994,144.982476075516,Entire home/apt,50,7,1,2016-02-27,0.07,1,0
+4738665,Great place 1.5km from the beach,19771770,Nicky,,Port Phillip,-37.85754831949674,144.9880479141069,Private room,50,1,5,2016-01-17,0.18,1,0
+5366041,Lime Suite is Luxury at its best!,27819412,Joe,,Port Phillip,-37.86919393315909,144.9945105480179,Entire home/apt,245,2,2,2016-02-15,0.08,3,365
+12284001,2 Bed Apartment in St Kilda East,48205472,Roughan,,Port Phillip,-37.86438200554292,144.99923713135368,Entire home/apt,110,2,0,,,1,0
+13756095,Cosy Bedroom in the Heart of St Kilda,41257214,Martijn,,Port Phillip,-37.86219710008932,144.97401424134137,Private room,50,1,4,2017-03-18,2.86,2,31
+11261017,Spinnaker on Albert Park,57816819,Rachel,,Port Phillip,-37.83614068675055,144.96742256346386,Entire home/apt,299,2,3,2017-03-18,0.24,1,365
+3829874,Sunny luxury 2 bedroom apartment,19713441,Sharon,,Port Phillip,-37.860010462423865,144.9787002152129,Entire home/apt,201,4,4,2014-11-24,0.14,1,0
+6940357,Room in South Melbourne,30884556,Alex,,Port Phillip,-37.835381588110984,144.95325796206197,Private room,60,3,7,2017-01-15,0.34,1,365
+13035677,funky studio trendy acland street st kilda beach,1111899,Rachel,,Port Phillip,-37.862878447337465,144.97474715699914,Entire home/apt,80,1,55,2017-03-19,5.45,2,145
+9595042,Alexander - 2 B/r period home that people love!,49660517,Andrew,,Port Phillip,-37.8390918475335,144.96239590962261,Entire home/apt,201,2,23,2017-03-19,1.50,1,349
+16372858,Beautiful Bayside Bohemian B&B,76498038,Bridget,,Port Phillip,-37.884445592385674,144.98082305487588,Private room,55,7,10,2017-03-14,3.09,1,70
+15327614,Room at the BEACH perfect for the AUSTRALIAN OPEN,47149601,Maria,,Port Phillip,-37.83882985200898,144.92641610488573,Private room,80,2,3,2017-03-26,0.80,1,146
+8581834,Double bedroom 2 min walk to Grand Prix,1125960,Cal,,Port Phillip,-37.835539192644646,144.96691544050037,Private room,90,1,1,2016-03-23,0.08,3,337
+14016896,"Vibe - Modern 2 Bedroom Apartment, WiFi & Parking",24396301,Prue,,Port Phillip,-37.87210825282305,144.9814562951026,Entire home/apt,121,2,37,2017-03-26,5.47,3,308
+4904121,AMAZING MELBOURNE MIDDLE PARK ST KILDA PENTHOUSE,3651475,Sean,,Port Phillip,-37.84805469402451,144.96276768670478,Entire home/apt,195,2,5,2017-01-07,0.20,2,335
+9219790,One bedroom townhouse off Chapel,47942332,Mel,,Port Phillip,-37.860386976322935,144.9908263331448,Entire home/apt,96,11,0,,,1,0
+10214177,Brand New 1 bed apt with balcony,6402068,Carla,,Port Phillip,-37.85758736782117,144.982480244688,Entire home/apt,128,2,18,2017-03-26,1.24,1,363
+17999309,Light-filled room in the heart of St Kilda,35741521,Patrick,,Port Phillip,-37.86556170917363,144.98218867696247,Private room,60,1,0,,,1,74
+414079,B38 2.5BR apt and balcony St Kilda,1710397,Amanda,,Port Phillip,-37.87051743173536,144.98046897801024,Entire home/apt,349,3,4,2015-07-09,0.12,62,249
+5107885,Sunny 2 storey warehouse conversion,4215252,Amelia,,Port Phillip,-37.86655611382261,144.9891639815225,Entire home/apt,130,2,41,2017-03-14,2.66,2,0
+518388,St Kilda and Balaclava Central 2br!,2060940,Ryan,,Port Phillip,-37.862385834831095,144.99847020961784,Entire home/apt,109,3,87,2017-04-03,1.90,1,262
+10476358,Art Deco 2BDR Apt on the lake,23792803,Sam,,Port Phillip,-37.84179714964167,144.97578797364773,Entire home/apt,350,2,0,,,1,0
+418281,DC14 2BR close to beach in Elwood,1710397,Amanda,,Port Phillip,-37.88675716439152,144.98547165443756,Entire home/apt,249,3,4,2016-12-23,0.10,62,127
+8414625,Luxury&Style Free parking+Wifi 708,44323684,Dawei,,Port Phillip,-37.8563726551873,144.98349082588308,Entire home/apt,109,1,86,2017-03-26,4.64,6,331
+14113621,Convenient and cruisy,19890444,David,,Port Phillip,-37.83528733287672,144.96854340485913,Entire home/apt,149,1,18,2017-03-18,2.27,1,22
+1139168,St Kilda oasis - close to it all!,474555,Rod,,Port Phillip,-37.87103388693345,144.98823828222422,Entire home/apt,149,4,66,2017-03-13,1.43,1,142
+17128325,"BRND NEW 2 BR APT With Rooftop & Pool, St Kilda++",63866535,Severin,,Port Phillip,-37.8580855316399,144.97970299900646,Entire home/apt,135,4,7,2017-04-01,5.00,1,344
+1760144,Quiet Spacious St.Kilda Apartment,2987686,Kathryn,,Port Phillip,-37.8575784008192,144.98588903229714,Entire home/apt,100,2,5,2016-06-21,0.21,1,39
+15686551,Perfectly Located Apartment!,58647769,Liam,,Port Phillip,-37.858953736761755,144.9894649863385,Entire home/apt,90,2,1,2017-02-20,0.21,1,3
+14722424,Luxury 1 BR apartment in the heart of St Kilda,1710397,Amanda,,Port Phillip,-37.86982571746142,144.9814227585571,Entire home/apt,249,3,0,,,62,365
+17985757,Luxury apartment with a ideal location,48538484,Jordan,,Port Phillip,-37.833705859752804,144.97163629545096,Entire home/apt,125,1,0,,,1,337
+5460912,Great Location - Beautiful flat,28326520,James,,Port Phillip,-37.86684274550734,144.98989513629797,Private room,45,1,3,2015-08-31,0.13,1,214
+16507437,"Spacious & ultra comfortable, close to everything",89238787,Eva,,Port Phillip,-37.865686853602085,144.99299986276282,Private room,80,2,2,2017-01-20,0.72,1,104
+4514353,Art Deco apartment St Kilda,20325738,James,,Port Phillip,-37.86429908567279,144.9792797389949,Entire home/apt,190,3,0,,,1,0
+3133533,H121 2bdr bright and sunny A+,1710397,Amanda,,Port Phillip,-37.87253547947149,144.98241398900103,Entire home/apt,249,3,1,2016-11-06,0.20,62,365
+16707808,"2 Br Apartment with WiFi & Infinity Pool, St Kilda",110700693,Craig,,Port Phillip,-37.85733216776746,144.98251526822798,Entire home/apt,182,6,5,2017-03-27,2.17,1,258
+16884853,Comfortable bedroom in St Kilda central,100573034,Bradley,,Port Phillip,-37.86169685782381,144.98810598162058,Private room,121,1,0,,,1,72
+17759263,A block's stroll to the beach,8409268,Raquel,,Port Phillip,-37.84280522068116,144.93932332392927,Entire home/apt,149,5,1,2017-04-01,1,1,365
+414093,B39 3BR and great views St Kilda,1710397,Amanda,,Port Phillip,-37.870521833117415,144.97964017530924,Entire home/apt,360,3,5,2016-05-13,0.12,62,314
+13398250,Stunning apartment in the heart of St Kilda,50412236,Julia,,Port Phillip,-37.87002185211588,144.97685032945202,Entire home/apt,104,7,0,,,1,84
+13853281,Lovely Victorian House perfect loc,5760417,Graciela,,Port Phillip,-37.832946286168394,144.94807843118446,Private room,59,1,0,,,1,275
+11823520,1 Bdrm apt views of Albert Park & close to city,60808345,Hunt,,Port Phillip,-37.853627818911164,144.98123575391085,Entire home/apt,160,2,2,2016-03-28,0.16,1,0
+15458928,Beautiful St Kilda Beachside Art Deco Apartment,1620845,Robin,,Port Phillip,-37.860678388130225,144.97672846477235,Entire home/apt,100,5,2,2017-01-25,0.70,1,29
+10064282,Comfortable one bedroom apartment,16707230,Natasha,,Port Phillip,-37.86372778080037,144.98686153637888,Entire home/apt,85,1,1,2016-08-08,0.13,1,0
+17487306,Room available,113699296,Shaun,,Port Phillip,-37.86551611785108,145.00022079491828,Private room,60,1,3,2017-03-26,3,1,334
+5499338,Snug Studio + Balcony heart StKilda,27030491,Anna & Tina,,Port Phillip,-37.862027813292286,144.97535847137922,Entire home/apt,90,1,2,2016-08-22,0.26,22,316
+11915373,"Beachside, great locale, 12 min CBD",3143530,Sheri,,Port Phillip,-37.86443002506056,144.9931255017605,Private room,48,3,17,2017-03-07,1.42,1,88
+6318580,Cosy house with cat@ St.Kilda Beach,478445,Claudia,,Port Phillip,-37.866787052391004,144.98096557767838,Entire home/apt,121,14,0,,,1,0
+12832608,Quaint and cosy beach apartment,67139285,Chantelle,,Port Phillip,-37.8820676675086,144.9819100933997,Private room,48,1,5,2017-01-29,0.45,1,365
+1077522,B32 2BR new in perfect St Kilda,1710397,Amanda,,Port Phillip,-37.87182563566764,144.97963455747862,Entire home/apt,279,3,8,2016-03-22,0.21,62,305
+4512840,St Kilda 2BD AMAZING Park+City views *WIFI+PARKING,1739996,Paul,,Port Phillip,-37.859667928644626,144.9791079540656,Entire home/apt,100,2,119,2017-04-01,4.20,42,162
+9890305,2BR+2Bath Stunning City Fringe Gem with Car Park,22860147,Adji,,Port Phillip,-37.830724495598005,144.96857146858855,Entire home/apt,250,3,31,2017-03-19,3.14,33,153
+448006,H102 Bright 2bdr lux in St Kilda,1710397,Amanda,,Port Phillip,-37.87147966774816,144.98453950740836,Entire home/apt,249,3,2,2016-05-15,0.16,62,308
+15750665,When privacy and convenience matter,89095559,Vicki,,Port Phillip,-37.84287269739063,144.97700973571273,Private room,48,1,3,2017-01-21,0.65,2,181
+448017,"H120 2BR fully furnished, St Kilda",1710397,Amanda,,Port Phillip,-37.871275238814505,144.98422957376025,Entire home/apt,249,3,7,2016-11-20,0.14,62,365
+9886857,Architect design townhouse,50862224,Darren,,Port Phillip,-37.865078265130386,144.98492730138406,Entire home/apt,176,2,5,2016-01-18,0.32,1,0
+811668,Luxury Studio in Heart of St Kilda,2708837,Jack,,Port Phillip,-37.86928896563099,144.98048566853626,Entire home/apt,105,3,162,2017-03-20,3.17,2,2
+6706729,"IR34, 2 bdr penthouse in St kilda",1710397,Amanda,,Port Phillip,-37.868112243835775,144.97951127207023,Entire home/apt,279,3,1,2016-01-01,0.07,62,354
+872302,Modern Studio Apart. own bathroom,4071630,Penny,,Port Phillip,-37.83143863674696,144.9401506097211,Private room,75,3,73,2015-10-12,1.44,2,0
+16920892,"Easy for City, Conv Cntr, Sthrn Cross (#96 tram)",113012143,Tom,,Port Phillip,-37.84788905594934,144.96286159046508,Entire home/apt,140,2,2,2017-03-25,1.13,1,18
+8925196,Ruby Inn,42957420,Melissa,,Port Phillip,-37.84329509930534,144.95090125029918,Private room,110,3,0,,,5,332
+6319836,Art Deco two blocks from the beach,32539218,Joanne,,Port Phillip,-37.87996692998249,144.9801153189682,Entire home/apt,110,2,0,,,1,65
+2058000,Walk Across The Road To The Beach!!,10537782,Kerryn,,Port Phillip,-37.88113511425024,144.97825609712365,Private room,50,2,42,2016-03-30,1.34,1,10
+17425183,Lakeside Wow and Awe-Inspiring Views!,36688119,Phil,,Port Phillip,-37.85194325788461,144.97906255904323,Entire home/apt,250,2,0,,,1,7
+3265454,Charming Art Deco Apartment Elwood,3446786,Kara,,Port Phillip,-37.873008531550994,144.98213331127948,Entire home/apt,140,14,0,,,1,0
+3435150,"Apartment WOW, Location WOW",17315027,Sue,,Port Phillip,-37.867202114217974,144.97529351740354,Entire home/apt,130,2,22,2017-02-06,0.67,1,356
+4318008,Perfect location in Albert Park,5947685,John,,Port Phillip,-37.843663260496726,144.95931883532572,Entire home/apt,225,3,13,2017-03-26,1.03,1,144
+16278317,Robe st 'Beach House'. Entire apartment sleeps 5,19938454,Linda,,Port Phillip,-37.86553971850634,144.97849934760958,Entire home/apt,119,1,14,2017-04-02,4.72,1,311
+5499541,Light&Quiet&Central+Balcony 1BR 1Fl,27030491,Anna & Tina,,Port Phillip,-37.864908640039495,144.97616041429396,Entire home/apt,128,7,2,2017-03-24,0.28,22,316
+2172127,Resort Living-Prime Location-3BR,3518112,Tom,,Port Phillip,-37.83510394074035,144.9734707505114,Entire home/apt,295,2,19,2017-01-02,0.54,2,351
+12708512,Domi Rentals - Townhouse,45356831,Domi,,Port Phillip,-37.865806171616654,144.99969078893872,Entire home/apt,149,1,9,2017-03-17,0.85,10,350
+16573268,Professionally styled 1 bed Apt - St Kilda Rd,25512499,Michael,,Port Phillip,-37.85372996582879,144.98301284980752,Entire home/apt,125,6,1,2017-02-18,0.67,3,344
+17558171,LIFE'S A BEACH - STOP AND SMELL THE OCEAN,87383082,Linsay,,Port Phillip,-37.88767320628685,144.98622859957567,Entire home/apt,105,1,2,2017-03-26,2,3,300
+15029932,Family fun in St Kilda & Elwood,56150047,Sonia,,Port Phillip,-37.87389233570672,144.9847812794144,Entire home/apt,450,5,0,,,1,0
+2121038,Beautifully designed terrace house,10816395,Georgia,,Port Phillip,-37.83963500414701,144.95138553970054,Entire home/apt,199,6,30,2017-02-24,0.81,1,340
+10414802,Neighbourhood gem - Beach & 4km to the city,4421522,Andrew,,Port Phillip,-37.84551963526858,144.95434253039025,Entire home/apt,201,2,1,2017-03-25,1,1,32
+5499601,COMFY 1BR+courtyard #2 trams&beach,27030491,Anna & Tina,,Port Phillip,-37.86335459227748,144.97508003323057,Entire home/apt,123,7,6,2017-03-04,,22,361
+5499573,Renovated 1BR + private courtyard#1,27030491,Anna & Tina,,Port Phillip,-37.86490024506219,144.97510042793905,Entire home/apt,123,7,9,2017-02-15,0.65,22,326
+16637300,Great Penthouse in St Kilda,66027935,Dennis,,Port Phillip,-37.87237306374293,144.97775006224956,Private room,149,1,0,,,1,0
+17656547,"Convenient to CBD, parks, St Kilda Rd",95624287,Tracey,,Port Phillip,-37.842149056193804,144.9760056327749,Private room,62,1,3,2017-03-27,3,1,200
+6349167,Absolute Beach Front Apartment in iconic building,24687810,Dimple,,Port Phillip,-37.847419716509606,144.95099396655388,Entire home/apt,149,2,12,2017-01-20,0.58,1,179
+15072731,Room in centric Port Melbourne,90321547,Jorge,,Port Phillip,-37.83765616656843,144.94286521033166,Private room,42,3,3,2016-11-26,0.69,1,9
+8740216,Luxurious 1BR w. Parking & Internet,44633706,Anna,,Port Phillip,-37.85546889619533,144.9823311308284,Entire home/apt,128,4,19,2017-03-23,1.16,1,282
+14412538,"""St Vincent"" Stables Spectacular South Melbourne",35370298,Blake(Mybnb),,Port Phillip,-37.83734645385953,144.95434470479339,Entire home/apt,220,3,17,2017-03-26,,14,80
+9656062,Large 2 Bdr Home in Heart of Melb,20331098,Irene,,Port Phillip,-37.86141572652275,145.00753640390676,Entire home/apt,85,5,6,2017-01-05,0.39,2,0
+15819655,Bohemian Nights,5394548,Sandie,,Port Phillip,-37.860574572177256,144.97632528130367,Entire home/apt,130,3,1,2017-03-26,1,1,21
+15652615,Modern 3Bed 2Bath w/ City Views + Free Parking x 2,26813819,Nick,,Port Phillip,-37.83703223271814,144.95493336969582,Entire home/apt,229,1,24,2017-03-25,4.86,1,139
+9518725,Perfect Location,49319010,Vanessa,,Port Phillip,-37.857485347110135,144.97208806456,Private room,60,1,5,2016-04-02,0.32,1,203
+17687440,Room in St Kilda East,117026164,Amanda,,Port Phillip,-37.85972009452568,144.99991946381627,Private room,50,1,3,2017-03-29,3,1,35
+4287286,entire home,22257151,Estelle,,Port Phillip,-37.83916873577206,144.95155100040012,Entire home/apt,350,1,1,2014-10-19,0.03,1,0
+16113071,Elwood Village Relaxed Lifestyle Townhouse,105062400,Leanne,,Port Phillip,-37.88360086022791,144.98402989222387,Entire home/apt,135,7,1,2017-01-21,0.41,1,59
+10575312,"Modern, Spacious 4BDR St Kilda Home",3263807,Stefanie,,Port Phillip,-37.86573681679274,144.98962534095915,Entire home/apt,350,3,6,2017-01-03,0.47,2,79
+16180151,Regal - modern St Kilda gem in historic building,25019250,Luke,,Port Phillip,-37.86082187270583,144.97887424739898,Entire home/apt,119,2,2,2017-03-25,0.65,8,0
+10389449,Albert Park Courtyard Apartment,53486872,Jodie,,Port Phillip,-37.845446192917336,144.95500252909568,Entire home/apt,145,1,15,2017-03-26,1.36,1,177
+13674292,The Elwood Deck,2612010,Cliff,,Port Phillip,-37.880842106382104,144.9831150593127,Private room,69,1,8,2016-09-24,0.97,1,331
+15889136,One bedroom stunner in St Kilda East,14136698,Bronwyn,,Port Phillip,-37.86591366119746,144.99118074776726,Entire home/apt,140,2,2,2017-03-25,0.63,1,13
+7165767,Lovely room in Elwood village (1 of 2),21023842,Karen,,Port Phillip,-37.88155547045656,144.98281397320306,Private room,48,3,12,2016-12-22,0.58,2,186
+9597361,Spectacular views of the bay & city,45858394,Jason,,Port Phillip,-37.85985211956754,144.9708588069297,Entire home/apt,176,14,7,2016-11-29,0.45,1,27
+15426500,Comfortable single mattress next to unfolded couch,94279805,Anna,,Port Phillip,-37.83509470253115,144.9713503650607,Shared room,24,1,12,2017-02-20,2.08,3,40
+11328994,Apartment in Heart of St Kilda,14923003,Loreto,,Port Phillip,-37.859218624471445,144.98071042479444,Entire home/apt,170,2,28,2017-03-20,2.60,1,158
+9757653,Sunset views - Art Deco Apartment,25151493,Brigitte,,Port Phillip,-37.87635823699311,144.98704273270647,Entire home/apt,98,1,9,2017-01-27,0.58,2,0
+15559488,A Moroccan Sanctuary in the Heart of St Kilda,53979789,Fatima,,Port Phillip,-37.86687618200537,144.9813187896365,Private room,60,1,19,2017-03-29,3.93,1,173
+10840932,Beautifuly designed home in Elwood,3929204,Natalie,,Port Phillip,-37.87513320773987,144.98689836753834,Entire home/apt,201,14,2,2017-02-22,0.17,1,356
+2778094,Albert Park - Art Deco,14208173,Eve,,Port Phillip,-37.84538124042561,144.9552533501828,Private room,66,2,2,2017-03-25,1.54,1,358
+9664828,Prime location. Stunning home.,49947551,Corey,,Port Phillip,-37.85304352959634,144.96642229415062,Entire home/apt,149,1,1,2016-07-15,0.11,1,0
+10686837,Port Melbourne Lifestyle,31312910,Danielle,,Port Phillip,-37.8390676387289,144.94689351680444,Entire home/apt,100,2,1,2016-03-22,0.08,1,0
+712261,Charming 1930s Flat East St Kilda,738640,Chelle,,Port Phillip,-37.8682731860657,144.99646766703427,Entire home/apt,90,7,8,2017-01-26,0.15,1,337
+11762843,Light-filled town house between the city and sea.,12580391,Carole,,Port Phillip,-37.83753481593391,144.9336622676793,Entire home/apt,325,2,11,2017-01-19,0.97,1,111
+17723851,Stunning Modern 2Bedroom Apt Melbourne City Area,61046962,Siting,,Port Phillip,-37.85257951397909,144.9796008854499,Entire home/apt,128,2,0,,,1,337
+10413063,ST KILDA DESIGNER APARTMENT,26512533,Brad,,Port Phillip,-37.86107032363,144.97736358252217,Entire home/apt,165,3,22,2017-03-21,1.49,1,365
+16180280,Comfortable Apartment in St Kilda,9255219,Mary,,Port Phillip,-37.85939300909845,144.99155438571398,Entire home/apt,85,2,2,2017-03-25,0.52,1,0
+9264772,PRIVATE ROOM/ENSUITE ST KILDA WEST,19001191,Annie,,Port Phillip,-37.85698777523456,144.97316424526713,Private room,121,1,6,2017-03-25,0.37,1,364
+5068759,Fantastic big double room close to Beach & City,17693456,Nicole,,Port Phillip,-37.84570671972995,144.95251964973596,Private room,121,1,0,,,1,0
+4777032,2 bedroom apartment- Great location!,1629510,Kristy,,Port Phillip,-37.85239000248692,144.981598195211,Entire home/apt,300,3,7,2016-01-02,0.27,1,0
+4804790,Peaceful Retreat on City Edge,9933986,Jeff,,Port Phillip,-37.832524819148624,144.9461612546435,Entire home/apt,220,2,52,2017-03-30,1.93,1,153
+2711190,Parkside Art Deco apartment,6956497,Kate,,Port Phillip,-37.86994846513252,144.9841023762318,Entire home/apt,100,2,46,2017-02-14,1.28,1,92
+5499421,Stunning Sea Views Enclosed Balcony,27030491,Anna & Tina,,Port Phillip,-37.868428870047445,144.97912462904446,Entire home/apt,111,7,3,2017-01-25,0.29,22,17
+4319611,Quietest lovely home in St.Kilda (FREE package),9584342,Stef,,Port Phillip,-37.86100862919795,144.97911378453625,Entire home/apt,119,1,90,2017-04-01,3.52,1,351
+16244510,"Stunning Beach Front Apartment, 10 mins to CBD",74930489,Sharyn,,Port Phillip,-37.839945680487396,144.9326387573353,Entire home/apt,330,7,0,,,1,89
+15920158,Stroll to chapel street,101183515,,,Port Phillip,-37.86281652878925,144.99776331729933,Private room,69,2,5,2017-03-26,1.15,1,303
+10970285,St Kilda studio apartment!,20805551,Alyssa,,Port Phillip,-37.862530906188,144.9801924928185,Entire home/apt,66,1,1,2016-02-09,0.07,1,0
+4616709,Location Location Location St Kilda,14249878,Ryan,,Port Phillip,-37.86656989890223,144.98082420975655,Entire home/apt,75,7,2,2016-02-18,0.14,1,0
+5631025,"Space, Light and City Views",2058617,Stay With Style,,Port Phillip,-37.832439577656956,144.9631034368826,Entire home/apt,288,4,2,2017-01-21,0.48,24,210
+15820320,Private room in the heart of Balaclava,21682205,Bee,,Port Phillip,-37.87135475989282,144.9942000260446,Private room,89,1,2,2017-03-26,0.90,1,72
+3630319,Room & bathroom on separate floor,1125960,Cal,,Port Phillip,-37.83384818604276,144.96785324374613,Private room,85,1,77,2016-11-19,2.44,3,337
+3948946,"Beautiful 2BR + Study Apartment, Views, parking",20466839,Eti,,Port Phillip,-37.84782944139538,144.97743015048985,Private room,75,1,7,2017-02-18,1.17,2,14
+10577220,Great location Bay & City Views,54566787,Gemma,,Port Phillip,-37.84185071042823,144.9389468527696,Private room,75,2,3,2016-07-01,0.21,2,351
+17704734,REMY: 3 Level 3 BD St Kilda Penthouse with parking,112173400,Alana,,Port Phillip,-37.86177491910226,144.98476340430832,Entire home/apt,450,1,0,,,2,87
+11855224,Single or double in friendly home,18497694,Judy,,Port Phillip,-37.879783460441004,144.98949222524814,Private room,45,5,0,,,2,32
+9758081,Bayview and sunset heaven,39874158,Phil,,Port Phillip,-37.859777171952594,144.98307156513806,Entire home/apt,119,3,23,2017-03-25,1.64,1,348
+5924261,"""Esplanade"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86306442899666,144.973647723793,Entire home/apt,100,2,47,2017-01-27,1.97,13,354
+15856190,Amazing views & perfect location,5284151,Emma,,Port Phillip,-37.847096359088766,144.97717472399182,Entire home/apt,180,2,4,2017-03-26,0.80,1,91
+17687992,Perfect Easter Get Away,8864824,Derek,,Port Phillip,-37.84028368586684,144.9751430667455,Entire home/apt,325,2,0,,,1,13
+17684710,Cheerful and Quiet Room - Perfect Location!,76054711,Sam,,Port Phillip,-37.876846087103196,144.98780858838091,Private room,55,2,0,,,1,77
+8398410,Sunny Blue Cottage South Melbourne,44246690,Morgan And Janet,,Port Phillip,-37.83747915179088,144.961785576833,Entire home/apt,166,1,28,2017-03-26,1.50,1,101
+6020981,Inner City 3 Bedroom Home,11524,Phoebe,,Port Phillip,-37.836839577503554,144.93636320502907,Entire home/apt,350,7,0,,,1,363
+11625943,Beautiful home in prime location!,27575808,Paul,,Port Phillip,-37.84520020539057,144.95344287148086,Private room,149,1,0,,,1,365
+11593188,Unique Contemporary Townhouse in South Melbourne,760849,Bev,,Port Phillip,-37.835713419057804,144.96318387993182,Entire home/apt,448,3,2,2017-03-27,0.24,51,334
+5563873,Perfectly Positioned Family Home,26892375,Larissa,,Port Phillip,-37.84751564718296,144.95389770676175,Entire home/apt,450,2,16,2017-01-01,0.64,1,362
+17944503,"""Emerald"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.867250622674554,144.97806621898607,Entire home/apt,110,7,0,,,13,340
+419324,DC17 2BR very bright in Elwood,1710397,Amanda,,Port Phillip,-37.888379504706734,144.98547856238727,Entire home/apt,249,3,5,2016-10-04,0.12,62,323
+1271310,Stunning Victorian 1 Brm Apartment,6919472,Jonathan,,Port Phillip,-37.85771608907203,144.98626898743748,Entire home/apt,89,7,11,2017-03-29,0.93,1,101
+12614019,Beachy with view to be desired,68475086,Ida,,Port Phillip,-37.85874321295802,144.96898460214075,Entire home/apt,85,2,8,2016-12-31,0.72,1,0
+15099440,Pied a Terre on Acland Street,342766,Jane,,Port Phillip,-37.86421938759613,144.9739898377301,Entire home/apt,92,2,18,2017-03-26,3.07,1,259
+14591709,"NEW, MODERN, BRIGHT, & CLEAN IN THE ❤ OF ST KILDA!",49478582,Simone,,Port Phillip,-37.870836175129284,144.9813402196593,Entire home/apt,115,2,29,2017-03-26,4.01,1,192
+17227723,Walk to the Beach! 3br house - Pet Friendly,11708127,Jen,,Port Phillip,-37.839461455118574,144.94180146541132,Entire home/apt,298,1,0,,,2,364
+11996896,"City views, amazing location.",64145703,Jade,,Port Phillip,-37.83492454934812,144.97132458406017,Entire home/apt,80,2,3,2016-07-17,0.33,1,0
+14714820,Bachelor Pad.,91566579,Siddhimma,,Port Phillip,-37.859221538985885,144.98434804639183,Entire home/apt,149,2,6,2017-02-05,1.80,1,32
+17393285,Great space close to Grand Prix,35541638,Dee,,Port Phillip,-37.831387342526504,144.96673217896824,Private room,80,1,3,2017-03-08,2.25,1,20
+17719303,Domi Rentals - Unit Six,45356831,Domi,,Port Phillip,-37.87316782030108,144.99622190105015,Entire home/apt,180,1,0,,,10,364
+12476081,A Gem in The Heart of St Kilda!,67531138,Jo,,Port Phillip,-37.87067923623536,144.98177982960266,Private room,50,4,0,,,1,0
+4810431,Gorgeous Elwood Beach Getaway!!,7820117,Laura,,Port Phillip,-37.878625729746375,144.9911746359495,Entire home/apt,100,2,13,2017-01-04,0.75,1,49
+16760,Melbourne BnB near City & Sports,65090,Colin,,Port Phillip,-37.864530304952794,144.9922379283506,Private room,69,2,52,2017-03-25,0.80,1,224
+15065121,"Modern Apartment Close to CBD, Parks & Beach",10992755,Annie,,Port Phillip,-37.83245127556885,144.96887650365434,Entire home/apt,128,1,4,2017-03-26,0.82,1,184
+15997992,"The Writers Room, St Kilda Art Home",7278891,Michelle,,Port Phillip,-37.87231827375117,144.97991724393384,Private room,52,2,20,2017-04-01,4.80,1,340
+11364071,Master room In Prime St Kilda Spot,34257592,Simon And Katie,,Port Phillip,-37.85912708288543,144.97688417527775,Private room,50,4,5,2016-06-14,0.44,2,10
+2156314,Spacious – ArtDeco - St Kilda,3007990,Natalie,,Port Phillip,-37.85848560419354,144.97114420082102,Entire home/apt,157,2,17,2017-03-04,0.44,1,215
+17817704,"Lush green, relaxed and happy",121807417,Oz,,Port Phillip,-37.837313559986974,144.91889890757804,Private room,98,1,0,,,1,181
+10643257,Room near Botanic Gardens,991394,Klara,,Port Phillip,-37.8334413578901,144.97086631755394,Private room,88,2,1,2016-10-07,0.17,1,365
+16965771,Magnificent apartment in the iconic St Kilda!,5235070,Simona,,Port Phillip,-37.85598178220144,144.98402490446847,Entire home/apt,94,1,2,2017-03-01,0.95,1,188
+12658318,One Modern apartment,51692374,Homa,,Port Phillip,-37.85294037580368,144.98072937738397,Private room,75,1,3,2017-03-25,0.69,1,90
+8972110,Beautiful St Kilda Beach Retreat,10701903,Christine,,Port Phillip,-37.869060189925634,144.98513967619232,Entire home/apt,281,2,22,2017-04-01,1.64,1,211
+10416798,Very cool two level townhouse,48839965,Ralph,,Port Phillip,-37.86447337809566,144.99359445766547,Entire home/apt,100,1,0,,,1,0
+2142770,☆ Sustainable Studio in St Kilda ☆,10936267,David,,Port Phillip,-37.86264895655142,144.98753389716072,Private room,145,2,1,2014-01-20,0.03,1,0
+4122488,St Kilda's Loft Beachside Hideaway,10621363,Paul & Marco,,Port Phillip,-37.86110128455094,144.973158149302,Entire home/apt,96,2,117,2017-03-26,4.14,2,335
+5105548,Stylish Apartment in St Kilda East.,9020619,Yossi,,Port Phillip,-37.8656161785592,145.0022795754836,Entire home/apt,110,2,11,2016-08-21,0.41,1,334
+11629198,It's all at your front gate !!,61615715,Robyn,,Port Phillip,-37.86516232111667,144.97471328209622,Entire home/apt,155,2,44,2017-03-26,3.49,1,326
+4712396,Pole position for Grand Prix!,21997061,Corey,,Port Phillip,-37.831026728707684,144.95286463939695,Entire home/apt,1000,3,0,,,1,0
+16048341,Springboard to all things in FABULOUS MELBOURNE,104476741,Tanya,,Port Phillip,-37.832734660667626,144.96718992014902,Entire home/apt,170,2,12,2017-03-27,2.95,1,343
+17228010,'Ασυλο' (Sanctuary),116032356,Jay,,Port Phillip,-37.86619104069905,144.98234405983814,Private room,90,1,0,,,1,0
+13070340,Beach View Simple Bedroom Unit,29068216,Anthony,,Port Phillip,-37.845652121265005,144.94272651737856,Entire home/apt,100,4,3,2017-01-01,0.88,1,49
+10250222,City/Gardens/trams... Doorstep!,32181501,Mariecris,,Port Phillip,-37.83388021903657,144.96844354844552,Entire home/apt,121,2,21,2017-03-19,1.40,1,168
+12412968,Bayside Retreat,24839995,Catherine,,Port Phillip,-37.88805731060059,144.99115895368462,Private room,75,1,5,2017-03-27,0.50,2,304
+15858411,St kilda - Cool pad or SOHO?,5928015,Leigh,,Port Phillip,-37.86343670848484,144.98268482091254,Entire home/apt,135,3,4,2017-03-26,1.33,3,167
+10091303,Lovely 2 bedroom apartment,1930965,David,,Port Phillip,-37.84334297528632,144.95569433842707,Entire home/apt,180,4,5,2017-03-26,0.34,4,0
+15792964,Awesome Apartment in St Kilda East!,102172823,Johnny,,Port Phillip,-37.86382083611192,145.00926557683226,Entire home/apt,90,3,3,2016-12-10,0.65,1,103
+13531995,ID: 222 - Modern 1 Bedroom Apt in South Melbourne,6170914,Retreats,,Port Phillip,-37.832206110776454,144.96170569575798,Entire home/apt,130,1,9,2017-03-18,1.11,1,342
+6749041,"St Kilda, Beachfront, Views, Garden, Pets Welcome!",7922179,Cristal,,Port Phillip,-37.87076642523735,144.97604533515968,Entire home/apt,100,3,68,2017-03-28,3.26,1,153
+12528535,Spacious Designer 3 Bdrm St Kilda Apartment,195897,Sophie,,Port Phillip,-37.85996384085913,144.98989420491708,Entire home/apt,325,2,31,2017-04-01,2.82,2,338
+850845,Stylish/Central/RoofTrce/long stay,2474010,Kirk & Lyn,,Port Phillip,-37.867039975474796,144.98314858068954,Entire home/apt,100,30,53,2017-03-04,1.04,2,303
+5503920,AMAZING MELBOURNE GRAND VICTORIAN,3651475,Sean,,Port Phillip,-37.84930250709379,144.96404309882757,Entire home/apt,199,2,7,2016-12-05,0.29,2,365
+9321462,Spacious and leafy Art Deco oasis,48381719,Tim,,Port Phillip,-37.86352085087328,144.97866095515622,Entire home/apt,201,7,0,,,1,0
+11107325,The Cutesy Nest,57688030,Alison,,Port Phillip,-37.84279350862831,144.9577746390676,Entire home/apt,375,3,0,,,1,0
+4258803,St Kilda Gardens ,3778610,Ananda,,Port Phillip,-37.87189364326571,144.9838216547635,Entire home/apt,149,3,68,2017-03-13,2.27,1,362
+12024834,"BAY VIEWS, COSMOPOLITAN LIFESTYLE",41580504,Debra,,Port Phillip,-37.86513087551461,144.9737514641048,Entire home/apt,145,5,1,2017-03-06,1,1,284
+14613535,Carmel court,9780355,Katie,,Port Phillip,-37.869576103851735,144.97991731131725,Entire home/apt,149,1,13,2017-03-18,2.02,2,335
+4389937,"Bright, Clean and Beachy",10065714,Ben,,Port Phillip,-37.86259159074571,144.98116659815832,Entire home/apt,100,3,90,2017-03-26,3.02,6,70
+3506013,"Cosy apartment, Close to CBD",7510225,Christian,,Port Phillip,-37.83443294219375,144.9675751818738,Private room,75,1,100,2017-03-26,3.05,1,321
+16055396,St Kilda 1 Bedroom Apartment Close to Albert Park,104556986,Kai Wen,,Port Phillip,-37.87202399935538,144.98087061456695,Entire home/apt,300,2,2,2017-01-27,0.58,1,0
+3898472,Charming room in spacious flat,20185613,Maria,,Port Phillip,-37.86511755194807,144.99711303272477,Private room,85,3,0,,,1,0
+16677989,"Spacious private room, bayside",8555955,Donna,,Port Phillip,-37.8819199937986,144.99219020185623,Private room,60,2,2,2017-02-17,1.13,1,357
+9108585,FERRARS COTTAGE,27509086,Michael,,Port Phillip,-37.84031977602391,144.95869309771567,Entire home/apt,250,3,1,2017-03-26,1,2,276
+13500269,King bed ensuite in St Kilda,31235244,Lydia,,Port Phillip,-37.85775040393039,144.97710975885963,Private room,80,7,0,,,1,0
+13102232,Amazing Apartment Walk to Formula 1,34875238,Nico Apartments,,Port Phillip,-37.83492698717919,144.97142589226905,Entire home/apt,135,2,15,2017-03-02,1.53,13,158
+14186353,The 'Deva' Of St. Kilda Road,11312736,Ary,,Port Phillip,-37.838500251240944,144.97617772938085,Entire home/apt,201,3,5,2017-01-23,0.84,4,219
+10976455,Room in Quiet location in St Kilda,14055422,Karen,,Port Phillip,-37.87325451772533,144.97835147318747,Private room,90,2,9,2016-11-14,0.66,1,276
+12549334,"Gorgeous, chic cottage by the beach",68016710,Chris,,Port Phillip,-37.84570540959628,144.9470396275482,Entire home/apt,201,2,20,2016-10-14,1.87,1,154
+5831908,"Jasmine, tranquil waterside escape",7509953,Linton,,Port Phillip,-37.83879254644696,144.93080351106187,Entire home/apt,201,3,15,2017-02-15,0.73,70,321
+6651134,Nice double room in a great flat!,11582887,Marc,,Port Phillip,-37.86526069825826,144.97831392715526,Private room,50,1,0,,,1,0
+163077,Chic Walk To Village 1 BR APT+WIFI,50121,Frank And Vince,,Port Phillip,-37.879590299902596,144.99165454460422,Entire home/apt,229,3,13,2017-01-12,0.19,18,332
+3202317,1877 South Melbourne Luxury Townhouse - 3bd/3bth,4703526,Hayley,,Port Phillip,-37.83453768119452,144.95285187741507,Entire home/apt,380,3,45,2017-03-30,1.52,2,348
+2325837,W11 Stylish 2BR north facing apt,1710397,Amanda,,Port Phillip,-37.87110705270134,144.99639306984398,Entire home/apt,249,3,2,2016-01-26,0.13,62,365
+16579924,Beautiful St Kilda beach,109282346,Anne-Marie,,Port Phillip,-37.86454924092383,144.9771196576402,Private room,80,4,0,,,1,364
+15522394,Brand New 2 BD Apartment Top Location,47615308,Dana,,Port Phillip,-37.86470972198121,144.98929508129464,Entire home/apt,144,3,4,2017-03-10,0.76,4,186
+3177831,Chic Elwood Beachside Apartment,16115318,Chelsea,,Port Phillip,-37.88725644625523,144.98483897408804,Entire home/apt,60,5,2,2014-08-27,0.06,1,0
+13532540,Beautiful & cosy room in the heart of St Kilda,77791840,Deb,,Port Phillip,-37.87066104814668,144.99764676815983,Private room,31,2,2,2016-07-16,0.22,1,0
+15617323,St Kilda's social sunset,46415577,Elen,,Port Phillip,-37.87565388104433,144.97796089090042,Entire home/apt,270,1,12,2017-04-01,2.31,3,213
+2489741,Self Contained Studio Apartments,12744159,Stacey,,Port Phillip,-37.86088672688399,144.98006870359748,Entire home/apt,145,1,9,2017-01-28,0.27,2,365
+16678287,Modern bayside apartment in Elwood,30665742,Claudia,,Port Phillip,-37.88836120786516,144.98829703118386,Entire home/apt,60,2,5,2017-03-04,1.88,1,6
+3534825,Melbourne Luxury Apartment- Sleeps 6,14059758,Laura,,Port Phillip,-37.840470644175795,144.97523167484164,Entire home/apt,281,1,29,2017-02-16,0.87,1,250
+4388926,St Kilda Beach family home,20742871,Sanjay,,Port Phillip,-37.866979902863505,144.98844927810927,Entire home/apt,149,1,5,2016-01-09,0.18,1,49
+9633191,"Warm and welcoming, your home away from home!",49818268,Neil,,Port Phillip,-37.83954552074176,144.97441076337572,Entire home/apt,85,3,9,2017-03-27,4.09,1,161
+982452,GRAND PRIX PERFECT,5382488,Will,,Port Phillip,-37.85376122973598,144.96210644792689,Entire home/apt,1025,4,0,,,1,365
+458168,H307 2BR and light in St Kilda,1710397,Amanda,,Port Phillip,-37.87273774324018,144.983059820809,Entire home/apt,249,3,0,,,62,326
+9305526,Awesome Art Deco in Marvelous Middle Park. Apt.#2.,2136236,Gary,,Port Phillip,-37.849542396851945,144.96308521154955,Entire home/apt,225,3,20,2017-03-26,1.26,4,58
+898974,"George's - On Chapel St , St Kilda",4795056,George,,Port Phillip,-37.86281723609478,144.99135510465595,Private room,45,7,21,2017-03-04,0.45,1,319
+14810557,Modern Apmt w/ pte bathroom and terrace near CBD,27178841,Jb,,Port Phillip,-37.83512166734434,144.96553987764187,Private room,80,1,16,2017-03-16,2.50,3,84
+15400384,Stunning city and ocean view,96652806,Brooke,,Port Phillip,-37.82979672169525,144.95521142566943,Private room,80,1,5,2017-01-05,0.99,2,175
+15786636,Panoramic Beach View w/ Private Balcony,102057757,Alan,,Port Phillip,-37.86701885312985,144.97506261628712,Private room,85,2,17,2017-03-30,3.54,2,142
+4324807,Melbourne Albert Lake view room,22456519,Jessie,,Port Phillip,-37.851358085915436,144.98166360296304,Private room,85,1,6,2017-03-22,1.91,2,364
+16739792,Gorgeous seaside apartment,198200,Michelle,,Port Phillip,-37.88526493603959,144.986665104292,Entire home/apt,100,3,1,2017-02-16,0.63,1,111
+13008353,Cosy double room in Art Deco flat,5872424,Rhiannon,,Port Phillip,-37.863615449605895,144.9800341041132,Private room,60,1,11,2017-04-03,1.28,1,227
+6188149,Summer holiday rental,2002047,Ely,,Port Phillip,-37.86366240454149,144.99936641992088,Entire home/apt,100,5,1,2015-07-31,0.05,1,0
+11857424,Light room in Art Deco Apartment,5557483,Andre,,Port Phillip,-37.87419337113791,144.98643612098823,Private room,55,1,2,2016-03-21,0.16,1,0
+4681256,St Kilda Rd Sub-Penthouse Apartment,24208981,Martin,,Port Phillip,-37.836444266731625,144.97416022678343,Entire home/apt,273,1,59,2016-04-20,2.08,1,276
+15553801,Brand new in St Kilda!,100125368,Vicky,,Port Phillip,-37.86310211425442,144.98174552401093,Entire home/apt,140,3,11,2017-03-26,2.28,1,219
+7765563,Charming Modern Apartment St Kilda,40840844,Timothy,,Port Phillip,-37.86509860376119,144.98225534036573,Entire home/apt,79,3,3,2016-01-05,0.16,1,0
+15302209,Private room in the heart of St Kilda,97444547,Lachlan,,Port Phillip,-37.863551218589606,144.97574090837193,Private room,69,2,2,2017-01-18,0.67,1,0
+5500484,Cozy Comfy Central Studio +balcony,27030491,Anna & Tina,,Port Phillip,-37.86373773802138,144.98147984952809,Entire home/apt,84,7,5,2017-02-21,0.30,22,307
+5762629,Double Bedroom,13990032,Belinda,,Port Phillip,-37.86060301670248,144.97904677611245,Private room,66,1,3,2017-01-22,1.15,1,0
+1064493,Stylish St Kilda Studio (Brand New),2708837,Jack,,Port Phillip,-37.86935192711461,144.97962295256653,Entire home/apt,94,1,162,2017-03-08,3.45,2,339
+12025424,Cozy Apartment + WIFI + Parking,42993904,Kevin & Ava,,Port Phillip,-37.86480855961827,144.98382233199234,Entire home/apt,75,1,2,2016-04-26,0.17,2,0
+11697752,Single or couple in friendly home,18497694,Judy,,Port Phillip,-37.87899656852154,144.98808264749277,Private room,60,5,0,,,2,10
+9633362,Private Room with an Amazing View,25073904,Carla,,Port Phillip,-37.834719174878295,144.97177756868592,Private room,94,2,33,2017-03-25,2.02,1,321
+11398776,"2 bedroom apartment in Seasons Hotel, Melbourne",51279373,Joseph,,Port Phillip,-37.831614390848046,144.9712771767404,Entire home/apt,165,6,5,2017-03-21,0.43,1,365
+5500546,Large 1BR op park/beach/Acland tram,27030491,Anna & Tina,,Port Phillip,-37.870268560538435,144.97818910254742,Entire home/apt,130,7,3,2017-02-19,0.60,22,239
+4689534,2 Bedroom Beach Front Apartment,11353235,Kajsa And Lachie,,Port Phillip,-37.87257601136879,144.9767146461423,Entire home/apt,160,1,81,2017-03-20,2.93,1,258
+8355470,Bright and Cosy Emerald Cottage,7474170,Tamasin,,Port Phillip,-37.83280273820155,144.96236881465148,Entire home/apt,121,3,58,2017-03-26,3.82,1,137
+913004,The Penthouse Apt in the block!,2027601,Bill,,Port Phillip,-37.863544903790576,144.97494945880382,Entire home/apt,135,2,133,2017-04-01,2.67,13,101
+14937766,Designer Spacious 2BD House Retreat St Kilda Beach,5371625,Evelyn,,Port Phillip,-37.86578511422599,144.97872556320476,Entire home/apt,165,1,15,2017-03-31,2.62,1,327
+16019112,Stunning Hollywood Regency showpiece,58115032,Jasmine,,Port Phillip,-37.83022658252551,144.9437875402853,Entire home/apt,526,3,0,,,2,306
+3698340,"Middle Park Art Deco Gem+Beach,Lake&Shops. Apt.#1.",2136236,Gary,,Port Phillip,-37.850687487341084,144.96026283800396,Entire home/apt,225,3,27,2017-02-17,0.97,4,327
+5500587,Bright & Quiet 2BR oppos park 2Fl,27030491,Anna & Tina,,Port Phillip,-37.87124577237201,144.97707590450196,Entire home/apt,157,7,7,2017-02-18,0.75,22,352
+3767977,"Sunny penthouse, perfect location!",12041909,Lisa,,Port Phillip,-37.86074361253215,144.97266961203167,Entire home/apt,180,3,79,2017-03-26,2.64,1,274
+16510089,"Melbourne HQ,Close to city & beach",80347267,Steve,,Port Phillip,-37.848143782715646,144.97894619914425,Private room,70,14,1,2017-01-06,0.34,2,35
+9699018,3br home in the heart of Stkilda,49603535,Dotan,,Port Phillip,-37.873599777636926,144.9808731074141,Entire home/apt,195,1,7,2017-01-03,0.46,1,93
+12611287,Chic Apartment with Balcony,490142,Lizzie & Asher,,Port Phillip,-37.88201469390198,144.99046521681342,Entire home/apt,80,2,5,2017-01-09,0.46,1,314
+5500639,Resort Style 2BR Central + Balcony,27030491,Anna & Tina,,Port Phillip,-37.86396919243166,144.97476111229338,Entire home/apt,157,7,7,2016-12-24,0.68,22,365
+16549011,Luxury St Kilda apt / City views / Free wine,108902721,April,,Port Phillip,-37.859861377881415,144.9848994602451,Private room,100,2,2,2017-03-25,2,1,89
+6942448,Classic Deco Apartment,28792449,Carla,,Port Phillip,-37.84909248516542,144.9794470134213,Entire home/apt,110,2,7,2015-11-03,0.33,1,0
+7831303,A room in the heart of St Kilda!,9041260,Ash & Chris,,Port Phillip,-37.86524029607997,144.97656828512063,Private room,56,1,5,2016-10-13,0.77,1,0
+10284817,Victorian Home on Bevan St,41956890,Donna,,Port Phillip,-37.84081362118142,144.95518433082063,Entire home/apt,180,1,14,2017-03-25,0.93,2,365
+9596703,Apartment overlooks Grand Prix,49669934,Chris,,Port Phillip,-37.83628402839467,144.96763649464395,Entire home/apt,800,7,0,,,1,0
+15793964,GrandPrix Prime Position,2614458,Michael,,Port Phillip,-37.842521764493135,144.95477656168396,Entire home/apt,2097,1,3,2017-01-24,0.83,1,365
+3374386,"Leafy Elwood, 5 mins from beach",4114576,Paula,,Port Phillip,-37.88954894211821,144.9908166006955,Private room,90,2,13,2016-03-17,0.46,1,363
+16351024,St Kilda Bay View & Private Terrace,51275723,Kiri,,Port Phillip,-37.868604155494616,144.97579996891577,Entire home/apt,149,1,8,2017-03-26,2.55,1,351
+5537592,Melbourne Albert Park getaway...,1403667,THE CONCIERGE (Aust),,Port Phillip,-37.8470091394493,144.97727168256515,Entire home/apt,180,3,7,2017-01-10,0.32,7,345
+4882238,"The Anderson Sth Melb-Close to MSAC, Parking, WiFi",4647935,Rejuvenate Stays,,Port Phillip,-37.83994296600015,144.96122471936624,Entire home/apt,155,2,3,2016-12-08,0.21,14,360
+2244420,Just for you on Waterloo,7081753,Mark,,Port Phillip,-37.86347578160293,144.98286910418054,Entire home/apt,149,2,12,2017-03-25,0.33,2,235
+12255067,Lovely 2BR Beach Apartment!,10708254,Melissa,,Port Phillip,-37.861149255652386,144.9766975665183,Entire home/apt,160,1,54,2017-04-01,7.86,8,343
+17497978,Spacious 2 bedroom apt | ST KILDA |,6808444,Jonathan,,Port Phillip,-37.859551484412556,144.98594201897916,Entire home/apt,125,4,1,2017-03-26,1,1,45
+16711564,Beautiful Ensuite Room close to Acland & Chapel St,14739178,Taruka,,Port Phillip,-37.871661371661624,144.98918999440605,Private room,51,1,0,,,1,212
+16367497,"Cute Apartment with parking, Location, Style",107191075,Carmel,,Port Phillip,-37.8331304979609,144.97083586002557,Entire home/apt,145,3,10,2017-03-26,3.26,1,165
+11399053,Master bedroom on Fitzroy st,59825650,Jessica,,Port Phillip,-37.85853690915193,144.9794862144973,Private room,50,1,0,,,1,0
+7536529,*Beautifully restored mansion*,26466932,Jesse,,Port Phillip,-37.85410174338423,144.98162267312964,Private room,80,1,0,,,1,0
+16740250,St Kilda Bayview Sunsets & Gran Prix Location!,85071697,Joy,,Port Phillip,-37.86567424183727,145.00526374977485,Entire home/apt,160,1,3,2017-03-26,1.32,1,29
+9813484,Location Location and Views!,8932824,Deidre,,Port Phillip,-37.86020882071821,144.97581680858,Entire home/apt,195,3,11,2017-03-26,0.76,1,247
+9301921,Huge sunny home in East St Kilda,48289098,Greg,,Port Phillip,-37.87396083964512,144.9944181297915,Entire home/apt,305,4,6,2017-01-24,0.39,1,51
+10809250,"Peaceful, private, plus courtyard",44219584,Fiona,,Port Phillip,-37.87937045008138,144.99023777647997,Entire home/apt,59,7,0,,,1,0
+17104825,Spacious House in Heart of St Kilda w/Courtyard,114828570,Kate,,Port Phillip,-37.8688716101422,144.9837589146112,Entire home/apt,190,4,0,,,1,30
+1077150,Gorgeous Albert Park apartment,5927576,Carolyn,,Port Phillip,-37.83817936326639,144.95156484931007,Entire home/apt,155,2,105,2017-03-26,2.27,1,365
+524247,MIT3 Amazing 3bdr in hip Elwood,1710397,Amanda,,Port Phillip,-37.87652049373244,144.98398249151893,Entire home/apt,360,3,10,2017-01-22,0.21,62,356
+9958180,Inner city beachside family home,7352770,Tiffany,,Port Phillip,-37.856674324262066,144.97078372699912,Entire home/apt,400,4,0,,,1,129
+16184104,Best of South Melbourne,103944138,Carl,,Port Phillip,-37.83121424424664,144.96889184230767,Entire home/apt,450,5,1,2017-01-27,0.44,1,296
+16874972,Apartment 5,86440412,Hayley,,Port Phillip,-37.86631286794218,144.98020681535994,Entire home/apt,60,7,1,2017-03-14,1,5,142
+1405749,Modern 1 bedroom City apartment,5412740,Aida,,Port Phillip,-37.85054103427948,144.9790167546199,Entire home/apt,115,3,38,2017-03-27,0.88,1,363
+13267756,Charming St Kilda Oasis,12648297,Louise,,Port Phillip,-37.85887179329676,144.9838036439729,Entire home/apt,159,2,27,2017-03-26,3.48,1,77
+16609265,St Kilda Road One Bedroom Apartment,109606773,Carola,,Port Phillip,-37.85714126720341,144.9855252189409,Entire home/apt,102,10,0,,,1,0
+8319806,Yellow Brick House,9339215,Katherine,,Port Phillip,-37.835962476176825,144.9664063766569,Entire home/apt,201,4,25,2017-01-27,1.35,1,0
+17334269,Beautiful apartment in perfect St Kilda location,86707678,Phoebe,,Port Phillip,-37.86423534927652,144.97680751186687,Private room,64,2,2,2017-02-22,1.40,1,0
+7664504,Cozy and modern apartment,40234109,Loretta,,Port Phillip,-37.86539009730607,144.99691310381513,Entire home/apt,110,2,3,2017-03-18,1.05,1,14
+13071286,Charming Large Bedroom in St Kilda,27561677,Iris,,Port Phillip,-37.85968770614304,144.98228164845003,Private room,68,1,5,2016-11-04,0.53,1,178
+542188,Oberon Luxury Art Deco,223256,Barbara,,Port Phillip,-37.872119410833015,144.98312935223504,Entire home/apt,139,1,42,2017-03-17,0.83,2,347
+16816395,Private room/bathroom in heart of St Kilda,86440412,Hayley,,Port Phillip,-37.86728901913463,144.97820126535035,Private room,50,14,3,2017-03-19,1.67,5,63
+7938224,Bayside Bed and Breakfast,4996218,Joan,,Port Phillip,-37.843735398508414,144.94914865480064,Entire home/apt,135,2,20,2017-02-13,1.10,1,276
+15586366,"Stunning views over Albert Park, city & sea",66702249,Una,,Port Phillip,-37.85809730805077,144.98335747358072,Entire home/apt,250,2,3,2017-01-28,0.91,1,360
+15955013,Contemporary Apartment with Botanic Gardens view,103516351,Tan,,Port Phillip,-37.872242555388965,144.98255751655094,Private room,250,2,3,2017-03-25,1.27,1,149
+17691722,Stunning St Kilda sanctuary,19100675,Charlotte,,Port Phillip,-37.87203319602553,144.9797423662894,Entire home/apt,190,1,0,,,1,364
+12153929,Ruskin Apartment - Premier Location,42436583,Karen,,Port Phillip,-37.87709049088631,144.9831903292275,Entire home/apt,101,2,29,2017-02-09,2.57,1,305
+7697490,"Melb, 3004 - proximity + views!",40429284,Emily,,Port Phillip,-37.85187189096789,144.9791689808189,Entire home/apt,149,2,4,2015-11-16,0.21,1,0
+1594438,* Modern 2br center StKilda *,721348,Living Like Locals,,Port Phillip,-37.86730145166178,144.9758908897274,Entire home/apt,178,3,64,2017-03-25,1.55,5,345
+5500513,Sun filled 1BR 1Fl + Juliet Balcony,27030491,Anna & Tina,,Port Phillip,-37.86170103285146,144.97493546518078,Entire home/apt,130,7,0,,,22,358
+9958513,The Old Biscuit Factory,1364964,Gemma-Ashley,,Port Phillip,-37.84156346160494,144.93518353299368,Entire home/apt,495,2,19,2017-03-02,1.23,1,343
+17724576,Perfect Port Melbourne - Seaviews From Every Room!,118311390,Harris,,Port Phillip,-37.842768209529865,144.93936958628794,Entire home/apt,350,2,0,,,2,90
+10556586,"Cosy, self contained garden studio",42432419,Simon & Miriam,,Port Phillip,-37.87679447234968,144.97911974217118,Entire home/apt,110,3,20,2017-03-19,1.37,1,348
+17519815,"Across from Beach , bars and Cafes",118787240,Leanna,,Port Phillip,-37.8618463651282,144.9726404239815,Private room,52,1,6,2017-04-01,5.62,1,359
+6157553,Grand and View,22775437,Barbara,,Port Phillip,-37.83885103709123,144.91862646970623,Entire home/apt,350,2,0,,,3,180
+15013115,"City & Bay, Your perfect stay! 2 beds+ 2 bathrooms",94748450,Judith,,Port Phillip,-37.83563856553321,144.94894397226616,Entire home/apt,225,2,1,2016-09-16,0.15,1,0
+11465953,Modern Apt amidst iconic St. Kilda,57213778,Lou,,Port Phillip,-37.8659761651683,144.9768717901142,Entire home/apt,128,2,36,2017-03-26,2.76,1,356
+16741645,Private Studio in the heart of St Kilda,55323509,Nicole,,Port Phillip,-37.87298960557009,144.97932495497943,Entire home/apt,130,2,4,2017-03-25,1.74,1,172
+4997337,ULTRA FRESH BEACHSIDE APARTMENT,25442715,Daniel,,Port Phillip,-37.843773702597545,144.9424264606454,Entire home/apt,155,2,61,2017-03-14,2.55,1,339
+750908,STK703 2BR deluxe in St Kilda,1710397,Amanda,,Port Phillip,-37.86178253307213,144.9834422924525,Entire home/apt,249,3,1,2014-11-19,0.03,62,152
+16315715,Spacious apartment on the canal,5781927,Jamie,,Port Phillip,-37.88004528562391,144.9822960577346,Entire home/apt,100,5,0,,,1,9
+15652215,"Bright, comfy, 1BD in Gr8 location.",56775390,Vicky,,Port Phillip,-37.86678183289673,144.9838587309274,Entire home/apt,111,2,7,2017-03-24,1.63,1,63
+4990335,Stylish St Kilda Apartment,2823964,Kate,,Port Phillip,-37.862730620547005,145.0065233483533,Entire home/apt,149,2,13,2016-10-02,0.48,1,364
+15957961,Sunny Seaside Escape,15755500,Sam,,Port Phillip,-37.87765631724176,144.98194730927273,Entire home/apt,201,5,1,2017-01-07,0.34,1,64
+1930659,"Quiet area, close to CBD & beach",331744,Jillian,,Port Phillip,-37.835377139278584,144.9395320870378,Private room,94,4,17,2016-02-15,0.46,2,262
+15955394,"Moore & Byron, Elwood.",11800098,Cal,,Port Phillip,-37.87648586194196,144.989025450034,Entire home/apt,110,1,1,2017-04-01,1,1,270
+4978122,Gorgeous unique Art Deco Apartment,25661467,Nikki,,Port Phillip,-37.85912995453694,144.981978827401,Entire home/apt,155,1,109,2017-03-30,4.08,1,318
+4388330,Charming Room + Your Own Bathroom,104044,William,,Port Phillip,-37.83162483846254,144.96786424819507,Private room,100,3,45,2017-03-21,1.59,1,66
+10024481,"NETFLIX, WiFi - ST KILDA COSY HOME!",3095820,Dean,,Port Phillip,-37.861875927778414,144.98069301060568,Entire home/apt,100,1,60,2017-03-28,3.90,1,261
+14775894,5-Star St Kilda Sky Pad Only a Few Months Old!,48553844,James,,Port Phillip,-37.85885335723358,144.98417417011262,Entire home/apt,110,7,1,2016-12-13,0.27,1,290
+16873078,Minutes walk to Beach! Stylish Victorian.,2181262,Genevieve,,Port Phillip,-37.84679492472547,144.95429925450216,Entire home/apt,450,7,0,,,1,98
+1799831,Delightful Cottage,2058617,Stay With Style,,Port Phillip,-37.86563814540662,144.9893734771228,Entire home/apt,165,7,10,2017-02-15,0.25,24,337
+15695341,Great beachside escape,101323490,Jennifer,,Port Phillip,-37.845330935288764,144.94102479989616,Entire home/apt,300,2,4,2017-03-26,1.22,1,89
+17561304,It Feels Like Home,119207418,Janine,,Port Phillip,-37.87368855664966,144.99624513611502,Private room,100,1,0,,,1,0
+1357290,Space + light! 2 Bdrm 3 Level home,814722,Shanti,,Port Phillip,-37.864547088580935,144.99559845298214,Entire home/apt,281,2,68,2017-01-16,1.51,1,57
+12552038,Near City of Melbourne!,25247041,Connie,,Port Phillip,-37.834908881689074,144.96527651132095,Entire home/apt,149,2,5,2017-03-25,0.55,1,355
+9927847,"Modern Apartment, Amazing Location.",23093894,Matt,,Port Phillip,-37.86712559493071,144.98116895042116,Entire home/apt,100,1,0,,,1,0
+5502849,Generous 2BR+balcony heart SKilda,27030491,Anna & Tina,,Port Phillip,-37.85989009983014,144.9782830366874,Entire home/apt,184,7,5,2016-10-07,0.24,22,355
+1865611,Amazing 5-bedroom Melbourne Mansion,3407239,Jennifer,,Port Phillip,-37.87338107458097,144.9812930337793,Entire home/apt,800,3,10,2017-02-04,0.25,1,316
+8943497,Victorian Family Terrace - St Kilda,46750842,Jenni,,Port Phillip,-37.861480900593364,144.9799937112807,Entire home/apt,391,5,2,2017-01-01,0.13,1,0
+9697151,Waterloo Loft,48464024,Cristina,,Port Phillip,-37.86278271072909,144.98176979074782,Private room,66,1,63,2017-03-30,4.75,2,353
+5502901,Funky & Light 2BR+balcony op park,27030491,Anna & Tina,,Port Phillip,-37.87007200759665,144.98041499371857,Entire home/apt,174,7,0,,,22,340
+7370701,South Melbourne Cottage on Bank Street,1300320,Christopher,,Port Phillip,-37.83675548573942,144.95359781411705,Entire home/apt,225,3,32,2017-03-18,1.61,2,211
+9779192,"Clean & modern studio WIFI, parking, Myki, wine",48928121,Barbara,,Port Phillip,-37.86156532266411,144.98012872054943,Entire home/apt,125,3,54,2017-03-26,3.33,6,355
+9828336,"MODERN CITY 1BR , WIFI, FREE PARK!",5971889,June,,Port Phillip,-37.8343095662953,144.97000143302296,Entire home/apt,128,1,103,2017-03-19,6.59,4,39
+9336840,South Melbourne Boutique Apartment,35938968,Victoria,,Port Phillip,-37.83530010031393,144.95748697134067,Entire home/apt,240,2,9,2017-01-15,0.53,1,365
+4007981,St Kilda Beach Sunny 2 bdrm House,15396641,Briony,,Port Phillip,-37.865207534448324,144.98054655195799,Entire home/apt,260,3,3,2016-01-06,0.11,1,0
+10549304,Lovely 2BR Victorian Terrace - Family friendly.,53781542,Henrik,,Port Phillip,-37.83751101602394,144.96012878175122,Entire home/apt,296,4,4,2017-01-20,0.32,1,269
+4991035,Affordable Apartment on St Kilda Rd,25214628,Elvira,,Port Phillip,-37.85083415637234,144.97968301903288,Private room,50,4,3,2015-05-04,0.12,1,0
+6649946,GIORGIA E LUCA,6800427,Giorgia,,Port Phillip,-37.86159387994246,144.97761704481854,Private room,69,1,5,2017-03-23,0.40,1,364
+817310,Lovely Townhouse with own bathroom,4307780,Marta,,Port Phillip,-37.87616856683256,144.98560719510337,Private room,60,2,10,2017-02-19,0.20,1,57
+10021017,Beautiful Terrace House + Courtyard,6267718,Brooke,,Port Phillip,-37.83237337555683,144.96599904930468,Entire home/apt,160,2,1,2016-03-22,0.08,1,0
+3051887,a bed close to the action.,15537415,Edward,,Port Phillip,-37.86358895001408,144.9994512285507,Private room,60,1,0,,,1,365
+13801629,"Beautiful Home, Walk To Market Tram To Everywhere!",32736604,Lauren,,Port Phillip,-37.83384055922227,144.95530868298664,Entire home/apt,180,2,43,2017-04-01,4.80,1,332
+14776501,"Beach & city view, cosy bedroom perfect for summer",2726972,Maja,,Port Phillip,-37.84339757480083,144.94090679349446,Private room,71,1,3,2017-03-21,2.25,1,307
+6465726,Rooftop Apt near Exhibition Centre,33771031,Gayle,,Port Phillip,-37.830061767856705,144.94841302271868,Entire home/apt,180,2,13,2017-01-29,0.75,1,353
+16689354,South Melbourne: best location you will find!,12598158,Judy,,Port Phillip,-37.833022123421664,144.96819968026156,Entire home/apt,191,2,4,2017-03-19,2.26,1,41
+16432845,Cozy and bright beach side apartment,97448938,Liana,,Port Phillip,-37.870565141476995,144.9799523230185,Private room,140,2,0,,,1,70
+1571073,St Kilda /Elwood Luxury near beach,2468582,Lynda,,Port Phillip,-37.87842502037087,144.9919396044635,Private room,85,2,2,2016-10-27,0.36,1,341
+16546052,penthouse sea view & pool,49209847,Kobbie Tan & Laura,,Port Phillip,-37.868255818374514,144.9745295532296,Private room,85,1,1,2017-01-08,0.34,1,179
+16382341,Elwood charm / St kilda buzz,107307786,Penelope,,Port Phillip,-37.879132882994696,144.98748681750655,Entire home/apt,220,3,0,,,1,0
+6616554,City Beach House on the Park,28432317,Tim,,Port Phillip,-37.839225409122676,144.9349567586306,Entire home/apt,450,2,0,,,1,0
+13300787,Beautiful Character Gem,6569179,Josh & Janice,,Port Phillip,-37.86412642126644,145.00442725858264,Private room,55,2,21,2017-03-24,2.44,1,73
+10791241,Spectacular Ocean View 7min-CBD TopFloor + Parking,35114547,Todd,,Port Phillip,-37.83495876948125,144.97017451034708,Entire home/apt,109,3,32,2017-03-26,2.30,1,29
+13564244,Room In South Melbourne,78177556,Ming,,Port Phillip,-37.83382668974974,144.95078921978575,Private room,60,1,0,,,1,0
+17332568,Cracking spot in St Kilda,18447278,Chris,,Port Phillip,-37.863528993192865,144.98413872946864,Private room,45,1,0,,,1,358
+4419297,"Cafes, Bars, Beaches *WIFI + PARKING",1739996,Paul,,Port Phillip,-37.8577546613252,144.9805957066975,Entire home/apt,89,2,95,2017-04-02,3.28,42,169
+2058578,"Beach Views, Between CBD & St Kilda",1987753,Paul & Sammy,,Port Phillip,-37.85170896065116,144.9558707004657,Private room,80,1,49,2017-02-27,1.25,1,52
+12384627,Beautiful fully furnished Apartment,66946199,Tanya,,Port Phillip,-37.848381809759495,144.97959220590246,Entire home/apt,100,1,4,2016-04-27,0.34,1,166
+3045739,Renovated & stylish home Sth Melb,13834643,Joanna,,Port Phillip,-37.83255586354792,144.94969732128837,Entire home/apt,267,3,18,2017-02-15,0.54,1,222
+17333813,"Cosy & light-filled space in a chic, leafy suburb!",39776194,Tiffany,,Port Phillip,-37.84158256105686,144.9505757349732,Private room,84,2,2,2017-04-01,2,1,87
+12548473,(3 weeks) Parkview Large Room,68010294,Sally,,Port Phillip,-37.84830999840285,144.9792976258695,Private room,41,1,0,,,1,0
+2128253,Sensational apartment in iconic Tudor Close,8908174,Paul,,Port Phillip,-37.862637147739726,144.97479143121942,Entire home/apt,119,10,23,2017-01-20,1.51,1,17
+5499272,Uber Cool STUDIOon Acland23 Balcony,27030491,Anna & Tina,,Port Phillip,-37.86208402101234,144.97334783676365,Entire home/apt,90,7,7,2017-02-19,0.35,22,306
+12990935,Domain Precinct Accommodation,882833,Daniel,,Port Phillip,-37.83474163508444,144.97029123997905,Entire home/apt,110,3,0,,,2,98
+15792607,"Queen Bed, Large Sunny Spacious Elwood Flat!",6795911,Samir,,Port Phillip,-37.88001542564946,144.9890996497864,Private room,69,3,0,,,4,122
+16726520,A light filled bespoke studio apartment,21385851,Christopher,,Port Phillip,-37.85810172520538,144.99050206945262,Entire home/apt,125,2,3,2017-03-18,2.57,1,89
+10120251,St Kilda Luxury Living @ ICON 601,51935470,Alex,,Port Phillip,-37.85621168165879,144.9837176037629,Entire home/apt,130,7,12,2017-02-04,0.83,2,350
+17529347,Hidden gem in great location!,50154438,Natalie,,Port Phillip,-37.86080118548429,145.0071676645755,Entire home/apt,100,1,0,,,1,26
+5405190,spacious room in creative st kilda deco apartment,17307107,Rachael And Steven,,Port Phillip,-37.86685959233254,144.97563223711396,Private room,85,4,0,,,3,356
+2357769,An extradordinary St Kilda mansion,12041542,Barbara,,Port Phillip,-37.86390094649203,144.9801815876992,Entire home/apt,375,2,28,2017-03-04,0.78,1,324
+6748696,2 Bedroom Art Deco Apartment Beach,24761553,Pavle,,Port Phillip,-37.87402336455083,144.98618816606916,Entire home/apt,149,1,2,2015-12-26,0.10,1,60
+9529885,Spacious & convenient - 2Bdrm Home,21865465,Will,,Port Phillip,-37.86467174848253,144.99219329585495,Entire home/apt,245,4,0,,,1,0
+1666105,Gorgeous one bedroom apartment,1930965,David,,Port Phillip,-37.84339790228341,144.95764157066,Entire home/apt,85,5,26,2017-01-15,0.78,4,156
+9468232,Beachside Beauty,45126233,Natalie,,Port Phillip,-37.84608475558614,144.9495697240594,Entire home/apt,190,2,2,2016-02-05,0.13,1,0
+11401797,SEASIDE HOME,59849371,Fiona,,Port Phillip,-37.84857545833975,144.9577008699466,Entire home/apt,250,3,5,2017-03-18,0.40,1,355
+10545735,"""Felix"" Architecturally Stunning Balaclava Pad 2BR",35370298,Blake(Mybnb),,Port Phillip,-37.865355805040465,144.9908419056822,Entire home/apt,189,3,26,2017-03-10,2.07,14,140
+15415917,Spacious Apartment in Great Location,98775796,James,,Port Phillip,-37.86983010048061,144.98651015964532,Entire home/apt,96,1,3,2016-11-05,0.58,1,0
+15792753,Dbl Room w/Private Bthrm. The Beach is One Block!,12819225,Nick,,Port Phillip,-37.841422542649596,144.93857467430055,Private room,85,2,1,2017-03-05,1,2,0
+17726093,Evergreen Elwood - Enjoy This Beautiful Location!,120795906,Jennifer,,Port Phillip,-37.87588348640275,144.98147925032188,Entire home/apt,88,2,2,2017-03-28,2,1,83
+15788689,"Style, Security and Scenery",43218585,Robyn,,Port Phillip,-37.83439215867689,144.96460266243477,Entire home/apt,195,3,3,2017-01-26,0.80,1,36
+3537564,St Kilda Road Style,2492146,Ant,,Port Phillip,-37.834275332679844,144.9703514124462,Entire home/apt,225,3,40,2017-01-29,1.20,1,355
+15989459,St Kilda Road 2 bedroom apartment close to city,51367664,Mary-Lou,,Port Phillip,-37.83359670331835,144.9710605577309,Entire home/apt,229,2,9,2017-02-11,2.08,1,82
+16903234,Langdons 2 - St Kilda,31186067,Tim,,Port Phillip,-37.86975100223053,144.97565600677865,Entire home/apt,399,2,1,2017-03-26,1,2,360
+17286619,Stylish One Bedroom Beachside Apartment,760849,Bev,,Port Phillip,-37.84213330440873,144.94096200873324,Entire home/apt,244,3,0,,,51,331
+9333207,St. Kilda Beach side one Bedroom Apartment,48440169,Christina,,Port Phillip,-37.86838916162605,144.98039642985873,Entire home/apt,120,2,9,2017-03-19,0.65,4,361
+15526638,NEW LISTING in Elegant Elwood PET FRIENDLY,7890057,Sarah,,Port Phillip,-37.88381274186389,144.99058154462475,Entire home/apt,125,1,0,,,1,326
+12936413,Light-filled cottage in secluded garden setting,19560098,Prue,,Port Phillip,-37.869959895287224,144.9815392861754,Entire home/apt,110,3,51,2017-03-18,4.97,2,312
+158453,Modern One Bedroom Port Melbourne Apartment,760849,Bev,,Port Phillip,-37.84398008182558,144.9411368034984,Entire home/apt,244,3,0,,,51,364
+9890571,Modern 1BR gem in ideal location,10879694,Maya,,Port Phillip,-37.84391652555007,144.95855495990742,Entire home/apt,133,2,44,2017-03-31,2.88,1,137
+2387261,Beachfront Breakfast with 5 Star Reviews,8555916,J J,,Port Phillip,-37.8432951335692,144.93996119484757,Private room,91,3,68,2017-03-26,1.83,1,174
+7206738,"Big, beautiful &luxurious Apartment",34784253,Dinushan,,Port Phillip,-37.84076280598446,144.93835825098105,Entire home/apt,169,1,22,2017-03-24,1.36,1,254
+5995667,"Comfy 1 bdr, Heart of St. Kilda",21189450,Eli,,Port Phillip,-37.86749254069168,144.9855598782176,Entire home/apt,99,2,25,2017-03-18,1.06,2,277
+8797569,2 BR Apt. 1 Min to Elwood Beach,10300194,Daniel,,Port Phillip,-37.88301905677524,144.98003093746516,Private room,70,1,0,,,1,125
+13495685,Port Stay Two City Lights 2 + 2,3406836,Sheree,,Port Phillip,-37.839594949536405,144.93598914081716,Entire home/apt,166,2,4,2016-09-17,0.46,2,201
+2321805,Spectacular 27th Floor Bay Views,11859179,Katy & Ash,,Port Phillip,-37.831087334748,144.95986584127388,Entire home/apt,148,2,21,2017-03-02,0.62,3,340
+10774954,"Luxury apartment, ultimate location",28323473,Juy,,Port Phillip,-37.85775217698491,144.97887516770626,Entire home/apt,279,7,3,2017-03-25,0.24,2,365
+10392136,Modern Town House Beach & Chapel St,43258461,Kara,,Port Phillip,-37.85878855167827,144.9887800932555,Entire home/apt,125,3,9,2016-10-17,0.62,1,353
+11988125,"Huge, Modern, Awesome Location, Incredible Views!",35604373,Leigh,,Port Phillip,-37.859085843124774,144.9797376752822,Entire home/apt,179,2,30,2017-03-26,3.86,4,133
+4583419,Superb Bayside Melbourne Apartment,2058617,Stay With Style,,Port Phillip,-37.84759248839614,144.9520114631443,Entire home/apt,350,5,3,2017-01-07,0.11,24,356
+7139266,Atelier apartment Melbourne central,37115069,Woody,,Port Phillip,-37.83179492212029,144.95219525484399,Private room,350,1,0,,,1,365
+8257240,Studio Apartment in St Kilda,28769182,Stephen,,Port Phillip,-37.863792192829834,144.98150573432193,Entire home/apt,104,1,0,,,1,0
+9830156,See the sea sparkle: Between the city and St Kilda,24424086,Jaclyn,,Port Phillip,-37.85960289889503,144.98410508979313,Private room,100,1,17,2017-03-21,1.06,1,364
+11560652,"LUXURY 2BR CITY PAD -HOT TUB,FREE PARK,VIEWS,WIFI!",5971889,June,,Port Phillip,-37.834461029324416,144.9723165442561,Entire home/apt,153,1,76,2017-03-28,7.04,4,143
+3232940,"Central elegance, steps from Acland",100972,Cass & Jeremy,,Port Phillip,-37.874397598594925,144.98259367894272,Entire home/apt,145,12,28,2017-01-01,0.85,9,358
+11499229,Light and comfortable apartment,10111066,Lynda,,Port Phillip,-37.87979908981282,144.98941934537456,Entire home/apt,94,2,4,2017-01-01,0.32,2,307
+16447162,Private room @ South Melbourne,51966532,Adhi,,Port Phillip,-37.8319174068435,144.96809066625326,Private room,51,1,3,2017-01-14,0.85,1,65
+15988382,Spacious Apartment with Court Yard,45562621,Geordie,,Port Phillip,-37.861433592110956,145.00860823128818,Private room,50,4,2,2017-01-07,0.63,1,53
+5043762,HUGE 2BD St Kilda PAD *WIFI + PARKING,1739996,Paul,,Port Phillip,-37.85822134138649,144.97968488175522,Entire home/apt,100,2,118,2017-03-30,4.40,42,157
+15627867,Private Room in Trendy St Kilda!,97495471,Brett,,Port Phillip,-37.86398203006573,144.97443130678946,Private room,50,2,9,2017-03-17,2.84,2,339
+12875247,Best of Both-City & Beach Apartment,2825928,Josephine,,Port Phillip,-37.84079216529058,144.9392805093733,Entire home/apt,105,2,1,2017-03-26,1,1,41
+6878704,St Kilda home just off Main Street,36045063,Natasha,,Port Phillip,-37.8659522619326,144.981630707492,Entire home/apt,115,2,1,2015-07-07,0.05,1,0
+12547552,"Modern, with old world charms for",68002741,Stuart,,Port Phillip,-37.85477934660417,144.98158196253883,Entire home/apt,121,2,31,2017-03-24,2.74,1,33
+11625956,Cozy room by the sea in St Kilda,3454867,Claudia,,Port Phillip,-37.86995316050681,144.97668295662876,Private room,100,1,0,,,1,365
+13399240,Family home -walk to The Grand Prix,25042369,Mark,,Port Phillip,-37.84433714433503,144.95983317307443,Entire home/apt,475,3,4,2017-02-11,0.43,1,0
+644223,"Sunny St Kilda, Art Deco, Wifi inc.",266620,Beverley,,Port Phillip,-37.870442054075255,144.98890977983461,Entire home/apt,121,2,2,2016-12-31,0.05,1,0
+8975432,YAY for St Kilda!,3529298,Alex,,Port Phillip,-37.85720267909073,144.9844270052621,Private room,80,2,22,2017-03-16,1.52,2,173
+15662597,Modern Apmt w/ pte bathroom and terrace near CBD,27178841,Jb,,Port Phillip,-37.83269572507184,144.96698668429312,Private room,121,1,1,2016-12-31,0.32,3,0
+4061619,Spacious 2BR townhouse in Elwood,21067535,Andrew,,Port Phillip,-37.875523989190306,144.9907895292551,Entire home/apt,240,3,2,2016-01-31,0.08,1,0
+16181365,Premium Almost New Apartment Near The Beach,101427712,Stephen,,Port Phillip,-37.857594558928774,144.98258765771547,Entire home/apt,94,2,14,2017-03-26,3.85,1,139
+2521182,Fitzroy Street with the WOW factor,12906649,Alexis,,Port Phillip,-37.856787272767434,144.97850267853795,Entire home/apt,157,14,22,2017-01-14,0.60,1,364
+16162838,St Kilda/Elwood Waterviews WoyWoy 2,4234727,Donna,,Port Phillip,-37.87781843285168,144.97782885478517,Entire home/apt,90,2,22,2017-04-02,6.88,3,148
+8484713,Victorian Cottage in St Kilda,3123274,Dougal & Jan,,Port Phillip,-37.86262968694977,144.97845443933434,Entire home/apt,147,1,70,2017-03-28,3.84,1,274
+5863194,St Kilda Beach - location location,9883223,Hayley,,Port Phillip,-37.86676784623888,144.97428871800832,Entire home/apt,231,4,34,2017-03-26,1.63,1,306
+10778360,"Art Deco, A Bit Retro-StKilda 2BED+WIFI+CarPark",29780070,Alessina,,Port Phillip,-37.86086042680693,144.97369103371068,Entire home/apt,125,3,21,2017-03-30,3.41,3,55
+4101066,Inner-city house close to beach!,18485390,Vanessa,,Port Phillip,-37.84336373725849,144.95465945836688,Entire home/apt,180,2,35,2017-03-14,1.13,3,328
+7010466,Seaview Sundrenched Spacious,8230356,Denise,,Port Phillip,-37.857315723857184,144.9675481614779,Entire home/apt,111,4,1,2015-08-15,0.05,1,0
+11663667,Stylish room in great location,3266026,Lilly,,Port Phillip,-37.88031759165395,144.9821051953729,Private room,66,2,9,2017-02-17,0.85,1,170
+12612290,THE APARTMENT ST KILDA,3632953,Lynda,,Port Phillip,-37.862806219501444,144.98012164035092,Entire home/apt,281,2,3,2017-03-12,0.95,2,336
+12991946,New Luxury 1 Bdr in the heart of St. Kilda,21189450,Eli,,Port Phillip,-37.86514206770862,144.98947045929637,Entire home/apt,100,2,20,2017-03-02,1.97,2,354
+9958054,"Classic, Stunning, 2BD CBD Apt *WIFI+VIEWS+GYM",1739996,Paul,,Port Phillip,-37.84152065516604,144.977397756996,Entire home/apt,100,2,55,2017-03-12,3.60,42,172
+15662536,Large Architecturally Designed Home,16417531,Ines Ros & David McArthur,,Port Phillip,-37.86429565227358,145.00369054062972,Private room,90,2,5,2017-03-27,2.00,2,360
+9794180,"St Kilda, in front of the beach!",50231706,Clelia,,Port Phillip,-37.86678632815291,144.97525734264516,Entire home/apt,100,1,2,2016-01-06,0.13,1,0
+5960310,SPA WITH A VIEW! St Kilda - City,16992454,Donna,,Port Phillip,-37.8542606969338,144.98183889042713,Entire home/apt,201,2,37,2017-04-01,1.53,1,175
+3404393,Executive Apartment,12744159,Stacey,,Port Phillip,-37.862170403377945,144.97864504409856,Entire home/apt,165,1,4,2016-10-01,0.13,2,365
+8486829,Modern apartment 90m2,34638204,Julie,,Port Phillip,-37.83984367624536,144.94067326395117,Entire home/apt,85,14,1,2016-03-11,0.08,1,0
+11827215,City/Beach Convenience Long Stay,15484363,Andrew,,Port Phillip,-37.84767772351886,144.94794388252285,Entire home/apt,115,7,1,2017-03-27,1,2,102
+4519268,Location Location Location!,23429005,Ed,,Port Phillip,-37.85642751768789,144.97104335457556,Entire home/apt,160,1,42,2017-04-01,1.53,1,170
+4617563,Art Deco Apartment in Elwood beach,3474980,Vincenzo,,Port Phillip,-37.88435049048369,144.98012525442945,Entire home/apt,100,1,0,,,2,0
+6518052,St Kilda Beachside Elegant Bedroom,34086368,Wilco,,Port Phillip,-37.8650821174421,144.97274464271158,Private room,35,3,45,2017-02-24,2.08,1,47
+5469358,"Funky, colourful and great coffee!",17690861,Ryan,,Port Phillip,-37.87554951246604,144.99327763140693,Private room,55,3,99,2017-03-20,4.27,1,36
+4583932,Sth Melb - Short or Long Term,856168,Donna,,Port Phillip,-37.83741608474487,144.96545849545973,Entire home/apt,94,5,10,2017-03-30,0.36,1,169
+6296249,One Bed room in st kilda,32739788,Felson,,Port Phillip,-37.85730054690057,144.98503573315307,Private room,47,1,0,,,2,0
+10026682,Lucky in Love? (1r/1-2 pp),50796451,Carey,,Port Phillip,-37.865396628673466,144.99162688547574,Private room,50,3,6,2016-12-25,0.47,4,142
+9203051,Beautifully presented house!,47868949,,,Port Phillip,-37.8448509945534,144.95346439008233,Private room,73,2,19,2017-03-26,1.29,1,310
+15330651,Luxury bayside home in a fantastic location,27133509,,,Port Phillip,-37.87738058326878,144.98302212717584,Entire home/apt,890,2,0,,,1,365
+10317089,Elwood Apartment Opposite the beach,25560521,Emily,,Port Phillip,-37.882616311106865,144.98165134173314,Entire home/apt,128,2,2,2016-01-24,0.14,1,0
+17657102,Private double room in house share,23515629,Hugo,,Port Phillip,-37.86346699359642,144.98079129692152,Private room,45,2,0,,,1,0
+529321,St Kilda Studio in Redan St,2600707,Alan,,Port Phillip,-37.85956809907781,144.98917921209497,Entire home/apt,62,1,6,2015-12-07,0.12,3,364
+9433969,Superb 3 bed on Port Melb Beach,39774764,Jacqueline,,Port Phillip,-37.84101060393464,144.94554124054352,Entire home/apt,281,3,3,2016-01-27,0.20,1,0
+13266405,Chic Beach Apartment!,10708254,Melissa,,Port Phillip,-37.870223073151195,144.97929850462936,Entire home/apt,130,1,51,2017-03-23,6.19,8,347
+12325702,Elwood/ St Kilda new modern home,66507465,Blair,,Port Phillip,-37.87508174787972,144.97924168891205,Private room,75,2,16,2017-03-26,1.36,1,85
+11227906,Room in arty home near city & sea,15357407,Simon,,Port Phillip,-37.83386733407999,144.94928274434156,Private room,75,3,23,2017-03-27,1.68,1,146
+10842866,Includes sitting room -fab location,56158891,Elizabeth,,Port Phillip,-37.8709712508234,144.98319218242472,Private room,50,2,14,2016-12-18,1.01,1,274
+16847656,Beachfront apartment at it's best!,112192193,Brittany,,Port Phillip,-37.84253938256017,144.93836931222447,Entire home/apt,199,1,3,2017-02-14,1.43,1,299
+16745372,Beachside St Kilda Apartment,30503992,James,,Port Phillip,-37.87466988488888,144.977133751951,Private room,201,1,0,,,1,91
+15657552,Sharing Space with Iron Man,30819248,LadyG,,Port Phillip,-37.83652426115252,144.96827700016973,Entire home/apt,182,3,2,2017-03-26,,1,87
+2680678,The Studio,13725060,,,Port Phillip,-37.88062311127338,144.9818736350822,Entire home/apt,94,1,55,2017-03-19,2.53,1,332
+2421045,St Kilda apartment with a view!,11136421,Helen And Michael,,Port Phillip,-37.86946103818833,144.97736335155395,Entire home/apt,109,2,138,2017-03-14,4.58,4,295
+8231312,Penthouse with incredible views,43406928,Andrew,,Port Phillip,-37.841685615730185,144.93448704178638,Entire home/apt,600,4,1,2016-02-19,0.07,1,362
+9434034,Quiet & bright room close to beach and CBD!,9719786,Andrea,,Port Phillip,-37.87483546328436,144.9898599514873,Private room,67,1,21,2017-03-30,4.12,1,319
+6549849,Beautiful apartment in St Kilda,34076754,Marie,,Port Phillip,-37.85920940878787,144.9833075863372,Private room,66,2,7,2017-03-26,0.32,1,30
+14184655,"Comfortable, clean and convenient.",6186575,Des,,Port Phillip,-37.86151939039621,144.99893291687442,Private room,50,2,30,2017-03-21,4.69,1,75
+9531585,MELBOURNE GRAND PRIX @ UR DOORSTEP!,49373793,Sam,,Port Phillip,-37.854392730562246,144.98353059055634,Entire home/apt,248,4,0,,,1,0
+5140610,Modern St Kilda Apartment,7076703,Sarah,,Port Phillip,-37.86385466330347,144.98095979829873,Entire home/apt,118,1,47,2017-03-10,1.79,1,313
+12480645,St Kilda Designer Art-Deco Apt,32467296,Georgie,,Port Phillip,-37.86022230987736,144.97748552166567,Entire home/apt,201,2,21,2017-01-29,2.48,1,345
+10711150,"Spacious room, ideal location",55354771,Suzanne,,Port Phillip,-37.86119392148949,144.98934555363903,Private room,80,1,1,2016-01-28,0.07,1,0
+16314452,Boutique Beauty - One of a kind! St kilda's BEST!,10065714,Ben,,Port Phillip,-37.86572373939859,144.99625217501807,Entire home/apt,90,3,8,2017-03-26,2.20,6,45
+7073825,Zolpro Apartment,37088473,Noreen,,Port Phillip,-37.87832015906237,144.98645311034318,Entire home/apt,89,2,22,2017-01-24,1.07,1,184
+684063,Amazing Bay Views Close to City,3487561,Adam,,Port Phillip,-37.85725449834296,144.96671512691879,Private room,73,2,30,2017-03-26,0.55,1,71
+10480469,"Bright Room, Close to Beach & City",54020092,Claire C And Ben,,Port Phillip,-37.8723424259021,144.99452900616953,Private room,66,1,18,2016-10-30,1.23,1,338
+14392920,Cosy nook in Port Melbourne | Bayside near to city,7864235,Kate,,Port Phillip,-37.84146834800063,144.93862792570374,Entire home/apt,115,3,8,2017-03-26,1.32,1,15
+17270229,"Close to Melbourne CBD, AFL, DFO",34339547,Tania & Rod,,Port Phillip,-37.83556170735965,144.94891232088258,Entire home/apt,220,2,2,2017-03-26,2,1,214
+2484752,Stylish 2BR Apartment in St Kilda,12659694,Susie,,Port Phillip,-37.86364107023572,144.9807425578149,Entire home/apt,220,2,88,2017-03-26,5.63,1,339
+5499385,Beachfront Studio 2Fl + balcony,27030491,Anna & Tina,,Port Phillip,-37.859224294781285,144.97067910973024,Entire home/apt,102,7,5,2017-01-23,0.26,22,337
+16443891,Master Bedroom & Ensuite in Incredible Location!,107845516,Jarred,,Port Phillip,-37.86955566126378,144.99923400072706,Private room,45,5,2,2017-02-12,0.91,1,0
+14892100,Gorgeous MODERN 1BD St Kilda GEM *PARKING & WIFI,1739996,Paul,,Port Phillip,-37.85943168215688,144.97928755139608,Entire home/apt,100,2,32,2017-04-02,4.90,42,134
+7956865,Beachside Apartment Free Parking,41962963,Beth,,Port Phillip,-37.8448361603905,144.94124885333238,Private room,149,1,5,2017-03-04,1.81,1,215
+8907083,Beautiful family home in Elwood,14183393,Kaylene,,Port Phillip,-37.87789781705434,144.99196444951775,Entire home/apt,375,5,6,2017-01-29,0.42,1,0
+1337673,"PERFECT LOCATION in St Kilda! Park, beach, shops",7254560,Erika,,Port Phillip,-37.87359831587711,144.98722719764123,Private room,69,2,19,2017-03-26,0.45,1,338
+2387459,Modern 1BD close to beach,12196473,Kylie,,Port Phillip,-37.83936444654741,144.93752974347794,Entire home/apt,149,7,9,2015-11-08,0.24,1,0
+10088706,Beachside Victorian Home,8370675,Ian,,Port Phillip,-37.842421576681545,144.95053904194083,Private room,100,1,14,2017-02-17,1.11,1,365
+16426769,"Great location, Comfortable Private Room",23234690,Lukas,,Port Phillip,-37.8591779577679,144.99064393301003,Private room,47,2,5,2017-03-08,,1,0
+9687361,Brand New Icon Apt 604+Free Parking,47823384,JoJo,,Port Phillip,-37.85694522907332,144.9836779948472,Entire home/apt,169,1,147,2017-03-26,9.26,5,342
+15591315,Super Cool,2058617,Stay With Style,,Port Phillip,-37.86516336554998,144.98294591597264,Entire home/apt,145,3,3,2017-03-10,0.64,24,358
+13920139,"Spacious Room In Modern Townhouse,private bathroom",26453756,Sue-Ann,,Port Phillip,-37.875678532763715,144.98996031314115,Private room,69,1,11,2017-03-11,1.34,1,318
+17240361,Private room close to CBD,79312133,Olivia,,Port Phillip,-37.836079423867886,144.97531569545222,Private room,59,1,3,2017-03-01,2.00,1,52
+11463352,"☀Cozy home w/ beach, park & garden☀",21404943,Lorien,,Port Phillip,-37.856893331269696,144.98356363668597,Private room,66,1,76,2017-03-26,6.03,1,325
+5499505,1BR Fresh & Bright 1Fl central too!,27030491,Anna & Tina,,Port Phillip,-37.86161704982293,144.98020411476205,Entire home/apt,114,7,3,2016-11-04,0.13,22,140
+3762739,Fabulous Apartment Best Location,17860648,Ben,,Port Phillip,-37.857682729476466,144.98148490015885,Entire home/apt,170,2,57,2017-03-26,,1,27
+5499473,Beachfront/Park opp Generous 1BR,27030491,Anna & Tina,,Port Phillip,-37.87082141941711,144.97775798546087,Entire home/apt,111,7,0,,,22,358
+17000160,Amazing Apartment:Perfect Location,20875666,Steve,,Port Phillip,-37.83245495998127,144.968464177375,Entire home/apt,176,2,3,2017-03-20,1.80,2,17
+5596905,"Port Melbourne House - City, Bay walking distance",16547982,New,,Port Phillip,-37.83274258546094,144.94089914516664,Entire home/apt,100,2,4,2016-08-27,0.16,1,0
+17950412,SKYSCENE - St.Kilda Haven with Everything U Need!!,123162971,Simone,,Port Phillip,-37.85990051714838,144.9783098009321,Entire home/apt,119,2,0,,,1,171
+11804721,"Elwood, St Kilda 2 Bedrooms 2 Bathrooms",43662264,Joanne,,Port Phillip,-37.873703363786916,144.98508111775817,Entire home/apt,84,2,1,2016-07-16,0.11,2,0
+7955958,Victorian Terrace Room on Bevan St,41956890,Donna,,Port Phillip,-37.83986353432993,144.95482298483083,Private room,100,1,7,2016-03-19,0.38,2,364
+16153504,St Kilda Road LUXURY Apartment with CarPark & WiFI,51202558,Fernando,,Port Phillip,-37.85019936890426,144.98027962333603,Entire home/apt,110,4,2,2017-01-19,0.67,2,306
+7027614,Delightful NEW modern apartment close to the CBD,36231386,Debbie,,Port Phillip,-37.833763023906656,144.9699204188246,Entire home/apt,100,3,57,2017-03-16,2.73,1,303
+6055295,Spacious/Modern/PrivateBathroomWIFI,14424625,Martin,,Port Phillip,-37.86496275950589,144.98353668652717,Private room,66,2,20,2017-03-11,1.80,1,47
+11068753,Gorgeous new 1 bedroom apartment w stunning views,5324192,Mark,,Port Phillip,-37.85916602695115,144.98271041266233,Entire home/apt,140,3,10,2017-03-18,1.25,1,173
+1543750,St Kilda Beachfront apartment - Avail Dec/Jan,8227552,Alana,,Port Phillip,-37.86993605407081,144.97745123267075,Entire home/apt,80,10,0,,,1,123
+10283147,"Sunny, Comfortable Apartment",34862119,Carole,,Port Phillip,-37.84202239706693,144.95454630637653,Entire home/apt,110,3,3,2017-03-26,0.50,1,54
+14903429,"Beautiful Sunset Terrace Apartment, Port Melbourne",9644333,Kay,,Port Phillip,-37.84185155875359,144.93943381428346,Entire home/apt,300,2,3,2017-01-23,0.48,2,181
+10348650,Unique Gallery Studio Apartment,8582629,Lisa,,Port Phillip,-37.870935391409624,144.98086758663828,Entire home/apt,94,3,6,2016-10-23,0.43,1,63
+16148605,FOODIES + STH MELB 2BDR 2BATHR FAMILY APT + WIFI,50626167,Short Stay Plus,,Port Phillip,-37.83134521588441,144.9666849479427,Entire home/apt,260,2,17,2017-03-30,4.40,22,131
+16083045,Bright beach side apartment with urban view,21168978,Kyalie,,Port Phillip,-37.88835432472627,144.9875433761503,Entire home/apt,83,3,1,2016-12-04,0.25,1,0
+16138703,Modern Apt for Both City and Outdoorsy Life - 5 Star Amenities,105280714,Iva & Nathaniel,,Port Phillip,-37.85948279752955,144.98423701881825,Entire home/apt,130,1,20,2017-03-26,5.08,1,174
+16607289,Cosy house at 2min from everything!,31567932,Valeria,,Port Phillip,-37.869938085702145,144.97683246503672,Entire home/apt,90,2,0,,,1,230
+16082987,ButterflyRoom Near the Ocean,90176376,Leyla,,Port Phillip,-37.86721881756909,145.00761347454346,Private room,52,2,12,2017-03-31,2.75,3,347
+7989245,"Alma Mansion, 2BR St Kilda Apt",22556651,Chelsea,,Port Phillip,-37.862900639828865,144.99375569714124,Entire home/apt,139,4,6,2016-06-05,0.36,1,158
+5662704,Luxury Beachside Home,29356017,Mark,,Port Phillip,-37.88570237248806,144.9883043948942,Entire home/apt,425,7,2,2015-08-04,0.10,1,358
+17720593,Boutique Apartment - leafy street close to Chapel,51482698,Jason,,Port Phillip,-37.85956564099018,144.98715953938134,Entire home/apt,201,3,0,,,1,33
+2352379,Friendly Leafy Balaclava,1032950,Stephanie,,Port Phillip,-37.865866368651325,144.99362359679523,Private room,55,1,0,,,1,195
+7922671,Waratah Stay - Cumbungi,24047202,Shirley,,Port Phillip,-37.86480567328914,144.97665840248982,Private room,187,3,0,,,4,365
+14902220,Brand new apartment in a perfect location,1538170,Gary,,Port Phillip,-37.872731655487684,144.9806961165793,Entire home/apt,149,2,43,2017-03-18,6.35,1,51
+8512458,Designer apartment,44824539,Jonathan,,Port Phillip,-37.85825402712116,144.98174942644573,Entire home/apt,650,3,0,,,1,0
+3171265,Modern 2Bd St Kilda Rd Apt +Carpark,15265157,Matt,,Port Phillip,-37.850099951954014,144.97876878254115,Entire home/apt,145,3,14,2017-01-24,0.41,2,358
+5661632,In the heart heart of the action- 2BR apartment,11619234,Simon,,Port Phillip,-37.8323600712377,144.96781217496346,Entire home/apt,225,6,0,,,1,0
+17163748,Caretakers Cottage - Amazing Location,46688236,Oliver,,Port Phillip,-37.85998505926212,144.9735160672955,Entire home/apt,77,3,1,2017-03-09,1,1,46
+16902360,Private Room with Ensuite walk to Crown Casino/CBD,112819508,Carole,,Port Phillip,-37.832155992369934,144.9645514903068,Private room,79,2,2,2017-03-08,1.62,1,338
+9315944,"Apartment, huge balcony, sea views!",807182,Darren,,Port Phillip,-37.84033774659883,144.93833620607646,Entire home/apt,176,2,2,2017-04-03,2,1,60
+479736,Belsize Garden Apartment St Kilda,223256,Barbara,,Port Phillip,-37.86946797821751,144.9964315851885,Entire home/apt,159,1,33,2016-12-25,0.64,2,297
+6415899,"Zach, the St Kilda beachside retreat",7509953,Linton,,Port Phillip,-37.858680257560486,144.97918614942427,Entire home/apt,149,2,14,2017-03-17,1.37,70,324
+9102117,Beautiful Sunlit Room,17321740,Joshua & Mikaela,,Port Phillip,-37.87916626812523,144.98504424126318,Private room,55,1,1,2017-03-09,1,1,88
+1827624,St Kilda/Middle Park - Artists Home,9562741,Vicki,,Port Phillip,-37.84752425472557,144.96268505288344,Entire home/apt,185,2,17,2016-04-25,0.44,1,0
+8446730,"LUXURY + LOCATION, South Melbourne",5821435,Veronica,,Port Phillip,-37.83543161224607,144.96946812928107,Entire home/apt,160,5,37,2017-03-20,2.20,6,360
+1701914,Albert Lake View Apartment,8984432,Patric,,Port Phillip,-37.85174034373225,144.978523496964,Private room,79,1,0,,,1,0
+6545916,Ideal location studio apartment,32324875,Janice,,Port Phillip,-37.83184618171997,144.97028728530066,Entire home/apt,125,2,58,2017-02-12,2.62,1,0
+4645380,Waratah Stay - Geebung,24047202,Shirley,,Port Phillip,-37.8652766694595,144.97445881579475,Private room,187,3,1,2015-11-25,0.06,4,365
+418270,DC13 2bdr and balcony in Elwood,1710397,Amanda,,Port Phillip,-37.888171011826415,144.9872020475421,Entire home/apt,249,3,2,2016-10-27,0.07,62,351
+10949149,"Big Room, 2 min walk to beach/shops",56156641,Andrew,,Port Phillip,-37.83973612290328,144.9381581900482,Private room,75,1,2,2016-02-18,0.15,1,0
+8151351,Beach Front St Kilda,5818194,Rod,,Port Phillip,-37.86974741436936,144.97592801319368,Entire home/apt,176,2,35,2017-03-29,2.20,1,360
+14934325,Beachside Luxury Apartment with Beautiful Views!,25019250,Luke,,Port Phillip,-37.843019122936724,144.94324572596662,Entire home/apt,109,2,3,2016-11-06,0.56,8,55
+13886668,"Lovely Elwood Art Deco close to cafes, parks & sea",74536855,Chris,,Port Phillip,-37.87206442394767,144.9891381012402,Private room,55,1,2,2017-03-11,0.30,1,33
+3813210,"Home by the Beach, in exclusive Middle Park",19607279,Hazel,,Port Phillip,-37.85231171488048,144.95787171799236,Private room,140,3,4,2017-01-27,0.13,1,365
+17447785,Cozy 1 private Bedroom in St Kilda.,30989284,Daiane And Felipe,,Port Phillip,-37.85808113677137,144.98588364528132,Private room,69,1,0,,,1,364
+15557718,South Melbourne one bedroom - amazing location!,22726745,Nick,,Port Phillip,-37.83508277950627,144.967216175523,Entire home/apt,284,3,2,2017-01-01,0.39,1,0
+12215328,Room with private bathroom + view !,12530228,Oli & Pip',,Port Phillip,-37.85775602005036,144.98252171258082,Private room,69,1,26,2017-03-27,2.27,1,288
+6709503,Beautiful Room in Awesome Location!,22777938,Marlene,,Port Phillip,-37.8309966434508,144.96847082860097,Private room,88,2,15,2016-12-17,0.86,2,37
+4645107,Waratah Stay - Kurrajong,24047202,Shirley,,Port Phillip,-37.863697133111835,144.9767157617486,Private room,178,3,0,,,4,365
+16998638,"2BR Apartment with View, Parking & Close to Trams",18713636,Danny,,Port Phillip,-37.83422609453967,144.97184125790682,Entire home/apt,160,1,8,2017-04-01,4.07,1,137
+5594937,"Athena, south city wonderland",7509953,Linton,,Port Phillip,-37.834965077219046,144.9724345041678,Entire home/apt,140,2,35,2017-02-09,1.43,70,2
+3333952,St kilda beauty,5408355,Chris,,Port Phillip,-37.87153923206753,144.9825916091124,Entire home/apt,240,1,9,2016-03-22,0.43,2,365
+5491378,Bright and Airy,28474769,Susan,,Port Phillip,-37.8416486934686,144.94129770789993,Private room,94,1,22,2017-03-18,0.90,1,364
+10320520,Stunning house near Albert Park,1463588,Marj,,Port Phillip,-37.850395164006265,144.95681622010088,Entire home/apt,499,2,2,2017-01-27,0.14,2,365
+15261470,Gorgeous Victorian terrace house in St Kilda,1440400,Jan,,Port Phillip,-37.867630359029654,144.98924761283482,Private room,98,2,1,2016-10-30,0.19,1,337
+17948447,Beachy boheme's 1bed city apt.,10189736,Gillian,,Port Phillip,-37.86250793423313,144.9977987750556,Entire home/apt,79,1,0,,,1,38
+16441105,"St Kilda, 1 Bedroom, Spacious Flat. Very Modern.",107317432,John,,Port Phillip,-37.86020785637769,144.98998881910487,Private room,60,5,0,,,1,123
+4513545,Room in city apartment,15842934,Jorge,,Port Phillip,-37.843366243749664,144.97643837521508,Private room,41,4,7,2016-05-28,0.31,1,0
+4218629,** Charming beachside apartment w courtyards **,21895508,Nikki,,Port Phillip,-37.888525959322536,144.98832845980368,Entire home/apt,121,30,0,,,1,98
+10208331,Beautiful & Private Art Deco Studio,33158225,Kath,,Port Phillip,-37.8654300113185,145.00090670625352,Entire home/apt,88,5,11,2016-08-03,0.74,2,19
+7251238,Beachside 1 Bedroom - Albert Park,20245763,Hayley,,Port Phillip,-37.846919539319686,144.94892670294792,Entire home/apt,94,4,13,2017-03-24,0.80,1,0
+16408290,Melbourne F1 Grand Prix perfect base,23836393,Phil,,Port Phillip,-37.853205453404065,144.96356037827871,Entire home/apt,300,3,1,2017-01-02,0.33,1,0
+4644577,Port Melbourne Family Cottage ,24046076,Nicola,,Port Phillip,-37.841492858062026,144.94505398126765,Entire home/apt,250,12,9,2017-01-29,0.33,1,300
+6021755,Value! 1-Bedroom Quiet Apartment in St Kilda,6563058,Simon,,Port Phillip,-37.86175962328509,144.99301601721302,Entire home/apt,149,1,9,2017-03-20,0.40,3,352
+13754996,13-50 Fitzroy Street Right In The Heart Of StKilda,7253592,Barry & Susan,,Port Phillip,-37.85952453279685,144.97729209133968,Entire home/apt,94,2,33,2017-03-25,3.91,1,275
+7922293,Waratah Stay - Nardoo,24047202,Shirley,,Port Phillip,-37.86545498127737,144.97676668002376,Private room,168,3,1,2016-05-27,0.10,4,360
+4055656,1BR oversized Art Deco apartment,3932010,Sarah,,Port Phillip,-37.880707977407894,144.98399336944053,Entire home/apt,149,1,12,2017-03-26,1.31,1,180
+9331268,"Sunny, Modern, Spacious 2 bed apt..",48429187,David,,Port Phillip,-37.86324790134473,145.0093164758855,Entire home/apt,121,7,0,,,1,0
+1937502,Amazing 3 Storey St Kilda Apartment,10024605,Sam,,Port Phillip,-37.86234173891581,144.98038208214652,Private room,100,1,1,2013-12-02,0.02,1,0
+17818154,Perfect Grand Prix hangout,19062317,Ben,,Port Phillip,-37.836187974789894,144.96783692136614,Private room,300,1,0,,,1,0
+12836395,Comfy Room / Own Bathroom / Amazing Apartment!,31116709,Adrian,,Port Phillip,-37.8694271738268,144.98019412976765,Private room,85,2,8,2017-03-24,2.33,1,0
+4414400,BEACH 1 or 2 bedroom StKilda/Elwood,21539923,Simon,,Port Phillip,-37.886904122743346,144.98571230235063,Private room,100,2,5,2015-10-04,0.18,2,77
+11328434,ELWOOD St Kilda - Bedroom & ensuite,43662264,Joanne,,Port Phillip,-37.873777240439345,144.9837221907005,Private room,66,2,22,2017-03-30,1.63,2,113
+2644921,NottG10 Luxe 1 BDR PORT MELB GrdFlr,1710397,Amanda,,Port Phillip,-37.840970920173795,144.9393587530326,Entire home/apt,199,3,1,2015-12-08,0.06,62,359
+14343080,"Warm, Inviting & Close to it all!!",20250001,Megan,,Port Phillip,-37.8651896787592,144.9872029258512,Private room,75,1,12,2017-03-27,2.13,1,355
+7920484,Port Melbourne near city & beach!,3119669,James,,Port Phillip,-37.840707133413474,144.93680725148377,Entire home/apt,140,3,15,2017-03-21,0.80,2,83
+1661794,Grand Victorian,8803654,Deborah,,Port Phillip,-37.842300645041156,144.95714437837867,Private room,119,2,0,,,2,90
+6151003,Fully Furnished Beachside Apartment,4787985,Bryan,,Port Phillip,-37.83995792311869,144.9368251698547,Entire home/apt,193,1,12,2017-01-29,0.53,1,103
+11510922,Stylish St Kilda East Apartment,60653314,Katie,,Port Phillip,-37.860828129510864,145.00390877358086,Entire home/apt,180,1,37,2017-04-01,2.82,1,346
+3398460,Charming and cosy Victorian cottage,12201539,Rebecca,,Port Phillip,-37.837074868837625,144.9547336876871,Entire home/apt,155,2,0,,,1,0
+6437340,St Kilda Retreat -,33606202,Christopher,,Port Phillip,-37.86437124491633,144.99405889570278,Private room,60,1,2,2015-09-01,0.09,1,0
+17029911,Beach house - two bedroom,40737248,Jacinta,,Port Phillip,-37.87741842934931,144.9775645693365,Entire home/apt,190,1,1,2017-02-25,0.79,1,122
+1661711,a Grand Victorian,8803654,Deborah,,Port Phillip,-37.842033618187415,144.9585539757804,Private room,119,2,5,2016-03-20,0.17,2,364
+16146522,Charming Albert Park Cottage,7926842,Anthony,,Port Phillip,-37.84360889034833,144.9552150848466,Entire home/apt,265,2,9,2017-04-01,2.87,1,292
+548898,BEAUTIFUL ART-DECO : CLOSE TO BEACH,541485,Sarah,,Port Phillip,-37.86262206065386,145.00734144013722,Entire home/apt,130,4,7,2017-02-27,0.27,1,330
+11558936,Pick on Pickles Port Melbourne 1 BR,56571707,Christine,,Port Phillip,-37.84123937806712,144.94533144491646,Entire home/apt,149,1,0,,,3,2
+16277502,Prime location in St Kilda!,8358697,Amanda,,Port Phillip,-37.8606273221244,144.97753701890628,Entire home/apt,139,2,6,2017-03-26,1.88,1,356
+10412017,Grand Prix with a touch of class,5406768,Shona,,Port Phillip,-37.85473215010622,144.98222283432514,Private room,121,1,2,2017-03-25,0.14,1,364
+17850352,"Spacious, light-filled, top floor beach apartment!",36094552,Chloe,,Port Phillip,-37.889114925561245,144.99036190959038,Private room,45,1,1,2017-03-29,1,1,154
+17981370,MASTER BEDROOM (private bathroom) 50 albert road,123524968,Virna,,Port Phillip,-37.83304753426419,144.9704341874863,Private room,69,1,0,,,1,10
+4841400,Modern&Stylish Home away from Home,24915311,Lydia,,Port Phillip,-37.863513500243755,144.9771943528824,Private room,85,2,1,2015-01-10,0.04,1,0
+9101220,Spacious Modern St Kilda Beach Apt,17909269,Kenny,,Port Phillip,-37.85825127555336,144.97608939682942,Entire home/apt,149,2,0,,,1,0
+9101160,Beautiful family home by the beach,1616558,Rebecca,,Port Phillip,-37.88310592278944,144.98097279747228,Entire home/apt,450,3,2,2017-01-06,0.14,1,358
+13173989,LEROY Apartments; Stunning 1 BD Luxury Apartment,47615308,Dana,,Port Phillip,-37.86600830100562,144.98801133682102,Entire home/apt,142,3,6,2016-12-17,0.59,4,356
+11393746,"Charming studio: WIFI, Netflix, MYKI,bikes,parking",48928121,Barbara,,Port Phillip,-37.8613717458966,144.9849730586778,Entire home/apt,100,3,48,2017-03-04,3.62,6,362
+1104575,Boutique and Sleek-Whole Apartment,2058617,Stay With Style,,Port Phillip,-37.86425980114502,144.9846201325136,Entire home/apt,125,5,18,2016-08-25,0.45,24,348
+8926550,Gorgeous Beach Apartment!,10708254,Melissa,,Port Phillip,-37.86794355709883,144.97802341657908,Entire home/apt,121,1,85,2017-04-01,4.89,8,264
+17717136,F1 Grand Prix experience on your doorstep,508779,Jamie,,Port Phillip,-37.846976931174105,144.95865448473054,Private room,250,3,0,,,1,89
+13817726,*GREAT LOCATION*private bedroom in cosy apartment,17921338,Axel&Claire,,Port Phillip,-37.833993705741534,144.96861999601018,Private room,80,2,19,2017-03-26,4.42,1,61
+17792711,In The Heart Of Elwood Village,31634799,Mark,,Port Phillip,-37.88155409938688,144.98243995317895,Entire home/apt,90,3,1,2017-03-29,1,5,120
+12408622,GALLIANO: Incredible Ocean Views in St Kilda!,5383441,"Amy, Gareth & Dan",,Port Phillip,-37.86886436206779,144.97711961260487,Entire home/apt,140,2,22,2017-02-13,1.92,32,77
+9699798,Elwood Beach Studio Apartment,12626133,Simon,,Port Phillip,-37.883879062980114,144.98941246219252,Private room,100,1,0,,,1,0
+15554334,Modern luxurious stylish apartment in St Kilda,65673711,Ross,,Port Phillip,-37.86465333698262,144.97406979504615,Entire home/apt,121,2,23,2017-04-01,4.42,1,338
+17979128,Designer living,9620028,Ashleigh Jane,,Port Phillip,-37.85782378850367,144.99061247507356,Entire home/apt,145,4,0,,,1,231
+16605376,Style & Convenience with Free parking and Wifi,51935470,Alex,,Port Phillip,-37.85817653237919,144.98172889683727,Entire home/apt,170,5,4,2017-03-27,1.33,2,308
+8118450,"Close to beach, bars and shopping!",28141169,Leyla,,Port Phillip,-37.86503386188408,144.98924466140292,Entire home/apt,68,1,1,2015-10-25,0.06,1,0
+15687050,Stylish living minutes from Albert Park & the CBD,63105253,Jake,,Port Phillip,-37.83333186768625,144.9701090987116,Entire home/apt,185,2,1,2017-03-26,1,1,19
+16145743,Gorgeous 4 Bedroom Port Melbourne home & pool,50607769,Ariarne,,Port Phillip,-37.83392281077613,144.9332485979905,Entire home/apt,499,7,0,,,1,17
+10026095,Fiesty-Independent? (1r/1p*),50796451,Carey,,Port Phillip,-37.86610296070488,144.9935470594196,Private room,50,3,13,2017-03-30,0.93,4,120
+14965982,Luxury nearly new apartment,49902164,Miron,,Port Phillip,-37.8567522397263,144.98422882836107,Entire home/apt,125,2,2,2016-10-21,0.31,1,356
+16211114,Chez Babette - Double Room - Bed & Breakfast,105869642,Elisabeth,,Port Phillip,-37.83390425549942,144.94695577660616,Private room,100,2,2,2017-03-26,0.82,2,180
+10771590,Great Location City and Bay Views,54566787,Gemma,,Port Phillip,-37.8426732402363,144.9395130498476,Entire home/apt,149,2,18,2017-03-26,1.32,2,219
+872297,Quiet Spot - Close to City & Beach,4071630,Penny,,Port Phillip,-37.83332973907478,144.9417258045709,Private room,75,3,2,2015-03-01,0.06,2,0
+16145440,2 BD Art Deco apartment in Saint Kilda,91685149,Natasha,,Port Phillip,-37.85918876880783,144.98080659504592,Entire home/apt,140,3,17,2017-03-26,5.43,1,326
+11426824,ST Kilda East 1 bedroom,60027821,Alastair,,Port Phillip,-37.86497625184931,145.00608298328572,Private room,100,1,0,,,1,365
+12907761,"Executive living, Waterfront views, Albert Park",69727968,Madlen,,Port Phillip,-37.8490827687979,144.95151626351097,Entire home/apt,295,2,7,2017-03-07,0.74,1,346
+875444,South Melbourne - Park Surrounds,4621990,Chris,,Port Phillip,-37.83551670973115,144.96886442607348,Entire home/apt,119,3,95,2017-03-06,1.89,1,318
+5071077,ST KILDA EAST APARTMENT,22230941,Jono,,Port Phillip,-37.866439988364526,145.00616168947568,Private room,100,1,0,,,1,365
+15594165,Sunny and Relaxed Room in Balaclava,48526355,Maleela,,Port Phillip,-37.871607947236825,144.9982710140016,Private room,55,2,8,2017-03-31,1.62,1,174
+16113855,Beachside Apartment in the Heart of St Kilda,105070700,Katrina,,Port Phillip,-37.86968270410932,144.98004077294152,Entire home/apt,180,1,12,2017-03-04,3.79,1,334
+1595093,Blue-Fin St Kilda Beach Apartment,5958889,Cara,,Port Phillip,-37.8702429800453,144.9762542472028,Private room,80,2,18,2016-08-21,1.11,2,62
+874165,Parkside Oh So Glam! 2 BR APT+WIFI,50121,Frank And Vince,,Port Phillip,-37.85894839384794,144.9802579387664,Entire home/apt,329,2,24,2017-02-26,0.48,18,288
+14243503,Spacious modern St Kilda apartment,25479474,John,,Port Phillip,-37.86258141812497,144.9808336362015,Entire home/apt,121,2,28,2017-04-02,3.50,1,163
+12801715,Penthouse near lake,69752814,Mary,,Port Phillip,-37.837746183615884,144.96596887086935,Entire home/apt,201,2,0,,,1,1
+7132404,2 level 2BD St Kilda beach PAD *WIFI PARKING,1739996,Paul,,Port Phillip,-37.865347658685764,144.9769410518363,Entire home/apt,100,2,91,2017-03-26,4.38,42,35
+11228382,In the heart of St Kilda near beach,58522470,Greg,,Port Phillip,-37.86324360465991,144.97401281522775,Private room,68,1,82,2017-04-02,6.06,1,344
+13718739,"Beautiful, cosy and clean. desirable location.",34001031,Shane,,Port Phillip,-37.83544135749295,144.96447081227228,Entire home/apt,180,1,0,,,1,0
+1201338,South Melbourne Gem on Emerald Hill,1300320,Christopher,,Port Phillip,-37.83505397370021,144.9585817454294,Entire home/apt,430,3,52,2017-03-26,2.05,2,336
+16831688,Brand new! Beachside Hamptons Oasis in Albert Park,25655937,Meira,,Port Phillip,-37.84764389800011,144.94827327135013,Entire home/apt,80,2,8,2017-04-01,8,1,166
+4609201,"Sandy, St Kilda beach side getaway",7509953,Linton,,Port Phillip,-37.86283769742262,144.9721377980078,Entire home/apt,180,2,58,2017-03-23,2.06,70,321
+5552322,Close to Melbourne's heart.,28789055,Pete,,Port Phillip,-37.831966695467536,144.97108288942098,Entire home/apt,212,1,158,2017-03-22,6.53,5,168
+17781940,St Kilda 1 Bedroom apartment great location,121438785,Pino,,Port Phillip,-37.86375574658936,144.98599489929563,Entire home/apt,94,2,1,2017-03-26,1,1,0
+12833974,"Light filled, spacious apartment",26822280,Savannah,,Port Phillip,-37.87081226451843,144.9820071282233,Entire home/apt,190,2,1,2016-05-16,0.09,1,0
+8708976,Budget share accommodation,45715582,Hello,,Port Phillip,-37.86000057755629,145.0028996302607,Shared room,25,1,8,2017-03-26,0.57,1,177
+9852049,"Funky apartment, Great location",3987304,Dana,,Port Phillip,-37.87314662607521,144.99611191956342,Private room,38,2,2,2016-01-09,0.13,1,0
+9981462,"CBD Close, Private, Tram everywhere",51289106,John,,Port Phillip,-37.83166062548972,144.97059871164512,Private room,41,1,2,2015-12-25,0.13,1,0
+14814743,private single bedroom with new air-conditioning,92597895,Lee,,Port Phillip,-37.86348632264045,145.00469892177745,Private room,42,3,8,2017-01-04,1.17,1,337
+3265623,Modern apartment excellent location,16514660,Michael,,Port Phillip,-37.86221679898292,144.98614102909724,Entire home/apt,69,3,3,2015-12-15,0.18,1,0
+6249765,A quiet gem in Leafy Elwood,11467070,Denise,,Port Phillip,-37.87765661057192,144.9889274689947,Entire home/apt,85,2,0,,,2,106
+2546952,Perfect St Kilda location! Robe St,9975604,Helen,,Port Phillip,-37.86635734715991,144.97758275393616,Private room,69,1,5,2016-04-07,0.14,1,33
+9886345,Cosy Room in St Kilda,50859292,Kadu And Ben,,Port Phillip,-37.857555118522626,144.98751668453434,Private room,50,2,33,2017-03-23,2.58,1,206
+5807766,Elwood! Close to beach and shops,30133609,Scott,,Port Phillip,-37.88549474169238,144.98476507651955,Private room,121,1,0,,,1,362
+16571013,Melbourne Beachside Apartment,103385102,Aymeric,,Port Phillip,-37.867449034170264,144.9818833691709,Entire home/apt,121,2,4,2017-03-18,2.07,2,75
+6379686,LIGHT 2BD IN THE HEART OF ST KILDA,6647941,Daniel,,Port Phillip,-37.864493810324916,144.97741670099853,Private room,59,1,22,2017-03-05,1.26,1,0
+14095974,Perfectly located 1 bed apartment!,39412850,Gale,,Port Phillip,-37.86324837859475,144.9814930849962,Entire home/apt,121,3,9,2017-03-12,2.73,1,0
+17561954,"Beach, Netflix, Wifi - Cosy Port Melbourne Home",9276871,Tameika,,Port Phillip,-37.8432428298222,144.94150557366814,Entire home/apt,121,1,2,2017-03-25,2,1,155
+2292052,Luxury Mansion Loft by the Beach,10621363,Paul & Marco,,Port Phillip,-37.862783038112035,144.97464387535777,Entire home/apt,110,2,167,2017-04-02,4.44,2,345
+13775176,"The best spot in St Kilda. Beach, cafe, bars, city",72417444,Christine,,Port Phillip,-37.86857588418492,144.97770654628195,Entire home/apt,100,1,30,2017-04-01,3.47,1,325
+17943667,LUXICO - Hm@s Penthouse,11914644,Luxico Holiday Homes,,Port Phillip,-37.845424953401434,144.94137177029305,Entire home/apt,7724,7,0,,,58,365
+15213283,New modern apartment with floor to ceiling glass walls,96652806,Brooke,,Port Phillip,-37.83177111138963,144.95418019009117,Private room,60,1,0,,,2,362
+317351,** Bright & Spacious StKildaEast **,721348,Living Like Locals,,Port Phillip,-37.86559027718592,145.00471396340333,Entire home/apt,125,3,34,2017-03-25,0.60,5,240
+17454137,"LUXURY STAY,ALBERT PARK VIEWS: Watch the F1!",115741446,Carolina,,Port Phillip,-37.834257190498,144.97255774621814,Private room,73,2,6,2017-04-02,6,1,75
+8016908,Perfect location service apartment!,41696341,Amit,,Port Phillip,-37.868517333913545,144.99844432363471,Entire home/apt,139,2,30,2017-03-20,1.71,3,332
+14111759,Gorgeous renovated 3bd house in brilliant location,22914899,Paige,,Port Phillip,-37.866953383612696,144.99372865209457,Entire home/apt,149,2,6,2017-01-28,0.85,1,91
+11326438,"Luxury Executive Townhouse, 2 bedroom city/beach",59242803,Gillian,,Port Phillip,-37.83292756490502,144.94480869657895,Entire home/apt,315,2,20,2017-04-01,2.23,1,153
+14373842,Penthouse Views in St Kilda with Grand Prix Views,36680067,David,,Port Phillip,-37.85629499675129,144.9810997242543,Entire home/apt,225,1,21,2017-04-01,2.63,1,363
+10638321,St Kilda Rd City Views Apartment,6901502,Kate,,Port Phillip,-37.83641917378287,144.97430674094258,Entire home/apt,201,2,1,2016-03-23,0.08,1,0
+17781666,A beautiful home near ST KILDA BEACH,121430273,Sweety,,Port Phillip,-37.862271143481365,144.9846359405727,Entire home/apt,89,4,0,,,1,306
+17814426,Little Page,25413919,Marie,,Port Phillip,-37.8451511503956,144.95131727518626,Private room,113,1,0,,,1,302
+13531816,1 bedroom in top floor 2 bedrooms apartment,13497479,Arman,,Port Phillip,-37.837963183263874,144.97477175832395,Private room,50,2,1,2016-08-14,0.13,1,88
+15945188,Port Spirit - Large Modern One Bedroom Apartment,103020913,Cath,,Port Phillip,-37.84023127757248,144.9383033737433,Entire home/apt,98,3,3,2017-03-03,0.79,1,353
+9219668,LIGHT FILLED COSY 1BR IN ST KILDA E,47941840,Evelyn,,Port Phillip,-37.86299676290444,144.99927187518432,Entire home/apt,55,30,1,2016-01-03,0.07,1,24
+7623496,St Kilda Road apartment with views.,39990768,Ann,,Port Phillip,-37.83634608803791,144.97426638115385,Entire home/apt,225,3,21,2017-01-31,1.07,1,338
+14340933,Sophisticated St Kilda Road,33528905,Kathy,,Port Phillip,-37.83782154335424,144.97502906219623,Entire home/apt,149,1,0,,,2,354
+15422230,Light filled - modern apartment - heart of Elwood,28252404,Laura,,Port Phillip,-37.88703030724103,144.98945155248126,Entire home/apt,90,2,3,2017-01-11,0.66,1,194
+14761577,St. Kilda spacious beachside one bedroom apartment,48440169,Christina,,Port Phillip,-37.86806095580973,144.9808912652232,Entire home/apt,121,1,10,2017-03-12,1.95,4,365
+11131432,"Cosy 1b apartm, perfect location!",34407962,Pablo,,Port Phillip,-37.863134015976,144.97807197622726,Private room,69,3,0,,,1,0
+11950617,Modern bayside apartment living!,63820370,Simon,,Port Phillip,-37.884805341844256,144.98830079838615,Entire home/apt,149,1,0,,,1,0
+17914380,Spacious & Stylish 2 Bed Apt with Stunning Views,106130712,Frank & Justine,,Port Phillip,-37.84158275901651,144.9759522405889,Entire home/apt,138,1,1,2017-04-01,1,1,174
+17979896,ST KILDA RD+ LVL5 + 2BDR2BATHR+ WIFI+ ALBERT PARK,50626167,Short Stay Plus,,Port Phillip,-37.84781796077137,144.97923789890967,Entire home/apt,210,2,0,,,22,337
+16669172,Modern Studio Apt 10 mins Walk from St Kilda Beach,110263687,Marco,,Port Phillip,-37.862279206716195,144.98294967662235,Entire home/apt,100,3,9,2017-03-27,3.75,1,342
+252381,Elwood Village 1 BR APT+WIFI,50121,Frank And Vince,,Port Phillip,-37.886033116562515,144.98822951668063,Entire home/apt,229,3,16,2016-04-25,0.25,18,332
+7395755,Uber Modern Melbourne Place - close to CBD,10574757,Adrian,,Port Phillip,-37.832285601161566,144.96965571568109,Private room,66,1,41,2017-03-26,2.03,1,365
+1137049,4 LEVEL ARCHITECTURAL ST KILDA HOME!,2624960,Karen,,Port Phillip,-37.85712632204411,144.98440649276375,Entire home/apt,239,1,71,2017-03-26,1.74,5,354
+14115574,Bright and warm apartment close to beach and St K,39280869,Simon,,Port Phillip,-37.87552462985458,144.9832560414923,Private room,52,1,13,2017-03-24,1.96,1,356
+16243063,Summer fun in St Kilda!,106172460,Dan,,Port Phillip,-37.858969894217786,144.97216098271747,Private room,90,14,0,,,1,180
+16177514,STK - 1 Bdrm APT *Modern*Parking*Gym*Pool*Wifi*,20240994,LittleStay,,Port Phillip,-37.858238197701496,144.9831674697751,Entire home/apt,139,2,15,2017-03-31,4.13,14,71
+1956184,"Light, airy and comfortable room",10111066,Lynda,,Port Phillip,-37.878436506813934,144.98930624800764,Private room,50,1,11,2017-03-25,0.29,2,349
+11557199,1 Bedroom - Grand Prix access!,11590949,L'Chelle,,Port Phillip,-37.8521119838154,144.9799007119929,Entire home/apt,201,3,0,,,1,0
+16340465,Entire Tree-top Apartment,106987354,Adrianna,,Port Phillip,-37.86084265220093,144.99233567452643,Entire home/apt,80,1,3,2017-03-26,0.97,1,7
+11425253,Spacious Private Room.,54942210,Debbie,,Port Phillip,-37.86208417817936,144.98055155001683,Private room,55,3,18,2017-04-01,1.38,2,150
+5690849,st.kilda large room close to beach,29504737,Peter,,Port Phillip,-37.86161692688334,144.98897000268542,Private room,149,1,0,,,1,365
+17720223,Across the road from Grand Prix!,11241311,Grace,,Port Phillip,-37.83551723680293,144.9695682091636,Entire home/apt,125,2,1,2017-03-28,1,1,360
+17225119,Beautiful light filled room in centre of St Kilda,116003328,Philippa,,Port Phillip,-37.86641837110972,144.98135942565145,Private room,54,2,5,2017-03-19,3.85,3,70
+16864625,St Kilda Road. Private Room & Bathroom + Free Wifi,2427900,Pj,,Port Phillip,-37.84746523834573,144.97932037852354,Private room,60,2,2,2017-03-26,2,1,365
+16209259,"spacious, comfortable and chic!",95628184,Taban,,Port Phillip,-37.832584364801484,144.967320788109,Private room,80,1,19,2017-04-02,4.83,1,358
+8967493,Art Deco on The Esplanade,26185010,Shirley,,Port Phillip,-37.86529948163228,144.97574393389695,Entire home/apt,149,2,68,2017-03-26,4.16,1,341
+5068105,Large 2 Bed Beach Front Apartment,21866287,Marc,,Port Phillip,-37.867024881634464,144.97532496388396,Entire home/apt,229,2,17,2017-03-26,0.68,2,44
+5664782,Elegant St Kilda Apartment!,3510476,Kate,,Port Phillip,-37.858234678064754,144.9764081021841,Entire home/apt,100,2,105,2017-03-26,4.24,2,327
+8672552,City Edge Luxury on St Kilda Road,31946786,Sandra,,Port Phillip,-37.83043297744528,144.9696021361683,Entire home/apt,170,2,59,2017-03-29,3.35,1,326
+17028402,"Upmarket Elwood Village, Beachside Apartment",63434456,Kacie,,Port Phillip,-37.88628119040384,144.98305482999825,Entire home/apt,100,7,1,2017-02-08,0.55,1,77
+14143189,Designer St Kilda East Apartment with Courtyard,3809408,Alicia,,Port Phillip,-37.868067157017364,144.99694380553444,Entire home/apt,80,2,5,2016-09-30,0.65,1,149
+16607916,ST KILDA BEACH FRONT APARTMENT!!,46414978,Georgia,,Port Phillip,-37.871668907114234,144.97723035632268,Entire home/apt,201,14,0,,,1,83
+10508471,"Port Melbourne House - 2.5km to CBD, 1km to Beach.",36091614,Ash & Brooke,,Port Phillip,-37.832891839825066,144.94285207331544,Entire home/apt,195,1,26,2017-04-01,1.77,1,347
+8343240,ELWOOD SOJOURN,31196561,Ester,,Port Phillip,-37.873809792088714,144.98178167205737,Private room,60,2,4,2017-03-26,0.23,2,179
+6706810,"Warm, tranquil & spacious",3066914,Elisabeth&Lucas,,Port Phillip,-37.858825986698974,144.9974535838344,Entire home/apt,149,7,3,2016-08-09,0.14,1,302
+16796502,Beach Side Village Lifestyle Elwood,13981307,Yvonne,,Port Phillip,-37.88574271068194,144.9880016749545,Entire home/apt,50,1,0,,,1,29
+11851358,Urban Sea Drift Port Melb 250m Beach Gym Pool Pets,4647935,Rejuvenate Stays,,Port Phillip,-37.84254879509203,144.94338268358072,Entire home/apt,185,2,2,2016-12-25,0.53,14,334
+17421923,"Seaviews, Gym, Pool & Tennis!",2058617,Stay With Style,,Port Phillip,-37.843714734613634,144.94258959650983,Entire home/apt,176,4,0,,,24,347
+18011735,Art Deco Apartment by the Sea,72467245,Pod,,Port Phillip,-37.87855846601977,144.9854429052275,Private room,105,4,0,,,1,177
+9701321,Waterloo,48464024,Cristina,,Port Phillip,-37.8633561507349,144.98474565888912,Private room,60,1,98,2017-04-01,6.24,2,310
+6379059,Elegant townhouse,19075304,Rosemary,,Port Phillip,-37.83442792077839,144.93933219011697,Private room,69,1,14,2017-02-18,0.73,2,337
+15137027,St Kilda Heartbeat Ten,4983046,Kate,,Port Phillip,-37.860419466215305,144.97702327992025,Entire home/apt,97,2,15,2017-03-26,3.28,2,304
+16339886,Victorian Cottage Front Bedroom,26394581,Anthony,,Port Phillip,-37.84435555410881,144.95847266275933,Private room,290,1,0,,,1,358
+12343552,St.Kilda Getaway - Free Parking & WiFi,30888994,J J,,Port Phillip,-37.85790322844768,144.9804272060123,Entire home/apt,105,2,47,2017-03-30,4.17,3,71
+12835079,LUXICO - Bay View Penthouse,11914644,Luxico Holiday Homes,,Port Phillip,-37.84087789393364,144.9349567660524,Entire home/apt,600,5,1,2016-09-23,0.16,58,350
+13424897,Just Opposite Beach & looks brand new,39789984,Elton,,Port Phillip,-37.859880924897695,144.9709807641975,Entire home/apt,100,1,16,2017-03-18,2.70,1,360
+9047484,Beautiful St Kilda East Townhouse,1809197,Camille,,Port Phillip,-37.87176425740199,144.99666304615573,Entire home/apt,130,3,0,,,1,0
+15489363,A St.Kilda Oasis,9276451,Alana,,Port Phillip,-37.86495778952198,144.9989559971818,Entire home/apt,300,3,0,,,1,0
+7077830,Perfect location St Kilda Luxury,32022018,Hugh,,Port Phillip,-37.85955186650208,144.98004491235318,Entire home/apt,140,6,11,2016-04-29,0.57,1,0
+17015862,Art Deco apartment @ Paris end of Fitzroy Street,9173051,Christine,,Port Phillip,-37.85736981068883,144.98321377336794,Entire home/apt,94,2,0,,,6,321
+16416097,Huge St Kilda Beach PentHouse Beauty,19139083,Jay,,Port Phillip,-37.87018622414145,144.9795492527832,Entire home/apt,350,3,9,2017-03-26,3.10,8,297
+1265947,StayCentral Catani 1 beach shops trams restaurants,4177728,Chris,,Port Phillip,-37.8637745599487,144.9741821730676,Entire home/apt,184,3,2,2016-01-13,0.11,14,344
+16698406,Amazing StK beach-side location. FREE wifi & wine!,54420643,Rachael,,Port Phillip,-37.862544341256616,144.97497053386869,Entire home/apt,119,1,9,2017-03-27,3.70,2,63
+11193356,"""Vista"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86714266204336,144.97899328096662,Entire home/apt,130,2,3,2016-11-09,0.25,13,295
+5426163,ST KILDA. HUGE 2BED.2BATH+WIFI+CAR+BALCONY,2532386,Alex,,Port Phillip,-37.85755720503403,144.98833125329918,Entire home/apt,155,5,57,2017-03-26,2.24,1,17
+15633575,Bright and groovy '60s pad,98836352,Karl,,Port Phillip,-37.86243316035103,145.00588816733878,Entire home/apt,130,3,15,2017-03-05,3.15,1,3
+10865612,Stunning St Kilda 3 Bedroom Apartment,195897,Sophie,,Port Phillip,-37.85813179653484,144.9885555210813,Entire home/apt,325,2,25,2017-04-01,2.41,2,352
+9718605,"Luxury home, city views, 300m to GP",18079003,Jennifer,,Port Phillip,-37.83366786959294,144.962927118769,Entire home/apt,700,2,1,2016-01-25,0.07,1,0
+10658273,"Hidden Gem, Close To The Beach and City!",760849,Bev,,Port Phillip,-37.88468724170995,144.98507632114027,Entire home/apt,429,3,1,2016-10-07,0.17,51,346
+8244357,"Spacious, Comfy & Quiet!",39218640,Cam,,Port Phillip,-37.86658554334276,145.00239946452015,Entire home/apt,66,5,7,2016-04-02,0.37,1,0
+16796417,"AMAZING VIEW, good location, luxury",44331602,Jana,,Port Phillip,-37.8612004326109,144.9871027612685,Private room,77,1,4,2017-02-22,1.60,1,284
+4213475,Beach Front St kilda Apartment,21866287,Marc,,Port Phillip,-37.866384288365694,144.9747360465149,Private room,48,1,101,2017-03-19,3.34,2,354
+13847287,Comfortable Sunny Balaclava Apartment.,4412715,Bev,,Port Phillip,-37.87351960086603,144.99614693580588,Entire home/apt,115,7,5,2017-03-03,1.06,1,76
+4115133,Character close to beach and city ,5022431,Dorothy,,Port Phillip,-37.853949603807564,144.96439995374828,Entire home/apt,281,5,0,,,2,302
+16304822,Stylish decor AMAZING views 2Bd *WIFI PARKING GYM,1739996,Paul,,Port Phillip,-37.84068190639977,144.97667964844842,Entire home/apt,100,2,13,2017-04-01,3.64,42,200
+11324091,Large Modern Apartment,40156637,Sam,,Port Phillip,-37.88080882359938,144.99400021304228,Entire home/apt,100,3,0,,,1,0
+2673307,Modern near beach park cafes & bars,12197379,Bianca,,Port Phillip,-37.87003942180684,144.9768395744444,Entire home/apt,130,2,54,2016-06-13,1.49,2,0
+17255052,Comfort & quiet in the ❤️ St Kilda,116003328,Philippa,,Port Phillip,-37.8647872678978,144.98303432754736,Private room,52,2,3,2017-03-22,2.50,3,15
+8604277,"Bright, clean St Kilda apartment!",26101491,Fiona,,Port Phillip,-37.85754799030135,144.98556019890657,Entire home/apt,109,1,19,2017-01-29,1.06,1,0
+10111608,"ST KILDA BEST LOCATION, FREE WI-FI, CAR SPACE",45979120,Paul & Angela,,Port Phillip,-37.871718371404704,144.98043586429662,Entire home/apt,180,3,3,2016-10-18,0.24,1,329
+576072,IR32 Stunning penthouse in St Kilda,1710397,Amanda,,Port Phillip,-37.8664898327879,144.98123091491746,Entire home/apt,279,3,2,2014-11-30,0.07,62,308
+4213275,Separate Studio Bedroom & En suite,21865382,June,,Port Phillip,-37.87657485120151,144.98051889880307,Private room,100,2,86,2017-04-01,2.86,1,345
+16987107,Port Melbourne Pad,113736086,Megan,,Port Phillip,-37.842020182516976,144.9384601071449,Entire home/apt,121,2,9,2017-04-02,4.82,1,94
+13453868,Terrace in beautiful Albert Park,52464698,Emily,,Port Phillip,-37.84626642939013,144.95208442072345,Entire home/apt,149,3,2,2016-08-14,0.24,1,0
+5502671,Modern Designer 2BR 2Fl + balcony,27030491,Anna & Tina,,Port Phillip,-37.87021564742753,144.98028953585074,Entire home/apt,166,7,3,2016-09-04,0.15,22,311
+2083015,Beach house only 10 min from CBD,10640111,Melanie,,Port Phillip,-37.844741824347516,144.95714280475556,Entire home/apt,299,1,37,2017-03-25,0.93,1,181
+17451203,MODERN comfort PERFECT location *WIFI PARKING GYM,1739996,Paul,,Port Phillip,-37.842125055380734,144.97715322702362,Entire home/apt,100,2,5,2017-03-31,5,42,244
+9849779,Quiet apartment by the beach,50711526,Roberta,,Port Phillip,-37.86456143737814,144.97753459524685,Entire home/apt,235,1,0,,,1,0
+4606896,Light cosy 1 bedr apartm in Elwood,4624009,Julia,,Port Phillip,-37.874409516802544,144.98307586264804,Entire home/apt,80,4,2,2015-12-15,0.07,1,0
+16337781,Homely St Kilda apartment 5min walk to EVERYTHING!,106960559,Alex,,Port Phillip,-37.866855012644564,144.97482876403703,Private room,41,7,0,,,1,31
+8178518,Spacious Deco Apartment on the Bay,43158588,Gail,,Port Phillip,-37.85770371412522,144.96913194669122,Entire home/apt,250,3,13,2017-03-26,0.87,1,335
+6376284,St Kilda great 2 bedroom Apartment,9546705,Elliott,,Port Phillip,-37.86473988774199,144.99652789380568,Private room,45,1,0,,,1,0
+10340778,The Court - Big Family Terrace near Beach & CBD,5509214,Adrian,,Port Phillip,-37.85708880999264,144.975176534918,Entire home/apt,345,3,37,2017-04-01,3.51,1,246
+16271728,2 bedroom close to everything + FREE PARKING,1893492,Seri,,Port Phillip,-37.86496131585622,144.9736991418401,Entire home/apt,284,2,6,2017-04-01,2.81,1,338
+936302,"STK702 2BR luxe bay views, St Kilda",1710397,Amanda,,Port Phillip,-37.86038205918464,144.9833385703557,Entire home/apt,249,3,3,2015-08-16,0.11,62,319
+11127158,Beautiful newly renovated cottage.,57822903,Julie,,Port Phillip,-37.83626895099372,144.96457968129894,Entire home/apt,201,1,0,,,1,0
+936283,STK404 2BR panoramic views St Kilda,1710397,Amanda,,Port Phillip,-37.86138507377141,144.98460114812414,Entire home/apt,249,3,2,2016-02-16,0.08,62,299
+10438989,On the beach close to the city,11636264,Marie,,Port Phillip,-37.85698899270149,144.9659073529214,Entire home/apt,172,2,5,2016-04-10,0.34,1,276
+936262,BRD102 2BR in the heart of Elwood,1710397,Amanda,,Port Phillip,-37.87929018124543,144.983128806598,Entire home/apt,249,3,0,,,62,355
+14305609,Fabulous modern apartment with parking,84727506,William,,Port Phillip,-37.854040052778885,144.98018200173237,Entire home/apt,121,1,0,,,1,364
+9816359,Elwood beach and village locale,22866628,Stan,,Port Phillip,-37.885747132224495,144.9843502776757,Entire home/apt,100,7,8,2017-03-28,0.52,1,124
+4409572,Modern with stunning actual views,2757689,Vanessa,,Port Phillip,-37.85307272709158,144.98122620656096,Entire home/apt,130,14,2,2016-03-13,0.14,1,0
+17287395,Stylish Apartment with City and Bay Views,760849,Bev,,Port Phillip,-37.84353588717485,144.9395663526983,Entire home/apt,324,3,0,,,51,333
+7697528,A great base to explore from...,2747778,Jane,,Port Phillip,-37.861061653001414,144.99206582125564,Entire home/apt,89,2,38,2017-03-25,2.24,1,236
+6081037,Walk to Melbourne City Private Room,31564934,Gayan,,Port Phillip,-37.83545667121778,144.97142675260028,Private room,96,4,38,2017-03-29,1.64,1,127
+9849353,St Kilda | Art Deco | The George,11314774,Luke,,Port Phillip,-37.8596002542216,144.97812036031166,Entire home/apt,216,6,0,,,1,0
+9980416,Sunny 1 bedroom close to the beach!,10186141,Gloria,,Port Phillip,-37.87435548483923,144.9950038441644,Entire home/apt,69,3,1,2016-01-03,0.07,1,0
+8767996,Luxury WiFi Parking Views &Cable TV,45971685,Irena,,Port Phillip,-37.85692386818584,144.98349529826325,Entire home/apt,125,7,20,2017-02-24,1.22,1,290
+16369594,Perfect Elwood getaway,95038669,Sheradyn,,Port Phillip,-37.88047427065454,144.98708836214814,Entire home/apt,160,5,3,2017-02-28,1.20,1,130
+14304239,NEED A DOSE OF VITAMIN SEA?,87383082,Linsay,,Port Phillip,-37.88626866386343,144.9854211392589,Entire home/apt,105,1,19,2017-03-13,2.98,3,297
+3622287,Entire Home/Apt St Kilda Sur La Mer,4420991,Rita,,Port Phillip,-37.86744858598621,144.9778766293099,Entire home/apt,118,1,32,2017-04-01,1.02,1,303
+50492,LUXE 2 BR Courtyard Garden APT A+ Location WIFI,50121,Frank And Vince,,Port Phillip,-37.86127469286107,144.98037860122366,Entire home/apt,329,3,12,2016-10-23,0.23,18,316
+16498520,Heart of St Kilda minutes to Acland St and beach,108372856,John,,Port Phillip,-37.864026322007945,144.97303786647925,Private room,121,2,0,,,1,90
+16466755,Comfortable private room with study,54942210,Debbie,,Port Phillip,-37.86364732818185,144.982593919133,Private room,60,3,3,2017-03-04,0.97,2,335
+10108998,St Kilda Vibes,30025083,Siobhan,,Port Phillip,-37.85738477707057,144.97038449791134,Entire home/apt,72,2,0,,,1,0
+10091032,Small cottage for two . St Kilda,49726901,Terry,,Port Phillip,-37.86436127887403,144.99243263491235,Entire home/apt,88,1,44,2017-02-24,4.15,1,60
+14860269,Elegant Victorian apartment. Parisian chic.,16122121,Cas,,Port Phillip,-37.844305976906746,144.95914657642578,Entire home/apt,170,2,3,2017-01-22,0.55,1,33
+12632234,Luxury Port Melb beachside apt,68599399,George,,Port Phillip,-37.84324368634112,144.94343744884074,Entire home/apt,149,5,1,2016-07-05,0.11,1,0
+16859291,Large 2 Bedroom Apartment - Perfect location,3237419,Stuart,,Port Phillip,-37.86206199030623,145.00948190667424,Entire home/apt,180,3,1,2017-02-02,0.49,1,363
+10107806,St. Kilda Apartment 1 Bedroom,51872951,James,,Port Phillip,-37.86857121771877,144.98799415988603,Entire home/apt,69,3,30,2017-02-19,1.94,1,332
+11417630,139 Beach St PortMelbourne Luxury,49907333,Dawn,,Port Phillip,-37.84070045668971,144.92674781937893,Entire home/apt,600,2,10,2017-03-04,0.83,2,279
+12814488,Charming Studio in Bayside Hotspot!,67650696,Justin & Manny,,Port Phillip,-37.87452739801909,144.99347610326458,Entire home/apt,100,2,52,2017-04-01,4.95,1,73
+10269251,Bayside apartment in Elwood,52802063,Dale,,Port Phillip,-37.88356546131306,144.9900476220562,Entire home/apt,149,2,0,,,1,0
+9843200,Bright Beachside Apartment,13627847,Ronnie,,Port Phillip,-37.86031540820866,144.97229723314342,Entire home/apt,190,1,0,,,1,0
+16519456,Apartment in St Kilda East!,9839096,David,,Port Phillip,-37.86078288078148,145.00618429824385,Private room,69,1,1,2017-01-23,0.42,1,356
+111001,Double Guest Room Ensuited,569413,Dina,,Port Phillip,-37.83738889538411,144.9663734966788,Private room,89,1,17,2017-03-01,0.25,10,363
+8477411,Charming modern cottage in St Kilda,29144028,Andrew And Fee,,Port Phillip,-37.856771947797206,144.98578369347644,Entire home/apt,201,2,1,2017-01-02,0.33,1,0
+5386431,A HOME AWAY FROM HOME + breakfast,12745039,Marion,,Port Phillip,-37.84932711659021,144.96442172211545,Private room,100,1,30,2017-03-26,1.20,1,89
+16429219,Large room with king bed in St Kilda,107714864,Dennis,,Port Phillip,-37.862584421366186,144.9775035144205,Private room,69,1,4,2017-01-20,1.15,1,0
+16887922,Beautiful room in a great location.,112641080,Jose,,Port Phillip,-37.86109589905964,144.99735339903248,Private room,55,1,14,2017-04-02,6.77,1,90
+11776087,Light filled period home in Elwood,904183,Sharron,,Port Phillip,-37.874465284875754,144.9849497394379,Entire home/apt,195,2,7,2017-03-26,0.77,1,191
+2142269,"Large, Stunning Terrace House 10mins CBD / Beach",7095860,Kate,,Port Phillip,-37.87030458491463,144.99887416426844,Entire home/apt,395,10,1,2016-02-02,0.07,1,0
+9493851,311 Luxury Two Bedroom & FURNISHED!,46332563,Ilana,,Port Phillip,-37.85769040188105,144.9820069909254,Entire home/apt,176,7,17,2017-03-28,1.24,2,344
+9468146,Room for rent 5 mins from Beach,22041034,Terri,,Port Phillip,-37.86403360506854,144.98459256879264,Private room,80,1,0,,,1,0
+13742840,FAB STAY IN MELBOURNE CBD Unlimited WI-FI,794442,Angel,,Port Phillip,-37.84168981913444,144.976500332819,Private room,85,2,2,2016-11-02,0.23,2,306
+12530386,Sleep in an Art House Ex-Gallery!,30376723,Meg,,Port Phillip,-37.84447227333818,144.9439981752458,Entire home/apt,119,3,39,2017-03-16,3.44,1,173
+4305687,Refurnished Huge 3BR 2BTH Apt,22351970,Marty,,Port Phillip,-37.831052254898694,144.96899419415385,Entire home/apt,400,3,63,2017-03-28,2.10,1,355
+12071603,WALK TO GRAND PRIX - SPACIOUS 3BR 2BA-GYM+POOLS,12197796,Nicole,,Port Phillip,-37.84050122892602,144.9450990845313,Entire home/apt,599,5,1,2016-04-01,0.08,10,334
+10498670,YAY for St Kilda!!!,3529298,Alex,,Port Phillip,-37.85783377101316,144.9842444165077,Entire home/apt,201,3,6,2016-10-29,0.70,2,5
+9318416,Sunny 2BR Elwood Apartment,21346272,Alarice,,Port Phillip,-37.87843982975559,144.992681408046,Private room,125,2,2,2016-01-10,0.13,1,365
+10039270,Green Urban Living,51532930,Sofia,,Port Phillip,-37.85968002750437,144.99127859447128,Private room,160,1,0,,,1,0
+17051604,"Beautiful 2BR Aptmt, Views, parking",20466839,Eti,,Port Phillip,-37.847672189743896,144.97893840644835,Private room,75,1,1,2017-02-21,0.71,2,9
+14790412,Clean and Cosy,10065714,Ben,,Port Phillip,-37.861953207024385,144.9748749921811,Entire home/apt,89,3,24,2017-03-26,3.38,6,76
+9612993,"Superb StK Location, 2BR Art Deco, Family-Friendly",4895823,Adam & Claudia,,Port Phillip,-37.86691162621785,144.98130311022655,Entire home/apt,135,3,32,2017-03-26,3.29,1,138
+16429326,Front beach cosy apartment,2789697,Giulia,,Port Phillip,-37.84787985359085,144.95173608528938,Entire home/apt,128,2,0,,,1,26
+4443477,Beach* Inner City* Etihad* Wi-Fi,23060318,Sel,,Port Phillip,-37.84147736599282,144.9386271633588,Entire home/apt,185,2,30,2016-12-21,1.06,1,364
+18008409,Large private double room in the heart of St Kilda,34019250,Jesse,,Port Phillip,-37.862580055917164,144.98421372871357,Private room,60,4,0,,,1,71
+3878476,"""Alfred Square"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86377016260907,144.9749436500962,Entire home/apt,100,2,63,2017-03-19,2.08,13,363
+11426709,Port Melbourne paradise with a view,19467099,Claire,,Port Phillip,-37.83970563118698,144.93677069963172,Entire home/apt,176,2,3,2016-04-05,0.23,1,0
+1945167,St Kilda Stylish Stay Apartment 3,10061304,Guy,,Port Phillip,-37.85943608443421,144.97547430455268,Entire home/apt,79,14,14,2017-02-25,0.42,2,356
+3042464,Big Bright Room in St Kilda!,11229241,Sheilin,,Port Phillip,-37.86194167306909,144.98737618704524,Private room,80,3,2,2016-07-15,0.13,1,75
+12781445,Stkilda beach,55037970,Andrew,,Port Phillip,-37.865319619509954,144.98496863319446,Private room,50,1,21,2017-02-09,2.76,1,245
+17706254,"Double room, St Kilda",87674624,Mc Carthy,,Port Phillip,-37.86868899070295,144.97828936308986,Private room,75,1,0,,,1,23
+11742366,Fabulously renovated modern terrace,25914817,Julie,,Port Phillip,-37.83868143700466,144.9500703610199,Entire home/apt,260,5,1,2016-06-27,0.11,1,39
+76867,"Penthouse, Private Bath, Views!",410806,Judy,,Port Phillip,-37.83228712664918,144.96845021607487,Private room,85,2,201,2017-03-18,2.73,1,119
+1360924,Modern on Waterloo,7081753,Mark,,Port Phillip,-37.861926705851204,144.9843392391072,Private room,69,2,56,2016-05-07,1.28,2,364
+9548436,"EmeraldBayViews, (2bed2bath+WIFICP)",3721646,Alex,,Port Phillip,-37.834983251731245,144.97259639819674,Entire home/apt,180,2,23,2017-04-02,1.73,16,320
+5385317,Apartment for Grand Prix,27914831,Myf,,Port Phillip,-37.85587932336026,144.9714376009601,Entire home/apt,250,1,0,,,1,0
+5319767,Fab Modern Snug Studio +Balcony301,27030491,Anna & Tina,,Port Phillip,-37.869153301254876,144.97838698271502,Entire home/apt,102,7,4,2017-02-11,0.46,22,301
+3812427,LUXICO - Rothesay Avenue (Elwood),11914644,Luxico Holiday Homes,,Port Phillip,-37.8801871854495,144.98889183583645,Entire home/apt,793,7,0,,,58,131
+4041771,"Family home, CBD, St Kilda & Beach",19554719,Lucy,,Port Phillip,-37.85373860609505,144.96711390955574,Entire home/apt,499,2,38,2017-03-26,1.43,1,339
+9120400,"""Bliss"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86372015200426,144.97528501329728,Entire home/apt,110,2,16,2017-04-02,0.97,13,352
+11803755,New apartment with city views,12740695,Jack & Georgie,,Port Phillip,-37.84211927280659,144.9765417511953,Private room,100,1,3,2016-10-23,0.24,1,0
+8465023,BEACH VIBE in Port Melbourne,5821435,Veronica,,Port Phillip,-37.843716784039614,144.9427187187197,Entire home/apt,160,5,34,2017-02-16,1.92,6,4
+16329324,Beautiful modern 1 bedroom apartment in St Kilda,349061,Andrea,,Port Phillip,-37.86179587070917,144.97832903827148,Entire home/apt,94,2,5,2017-03-20,1.61,1,75
+5876305,Beachside St Kilda apartment,30515963,Anne,,Port Phillip,-37.855768554318885,144.9686735394318,Entire home/apt,100,2,34,2017-03-25,2.22,1,302
+4270659,Light and bright beachside St Kilda apartment!,16510881,Caitlin,,Port Phillip,-37.86446244757576,144.97331453199294,Entire home/apt,126,1,25,2017-03-19,0.88,1,75
+8464941,"CITY LIGHTS, South Melbourne",5821435,Veronica,,Port Phillip,-37.835283772521585,144.9692656126791,Entire home/apt,160,5,34,2017-03-10,1.86,6,350
+8137228,180 degree Million dollar views - St Kilda style,39819223,Gina And David,,Port Phillip,-37.86531521299127,144.97466540290293,Entire home/apt,178,1,80,2017-03-25,4.35,2,302
+7920727,Queen bed ensuite in ❤️ St Kilda,29901921,Una,,Port Phillip,-37.863341291248,144.98200090571345,Private room,75,2,42,2017-04-01,2.26,1,159
+10398187,Travelling with a baby?,5825633,Casey,,Port Phillip,-37.86588742337287,145.00407894703966,Entire home/apt,176,1,4,2017-01-28,0.28,1,362
+13478359,$ million dollar views!,13902456,Sonia,,Port Phillip,-37.86008942858732,144.98218488454327,Entire home/apt,145,2,47,2017-03-26,5.26,1,132
+16166437,Nice place in albert park,105529802,Natalia,,Port Phillip,-37.85297810614728,144.97901666080497,Entire home/apt,100,3,0,,,1,122
+17214959,Entire house 200m from Grand Prix track,20593360,Laura,,Port Phillip,-37.85371145872358,144.96630833540218,Entire home/apt,410,5,0,,,1,59
+13675960,Beautiful apartment great location,2201959,Sarah,,Port Phillip,-37.86018610675673,145.00898616271033,Private room,55,1,7,2017-03-10,1.17,1,358
+11578735,Affordable Arthurs in Balaclava,4268324,Monica,,Port Phillip,-37.87014269455164,144.99536750578255,Entire home/apt,85,2,44,2017-03-26,3.47,1,265
+5741639,Stunning 2 bdrm/2bth apart St Kilda,12492679,Darren,,Port Phillip,-37.86472012526263,144.97687117260105,Entire home/apt,165,3,72,2017-03-26,3.11,1,176
+1976702,Big Beautiful Treetop St Kilda Deco,10203910,Caitlin,,Port Phillip,-37.85936176770934,144.98608046169528,Entire home/apt,180,2,3,2017-01-29,0.08,1,0
+16885260,St Kilda beach front with amazing views,105504251,Natalie,,Port Phillip,-37.85688400265262,144.9674505061261,Entire home/apt,173,2,5,2017-03-19,2.50,1,249
+18020337,St Kilda Artists Crib,10960098,Gareth,,Port Phillip,-37.86847454636542,144.98507209141084,Entire home/apt,100,3,0,,,1,175
+3450353,1BR - Inner City Bohemian Escape,6066079,Kylie,,Port Phillip,-37.83393534149033,144.96866052857024,Entire home/apt,110,2,21,2017-03-30,0.81,1,164
+7972326,St Kilda Beach - Beautiful 3BR Home,42069375,Sonya,,Port Phillip,-37.86431070990831,144.99040940876864,Entire home/apt,395,5,16,2017-02-04,0.91,1,351
+14656896,Seaside Retreat,10065714,Ben,,Port Phillip,-37.86675853861258,144.97491043775918,Entire home/apt,89,3,22,2017-03-05,3.10,6,10
+17573198,2 Br Apartment fully furnished near albert park,75090352,Karan,,Port Phillip,-37.85749386239616,144.98195538530067,Entire home/apt,339,2,1,2017-03-26,1,1,0
+15379355,Exciting St Kilda and the beach on your doorstep,81965711,Jen,,Port Phillip,-37.85906894697912,144.97084466285165,Entire home/apt,127,2,12,2017-03-18,2.11,1,305
+15845185,Bright 1BR by the bay in the heart of Elwood,55988783,Peter,,Port Phillip,-37.88423601862573,144.98343724299144,Entire home/apt,100,3,8,2017-03-18,3.24,1,55
+12917905,South Melbourne Soul - parking inc,6660418,Belinda,,Port Phillip,-37.83363356839475,144.96331019603178,Entire home/apt,292,2,8,2017-03-18,0.76,2,343
+16427869,Large Beachside house w/ private Sunny back yard,19622271,Cam,,Port Phillip,-37.87648630290416,144.98031194132915,Entire home/apt,195,4,0,,,1,364
+15346473,"Unfolded queensize sofa, extra guest allowed",94279805,Anna,,Port Phillip,-37.83374178026097,144.9727559487479,Shared room,21,1,21,2017-02-25,3.68,3,41
+4795134,Beachfront Penthouse StKilda/Elwood,21539923,Simon,,Port Phillip,-37.88857256766871,144.98583768094878,Entire home/apt,270,3,11,2017-03-27,0.42,2,91
+10103535,Sunny house on the park,311926,Ahmed,,Port Phillip,-37.83703773648399,144.9678933626628,Entire home/apt,400,1,7,2016-03-20,0.46,1,0
+10758875,Double bed private room St kilda,35392547,Jade,,Port Phillip,-37.85926129127323,144.99020197043671,Private room,440,1,3,2016-03-18,0.23,1,347
+4236590,Beautiful Art Deco by the bay,21986952,Mike & Rachel,,Port Phillip,-37.88414822582193,144.98570295720367,Private room,55,1,46,2017-03-27,1.54,1,327
+2239222,"3BR 2BTH APRT,STKILDA BEACH PARKING",7682831,Benjamin,,Port Phillip,-37.87003809123503,144.97619103564477,Entire home/apt,229,2,69,2017-03-20,2.32,4,323
+8430678,South Melbourne Townhouse on the City Fringe,760849,Bev,,Port Phillip,-37.83515913715331,144.9697556598832,Entire home/apt,429,3,3,2017-01-30,0.17,51,327
+13771857,St Kilda Large Modern Art Deco Apt. *FREE PARKING*,11436501,Marian,,Port Phillip,-37.87054011241593,144.98020020651356,Entire home/apt,149,3,6,2017-03-23,0.90,1,34
+16458770,Purrfect location in St Kilda's most famous street,107978514,Bettina,,Port Phillip,-37.864187238821586,144.97457292555646,Private room,35,1,15,2017-03-25,4.64,1,362
+6975651,Cute terrace close to everything,12161931,Alexandra,,Port Phillip,-37.835498132420064,144.96809995376398,Entire home/apt,122,2,12,2016-07-11,0.64,1,0
+11576246,Port Melbourne Beach Side Apartment,2514666,Rachel,,Port Phillip,-37.844630050018424,144.94301352357022,Entire home/apt,220,2,1,2017-01-22,0.42,1,363
+7351249,Bright and Sunny Right by St Kilda,9113549,Courtney,,Port Phillip,-37.875532051107335,144.98915913999662,Private room,60,1,0,,,1,0
+16100299,Lovely room ONE BLOCK from St Kilda beach,104954885,Kyle,,Port Phillip,-37.86941343154843,144.97639383871126,Private room,50,2,12,2017-03-20,2.98,1,88
+4238287,Gallery House St Kilda Family Home,21994725,Yasmin,,Port Phillip,-37.86303489703831,144.98749199085017,Entire home/apt,435,2,10,2017-01-04,0.35,1,61
+863143,"Stavroula's City Pad, Central Melb",4500639,Stavroula,,Port Phillip,-37.86070458713042,144.97510554891502,Entire home/apt,121,3,72,2017-03-17,1.40,1,168
+15244530,Brand New 2 BR St Kilda Apt-Free Parking and WIFI,79168069,Jasmine,,Port Phillip,-37.854972909108945,144.98330264493754,Entire home/apt,143,2,10,2017-03-18,3.33,1,156
+6203645,Large Modern Apt w/City & Bay Views,32173249,Tim,,Port Phillip,-37.84036438374327,144.94127687313335,Entire home/apt,450,5,2,2015-07-26,0.10,1,0
+10660066,1800's Eclectic Home,20834288,Smee & Jamie,,Port Phillip,-37.86761941142671,144.985045082984,Private room,176,1,17,2016-11-13,1.20,1,90
+16296156,"Muslim friendly, cozy and modern apartment",48453541,Linna,,Port Phillip,-37.850571491052165,144.97927698611696,Private room,90,2,4,2017-02-28,1.94,1,148
+15102325,Best location in Elwood hands down,46117128,Danielle,,Port Phillip,-37.88554615375277,144.98827721158062,Entire home/apt,201,2,5,2017-03-13,0.81,1,98
+12658786,"wellington st, st kilda",32739788,Felson,,Port Phillip,-37.85627976834941,144.98608093672527,Private room,48,1,0,,,2,0
+14985306,Art Deco Style in Albert Park,46028272,Philippe,,Port Phillip,-37.8406934452586,144.95611779508766,Entire home/apt,94,2,25,2017-03-26,4.17,1,44
+13609040,"Sunny room in cool, inspired outdoor living home",4197844,Eva,,Port Phillip,-37.86583187079938,145.0077298831466,Private room,52,3,2,2017-02-14,0.35,4,91
+6170659,Spacious Retro 2BD St Kilda,18947748,Fiona,,Port Phillip,-37.85977408124138,144.98830473993567,Private room,69,1,47,2017-04-01,2.20,1,338
+16494931,WALK TO THE BEACH & BAY ST. EASY CITY ACCESS,108334249,Liana,,Port Phillip,-37.83951847952539,144.93949811646002,Entire home/apt,135,1,8,2017-03-21,2.55,1,323
+6858726,LARGE ROOM/MODERN APART/LOCATION,29772300,Indigo,,Port Phillip,-37.880015771619256,144.98784803040203,Private room,35,1,1,2015-07-02,0.05,1,0
+8726496,Spacious house just behind beach,45796446,Emilie,,Port Phillip,-37.84716108977044,144.9522768723789,Entire home/apt,202,2,10,2016-12-29,0.58,1,360
+4073406,Lovely lux home close to Beach+CBD,1488450,Georgina,,Port Phillip,-37.86872330786513,144.99856312767798,Private room,60,4,0,,,1,0
+13281206,BRAND NEW 1 BEDROOM IN THE HEART OF ST KILDA!,21856366,Alaina,,Port Phillip,-37.86706726517484,144.97551788083197,Entire home/apt,125,3,0,,,1,337
+1531131,Architect Designed Welcoming Family Home,8167397,Jaine,,Port Phillip,-37.835109344796436,144.92384988064995,Entire home/apt,995,2,10,2017-01-22,0.23,1,350
+7776141,Heritage home in St Kilda,40909577,Olga,,Port Phillip,-37.859146076736394,144.9818987411295,Entire home/apt,380,1,7,2016-12-17,0.48,1,320
+7841668,Big Comfy Bedroom in St Kilda,41314557,David,,Port Phillip,-37.866068062095394,145.0060777017203,Private room,43,1,0,,,1,0
+9283285,2 Bedroom Apartment in Elwood,48208700,Blake,,Port Phillip,-37.8861056773295,144.99095586319476,Entire home/apt,140,2,0,,,1,0
+16590508,St Kilda 1 bedroom apartment vibrant Acland Street,109412844,Sam,,Port Phillip,-37.867057992568476,144.97795294971198,Entire home/apt,121,2,3,2017-03-19,2.50,1,81
+16885373,"Entire apartment, communal pool, tennis court, gym",85313859,Glenys,,Port Phillip,-37.83179011760743,144.95491517958573,Entire home/apt,121,2,2,2017-03-27,2,1,54
+9414261,Beautiful 3bd family house 5km to city,40437329,Liz,,Port Phillip,-37.84155197198198,144.94351648087067,Entire home/apt,275,2,1,2016-01-24,0.07,1,0
+4007522,Great 4 bdrm home in St.kilda east,20489312,Elizabeth,,Port Phillip,-37.87933799500923,144.9964681318045,Entire home/apt,398,5,0,,,1,0
+534083,MODERN ST KILDA STUDIO APARTMENT,2624960,Karen,,Port Phillip,-37.85752413638328,144.98588724004154,Entire home/apt,89,2,134,2017-02-23,2.53,5,338
+1877569,Oasis in the heart of St Kilda,9778534,Lisa,,Port Phillip,-37.86650918933493,144.9833629168862,Entire home/apt,121,5,1,2016-11-05,0.20,1,0
+17627532,@56Pakington,106817303,Julien,,Port Phillip,-37.86493428573338,144.98927397551066,Private room,60,6,0,,,1,14
+15457096,"Spacious Studio, Port Melbourne - 2 Min to Beach",4002899,Shimeng,,Port Phillip,-37.838933588915694,144.9326485982046,Entire home/apt,149,2,11,2017-02-21,2.01,1,152
+13115687,Bright Elwood/St Kilda beauty 10 mins from beach,389990,Claire,,Port Phillip,-37.88082348357566,144.9932541482494,Entire home/apt,100,5,2,2016-12-28,0.26,1,0
+16276293,Bed and breakfast in st kilda,62341760,Chou,,Port Phillip,-37.8681461805437,144.97996282582065,Private room,145,1,0,,,1,306
+1450889,NL5 1BR split level ultra modern ,1710397,Amanda,,Port Phillip,-37.86814956678791,144.99400843992865,Entire home/apt,199,3,3,2015-04-18,0.11,62,353
+16818972,Close to beach and city,724746,Eliza,,Port Phillip,-37.84618373964136,144.95133735241419,Private room,89,1,0,,,1,77
+16491179,Light-filled modern apt moments from beach & CBD,108294619,Kais,,Port Phillip,-37.86316986230471,145.00933557204442,Entire home/apt,94,2,3,2017-03-22,2.00,1,124
+12821128,Perfect for professionals!,69942112,Shahar,,Port Phillip,-37.88114213975669,144.99575514206046,Private room,28,4,0,,,1,0
+10130345,Charming light-filled 2brm house,51987968,Eileen,,Port Phillip,-37.867793063102845,144.98887543077893,Entire home/apt,222,3,3,2016-05-27,0.21,1,37
+400143,Arcadia St Kilda,1996448,Karen,,Port Phillip,-37.868825342041575,144.97679939366978,Entire home/apt,121,3,53,2017-04-02,0.96,1,283
+4368239,1 Bedroom Stylish CBD Apartment,11166660,Lou,,Port Phillip,-37.83602396959213,144.9747965123391,Private room,90,4,0,,,3,365
+17740091,"New Listing, Brand New House. Grand Prix Ready!",23492379,Peter,,Port Phillip,-37.83051814769324,144.96135008296048,Entire home/apt,575,4,0,,,1,365
+2172759,St Kilda Oasis close to Elwood,10935225,Matt & Melissa,,Port Phillip,-37.865843336127334,144.99083556707998,Entire home/apt,225,2,24,2017-03-22,0.76,1,358
+74959,Blissful Beachside Warehouse,395864,Linda,,Port Phillip,-37.84027741345648,144.93594655031615,Private room,94,2,65,2017-03-28,0.92,2,333
+16619314,Parsons Manor in Elwood,2993788,Steven & Gajia,,Port Phillip,-37.882405356199314,144.9921439482886,Entire home/apt,201,1,2,2017-02-19,1.03,2,337
+12296724,Wifi - Parking - Lift access - Cafe,33544204,Libby,,Port Phillip,-37.86462786296657,144.9839624465367,Entire home/apt,109,2,1,2017-03-31,1,1,286
+3829829,Brand new lux apt view of Albert Pk,2768871,Jan,,Port Phillip,-37.85318587020279,144.98024021255387,Entire home/apt,100,5,11,2016-12-02,0.35,1,363
+11805081,"Alexandra, modern 3 bdr home",40147418,John,,Port Phillip,-37.83898409931806,144.9496587553071,Entire home/apt,299,2,11,2017-01-22,1.04,1,180
+4989296,Port Melbourne Bayside Apartment,176122,Martin,,Port Phillip,-37.843359460313444,144.94437530021364,Entire home/apt,135,5,10,2017-03-07,0.38,1,286
+11575658,Best location in Melbourne+car park,16964856,Bronnie,,Port Phillip,-37.83490433330046,144.97374261077252,Entire home/apt,145,2,14,2017-04-01,1.23,1,199
+11805006,The Retreat Room,62878122,Sandra,,Port Phillip,-37.83956785682332,144.91614451886608,Private room,89,1,2,2016-11-09,0.22,1,364
+17998144,Conveniently located 1BM with views,40830727,Liz,,Port Phillip,-37.8609114980235,144.99266518831686,Entire home/apt,90,1,0,,,1,175
+11706651,Quiet apartment located in the heart of St Kilda,33264857,Paul,,Port Phillip,-37.862283685112104,144.982786852429,Private room,62,1,0,,,1,130
+13116192,Go4 Port Melbourne Apartments,72954488,Jo Anne,,Port Phillip,-37.83882671228775,144.94135266173856,Entire home/apt,110,1,40,2017-03-26,4.03,1,340
+6693100,Room short term in St Kilda,27563147,Raul,,Port Phillip,-37.864948123284975,144.97673064209718,Private room,47,3,2,2017-02-19,0.39,1,354
+14721234,Elwood Townhouse,27302454,Andrea,,Port Phillip,-37.87949363787677,144.98267559665516,Entire home/apt,499,1,1,2016-12-16,0.28,1,275
+4432046,Sea Breeze Apartment right by the Foreshore,760849,Bev,,Port Phillip,-37.84079362707386,144.9365599307744,Entire home/apt,245,3,1,2017-02-08,0.55,51,352
+11640414,Elwood lifestyle |Ground floor |Private courtyard,61709687,Priscilla,,Port Phillip,-37.880457685597676,144.9949031665821,Entire home/apt,119,1,22,2017-02-17,1.75,1,358
+1580620,Resort Style AirBnB Star 2.7k CBD,7100484,Kye,,Port Phillip,-37.834370074395366,144.9703052215133,Private room,80,1,79,2017-03-31,2.01,3,320
+8597423,Light-filled Homely Apartment,18055444,Delphine,,Port Phillip,-37.834271901431904,144.96891638321523,Entire home/apt,201,4,1,2016-03-23,0.08,1,0
+1941008,Beach Apt in St Kilda,9916841,Priscilla,,Port Phillip,-37.868236045386844,144.9791883531718,Entire home/apt,125,3,8,2015-03-30,0.20,1,276
+2039304,Sunny spacious room near BEACH&CAFE,6795911,Samir,,Port Phillip,-37.8803763926694,144.98821048682146,Private room,55,3,3,2016-09-20,0.09,4,274
+1711594,"""Vineyard"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86720728654106,144.97757605073016,Entire home/apt,130,2,64,2017-03-17,1.57,13,356
+9477612,sunny apartment near the beach.,49123266,Veronica,,Port Phillip,-37.86807416757691,144.99307522767063,Private room,41,1,0,,,1,46
+11574732,"Spotless Apt on Chapel, StKilda E",4933654,Lea,,Port Phillip,-37.86225291376124,144.99143295225582,Entire home/apt,110,2,6,2017-02-18,0.48,1,353
+1417716,"Amongst the Poets, central Elwood.",7638031,Marcus,,Port Phillip,-37.873623475362166,144.98874795712447,Entire home/apt,68,2,70,2017-04-01,1.66,1,301
+11421097,Appealing apartment in secure block,48631052,Darren,,Port Phillip,-37.863232065604365,144.9989156462237,Entire home/apt,90,1,4,2017-01-28,0.31,1,1
+11608545,Neat 2 BD & Courtyard StKilda East,1383190,Anthea & Rob,,Port Phillip,-37.87247706652646,144.99558384728556,Entire home/apt,109,2,16,2017-03-26,1.26,1,285
+11804041,"Beautiful house, perfect for GP",27724886,Brett,,Port Phillip,-37.846280615470015,144.96006488312418,Entire home/apt,499,2,0,,,1,365
+5437334,One Bedroom Apartment - All U Need!,28206888,Rebecca,,Port Phillip,-37.862022283720776,144.99893489462823,Entire home/apt,125,4,1,2015-03-30,0.04,1,0
+10089696,Quiet apartment with canal views,19217403,Bryn,,Port Phillip,-37.878479718538486,144.98083597195156,Entire home/apt,121,1,0,,,1,0
+16522041,Middle Park Design Excellence,108642832,Daniel,,Port Phillip,-37.85407403547232,144.96617762315682,Entire home/apt,551,3,0,,,1,90
+13998872,Stylish 2 BDR apartment- great location & reviews!,53374552,Teagan,,Port Phillip,-37.86024067050118,144.99930298115297,Entire home/apt,159,2,17,2017-03-25,2.13,1,157
+16621679,"Spacious bedroom, private bath, central St Kilda",43156759,Vicki,,Port Phillip,-37.864659767505294,144.9782856145775,Private room,110,2,5,2017-03-27,2.03,1,70
+5972039,Beautiful room 5 min from chapel,31003304,Michal,,Port Phillip,-37.86448366381433,144.9954215253633,Private room,50,1,7,2016-05-08,0.30,1,0
+17145907,Memory Foam Pillows and own Private Ensuite,10901646,Jess &,,Port Phillip,-37.83620062017756,144.9468422864519,Private room,75,1,1,2017-03-25,1,1,65
+5414753,1950's classic,28069452,Alexandra,,Port Phillip,-37.886724576216324,144.98900189652076,Entire home/apt,100,7,1,2015-12-07,0.06,1,207
+16424775,Family friendly huge Art Deco flat!,9950740,Bunny & Tom,,Port Phillip,-37.87231219763755,144.9874422861193,Entire home/apt,160,1,1,2017-01-20,0.41,1,293
+5873424,St Kilda Beach Stay,29357730,Sophie,,Port Phillip,-37.86079981513049,144.97367997892988,Entire home/apt,130,2,82,2017-03-26,5.14,1,324
+2546309,Beachside Art Deco Apartment,13037557,Joy,,Port Phillip,-37.87165769295115,144.97743769254475,Entire home/apt,176,3,12,2016-12-30,0.37,1,365
+17243907,"New Modern, Cozy Gem with Rooftop in St. Kilda",15026609,Tabitha,,Port Phillip,-37.86909998970606,144.97942540505522,Entire home/apt,145,2,3,2017-03-11,2.00,1,4
+15572701,Modern Luxury in the Heart of St Kilda,30608233,Frederikke,,Port Phillip,-37.872077763913715,144.98436019603665,Entire home/apt,149,2,10,2017-01-27,1.91,1,78
+11345621,Flat for couples in Albert Park,22089845,Cristina,,Port Phillip,-37.836967611057794,144.96683910125947,Entire home/apt,121,1,9,2017-03-30,0.70,1,178
+10231488,The PERFECT Melbourne escape! Close to the CBD.,25768281,Emily,,Port Phillip,-37.83343989349962,144.96508797039112,Entire home/apt,180,2,16,2017-03-19,1.16,1,84
+4452290,ST KILDA APARTMENT WITH BAY VIEWS,7416015,Seb,,Port Phillip,-37.863124154638804,144.97333492490506,Entire home/apt,83,2,61,2017-03-27,2.15,4,140
+12719709,Room in St Kilda East / Windsor,2086768,Sandra,,Port Phillip,-37.85827747471025,144.99058857292886,Private room,50,1,0,,,1,5
+6823526,Modern bayside apartment in Elwood,6462920,Jane,,Port Phillip,-37.88700815948464,144.9874720150422,Entire home/apt,121,1,37,2017-03-26,2.00,1,259
+15899336,Modern 1 bed spacious apartment,99886790,Tomás,,Port Phillip,-37.854932442434006,144.96402544587056,Entire home/apt,145,5,2,2016-12-29,0.54,1,143
+16357155,Large 2 bedroom apartment in the heart of St Kilda,107113341,Rob,,Port Phillip,-37.86708855273471,144.98193603720276,Entire home/apt,149,4,4,2017-02-22,1.30,1,58
+9869047,Sparkling newly renovated home.,18790014,Peter,,Port Phillip,-37.84732111404113,144.96227649911427,Entire home/apt,149,2,26,2017-03-19,2.11,1,299
+11933372,Big A1 Art Deco Apt. + stunning city & beach views,2136236,Gary,,Port Phillip,-37.85312433653288,144.95895931457778,Entire home/apt,215,3,10,2017-03-26,0.84,4,351
+7214755,"Bright, Sunny, Spacious, Apartment",225096,Jo,,Port Phillip,-37.83993951060082,144.94577129556606,Entire home/apt,149,6,5,2016-03-20,0.32,1,364
+16260235,South Melbourne Artists apartment,106329281,Phillip,,Port Phillip,-37.835930180953056,144.96048375014166,Entire home/apt,140,2,12,2017-03-28,4.93,1,84
+5282812,Self contained apartment in the heart of StKilda!,27350686,Hayden,,Port Phillip,-37.861128574099034,144.9774445364356,Entire home/apt,100,2,104,2017-03-27,4.17,1,329
+5932204,St Kilda Townhouse - Stunning & Entire 3 BRM house,30114986,Julia And Marcus,,Port Phillip,-37.86356541087899,144.9905713230814,Entire home/apt,430,5,9,2017-01-03,0.40,1,358
+3972101,Canal facing apartment in Elwood.,17757159,David,,Port Phillip,-37.8846111690707,144.9907679073446,Entire home/apt,75,21,27,2016-12-11,0.99,1,157
+13868032,Freshly renovated bayside classic,4227449,Chris,,Port Phillip,-37.848819583080235,144.96121918355269,Entire home/apt,495,3,1,2017-01-01,0.32,1,364
+17985365,Seaside,23792435,Pearls,,Port Phillip,-37.84746023500889,144.95116440950872,Private room,79,1,0,,,1,81
+3458216,Spacious & central to St Kilda life,11674305,Julia,,Port Phillip,-37.85848725878632,144.97871507624873,Entire home/apt,176,1,15,2016-02-23,0.45,1,0
+11344855,"Stylish Deco Apt in Best Location+, Marine Parade",59397304,Stephan,,Port Phillip,-37.87154590982076,144.97565456802246,Entire home/apt,149,7,9,2017-03-26,0.73,1,325
+15013452,Stylish Beachside Elwood Apartment,13284030,Emma,,Port Phillip,-37.88409983887984,144.98406978365574,Entire home/apt,180,2,6,2017-01-10,0.94,1,315
+17908908,Loft Penthouse Apt with Rooftop Terrace + Parking,122752805,Dan,,Port Phillip,-37.86095485703422,144.98546226152015,Entire home/apt,180,2,0,,,1,74
+16324128,ELWOOD CHARMED,19352453,Jeremy,,Port Phillip,-37.87979129126474,144.9903373638567,Entire home/apt,55,7,1,2017-02-08,0.55,1,62
+9066725,Nestled between the lake and beach,27024530,Monique,,Port Phillip,-37.85734948105136,144.97139144049993,Private room,69,1,3,2017-03-22,0.18,1,179
+11703639,Beautiful veiws and central,62063395,Ashleigh,,Port Phillip,-37.852516313502086,144.9796527525817,Private room,55,1,30,2017-03-22,3.45,1,253
+15345153,Albert Park Retreat,97851804,Michael & Rosanne,,Port Phillip,-37.84093782840811,144.95718130907193,Entire home/apt,140,2,16,2017-03-25,3.31,1,151
+10458377,"Quaint bayside, modern 1 bed flat.",46763084,Brand,,Port Phillip,-37.83992252570246,144.9398924444172,Entire home/apt,149,1,2,2016-02-21,0.14,1,320
+16848073,Sunny house close to beach & city!,20145954,David,,Port Phillip,-37.863601407655146,144.9789347065067,Private room,69,3,5,2017-03-23,2.14,1,63
+16356549,THE EXCHANGE,91012415,Melissa,,Port Phillip,-37.84083441130534,144.93850918767666,Entire home/apt,201,2,10,2017-04-02,3.23,1,360
+17702902,St Kilda Stay - 1 block to the nightlife & beach!,37547965,Fiona,,Port Phillip,-37.860492208046914,144.9744602161225,Entire home/apt,100,3,0,,,1,0
+5906368,Excellent Elwood,14151887,BRUNE And JOHN,,Port Phillip,-37.87012179317804,144.9841114014037,Entire home/apt,115,2,11,2016-03-23,0.46,1,365
+16326587,Tudor Style Room in Heart of Elwood,106864041,Victoria,,Port Phillip,-37.87398714073097,144.98867289311377,Private room,55,3,3,2017-01-22,0.97,1,49
+15474583,Betula,51645739,Janis,,Port Phillip,-37.859105731281225,144.98295591360397,Entire home/apt,90,1,15,2017-03-25,3.00,2,0
+16588680,Melbourne's best located private room,52974927,Evan,,Port Phillip,-37.83095109077731,144.96866420996986,Private room,145,1,13,2017-04-02,5.27,1,77
+11280258,Bright Apartment on beach w WiFI,9173051,Christine,,Port Phillip,-37.86144071836332,144.97251834634437,Entire home/apt,121,2,23,2017-03-30,1.88,6,181
+15015203,Surfnturf Homestay - beach and cafes!,74297858,Donna,,Port Phillip,-37.859301610722156,144.97704779163433,Entire home/apt,94,1,13,2017-03-26,5.49,1,46
+7925633,Designer & Modern 2BD PAD *WIFI + PARKING,1739996,Paul,,Port Phillip,-37.85799484336278,144.98110204263006,Entire home/apt,100,2,61,2017-03-21,3.10,42,84
+171291,On the Beach. Melbourne Beach Front,503485,Carmen,,Port Phillip,-37.85290675391162,144.960490187533,Entire home/apt,201,2,7,2016-03-31,0.40,1,0
+5774594,Elwood Beach 2 bedroom Apartment.,29830607,Cassandra,,Port Phillip,-37.885726317346375,144.98302757526133,Entire home/apt,140,2,13,2017-01-15,0.63,1,0
+13768776,Cosy home on Chapel,36245430,Wayne,,Port Phillip,-37.8620029869106,144.99068211508134,Entire home/apt,94,3,8,2017-03-20,1.13,1,11
+13441076,Private Room in South Melbourne.,75849711,Jake,,Port Phillip,-37.833885384592854,144.97084573073911,Private room,60,2,2,2016-07-17,0.22,1,0
+11426137,Perfect Place To Stay Port Melbourne,54279306,Angelo,,Port Phillip,-37.842321180742715,144.93925991879604,Entire home/apt,195,2,18,2017-03-05,1.54,1,341
+17499131,Beach Classic,93759457,Melinda,,Port Phillip,-37.88495442910668,144.9865640100361,Entire home/apt,174,1,1,2017-03-04,1,1,0
+8329177,Sunny St Kilda Classic. *Wi-Fi; Parking; Heating,28593214,Elaine And Paul,,Port Phillip,-37.87194025138964,144.98128973560577,Entire home/apt,180,2,41,2017-03-25,2.67,1,313
+13244351,Unlock the heart of St Kilda,74433443,John,,Port Phillip,-37.858762004703735,144.975023458181,Entire home/apt,100,1,5,2016-12-23,0.55,1,262
+15734684,Apartment stay in sunny St Kilda!,5066061,Kate,,Port Phillip,-37.86568673746496,144.9903725304462,Private room,69,3,0,,,1,62
+11442062,Coventry House central with a twist,60139728,Sally,,Port Phillip,-37.831668196744,144.95918405395656,Entire home/apt,149,2,29,2017-01-12,2.37,1,219
+890726,St Kilda Beach jewel box,2423998,Kristina,,Port Phillip,-37.8629349099943,144.97299142364236,Entire home/apt,85,3,115,2017-03-30,2.28,1,334
+2387603,"Modern 2 bed, beach, cafes & bars! ",12197379,Bianca,,Port Phillip,-37.86954543737903,144.97684839476474,Entire home/apt,170,2,18,2017-03-05,2.54,2,334
+17080363,+Entire Art Deco home in the heart of St Kilda.,44468548,Johannes,,Port Phillip,-37.86243745048372,144.97636539635633,Entire home/apt,250,1,1,2017-03-25,1,1,81
+8003600,"Spacious, Bright & Charming home - Great Location",2507745,Frank,,Port Phillip,-37.862000042376145,145.00875782281838,Entire home/apt,149,2,34,2017-02-13,1.84,1,337
+16833199,"Spacious apartment, 5 mins to beach",26556554,Kate,,Port Phillip,-37.83923088441123,144.94134641008682,Entire home/apt,155,2,3,2017-03-19,1.36,1,33
+12682094,Cosy 1 bedroom apartment available,24378725,Yvonne,,Port Phillip,-37.858503338144125,144.98602873837095,Entire home/apt,80,1,6,2017-03-26,1.38,1,179
+14128258,"A1! City, Beach, Work, Play!",2194697,Howard,,Port Phillip,-37.8365750114777,144.94177593353317,Entire home/apt,145,3,16,2017-03-31,1.89,1,169
+17486808,Simply Stunning in Sth Melbourne: BEST Location,44245810,Shannon,,Port Phillip,-37.837562808982,144.94906253487488,Entire home/apt,180,2,3,2017-03-25,3,1,56
+8229846,Fabulous views of the sea,24910521,Robyn,,Port Phillip,-37.844549096419804,144.94316012646533,Entire home/apt,149,1,29,2017-02-25,1.57,1,299
+529347,Bohmemian Luxury in the Golden Mile,2601127,Alyce,,Port Phillip,-37.875483756380476,144.9778176019936,Entire home/apt,119,2,63,2017-02-05,2.63,1,356
+529339,Luxury Penthouse Near StKilda & CBD,2600707,Alan,,Port Phillip,-37.846995039498765,144.9621357741135,Private room,165,3,6,2015-03-17,0.12,3,122
+10752945,Very Cool Bayside Retreat,55599089,Georgie,,Port Phillip,-37.88030037726286,144.9909803361859,Entire home/apt,290,7,5,2017-01-18,0.82,1,183
+16966439,2 Bedroom Apartment in Port Melbourne,97832084,Mallory,,Port Phillip,-37.84126045511171,144.93890884567583,Private room,66,1,0,,,1,0
+13266415,LEROY Apartments 140;Stunning 1BD Luxury Apartment,47615308,Dana,,Port Phillip,-37.865111153623154,144.98935394467594,Entire home/apt,145,3,7,2016-12-07,0.83,4,362
+16134707,Studio Alouette,44902479,Robyn,,Port Phillip,-37.84364293980197,144.94957913757244,Entire home/apt,149,1,12,2017-04-01,7.83,1,148
+529300,St Kilda 1 Bedroom Apartment,2600707,Alan,,Port Phillip,-37.86309654716126,144.98391892958705,Entire home/apt,93,1,9,2015-11-12,0.21,3,323
+1807191,Great Pad in the heart of St Kilda,2058617,Stay With Style,,Port Phillip,-37.869074865518435,144.9790427848578,Entire home/apt,110,4,30,2017-02-26,0.76,24,300
+1446725,St Kilda Oasis near Bars and Beach,607624,Jessie,,Port Phillip,-37.86333614452584,144.98021370777428,Private room,76,1,12,2017-03-18,0.31,1,237
+13144889,Single room queen size bed 5 min from the city,18923227,Michael,,Port Phillip,-37.841845661716256,144.94073946343943,Private room,94,1,16,2017-03-26,2.93,1,365
+9640465,Stylish living St Kilda Beach +wifi,49852062,Edem,,Port Phillip,-37.86535153369473,144.98483892721117,Entire home/apt,140,5,14,2016-12-16,0.92,1,364
+11187859,South Melbourne Resort Living,10144699,Mark,,Port Phillip,-37.83471630592315,144.97088064334795,Entire home/apt,149,2,48,2017-03-26,3.87,1,132
+17406104,1 Bed Moments from the action in Sunny St. Kilda.,117687493,Maureen,,Port Phillip,-37.86549494290718,145.0017668948731,Private room,50,2,3,2017-03-15,2.25,1,359
+694376,"STK802 2BR and balcony, St Kilda",1710397,Amanda,,Port Phillip,-37.8597293673654,144.98316239297117,Entire home/apt,249,3,5,2016-09-25,0.15,62,172
+17078340,Modern Bayside ST KILDA Apt - 20min tram to city!,67275695,Helen,,Port Phillip,-37.86385468051539,144.9889782328343,Entire home/apt,90,2,8,2017-03-30,6.00,1,119
+11146755,'Bienvenue' 2 BR Lvl 13 Apt with views & car space,57934565,EllecorHolidayHomeManagement&Lou,,Port Phillip,-37.83998209060537,144.97625830790395,Entire home/apt,119,2,59,2017-03-26,4.30,1,152
+2463215,Luxury Warehouse Apartment,12596611,Tarni,,Port Phillip,-37.84034909546609,144.935423767089,Private room,94,2,67,2017-03-30,1.81,1,259
+628156,Port Melbourne with 5 star reviews!,3119669,James,,Port Phillip,-37.84181137672664,144.93759339401325,Private room,75,2,49,2017-03-16,0.89,2,73
+17667521,Charming + Big Studio facing Park,17493129,Dina,,Port Phillip,-37.85449960283792,144.98059776778013,Entire home/apt,100,3,0,,,1,60
+10196369,"St Kilda Beach, 15 minute tram to Docklands/City",4694773,Kaye,,Port Phillip,-37.85882315310188,144.9796568842961,Private room,60,1,17,2017-03-28,1.18,1,90
+6722954,The Beach Retreat sale 30% off!,35204546,Nirav,,Port Phillip,-37.844197422576514,144.94277588154787,Entire home/apt,680,1,6,2016-10-28,0.41,1,364
+15504142,St Kilda Living Hostel,98860108,Charlie,,Port Phillip,-37.85434268269191,144.9833185432392,Shared room,30,7,2,2017-03-23,0.87,3,365
+9868014,"Warm, Inviting & Close to it all!",1853683,Christian,,Port Phillip,-37.8321649261489,144.9684427989818,Private room,75,1,112,2017-03-30,8.44,1,44
+17371911,Modern 1BD Albert Park Apt + Wi-Fi,49687297,Josh,,Port Phillip,-37.85017031117673,144.97876101814148,Entire home/apt,180,2,3,2017-03-30,3,1,142
+4035283,South Melbourne Escape,20922366,Vic,,Port Phillip,-37.83496483264362,144.96382739727318,Entire home/apt,220,3,19,2017-03-19,0.68,2,320
+9949083,Rooftop Picturesque Beach View Apt.,32035324,Simon,,Port Phillip,-37.869043585004576,144.9819077145298,Entire home/apt,138,5,2,2016-03-30,0.13,1,0
+3414511,Room in Modern St Kilda Road Apt,15265157,Matt,,Port Phillip,-37.854236694971426,144.98180479798268,Private room,79,2,31,2017-03-07,1.10,2,355
+14096888,"Luxury corporate apartment, St Kilda Rd precinct",84838940,Ellie,,Port Phillip,-37.84587592269748,144.97781662827282,Private room,115,2,3,2016-11-19,0.48,1,90
+10459462,"Modern 1BR apartment, Sth Melbourne",9822196,Vanessa,,Port Phillip,-37.83391523220943,144.96933859007322,Entire home/apt,107,2,15,2017-01-23,1.02,1,149
+11147589,"Rosie, sunny and warm 2 BEDROOM in St Kilda",7509953,Linton,,Port Phillip,-37.870174123538625,144.9819188957869,Entire home/apt,160,2,11,2017-02-06,0.83,70,336
+2660624,Room available Inner City - home away from home!!,12399764,Maria,,Port Phillip,-37.84073508459688,144.97692563609283,Private room,69,1,2,2015-05-10,0.08,1,365
+17111290,Single bed in share room with private bathroom,94279805,Anna,,Port Phillip,-37.83354235997152,144.9727618539824,Shared room,25,2,0,,,3,0
+8198358,St Kilda georgian terrace house,43242186,Mary,,Port Phillip,-37.86126439910609,144.97901969714025,Entire home/apt,201,14,13,2016-01-24,0.69,1,0
+6493195,ST KILDA STUDIO + WIFI & CAR PARK,7416015,Seb,,Port Phillip,-37.86287446981222,144.98110699257236,Entire home/apt,98,3,59,2017-04-01,2.64,4,131
+8590344,"Beach, City, Pool, Gym & Melbourne",3929156,Ray,,Port Phillip,-37.843801072968255,144.94336626160595,Entire home/apt,145,2,18,2017-03-31,3.10,1,312
+9083346,Formula 1 Grand Prix - 2 bed beach-pad !!,13650170,Alfie,,Port Phillip,-37.88306392241812,144.9861215161003,Entire home/apt,195,1,10,2017-01-23,0.73,2,365
+9673165,"Beautiful Modern 2 Bed, 2 Bath Appt",49983427,Julie,,Port Phillip,-37.85292429679301,144.97900890007355,Entire home/apt,121,4,1,2016-11-30,0.24,1,0
+14227864,Spacious Queen Room with En Suite and Balcony,32474305,Joanna,,Port Phillip,-37.85955271042648,144.999533757944,Private room,50,5,0,,,1,0
+5970283,Sunny Private Room,30993349,William,,Port Phillip,-37.8652402525839,144.98882153439715,Private room,69,365,11,2015-11-14,0.49,3,364
+8524445,Cosmopolitan Beach apt,533795,Lisa,,Port Phillip,-37.86056227786224,144.97338994993132,Entire home/apt,104,3,16,2017-03-24,0.99,2,164
+3641797,LUXICO - Deakin St (St Kilda West),11914644,Luxico Holiday Homes,,Port Phillip,-37.85875691869403,144.97054612161,Entire home/apt,423,5,4,2016-12-29,0.16,58,135
+11145655,"The Guardian of Mitford, St Kilda",3348263,Adam,,Port Phillip,-37.87148998988051,144.98033714965035,Entire home/apt,115,2,46,2017-03-26,4.08,1,248
+16290238,Creative Victorian front room overlooking garden,106567420,Chris,,Port Phillip,-37.83580159879081,144.95056171083885,Private room,88,2,0,,,1,86
+4048243,3 double bedroom spacious house,14922750,Richard,,Port Phillip,-37.87151482093285,144.99665978521296,Entire home/apt,349,3,26,2017-03-26,0.87,1,337
+9376117,Fabulous location on St Kilda Beach,48646957,Lyndon,,Port Phillip,-37.859161497759644,144.97219098358323,Entire home/apt,100,2,27,2017-03-26,1.83,1,100
+4919647,CBD Master Room Sea View - Yours!,25338717,Jannett,,Port Phillip,-37.835149655418114,144.97024014523075,Private room,121,3,6,2016-03-23,0.23,1,338
+8393038,2 Bedroom Apartment in St Kilda,44224852,John,,Port Phillip,-37.85999898500129,144.98145274542418,Entire home/apt,127,1,11,2017-03-12,1.17,1,365
+13963584,"Stunning Apartment Beach Frontage, 10 min to CBD",83217274,Yvonne,,Port Phillip,-37.83834249843061,144.92775236899746,Entire home/apt,300,2,21,2017-02-08,2.40,1,337
+15503662,St Kilda Living Group Bookings,98860108,Charlie,,Port Phillip,-37.85342276244489,144.98305202812708,Private room,30,4,7,2017-01-25,1.48,3,361
+4755721,"""Palais"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86793606560589,144.97931220245874,Entire home/apt,130,2,52,2017-03-10,1.90,13,354
+17305859,Cozy Art Deco gem right near beach!,116748891,Michelle,,Port Phillip,-37.88780164147519,144.9847536215191,Entire home/apt,117,3,0,,,1,2
+856294,Studio Windsor [Melbourne],747841,Rudy,,Port Phillip,-37.850688876460076,144.98226904131764,Entire home/apt,100,2,127,2017-02-11,2.83,1,192
+8294637,MERLOT: Unbeatable Views of St Kilda & the Bay!,5383441,"Amy, Gareth & Dan",,Port Phillip,-37.86794221264296,144.97729961475696,Entire home/apt,176,2,48,2017-03-17,2.60,32,315
+9736427,"Super Size & Interior + Location: Beach,Park,Cafes",2136236,Gary,,Port Phillip,-37.85191893132399,144.95972533987376,Entire home/apt,235,3,18,2017-03-01,1.46,4,205
+10555609,Beautiful 1BR Art Deco apartment,54443776,Cameron,,Port Phillip,-37.84388005892596,144.97684308416987,Entire home/apt,125,2,4,2017-03-26,0.32,1,273
+15536335,Modern central apartment in the heart of St Kilda,98097437,Aaron,,Port Phillip,-37.86647407683531,144.98749095341952,Entire home/apt,94,2,6,2017-03-25,1.48,1,12
+16924661,"Spacious, comfy, quiet with amazing courtyard!",48807897,Paula,,Port Phillip,-37.86094500225254,144.99833229175002,Entire home/apt,149,2,1,2017-03-26,1,1,139
+15044738,4 Bedroom family home in the heart of St Kilda,33644693,Joy,,Port Phillip,-37.87004043619443,144.9822567983357,Entire home/apt,350,3,6,2017-03-26,1.94,1,52
+10555504,Self contained studio apartment.,21725698,Andrew,,Port Phillip,-37.85194238943498,144.96250032399544,Entire home/apt,149,2,13,2017-03-27,0.94,1,352
+2527326,Tuscany in Albert Park Melbourne,12942356,Cathy,,Port Phillip,-37.84261347002703,144.95706520162628,Entire home/apt,140,2,63,2017-03-26,1.70,1,343
+13537376,AMAZING 2BD ST KILDA RETREAT *WIFI & PARKING,1739996,Paul,,Port Phillip,-37.859087792714725,144.98014230361514,Entire home/apt,100,2,42,2017-03-30,4.34,42,162
+18026599,1 Bedroom Art Deco Apartment in the <3 of St Kilda,2804507,Berto,,Port Phillip,-37.86711495545714,144.9789621749772,Entire home/apt,102,1,0,,,1,337
+15470694,Stunning Spacious Heritage House LARGE GROUPS 30+,19139083,Jay,,Port Phillip,-37.858459428640714,144.98517893638865,Entire home/apt,1000,3,0,,,8,365
+9352215,Lovely Port Melb Apt with Parking,1219736,Heather,,Port Phillip,-37.83742409640384,144.93807684008019,Entire home/apt,110,2,21,2017-02-12,1.29,1,159
+5079735,"St Kilda Beach, Sea Views, Relaxed City Lifestyle",13081441,Ro,,Port Phillip,-37.85720808559858,144.9692500946979,Entire home/apt,121,3,25,2017-03-26,0.94,1,89
+6885462,Private room w Kingsize bed in big oldElwood House,31897546,Mick,,Port Phillip,-37.874711104327794,144.98979518751128,Private room,100,1,1,2017-02-25,0.79,1,59
+2756669,Beautiful townhouse by the bay,14058807,Danni,,Port Phillip,-37.88566037662702,144.98641909722383,Private room,94,1,1,2016-07-27,0.12,1,364
+5050420,Spacious 2 bedroom apartment!,20867394,Jonathan,,Port Phillip,-37.835272957456965,144.97429776245093,Entire home/apt,170,2,9,2017-01-22,0.87,1,50
+3346480,Victorian house on city's doorstep,7118810,Carolin,,Port Phillip,-37.84288089658596,144.95839173806084,Entire home/apt,499,7,1,2015-01-03,0.04,1,0
+6427245,Beautiful room 2 streets from beach,15213135,Tessa,,Port Phillip,-37.8540611062689,144.96616419568534,Private room,140,1,3,2016-02-14,0.16,2,365
+16945756,Spacious Art Deco Apartment a stroll to the Beach,113283926,Peter,,Port Phillip,-37.85575328164109,144.96414461376213,Entire home/apt,101,2,4,2017-02-26,2.14,1,0
+14362699,Cute and Cosy Studio Apartment,39682178,Tracey,,Port Phillip,-37.863425373975865,145.00579064253702,Entire home/apt,98,2,30,2017-03-22,3.83,1,124
+15208933,Beach Beauty,96137876,Alison,,Port Phillip,-37.858596925676665,144.96943243498566,Entire home/apt,100,2,28,2017-03-22,4.75,1,153
+4395174,IDEAL BASE FOR FAMILY,22816508,Neville,,Port Phillip,-37.85757622697445,144.96768475473718,Entire home/apt,250,7,3,2016-01-21,0.20,1,0
+5050519,Beautiful huge room St Kilda West,26075719,Karen,,Port Phillip,-37.85542472623525,144.97069347344947,Private room,97,2,51,2017-03-26,1.96,1,167
+17830041,Bayside Port Melbourne Townhouse,113634610,Colleen,,Port Phillip,-37.840987400947384,144.94601446091005,Private room,100,2,1,2017-03-29,1,2,164
+12683382,Courtyard Quiet Wifi Tram to CBD,49532983,Emily,,Port Phillip,-37.87416534306692,144.99011176800107,Entire home/apt,160,1,25,2017-03-28,2.80,1,339
+15435878,Apartment 1,86440412,Hayley,,Port Phillip,-37.867954936987836,144.97945938688974,Entire home/apt,60,7,2,2017-02-25,1.28,5,107
+9865317,Modern Bayside Apartment,50772703,Michelle,,Port Phillip,-37.842146910131305,144.94004007362375,Entire home/apt,149,3,0,,,1,0
+13790219,Treetop beachpad - Elwood,1701329,Ginny,,Port Phillip,-37.88656103753002,144.98338732983697,Entire home/apt,128,2,37,2017-03-19,4.25,1,98
+9242689,Centrally Located Victorian Cottage,5079173,Laura,,Port Phillip,-37.833210456708706,144.96533751402342,Private room,85,1,6,2017-03-26,0.37,1,364
+15566909,Cosy and sunny room in 4BD house,93139813,Gladys,,Port Phillip,-37.862015702997084,145.0100297883955,Private room,50,1,3,2017-01-29,0.61,1,261
+13535277,Location Location!! Light spacious St Kilda gem,9110085,Tara,,Port Phillip,-37.86874129148317,144.99083666837592,Private room,100,1,0,,,3,75
+3901481,"Clean&crisp, modern living, Prahran",20203186,Jennifer,,Port Phillip,-37.852590626562886,144.98182512269665,Private room,69,1,0,,,2,351
+16537264,Best luxury location in Melbourne,84022888,Elia,,Port Phillip,-37.84695208888099,144.97787473599294,Shared room,250,2,0,,,2,91
+5572617,Inner-city Townhouse ,28892978,Pauline,,Port Phillip,-37.83449862668852,144.9626718460114,Private room,400,1,0,,,1,365
+2033648,Sunny Bedroom in leafy Elwood Beach,10439197,Emma,,Port Phillip,-37.88108476651865,144.98298581438985,Private room,66,1,34,2017-03-27,0.87,2,364
+2099179,Clean & comfy - your home away from home,2831931,Duane And Dave,,Port Phillip,-37.859087191104365,144.9971186761287,Private room,30,2,51,2017-03-26,1.31,1,330
+15009774,Studio Apartment Melbourne,65822717,Shannan,,Port Phillip,-37.83475528207714,144.96996075856134,Entire home/apt,109,3,2,2017-02-21,0.37,2,0
+6391670,Elegantly appointed townhouse,19075304,Rosemary,,Port Phillip,-37.83314594562964,144.94118765262928,Private room,73,1,47,2017-02-12,2.14,2,337
+2229375,Stylish Elwood House,11370441,Faith,,Port Phillip,-37.875623044190654,144.9782056233109,Entire home/apt,260,4,22,2017-03-30,0.60,1,363
+15500285,Melbourne beachside apartment,45421084,Christine,,Port Phillip,-37.866086046261636,144.98730635760424,Entire home/apt,130,2,1,2017-02-05,0.52,1,343
+12978746,Modern City Aparment,3520616,Emily,,Port Phillip,-37.84011052732742,144.97657559299094,Entire home/apt,94,2,4,2017-03-26,0.38,1,173
+9964061,Designer award winning apartment!,51202558,Fernando,,Port Phillip,-37.830293735268135,144.97012705731782,Entire home/apt,180,4,1,2016-01-03,0.07,2,0
+1719706,2 Bed 3 Bath Right on the Beach WOW. Great Value.,3364488,Dr Fred,,Port Phillip,-37.88163155751692,144.97666142801555,Entire home/apt,199,3,69,2017-03-16,1.62,1,301
+15665654,Amazing Melbourne location: between sea and city,19257193,Xavier & Charlotte,,Port Phillip,-37.841429901914104,144.94024514249014,Entire home/apt,140,7,2,2017-01-01,0.40,1,123
+13348966,"Bayside Bliss... Cafes, Beach, Park and Lifestyle",75664070,Marissa,,Port Phillip,-37.88578201287143,144.98718807233965,Entire home/apt,75,10,1,2016-07-30,0.12,1,0
+9079133,BEACHSIDE LUXURY LOFT APARTMENT,20195720,Angeline & Richard,,Port Phillip,-37.86069228600981,144.97326185862042,Entire home/apt,105,2,92,2017-03-26,5.31,1,342
+10914158,Pick on Pickles Port Melbourne 3 BR,56571707,Christine,,Port Phillip,-37.84235911618671,144.9446223901893,Entire home/apt,201,1,4,2016-05-04,0.31,3,0
+8292713,Port Stay One ArtDeco Modern 1 Brm,3406836,Sheree,,Port Phillip,-37.84197012939593,144.94529630875428,Entire home/apt,130,4,14,2017-02-24,0.76,2,141
+10127679,"Modern, inner city beach apartment (room)",1227278,Danielle,,Port Phillip,-37.859236041870865,144.98060541429552,Private room,50,4,13,2017-03-04,0.96,1,16
+2132281,St Kilda - Funky,10492171,Jan,,Port Phillip,-37.87053054028753,144.9869021028828,Entire home/apt,121,2,16,2015-06-28,0.56,1,0
+17238301,St Kilda Tree House- Wifi + Parking,19139083,Jay,,Port Phillip,-37.85830091440249,144.98391689100495,Entire home/apt,149,3,4,2017-03-26,3.08,8,251
+12232735,Private Studio on steps of the CBD,65822717,Shannan,,Port Phillip,-37.834485160261856,144.96818725830204,Entire home/apt,100,3,3,2016-10-31,0.53,2,0
+13437130,Quiet Apartment Space in St.Kilda Road,51593776,Lennard,,Port Phillip,-37.851607835160635,144.97901860017421,Private room,55,1,25,2017-04-02,2.72,1,13
+17893566,Large Room with 2 Beds in Central St Kilda,81767035,Justin,,Port Phillip,-37.86630470736587,144.99004660427403,Private room,55,3,0,,,2,179
+17755165,Local gem in the heart of St. Kilda,121162569,Robert,,Port Phillip,-37.86765294556879,144.98644576577104,Private room,60,1,1,2017-03-28,1,1,360
+6916242,Luxury penthouse beach & city views,27931463,Sarah,,Port Phillip,-37.85797326334569,144.98061594815982,Entire home/apt,80,1,12,2016-09-22,0.58,1,315
+16057259,"Light filled, spacious apartment on the beach!",4845173,Marf,,Port Phillip,-37.88475741443299,144.98245288582496,Entire home/apt,149,2,2,2017-01-21,0.79,1,0
+15821745,Sunsets in the eclectic emporium,46415577,Elen,,Port Phillip,-37.87228146639279,144.97720929459223,Private room,83,1,8,2017-02-26,2.22,3,208
+17334894,Lovely large room South Melbourne,117058947,Rebecca,,Port Phillip,-37.83466472747637,144.95853968678563,Private room,92,1,5,2017-03-26,5,1,176
+17793617,Beachside Elwood Art Deco,6529145,Lisa,,Port Phillip,-37.88631213363988,144.9914808090612,Entire home/apt,195,7,0,,,1,38
+1540666,Great location! Stylish & Bright!,8213156,Margaret,,Port Phillip,-37.866394440314046,145.00045123075498,Private room,68,1,42,2017-03-22,1.58,2,356
+4850204,Charming 2 Bedroom Terrace With Contemporary Twist,760849,Bev,,Port Phillip,-37.83402733850281,144.95618433286833,Entire home/apt,359,3,4,2017-03-18,0.24,51,312
+8847866,801 Luxury Breath Taking View FULLY FURNISHED!,46332563,Ilana,,Port Phillip,-37.85629020068511,144.98281688552808,Entire home/apt,130,7,14,2017-03-17,0.78,2,347
+11700001,Large Family Home - Port Melbourne,38436336,Emma,,Port Phillip,-37.83500759081378,144.9303904922868,Entire home/apt,450,7,1,2016-12-30,0.32,1,19
+9438958,Amazing 2 Bedroom Apartment,48921488,Alexander,,Port Phillip,-37.861724120279234,144.97449829083595,Entire home/apt,100,2,11,2016-10-16,0.71,1,0
+4953789,East St Kilda great for Grand Prix,24715162,Peter,,Port Phillip,-37.87241082191323,144.99703142303403,Private room,90,2,6,2017-03-27,0.24,1,301
+4766900,Great St Kilda East Apartment,24593102,Dan,,Port Phillip,-37.86576356970314,144.99457797272635,Private room,85,1,3,2016-12-19,0.13,1,365
+18024130,Luxury house Balaclave,26555183,Ofir,,Port Phillip,-37.869049688828845,144.99525612948455,Entire home/apt,300,3,0,,,1,89
+9696603,Beachside Apartment - Elwood,32155333,Brett,,Port Phillip,-37.88498244730562,144.98296126240842,Entire home/apt,130,3,0,,,1,0
+9668238,BAY VIEW brand new Apartment 1307,47823384,JoJo,,Port Phillip,-37.85597394889304,144.98263644928156,Entire home/apt,139,1,133,2017-03-27,8.23,5,347
+7734702,"Art Deco, quiet, Close to Everything!",19328930,Liam,,Port Phillip,-37.87446413370311,144.98816868897956,Entire home/apt,149,5,1,2015-10-28,0.06,1,0
+5539233,"St Kilda Beach Pad - Sea views, relaxed, beachy",6102739,Adam,,Port Phillip,-37.85686447102071,144.96830150052665,Entire home/apt,110,4,11,2016-12-14,0.45,1,218
+16651839,Private room in centrally located apartment,97728916,Brid,,Port Phillip,-37.8289057164123,144.9575941246619,Private room,60,1,3,2017-03-18,1.17,1,1
+2393447,Modern St Kilda Apartment,2453529,Hugh,,Port Phillip,-37.858593573422866,144.98099594340349,Entire home/apt,110,3,16,2017-03-26,0.60,1,114
+16483654,Byron Bay meets Bali in St.Kilda,103718453,Carla,,Port Phillip,-37.86494465221424,144.9781611216605,Entire home/apt,300,2,5,2017-03-26,2.68,1,78
+8357115,Stunning Beach Apartment!,10708254,Melissa,,Port Phillip,-37.86836409801196,144.97869137270627,Entire home/apt,121,1,100,2017-03-29,5.38,8,88
+15762696,Beautiful Art Deco Apt. 5min Stroll To The Beach.,1440068,Matt,,Port Phillip,-37.874947982505574,144.98668452415387,Entire home/apt,191,2,4,2017-01-01,0.88,1,364
+9465647,Port Melbourne With City Views,3977833,Hannah,,Port Phillip,-37.839038404057014,144.93916682808404,Private room,69,1,54,2017-03-26,3.35,1,79
+12028321,"Inner City House, Close to Beach",55727415,Wendy,,Port Phillip,-37.83919479637908,144.94520925289095,Entire home/apt,350,4,0,,,1,0
+657209,** Cute Studio on Chapel St **,721348,Living Like Locals,,Port Phillip,-37.85985319686289,144.990926720646,Entire home/apt,93,3,25,2017-03-29,0.48,5,317
+3490097,Light and Airy Modern Flat,9584509,Claire,,Port Phillip,-37.88612942555585,144.99169038710673,Entire home/apt,93,2,71,2017-03-22,2.13,2,362
+2426659,"""Beach House"" - Pearl Apartments",9028154,Joe,,Port Phillip,-37.86431079824773,144.97473588313807,Entire home/apt,100,2,68,2017-01-14,2.01,13,337
+12878288,Charming and cosy bayside family home,3159963,Clayton,,Port Phillip,-37.875299535624585,144.9882547875945,Entire home/apt,145,2,7,2016-12-31,0.72,1,62
+10158186,Large room in St Kilda this summer,27970389,Achint,,Port Phillip,-37.867320428232226,144.98377997581343,Private room,50,1,0,,,1,0
+2785372,By the Bay with great city views,14247680,Pam,,Port Phillip,-37.83972394173965,144.94035903779726,Entire home/apt,220,5,19,2017-03-21,0.58,1,54
+3233123,Modern 1BR Apartment St Kilda East - LOCATION A++,2541313,Boris,,Port Phillip,-37.860990300927156,144.99864455529996,Entire home/apt,75,2,1,2016-12-27,0.31,1,0
+5538585,"Designer Apartment, Great Location",23175150,Randy,,Port Phillip,-37.83579627776684,144.9688842909011,Entire home/apt,80,1,58,2017-03-31,2.32,1,323
+11763961,Middle Park - City/Beach Views (Business/Holiday),62613682,Tamara,,Port Phillip,-37.85337666885784,144.96165932930379,Private room,100,2,0,,,1,0
+11829362,Queen Bedroom in a beautiful Elwood townhouse!,5794658,Sophie,,Port Phillip,-37.877197400759904,144.9830365401499,Private room,80,1,1,2016-08-06,0.12,1,180
+16018594,*Quiet City Studio* WIFI | Parking | CITY/MCG walk,7110520,Tori,,Melbourne,-37.814002526698204,144.99032255015507,Entire home/apt,110,1,28,2017-03-31,7.30,1,6
+15989833,Modern Private Room near SkyBus (FreeTramZone),102567336,Adrianne,,Melbourne,-37.81531856820081,144.95366438685474,Private room,70,1,23,2017-03-29,5.27,3,105
+17718653,1 Bedroom in Docklands,106950152,Chetana,,Melbourne,-37.82113178006874,144.95113075697722,Private room,100,2,0,,,1,90
+8908008,Peaceful safe & close to everything,894925,Barbara,,Melbourne,-37.82716081348705,144.96725657530936,Private room,85,2,32,2017-01-29,1.80,1,174
+15946329,Room with double bed,35550358,Tash,,Melbourne,-37.79140304407715,144.92767784616032,Private room,39,1,3,2017-02-27,1.34,1,48
+13102141,southbank tower,38328312,Sona,,Melbourne,-37.823621567133046,144.9607010738926,Private room,35,3,0,,,1,0
+1936710,Private room in Heritage Building,2812963,Medley,,Melbourne,-37.80637967598842,144.9685349658866,Private room,69,1,8,2016-07-16,0.20,5,71
+13175290,Southbank room with amazing views,40630183,Laura,,Melbourne,-37.82811562579283,144.95805695760612,Private room,98,2,6,2017-02-12,1.15,1,0
+17992714,What's going to my house,123630465,July,,Melbourne,-37.81455575051234,144.96230224459404,Private room,72,1,0,,,1,173
+10579002,Two Bedrooms in Melbourne's CBD!,16685808,Gus And Feng Feng,,Melbourne,-37.815296769159865,144.96542380552788,Entire home/apt,164,2,55,2017-03-11,4.20,2,295
+13659210,Metro Apartments on Bank Place,79377368,Harsha,,Melbourne,-37.81710994986122,144.9600935775862,Private room,185,1,0,,,1,84
+15330690,Fantastic CBD location Free carpark,95545673,Janelle,,Melbourne,-37.8211197696624,144.96679456447424,Private room,100,1,0,,,3,3
+2878797,Great location. 2 Br. Apartment. ,14713578,Miri,,Melbourne,-37.821745301111655,144.96544789300836,Entire home/apt,175,4,20,2017-01-29,0.62,1,305
+16479973,Prima Pearl Southbank,37181360,Shannan & Sasha,,Melbourne,-37.82366186751162,144.96203781178258,Entire home/apt,135,7,0,,,20,0
+17276428,Mel Accommodation right in the heart of Collins St,48099677,Kimmey,,Melbourne,-37.815523643768394,144.96653970640534,Private room,67,3,0,,,1,0
+12554827,private bedroom but not window,68041712,Ye,,Melbourne,-37.810458156931055,144.96405008895104,Private room,41,1,0,,,1,0
+17656920,UrbanMinder @ La Trobe Tower (2BR) II,47763720,UrbanMinder,,Melbourne,-37.81125024796155,144.9604554240217,Entire home/apt,180,2,1,2017-03-25,1,23,345
+870066,Resort style stay in the City,4585163,Elena & Michael,,Melbourne,-37.82606678416143,144.9689518214963,Entire home/apt,170,5,78,2017-03-14,1.53,1,341
+15134106,UrbanMinder @ Platinum II,47763720,UrbanMinder,,Melbourne,-37.82804181335043,144.9582992826938,Entire home/apt,300,2,7,2017-02-22,1.39,23,195
+535813,Smart Artz Gallery - Venue Hire,2633177,Sharon,,Melbourne,-37.814082738210104,144.96933356933835,Private room,1650,1,0,,,1,365
+9136603,Stylish Apartment -Amazing Location,34875238,Nico Apartments,,Melbourne,-37.82627035116284,144.9571298378425,Entire home/apt,160,2,27,2017-03-06,1.60,13,154
+17948846,famale,123157048,Dzejeor,,Melbourne,-37.80011870946294,144.96696258745988,Private room,52,1,0,,,1,364
+17689994,Balcony Room - Double bed - Excellent location!!!,120503981,Fernanda,,Melbourne,-37.800914455973555,144.9651784776831,Private room,70,2,0,,,1,13
+9203120,Heart of Melbourne - Spirited Room,2636260,Stella,,Melbourne,-37.81069192253337,144.95843071643318,Private room,70,2,49,2017-03-04,3.07,2,295
+16183310,Melbourne CBD for rent (B),65709132,Kela,,Melbourne,-37.81206179612125,144.95275041809,Shared room,90,2,4,2017-01-30,1.05,2,351
+10251379,Chic styled loft in Degraves Street,52479269,Matt & Lara,,Melbourne,-37.81794237662957,144.96640410677475,Entire home/apt,130,2,108,2017-03-21,7.52,1,114
+17497900,Studio Apartment Near University,114568970,Rhys,,Melbourne,-37.807125483493344,144.96178618200426,Entire home/apt,132,7,1,2017-03-29,1,3,359
+403580,Heritage Listed House Close To Park,2012806,Anthony,,Melbourne,-37.79973319568869,144.97188170724314,Private room,90,5,29,2017-03-04,0.50,1,358
+14652133,One bed room apartment,90993949,Eshan,,Melbourne,-37.81013237488076,144.95105342287323,Shared room,66,1,0,,,1,364
+16149904,14th Floor City Views Southbank Apartment,37181360,Shannan & Sasha,,Melbourne,-37.822767303315594,144.96291809227,Entire home/apt,194,7,1,2016-12-15,0.27,20,0
+8513851,Explore Melbourne from a cosy Collins Street HQ,11369108,Aaron,,Melbourne,-37.81701569976235,144.96668757627927,Entire home/apt,180,3,33,2017-03-25,1.81,1,346
+4549969,Heritage City Apartment in Carlton,20790410,Constance,,Melbourne,-37.79683557103893,144.973566617914,Entire home/apt,135,23,29,2016-07-11,1.01,1,136
+16116357,Quiet yet near everything apartment!,80172993,Ken,,Melbourne,-37.80264718010062,144.9606536032983,Entire home/apt,169,2,0,,,1,0
+12025880,UrbanMinder @ Vision,47763720,UrbanMinder,,Melbourne,-37.806485670331405,144.96013831334952,Entire home/apt,250,2,2,2016-12-02,0.22,23,203
+16482324,Brand new 2 bedrooms with free WI-FI,47862234,Yu,,Melbourne,-37.81039749861793,144.96012624611996,Entire home/apt,185,1,13,2017-03-18,4.24,8,62
+9142293,Arty Décor Apartment 10mins to CBD,22213049,Luoyan Coco,,Melbourne,-37.79244988633519,144.92910931655894,Private room,50,1,64,2017-03-09,3.85,1,60
+13959246,"George, King of the North 1BED+PARKING+WIFI",7509953,Linton,,Melbourne,-37.79769012976924,144.9526023997238,Entire home/apt,121,2,13,2017-03-08,1.51,70,185
+8847470,"Freshwater Place- Parking, Balcony, CBD Views!",15511962,Kate & Lachlan,,Melbourne,-37.822420418850776,144.962804028258,Entire home/apt,174,2,75,2017-03-18,4.61,1,320
+16351332,Cosy apartment at Southern Cross with great view,1829487,Terry,,Melbourne,-37.82047111650435,144.95671482487595,Private room,63,1,18,2017-03-19,4.95,1,148
+12156961,♡Relax in Luxury & Modern MELB 1BD♡,51172609,Lisa,,Melbourne,-37.81378890193012,144.95674940418624,Entire home/apt,48,1,73,2017-03-25,6.13,19,70
+6717528,"Indiana, Super cool 3BD in Southbank",7509953,Linton,,Melbourne,-37.822472159962096,144.96669306573347,Entire home/apt,350,3,23,2017-03-26,1.10,70,349
+10322011,Spectacular View from Docklands,21395082,Rakan,,Melbourne,-37.81450234124881,144.94319919288688,Entire home/apt,96,2,2,2016-02-17,0.14,1,272
+12484617,Cosy Bedroom w/ Own Bathroom in Stunning Apartment,35733497,"Oh, Melbourne!",,Melbourne,-37.82812378723207,144.95923066503036,Private room,62,2,5,2017-03-18,0.44,3,13
+10125363,Huge Warehouse - Luxurious King Bed,49606657,Brad,,Melbourne,-37.81311595551299,144.95421564290666,Entire home/apt,159,3,47,2017-03-19,3.52,1,35
+6389849,Brite'n'beautiful + walk everywhere,15620097,Nigel,,Melbourne,-37.81235829324403,144.9601871399568,Entire home/apt,220,3,29,2017-01-04,1.34,1,61
+10218149,Townhouse with Park View,50864391,Nathalie,,Melbourne,-37.79224074124357,144.92198169168003,Entire home/apt,96,2,3,2016-04-06,0.23,1,0
+11949407,Luxury Southbank 2BR apartment,46214548,Lynn,,Melbourne,-37.82337877557682,144.96246474508038,Entire home/apt,201,2,29,2017-03-28,2.36,1,100
+4653923,Haven in Melbourne's arts precinct,13552259,Alan & Jess,,Melbourne,-37.825157852245304,144.96723703903174,Entire home/apt,121,2,104,2017-03-18,3.89,1,353
+7973696,Bright 1BR apartment next to MCG,42080416,Bronwyn,,Melbourne,-37.81666970752336,144.98561184160687,Entire home/apt,499,2,0,,,1,0
+5832831,Exclusive Stays - Sentinel88,10190138,Tony,,Melbourne,-37.82506184548986,144.9636667505461,Entire home/apt,385,1,13,2017-03-19,0.55,14,365
+6653001,Boutique 2BR CBD Apt -VERY CENTRAL!,34822384,Jacqui,,Melbourne,-37.810066849146295,144.96692860766743,Entire home/apt,160,2,56,2017-03-22,2.69,2,331
+9700235,位于Docklands好房短租~~,48731432,Xuan,,Melbourne,-37.8210535557641,144.95076655488793,Private room,69,7,0,,,1,0
+17105029,"Amazing View in CBD, Large apt 5 beds with parking",42474207,Steven,,Melbourne,-37.81528068082804,144.95274605930507,Entire home/apt,178,1,3,2017-04-02,3,7,76
+16221071,"""St Andrews"" Furnished Studio Apt 703",74066800,Nicky,,Melbourne,-37.81131940413699,144.9761735491042,Entire home/apt,80,1,1,2017-02-01,0.48,2,243
+15663563,Strategic End of Melbourne City,21210921,Ken,,Melbourne,-37.82788236010824,144.95816220414446,Private room,88,1,43,2017-04-02,10.32,1,290
+15139740,Lofty sanctuary in the city with ensuite bathroom,7605700,Gwen & George,,Melbourne,-37.81441472945482,144.95239568302878,Private room,69,3,48,2017-04-01,7.58,1,21
+12026308,Zeta's Studio in Melb's CBD,8530753,Jared,,Melbourne,-37.81493461562349,144.95392060726215,Entire home/apt,119,1,72,2017-03-26,5.81,50,352
+11764833,Designer City Centre Apt+Free WiFi,22860147,Adji,,Melbourne,-37.811380875640836,144.9609523235847,Entire home/apt,178,3,18,2017-03-23,1.43,33,158
+16351375,"CBD Free trams, clean and cozy apt'",81188764,Elena,,Melbourne,-37.816625345887886,144.9528295229024,Private room,69,1,11,2017-03-17,3.17,3,101
+12954442,CBD 2 bedroom sky view w free tram,43217905,Mikoco,,Melbourne,-37.81632114390305,144.9548779506578,Entire home/apt,201,1,15,2017-02-19,1.53,3,362
+7734207,East Melbourne Apartment,37441440,Jill,,Melbourne,-37.815170066508806,144.98565109501092,Entire home/apt,155,1,24,2016-02-01,1.21,1,92
+11502531,"Modern southbank apartment, stunning view",38650142,Xinyi,,Melbourne,-37.82907972339407,144.96987986222913,Shared room,45,1,10,2016-11-12,0.99,2,338
+8192129,West Melbourne Studio,38302227,Mitch,,Melbourne,-37.805731235920575,144.94118348370267,Entire home/apt,149,1,79,2017-03-31,4.32,2,362
+8634395,2 bedroom apartme only 2km from cbd,29132871,Rahul,,Melbourne,-37.79410494981616,144.93104111264154,Private room,69,2,2,2016-10-04,0.15,1,364
+16384967,Private Room located in CBD with great view,107331412,Sandy,,Melbourne,-37.82128759680897,144.9570398261441,Private room,76,1,6,2017-01-28,1.88,1,0
+12387428,"Kim, 2Bed Apt off Spencer St",7509953,Linton,,Melbourne,-37.81096097964159,144.9522219736222,Entire home/apt,140,2,15,2017-03-10,1.49,70,247
+754134,❤️ CBD Centre Flinders Lane,3570625,Kim,,Melbourne,-37.815975417413235,144.96713904962377,Entire home/apt,190,3,66,2017-03-18,1.29,2,176
+16974835,"Beautiful, Sunny home in perfectly located Carlton",783564,Emily,,Melbourne,-37.79968736054983,144.9745453456303,Entire home/apt,201,1,0,,,1,175
+14156267,Best of Melbourne at your Door,49224257,Amanda,,Melbourne,-37.81115233258737,144.95765047676514,Entire home/apt,121,2,21,2017-03-31,4.17,2,16
+12190711,Ensuite bedroom in Southbank,8736671,Jess,,Melbourne,-37.824364533712796,144.96433796278768,Private room,90,1,3,2017-02-17,0.59,1,267
+8257712,Melbourne CBD Gem,10090382,Kym,,Melbourne,-37.818363484525044,144.95701764257043,Entire home/apt,149,2,22,2017-03-18,1.27,1,131
+14779498,◊ Location & Luxury in Central of Melbourne ◊,51172609,Lisa,,Melbourne,-37.80872900063936,144.96625679053363,Entire home/apt,88,1,33,2017-03-25,4.85,19,53
+17630215,Dream location/Comfortable/Modern New Furnitures!!,119894774,Ollie&Gigi,,Melbourne,-37.80791952478641,144.96222220829918,Entire home/apt,100,1,3,2017-03-25,3,1,332
+14255100,Free Tram Zone Master Bedroom +Ensuite + Breakfast,64008211,Caroline,,Melbourne,-37.81443593373177,144.95350135624457,Private room,69,1,47,2017-03-17,6.65,4,22
+13238456,CBD 1-bedroom with free tram,43217905,Mikoco,,Melbourne,-37.816497772352655,144.95464027974012,Entire home/apt,128,1,18,2017-01-03,1.94,3,245
+15238258,Capitol - 1 Bdrm Apt *CBD*View*Retro*Wifi*Netflix,20240994,LittleStay,,Melbourne,-37.816091031499326,144.96573672009927,Entire home/apt,128,2,28,2017-03-23,5.15,14,39
+10059946,Top Floor ↑ 45 Great VIEW Melbourne CBD + WiFi,41678718,Ken,,Melbourne,-37.81526424760851,144.95322766903146,Entire home/apt,98,1,80,2017-04-01,5.19,15,242
+5375089,"Sunny, city centre DREAM home!",7509953,Linton,,Melbourne,-37.814796862775715,144.97264732084267,Entire home/apt,300,2,33,2017-03-05,1.29,70,121
+3506366,HOME ON THE PARK,8211892,Olivia,,Melbourne,-37.797105358911836,144.97101968991456,Private room,60,2,0,,,1,0
+16548038,"Queen Bed, Ensuit Bath, Charming View, City Nearby",108930068,Alireza,,Melbourne,-37.83018595745618,144.97030356374069,Private room,135,4,0,,,1,0
+5765538,Comfort Zone in Melbourne City 4,29913000,Ming Yu,,Melbourne,-37.80444374491834,144.96252247029926,Entire home/apt,160,2,8,2017-03-17,2.12,5,169
+7373014,•SLEEP IN THE CLOUDS~36TH FLOOR•,27185392,Sarah,,Melbourne,-37.82575110109232,144.96292076791832,Entire home/apt,299,2,19,2017-03-18,0.95,3,55
+16056538,☆ England style studio in Mel CBD ☆,45248057,Irene,,Melbourne,-37.81641403493535,144.9536106541367,Entire home/apt,107,1,19,2017-03-18,4.42,4,40
+4165254,Creative Comfort walk to CBD & MCG,20051309,Andrew & Tom,,Melbourne,-37.814753680005616,144.98524089491818,Private room,79,1,90,2016-10-06,2.93,2,359
+11894999,Bright modern apartment in the CBD,1551416,Mark & Anna,,Melbourne,-37.81354150234374,144.95821011330096,Entire home/apt,180,2,20,2017-02-20,1.65,1,306
+15029233,UrbanMinder @ Nolan II,47763720,UrbanMinder,,Melbourne,-37.81386678750271,144.94143415018166,Entire home/apt,201,2,3,2017-02-04,0.69,23,215
+7667934,Sunny Studio Central Melbourne,31371261,Kathryn,,Melbourne,-37.80944593457301,144.9573379353006,Entire home/apt,121,2,64,2017-03-25,3.41,1,106
+12419310,Comfy Studio Apartment in the CBD,67173419,Anthony,,Melbourne,-37.80925958599195,144.95773268957825,Entire home/apt,110,3,36,2017-03-27,5.48,1,66
+8978933,Modern City Studio,46913802,Emily,,Melbourne,-37.80921935709306,144.96079765392784,Entire home/apt,111,2,79,2017-03-18,4.54,2,22
+2851333,"Unique, Heritage, Location",14580617,Nicholas,,Melbourne,-37.80231203470079,144.96846364469263,Entire home/apt,180,7,4,2015-09-03,0.14,2,347
+11305225,"Lucinda, rad warehouse studio",7509953,Linton,,Melbourne,-37.80358438695279,144.96504208863183,Entire home/apt,110,2,9,2017-02-20,0.66,70,252
+15794440,Wheel& Dock view 5 Star Excellence Apartment (new),22080144,Maxie(Jie),,Melbourne,-37.82064749740756,144.94260512441366,Entire home/apt,220,1,22,2017-01-11,4.62,1,0
+1662899,The Best View of Melbourne,7123787,Pedro,,Melbourne,-37.82559418456714,144.9444910965394,Entire home/apt,165,2,34,2017-01-01,0.80,1,245
+10486027,High Rise Melbourne CBD Apartment,53776804,Hazim,,Melbourne,-37.81288448816128,144.95112239568567,Entire home/apt,130,1,38,2017-03-06,3.02,1,299
+16580886,Fab apt walking distance to city!,35670014,Jo,,Melbourne,-37.80433869495294,144.96810086210547,Private room,149,1,0,,,1,231
+15401234,QV购物中心交通便利,位于墨尔本市中央商务区的核心地带,95382551,Theng,,Melbourne,-37.80906327802611,144.9657510902665,Shared room,39,2,4,2017-03-15,0.90,1,11
+13468194,Beautiful apartment close to CBD & Chapel St,74897912,Billie,,Melbourne,-37.84332412272368,144.9794473669864,Entire home/apt,130,7,0,,,1,0
+16056610,1BR apartment close to Melbourne Central,104571397,Rik,,Melbourne,-37.80362713659414,144.96292851617113,Entire home/apt,77,2,11,2017-03-26,2.70,1,83
+2001123,J5 2BR in heart of CBD,1710397,Amanda,,Melbourne,-37.81725545610532,144.97854438613948,Entire home/apt,279,3,9,2015-12-01,0.25,62,295
+11534623,2 pax room with views to Crown,60847138,Kk,,Melbourne,-37.82711694649392,144.9557262643851,Private room,80,2,54,2017-03-22,4.09,2,330
+16302174,"LUXURY 2BR CITY APT, Free WiFi, Free Parking!",103371554,Shamala,,Melbourne,-37.80908605352014,144.95200644617927,Entire home/apt,159,1,4,2017-03-21,3.75,1,229
+10093121,Stay in the Heart of Melbourne!,22577854,Breisi,,Melbourne,-37.81647501839044,144.9638461513332,Entire home/apt,149,2,3,2016-11-20,0.57,1,0
+11534907,1 Pax room with views of Crown,60847138,Kk,,Melbourne,-37.82566623894132,144.95691286746748,Private room,68,2,56,2017-03-19,4.24,2,345
+5833278,Exclusive Stays - Yarra Condos,10190138,Tony,,Melbourne,-37.82364291507124,144.96319470669494,Entire home/apt,260,1,21,2016-11-08,0.92,14,343
+15139122,Modern zen apartment heart of Melb CBD with WiFi,61900530,Ray,,Melbourne,-37.809821272546436,144.9574691521416,Entire home/apt,130,2,13,2017-03-18,2.04,3,67
+12550451,AMAZING VIEW - MELBOURNE CBD,68023697,Nancy,,Melbourne,-37.80591973380793,144.96334761506418,Entire home/apt,125,2,9,2017-03-19,0.84,1,45
+8847414,Fantastic city studio apt on river3,5138361,Bron Neil And Mark,,Melbourne,-37.819842857470114,144.96621990407914,Entire home/apt,121,2,6,2016-05-16,0.39,15,0
+13140565,Stylish Melbourne Style 2BR Apartment + Free WiFi,22860147,Adji,,Melbourne,-37.827617331429586,144.9596159945853,Entire home/apt,232,3,0,,,33,106
+9601604,"Riverside apt, Ocean and city view",9255960,Poly,,Melbourne,-37.82304232072058,144.95318827385321,Entire home/apt,147,2,78,2017-03-19,4.91,2,64
+15635852,Cozy 2Bd Aprt CBD Heart~Free Tram!,100810256,Caisy & Kate,,Melbourne,-37.80776712487261,144.9637124700332,Entire home/apt,149,1,27,2017-04-01,6.04,2,293
+10224199,The Contemporary 2 BD apt IN CBD,35789055,Eden+Cony,,Melbourne,-37.81537431421131,144.95263798209604,Entire home/apt,155,1,90,2017-03-21,5.96,29,286
+9175674,Luxury town house next to the MCG,47750145,David,,Melbourne,-37.81603961515741,144.98221782383095,Entire home/apt,499,5,3,2016-02-15,0.20,1,17
+10256738,Queen bedroom,11035781,Cathal,,Melbourne,-37.8260990779484,144.95749427129934,Private room,207,1,0,,,1,0
+10191204,Office & Bed in Iconic CBD Location,18003570,Wendy,,Melbourne,-37.8177462014148,144.96449625010595,Entire home/apt,198,2,5,2016-11-28,0.36,2,47
+13009246,5 Star Location RIVER FACING 2 BR Big Apt !!!!,67413052,"L10, 5 Star Location River Facing",,Melbourne,-37.82201363283682,144.9559753464459,Entire home/apt,176,2,73,2017-03-29,6.97,1,224
+7668077,"Cosy Shared room, Central Location",35789021,Eric,,Melbourne,-37.815231923279526,144.95397747160484,Shared room,60,3,5,2016-01-05,0.25,4,365
+9831040,Cosy & spacious apart. in Southbank,50629140,Jarrad,,Melbourne,-37.822878712681074,144.96244164777895,Private room,90,2,33,2017-03-25,2.20,1,335
+15663482,"Best Location Paris End of City, Luxury Queen Room",226112,Ash,,Melbourne,-37.81458584650539,144.97325508221988,Private room,87,2,17,2017-03-24,4.25,2,109
+8487571,Docklands - BrandNew facing ANZ/NAB,4248223,Alexandre,,Melbourne,-37.820683296427255,144.9439106267607,Private room,69,2,13,2016-05-19,0.74,1,179
+13566337,"Spacious, Bright and Nice 1 new bedroom apt",77661491,Amelia,,Melbourne,-37.8013719772701,144.95636431572524,Entire home/apt,92,2,14,2017-03-01,1.45,12,165
+14779455,Nice & cozy studio in Melbourne CBD,53193401,Nick,,Melbourne,-37.81306406889951,144.96161413489745,Entire home/apt,140,1,2,2016-10-01,0.30,1,229
+10060494,Aura Apartments 7 Katherine pl Melb,51627890,Shaheen,,Melbourne,-37.82089016031536,144.95684319395247,Entire home/apt,149,1,39,2016-12-29,2.54,1,306
+15729360,The Cloud 2 bedroom apt in Melb CBD- firework,46780984,Peggy,,Melbourne,-37.81588919927781,144.95417935354052,Entire home/apt,160,1,27,2017-03-21,5.23,11,142
+13140397,The Ultimate 35th Floor Apartment + Free WiFi,22860147,Adji,,Melbourne,-37.82726398720708,144.9589449751739,Entire home/apt,250,3,16,2017-03-15,1.63,33,3
+10420952,Central City Gem with Amazing Views,53670861,Diana And Vlad,,Melbourne,-37.81112554045935,144.96459878233168,Entire home/apt,149,3,55,2017-03-25,3.76,2,285
+16056755,"Melbourne CBD, Cozy room and Great Accessibility.",85982167,Eileen,,Melbourne,-37.81312753836003,144.94246157584865,Shared room,30,1,10,2017-03-18,3.95,6,115
+2819192,Quiet and colourful on CBD edge w parking & bfast,7454747,Kb,,Melbourne,-37.79912552375434,144.95111970548518,Private room,75,3,14,2017-03-21,1.56,1,64
+14226955,Welcome to the Heart of Melbourne! #2 Great views,11529648,Jess & Tim,,Melbourne,-37.81582941147588,144.96721546664202,Entire home/apt,97,5,13,2017-01-27,2.04,2,252
+16384753,brand new skyline one bedroom,77661491,Amelia,,Melbourne,-37.808471881697706,144.9603891049845,Entire home/apt,148,2,7,2017-03-18,2.66,12,75
+5079787,Luxury Sky Views 2B/2B Melbourne CBD,26235512,Jessica,,Melbourne,-37.815243385112794,144.9522443863767,Entire home/apt,239,2,81,2017-03-25,3.03,8,353
+16712125,North Melbourne Music Lovers Private Retreat,11328,Jessica,,Melbourne,-37.80215341403618,144.94797392400005,Private room,89,2,1,2017-02-24,0.77,2,99
+18023202,Lovely apartment of 2 bedrooms,52051862,Simon,,Melbourne,-37.82405580652516,144.9646952335796,Entire home/apt,109,4,0,,,1,127
+4129554,Fantastic Central CBD Apartment,5127921,Emma,,Melbourne,-37.817075798033265,144.96626061858845,Entire home/apt,159,3,102,2017-02-11,3.33,2,339
+9438002,"Parks, Beach, Restaurant, Bar",48442537,Bill,,Melbourne,-37.84552249181597,144.97982973458625,Shared room,45,1,0,,,1,365
+17448288,Cosy sofa bed in living room (Girls Only),95087909,Yumeng,,Melbourne,-37.80518220594407,144.96047882371613,Shared room,35,1,4,2017-03-26,4,1,28
+4096442,Melbourne Tower (2) - Free WIFI,5507453,Ines,,Melbourne,-37.82397600171626,144.96140735683966,Entire home/apt,250,3,72,2017-03-12,2.39,9,333
+16909128,1BR 1BTH Lavish Luxury in Heart of Melbourne,104431444,James,,Melbourne,-37.80893290953344,144.96773679540019,Private room,85,1,4,2017-03-19,1.90,6,0
+14254923,UrbanMinder @ Istana,47763720,UrbanMinder,,Melbourne,-37.81114385346011,144.9558491596252,Entire home/apt,201,2,5,2017-02-18,0.63,23,209
+16909396,Ensuite Luxury Living in Heart of Melbourne,104431444,James,,Melbourne,-37.80769231079214,144.967121036396,Private room,73,1,3,2017-03-19,1.38,6,0
+2818873,"5 stars 2BD & 2Bathrooms, carpark(need book), 6ppl",7190278,Kevin & Ashley,,Melbourne,-37.81556766338936,144.95411596530462,Entire home/apt,168,1,129,2017-03-18,3.61,5,301
+14844746,"Quiet studio, walk to City, public transport, WIFI",76574611,Jill,,Melbourne,-37.814124050972396,144.98491301718644,Entire home/apt,105,2,44,2017-03-25,6.84,3,163
+17630297,Townhouse in City plus Carpark! Free Wifi,33168953,Lin,,Melbourne,-37.80949637341171,144.96770358654902,Private room,75,2,0,,,4,340
+557900,Majorca 501 Boutique Accommodation,1700056,Rodger,,Melbourne,-37.81751830190891,144.96522747755048,Entire home/apt,201,3,69,2017-03-23,1.23,4,318
+17498984,HISTORICAL 3BDR APT INFRONT OF PARLIAMENT HOUSE,50626167,Short Stay Plus,,Melbourne,-37.810672456643026,144.9728573518032,Entire home/apt,210,2,0,,,22,329
+17334417,"1 Huge bed room in Perfect Location,Melbourne",103744022,Sahee,,Melbourne,-37.802050751044,144.94496278022038,Private room,50,2,1,2017-03-06,1,1,37
+9438073,Large apt with stunning city views,48918082,Dan,,Melbourne,-37.82649906239277,144.95965315905602,Entire home/apt,800,30,3,2015-12-05,0.18,1,358
+17794264,Private room 15 mins walk from Flinders Station,63614489,Claire,,Melbourne,-37.830845361264494,144.96589403325646,Private room,69,1,1,2017-04-01,1,1,83
+5015129,"Spacious apartment, stunning views",25869111,Tristan,,Melbourne,-37.815143881527156,144.95371710733767,Entire home/apt,130,10,28,2017-03-30,1.09,1,54
+9831781,Spacious CBD Apt - Free Tram Zone,50635060,Camee,,Melbourne,-37.817204303850865,144.95242902804273,Entire home/apt,300,1,76,2017-03-16,5.08,2,290
+17869484,2BR 2Level New York style Loft~Close to Mel Cen!,55415743,Carol,,Melbourne,-37.808911246725856,144.9627692261391,Entire home/apt,189,2,0,,,1,180
+15468152,Modern 2 Bed CBD apt on 42nd floor,39231906,Bronagh,,Melbourne,-37.815820654026034,144.95251511005748,Private room,68,1,2,2017-01-01,0.37,1,55
+9995658,Room for single/couple in Carlton,40605859,Giovanni,,Melbourne,-37.79819026847477,144.9726971132982,Private room,35,3,0,,,1,0
+16460695,Carlton (near CBD&Lygon)single bed,100556385,Bimeng,,Melbourne,-37.8047832593161,144.96263678249798,Private room,79,2,0,,,1,0
+9373065,3 BRM City Resort 8 with FOXTEL,23910988,Neil & Mark,,Melbourne,-37.82438847839389,144.96619855717938,Entire home/apt,250,2,58,2017-03-18,3.63,12,268
+15762879,Relaxed Place - Walking distance from everything!,50441300,Melanie,,Melbourne,-37.821153519733755,144.96299344094666,Entire home/apt,250,2,4,2017-03-26,0.83,1,0
+3147198,Raffles of Flemington Terrace House,11214933,Frances,,Melbourne,-37.789884163114046,144.92145804570578,Entire home/apt,168,3,57,2017-03-18,1.70,1,286
+9078400,"Docklands Apt. Pool, Spa, Gym",43341030,Bettina,,Melbourne,-37.82314265406265,144.9407069101447,Entire home/apt,250,4,1,2016-01-19,0.07,1,0
+17303037,2 bed modern apartment in Melbourne CBD,116591340,Ralph,,Melbourne,-37.818471003973656,144.96477510119783,Entire home/apt,119,2,5,2017-03-29,5,1,9
+2688501,The Vic on Victoria St,13762600,Kath,,Melbourne,-37.80502038159621,144.94333321488241,Entire home/apt,119,2,35,2017-03-08,1.05,1,78
+16385540,"Zee, the Southbank Stunner",7509953,Linton,,Melbourne,-37.82748534647092,144.95800616539864,Entire home/apt,201,2,3,2017-03-25,1.38,70,142
+14845462,Discovery Melbourne Mixed Dorm #17,71213604,Discovery Melbourne,,Melbourne,-37.8093121198456,144.9597676050017,Shared room,28,1,8,2017-02-03,1.45,67,365
+8783384,"Quirky, unique city fringe with spa",100972,Cass & Jeremy,,Melbourne,-37.804434716857244,144.94991891472003,Entire home/apt,98,6,11,2017-03-07,0.64,9,348
+17499679,MELBOURNE'S MOST EXCLUSIVE ADDRESS,73257666,Chloe,,Melbourne,-37.81656436422731,144.96868840374296,Entire home/apt,160,2,3,2017-03-27,2.81,1,159
+16090653,Great room in city Melbourne!,104311162,Yijun,,Melbourne,-37.806986325944905,144.96111421778795,Private room,69,1,5,2017-01-26,1.16,1,0
+14812657,∞Top Class Apartment For Your Family∞,51172609,Lisa,,Melbourne,-37.81507816079196,144.95196733912917,Entire home/apt,100,1,33,2017-03-16,5.18,19,331
+17630759,CBD BrandNew 1BR*MelbCentral*QV*Chinatown*FREEWIFI,107243011,M L,,Melbourne,-37.80993314120418,144.96051664467043,Entire home/apt,136,1,0,,,2,131
+1214103,Royal Stays 2Bdr/2Bath - City Apt (RS907),4170460,Royal Stays,,Melbourne,-37.814191357818125,144.94839756232992,Entire home/apt,195,5,13,2017-01-03,0.30,19,340
+14255663,LIBERTY ON COLLINS,23952359,Matthew & Jason,,Melbourne,-37.81980525914952,144.95487472842484,Entire home/apt,176,3,23,2017-03-26,3.45,11,0
+10323510,Lovely Docklands Townhouse,49823001,Cynthia,,Melbourne,-37.81358265802248,144.93958240864316,Entire home/apt,190,3,4,2016-12-16,0.31,1,364
+9864763,Central and Spacious,8942837,Steve,,Melbourne,-37.829191505158285,144.96719494531686,Private room,90,1,0,,,1,0
+14288534,"^No Eye Deer ^Studio in CBD, FREE Minibar & 5GWiFi",46422496,Wei Na,,Melbourne,-37.812917347550794,144.96142091561742,Entire home/apt,100,2,41,2017-03-30,5.13,2,282
+6174454,Historic Loft in Central Melbourne,24057972,Lauraine,,Melbourne,-37.81154633028716,144.9710250595838,Private room,107,2,145,2017-03-21,6.32,2,144
+14812302,Great city space among the parks!,92578681,Brett,,Melbourne,-37.78134467579359,144.94174741436078,Private room,50,1,0,,,1,364
+5538946,Bright two bedroom off Lygon,9839116,Torre,,Melbourne,-37.79504120331667,144.9652073019429,Entire home/apt,180,3,22,2016-09-03,0.90,2,35
+361613,"Walk CBD, MCG through gardens(1or2)",1292150,Elaine,,Melbourne,-37.8128063686519,144.98821300335513,Private room,110,1,33,2017-01-22,0.65,2,365
+17925279,Cozy & Comfy Harbour View Master BR in Melbourne,119884556,Kylie,,Melbourne,-37.81468838451063,144.94786551275496,Private room,80,1,0,,,1,67
+9672219,Shareroom Apartment over christmas,49979658,Mone,,Melbourne,-37.814381661172895,144.9558738554487,Shared room,38,1,0,,,1,0
+12813484,"City Penthouse, Great location!",43564124,Martina,,Melbourne,-37.82387980470563,144.96136024398172,Entire home/apt,201,2,49,2017-04-02,4.79,1,161
+1803441,"Bright, Modern Apartment in Carlton",9195867,Rowen,,Melbourne,-37.8079975284867,144.9599553133611,Entire home/apt,115,2,27,2016-06-16,0.68,2,191
+16400728,CBD 2BR*MelbCentral*QV*Chinatown * WIFI *Free Tram,107243011,M L,,Melbourne,-37.80947833336522,144.96139234862164,Entire home/apt,169,1,11,2017-03-22,3.37,2,183
+5278469,Melbourne Tower (3) - Free Parking,5507453,Ines,,Melbourne,-37.824975271893656,144.96361255110003,Entire home/apt,250,3,49,2017-03-08,1.96,9,311
+12978958,Hidden Gem,71449955,Anne,,Melbourne,-37.7968989343382,144.9659465270009,Entire home/apt,160,1,45,2017-03-28,4.47,1,66
+3606652,"Huge, Modern 3Bd/2Bth with views!!!",9510598,Emma And Taj,,Melbourne,-37.82148969608438,144.9602777935767,Entire home/apt,460,1,89,2017-03-25,2.71,15,353
+8784025,"2 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.82418976617077,144.96389283637907,Entire home/apt,204,3,4,2016-02-28,0.24,17,332
+14846747,Southbank 2 bedroom with carpark,77661491,Amelia,,Melbourne,-37.82663608336972,144.95729024714396,Entire home/apt,130,2,20,2017-03-04,2.91,12,165
+16681152,Spectacular 3bed2bath MelbCBD Wifi*Pool*CarPark,93930367,Sophia,,Melbourne,-37.814405944959816,144.95337060844093,Entire home/apt,248,1,11,2017-03-16,4.34,5,120
+4163785,CBD Apartments,917425,Lisa,,Melbourne,-37.81277909807605,144.97175074392499,Entire home/apt,350,7,4,2016-08-15,0.16,4,365
+14240249,Terrace House near Lygon Street,79634491,Rebecca,,Melbourne,-37.79858073335638,144.97043329881075,Private room,80,4,8,2016-11-19,1.00,1,0
+6392020,Location! NY Style Loft. City. Uni.,11005524,Joel,,Melbourne,-37.80333322041212,144.9627428215991,Entire home/apt,169,1,2,2016-01-03,0.10,1,0
+17533731,close to Queen Victoria Market/CBD apartment,26113707,Shaoshan,,Melbourne,-37.80785068298082,144.9610269859982,Shared room,75,1,0,,,7,276
+15829803,The Terrace large studio apt in Melbourne CBD,46780984,Peggy,,Melbourne,-37.81536371035572,144.95331679329502,Entire home/apt,109,1,19,2017-03-25,3.85,11,146
+16976140,Parkland serenity & Modern home in inner Melbourne,5140392,Michael & Belle,,Melbourne,-37.77889633046185,144.93877438842085,Entire home/apt,121,3,3,2017-03-19,2.05,2,281
+11485575,Parkville Retreat,16172488,Farrah,,Melbourne,-37.78143001830844,144.95976489786196,Entire home/apt,100,1,1,2016-03-25,0.08,1,0
+12094254,墨尔本市中心超豪华全景落地窗44层高楼亮房 最多两人,45281469,Chang,,Melbourne,-37.80810288840098,144.96087936444147,Private room,58,1,6,2017-02-13,2.05,1,92
+17238325,2 Bedroom Apartment at Adina on Flinders,97985163,Jen,,Melbourne,-37.81504882365435,144.9706631049803,Entire home/apt,235,1,1,2017-03-18,1,3,180
+15108905,Centric Studio in Melb's CBD,8530753,Jared,,Melbourne,-37.8122461890473,144.96138856125603,Entire home/apt,114,1,34,2017-03-27,5.31,50,343
+16419138,Large room in West Melbourne,107615862,Regina,,Melbourne,-37.809584741090646,144.9462559808591,Private room,69,2,0,,,1,0
+16419146,PanoramicView & Rooftop Pool !,20904291,Susan,,Melbourne,-37.82691852545758,144.95625784246425,Private room,90,1,10,2017-03-26,3.37,3,358
+8817433,Urban5pire in Melbourne's CBD,8530753,Jared,,Melbourne,-37.8192397458265,144.95512139788983,Entire home/apt,125,1,106,2017-03-28,6.00,50,346
+7310111,The Vogue studio Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81488026930278,144.952126957092,Entire home/apt,105,1,93,2017-03-12,4.67,29,103
+16419192,Brand New Apartment on CBD Doorstep - Gym/Pool,107616940,Tim,,Melbourne,-37.822074234025905,144.96157598454187,Entire home/apt,149,6,5,2017-02-03,1.58,1,1
+15567258,Cosy metro city getaway,55456372,Kristy,,Melbourne,-37.82488247329465,144.96190313107593,Private room,90,1,3,2016-11-08,0.55,1,306
+7310118,The Boutique studio Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.815918261550586,144.95389480761565,Entire home/apt,105,1,121,2017-03-18,5.94,29,111
+10619735,Melbourne on your doorstep,9239681,Jarrod,,Melbourne,-37.80430896379261,144.94599085382117,Entire home/apt,125,1,1,2016-01-27,0.07,2,0
+9191838,3BR 2BTH APT 39F *FOXTEL+WIFI+GYM+POOL+PARKING*,3907770,Lawrence,,Melbourne,-37.82627908658613,144.95959096686408,Entire home/apt,260,3,68,2017-03-12,4.23,3,243
+16189918,"Across from Crown Casino with Balcony, Pool, Gym",41847514,Andrew,,Melbourne,-37.82534294211586,144.95790843578052,Private room,100,2,12,2017-03-25,2.93,1,71
+16845295,Perfect City Getaway,112163792,Daniel,,Melbourne,-37.81078470636515,144.9569161136877,Entire home/apt,144,1,8,2017-03-31,6.15,1,42
+17763175,1. A comfortable bedroom in CBD,101654672,Michael,,Melbourne,-37.808843972275646,144.9694375941574,Private room,81,2,2,2017-03-26,2,8,170
+13765466,The Fashionista studio apt in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81609053092312,144.95421240637626,Entire home/apt,105,1,38,2017-03-25,4.71,29,162
+15330401,【APC_B】Best Value in CBD★2Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81216715877252,144.96816301661846,Entire home/apt,128,1,13,2017-02-23,2.28,9,179
+14781304,Stay Easy in Melb CBD LUX 2BR Apt,92263692,Sean,,Melbourne,-37.81446352918605,144.95279556172042,Entire home/apt,165,2,24,2017-03-26,3.79,1,170
+12159843,Beautiful room in CBD FreeTramZone,64008211,Caroline,,Melbourne,-37.81597191091648,144.95270843575227,Shared room,45,1,84,2017-03-16,7.33,4,27
+16058987,Melbourne CBD Master room,104592932,Davey,,Melbourne,-37.81266294374034,144.96331797812053,Private room,85,1,1,2017-01-24,0.43,1,75
+12192370,Cozy 1 bedroom in shared Apt,65539701,Felix,,Melbourne,-37.82632387002062,144.96916932196692,Private room,90,1,0,,,1,0
+16714356,Bright Private Bedroom with Top View,37011046,Tianyu,,Melbourne,-37.81451979210003,144.95532236536283,Private room,56,1,1,2017-01-25,0.43,1,0
+12192383,Magestic View 1bed in Melbourne CBD,52898532,Marc,,Melbourne,-37.810168220342426,144.96074749698363,Entire home/apt,140,1,13,2017-03-14,1.45,5,331
+16550537,CBD Sunny living room with AC & Balcony,100754002,Sissi,,Melbourne,-37.810733091697145,144.95975334649856,Shared room,42,2,1,2017-02-24,0.77,2,0
+3836547,Modern Home at Docklands,14348366,Short Stay,,Melbourne,-37.81134604552987,144.93907723409353,Entire home/apt,180,3,50,2017-03-16,1.63,1,322
+14614519,Sweet Sunny Home @ Docklands Melbourne,46369176,Jennifer,,Melbourne,-37.81280979647546,144.94169027433423,Entire home/apt,125,5,12,2017-03-21,1.75,1,84
+8555154,Fantastic Sky View in CollinsTower CBD,26235512,Jessica,,Melbourne,-37.819104764593746,144.9542424422332,Entire home/apt,260,2,63,2017-03-18,3.51,8,351
+9634246,Uninterrupted River/City Views Wow!,37181360,Shannan & Sasha,,Melbourne,-37.82143202063606,144.96249479190388,Entire home/apt,165,7,10,2016-12-29,0.63,20,54
+15698604,Cozy private room close to everything,29664666,Weixian,,Melbourne,-37.81422172581346,144.95364426703244,Private room,75,2,5,2017-03-30,1.06,1,82
+16815902,Wellington Gardens Executive Apartment,59666954,Louise,,Melbourne,-37.817826212681446,144.9781679399628,Entire home/apt,250,2,2,2017-03-19,1.13,1,84
+10128056,Modern City fringe living with park view.,22905849,Wendy,,Melbourne,-37.796146211306116,144.92645031431366,Entire home/apt,119,30,2,2016-12-31,0.35,2,196
+15150197,"Great view Modern CBD Apt Southern Cross,Pool,WIFI",46104990,Alex,,Melbourne,-37.81656499510189,144.9536591259661,Entire home/apt,128,7,1,2016-11-27,0.23,3,86
+14407457,Discovery Melbourne Mixed Dorm #11,71213604,Discovery Melbourne,,Melbourne,-37.80839235042241,144.95786544995036,Shared room,28,1,0,,,67,364
+10999583,First Port - Art Deco Studio,472580,Emma,,Melbourne,-37.81900427941746,144.96083195981026,Entire home/apt,125,2,87,2017-03-31,6.40,1,321
+12255693,27 Terrace Delight (3bed /2 bath),26093122,Kelly,,Melbourne,-37.8056114640256,144.9477133500526,Entire home/apt,215,2,6,2017-03-26,0.81,3,333
+4360896,CBD 4 b/r Urban Lodge & Rooftop,1375586,Vanessa,,Melbourne,-37.816124607785405,144.9633432431708,Entire home/apt,590,3,115,2017-03-19,3.90,3,111
+15239897,Cozy Clean & Tidy Double Bed In The Heart Of CBD,9243889,Synnie,,Melbourne,-37.8144660555055,144.95288797891624,Shared room,68,2,3,2017-03-30,3,1,147
+12159703,View!Entire 1 bed Apt for your stay,52115768,Brian,,Melbourne,-37.8116483413693,144.96074810378587,Entire home/apt,125,1,56,2017-03-30,4.79,5,327
+9013995,Modern 2 BR Apartment close to CBD,14662227,Peter,,Melbourne,-37.82852780452024,144.968639249502,Entire home/apt,300,2,9,2017-03-05,0.63,2,246
+6425332,Huge master bedroom in Kensington,12247973,Nils,,Melbourne,-37.790949415553776,144.92504112848007,Private room,35,1,1,2015-06-04,0.04,1,0
+16976643,2 min to China Town/CBD Apartment/Free zone,26113707,Shaoshan,,Melbourne,-37.8126005320387,144.96181609160823,Private room,90,1,1,2017-03-31,0.51,7,98
+17237779,Centrally Located Quiet Studio Apartment,114568970,Rhys,,Melbourne,-37.80802375692024,144.96041640564394,Entire home/apt,132,7,1,2017-03-18,1,3,353
+13031075,Iconic Flinders Ln Manchester Bldg,36488383,David,,Melbourne,-37.81658864978124,144.96915042290672,Entire home/apt,300,3,0,,,1,275
+17927228,A Cosy Studio in CBD - Melbourne,38299309,Hanh,,Melbourne,-37.81632289637173,144.96467369669176,Entire home/apt,115,2,1,2017-04-02,1,2,356
+12815429,"2 Bed in Southbank close to CBD, Crown & Transport",34875238,Nico Apartments,,Melbourne,-37.826327807536046,144.95672162774295,Entire home/apt,145,2,6,2017-02-25,0.60,13,179
+15240077,Welcoming room in amazing North Melbourne location,18418070,Emily,,Melbourne,-37.80287395820472,144.9489409003322,Private room,80,2,5,2017-03-23,1.09,2,358
+10619787,CBD cosy room-verified female guest,54810867,Shani,,Melbourne,-37.81034063954393,144.9601808389727,Private room,48,1,25,2016-08-12,1.73,1,0
+9374630,Sky View in the Heart of Melbourne,23203101,MELBnB,,Melbourne,-37.81204757552173,144.96234455669924,Shared room,48,1,11,2016-05-06,0.67,3,365
+17435563,"Couple or twin share, city room",114143897,Henry,,Melbourne,-37.81644992469065,144.9598939645066,Private room,119,1,0,,,2,180
+13732776,"Alice, Southbank's 2BDR wonderland +PARKING +WIFI",7509953,Linton,,Melbourne,-37.824303400684414,144.96706936848997,Entire home/apt,160,2,11,2017-03-26,1.27,70,292
+10652565,The Sunrise 2bd Apt Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81541433872939,144.95326469880902,Entire home/apt,153,1,94,2017-03-21,6.50,29,113
+3916276,One Bedroom Suite in Melbourne CBD,1403803,Clarion Suites Gateway,,Melbourne,-37.819672417686036,144.9607805701825,Entire home/apt,110,7,2,2016-05-24,0.13,3,96
+14406290,"""Owen"" Breathtaking Soaring Views 2 BR CBD Apt",35370298,Blake(Mybnb),,Melbourne,-37.81204272491259,144.97142890233965,Entire home/apt,180,3,13,2017-03-20,1.98,14,246
+10128325,"Immaculate Riverside City Condo, Sleeps up to 3",3284558,Shirley,,Melbourne,-37.8206416919159,144.9558888829631,Entire home/apt,100,2,38,2017-03-21,4.19,1,364
+9014199,2BD/2BR Designer CBD Pad & Netflix!,9510598,Emma And Taj,,Melbourne,-37.821993923987776,144.96213069150403,Entire home/apt,190,1,98,2017-03-22,5.57,15,281
+14126040,Discovery Melbourne Mixed Dorm #5,71213604,Discovery Melbourne,,Melbourne,-37.80974870685561,144.9585397136124,Shared room,28,1,9,2017-01-14,1.11,67,364
+13850447,Funky apartment with hanging chairs,24057972,Lauraine,,Melbourne,-37.80965149068876,144.97200153769165,Entire home/apt,152,3,31,2017-04-01,4.54,2,159
+461768,Slick New Apartment 1km from CBD,756481,Andrew,,Melbourne,-37.80331548153007,144.94828965163657,Private room,75,2,103,2017-03-25,1.81,1,338
+13306856,WatersideSpacious Apartment with Great Facilities,54419609,Susan,,Melbourne,-37.813485980986535,144.94408847096875,Entire home/apt,159,1,3,2017-02-27,0.35,2,180
+15993851,Stunning East-Melbourne Terrace,24394301,Timothy And Heidi,,Melbourne,-37.81860318331778,144.98932859548552,Entire home/apt,551,3,0,,,1,0
+5409811,Exclusive Stays - The.Sentinel,10190138,Tony,,Melbourne,-37.82567113591255,144.96415263594292,Entire home/apt,385,1,22,2017-01-30,0.86,14,365
+8293398,Entire apartment - walk to city!,29147775,Cassandra,,Melbourne,-37.82993927649527,144.97101538166135,Entire home/apt,130,2,9,2017-01-28,0.84,1,27
+6949885,Summer Hot! Touch the Cloud CBD City View!,36041520,Angel,,Melbourne,-37.81548776031992,144.95347961073708,Entire home/apt,132,2,107,2017-03-31,5.31,4,79
+17894433,2bed2bath Spacious Apartment/Central Location,122587838,Kate,,Melbourne,-37.81172413758075,144.95831494174655,Entire home/apt,169,1,1,2017-03-27,1,1,156
+11439127,Luxury apartment with bay views,2272333,Evie,,Melbourne,-37.84160955738895,144.9776612318252,Entire home/apt,180,1,64,2017-02-25,4.80,1,92
+14224427,"2BR Amazing Location CBD, Wifi",24823841,Jin,,Melbourne,-37.81196349829261,144.96949502724775,Entire home/apt,130,1,36,2017-03-19,4.89,1,170
+9047868,STYLISH SOUTHBANK GRANDE,23952359,Matthew & Jason,,Melbourne,-37.824771954938306,144.96200097602406,Entire home/apt,400,3,59,2017-03-25,3.51,11,133
+16846671,Private queen bedroom city view,61163525,Mirko,,Melbourne,-37.8120313526322,144.95062861879492,Private room,195,1,0,,,2,53
+9869283,1 Bedroom Apartment,20270952,Tim,,Melbourne,-37.8148537572304,144.96301380912018,Entire home/apt,170,5,1,2015-12-31,0.07,1,0
+15535956,Discovery Melbourne Mixed Dorm #34,71213604,Discovery Melbourne,,Melbourne,-37.80931149263896,144.95878884423033,Shared room,26,1,0,,,67,365
+10718264,Cosy Apartment in CBD Melbourne!,24508892,Joseph,,Melbourne,-37.82009728121612,144.96096125252308,Entire home/apt,111,1,105,2017-03-19,7.46,9,72
+17370974,2-Bed Cosy Apt in South Yarra,117395944,Fiona,,Melbourne,-37.834529616183445,144.97961580675968,Entire home/apt,122,3,0,,,1,42
+13929561,5002 PLATINUM TOWER,23952359,Matthew & Jason,,Melbourne,-37.827716154338326,144.9581892780717,Entire home/apt,450,3,29,2017-04-02,3.55,11,131
+8490850,North Melbourne Townhouse,6691958,Ilana,,Melbourne,-37.801204381072175,144.9452720647488,Entire home/apt,300,7,0,,,1,0
+15469679,Shared Melbourne CBD apartment (Little Collins St),40587257,Abhijit,,Melbourne,-37.81527405616657,144.96328450690822,Shared room,41,1,10,2017-03-30,3.80,1,82
+15667045,"Luxury Modern Apartment, Melbourne",81636368,Charlotte,,Melbourne,-37.822564130122686,144.96315324014225,Entire home/apt,300,2,14,2017-03-19,2.88,1,54
+15437668,"Hip, spacious and modern Flinders Lane flat",98996063,Alistair,,Melbourne,-37.818030302621494,144.967349217151,Entire home/apt,100,2,9,2016-12-13,1.59,1,0
+16783335,Charming Melb CBD with amazing view,95630437,Ratsamee,,Melbourne,-37.80812276647343,144.96086074482355,Private room,90,1,2,2017-02-15,0.82,1,294
+9997430,Bedroom in the center of Melbourne,16986913,Sophie,,Melbourne,-37.81017453973958,144.96082598297292,Private room,35,1,2,2016-01-29,0.13,1,0
+331605,3 Bedroom Apartment City View (111),569413,Dina,,Melbourne,-37.823482487453894,144.961795418272,Entire home/apt,357,1,61,2017-03-24,1.09,10,323
+13140500,Designer Apartment with a View + Free WiFi,22860147,Adji,,Melbourne,-37.82747328098551,144.95847287200914,Entire home/apt,220,3,13,2017-02-25,1.32,33,58
+17482264,Discovery Melbourne Mixed Dorm #61,71213604,Discovery Melbourne,,Melbourne,-37.80958489737982,144.95953339856678,Shared room,31,1,1,2017-03-08,1,67,365
+16387224,Cosy Convient City Side Apartment,102338769,Sky,,Melbourne,-37.82609370026055,144.9614036149859,Entire home/apt,89,3,0,,,1,0
+14847132,new 2 bed apt in cbd with carpark,77661491,Amelia,,Melbourne,-37.81457234509364,144.95309293045608,Entire home/apt,148,2,25,2017-03-18,3.64,12,135
+16288928,Elm 2 Bedroom Apartment,37181360,Shannan & Sasha,,Melbourne,-37.82977018672582,144.97004849259267,Entire home/apt,250,7,0,,,20,0
+10685598,Bed + Bath in modern CBD townhouse,3407361,Henry,,Melbourne,-37.8114653137756,144.9526846946309,Private room,75,2,3,2016-09-30,0.24,1,0
+13929636,Amazing views from the top,917425,Lisa,,Melbourne,-37.81163659911683,144.97194899049194,Entire home/apt,240,2,0,,,4,365
+4722563,Amazing Location in Modern Apartment,3039565,Mike,,Melbourne,-37.809773993647596,144.96009243982365,Private room,80,14,6,2017-01-13,0.22,1,0
+15240362,Spacious apartment in the heart of Melbourne,86888905,Karolina,,Melbourne,-37.82746080788186,144.95747154158104,Entire home/apt,79,1,4,2017-04-01,0.65,1,3
+14309234,Room in Friendly Sharehouse,46575296,Shane,,Melbourne,-37.78580696033371,144.96852951348222,Private room,30,10,1,2016-09-15,0.15,1,0
+4132015,Delightful Southbank One Apartment,21436321,Declan,,Melbourne,-37.82311480413011,144.9611468408398,Entire home/apt,185,2,20,2016-07-11,0.66,1,76
+12193668,Cosy City Weekend Get Away-Paris end of Melbourne,51174403,Annette,,Melbourne,-37.809383377411166,144.9721087309607,Entire home/apt,185,2,4,2017-03-25,0.73,1,18
+17796286,2. A comfortable bedroom in CBD,101654672,Michael,,Melbourne,-37.81031976301018,144.96744693402744,Private room,69,1,1,2017-03-24,1,8,77
+12684480,Royal Stays 2Bdr Inner City Apt (1302),4170460,Royal Stays,,Melbourne,-37.82784072737429,144.95921419007095,Entire home/apt,199,7,3,2017-01-30,0.52,19,312
+12521333,Jasper's Dȏmayne in Melb's CBD,8530753,Jared,,Melbourne,-37.81915437794384,144.95517084173036,Entire home/apt,125,1,58,2017-03-23,5.30,50,334
+15666371,Cosy Carlton studio - walk everywhere!,32827195,Amna,,Melbourne,-37.79701796913412,144.96685279628605,Entire home/apt,90,2,0,,,1,0
+14980983,Cozy with courtyard,83633701,Maria,,Melbourne,-37.79025526903371,144.96820957192455,Entire home/apt,165,3,20,2017-03-19,3.05,4,161
+17829072,【APC_LT】Modern Cosy New★1Bdr Apt+FREE WIFI★,97684398,Apc,,Melbourne,-37.81106142044216,144.96113207955668,Entire home/apt,94,1,0,,,9,181
+16354508,SoüthérnCross Melbourne City SkyHigh Paradisé,78942543,"Tony, Bernard & Eddie",,Melbourne,-37.81456255470524,144.95239241355208,Entire home/apt,149,1,20,2017-03-29,5.77,1,112
+8427387,Stkilda Views 2BR Apartment,43638330,Mathew,,Melbourne,-37.840903654390814,144.97753711107586,Entire home/apt,235,5,0,,,4,359
+12455122,CBD Located & On Top of Collins,62166053,Anna,,Melbourne,-37.81812987844794,144.95636234491894,Entire home/apt,127,1,77,2017-03-30,9.39,2,130
+5573874,BRIGHT DOUBLE ROOM by the gardens,26834962,Sam,,Melbourne,-37.806301098861894,144.96859317839582,Private room,73,2,36,2017-02-19,1.44,2,176
+16223488,"Cosy, spacious apartment with two double bedrooms",15557190,Kris,,Melbourne,-37.79873884845813,144.94728008498848,Entire home/apt,83,13,0,,,1,0
+7638276,Stunning and spacious CBD apartment,6354616,Simon,,Melbourne,-37.80949608910721,144.95160142059325,Entire home/apt,170,7,0,,,1,0
+15273240,Cosy room in Victorian with everything you need!,97099706,Donny,,Melbourne,-37.79574011883537,144.9569034738132,Private room,60,3,36,2017-03-25,5.78,1,93
+724266,Private Modern Melbourne Apartment,3505413,Greg & Jason,,Melbourne,-37.80062268100295,144.9227630740168,Entire home/apt,180,3,11,2013-10-23,0.20,1,274
+16977201,Private room in Platinum apartments,113596193,Jay,,Melbourne,-37.82785767839218,144.9589023680212,Private room,85,1,5,2017-03-26,3.06,1,348
+4689188,A Place To Call Home,24238777,Oliver,,Melbourne,-37.826374423162704,144.96557391678013,Private room,85,3,98,2017-03-20,3.46,1,297
+17766282,Sunny Master Room with Ensuite,121268757,Liang,,Melbourne,-37.799578271108274,144.95219951609337,Private room,66,1,0,,,1,178
+2428212,Flinders Lane - studio apartment,12402075,Joy,,Melbourne,-37.81763030309754,144.96544531804318,Entire home/apt,115,1,44,2017-03-20,1.26,1,263
+13916045,Quintessential Melbourne Terrace,3099212,Will,,Melbourne,-37.796722963825665,144.97314254875258,Entire home/apt,201,5,4,2016-12-31,0.66,1,39
+8978997,Private room with Cityscape in Melbourne CBD,26129617,Wendy,,Melbourne,-37.81748384286669,144.9550790600743,Private room,71,1,53,2017-03-17,3.62,6,6
+16223573,Spacious City Apartment with breathtaking views,8439960,Simon,,Melbourne,-37.82571043666055,144.96243849229256,Entire home/apt,350,2,6,2017-02-25,1.55,1,116
+1379658,Vibrant Inner City Melbourne Plaza,7472686,Ana,,Melbourne,-37.82841420514829,144.96556240740298,Entire home/apt,134,4,52,2017-03-26,1.17,1,300
+8490321,Lavish Living in heart of Melbourne CBD,36605625,Chester,,Melbourne,-37.814734184688206,144.9580230194958,Private room,75,1,62,2017-03-31,3.84,6,135
+17075560,Best Location & Apartment in CBD,94404031,Kee,,Melbourne,-37.81229064551984,144.9638290516744,Entire home/apt,180,3,1,2017-02-20,0.70,1,78
+17436011,Exquisite scenery-Riverside-@ Heart of Southbank,117972631,Yue Qin,,Melbourne,-37.82178509500069,144.96142310510717,Private room,121,1,6,2017-04-01,6,1,164
+232812,Parkland apartment on edge of CBD,950667,Rosemary,,Melbourne,-37.785697156398,144.95615541198623,Entire home/apt,190,3,5,2016-11-16,0.08,1,355
+5619434,Exclusive Stays - Sentinel,10190138,Tony,,Melbourne,-37.825761940604956,144.9628990062752,Entire home/apt,385,1,28,2017-01-31,1.13,14,364
+17370483,Your East Melbourne home sweet home,116809522,Eva,,Melbourne,-37.8093525630453,144.9861214542289,Entire home/apt,121,2,0,,,1,0
+10128735,2BD Delightful CBD Pad with Netflix,9510598,Emma And Taj,,Melbourne,-37.82195194684501,144.9594201089868,Entire home/apt,190,1,82,2017-04-01,5.31,15,283
+1936732,"Melbourne CBD 2BR 4+2persons, carpark (need book).",7190278,Kevin & Ashley,,Melbourne,-37.80751828034481,144.96280197709254,Entire home/apt,178,1,142,2017-03-11,3.48,5,315
+12878401,Office Meeting Space,27121649,Hab,,Melbourne,-37.81709444221295,144.96419440821992,Private room,56,1,0,,,3,320
+13438344,UrbanMinder @ Lacrosse,47763720,UrbanMinder,,Melbourne,-37.815223185330545,144.94632660876735,Entire home/apt,215,2,4,2016-12-27,0.73,23,247
+8785264,"80x5*, CBD, sleeps 5, Wifi, Col",30015118,Mark,,Melbourne,-37.813492247760756,144.96458708514547,Entire home/apt,145,2,109,2017-03-18,6.14,5,77
+14489505,"Studio Apartment on Little La Trobe St, Melbourne",89245475,Brady,,Melbourne,-37.808570692642775,144.96155015363195,Entire home/apt,149,5,2,2017-02-22,0.66,1,117
+6458825,City partitioned Private Living Room w Gym/Pool,31379431,Amazing Clean,,Melbourne,-37.83029795224555,144.96742241119458,Private room,45,1,17,2017-03-17,0.75,1,67
+16518609,Resort living in Southbank.,28789055,Pete,,Melbourne,-37.829170518677174,144.96735228698432,Entire home/apt,152,1,14,2017-03-25,5.53,5,153
+8654300,CBD Studio on 17th floor,45481752,Peter,,Melbourne,-37.81017205635369,144.95924370624851,Entire home/apt,121,3,20,2017-01-14,1.15,1,90
+11701726,CBD Great Location with Great view,10707264,David,,Melbourne,-37.81600511705594,144.95295161094114,Private room,83,1,43,2017-03-09,3.33,1,339
+17482325,Discovery Melbourne Mixed Dorm #63,71213604,Discovery Melbourne,,Melbourne,-37.810038794701626,144.95861973976076,Shared room,31,1,0,,,67,365
+11130794,Beautiful City Apt 2BD/2BATH/2PARK,57844037,Emma,,Melbourne,-37.80887453810306,144.95139623170496,Entire home/apt,190,2,2,2016-03-30,0.15,1,0
+17504171,1 Bedroom in the middle of the CBD,57839697,Melvin Royce,,Melbourne,-37.811748745661625,144.97301280855547,Entire home/apt,121,2,2,2017-03-24,2,1,0
+8134493,The Spectra in Melbourne's CBD,8530753,Jared,,Melbourne,-37.810919040946025,144.95627089155073,Entire home/apt,125,1,123,2017-03-26,6.54,50,351
+16813623,Modern Melbourne CBD one bedroom Apartment 12,111833126,Ironfish EQ,,Melbourne,-37.81066648528882,144.96017672493042,Entire home/apt,140,2,4,2017-02-16,1.90,3,360
+15568457,NEW 2Bed/2bath/2carpark/balcony,38193319,Jacqui,,Melbourne,-37.82803952529669,144.95857685670597,Entire home/apt,220,4,2,2017-01-29,0.52,1,295
+18026065,Ensuite room near train station,75159261,Enrique,,Melbourne,-37.81551151616708,144.96293148881506,Entire home/apt,211,1,0,,,1,365
+15273557,Uninterrupted views,69637413,Lloyd,,Melbourne,-37.81334012258094,144.96409241367127,Private room,80,2,0,,,1,0
+9997914,Melbourne CBD!! Great city view!!,51360999,Travel,,Melbourne,-37.80910016366644,144.96296160936308,Entire home/apt,149,1,6,2016-12-17,0.48,1,355
+16617054,Comfy Room +Amazing Facilities in the CBD,109691725,Talha,,Melbourne,-37.807048176983805,144.96326689265487,Private room,75,4,0,,,1,0
+14126689,Comfortable Apartment With Private Carspace,30261722,Daniel,,Melbourne,-37.81624607689604,144.9538473008021,Entire home/apt,118,1,33,2017-03-18,3.96,5,168
+14833595,Cloud9 - Melb CBD Lux 3BR/2BA Apt Free Park + WiFi,4924814,Akbar,,Melbourne,-37.81436321933795,144.95512304324225,Entire home/apt,249,1,29,2017-03-19,4.18,4,136
+15273578,The Floating BnB - Twin share lower single,56159906,Maggie,,Melbourne,-37.818115646528426,144.94438962510972,Shared room,42,1,5,2017-02-09,0.82,12,24
+8719959,"★Madison★ Professional Host | Unique, Clean & Easy",2246291,Vincent,,Melbourne,-37.817417228286054,144.96145590761103,Entire home/apt,117,1,82,2017-03-26,4.87,3,172
+13438576,Nice Single Studio!Close to Melbourne Uni and city,76687763,Sakura,,Melbourne,-37.80253684538845,144.9604406206,Entire home/apt,48,5,0,,,1,0
+9866872,Carlton Convenience,45180609,Carlton,,Melbourne,-37.79841718801587,144.9686760095407,Entire home/apt,128,1,0,,,1,0
+16450000,The Sierra studio in Melbourne CBD - Gym + pool,46780984,Peggy,,Melbourne,-37.816620905948604,144.95235361297665,Entire home/apt,100,1,20,2017-03-22,6.06,11,125
+14192251,Spacious Apartment,23281766,Rob,,Melbourne,-37.81731019785587,144.97029364796845,Entire home/apt,400,5,0,,,5,0
+15437431,1-BR Brand New Art-Inspired CBD Apartment,27357959,Canvas-Suites,,Melbourne,-37.821462148726646,144.95596184220193,Entire home/apt,121,1,44,2017-03-28,8.41,9,103
+16813703,Everything you are looking for a stay in Melb,66422093,Neetu,,Melbourne,-37.826437879042025,144.9678636408989,Private room,55,2,0,,,1,69
+14716557,Perfect apartment for Melbourne!,59015461,Bibiana,,Melbourne,-37.80817145205204,144.96208217174532,Private room,75,1,1,2017-02-27,0.16,1,90
+13569675,"Own Bathroom, Breakfast Daily, THIS IS LIVING!",17708440,Tim,,Melbourne,-37.82554886408258,144.96055199599473,Private room,69,1,37,2017-03-19,3.99,1,152
+14847637,Discovery Melbourne Mixed Dorm #18,71213604,Discovery Melbourne,,Melbourne,-37.80838067664016,144.95967904906402,Shared room,28,1,2,2016-10-29,0.36,67,365
+11210393,1 Bedroom Apartment,40081020,28+Nights,,Melbourne,-37.824474220467366,144.9628023519566,Entire home/apt,157,3,3,2016-11-25,0.26,17,364
+10030726,A home away from home with carpark!,13545669,Mandy,,Melbourne,-37.82410308473406,144.96335455682276,Entire home/apt,130,2,71,2017-03-19,4.63,4,292
+4951678,Bright and Central CBD 1BR Apt WiFi,19162636,Michelle & Mark,,Melbourne,-37.80973748271746,144.96413009229607,Entire home/apt,94,1,115,2017-03-15,4.23,4,0
+6426275,Cosy room - in the best suburb to live!,29906681,Catherine,,Melbourne,-37.814253866278186,144.98392439845347,Private room,88,1,4,2016-09-17,0.55,1,0
+14289564,Entire apartment 2BR2BA opposite of Airportshuttle,72822026,Rani,,Melbourne,-37.81606031547022,144.9520087613532,Entire home/apt,160,2,11,2017-03-15,1.89,3,55
+15535788,"City fringe, Lygon Street culture,",55467330,Anne,,Melbourne,-37.80472972293311,144.96809364140657,Entire home/apt,400,3,1,2016-11-25,0.23,2,358
+13471408,"funky life- wifi, balcony, coffee, & CENTRAL",77065557,Phoebe,,Melbourne,-37.795095001932644,144.95514533844747,Private room,50,1,2,2016-07-11,0.22,1,0
+15634104,Basic Private Room Southbank,27812412,Romell,,Melbourne,-37.82629423118109,144.95793660012893,Private room,80,2,18,2017-03-31,3.60,1,175
+3411636,Spacious 2 bedroom Melbourne CBD,14662227,Peter,,Melbourne,-37.814938517104444,144.97008212053416,Entire home/apt,250,2,30,2017-03-01,0.91,2,182
+6426322,Cozy and happy private bedroom,2010373,Simone,,Melbourne,-37.794985827398634,144.97148615503437,Private room,90,2,16,2016-12-11,0.73,2,85
+10096341,E&P CBD Business Studio @ Hayward Lane,5295887,Ezra,,Melbourne,-37.80929503756038,144.9674250178,Entire home/apt,80,3,12,2017-03-26,0.84,1,80
+7638742,1 Bedroom Apartment,40081020,28+Nights,,Melbourne,-37.82451904759468,144.9618802537679,Entire home/apt,169,3,2,2015-12-20,0.10,17,364
+6454165,Spacious One Bedroom Apartment,33706501,"Adina Apartment Hotel Melbourne, No",,Melbourne,-37.82120182313323,144.95687243017184,Entire home/apt,125,1,0,,,1,0
+14126816,East Melbourne Entire Home,15780791,Nicole,,Melbourne,-37.81441057124076,144.9901416191926,Entire home/apt,149,1,12,2017-04-01,1.69,2,305
+17705896,"Room in sunny, pristine Carlton North apartment",19427000,Chloe,,Melbourne,-37.79007945406771,144.96819168427686,Private room,43,1,0,,,1,32
+13471457, Apartamento acogedor y cómodo CDB en la zona de tranvía GRATIS ,75676511,Pedro,,Melbourne,-37.812707560875864,144.9436867187377,Private room,66,1,69,2017-03-19,7.64,1,332
+1117938,Elegant Apartment in Quiet Street,3751541,Alice,,Melbourne,-37.81389905117188,144.9879964535634,Entire home/apt,90,7,6,2017-02-25,0.22,1,276
+7638760,CBD Great View 41st Floor Room Gym+Pool!,5649711,Beryl & Adam,,Melbourne,-37.80815176029154,144.96075709260998,Private room,85,1,97,2017-04-01,5.15,4,163
+15666937,"Shared Room, Location",3564083,Susan,,Melbourne,-37.794092586430516,144.95828976601393,Shared room,100,5,0,,,1,91
+14356228,ABOUT MELBOURNE APARTMENTS 4 0 2,175618,Milly,,Melbourne,-37.81019115240243,144.97208597629097,Entire home/apt,180,2,0,,,2,58
+16846609,perfect for backpackers,32106858,Candice,,Melbourne,-37.80520532806166,144.96275248369471,Shared room,28,7,2,2017-02-18,1.13,4,18
+14749474,Mel-Uni Village 6,65149000,Meng,,Melbourne,-37.80127707179183,144.95553761875232,Entire home/apt,107,1,6,2017-02-28,0.87,9,107
+16060206,Leafy hide-away 3 minutes from the city,33323134,Jacinta,,Melbourne,-37.81611118839447,144.97704048951664,Private room,85,3,0,,,1,84
+15273990,The Ĕlement in Melbourne’s CBD,8530753,Jared,,Melbourne,-37.816726502751784,144.95328093339214,Entire home/apt,128,1,34,2017-03-28,6.04,50,345
+15437822,*1-BR Brand New Art-Inspired CBD Apartment,27357959,Canvas-Suites,,Melbourne,-37.81956834121269,144.9566839304284,Entire home/apt,110,1,49,2017-04-02,9.61,9,156
+10284369,Fantastic APT in Melbourne CBD,52898532,Marc,,Melbourne,-37.81004227626067,144.96069463931588,Entire home/apt,145,2,22,2017-03-24,1.47,5,337
+18026477,UrbanMinder @ La Trobe Tower III (2BR),47763720,UrbanMinder,,Melbourne,-37.810195546060115,144.9607959494739,Entire home/apt,180,2,0,,,23,365
+4001774,2BD Apartment in Melbourne CBD,1906689,Sam,,Melbourne,-37.81687577786659,144.9666521069284,Entire home/apt,198,1,9,2017-03-25,3.80,1,338
+16125877,MELBOURNE CBD OASIS ON SOUTHBANK,101655252,Klara,,Melbourne,-37.823531090811166,144.9661172374297,Private room,85,3,16,2017-03-27,3.97,2,334
+17849926,"2 bed room , in front Free tram , Bourke street",121012842,Chieh,,Melbourne,-37.813792279611356,144.9698299413887,Entire home/apt,155,1,0,,,1,347
+17076151,"Astonishing CBD Studio, Cheap but Extraordinary",45281318,Kpopsonglovers,,Melbourne,-37.81323057932898,144.9529361189828,Private room,300,1,3,2017-02-13,1.55,1,363
+16018762,21st Floor Southbank Apartment,37181360,Shannan & Sasha,,Melbourne,-37.822349580608254,144.9618940155922,Entire home/apt,195,7,0,,,20,0
+4768234,Sensational spot,2058617,Stay With Style,,Melbourne,-37.815256493996706,144.96660970149676,Entire home/apt,165,4,27,2017-01-27,0.99,24,358
+14618554,King room in shared apartment,1104127,Wayne,,Melbourne,-37.82235818920005,144.9627983166546,Private room,130,1,4,2017-01-21,0.58,1,245
+7376834,"Very Melbourne, Paris End Penthouse",662870,Sam,,Melbourne,-37.81539497856327,144.97004952073706,Entire home/apt,478,2,7,2016-11-18,0.34,1,143
+15536072,Discovery Melbourne Mixed Dorm #35,71213604,Discovery Melbourne,,Melbourne,-37.80989931459643,144.95998103350095,Shared room,26,1,1,2017-01-27,0.45,67,365
+5115827,Deluxe Marina View Stay/Airport pick up available,566226,Ken,,Melbourne,-37.824378122442596,144.9454441970157,Private room,100,1,112,2017-03-27,4.31,1,63
+16846849,Sofa Bed in Southbank w/ Gym and Pool!,31083103,Xena,,Melbourne,-37.82859300990728,144.96890766345524,Shared room,50,1,2,2017-03-25,0.80,1,86
+17666007,"Massive 2 bedroom in the city, Collins St.",30015118,Mark,,Melbourne,-37.81619641015387,144.96465183076936,Entire home/apt,237,2,1,2017-03-18,1,5,76
+3846519,Paris End Luxury Apartment-Chic above Sheraton,19828291,Avivo,,Melbourne,-37.81211958323561,144.97326996255066,Entire home/apt,225,4,27,2017-03-21,0.98,4,364
+3910482,Live the Eureka lifestyle!,20255001,Brett,,Melbourne,-37.8214424748737,144.96352141750936,Entire home/apt,235,2,11,2017-01-21,0.37,1,322
+2171818,Single Room in Residential College,2812963,Medley,,Melbourne,-37.80629978488057,144.96686159427094,Private room,69,11,3,2016-01-21,0.08,5,71
+7549518,Converted Warehouse in the CBD,30626856,Nina,,Melbourne,-37.811344770178835,144.95044868855726,Entire home/apt,149,3,2,2015-11-02,0.11,1,0
+8561574,Spacious one bedroom apartment.,45056180,Rose,,Melbourne,-37.802324848677266,144.94762623044664,Entire home/apt,125,2,33,2017-04-01,1.95,1,333
+9775971,Elm 2 bedroom+foxtel+cpark+internet,37181360,Shannan & Sasha,,Melbourne,-37.8303190692434,144.96955712887245,Entire home/apt,265,7,8,2016-10-23,0.52,20,0
+10891414,Amazing view Core Melbourne + wifi,52115768,Brian,,Melbourne,-37.81149938960175,144.959490310743,Entire home/apt,168,1,78,2017-03-15,5.67,5,304
+6107310,Heritage city apt with lovely view,553543,Wendy,,Melbourne,-37.81433971041195,144.9609885965437,Entire home/apt,136,666,12,2016-09-16,0.60,1,0
+11514034,Inner CBD Apartment in Kensington,60682309,Peter,,Melbourne,-37.79642337529649,144.92541872695395,Entire home/apt,180,7,0,,,1,0
+17703917,Lovely Unit City Centre - Female Only,24888144,Chen,,Melbourne,-37.8094928802548,144.9663940813346,Shared room,35,2,1,2017-03-24,1,2,58
+15872179,Amazing sea-view apartment in CBD,102792740,Daisy,,Melbourne,-37.816178243407144,144.95401734192635,Private room,100,1,27,2017-02-04,6.33,1,92
+11997917,Designer City Heritage Apartment,21942772,Leeann,,Melbourne,-37.81684128334922,144.9613601030454,Entire home/apt,145,2,32,2017-03-19,2.70,1,352
+16161698,Room closed to FlinderStreetStation,80339654,Tina,,Melbourne,-37.8208712977734,144.96883680024922,Private room,83,1,21,2017-03-29,7.97,1,55
+926682,Cozy CBD Studio + Rooftop Pool,4986236,John,,Melbourne,-37.80903134578027,144.96444104328586,Entire home/apt,121,2,84,2016-12-12,2.05,1,237
+14789521,New City Apartment with Yarra River Views,41123223,Arthur,,Melbourne,-37.81717402370166,144.97152068134682,Entire home/apt,398,3,8,2017-01-28,1.30,3,238
+17996729,Clean & tidy apartment in Melbourne university,123682384,Yixiao,,Melbourne,-37.8034715131967,144.95867687379456,Private room,69,1,0,,,1,119
+7646049,The Onyx studio in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.814701251170774,144.9534120419301,Entire home/apt,100,1,117,2017-03-19,5.82,29,93
+8428482,Southbank Views 1BR Apartment,43638330,Mathew,,Melbourne,-37.825972394096276,144.95742583137496,Entire home/apt,157,5,0,,,4,84
+5250825,SY XLarge Mod Classic(2 BedR+WIFI),3721646,Alex,,Melbourne,-37.84078721707898,144.98562488469918,Entire home/apt,149,3,14,2016-11-14,0.60,16,315
+17797893,Two comfortable art filled rooms on the city edge!,38222452,Graeme,,Melbourne,-37.81688692541785,144.9874365053557,Private room,153,1,0,,,2,333
+15117218,BD 3 On Errol St > Steps from Cafes,95365311,Chantel & Jimmy,,Melbourne,-37.80272904963794,144.9492319352547,Private room,75,2,10,2017-03-28,1.71,3,90
+16587729,Shareroom in CBD,27234968,Consu,,Melbourne,-37.81105134008566,144.9688732221872,Shared room,30,4,1,2017-02-01,0.48,1,272
+4924438,Heritage Art Deco CBD Apartment,25363744,Sean,,Melbourne,-37.81344522685698,144.96532988918955,Entire home/apt,165,4,59,2017-03-19,2.48,1,314
+7875500,Modern Southbank apartment - incl own bathroom,41510752,Tom,,Melbourne,-37.825995468913426,144.9653505149176,Private room,79,2,27,2017-03-08,1.95,1,0
+12941175,Melbourne City QV,71089900,Hwong,,Melbourne,-37.81124236318112,144.96668300453922,Private room,281,1,0,,,1,0
+16688182,My Gallery Room South Yarra Botanic Gardens,4859910,Milo,,Melbourne,-37.83607969046366,144.97760961859328,Private room,73,7,0,,,5,17
+16817123,Cool 2BR Townhouse in Kensington,4959145,Andrew,,Melbourne,-37.791927275227565,144.91922114034884,Entire home/apt,149,3,0,,,1,67
+17470262,"Quiet, Spacious, Central Melbourne Private Room 1",18633392,Yee,,Melbourne,-37.80961731224174,144.9717882229814,Private room,89,4,1,2017-03-19,1,14,26
+8461687,Big City Edge VIEWS! 2 BR APT+WIFI,50121,Frank And Vince,,Melbourne,-37.82607206134417,144.95798816975116,Entire home/apt,359,3,5,2017-02-19,0.31,18,178
+7017274,1 Apartment - 1 Bedroom in the CBD,16458714,Celine,,Melbourne,-37.80851666416637,144.9618060759932,Entire home/apt,100,7,1,2015-10-15,0.06,1,0
+4796603,Amazing location on Flinders St!,24717968,Tommy,,Melbourne,-37.818029707536034,144.96390415821233,Entire home/apt,119,5,22,2017-03-28,0.80,1,257
+15471428,36ft motor yacht in New key marina,51694230,Nathan,,Melbourne,-37.81625024369093,144.94169382149732,Entire home/apt,380,1,0,,,1,364
+4400233,53rd SKY lounge/Melb Central 3mins,14858317,Yuchen(Adina),,Melbourne,-37.80846973695077,144.9616179185499,Private room,69,1,46,2017-03-25,1.59,1,362
+16950390,Single bed in lovely Kensington,2060944,Lauren,,Melbourne,-37.789073467984984,144.92811252077783,Private room,48,1,8,2017-03-26,3.53,1,84
+10344587,Modern apartment close to CBD,1966447,James,,Melbourne,-37.82864119518768,144.96985977284896,Entire home/apt,80,2,23,2017-03-26,1.59,1,6
+13804661,"Willow, Cosy Lygon St Studio +NBN Wifi",7509953,Linton,,Melbourne,-37.8054778537194,144.96549185236498,Entire home/apt,100,2,11,2017-02-15,1.22,70,342
+17702265,Sunny East Melb Apartment - moments from CBD,92052795,Isabelle,,Melbourne,-37.814334467700874,144.9890601264828,Entire home/apt,109,1,1,2017-04-01,1,1,341
+16527578,The Atrium 2bd 2 bath 270 degree view @MELB CBD,46780984,Peggy,,Melbourne,-37.81649261154674,144.95223021299435,Entire home/apt,169,1,15,2017-03-25,4.79,11,154
+9776087,Elm 1 bedroom Apts +foxtel+internet,37181360,Shannan & Sasha,,Melbourne,-37.829916262875194,144.9705622207896,Entire home/apt,149,7,11,2016-12-30,0.72,20,0
+16418324,Beautiful OceanView MelbCBD2BR Wifi*Pool*Gym,93930367,Sophia,,Melbourne,-37.81387340423671,144.9539125314371,Entire home/apt,159,1,18,2017-03-18,5.51,5,138
+15604765,Central Carlton -with the university at your door.,16117181,Sally-Ann,,Melbourne,-37.794678889178385,144.9664854659724,Entire home/apt,140,2,11,2017-03-25,3.55,1,160
+17769612,1 bedroom apartment opposite the State Library,120859234,Richard,,Melbourne,-37.81112208416827,144.96341370268388,Entire home/apt,110,2,0,,,1,30
+13578750,Dockland's Retreat,78357531,Noemie,,Melbourne,-37.81886959726795,144.9451693872522,Entire home/apt,244,2,7,2017-03-25,0.82,3,86
+16538124,City Center 2 Bedroom Apartment Living,16848054,Shane And Bridget,,Melbourne,-37.81731188544126,144.96136582872637,Entire home/apt,168,2,0,,,6,0
+15746900,"Cozy,warm,inviting",54154515,Chenlei,,Melbourne,-37.82314333365751,144.96563076275248,Private room,83,2,15,2017-03-30,4.33,1,101
+17671341,Feel like your own house,37100212,Seonggyeong,,Melbourne,-37.809332600294915,144.94792822221285,Private room,90,2,3,2017-03-26,3,1,84
+16749454,En-suite private room - Free wifi & pool & gym,9746215,Seul,,Melbourne,-37.8212615637162,144.94229815371142,Private room,41,2,3,2017-03-19,1.38,2,126
+13376604,"Room in charming Modern apartment, stunning view",38650142,Xinyi,,Melbourne,-37.82912298256399,144.96817690434682,Private room,75,1,0,,,2,0
+17767533,Modern 2BR Apt w stunning CBD view,30127326,Bernadette,,Melbourne,-37.79965274730035,144.9528723827244,Entire home/apt,152,1,0,,,2,5
+16265452,Inner city lagoon - Heart of the arts precinct.,81575248,Peter,,Melbourne,-37.827321103162085,144.96826410076633,Entire home/apt,320,2,10,2017-03-27,3.16,1,288
+8958193,Beautiful Melbourne Apartment,9746952,Nadav,,Melbourne,-37.805016390088994,144.96114764953745,Entire home/apt,122,2,3,2017-01-21,0.17,1,73
+9739392,CBD Collins St 2B2B Disabled Access,50250360,Ben & Belinda,,Melbourne,-37.81941367154115,144.95593726290014,Entire home/apt,225,2,9,2017-02-03,0.62,1,247
+17804329,Cozy 2 BR Home sweet home,26195571,Prashant,,Melbourne,-37.81525891539527,144.94627963411256,Private room,100,1,1,2017-03-31,1,1,148
+5837730,Spacious 1 Bedroom Apartmen at Vic Market doorstep,18039099,Eric,,Melbourne,-37.81008961700736,144.95617246053703,Entire home/apt,135,2,53,2017-03-28,2.20,1,146
+13640918,Southbank Luxury,45010768,Ali,,Melbourne,-37.82414797439827,144.96263867610205,Private room,50,2,0,,,1,0
+16886819,Cozy Private Room in Melbourne CBD,112624574,Anita,,Melbourne,-37.800887250376626,144.9549407678296,Shared room,69,1,2,2017-03-29,2,1,364
+11283474,Luminó in Melbourne's CBD,8530753,Jared,,Melbourne,-37.816643122330596,144.9701510690427,Entire home/apt,125,1,97,2017-03-26,7.52,50,306
+12459391,Our Little City Getaway : 1BR :CBD: Awesome views,17671725,Jonathan,,Melbourne,-37.810330607319806,144.94914361805934,Entire home/apt,100,2,3,2017-03-25,3,1,224
+8532211,"Central Location, Clean, Private Room 2",18633392,Yee,,Melbourne,-37.814528542963664,144.95582268084968,Private room,50,4,18,2017-02-21,0.99,14,82
+8561861,Best location in town!,1822316,Juls,,Melbourne,-37.81144995089343,144.96085224124863,Entire home/apt,180,1,107,2017-03-28,5.93,1,327
+9668707,CBD and Victoria Market Location,49964991,Sue,,Melbourne,-37.80206453346057,144.94580390329574,Private room,66,1,5,2016-01-12,0.31,2,365
+17422502,Private Room @CBD & FREE TRAMP ZONE,99144844,Patricia,,Melbourne,-37.81049009678545,144.96884823331368,Private room,52,1,1,2017-04-02,1,1,341
+11971652,The Penthouse - Melbourne's finest,1012580,John,,Melbourne,-37.81811826806628,144.96008024476185,Entire home/apt,300,2,13,2017-03-19,1.11,1,360
+5446812,Renovated Heritage Classic,3545459,Murata,,Melbourne,-37.79664694706527,144.97300575091566,Entire home/apt,90,6,73,2017-03-28,2.89,1,60
+7181300,Private Bedroom + Bathroom,5369050,Jamie,,Melbourne,-37.81004225495229,144.9644078387472,Private room,115,1,9,2017-01-24,0.44,1,363
+15080640,★ Holiday Heaven For Family ★,51172609,Lisa,,Melbourne,-37.81084674935632,144.96160291929203,Entire home/apt,100,1,42,2017-03-25,6.60,19,41
+8002756,Walk in and live like a local!,30462330,Kathryn,,Melbourne,-37.802535107238256,144.95174762398,Private room,75,1,45,2017-01-29,2.35,1,282
+9810138,FRESHWATER PLACE - 'THE REGENT',50072661,Platinum Apartments,,Melbourne,-37.82199979854015,144.96268249271233,Entire home/apt,281,7,1,2016-08-17,0.13,4,89
+17346824,599 Nth Melb Luxury Victorian -4Bed/2.5Bath,26093122,Kelly,,Melbourne,-37.80630426565514,144.94974159639457,Entire home/apt,395,2,1,2017-03-18,1,3,334
+12546573,Luxury CBD Apartment with parking,46594284,Silviana,,Melbourne,-37.82656109034368,144.9704722467645,Entire home/apt,166,1,57,2017-03-26,4.99,1,203
+7904476,Great Inner City Location!,16445082,Dorothy,,Melbourne,-37.80849975539077,144.95711444364485,Entire home/apt,244,4,20,2017-03-26,1.09,1,347
+16264286,Light filled 2 BR aptment near Botannical Gardens,106359485,Denni,,Melbourne,-37.82996766316152,144.97143174301323,Entire home/apt,176,2,7,2017-03-26,2.33,1,92
+14936858,Cosy & Bright Art Deco Nest,1445737,Bianca,,Melbourne,-37.84615532252638,144.98490926282727,Private room,90,2,2,2017-01-08,0.61,1,179
+16137101,"Cozy, Light-Filled, City Living",677279,Dan,,Melbourne,-37.82590673474317,144.9597165374133,Entire home/apt,94,5,12,2017-03-18,3.67,1,60
+12328164,Perfectly positioned apartment,5912208,Adrian,,Melbourne,-37.80206071024634,144.9558955266307,Private room,63,3,21,2017-03-27,1.93,1,112
+14654696,Spacious 2BR CBD Waterview Apartment/Free Parking,88384403,Xia,,Melbourne,-37.82047219328392,144.94679648488298,Entire home/apt,139,1,37,2017-03-16,5.12,1,166
+16117253,Entire Room for Family in CBD Area!,29353350,Rui,,Melbourne,-37.80381148036676,144.96249565424282,Entire home/apt,94,1,28,2017-03-27,6.61,1,65
+2108501,Million Dollar Melbourne Views - 5 mins to City,1784277,Jodie,,Melbourne,-37.83453369567529,144.9753685656657,Entire home/apt,180,3,118,2017-03-23,3.19,1,143
+5379112,Bright & comfortable Carlton home ,9839116,Torre,,Melbourne,-37.79499366470042,144.9654758386998,Private room,80,3,16,2016-07-25,0.63,2,30
+17051936,Spacious apartment on the fringe of Melbourne CBD,114467514,Evan,,Melbourne,-37.81201987323262,144.95075540522234,Entire home/apt,125,1,3,2017-04-01,1.53,1,250
+17050742,lovely private room 3 mins to Melb Uni and RMIT,93086122,Annabelle,,Melbourne,-37.805968181804964,144.9617752896901,Private room,60,2,1,2017-02-25,0.79,10,221
+17142854,Cosy cottage in South Yarra,101284319,India,,Melbourne,-37.83148065719362,144.98726375494192,Private room,59,1,4,2017-02-26,2.40,1,1
+1009543,Gem Apartments One Bedroom w Views,5553847,Kellie,,Melbourne,-37.82643523499691,144.95633793242678,Entire home/apt,210,4,4,2015-03-12,0.10,15,274
+13772129,The Grouse Corner House,80825458,Jessi,,Melbourne,-37.79090720925071,144.9436913351413,Private room,110,1,0,,,1,0
+16724255,CENTRAL LOCATED 2BD FREE WIFI FREE PARKING & POOL!,65542288,Julia,,Melbourne,-37.82496271901124,144.96450126175893,Entire home/apt,147,1,19,2017-03-25,7.70,1,216
+4002877,Budget City Stays - Long Term Instant Bookings,6401921,E.J,,Melbourne,-37.81710184041533,144.9550417273239,Entire home/apt,121,1,67,2017-03-03,2.13,4,337
+18031980,Modern Apa/Luxury Swim Pool/Gym/Dream location CBD,51039276,KiKi,,Melbourne,-37.81465209200826,144.95310117483658,Entire home/apt,121,1,0,,,4,364
+4889859,Boutique Apartment CBD +Carpark*,24712164,Leni,,Melbourne,-37.8073896632042,144.96650760583555,Entire home/apt,149,2,92,2017-03-11,3.36,2,131
+4304012,Spacious 1 Bed on St Kilda Rd,19193612,Anthony,,Melbourne,-37.847400546753214,144.9797482135846,Entire home/apt,100,5,2,2015-05-02,0.07,1,306
+15937802,Aureã in Melbourne’s CBD,8530753,Jared,,Melbourne,-37.81546048021466,144.95334936280508,Entire home/apt,128,1,39,2017-03-30,8.60,50,317
+591772,Location & Quality! HEART of CBD!,2921365,Vivian,,Melbourne,-37.81128308728994,144.961975336319,Private room,66,3,84,2017-03-18,1.65,2,337
+17964342,1BR 22nd Floor LUXURY WIFI + Breakfast + Car Park,84687988,Nixon,,Melbourne,-37.80510665905822,144.96386946937346,Private room,110,1,0,,,2,365
+16395429,Bay Views on Level 20 in Southbank; + internet!,72538072,Tayla,,Melbourne,-37.82840874386562,144.95752622403822,Entire home/apt,121,1,8,2017-03-19,3.12,1,97
+15315235,Comfy CBD Based Bedroom in the Free Tram Zone,44301696,Christy,,Melbourne,-37.810446106768374,144.95707404590723,Private room,79,1,21,2017-04-02,3.52,1,356
+14919038,Modern Inner City Deco Apartment,34635336,Annie,,Melbourne,-37.795142010675505,144.94713040444037,Private room,66,1,13,2017-03-19,2.19,2,125
+8958252,"Sunny apt, at heart of the city with great view",46820803,Clark,,Melbourne,-37.8113638249268,144.96340112801016,Private room,45,3,3,2016-11-19,0.54,1,67
+11873454,Spacious Room with own bathroom,26171036,Laura,,Melbourne,-37.80691248388994,144.96006499421753,Private room,60,1,1,2016-04-09,0.08,1,0
+16494475,Luxury city living - city view room,106694796,Alix,,Melbourne,-37.81722363386151,144.97194188089134,Private room,125,2,3,2017-03-18,1.88,4,175
+15211834,SENSATIONAL VIEWS 2Bd CBD Apt *WIFI GYM POOL SAUNA,1739996,Paul,,Melbourne,-37.814576188298155,144.95359811994487,Entire home/apt,100,2,32,2017-03-31,5.22,42,156
+4070705,2BR 2BTH APT 39F *CITY VIEW+WIFI+GYM+POOL+PARKING*,3907770,Lawrence,,Melbourne,-37.82643387458858,144.958083380361,Entire home/apt,190,3,93,2017-03-31,3.03,3,318
+9466399,Melbourne /Southern cross apartment,49059065,Long,,Melbourne,-37.81543728267312,144.95447479880264,Private room,80,1,9,2016-07-10,0.56,4,365
+15181203,"Cozy, 2BDR CBD Apartment, Stunning Location!会中文粤语",96011091,Charlene,,Melbourne,-37.81403327862552,144.96811592032745,Entire home/apt,149,2,47,2017-04-01,10.76,1,149
+11246931,Spectacular Views of Docklands,44390494,Helen,,Melbourne,-37.814300972569974,144.9433080414025,Entire home/apt,375,1,7,2016-10-09,0.63,2,99
+17372318,LUXURY Collins St City HIDEAWAY,46333372,Nate,,Melbourne,-37.817322166296805,144.96272153535975,Entire home/apt,225,2,4,2017-04-01,4,2,152
+12233927,Cozy bedroom in brand new apartment,63612707,Olivia,,Melbourne,-37.825163462314926,144.9626037218247,Private room,100,1,5,2017-03-28,0.43,1,23
+502988,Comfy city fringe with an ace view!,100972,Cass & Jeremy,,Melbourne,-37.805190237448286,144.94903351648577,Private room,50,5,3,2016-02-19,0.06,9,240
+15905315,Room with amazing view close to everything!,45332744,Ewa,,Melbourne,-37.82874508339173,144.96993621532752,Private room,69,1,12,2017-03-28,4.56,2,2
+11971802,Walking distance to Melbourne CBD,63962833,Paul,,Melbourne,-37.836547429813955,144.98012955099142,Entire home/apt,170,2,2,2016-04-30,0.16,1,333
+11148659,"Talia, awesome 2BD space w/ rooftop",7509953,Linton,,Melbourne,-37.79646230746921,144.97294521659148,Entire home/apt,140,2,13,2017-03-25,0.94,70,317
+7185880,The City at Your Doorstep,238906,Brett,,Melbourne,-37.80316528873976,144.95557318295602,Private room,75,14,0,,,1,0
+2106830,Wahroonga in Central Carlton,10741024,Robert,,Melbourne,-37.79551502408032,144.96806367618956,Entire home/apt,269,2,25,2017-02-09,0.78,1,258
+14953691,1 Bedroom Standard,94128211,Christopher,,Melbourne,-37.799688639188425,144.96942098384142,Entire home/apt,199,1,1,2016-11-13,0.21,6,329
+17898879,Great Apartment in Central Melbourne,122635298,Graham,,Melbourne,-37.810105523215164,144.96238878438334,Entire home/apt,94,5,0,,,1,2
+9049275,Stunning seaview skyhigh apt & gym,6033140,Cath,,Melbourne,-37.81875618974057,144.95434950345506,Entire home/apt,239,2,55,2017-03-26,3.27,2,349
+9317613,Best location in Melbourne CBD,48360896,Martha L.,,Melbourne,-37.81443340010253,144.96259926276812,Shared room,35,1,8,2016-01-19,0.49,3,0
+16623076,Modern North Melbourne Townhouse,9064714,Matt,,Melbourne,-37.79781468828127,144.94471704961953,Entire home/apt,100,3,2,2017-02-13,1.05,1,5
+10888655,Acquä in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81784785839782,144.9551655740498,Entire home/apt,125,1,80,2017-03-23,6.43,50,335
+6071775,SQ1 - 2BR/2BATH+SPA+NETFLIX! (TOP FLOOR),10394006,Daniel,,Melbourne,-37.805865473530254,144.96262760298634,Entire home/apt,176,2,48,2017-03-11,2.11,15,147
+930037,Villetta (Luxury Apartment) ,5009174,Andrea,,Melbourne,-37.79585364062642,144.9676917205568,Entire home/apt,149,3,150,2017-03-28,3.05,1,311
+16618716,"Melbourne CBD, Conveniently Situated Place.",85982167,Eileen,,Melbourne,-37.81320859282458,144.94454634958748,Shared room,30,1,10,2017-03-15,4.92,6,343
+11873518,Cosy Victorian home close to city,25523448,Georgia,,Melbourne,-37.79586084694797,144.94686347500263,Private room,60,2,21,2017-03-24,1.72,1,365
+16457104,Paris style apartment in the CBD,32791323,Elle,,Melbourne,-37.816692230387176,144.96042696404626,Entire home/apt,149,2,25,2017-04-01,7.98,1,36
+15211923,Apartment room in Melbourne CBD,96639463,Gloria,,Melbourne,-37.81357250509072,144.95566809654684,Private room,50,1,14,2017-01-16,2.28,1,354
+9350277,Premium Two Bed One Bath,24030407,Christina,,Melbourne,-37.827317422307885,144.95802988089997,Entire home/apt,309,1,2,2016-11-05,0.15,6,350
+17837316,Comfortable bed,111385442,乔森,,Melbourne,-37.81636043318674,144.96288618384872,Entire home/apt,295,1,0,,,1,365
+14292221,Luxury penthouse with private terrace - CBD,8212005,Elizabeth,,Melbourne,-37.80765457520467,144.96667219709906,Entire home/apt,254,4,6,2017-01-27,0.92,2,355
+15607305,Great Melbourne CBD 1BR Apartment With Gym & Spa!,30261722,Daniel,,Melbourne,-37.82006510351361,144.9564090824668,Entire home/apt,119,1,11,2017-03-19,2.06,5,168
+15308037,Double bed room close to everything!,45332744,Ewa,,Melbourne,-37.82970314582898,144.9686898229489,Private room,69,1,0,,,2,7
+16195000,Modern living in the heart of Melbourne,1806235,Marian,,Melbourne,-37.81803377604583,144.96022182935772,Entire home/apt,164,1,13,2017-03-18,3.45,3,1
+15635718,Finest start of your Journey with Comfort in Mind,100837124,Albert,,Melbourne,-37.80970417127337,144.95916989556946,Private room,100,1,26,2017-03-23,5.45,1,62
+13085991,Amazing CBD View Mordern Apartment,44998888,Aaron,,Melbourne,-37.82909479136172,144.97037594665494,Private room,75,1,4,2017-02-18,1.50,1,46
+5742001,Amazing Sky Lounge Melbourne CBD,26235512,Jessica,,Melbourne,-37.80977886463882,144.96131782364697,Entire home/apt,239,2,84,2017-03-25,3.42,8,345
+16833455,"Location, Location, Location!",15973674,David,,Melbourne,-37.80864309078189,144.97105364628237,Entire home/apt,115,2,0,,,2,362
+14953775,2 Bedroom Standard - Queen & Twin Beds,94128211,Christopher,,Melbourne,-37.800536145274606,144.96729468296766,Entire home/apt,242,1,0,,,6,319
+13243668,Close and convenient location,74430231,Tony,,Melbourne,-37.8258451627157,144.95858708928307,Private room,121,1,1,2016-06-06,0.10,1,326
+13739543,Private room ensuite Southbank,8287139,Daniela,,Melbourne,-37.82635927561455,144.95886246969764,Private room,75,2,35,2017-03-19,4.02,1,0
+15792279,【APC_B】CBD on Your Doorstep★2Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81247791877059,144.97021073434706,Entire home/apt,128,1,11,2017-03-11,2.21,9,181
+16590374,Luxury living in cbd of Melbourne,109412086,Andy,,Melbourne,-37.81068453405479,144.96907777379755,Private room,75,1,2,2017-02-11,1.03,1,364
+7937478,City Centre FreeTramZone Apartment,241451,Niloofar,,Melbourne,-37.81045862155021,144.9515244138289,Entire home/apt,125,3,24,2016-11-26,1.22,2,13
+13551671,Magnificent CBD view No.4/ 2-BR Free Parking,24749898,HugoHome,,Melbourne,-37.819633587849815,144.9412469265867,Entire home/apt,199,1,32,2017-03-19,3.34,22,166
+17964495,5-star resort facilities and views :),123362084,Himanshu,,Melbourne,-37.813185112408995,144.9392801089271,Private room,125,1,0,,,1,17
+17931741,CBD Flinders Lane + Wifi,3590050,Mandy,,Melbourne,-37.81756929636032,144.96184496489616,Private room,80,1,0,,,1,26
+10476469,CBD Spacious 2BR apartment,23597742,Ryan,,Melbourne,-37.811206072694894,144.96669711936119,Entire home/apt,149,1,78,2017-03-19,5.49,5,222
+17276404,Furnished Studio opposite Southern Cross Station!,63861597,Tina,,Melbourne,-37.81644295387407,144.95253081112273,Entire home/apt,115,1,1,2017-03-18,1,5,148
+14953832,2 Bedroom Executive - King & Queen Beds,94128211,Christopher,,Melbourne,-37.79937820581357,144.9671706350095,Entire home/apt,294,1,0,,,6,246
+4796755,Absolutely central Melbourne,10770585,Catherine,,Melbourne,-37.810870933499835,144.96442722638747,Entire home/apt,110,3,52,2017-03-26,1.95,1,44
+15603060,2BR CBD Apt Near Vic Mart & Flagstaff Garden,22860147,Adji,,Melbourne,-37.80925570773489,144.95702647589516,Entire home/apt,144,3,2,2017-02-24,0.41,33,0
+17671796,A place for Anthony,56916100,Sam,,Melbourne,-37.80617470807385,144.94747666251436,Private room,121,1,2,2017-03-23,2,1,365
+16655994,Melbourne City private room (2x single bed),22113463,Tan-Boon,,Melbourne,-37.80850262722477,144.95429882120882,Private room,80,2,3,2017-03-24,2.14,3,91
+9219647,"Well Located, Peaceful & Modern",47941684,Christian & Kate,,Melbourne,-37.814621510754975,144.98936758732722,Entire home/apt,125,2,54,2017-03-27,3.13,1,342
+9154897,Summer Hot! Graceful Sky-high CBD Harbour View!,36041520,Angel,,Melbourne,-37.816354424572026,144.95774330753332,Entire home/apt,138,2,87,2017-03-26,5.05,4,56
+13916399,Furnished Ensuite in Melbourne CBD!,82589211,Felicia,,Melbourne,-37.81506225751024,144.9542384264864,Private room,79,3,0,,,1,0
+8633922,"Dali, the Southbank masterpiece",7509953,Linton,,Melbourne,-37.82715198403532,144.95789531190277,Entire home/apt,160,2,25,2017-03-24,1.41,70,316
+990795,19th Century Terrace with Ensuites,5441565,IanJ,,Melbourne,-37.80147666197538,144.96877095403107,Private room,110,4,13,2017-03-26,0.30,1,365
+9841897,Boutique Apartment In City Center,38907146,Mega,,Melbourne,-37.814159297695575,144.97422345994727,Entire home/apt,170,2,63,2017-03-26,5.01,1,242
+15242657,Cozy studio in great location,36332076,Valerio,,Melbourne,-37.8050078968237,144.9598372840999,Entire home/apt,69,1,1,2016-10-17,0.18,1,0
+14095818,Docklands apartment with incredible views,84828994,Sarah-Jane,,Melbourne,-37.81564546368595,144.94681860971156,Private room,100,1,0,,,1,0
+9614052,BEST LOCATION 2BDRM: FOODIE HEAVEN,2993788,Steven & Gajia,,Melbourne,-37.814218650114476,144.97255000953294,Entire home/apt,189,1,92,2017-03-16,5.97,2,134
+17837457,市区优越房间,117549717,志权,,Melbourne,-37.80931130003462,144.9560761982149,Private room,58,1,0,,,1,39
+16204217,"Spacious, deluxe apt in prime location.",16595863,Bernard + Emma,,Melbourne,-37.8154361131738,144.97184761448105,Entire home/apt,170,3,8,2017-03-11,2.61,1,133
+13741449,The Secret Garden 2 bedroom 2 bath Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81537176950114,144.9525016794592,Entire home/apt,169,1,68,2017-03-21,7.45,29,218
+10884537,Amzo's Carlton Cottage,11161646,Amy,,Melbourne,-37.797697932301595,144.97215109580105,Entire home/apt,201,10,13,2016-07-26,0.94,1,0
+15605353,SkyHigh 1 Bedroom Apt,98304307,Din Din Cha Cha,,Melbourne,-37.81938740064549,144.95457694464164,Entire home/apt,160,1,37,2017-03-19,7.03,1,145
+7811440,Convenient Melbourne City Apartment,41123223,Arthur,,Melbourne,-37.81636303102036,144.97122561514058,Entire home/apt,138,3,71,2017-03-28,3.72,3,175
+17180366,"Exquisite apartment, minutes away from CBD",115608964,Jb,,Melbourne,-37.84053805626176,144.9777052280876,Entire home/apt,121,2,2,2017-03-26,1.25,1,122
+9890188,2BR Bright & Modern Apt + Free WiFi,22860147,Adji,,Melbourne,-37.81178974262598,144.9601679199215,Entire home/apt,201,3,50,2017-03-02,3.30,33,136
+9049524,5 stars luxury Melbourne CBD Apt,32316995,Yong,,Melbourne,-37.81370963459029,144.95649472869442,Entire home/apt,119,1,128,2017-03-31,7.38,3,121
+17929821,Conveniently located 5 min from CBD,122953983,Pam,,Melbourne,-37.81242272120197,144.95296146973772,Private room,66,1,0,,,1,150
+14311651,Cozy&Comfy CBD apartment in FREE tram zone,87478966,Yang,,Melbourne,-37.81111652219373,144.95102121465607,Private room,69,1,7,2017-02-24,1.10,1,346
+16986504,"Lux 20th Floor Apt, Free WiFi, Free Car Park",30988782,Lana And Aki,,Melbourne,-37.82376447003487,144.9628639139178,Entire home/apt,159,2,2,2017-03-02,1.30,1,309
+16359056,City Home Living Girl only (Free tram Zone) R,35069663,Yee,,Melbourne,-37.81036185384055,144.95864990225044,Shared room,28,1,12,2017-03-19,4.50,4,60
+16162450,Private twin room in CBD,89656733,Sue,,Melbourne,-37.80822345161676,144.96135976380623,Private room,80,1,2,2017-03-25,0.81,4,26
+7284443,Paris end of Melbourne,38145619,Andrea,,Melbourne,-37.8124867517788,144.9716694134105,Entire home/apt,125,2,66,2017-03-31,3.21,1,311
+1873375,Super Central Apt w/ Art Deco Charm,9761290,Lisa,,Melbourne,-37.81853100752535,144.96292735269688,Entire home/apt,139,7,29,2017-03-27,0.70,1,240
+1091282,Melbourne City Warehouse Loft,2586919,Jacquie,,Melbourne,-37.819049050111786,144.96011835810143,Entire home/apt,250,2,94,2017-02-28,2.00,1,77
+17307125,Live your own Upper West Side story.,107111584,Charmaine,,Melbourne,-37.81434840785079,144.9509486320238,Entire home/apt,100,1,6,2017-03-25,6,3,338
+13578634,Dockland's Delight,33610607,Jenny,,Melbourne,-37.81778102811354,144.94443021806228,Entire home/apt,180,2,8,2016-12-27,1.00,5,87
+3681724,Bright room in Kensington townhouse,18445762,Janine,,Melbourne,-37.7948818320797,144.9160632646967,Private room,48,2,15,2017-01-13,0.46,2,364
+7679409,SkyHigh CBD 2/BED 2/BATH CAR PARK*,24712164,Leni,,Melbourne,-37.81608945126424,144.95297246266918,Entire home/apt,149,2,49,2017-03-02,2.47,2,73
+16260782,Double Room Guesthouse Carlton ER10,14765754,Valeria,,Melbourne,-37.79853713165983,144.97110205161997,Private room,69,5,1,2017-01-25,0.43,34,365
+15412672,Connie House MY80(2),29142947,Suu,,Melbourne,-37.80916936630825,144.96061840934163,Private room,90,1,1,2016-11-25,0.23,4,89
+15838655,The Rouge studio apartment in Melb CBD pool+ gym,46780984,Peggy,,Melbourne,-37.816347910078385,144.9528258375663,Entire home/apt,100,1,31,2017-03-14,6.46,11,107
+8136420,CBD city view garden side apt w gym,21838521,Jessica,,Melbourne,-37.80713747317529,144.968967417131,Entire home/apt,128,2,33,2017-02-15,1.79,7,78
+6958506,"Central CBD, Chic Living on Collins",36487352,Jenny,,Melbourne,-37.81623815817106,144.9653861635504,Entire home/apt,144,2,91,2017-03-24,4.98,2,344
+16691595,Double room with ensuite in CBD heritage building,15947959,Alice,,Melbourne,-37.81665414751201,144.9721226127842,Private room,100,2,3,2017-03-25,1.64,1,61
+16428487,"One Bedroom CBD Apartment With Pool, Gym & Sauna",107707554,Arvind,,Melbourne,-37.8142315219959,144.95155503919625,Entire home/apt,100,2,11,2017-03-16,3.71,1,0
+12101376,Large modern house close to Melbourne Centre,7346690,Suzy,,Melbourne,-37.79364717758697,144.92239170152925,Private room,100,2,3,2017-03-24,3,1,30
+8357152,Bright apartment w panoramic views,5632738,Sebastian,,Melbourne,-37.81349626574553,144.973613125666,Private room,110,1,1,2015-10-04,0.05,1,214
+13021773,City Funk - Right in the Heart,3518112,Tom,,Melbourne,-37.81676973283713,144.9642439701558,Entire home/apt,360,3,0,,,2,365
+5851992,Parkville Residence - Close to City,3252696,Brian,,Melbourne,-37.77907990232214,144.94173686995066,Private room,69,1,73,2017-03-23,3.90,3,147
+5608998,Prime Apartment at City Fringe,27033012,Vj,,Melbourne,-37.801945098176006,144.96426636078198,Entire home/apt,130,5,4,2015-12-08,0.17,1,0
+9995904,High Rise Living On the 30th Floor,51351568,Adam,,Melbourne,-37.82266420704085,144.9614371130524,Private room,80,2,13,2017-01-21,0.96,1,0
+10688046,A private room with shared kitchen,48114713,Funk,,Melbourne,-37.82707558235701,144.96002518596507,Private room,69,1,0,,,1,0
+11575012,Master bedroom with bathroom,61178856,Joanna,,Melbourne,-37.81040945675109,144.96212219946617,Private room,80,1,0,,,1,12
+13213401,Luxury Apartment in Melbourne`s CBD/southern cross,49059065,Long,,Melbourne,-37.815870183296745,144.95271289841887,Private room,94,1,8,2017-02-24,1.00,4,91
+15834853,"Friendly CBD loft, double bedroom",31322123,Sarah,,Melbourne,-37.8107837281816,144.95369168389706,Private room,55,3,3,2016-12-31,0.65,1,0
+13704905,Cozy & Comfy CBD Apartment in FREE Tram Zone,18001662,Clarice,,Melbourne,-37.81452753126653,144.9538630830042,Entire home/apt,115,1,52,2017-03-19,5.78,6,153
+12612763,Old fire-station charm,50555552,Alexander,,Melbourne,-37.80163843294453,144.96527732094773,Private room,66,2,27,2017-03-19,3.67,1,50
+15933166,"CBD Sanctuary Apartment...Tranquil, Bright & Cosy",93066268,Tony,,Melbourne,-37.8076859675051,144.95818550462997,Entire home/apt,130,1,15,2017-03-26,3.46,1,72
+2233916,CARLTON BLUESTONE 2 Story home,1164900,Tom,,Melbourne,-37.800845240542074,144.97342132578598,Entire home/apt,250,3,15,2017-02-11,0.40,2,362
+8464152,Great room in the heart of Melb CBD,44052285,Shong,,Melbourne,-37.81240279461316,144.96700241075314,Private room,75,2,46,2017-03-18,3.17,1,66
+17211131,CBD POP STYLE SUPER COSY 2BR APT WITH FREE CARPARK,115848654,Cd,,Melbourne,-37.80977817563513,144.95598586324155,Entire home/apt,125,1,8,2017-03-31,5.33,1,67
+15872398,City apartment in landmark building,102900959,Kevin,,Melbourne,-37.81313220546194,144.96387930584456,Entire home/apt,93,2,22,2017-03-28,4.82,1,102
+16619072,"Penthouse with amazing views, luxury location CBD",83025438,Fabian,,Melbourne,-37.8151724904573,144.97000341898269,Entire home/apt,288,3,3,2017-03-19,1.29,1,359
+10233644,"Platinum ""MELBOURNIAN"" @ Freshwater",50072661,Platinum Apartments,,Melbourne,-37.82204406937988,144.9632884296915,Entire home/apt,391,5,0,,,4,356
+11511593,Modern Inner City 2 Bedder w C/Park,17344146,Lisa,,Melbourne,-37.808026497688246,144.94493010841285,Entire home/apt,160,1,9,2017-03-25,0.70,1,329
+14919472,Amazing 3 bedroom city apartment with great views!,29183827,Jj,,Melbourne,-37.82086350268182,144.96400193574542,Entire home/apt,350,2,3,2017-01-21,0.57,2,365
+15348304,SunnyCosy 2BR MelbCBD*Wifi*Gym*Pool,93930367,Sophia,,Melbourne,-37.81408587804113,144.95312303260874,Entire home/apt,128,1,30,2017-03-17,5.14,5,82
+13702745,Cosy Bedroom - Perfect CBD Location,51183640,Anh,,Melbourne,-37.81683281756184,144.95359662970375,Private room,80,2,15,2017-03-20,1.88,1,16
+3479087,A Resort in the City 3 - Southbank,9256292,Pauline,,Melbourne,-37.82498790937432,144.96789757628682,Entire home/apt,170,3,135,2017-03-31,4.25,5,199
+13084469,Melbourne CBD high style...,1403667,THE CONCIERGE (Aust),,Melbourne,-37.80834918630424,144.9587622300145,Entire home/apt,190,3,5,2017-03-10,0.59,7,356
+14227061,Docklands | Melbourne| Including Great Food,35911826,Sachin,,Melbourne,-37.81841056076228,144.94630590562983,Private room,79,1,0,,,2,365
+12918583,Private Room next to CBD (3min),70861302,Tobias,,Melbourne,-37.80541755352104,144.9622289893128,Private room,41,2,2,2016-06-14,0.20,1,0
+8398680,Bright private room in heart of CBD,8581160,Andrew,,Melbourne,-37.811049963121505,144.96562828539402,Private room,80,1,9,2016-11-29,0.52,3,64
+4663130,Walk to Melbourne uni & city centre,6085260,Carolyne,,Melbourne,-37.80181038917665,144.95074590006112,Private room,90,2,3,2017-02-26,0.23,1,276
+12070418,Australia's tallest apartments building,23359874,Debra And Ro,,Melbourne,-37.82062024795037,144.96500642559337,Entire home/apt,675,2,4,2017-03-18,0.51,3,365
+6280880,Sick of Hotel Rooms ? Join the Club,32650105,Gary,,Melbourne,-37.81726734079097,144.94103564079487,Entire home/apt,299,1,14,2016-12-29,0.64,1,90
+9317887,2BEDS 2BATHS NEAR CASINO AND CITY,3916277,Alvin,,Melbourne,-37.82310978575123,144.96384655960665,Entire home/apt,199,1,101,2017-03-25,5.95,4,304
+13606747,Heart of Melbourne City- Vibrant Ensuite,78734458,Krizh,,Melbourne,-37.82618954037487,144.95821267083284,Private room,52,1,41,2017-03-20,4.52,1,281
+7548449,Parkville One Bedroom Apartment,39557635,Jerry,,Melbourne,-37.781509297727155,144.95820169345794,Entire home/apt,100,2,2,2016-09-26,0.14,1,0
+15603361,Scandinavian 1BR Apt Next to Queen Victoria Market,22860147,Adji,,Melbourne,-37.81030234311158,144.95591931280214,Entire home/apt,135,3,4,2017-02-07,1.60,33,0
+8527698,Lovely Cozy Private room in Melbourne CBD,26129617,Wendy,,Melbourne,-37.81608577691391,144.95507178250307,Private room,66,1,81,2017-03-07,4.44,6,32
+5838508,Great CBD space near Races,29893765,Corrina,,Melbourne,-37.80492231308926,144.9423539453839,Entire home/apt,149,3,2,2015-11-05,0.08,1,0
+16455526,Melbourne City Sights,2058617,Stay With Style,,Melbourne,-37.81530946458411,144.96192942770472,Entire home/apt,155,4,0,,,24,358
+17870398,"21 STUDIO Apartment! FREE WiFi,Gym,pool,sauna",41678718,Ken,,Melbourne,-37.81664032303151,144.95241247959814,Entire home/apt,98,1,0,,,15,318
+17226733,Melbourne CBD Quiet&Lovely home,112063617,Linda,,Melbourne,-37.81392109470296,144.95269275908066,Entire home/apt,149,1,10,2017-03-26,6.12,1,341
+9906071,Master Suite in Ultimate Carlton Fortress!,572537,Bek,,Melbourne,-37.79354769154965,144.96942034138107,Private room,66,1,9,2017-03-30,1.38,2,293
+10235463,Elm - Stylish 1 bed apt! Free Wi-FI,37181360,Shannan & Sasha,,Melbourne,-37.82937525867506,144.97032899200153,Entire home/apt,176,7,2,2017-01-07,0.18,20,0
+12523208,Infinite View City Apt + Free Wi-Fi,22860147,Adji,,Melbourne,-37.815336561745426,144.9569339786546,Entire home/apt,201,3,17,2017-01-26,1.51,33,148
+13969298,Master Bedroom Beautiful City Views,83279587,Damian,,Melbourne,-37.82746229286014,144.9603490674202,Private room,85,3,67,2017-03-12,8.63,1,122
+9578388,CBD Luxury 2BR Apt-1301 withParking,49582904,Hm Apartment Melbourne,,Melbourne,-37.809045430379804,144.96322644558745,Entire home/apt,210,1,65,2017-03-25,4.11,1,338
+1447595,"Large Private Rooftop Terrace, CBD",7770263,Coco,,Melbourne,-37.813560550721284,144.96155168376114,Entire home/apt,185,3,137,2017-03-22,3.10,1,304
+15636185,Heart of Melbourne 2 bedroom Apartment w/balcony,96754913,Hector,,Melbourne,-37.81511060276515,144.96537886153172,Entire home/apt,160,2,14,2017-03-19,2.68,3,67
+9449911,Modern warehouse converted loft,2418073,Simon,,Melbourne,-37.801784684383634,144.94450515924262,Entire home/apt,198,2,15,2017-03-11,0.98,1,0
+1296029,Walk to CBD – safe & convenient area,1858236,Cheryl,,Melbourne,-37.828982260804786,144.97044112420605,Private room,90,2,28,2017-03-07,0.68,1,331
+5221949,Modern gem in the right location,27020231,Benjamin,,Melbourne,-37.828945443086354,144.9703593868001,Entire home/apt,135,1,74,2017-03-26,4.28,1,156
+5906335,Spacious & Modern CBD Apartment,6770984,Taña,,Melbourne,-37.813253912955446,144.96778726452666,Entire home/apt,90,20,8,2016-08-30,0.33,1,0
+13480385,Fresh East Melbourne apt | WIFI | 1 BR + sofa bed,24687442,Rosemary,,Melbourne,-37.81266676540423,144.9894010680785,Entire home/apt,106,5,24,2017-03-07,2.57,2,346
+4812782,"Lance, Chic pad in heart of MelbCBD",7509953,Linton,,Melbourne,-37.81652709940255,144.96311197331863,Entire home/apt,160,2,48,2017-03-26,1.75,70,347
+10692520,Nippǒn in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81483449078702,144.95157231152305,Entire home/apt,125,1,84,2017-03-27,5.78,50,352
+6629304,2 bedroom home in leafy Kensington,34701541,Lloyd,,Melbourne,-37.793545659696335,144.9181268492329,Entire home/apt,130,2,15,2017-01-03,0.68,1,25
+15537910,Spacious 1br Melb CBD Apt - Free Tram Zone 4,80621455,Bill'S,,Melbourne,-37.81614143785267,144.95400626305175,Entire home/apt,109,1,15,2017-03-21,3.24,9,175
+13381214,"4 bedroom, split 2 level terrace house, brand new",76020296,Bill,,Melbourne,-37.80805146866722,144.94897806040214,Entire home/apt,300,3,35,2017-03-16,3.56,1,106
+14653187,"Merri Room, 1 Private Room with Comfy Queen Bed",16848054,Shane And Bridget,,Melbourne,-37.81749317648371,144.96272819109217,Private room,56,2,44,2017-03-26,5.95,6,8
+17870460,21✪5 holiday pad! Great value for everyone!,41370225,Ben,,Melbourne,-37.816189856695544,144.95247619351008,Entire home/apt,89,1,0,,,10,48
+14655434,Spacious queen room in the heart of Melbourne,17057104,Anne Marie,,Melbourne,-37.82760515053312,144.95713784297016,Private room,100,1,11,2017-04-01,2.43,1,358
+14788578,CBD Exhibition St with great accessibility,54166086,Sue,,Melbourne,-37.807118744842455,144.96953066656968,Entire home/apt,60,5,2,2017-01-06,0.34,1,83
+6561757,Melbourne CBD with a view...,1403667,THE CONCIERGE (Aust),,Melbourne,-37.817783038516666,144.95980290253496,Entire home/apt,210,2,21,2017-03-18,0.99,7,272
+9741881,David,50261123,David,,Melbourne,-37.81507870951394,144.9768312317818,Entire home/apt,130,21,1,2016-02-02,0.07,1,0
+11382423,Tranquil East Melbourne Apartment,13793007,Sophie,,Melbourne,-37.81750789405557,144.97831007904722,Entire home/apt,300,1,0,,,1,0
+14360553,ABOUT MELBOURNE APARTMENTS 9 0 4,175618,Milly,,Melbourne,-37.81069616829798,144.9717893005785,Entire home/apt,199,2,0,,,2,64
+9646542,Female Only,39482376,MELBnB,,Melbourne,-37.8133916439517,144.96247386143477,Shared room,80,1,6,2016-04-28,0.40,2,365
+13412316,The Mirage 2 bed 2 bath Melbourne CBD APT,35789055,Eden+Cony,,Melbourne,-37.8151209144391,144.95260990013094,Entire home/apt,169,1,72,2017-03-20,7.53,29,141
+16523245,Dream Bedroom in Southbank/CBD (Private Toilet),40235730,William,,Melbourne,-37.82655005727244,144.96026755625002,Private room,125,1,10,2017-03-01,4.00,1,16
+13379566,"Stylish, Modern 2 Bed Apt in Melbourne CBD",75298296,Chris,,Melbourne,-37.810976544551714,144.96502830010513,Entire home/apt,208,1,10,2017-02-21,1.06,2,359
+4834273,Guest room in a historic building,7374208,Siying,,Melbourne,-37.80337517384107,144.941740442459,Private room,60,2,18,2017-03-27,0.66,1,365
+12687180,CORTESE: The absolute best Melbourne location!,5383441,"Amy, Gareth & Dan",,Melbourne,-37.805348347690135,144.9607160682646,Entire home/apt,165,2,15,2017-02-23,1.43,32,187
+307630,CBD Huge Warehouse Apartment,1582716,Sharyn,,Melbourne,-37.80815472547136,144.96620507655024,Private room,90,1,118,2017-02-24,1.88,2,315
+16033800,Penthouse with Stunning City Views.,61628452,Jenni,,Melbourne,-37.79946812727342,144.9523498154814,Private room,80,2,1,2017-03-26,1,1,80
+15638545,"2BR apartment with courtyards, Great location!",57093437,Kyoko,,Melbourne,-37.81289150111698,144.9518182439344,Entire home/apt,180,2,3,2017-04-01,3,1,61
+13997930,ROOMSHARE TO RENT IN LUXURIOUS CBD APARTMENT,39483290,Sophia,,Melbourne,-37.80791923927922,144.96053965925108,Shared room,30,2,15,2016-11-10,1.74,1,0
+862199,Great location CBD 1BR home,4518874,Y.Y.,,Melbourne,-37.805436604044964,144.96247200331658,Entire home/apt,100,4,79,2017-02-26,1.55,2,330
+16395956,Brand new 2br apartment with fantastic location,93086122,Annabelle,,Melbourne,-37.8075292452375,144.96270310097586,Private room,135,1,1,2017-02-04,0.51,10,262
+17560180,"Docklands Luxury - Views, NetFlix, WiFi + Pool!",30888994,J J,,Melbourne,-37.822248340715035,144.95186971773217,Entire home/apt,119,2,2,2017-03-30,2,3,139
+5894488,"Private LOFT, separate entrance 4kms to city.",25236337,Athena,,Melbourne,-37.77679374810819,144.94688876084047,Private room,94,2,55,2017-03-24,3.96,1,345
+3024927,"Modern, Clean and Quiet 1 Br Apt",1116612,Daniel,,Melbourne,-37.79859363223658,144.9696975872959,Entire home/apt,149,3,0,,,1,31
+14790338,"WARM, CLEAN ROOM IN LUXURIOUS CBD APARTMENT",48746429,Minh,,Melbourne,-37.80815619753107,144.96148850202167,Private room,90,1,5,2016-10-11,0.76,1,256
+6137886,Melbourne City Short Term Stay,12846325,Moses,,Melbourne,-37.81558220834705,144.9777517760122,Private room,170,1,3,2017-03-19,0.21,3,365
+13965166,23rd Floor with Great view Wifi+free Parking,44323684,Dawei,,Melbourne,-37.82273915019085,144.963960271979,Entire home/apt,180,1,49,2017-03-29,6.10,6,299
+16193409,Two bedrooms in gorgeous North Melbourne,26977390,Kate,,Melbourne,-37.797426224082415,144.94815094763592,Private room,125,2,1,2017-03-18,1,1,34
+17110917,East Melbourne Short Stay,13467801,Scott,,Melbourne,-37.81670941033214,144.98362375665337,Entire home/apt,201,2,0,,,6,231
+7350304,Comfort Zone in Melbourne City,29913000,Ming Yu,,Melbourne,-37.80867953618229,144.96501290261526,Entire home/apt,201,2,42,2017-03-04,2.61,5,159
+8890406,"Stunning City Views, Charming & Stylish Apt",38740547,Elle,,Melbourne,-37.82114048863162,144.96266172665366,Entire home/apt,182,3,20,2017-03-27,1.17,1,302
+17307528,Right in the heart of Southbank.,28789055,Pete,,Melbourne,-37.820967023707624,144.96647072174378,Entire home/apt,187,1,17,2017-04-02,15.94,5,132
+15964042,Stunning 180° CBD view Apartment No.2,24749898,HugoHome,,Melbourne,-37.81426246478438,144.94382562044368,Entire home/apt,170,1,14,2017-03-11,3.23,22,165
+10774253,North Melbourne 2 bedroom + parking,46443356,Camilla,,Melbourne,-37.79902894773417,144.94613019308895,Entire home/apt,130,1,20,2016-08-15,1.43,1,1
+15474743,"Deluxe Suite 06 ♬ Melb CBD, gym, swim, sauna &WiFi",41678718,Ken,,Melbourne,-37.81482326372293,144.95281831557188,Entire home/apt,98,1,32,2017-03-23,5.61,15,226
+17995666,Russell Place 1BR King Bed just off Bourke St,12108076,Jonn,,Melbourne,-37.812804503116624,144.96621368357572,Entire home/apt,94,1,0,,,4,7
+15411245,Modern CBD apartment + pool,98696017,Sarny,,Melbourne,-37.80718516831655,144.96599987566864,Entire home/apt,130,4,12,2017-03-19,2.14,1,67
+6893235,2MINS FROM EVERYTHING!,3916277,Alvin,,Melbourne,-37.80975373806574,144.96531172492882,Entire home/apt,189,1,108,2017-03-30,5.38,4,280
+2398060,CITY 2BR APT PARKING+VIEWS-SLEEPS 6,12197796,Nicole,,Melbourne,-37.81508241778701,144.98545928584323,Entire home/apt,119,1,175,2017-03-23,4.87,10,227
+6887329,Modern inner city apartment.,33405810,Hamish,,Melbourne,-37.826645102277524,144.96026790987958,Private room,35,1,3,2015-07-27,0.14,1,0
+17705039,"Bright, comfortable, good view home",39420239,Frank,,Melbourne,-37.81434249999951,144.95117754215343,Entire home/apt,229,3,0,,,5,71
+15347419,CBD/city doorstep Victorian Terrace home,5008876,Pascal,,Melbourne,-37.80233567658769,144.9500549150228,Entire home/apt,100,10,3,2017-03-13,0.56,1,328
+7909077,LaTrobe 21 STUDIO apartment @Melbourne CBD + WiFi,41678718,Ken,,Melbourne,-37.81025231279807,144.96087772538297,Entire home/apt,98,1,24,2017-03-07,1.48,15,126
+17641964,Short Stay for individual(only girls),67370080,Zheng,,Melbourne,-37.81480180829241,144.95465241630808,Shared room,46,1,0,,,1,15
+14129849,Cool Urban Southbank Apartment.,28789055,Pete,,Melbourne,-37.82948355257968,144.96852186119392,Entire home/apt,145,1,98,2017-04-01,12.20,5,158
+17110979,Art Deco apartment close to Melbourne CBD,6989752,Lenka,,Melbourne,-37.79454549044375,144.94857726338023,Entire home/apt,98,2,8,2017-04-01,5.58,1,135
+16783296,$22 per night,14967250,Jo,,Melbourne,-37.816242565151455,144.95532594591722,Shared room,34,3,1,2017-02-12,0.59,15,13
+17608440,Stunn!ng WaterView Luxury Euro-Style Apartment!!!,118257022,Joseph,,Melbourne,-37.814524533788635,144.9388057914436,Entire home/apt,250,2,0,,,1,181
+11247723,Modern 2 br apartment in Southbank,56946968,Joanne,,Melbourne,-37.8244742308602,144.96718099947955,Entire home/apt,160,2,58,2017-04-02,4.52,1,22
+16264949,Milano - 2 Bdrm Penthouse *Views*Parking*Wifi*,20240994,LittleStay,,Melbourne,-37.80811235582539,144.96290642463032,Entire home/apt,199,2,17,2017-03-22,4.86,14,36
+12099717,200 Steps From the Heart of Melbourne (CBD),37872063,Monika,,Melbourne,-37.803360283427025,144.95738839402506,Private room,56,1,19,2017-02-24,1.93,1,181
+4434622,Magnificence By The Yarra,12444547,Sacha,,Melbourne,-37.821330971410475,144.96624136795853,Entire home/apt,202,2,0,,,1,365
+15214715,Fantastic CBD location 2bedR&2bathR,95545673,Janelle,,Melbourne,-37.82170012272714,144.9670631929892,Entire home/apt,233,1,57,2017-03-28,9.61,3,213
+13130518,AGreat view & comfort within free tram zone,73123362,Lynn,,Melbourne,-37.82016916880124,144.94133850717867,Private room,140,3,1,2016-10-01,0.16,1,84
+16163014,Historic CBD Room in Terrace Appt,1806235,Marian,,Melbourne,-37.81754805985914,144.96024967997445,Private room,75,2,4,2017-03-10,1.24,3,49
+14282784,Modern gem in perfect location,87156441,William,,Melbourne,-37.82963694504955,144.97000352267676,Entire home/apt,115,1,40,2017-03-26,5.00,2,70
+15748627,Heart of the Melbourne City,37470192,Josh,,Melbourne,-37.81207205952588,144.9686522591361,Private room,88,1,19,2017-03-26,3.96,1,68
+17017021,Home in heart of CBD @ Cnr of Collins &Swanston St,38924543,Tony & Maria,,Melbourne,-37.816426200607175,144.96574858640685,Entire home/apt,300,1,10,2017-03-10,5.00,1,3
+16003579,Bright bed-sitting room with great view,36606434,Ella,,Melbourne,-37.81248055096771,144.95936176716094,Private room,63,2,5,2017-01-25,1.42,3,0
+5023901,Centre livings of Melbourne City,25925822,RuRu,,Melbourne,-37.81590296200032,144.96842366970995,Private room,63,1,134,2017-03-11,5.13,1,49
+16851159,Elegance On Elizabeth - Enjoy Melbourne's BEST,110579719,Hazel,,Melbourne,-37.811819846866065,144.96381182153527,Entire home/apt,106,3,13,2017-03-26,5.34,1,70
+13905698,Best Melbourne's view EVER & close to everything,82451950,Javier,,Melbourne,-37.81483335622353,144.95274538255876,Private room,104,1,0,,,1,365
+17913919,CBD Level47/City View/2 Bedrooms/ModernFurnitures!,121403900,Alex,,Melbourne,-37.8152948728321,144.95417545416908,Entire home/apt,153,1,0,,,3,129
+12496680,"Light, tranquil and central",36243333,Clair,,Melbourne,-37.82821738503457,144.96944150875578,Private room,66,5,1,2016-12-12,0.27,1,0
+8724708,"Central Location, Clean, Private Room 7",18633392,Yee,,Melbourne,-37.81440087098424,144.95408467629397,Private room,55,4,15,2017-02-22,0.84,14,85
+15214806,S You can live SHARE HOUSE and live local friends!,96193493,Michael,,Melbourne,-37.81642975436029,144.9528622718023,Shared room,28,1,4,2016-11-08,0.70,2,354
+16457959,City CENTRAL @ The Foundry,669279,Chammy,,Melbourne,-37.8142085504267,144.96163591117767,Entire home/apt,110,3,14,2017-03-29,5.68,6,99
+8992208,MCG - Sport - Music- Parks,30192879,Demi,,Melbourne,-37.816991391398226,144.9846648434214,Private room,121,1,25,2017-02-26,1.42,1,91
+16951515,Breathtaking view in the heart of Melbourne,3095513,Mimi,,Melbourne,-37.81442349058099,144.9528918664832,Private room,89,1,5,2017-03-21,2.50,2,181
+4432114,Warm Welcoming 3 Bedroom Terrace With Courtyard,760849,Bev,,Melbourne,-37.79270993448623,144.94173651347572,Entire home/apt,308,3,7,2017-02-19,0.27,51,345
+16723750,"2 BR Spacious apartment, amazing views, location!",13551694,Anna And Patrick,,Melbourne,-37.81612342136795,144.97102435712614,Entire home/apt,300,1,15,2017-04-02,6.92,1,335
+8525857,FW Bella Apartment 38th Floor,5153300,Victor,,Melbourne,-37.82162906595355,144.96316215825917,Entire home/apt,450,3,13,2017-03-05,0.72,1,363
+2243932,City Room with your own bathroom!,11461594,Duy And Benny,,Melbourne,-37.81261195707055,144.95431742626243,Private room,75,3,181,2017-03-30,4.74,1,153
+10234094,"Comfy bed, own bathroom & that view",13545669,Mandy,,Melbourne,-37.81840159701161,144.9456733799862,Private room,90,1,25,2017-03-19,4.39,4,353
+17672451,Room on top of shopping mall in Melbourne CBD,117027457,Mery,,Melbourne,-37.81383665675323,144.9626981248223,Shared room,69,1,1,2017-03-26,1,1,63
+5922100,ART DECO- with private carpark!,30743585,Sarah,,Melbourne,-37.81307266421416,144.9869200601604,Entire home/apt,149,3,37,2017-04-01,1.68,2,167
+11970818,carlton private room for rent,63953606,Alan,,Melbourne,-37.79897744830205,144.967161569688,Private room,43,1,12,2017-03-26,1.24,1,167
+9283847,"Clean, comfortable, convenient",43740675,James,,Melbourne,-37.82470860163582,144.9678613410756,Entire home/apt,260,2,1,2015-12-30,0.07,1,0
+15638806,"Modern, quiet, top location - WiFi/Pool/Gym/Tennis",84213229,Ella,,Melbourne,-37.834404071607125,144.9744198402,Entire home/apt,130,2,9,2017-02-27,1.72,1,321
+7317729,Summer Hot! Romantic Blue CBD Harbour View!,36041520,Angel,,Melbourne,-37.81681626206563,144.9540968165495,Entire home/apt,139,2,110,2017-03-29,5.32,4,54
+15902987,"Modern Apartment with Great View, Spa and WIFI",51784844,Dilin,,Melbourne,-37.8062972274069,144.96209700666785,Entire home/apt,119,1,12,2017-04-01,2.57,7,255
+15116558,"Top level great water view with gym, pool & spa",74978259,Susan,,Melbourne,-37.813368280919235,144.94546868271274,Entire home/apt,159,1,9,2017-03-23,2.09,2,365
+9401085,"150"" Cinema || 2BR || Heart of City",48740805,Hcf,,Melbourne,-37.82023781332929,144.9565969749315,Entire home/apt,246,2,87,2017-03-26,5.30,1,168
+144236,"Lux Apartment, Australian Open",699180,Peter,,Melbourne,-37.84499107523363,144.9792883957366,Private room,245,2,0,,,1,365
+11022860,Rent 2 weeks in Melbourne,57200019,Jessa,,Melbourne,-37.804374930049825,144.95730428976958,Private room,48,1,1,2016-03-01,0.08,1,0
+12163177,Art Deco Apartment close to City,29594617,Devi,,Melbourne,-37.83475340392086,144.98352617947077,Private room,100,2,0,,,1,0
+16428887,Comfortable private room in Melbourne city centre,5383393,Serena,,Melbourne,-37.80970229407784,144.95911224628833,Private room,81,2,16,2017-03-30,4.85,1,95
+6396006,"Benjamin, beautiful city pad",7509953,Linton,,Melbourne,-37.80843940522412,144.9603045891429,Entire home/apt,180,2,18,2017-02-05,0.84,70,328
+14290479,1BR & Private Bath FreeTramZone CBD,72822026,Rani,,Melbourne,-37.81492664321655,144.95371751758609,Private room,66,1,34,2017-03-26,4.23,3,64
+17701940,CBD Brand New Apartment/Masterroom/RooftopSwimPool,51039276,KiKi,,Melbourne,-37.81520848356929,144.9565063870234,Private room,69,1,2,2017-03-31,2,4,36
+9279611,Designer living in the inner city,23559166,Maria,,Melbourne,-37.80000474557228,144.95546178329468,Private room,73,1,25,2017-03-19,1.79,2,93
+16818514,2 bed for up to 6 people at LaTrobe St!,41370225,Ben,,Melbourne,-37.81067362964952,144.9591442243805,Entire home/apt,149,1,3,2017-03-29,2.14,10,52
+15151630,Blissful serenity in Heart of Melb CBD with WiFi,61900530,Ray,,Melbourne,-37.810082604432004,144.9577214027143,Entire home/apt,130,2,11,2017-03-17,2.04,3,58
+12167471,Sky High Studio in Melbourne CBD!,24508892,Joseph,,Melbourne,-37.81479028123034,144.9524861891821,Entire home/apt,115,1,90,2017-03-27,7.58,9,81
+13836633,Apartment in Southbank,65302869,Anderson,,Melbourne,-37.825633873914285,144.95813271197926,Entire home/apt,100,12,1,2016-07-21,0.12,1,0
+9738381,Hero City Pad - Russell Street,6397162,Monika,,Melbourne,-37.81336487690679,144.96924415707107,Entire home/apt,170,3,47,2017-03-26,2.94,1,320
+5582690,Stunning Melbourne Terrace House with Free WIFI,24812816,Sue,,Melbourne,-37.79153212171967,144.93310600924943,Entire home/apt,199,4,48,2017-04-01,2.17,2,285
+9890407,2BR Central & Cozy CBD Apt + Free WiFi,22860147,Adji,,Melbourne,-37.81010719680225,144.960125690487,Entire home/apt,190,3,29,2017-03-02,1.90,33,145
+16329057,Private Bed & Bath in Bright Southbank Apt,59410278,Jeeshan,,Melbourne,-37.82285516493108,144.96333958299314,Private room,69,1,0,,,1,62
+12921172,Lygon Street Living - Little Italy at your door,51784844,Dilin,,Melbourne,-37.79268566573416,144.97002880045144,Entire home/apt,84,1,37,2017-03-22,3.57,7,142
+17346430,CLOSE TO F1 + MODERN 1BDR APT + WIFI + ST KILDA RD,50626167,Short Stay Plus,,Melbourne,-37.84763305639896,144.98050940562808,Entire home/apt,160,2,4,2017-03-26,4,22,327
+9187200,Fantastic Apartment in Theatre Hub,8244350,Damien,,Melbourne,-37.82696354040743,144.96668958376247,Private room,94,1,0,,,1,0
+16324800,Stylish apartment opposite Southern Cross Station,63344170,Brenda,,Melbourne,-37.816705198235184,144.9539410231507,Private room,90,1,5,2017-02-27,1.92,1,0
+9955756,2BD 2 Bath apartment Southbank,51160161,Jessica,,Melbourne,-37.82471406430091,144.9638366685103,Entire home/apt,201,1,1,2016-01-03,0.07,1,0
+15734967,CBD OASIS - Amazing Location,40376887,Sammy,,Melbourne,-37.81294675124656,144.95633781040016,Private room,60,1,31,2017-03-25,5.92,1,302
+15774226,Minimalist-STYLE 2 Bedrooms CBD,45719220,Gwyneth,,Melbourne,-37.80842826746256,144.96344915916333,Entire home/apt,160,2,11,2017-03-05,2.73,3,337
+16523652,Amazing views in a great location!,108658828,Callan,,Melbourne,-37.81358213905711,144.941183160474,Private room,121,1,11,2017-03-19,4.29,1,150
+7844495,"CBD 1 Bedroom, Study, Carpark + Huge Balcony, WIFI",34816995,Joel,,Melbourne,-37.81079467653722,144.95236743755564,Entire home/apt,130,3,49,2017-03-19,2.51,1,204
+3125784,"Light, central City pad",4155044,Paddy,,Melbourne,-37.81674747956346,144.97167137804132,Entire home/apt,160,3,3,2014-11-08,0.09,1,0
+14430111,Great View 2BR 2Bath Southbank Apt + Free WiFi,22860147,Adji,,Melbourne,-37.82675496119551,144.96017550528828,Entire home/apt,250,3,10,2017-02-26,1.40,33,151
+16490901,"New property!!! Heart of CBD,One bedroom apartment",51109647,Echo,,Melbourne,-37.81021690765672,144.9591645502869,Entire home/apt,176,1,9,2017-03-27,2.87,1,169
+9478550,Modern apartment in Kensington,14999999,Chi Kit,,Melbourne,-37.79722752467218,144.9269651961794,Private room,38,1,6,2016-09-15,0.36,3,92
+14660121,Funky 2 bed 2 bath! **Perfect for the Grand Prix**,78377322,Pat And Kase,,Melbourne,-37.8255518098205,144.96673622642652,Entire home/apt,195,2,4,2016-12-10,0.65,2,0
+13250448,Luxury... Location... AMAZING VIEWS,41160472,Richard&Josh,,Melbourne,-37.81743925970231,144.95967802072343,Entire home/apt,177,2,34,2017-03-19,3.39,3,285
+17441180,Perfect Location!NearCBD Master Room with Balcony!,30201880,Amanda,,Melbourne,-37.8038117091745,144.96348039668592,Private room,80,1,4,2017-04-01,4,1,22
+8202620,Crown Casino Convenience,13935345,Kathy,,Melbourne,-37.82813882049553,144.95944282014926,Private room,80,2,102,2017-03-18,5.45,2,24
+18028786,Modern CBD apt with Gym & Free WiFi,40158707,Krina,,Melbourne,-37.816465851279816,144.97043372925307,Entire home/apt,97,1,0,,,1,110
+15079659,"NEW LUXURY Apt with POOL, GYM and BEST VIEW",44137183,Cheryl,,Melbourne,-37.801793601210896,144.95424039768156,Entire home/apt,149,1,11,2017-02-15,2.10,1,61
+15977893,Private Ensuite Room near SkyBus (FreeTramZone),102567336,Adrianne,,Melbourne,-37.81410890641062,144.95330384260427,Private room,79,1,17,2017-03-29,4.15,3,92
+13834486,"Waterfront views, private bathroom, gym, pool, wif",9017443,Sarah,,Melbourne,-37.820500491106245,144.94316275792983,Private room,100,2,6,2017-03-31,0.76,1,93
+12855734,Room close to Southern X station,45493784,Corentin,,Melbourne,-37.81411929253809,144.95294486407474,Private room,77,2,5,2016-07-03,0.47,1,0
+14888886,queensize bed brand new private room,93086122,Annabelle,,Melbourne,-37.8146680114365,144.95298898413884,Private room,69,1,18,2017-03-03,2.58,10,316
+12231108,Modern 2 Bedroom CBD Apt Great View,46104990,Alex,,Melbourne,-37.808040059505764,144.96794879127967,Entire home/apt,149,1,23,2017-03-15,1.95,3,169
+17381915,Home in Rose Lane / Private Room,9877451,Andrew,,Melbourne,-37.814401857796476,144.9547535652666,Private room,85,1,4,2017-03-25,3.75,1,87
+6367683,3 Bedroom Apt Close To Everything!,3897603,Chloe & Jack,,Melbourne,-37.82515826426088,144.95729681825037,Entire home/apt,349,4,58,2017-03-26,2.76,1,126
+15276307,CityLights @ Flinders st CBD Apartment,60539223,Vlad,,Melbourne,-37.821519843458134,144.9570610068032,Entire home/apt,122,1,2,2016-12-10,0.40,3,224
+17242388,★ Stunning Water Views ★City Location Pool+Parking,115843882,Peggy,,Melbourne,-37.81516738996846,144.94042872742932,Entire home/apt,190,2,9,2017-03-31,6.59,1,173
+2798239,"Staycentral Melbourne CBD 2BR, 45th floor pool gym",4177728,Chris,,Melbourne,-37.809220871175086,144.96683480444503,Entire home/apt,256,5,15,2016-06-11,0.45,14,210
+11001163,B@home in the sky! Melb retreat,57087760,Kristie And Sam,,Melbourne,-37.81493894727234,144.94183702226977,Private room,69,4,36,2017-03-26,2.57,1,53
+17048027,FreeTramZoon - Cosy Studio in Melbourne CBD,111616497,Yanxia,,Melbourne,-37.81842328744183,144.9674826090713,Entire home/apt,109,1,0,,,1,167
+14334745,The Casa studio in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81665288084029,144.95239772442173,Entire home/apt,100,1,44,2017-03-23,5.48,29,138
+7643606,Modern Apartment Great Location!,40108073,Sashi,,Melbourne,-37.79377553505996,144.96699878833502,Entire home/apt,121,2,6,2016-06-28,0.56,1,0
+15413208,1 bedroom in CBD with great views,59418542,Taha,,Melbourne,-37.80599985222693,144.96222283895037,Private room,50,1,0,,,1,288
+9282004,Room on Level 59 - Collins Tower,17888838,Hauke,,Melbourne,-37.818812545719396,144.95607636226393,Private room,89,2,43,2017-04-01,2.61,1,141
+9153007,大学咫尺天涯,47651568,Lawrence,,Melbourne,-37.80450868372856,144.9640783017602,Private room,80,1,0,,,1,0
+5155313,Glorious Southbank Apartment,2490572,Ben,,Melbourne,-37.82416811636362,144.9631868454222,Entire home/apt,201,1,2,2017-03-25,0.12,1,62
+1090029,Gem Apts 3 Bed City & Bay Views ,5553847,Kellie,,Melbourne,-37.826337588355074,144.95527906770846,Entire home/apt,336,4,26,2017-01-23,0.62,15,276
+10658289,Southbank luxury apartment,7537041,Vesa,,Melbourne,-37.825069362380304,144.9614194128117,Private room,89,3,5,2017-03-10,0.35,1,152
+16884211,Convenient single bedroom,36606434,Ella,,Melbourne,-37.81469020621108,144.96198195347287,Private room,41,7,0,,,3,0
+16624132,Brand new apartment with carpark In Heart Dockland,77661491,Amelia,,Melbourne,-37.81486177321023,144.94080591608244,Entire home/apt,125,2,6,2017-02-25,2.73,12,171
+11284448,1 Bedroom in comfy 2 bed apartment,44044202,Greg,,Melbourne,-37.823780993700474,144.96666102885854,Private room,105,1,3,2016-11-12,0.25,2,276
+4695491,Melb inner city! House in a garden,4493257,Mairead,,Melbourne,-37.79769030543067,144.943362888608,Entire home/apt,121,3,4,2016-04-14,0.15,1,192
+17832295,Simple and nice apartment in North Melbourne,72246813,Floris,,Melbourne,-37.797726806823206,144.94448101229722,Entire home/apt,165,1,0,,,2,8
+16396269,"gem at Swanston Street Melbourne, new 3 bedrooms",93086122,Annabelle,,Melbourne,-37.80454418727732,144.9638291229515,Entire home/apt,180,1,5,2017-03-17,1.47,10,180
+7149930,Great flat with amazing city view!,11497550,Alline,,Melbourne,-37.82857212467107,144.96845549520816,Entire home/apt,105,21,1,2015-08-25,0.05,1,0
+14594592,Southern cross Sunny 2BR Good view 4persons,90178459,Xinyue,,Melbourne,-37.816238080986466,144.9543881111371,Entire home/apt,128,1,44,2017-03-31,6.41,1,35
+16166633,Urban Apartment above Sheraton Hotel,105531125,Peirui,,Melbourne,-37.81386130071094,144.97231703200234,Private room,75,2,4,2017-01-23,1.06,1,0
+16656932,*Brand New* Cozy 2BR + Large Balcony CBD Apartment,109573840,Calvin & Ronald,,Melbourne,-37.808829992804284,144.96814240132693,Entire home/apt,168,1,7,2017-02-05,2.84,1,344
+13578803,East Melbourne Art Deco Apartment,78358424,Sarah + William,,Melbourne,-37.81107433330115,144.98677526443998,Private room,80,1,13,2017-01-28,1.60,1,85
+16757298,"Freshwater Pearl on Southbank, Melbourne",111203559,Julie,,Melbourne,-37.82262235442882,144.96102498297554,Entire home/apt,250,4,1,2017-02-24,0.77,1,293
+4760960,Botanical Gardens 2 Bed/Aircon/wifi,24018802,David,,Melbourne,-37.83514893081946,144.97929627265486,Entire home/apt,165,5,3,2017-03-31,1.25,2,324
+4179377,Cosy Room in Great Location!,4449493,Gerard,,Melbourne,-37.836569468361894,144.9854780669193,Private room,60,1,9,2017-03-17,0.32,2,365
+14987259,EXTRAORDINARY 2bd CBD GEM *WIFI POOL GYM SAUNA,1739996,Paul,,Melbourne,-37.8146229869375,144.9535179857606,Entire home/apt,100,2,35,2017-04-01,5.53,42,112
+6723945,*NEW* CoZy studio in CBD with VieWs,35209762,Jay,,Melbourne,-37.810917431800036,144.95686915384752,Entire home/apt,88,1,61,2017-03-23,2.89,2,307
+10661891,Cute terrace & cafes galore,35430668,Leah And James,,Melbourne,-37.79560423972734,144.9266615770768,Entire home/apt,121,1,10,2017-02-20,0.78,2,183
+9116037,A2 City Gardens Gallery Apartment,45479511,Rebecca,,Melbourne,-37.799265607683736,144.94532977200862,Entire home/apt,81,2,63,2017-03-25,5.49,2,33
+13774841,Modern 1BDR/$1M Views/Large Balcony/CBD location,23597742,Ryan,,Melbourne,-37.81263967595374,144.95721392154306,Entire home/apt,119,1,54,2017-03-18,5.87,5,61
+2764773,ThreeBedroomQuietSecure 24hrAccess,3546073,Sandra & Andrew,,Melbourne,-37.810830163765274,144.95681131032993,Entire home/apt,197,4,125,2017-02-26,3.48,4,308
+6855065,Melbourne CBD 2BR with Skyview,27575002,Annabelle,,Melbourne,-37.81132329456351,144.9677421121904,Entire home/apt,119,3,52,2017-02-06,2.38,2,53
+14790686,"2 Bedroom, Quiet Delight with Parking",30870639,Melbourne City Stays,,Melbourne,-37.81638754219,144.9643610291319,Entire home/apt,190,3,6,2017-03-07,0.85,13,354
+17712910,Melbourne's Gem,117072895,Thanh,,Melbourne,-37.820457359970106,144.95612995298075,Entire home/apt,187,1,0,,,1,330
+9050542,"Allinda, awesome city APTMT living",7509953,Linton,,Melbourne,-37.82149728782135,144.9567272710539,Entire home/apt,100,2,22,2017-02-25,1.32,70,325
+15075345,"Large, light filled bedroom- modern 2BR apartment",10953263,Mike,,Melbourne,-37.81042746930315,144.9850737208839,Private room,59,1,6,2016-11-27,0.91,2,0
+14983749,"Great view CBD Apt, Southern cross,Spa,Pool& Wifi",59842021,Fatima,,Melbourne,-37.81453588412141,144.95359135009178,Entire home/apt,138,3,25,2017-02-14,3.64,2,80
+17310284,City Pad by Blue,116815420,Gautham,,Melbourne,-37.81107905226275,144.9579748635602,Shared room,33,3,1,2017-03-14,1,1,148
+16198236,private chic single room in Brunswick,105788758,Pinjing,,Melbourne,-37.77774903167412,144.9573521459317,Private room,68,1,0,,,1,0
+14227909,Master Room/CBD Apartment/a free car park,26113707,Shaoshan,,Melbourne,-37.826076732945324,144.95543843274868,Private room,105,1,6,2017-01-17,0.95,7,229
+6304318,Central location with stunning view,32727328,Philip,,Melbourne,-37.81563761472773,144.95411155702877,Entire home/apt,110,2,17,2017-02-16,0.74,1,166
+9580582,Premier Location - Newly Renovated,49524347,Dominic,,Melbourne,-37.81422536964461,144.98618238230583,Entire home/apt,190,2,17,2017-01-20,1.05,1,306
+9220141,Private room in central Carlton.,4944461,James,,Melbourne,-37.79571386016762,144.9678973290619,Private room,72,7,1,2015-11-29,0.06,1,0
+3125217,Designer Suite in Central Deco Icon,15874351,Donna,,Melbourne,-37.81620957030648,144.96709119855612,Entire home/apt,149,1,223,2017-03-17,6.50,3,84
+7940695,Cool space in an ultimate location!,29426765,Brittany,,Melbourne,-37.82881607795406,144.97015891629627,Entire home/apt,170,2,52,2017-03-26,2.64,1,163
+11284531,2 bedroom apartment - Southbank,44044202,Greg,,Melbourne,-37.822031789298826,144.96499068088974,Entire home/apt,125,1,0,,,2,0
+9869787,Private room in heart of Docklands,28859115,Faye,,Melbourne,-37.818861586958846,144.9439269230208,Private room,55,1,2,2016-01-02,0.13,2,0
+14850520,"Spacious, Central Location, Private Room 1",18633392,Yee,,Melbourne,-37.815964106932555,144.95590534471856,Private room,45,4,12,2017-03-14,1.95,14,64
+1972703,The Summit in Southbank - WOW!,3190886,Arji,,Melbourne,-37.82216437887694,144.95957238914377,Entire home/apt,345,1,53,2017-03-19,1.32,4,353
+8135276,Extra Large Furnished Penthouse,42961063,Kenneth,,Melbourne,-37.82775595231473,144.958494216818,Private room,110,14,1,2016-03-30,0.08,1,154
+3252840,"Circa 2016 , Leisure or business !",16406517,Michael,,Melbourne,-37.80747411923783,144.95942599365995,Private room,75,2,35,2017-03-28,4.49,1,327
+16886404,Coventry Gardens,103289078,Rachael,,Melbourne,-37.829835141416645,144.96829624476774,Private room,66,1,0,,,1,329
+13048314,Lots of Melbourne - Aust.,333581,Brian,,Melbourne,-37.82038015431406,144.9555266298484,Entire home/apt,195,3,2,2016-06-20,0.20,2,72
+12919421,Heritage-listed Treasury on Collins,45883264,Anastasia,,Melbourne,-37.81698783067811,144.96125615832526,Entire home/apt,149,1,10,2017-03-27,1.62,1,360
+411059,Classic and Contemporary on Collins,1435566,Sunny,,Melbourne,-37.81644679659953,144.9605545782266,Entire home/apt,128,1,262,2017-03-31,4.37,1,230
+6429136,THIS IS MELBOURNE Hardware St CBD,9765913,Simone & Jarrod,,Melbourne,-37.81202971336129,144.95977865834388,Entire home/apt,220,2,180,2017-04-01,7.91,1,92
+13963625,"studio parkSYde, Botanic Gardens, South Yarra",83217833,Helen,,Melbourne,-37.8341498271371,144.98034322673664,Entire home/apt,109,1,2,2016-10-28,0.30,1,359
+7865792,"CBD Super Central, Spacious 3bd2bth",1424164,Paul,,Melbourne,-37.81457167863646,144.9627220152125,Entire home/apt,350,3,46,2017-03-25,2.43,2,170
+8871250,A little bit of Melbourne - Aust.,333581,Brian,,Melbourne,-37.82180372169108,144.9556455306134,Private room,89,2,20,2016-11-05,1.14,2,38
+16292973,Light of Melbourne,28093903,Leslie,,Melbourne,-37.81667291043215,144.95214344700233,Entire home/apt,189,1,11,2017-03-18,3.44,5,163
+4867942,Stunning southbank apt sleeps six,25039474,Gail,,Melbourne,-37.82840890134299,144.96698733005,Entire home/apt,195,2,77,2017-03-12,2.89,1,348
+14389626,Best view of CBD - Central Location,84582174,Sofia,,Melbourne,-37.80939235890172,144.96579177269854,Private room,88,1,26,2017-03-30,3.39,1,220
+17046063,30meters to southern cross station,39999305,Coco,,Melbourne,-37.81510649137327,144.95278695257514,Entire home/apt,119,2,9,2017-03-20,5.19,4,98
+15639210,Private en suite bedroom in CBD,78801497,Mark,,Melbourne,-37.81013080553749,144.95618033629947,Private room,80,1,0,,,1,0
+15620530,Modern private room one step to CBD,8111105,Fabio,,Melbourne,-37.82450489440978,144.96175485798653,Private room,100,1,15,2017-03-25,2.74,2,362
+15380563,The Starlight studio apartment in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81483935566665,144.95287540806112,Entire home/apt,100,1,27,2017-03-22,4.74,29,142
+17050280,3 mins walking distance to Melb Uni and RMIT,93086122,Annabelle,,Melbourne,-37.80632502662195,144.96172378334305,Private room,69,2,2,2017-02-23,1.22,10,141
+15929743,Perfect Location Private Room CBD,85092157,Jose And Luisa,,Melbourne,-37.807411896149894,144.95614151639452,Private room,69,1,29,2017-03-24,6.30,1,44
+10232474,"Modern, Stylish Studio Apartments",52585557,Chris,,Melbourne,-37.80414219121783,144.9573623367684,Entire home/apt,119,1,34,2017-02-25,2.24,4,365
+12659369,Oasis in the heart of Melbourne,68781429,Tahnee,,Melbourne,-37.84653856696727,144.9803427147187,Entire home/apt,100,3,3,2016-09-04,0.28,1,0
+13268100,Apartment East Melbourne,74741698,Eric,,Melbourne,-37.810595739624404,144.98637053775857,Private room,73,14,1,2016-07-11,0.11,1,0
+15116974,BD 2 On Errol St > Steps from Cafes,95365311,Chantel & Jimmy,,Melbourne,-37.80137120638083,144.95062466220054,Private room,75,2,13,2017-03-25,2.04,3,90
+10129818,High quality 141m2 3br CBD apt L1,51984804,Mark,,Melbourne,-37.807691531089525,144.95856448336102,Entire home/apt,299,1,43,2017-03-13,2.84,2,124
+14887607,Envirosmart City Pad - Luxury 1 BR apartmt - views,93387664,Rachael,,Melbourne,-37.8122484023798,144.95622222827993,Entire home/apt,145,2,3,2017-03-12,0.46,1,307
+3877566,Modern Townhouse in Lane-way ,4609316,George,,Melbourne,-37.79242574522491,144.9441551939282,Entire home/apt,168,4,16,2016-03-24,0.53,1,365
+11147900,Flinders Wharf Apts-On the River,57949854,Helen & Nick,,Melbourne,-37.82207472579209,144.95227479651555,Entire home/apt,325,3,1,2016-07-04,0.11,1,160
+15864263,"spacious room, great location, economical, 2 ppl",102829164,Gautam,,Melbourne,-37.79836067478559,144.9531600603039,Private room,35,3,5,2017-01-24,1.36,1,75
+3163595,Stylish Room in the City Heart,15874351,Donna,,Melbourne,-37.816523752769946,144.95939036524425,Private room,80,1,94,2017-03-19,7.09,3,68
+16986224,Spacious Room in the Heart of Town,30870639,Melbourne City Stays,,Melbourne,-37.814038220856446,144.96095091116257,Private room,80,2,8,2017-03-17,4.36,13,57
+13380288,Modern Living in Melbourne CBD,54556815,Melstay,,Melbourne,-37.808617592507275,144.96183502849416,Entire home/apt,127,1,41,2017-03-24,5.17,2,92
+16580086,CITY APT-ACROSS FROM MCG 2BR + PARKING-SLEEPS 6,12197796,Nicole,,Melbourne,-37.81556477166528,144.98563523858147,Entire home/apt,195,1,18,2017-03-29,6.00,10,206
+4299424,Spacious bedroom near the gardens,12249449,Max,,Melbourne,-37.83523131265011,144.97863632566617,Private room,75,1,1,2014-10-20,0.03,1,0
+7778074,Inner city Melbourne apartment,3969797,Heather,,Melbourne,-37.81592479200562,144.9616686946181,Entire home/apt,135,4,25,2017-03-29,1.31,1,0
+13917545,"Melbourne's best kept secret, perfect for summer!",82602756,Adrian,,Melbourne,-37.80392965319188,144.9517453139681,Private room,85,1,34,2017-03-18,4.64,1,81
+16429183,"City Gem with Sunset Views - Pool, Sauna & More!",107713923,Pablo,,Melbourne,-37.81481177019047,144.95404724057326,Entire home/apt,201,1,8,2017-03-25,2.45,1,174
+17799859,"CBD shared room, close to Flagstaff and shops",36001475,Mark,,Melbourne,-37.81241455621714,144.95213408416745,Shared room,43,3,0,,,3,76
+14698274,PANORAMIC VIEW on Level 28 Art-Inspired Penthouse,27357959,Canvas-Suites,,Melbourne,-37.82124658701742,144.9567986902318,Entire home/apt,450,1,66,2017-04-02,9.95,9,160
+16552437,Spacious One Bedroom & Guest Room Suite.,107209033,KTPGroup,,Melbourne,-37.80962703165724,144.96049062013788,Entire home/apt,202,1,16,2017-04-01,5.58,2,163
+4893410,LONG WEEKEND GETAWAY!,6020506,Georgia,,Melbourne,-37.833528659285996,144.973690874471,Entire home/apt,250,1,15,2017-01-22,0.56,1,362
+17705699,Luxury Apt in Heart CBD~Gym~Pool~Sauna~1 min to QV,89972536,Kk,,Melbourne,-37.81126706747537,144.96467888147166,Entire home/apt,128,1,3,2017-03-25,3,1,131
+4987562,Modern City Apartment with Views,25712740,Sabina,,Melbourne,-37.812951363843275,144.97044423942683,Private room,85,2,126,2017-01-24,4.76,1,92
+17272889,Room in CBD! March 13 to March 26,66184993,Helenise,,Melbourne,-37.81560604884865,144.95285353324965,Private room,55,10,0,,,1,49
+10003237,Ideal location with Gym and Pool,5238994,Pawan,,Melbourne,-37.823186401218344,144.96551040915568,Entire home/apt,159,4,13,2017-01-19,0.89,22,321
+10656489,Everything you need in Heart of CBD,9953533,Thomas,,Melbourne,-37.80508825152834,144.96427527363147,Entire home/apt,80,2,0,,,1,0
+11348747,Designer Apartment in Melbourne CBD,27575002,Annabelle,,Melbourne,-37.81584583679076,144.96321478433447,Entire home/apt,100,3,16,2016-10-03,1.30,2,92
+12005489,STYLE PLUS! With VIEWS *POOL GYM PARKING WIFI,1739996,Paul,,Melbourne,-37.82846406692394,144.96951954308176,Entire home/apt,100,2,60,2017-03-02,4.88,42,150
+13605624,The Mark,34416620,Worapak,,Melbourne,-37.81675273074209,144.96268951795724,Shared room,21,1,1,2016-08-10,0.13,1,0
+14488136,YOUR OWN PRIVATE OUTDOOR TERRACE INCLUDED,23952359,Matthew & Jason,,Melbourne,-37.8260170056934,144.958190740535,Entire home/apt,250,3,20,2017-03-21,2.87,11,135
+16358138,CBD apartment close to everything,107119417,David,,Melbourne,-37.814287842217915,144.9534950798572,Entire home/apt,159,1,18,2017-04-02,5.57,2,56
+13356937,City Studio Pad Room Share,35954261,Sameer,,Melbourne,-37.80901789459502,144.95742647199435,Shared room,38,1,12,2017-03-21,1.70,1,326
+6169420,"2BD/2BR Bright, Modern Apartment. Heart of CBD!",2508851,Ruth,,Melbourne,-37.814171943619456,144.95300806803823,Entire home/apt,201,1,7,2017-03-26,3.44,1,69
+1125147,Melbourne ACE for Aussie Open fans!,1593402,Liz,,Melbourne,-37.823475714309055,144.96993283864447,Entire home/apt,300,2,7,2015-02-23,0.15,1,365
+6787651,"Southbank, close to CBD.",26460898,Mitchell,,Melbourne,-37.82342940019729,144.96440054069123,Private room,55,1,70,2017-03-29,3.24,1,51
+4987654,Perfect Large 1 Bedroom & Internet,25713360,Robert,,Melbourne,-37.81014119597448,144.9702992511318,Entire home/apt,104,2,34,2017-01-18,1.54,1,168
+240410,Beautifully Appointed Apt - Central,1260586,Neil,,Melbourne,-37.80506803604791,144.95190444661716,Entire home/apt,155,2,34,2017-02-18,0.60,1,347
+6328926,CBD Queen Vic market double room 2,2675200,Katty,,Melbourne,-37.80697736202001,144.95466550496744,Private room,69,1,1,2016-07-28,0.12,1,0
+10197789,Platinum Penthouse 'JEWEL' @ FRESHY,50072661,Platinum Apartments,,Melbourne,-37.82176572990876,144.96194793121109,Entire home/apt,540,5,0,,,4,89
+8821535,"Superior Apt, City View, Melbourne",36022511,Sean,,Melbourne,-37.816616969247264,144.95497933875995,Entire home/apt,128,1,36,2017-02-17,2.03,4,123
+1547045,Lovely apartment in city resort,5138361,Bron Neil And Mark,,Melbourne,-37.82365335473927,144.96770181092833,Entire home/apt,149,3,8,2016-07-27,0.21,15,0
+16679699,Luxury bedroom and private bathroom in Kensington,6953500,Graeme And Cathy,,Melbourne,-37.79179590956372,144.92834795511254,Private room,100,2,5,2017-03-24,2.05,1,83
+16560276,Mel-Uni Village 8,65149000,Meng,,Melbourne,-37.801384337061094,144.95467994423612,Entire home/apt,125,1,2,2017-03-04,1.36,9,293
+74548,City Location-Perfect for Singles,392505,Mario,,Melbourne,-37.81550170482398,144.95893682143915,Private room,68,2,262,2017-03-26,3.55,1,335
+8233832,"Central Location, Clean, Private Room 1",18633392,Yee,,Melbourne,-37.814972162653284,144.9561458646721,Private room,50,4,27,2017-02-24,1.52,14,49
+2988851,StayCentral Cityviews - 3 bedrooms gym pool Foxtel,4177728,Chris,,Melbourne,-37.8233691864873,144.96144417664638,Entire home/apt,481,3,17,2017-01-21,0.52,14,322
+12956127,Discovery Melbourne Mixed Dorm #1,71213604,Discovery Melbourne,,Melbourne,-37.80986298180091,144.95969781087877,Shared room,28,1,20,2017-02-24,1.84,67,365
+3578680,CBD - Cozy and warm,16551856,Jack,,Melbourne,-37.80839994513666,144.9676948030136,Entire home/apt,130,2,19,2016-06-12,0.59,1,0
+12231551,Royal Stays 2Bdr Apt Near Casino (1403),4170460,Royal Stays,,Melbourne,-37.82646620998583,144.95814783008692,Entire home/apt,201,5,2,2017-02-07,0.95,19,342
+4989816,"Clean & secure, close to CBD!",23842597,Steve,,Melbourne,-37.81040570635986,144.98603849864153,Entire home/apt,311,2,26,2017-03-24,0.98,1,181
+12554895,Amazing Apartment Melbourne,68049951,Carly,,Melbourne,-37.82418034294809,144.965979966949,Entire home/apt,140,3,3,2017-01-20,0.27,1,172
+10693447,"Gem, (of the CBD) our Spacious 1BED CBD apartment",7509953,Linton,,Melbourne,-37.8179825673213,144.96268755887263,Entire home/apt,149,2,13,2017-03-26,0.90,70,358
+6957899,"Clean, spacious & convenient",2432238,John,,Melbourne,-37.786430837465375,144.9085493884203,Private room,60,14,0,,,1,297
+10525514,"SOAVE: Melbourne CBD, Crown Casino at Your Door",5383441,"Amy, Gareth & Dan",,Melbourne,-37.82680668847264,144.95908981376638,Entire home/apt,121,2,55,2017-03-18,3.82,32,191
+12923031,Luxury CBD 2-Bedroom w free tram,43217905,Mikoco,,Melbourne,-37.813626396450566,144.95564093585276,Entire home/apt,199,1,33,2017-03-12,3.07,3,359
+17741575,Private RM in he heart of Melbourne,45619944,Abraham,,Melbourne,-37.82738677407145,144.95489537441875,Private room,149,1,0,,,1,337
+13481738,Private unit with pool and gym access,28190024,Kelvin,,Melbourne,-37.827081084065775,144.95724806856205,Entire home/apt,149,2,5,2017-01-28,1.09,1,0
+15185676,cross road of southern cross station apartment,93086122,Annabelle,,Melbourne,-37.81629195133672,144.95386043244324,Private room,69,1,9,2016-12-06,1.41,10,313
+6338315,Double bed/ private bathroom,14142331,Robert,,Melbourne,-37.82237865833965,144.95271902026067,Private room,115,3,41,2017-03-30,1.97,1,351
+16858889,Private Bedroom & Toilet in central Southbank,99279430,Ian,,Melbourne,-37.82769668083181,144.96029486020151,Private room,69,1,14,2017-04-01,6.36,1,25
+17385776,One bedroom apartment minutes from the city!,117386167,Ashleigh,,Melbourne,-37.79708858474696,144.92592654974982,Entire home/apt,80,2,0,,,1,128
+14432034,Private Room in a Modern Apartment in the CBD,21071952,May,,Melbourne,-37.8156387257148,144.95337548447637,Private room,75,1,5,2017-02-01,1.88,1,76
+6731569,Bright beautiful 2BR in Inner North,732836,Samantha,,Melbourne,-37.80132550344766,144.94849850457604,Entire home/apt,153,2,17,2017-01-01,0.80,1,76
+8435494,"Heart of Melbourne Centre, CBD BR",44413758,Matthew,,Melbourne,-37.81054239318745,144.96508433836297,Private room,85,1,45,2017-02-11,2.49,2,180
+13842234,A SINGLE BED FOR MALE IN MELBOURNE,81688271,Eric,,Melbourne,-37.81387047107741,144.95720525919413,Shared room,29,2,32,2017-03-29,3.53,1,83
+13317981,Cozy unit/apartment in inner city,75300151,Yisu,,Melbourne,-37.8035853293711,144.96746850890327,Entire home/apt,100,6,0,,,1,0
+16695060,3 Bedroom House North Melbourne,87157279,Sarah,,Melbourne,-37.792895006268346,144.9443650097073,Entire home/apt,250,1,4,2017-03-25,1.69,1,175
+13580127,"Funky private room w/ bathroom, in amongst it all!",78377322,Pat And Kase,,Melbourne,-37.82445373817129,144.96596971320665,Private room,66,1,31,2017-03-22,3.62,2,4
+9418603,South Bank Grand,48833691,Alex,,Melbourne,-37.82337871107916,144.96384965063135,Entire home/apt,166,1,0,,,1,0
+1980243,Best location in Melbourne CBD!!,10219612,Julie,,Melbourne,-37.81798112722081,144.95472905718694,Private room,79,2,104,2017-03-26,3.17,1,164
+9287540,Melbourne CBD Duplex Apartment,48226481,Summer,,Melbourne,-37.81187842033222,144.95624582092105,Private room,66,1,7,2016-02-18,0.42,1,0
+17708922,Unbeatable Location in the CBD,107119417,David,,Melbourne,-37.81586651780731,144.96671827013373,Entire home/apt,109,1,0,,,2,162
+9565163,Melbourne CBD apartment,8663506,Sanna,,Melbourne,-37.81314996442451,144.95726116161984,Entire home/apt,201,1,1,2015-12-28,0.06,2,0
+6633354,阳光master room 限女生,29554338,刘,,Melbourne,-37.81950490311851,144.94361778340377,Private room,66,1,0,,,1,0
+3646003,Delightful Apartment - All Yours!,18418070,Emily,,Melbourne,-37.803281127190964,144.9477005826499,Entire home/apt,249,2,41,2017-03-26,1.28,2,268
+16234380,In the heart of Melbourne CBD!,98352696,Henry,,Melbourne,-37.80853533256449,144.9691328956886,Private room,110,2,1,2017-01-20,0.41,2,74
+17020814,Great single room,114143897,Henry,,Melbourne,-37.81576001927347,144.95855410894725,Private room,135,3,0,,,2,90
+15649089,INCREDIBLE VIEWS + GREAT LOCATION!,84604183,Julie,,Melbourne,-37.81481988891599,144.95189418821494,Entire home/apt,210,1,32,2017-04-01,6.19,2,46
+10729359,Quiet & Neat city apartment,53617068,Jun,,Melbourne,-37.80433464438902,144.96160407626655,Private room,80,1,3,2016-02-15,0.21,2,0
+10041233,"Vance, eclectic Melb city APTMT",7509953,Linton,,Melbourne,-37.81114108154099,144.9587968562735,Entire home/apt,220,2,15,2017-03-09,1.03,70,329
+15154982,Spacious Private Room on the City's Edge,15914868,Elisea,,Melbourne,-37.79864888901698,144.95313801029656,Private room,66,1,5,2016-11-14,0.84,1,92
+12138390,Simple Clean Room in Carlton,4971509,Nadeen,,Melbourne,-37.79922357363408,144.96900296290156,Private room,66,2,19,2017-03-30,1.60,15,338
+15710124,convenient CBD apartment with Pool and Gym,42994969,Daniel,,Melbourne,-37.80925577744087,144.959924662769,Entire home/apt,119,2,8,2017-03-26,1.82,2,86
+11230877,5 STARS Rated!! Best CBD Location!,57102999,Cheson,,Melbourne,-37.80972870747021,144.9613151842968,Entire home/apt,139,1,56,2017-03-23,4.19,2,29
+10368949,2 mins away from Melbourne Central.,53371616,Yh,,Melbourne,-37.81135663902648,144.9592158633465,Entire home/apt,165,1,50,2017-02-26,3.43,3,77
+13842367,The Paradiso 2 bedroom 2 bath apt Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81425081611853,144.95313122586856,Entire home/apt,165,1,44,2017-03-24,5.06,29,162
+1297829,Terrace house city fringe Melbourne,6905314,Ashray,,Melbourne,-37.8058106055213,144.95186537513518,Private room,80,1,14,2016-09-25,0.31,1,303
+12177487,2 bdr in the heart of Melb city,61895058,Leon,,Melbourne,-37.811230604362144,144.9597383214138,Entire home/apt,130,1,39,2017-03-25,3.26,1,312
+11614175,Luxury on top of Sheraton Hotel,16484651,Glenn,,Melbourne,-37.81144948933097,144.9730472757094,Entire home/apt,455,3,0,,,1,363
+16531262,Hudson - 2 Bdrm Apt *PARKING*Pool*Gym*View*Wifi,20240994,LittleStay,,Melbourne,-37.81596856418714,144.95215918234123,Entire home/apt,199,2,14,2017-03-31,4.47,14,47
+17020919,2BD APT in central CBD location,63323103,James,,Melbourne,-37.808233931045685,144.96339073269797,Entire home/apt,195,1,16,2017-04-01,8.00,4,132
+16005133,Modern&Stylish 2BR 2BA in CBD (FreeTramZone),102567336,Adrianne,,Melbourne,-37.815154623585194,144.9547546867507,Entire home/apt,140,1,15,2017-03-27,3.26,3,87
+9287696,Fabulous apartment - heart of arts/sports precinct,10514154,Hannah,,Melbourne,-37.83754995845823,144.97640844009166,Entire home/apt,121,1,48,2017-04-02,3.15,2,150
+14268442,In the Heart of Carlton,7090150,Nelson,,Melbourne,-37.80025423133588,144.9700360886608,Entire home/apt,100,10,2,2016-12-30,0.26,1,21
+8894468,2BR APT /w Perfect Location,44696362,Vince,,Melbourne,-37.80956522257453,144.9633045711342,Entire home/apt,138,1,131,2017-04-01,7.46,5,127
+6338571,Beautiful renovated Art Deco!,27351274,Anthony,,Melbourne,-37.83560371320619,144.97550719169226,Entire home/apt,107,1,131,2017-03-12,5.71,1,293
+17481890,Discovery Melbourne Mixed Dorm #55,71213604,Discovery Melbourne,,Melbourne,-37.80807521787687,144.95947147016412,Shared room,31,1,0,,,67,365
+8642223,Lovely Cozy Private room in Melbourne CBD,26129617,Wendy,,Melbourne,-37.81609672934729,144.954536827154,Private room,66,1,86,2017-03-19,4.72,6,23
+17743701,JW Suite - Atlantis Studio Apartment,71821645,Jacob,,Melbourne,-37.81372566891264,144.95287988496906,Entire home/apt,100,2,1,2017-03-30,1,2,39
+15058074,Queen room close to CBD & Flemington Racecourse!,52579120,Asia,,Melbourne,-37.794501603244925,144.92025922110042,Private room,34,1,44,2017-03-25,6.91,1,20
+16234569,Urban Modern Serviced Apartments,105051992,James,,Melbourne,-37.81922387444054,144.95639244627085,Entire home/apt,176,2,8,2017-03-08,3.38,2,247
+7944266,2 Bedroom 6* Central City Apartment,29475705,Michael,,Melbourne,-37.82418776307453,144.9606710755519,Entire home/apt,250,1,9,2016-05-15,0.52,1,75
+17971284,Convenient & homely ensuite room,20379471,Quita,,Melbourne,-37.800080305649985,144.94660381607534,Private room,55,1,0,,,1,17
+2078807,Gem Apts - Huge 3 bed city unit,5553847,Kellie,,Melbourne,-37.82555529607656,144.9569771556785,Entire home/apt,375,5,6,2017-01-23,0.20,15,235
+7518291,"""Archie"" 3 BR Coveted South Yarra Beauty",35370298,Blake(Mybnb),,Melbourne,-37.83468714213139,144.97818991246479,Entire home/apt,299,3,58,2017-03-23,2.96,14,141
+16380944,Beautiful apartment at Queen Victoria Market,107295759,Sam,,Melbourne,-37.80770153980762,144.96021270107866,Entire home/apt,163,1,4,2017-03-27,1.58,1,127
+12892260,"Cosy Apartment with Free Wifi, Mini bar & Netflix",46422383,Eric,,Melbourne,-37.81015171443681,144.96817070206075,Entire home/apt,94,2,8,2017-03-19,4.62,1,290
+11909195,"Casino, 50x5*, 2br, Parking / Wifi",30015118,Mark,,Melbourne,-37.82475665734069,144.96185939844088,Entire home/apt,159,2,73,2017-03-18,5.89,5,71
+571502,Clean & Affordable Room in Carlton!,2812963,Medley,,Melbourne,-37.80685644209019,144.96671119194713,Private room,72,1,10,2017-01-17,0.25,5,71
+13252728,Magnificent CBD View Free Carpark Gym&Pool,61915494,Alice,,Melbourne,-37.80784098984315,144.96578787784347,Entire home/apt,215,1,69,2017-03-19,7.37,6,59
+6109310,NEW LUXURY 2BR/2BATH + SPA/WIFI/NETFLIX - SQ2,10394006,Daniel,,Melbourne,-37.805995365951595,144.96181102358534,Entire home/apt,187,2,50,2017-03-13,2.16,15,90
+16801474,"New Executive Apartment with gym, pool and views",16362698,Mal,,Melbourne,-37.813309833920336,144.952620612887,Entire home/apt,98,3,4,2017-03-27,3.43,1,52
+5551419,Excellent Apartment on City fringe,17532139,Damien,,Melbourne,-37.81064547782836,144.98678897349703,Entire home/apt,210,4,15,2017-03-26,0.73,1,348
+7747724,Collins street Apartments PRIME Location,14251879,Karen,,Melbourne,-37.816100054835616,144.96501187715361,Entire home/apt,178,2,65,2017-03-25,3.34,4,320
+14891153,Your 5-star home in inner city Melb,78100111,Changke,,Melbourne,-37.808035484641586,144.96614305738063,Entire home/apt,125,1,27,2017-03-25,4.24,1,347
+4470941,Stylish home away from home,2395526,Fabio,,Melbourne,-37.821600568292666,144.95687018190077,Entire home/apt,121,2,56,2017-03-19,4.41,1,329
+8142683,Huge 4 bedroom luxury townhouse in Melbourne,42993904,Kevin & Ava,,Melbourne,-37.82206215281705,144.93653534687306,Entire home/apt,590,1,62,2017-04-02,3.54,2,59
+10860719,"Renee, huge 4BD home w/ ROOFTOP",7509953,Linton,,Melbourne,-37.801498741985874,144.94757765242326,Entire home/apt,350,2,30,2017-03-18,2.16,70,66
+17742028,"Spencer 16 WOW 2 bed for 6 people! Gym, Sauna etc",41370225,Ben,,Melbourne,-37.81478932707707,144.9536360923332,Entire home/apt,149,1,0,,,10,45
+6784039,"Elegance, sophistication in the CBD",28602510,Sarah,,Melbourne,-37.81758059042172,144.9550392938478,Private room,100,2,51,2016-08-16,2.35,1,92
+5409141,Kensington Apartment,14173212,Neil,,Melbourne,-37.790850852535385,144.93209730428998,Entire home/apt,125,2,58,2017-03-25,2.28,1,311
+5552321,Modern Southbank Apartment.,28789055,Pete,,Melbourne,-37.822754108169626,144.9635545393975,Entire home/apt,219,1,146,2017-04-01,12.41,5,160
+16136435,"Cozy room in the heart of Carlton, next to CBD.",39079197,Tommaso,,Melbourne,-37.793726862614555,144.9672096125366,Private room,66,1,1,2017-01-01,0.32,1,86
+13416688,Melbourne CBD Habour View Apartment,76445502,Angeline,,Melbourne,-37.81450140361169,144.95141411993092,Private room,45,1,17,2017-03-26,4.29,1,21
+15539924,"CBD 5 Stars Luxury APT & GYM, POOL&SAUNA & ITS NEW",87829996,Ian,,Melbourne,-37.813968207271735,144.95251543602316,Entire home/apt,139,5,12,2017-03-04,2.34,2,365
+7908996,"Perfect ✅ 10 Melbourne CBD, gym, swim, sauna+ WiFi",41678718,Ken,,Melbourne,-37.814454196788596,144.95154639304127,Entire home/apt,98,1,72,2017-03-01,3.87,15,224
+15874317,"2 bedroom, prime location, free wifi and netflix",102159248,Ease,,Melbourne,-37.815562131701846,144.96531710125456,Entire home/apt,201,1,9,2017-03-26,2.37,2,345
+17479961,Discovery Melbourne Mixed Dorm #39,71213604,Discovery Melbourne,,Melbourne,-37.8093241023443,144.9595570937116,Shared room,31,1,0,,,67,365
+16726312,2BR City Centre Walk to Everything + Free WiFi,22860147,Adji,,Melbourne,-37.810691876472056,144.96113103272842,Entire home/apt,210,3,2,2017-03-02,0.83,33,57
+13777196,Private master room in quiet neighbourhood!,51548795,Scott,,Melbourne,-37.796375486214956,144.9211637788287,Private room,52,1,39,2017-03-29,4.52,1,40
+8960378,Home away from home - Little Italy,3489726,Andrew,,Melbourne,-37.79906815456779,144.97159396240733,Entire home/apt,148,3,0,,,1,0
+8540766,"Great location, comfort stay",29969336,Monica,,Melbourne,-37.78709716539867,144.94119240676525,Private room,79,1,2,2015-12-01,0.11,2,365
+15514016,Melbourne's perfect location,2338754,Tianjun,,Melbourne,-37.80924249114399,144.9590182083763,Entire home/apt,110,1,4,2017-01-01,0.88,2,92
+15907242,"waterfront 2 spacious BDRs,2 bath,2 carpark APT",103192674,Robin,,Melbourne,-37.8211686326635,144.94082532591594,Entire home/apt,121,2,8,2017-01-20,1.92,1,92
+8108461,Melbourne CBD 1 Bedroom Apartment,42814799,Tahlia,,Melbourne,-37.813508546815896,144.9547687366856,Entire home/apt,121,3,4,2016-05-01,0.26,1,0
+17833715,Prime Grand Prix Location,36454115,Brenna,,Melbourne,-37.84278638492354,144.9791837126,Private room,350,1,0,,,1,0
+16138110,"Near Convention Centre, Crown 2BR & 2BT & Carpark",63047982,Jeevan,,Melbourne,-37.827745171702276,144.95494728431848,Entire home/apt,185,1,21,2017-03-30,5.48,1,152
+16234928,Stunning modern apt in the City,64484437,Martin,,Melbourne,-37.81360531892288,144.94390620503574,Private room,79,3,13,2017-03-30,4.33,1,212
+16366008,"Chic, Nth Melbourne Apt (with parking)",9861209,Martina & Mick,,Melbourne,-37.80294350931059,144.95478983416504,Entire home/apt,110,3,1,2017-03-25,1,5,169
+8724214,"Central Location, Clean, Private Room 6",18633392,Yee,,Melbourne,-37.816439995381415,144.9522460272788,Private room,55,4,14,2017-03-09,0.83,14,54
+13253074,Simple Getaway,74555662,Danielle & Neno,,Melbourne,-37.791723435485,144.9416480683242,Private room,100,2,31,2017-03-30,3.38,1,40
+9320917,Highrise Apt in CBD & Amazing View,48379433,Jae,,Melbourne,-37.80750372526666,144.96355506460716,Private room,85,1,16,2016-02-17,0.98,1,0
+16695173,"Private room, parking, pool, gym, cats!",108491604,Amelie,,Melbourne,-37.826218390949805,144.95643526809553,Private room,69,2,1,2017-01-10,0.36,1,0
+16136697,Amazing view in FREE tram zone,55247207,Jennifer,,Melbourne,-37.81509262874694,144.94651297681236,Private room,98,1,4,2017-03-30,3.16,2,178
+16169460,Agora's Suite in Melbourne's CBD,8530753,Jared,,Melbourne,-37.815388715354324,144.95385465559386,Entire home/apt,128,1,23,2017-03-29,5.90,50,346
+7429887,Shared room in Melbourne CBD female,35789021,Eric,,Melbourne,-37.814897280972005,144.95379040551958,Shared room,60,3,3,2015-09-22,0.15,4,364
+16596892,Quiet modern apartment minutes from City,109477827,Wendy,,Melbourne,-37.79555194968263,144.92733292931064,Private room,66,2,0,,,2,72
+7584245,"Heart of Melbourne CBD, Amazing Location!",24100840,Ding,,Melbourne,-37.816357945549896,144.9668584515707,Entire home/apt,206,3,52,2017-04-02,2.62,1,358
+10107413,CBD Apartment,51797570,Oliver,,Melbourne,-37.81919816259326,144.9568273927658,Private room,80,1,1,2015-12-29,0.06,1,0
+4996780,South Yarra 4 dorm room A,17739280,OZiHOUSE,,Melbourne,-37.83847180979118,144.98576742350673,Shared room,30,1,9,2017-03-11,0.34,7,355
+9486543,ENTIRE TWO BRIGHT BEDROOM + AIRCON,21666348,Frank Chen,,Melbourne,-37.81155120323082,144.9590255003068,Entire home/apt,100,1,11,2016-06-25,0.66,1,0
+4486229,Southbank Short Stay (Room+Parking),23276824,Rose,,Melbourne,-37.82687691491599,144.96798329648257,Private room,89,2,53,2017-03-07,1.84,1,353
+14924317,Deluxe 2BR Apartment in Melb's CBD Free Tram Zone,88677830,Jing,,Melbourne,-37.81596405414631,144.95378533685255,Entire home/apt,149,1,27,2017-03-29,4.35,1,60
+17481634,Discovery Melbourne Mixed Dorm #52,71213604,Discovery Melbourne,,Melbourne,-37.807781409655384,144.95824903434556,Shared room,31,1,1,2017-03-05,1,67,365
+13384233,"Warm and nice place, near Cenjoy your mel time",76084365,阳阳,,Melbourne,-37.82853479502144,144.96831382249817,Private room,34,7,1,2017-02-01,0.48,1,0
+17907623,Living Room Enclosed with a Curtain,122735810,Kevin,,Melbourne,-37.818209818505785,144.95385850122423,Shared room,35,1,0,,,4,70
+16398901,Luxury in the Sky - Docklands - Free Parking,107433492,Nick,,Melbourne,-37.82093626698113,144.94083593333067,Entire home/apt,215,1,12,2017-03-19,4.34,1,161
+15876021,Townhouse room in North Melbourne,40824123,Josefina,,Melbourne,-37.80055201903032,144.9443500473993,Private room,60,7,0,,,1,135
+16069725,CBD Art-Inspired Home - Superb Location!,27357959,Canvas-Suites,,Melbourne,-37.80935174506963,144.96215088443114,Entire home/apt,149,1,35,2017-03-30,9.13,9,70
+16730548,Harbour view room with ensuite and private balcony,72434463,Sasha,,Melbourne,-37.814140046416895,144.94194309276207,Private room,90,3,6,2017-03-26,2.57,1,155
+17480270,Discovery Melbourne Mixed Dorm #40,71213604,Discovery Melbourne,,Melbourne,-37.80932301321005,144.95961227806242,Shared room,31,1,0,,,67,365
+6340534,Fantastic Views Over Docklands/Bay,33019043,Owner / Manager,,Melbourne,-37.81662023920485,144.9519617817143,Entire home/apt,180,3,2,2016-01-29,0.11,1,363
+4486244,South Yarra large private bedroom,11883143,Edwina,,Melbourne,-37.836755466725585,144.98334209759022,Private room,69,1,0,,,2,360
+7389069,Everett Quarters in Melb's CBD,8530753,Jared,,Melbourne,-37.816475948866135,144.9540065935932,Entire home/apt,125,1,168,2017-03-28,8.21,50,295
+11419589,UrbanMinder @ Nolan,47763720,UrbanMinder,,Melbourne,-37.81476856901525,144.9419846262004,Entire home/apt,201,2,5,2017-01-29,0.47,23,140
+12009645,Heart of the City Flinders St Studio,64234826,Glen,,Melbourne,-37.81648729143037,144.9667834186974,Entire home/apt,94,1,1,2016-04-10,0.08,1,346
+17742442,Dream 16 for 6 ppl! Central CBD! FULL facilities,41678718,Ken,,Melbourne,-37.81588474261427,144.95212896734049,Entire home/apt,149,1,0,,,15,307
+11614820,"MASTER BDROOM + EN SUITE, SOUTHBANK",61496741,Kym,,Melbourne,-37.825720963009125,144.96370344557445,Private room,109,2,20,2017-03-25,1.57,1,348
+15907433,Private room in CBD,101286947,Javie,,Melbourne,-37.80983398470897,144.96938989490104,Private room,41,1,2,2016-11-20,0.42,1,0
+3586670,Melbourne CBD Skyline Apartment,7118492,Marcus,,Melbourne,-37.82138570534523,144.9561590740143,Entire home/apt,145,3,35,2017-02-15,2.69,1,102
+8370803,lovely town house 5 mins from cbd,44118760,Patrick,,Melbourne,-37.79451390545423,144.94762628679064,Private room,201,1,0,,,1,365
+2898543,Spacious apartment near parks & CBD,14814744,Kaye,,Melbourne,-37.81154895753788,144.98438284694996,Entire home/apt,275,2,27,2017-03-25,0.79,1,295
+3489740,Royal Stays 2Bdr Inner City Apt (1102),4170460,Royal Stays,,Melbourne,-37.82672650404947,144.95994353643908,Entire home/apt,225,7,19,2017-02-02,0.64,19,356
+13220503,The Deck 2 BD 2 BATH APT + FIREWORKS in MELB CBD,35789055,Eden+Cony,,Melbourne,-37.815232786453755,144.95417597994486,Entire home/apt,165,1,49,2017-03-21,4.80,29,156
+17480358,Discovery Melbourne Mixed Dorm #41,71213604,Discovery Melbourne,,Melbourne,-37.80944532793191,144.9586446042011,Shared room,31,1,0,,,67,365
+12008074,Snug studio on Latrobe St Melb CBD!,63861597,Tina,,Melbourne,-37.81248731120791,144.95222442748948,Entire home/apt,85,1,75,2017-03-18,6.05,5,59
+8642334,"Belle, unique & central PENTHOUSE",7509953,Linton,,Melbourne,-37.81854160362117,144.96372537639786,Entire home/apt,450,2,18,2017-03-25,1.00,70,337
+14204887,Mel-Uni Village 5,65149000,Meng,,Melbourne,-37.80123743462171,144.9547642971485,Entire home/apt,155,1,7,2017-02-11,0.89,9,304
+5223540,Private room in CBD,19020679,Sharni,,Melbourne,-37.81586037798622,144.952831463006,Private room,110,2,46,2017-03-26,1.78,1,365
+16169696,CBD shareroom girls only,14967250,Jo,,Melbourne,-37.81629779385045,144.95378490004595,Shared room,34,3,5,2017-02-15,1.32,15,57
+13721853,"Central Location, Clean, Private Room 3",18633392,Yee,,Melbourne,-37.815888728037145,144.95542276872717,Private room,50,4,13,2017-03-23,1.68,14,58
+8239828,Be on Cloud9 - Melb CBD Lux 3BR Apt,4924814,Akbar,,Melbourne,-37.814029059342985,144.95368955798818,Entire home/apt,299,1,74,2017-03-22,3.90,4,110
+17480436,Discovery Melbourne Mixed Dorm #46,71213604,Discovery Melbourne,,Melbourne,-37.809383674736004,144.9602498956624,Shared room,31,1,0,,,67,365
+2623160,"(5) Art deco delight, close to CBD",1612516,Haydn,,Melbourne,-37.81491619182307,144.98802950130164,Entire home/apt,80,7,18,2017-02-22,0.56,6,38
+7355105,The Stable,7363624,Emma,,Melbourne,-37.80123243694159,144.96693061964555,Entire home/apt,225,2,96,2017-03-25,4.66,1,121
+14924546,MAGNIFICENT 2bd STYLISH Apt *WIFI PARKING GYM,1739996,Paul,,Melbourne,-37.842372155150436,144.98052505742444,Entire home/apt,100,2,21,2017-03-18,3.28,42,199
+7402730,Degraves St.,38789212,Stephen,,Melbourne,-37.81832458024315,144.96478913564673,Entire home/apt,499,1,0,,,1,365
+14695167,1-BR Art-Inspired Heritage Sanctuary in the CBD,27357959,Canvas-Suites,,Melbourne,-37.81065465246156,144.95850691555083,Entire home/apt,135,1,47,2017-04-01,6.81,9,161
+16136993,Art Deco Charm in stunning Parkville,2986266,Rosie,,Melbourne,-37.79426199797742,144.95583831885125,Entire home/apt,138,1,5,2017-01-29,1.38,1,25
+13777679,2BD CBD home with Sky-Pool Spa and Netflix!!,9510598,Emma And Taj,,Melbourne,-37.82326807800692,144.95992943064027,Entire home/apt,190,1,48,2017-03-25,5.43,15,251
+14988307,Melbourne CBD Luxury with 5th Floor Views!,51784844,Dilin,,Melbourne,-37.804949700001494,144.96057475063196,Entire home/apt,117,1,27,2017-04-01,4.07,7,176
+17972019,Crown Hotel(Melbourne&Perth) SALE!!,77278010,Amy,,Melbourne,-37.824342076872,144.9575525608402,Private room,210,1,0,,,1,180
+7316530,Escape to complete tranquility,5979497,Carolyne & Roméo,,Melbourne,-37.82574045188465,144.96514496213183,Private room,85,2,131,2017-03-30,6.31,2,118
+11287337,109 The Clarendon,53873159,Aj,,Melbourne,-37.82655452351502,144.9573829917621,Entire home/apt,100,3,51,2017-03-26,3.75,1,307
+14859066,Easy to relax like your own home,93052617,Shihan,,Melbourne,-37.8459143687726,144.9800167906716,Entire home/apt,98,4,5,2017-03-04,1.03,1,215
+15813289,Room with view and private bathroom,61012746,Ashna,,Melbourne,-37.81586689406638,144.94540904083118,Private room,100,1,2,2016-12-11,0.41,2,0
+17480519,Discovery Melbourne Mixed Dorm #42,71213604,Discovery Melbourne,,Melbourne,-37.80955091681652,144.95976673491543,Shared room,31,1,0,,,67,358
+8822582,2BR/2BTH APT - FREE WIFI & NETFLIX (CT2),10394006,Daniel,,Melbourne,-37.81751983506499,144.95579691930863,Entire home/apt,198,2,45,2017-03-19,2.61,15,91
+17317877,Modern apartment located in popular Southbank,74040708,Robyn,,Melbourne,-37.82872785294793,144.96838654971634,Entire home/apt,132,3,9,2017-04-01,9,1,272
+5633165,Amazing City Apartment,5238994,Pawan,,Melbourne,-37.82336476132066,144.9664539788083,Entire home/apt,139,2,9,2016-11-27,0.36,22,320
+17481938,Discovery Melbourne Mixed Dorm #56,71213604,Discovery Melbourne,,Melbourne,-37.80941797732132,144.95840592368276,Shared room,31,1,1,2017-03-13,1,67,365
+7945036,Super Central Next Door 3bd2bth,1424164,Paul,,Melbourne,-37.81665010171056,144.96035971892988,Entire home/apt,350,3,48,2017-03-26,2.60,2,164
+2636637,melbourne city amazing apartment,13501148,Lin,,Melbourne,-37.830315032752324,144.96832785516645,Entire home/apt,199,3,17,2016-10-22,0.68,1,211
+7519070,"Spacious 2beds, 2 bath Corner Apartment",34475453,Cecelia,,Melbourne,-37.8231545006008,144.96458946735663,Entire home/apt,189,3,44,2017-03-28,3.06,1,129
+16137073,五星級酒店公寓,港區海景盡收眼底!,55247207,Jennifer,,Melbourne,-37.81522327506287,144.94681567056134,Private room,98,1,1,2016-12-14,0.27,2,178
+13333875,2 Bedroom Apartment in Southbank,9263694,Toni,,Melbourne,-37.82474628728781,144.96068784833628,Entire home/apt,122,4,3,2016-07-16,0.33,1,0
+11090817,Luxury Apartment w/ Private Room,57590583,Vega & Meg,,Melbourne,-37.81902376669052,144.94625240638192,Private room,110,1,6,2017-03-30,0.46,1,292
+17152909,Cozy bedroom in the heart of Melbourne,36317781,Jing,,Melbourne,-37.816912318393676,144.96542671031472,Private room,85,1,3,2017-03-24,3,1,99
+6643748,Great Location. South Yarra,34773952,Daniela,,Melbourne,-37.83481102637161,144.98125778829095,Entire home/apt,69,3,1,2015-06-27,0.05,1,0
+17481763,Discovery Melbourne Mixed Dorm #53,71213604,Discovery Melbourne,,Melbourne,-37.809452515119126,144.95994377592504,Shared room,31,1,1,2017-03-02,0.91,67,365
+10876059,"Studio-share, 5 min walk to UniMelb",56347317,Ishesh,,Melbourne,-37.79643981366588,144.967054108025,Entire home/apt,35,1,0,,,1,0
+4803052,Boutique 2 Bed & 2 Bath Apart NEW,23281766,Rob,,Melbourne,-37.81683775459854,144.97224386546904,Entire home/apt,284,3,88,2017-03-25,3.31,5,159
+8240038,Skyhigh Seaview CBD apt with GYM,21838521,Jessica,,Melbourne,-37.81197338531227,144.95688273750685,Entire home/apt,128,3,50,2017-03-08,2.91,7,81
+16759734,City centre great views with bonus features!,111226513,Lara,,Melbourne,-37.818600217305914,144.95793917324303,Entire home/apt,149,1,1,2017-01-17,0.39,1,50
+16072742,"Modern, amazing location and view",1223993,Grant,,Melbourne,-37.82775297836542,144.95967859204964,Entire home/apt,160,3,2,2017-01-27,0.67,1,2
+7584699,one bedroom close to Unimelb,22590183,Louise,,Melbourne,-37.79325634312398,144.96829885835103,Private room,41,1,0,,,1,0
+17480642,Discovery Melbourne Mixed Dorm #44,71213604,Discovery Melbourne,,Melbourne,-37.807941534831414,144.95889819551658,Shared room,31,1,0,,,67,365
+15807648,Single Accommodation Melbourne 286,4971509,Nadeen,,Melbourne,-37.79993064654211,144.96812328850586,Private room,66,2,6,2017-03-31,1.29,15,362
+9452484,"Your home Melbourne, closed to city",36034784,Karen,,Melbourne,-37.79791105762233,144.94514269997163,Private room,60,1,0,,,1,0
+15514563,best location for travellers in Melbourne,93086122,Annabelle,,Melbourne,-37.81748281812787,144.95386138531995,Entire home/apt,130,1,26,2017-03-19,4.79,10,292
+13384678,South Melbourne Santuary,76089680,Danna,,Melbourne,-37.829714913250676,144.9686597356379,Private room,25,7,0,,,1,0
+2374619,West Melbourne boutique apartment,12132807,Karolina,,Melbourne,-37.80536194069846,144.94761929350037,Entire home/apt,145,2,15,2016-01-18,0.40,1,0
+14826456,3 bedrooms in great location near Lygon,92709249,Sonia,,Melbourne,-37.80014883310856,144.96478292767137,Entire home/apt,265,2,22,2017-02-08,3.13,1,274
+5196283,Purple room in Quest Flemington,19752824,Trang,,Melbourne,-37.788478423304,144.9231899073242,Private room,20,3,5,2015-11-08,0.25,1,0
+16293719,Melbourne central private 1 bedroom+Breakfast+WIFI,36607758,Sandy,,Melbourne,-37.80961782031074,144.96407513771777,Entire home/apt,88,1,10,2017-03-27,4.29,1,114
+7388169,Bespoke. Stylish. Hayling Art Deco Apt.,38704544,Jo,,Melbourne,-37.81240004220069,144.98384072640707,Entire home/apt,160,2,36,2017-03-27,1.76,1,334
+16326489,Private room in Southbank Village - Arts Precinct,106854612,Bill,,Melbourne,-37.82701558079356,144.9673752888599,Private room,69,1,11,2017-03-29,3.51,2,289
+10107926,Luxury 1 bedroom with ensuit bathrm,51859230,Candy,,Melbourne,-37.82428946593878,144.96317295222156,Private room,100,1,2,2017-01-29,0.13,1,214
+4570120,"Large 3BR, 2 Story Apt, Kensington",12591445,Nicky And Sacha,,Melbourne,-37.78921550373468,144.92351319381925,Entire home/apt,400,2,71,2017-03-19,2.55,2,358
+9117531,Melbourne Apt for Xmas and New Year,25619463,Sam,,Melbourne,-37.80980084031344,144.96726376742114,Entire home/apt,140,1,1,2016-01-05,0.07,1,0
+11910183,CBD Fringe - Free Wi-Fi & Parking,30932561,Warren,,Melbourne,-37.80271921291826,144.95160126109553,Entire home/apt,149,7,4,2016-12-11,0.33,3,351
+15350855,"""Laurent"" 3BR Metropolitan Marvel Flinders Street",35370298,Blake(Mybnb),,Melbourne,-37.81565240055817,144.97075959440804,Entire home/apt,249,3,3,2017-03-15,2.09,14,195
+10271811,City Location. Beautiful Area.,8905881,Jamnean,,Melbourne,-37.80757976821871,144.97191428869914,Private room,69,2,75,2017-03-23,5.40,1,221
+15776855,Bright View CBD2BR Apt FREE PARKING,50164342,Grace,,Melbourne,-37.80711605889716,144.96580051174587,Entire home/apt,159,1,31,2017-03-29,6.12,4,156
+17742941,Dream Location/Luxury Apa/MelbourneEyeView/Carpark,121027726,Monica,,Melbourne,-37.813434516454514,144.93845934507985,Entire home/apt,125,1,1,2017-03-21,1,1,325
+17546338,"Beautiful, New and large Townhouse North Melbourne",15665874,Hugo,,Melbourne,-37.80165258479734,144.95148816703355,Private room,92,3,0,,,1,0
+16727140,FLINDERS WHARF Large 2 bed VIEWS,75346111,Adrian,,Melbourne,-37.82232079984491,144.95315844435282,Entire home/apt,245,2,4,2017-03-26,1.62,1,44
+5946460,"Town Hall, 1 Bedroom, City Delight.",30870639,Melbourne City Stays,,Melbourne,-37.81481537170955,144.96557370786442,Entire home/apt,160,3,21,2017-03-10,0.92,13,352
+9223246,█CBD modern 1 BR for Ur own█,44696362,Vince,,Melbourne,-37.80816048851892,144.96337450248208,Entire home/apt,109,1,90,2017-03-31,5.38,5,159
+6569082,City Modern 2BR Apartment-View&Wifi,9217524,Tung,,Melbourne,-37.80710983394201,144.96310266100315,Entire home/apt,140,1,11,2016-04-04,0.55,2,0
+16432273,SPACIOUS 1-BR APARTMENT + WIFI + NETFLIX!!!,10394006,Daniel,,Melbourne,-37.81144695514558,144.95937835106236,Entire home/apt,149,2,7,2017-02-28,2.92,15,122
+1752177,Cute Melbourne Central Apartment,6458973,Kate,,Melbourne,-37.80984784814355,144.9706374980007,Entire home/apt,121,3,128,2017-03-26,3.03,2,351
+17016690,City Home Living Girl(Free Tram ) G,35069663,Yee,,Melbourne,-37.810640101780564,144.95841724245406,Shared room,31,1,2,2017-02-14,1.15,4,0
+2079865,"Southbank Apt - Car, Pool, Perfect!",4935336,Julian,,Melbourne,-37.82454794298874,144.96281761251473,Entire home/apt,149,4,131,2017-03-29,3.51,1,343
+16301220,Bright room in city central with great view,99921119,Christina,,Melbourne,-37.80756878211136,144.96966807576874,Private room,80,1,5,2017-01-24,1.58,2,306
+16113235,City apartment,71223073,Doris,,Melbourne,-37.82023753833982,144.94043366021816,Private room,69,1,1,2016-12-10,0.26,1,28
+12237975,Amazing Victorian Terrace CBD - Discounts Midweek,4983046,Kate,,Melbourne,-37.806297701542654,144.95141401965844,Entire home/apt,240,2,46,2017-03-31,4.54,2,311
+892787,"(4) 1bd apt, 3 min walk from MCG",1612516,Haydn,,Melbourne,-37.81479508763955,144.98618830875435,Entire home/apt,115,6,36,2017-01-18,0.77,6,285
+17284307,1 Bedroom at Adina Northbank Aapartment Hotel,116582959,Jayde,,Melbourne,-37.821186140832864,144.9569255160595,Entire home/apt,184,7,0,,,1,166
+933044,BRILLIANT Boutique City Apartment,5029873,Jennifer,,Melbourne,-37.8145453337008,144.96266862763306,Entire home/apt,180,2,57,2017-03-26,1.38,2,305
+3656220,BOUTIQUE APTMNT IN HEART OF CITY,13546615,Jess,,Melbourne,-37.81525214387684,144.97120354270743,Entire home/apt,130,2,108,2017-03-19,3.30,1,47
+14662876,Brand new apartment Share Room,14967250,Jo,,Melbourne,-37.814328717228726,144.95473940893947,Shared room,35,3,1,2017-01-22,0.42,15,31
+15551334,Private space in the heart of the action!,45558788,Iha,,Melbourne,-37.815538811775525,144.9531561727449,Private room,110,3,1,2016-11-27,0.23,1,117
+9452769,Room w/ensuite 2 minutes from city,29497486,Jeanne,,Melbourne,-37.825246517054644,144.9703590084026,Private room,110,1,4,2017-04-02,0.29,1,190
+10531014,Luxy3Brm 2bath 2car wifi 4minCrown,43555443,Zac,,Melbourne,-37.824518057929936,144.96245421137928,Entire home/apt,199,1,94,2017-03-25,6.39,1,158
+5960272,Master bed in luxurious penthouse,30942655,I,,Melbourne,-37.81416706160772,144.9582052675983,Private room,100,1,1,2015-04-19,0.04,1,0
+13349516,Cozy 1 bedroom with amazing city view + Netflix,54048076,Gus,,Melbourne,-37.817685876935236,144.95468420059683,Entire home/apt,128,2,80,2017-03-26,8.14,2,42
+16681716,"Sunny, central, LGBTQI/BLM friendly & on tram line",63132711,Licho,,Melbourne,-37.79767113371283,144.95223298584114,Private room,66,1,7,2017-03-18,2.88,1,0
+12235429,Stunning Luxury Water Front APT.,65843762,Hans,,Melbourne,-37.820997736636706,144.94209625597873,Entire home/apt,330,3,6,2017-03-11,0.66,1,363
+16635801,Modern master bedroom in heart of Melbourne!,109903809,Raoul,,Melbourne,-37.80855451206305,144.9601635788551,Private room,180,7,0,,,1,92
+17480966,Room with a View and Private bathroom !!,36930945,Cassie,,Melbourne,-37.827816343946196,144.95840661893857,Private room,125,2,0,,,1,181
+3554553,Stunning 1BR in Melbourne CBD,12813912,Natalie,,Melbourne,-37.813952809440266,144.96028925373264,Entire home/apt,136,4,55,2017-03-19,1.68,1,63
+17743962,"Sky bus, Free tram Zone & Station",121042409,Rebecca,,Melbourne,-37.81598088637317,144.95237823463236,Entire home/apt,128,1,5,2017-04-01,5,1,144
+7280452,City views brand new private room#2,1908083,Alon,,Melbourne,-37.79630073282625,144.93153470194855,Private room,80,5,4,2016-01-03,0.19,2,277
+17481822,Discovery Melbourne Mixed Dorm #54,71213604,Discovery Melbourne,,Melbourne,-37.80917073121272,144.96001329606375,Shared room,31,1,0,,,67,365
+6009535,Park views right next to the city,1382728,Ella,,Melbourne,-37.801150345713324,144.9722086283329,Private room,69,1,0,,,1,0
+13155599,"Modern, Stylish Studio Apartments",52585557,Chris,,Melbourne,-37.803810353415734,144.95770149022078,Entire home/apt,110,1,18,2017-02-24,2.10,4,364
+13480634,Melbourne's CBD,77187736,Harry Kim,,Melbourne,-37.8106043465222,144.95596455284286,Entire home/apt,160,2,19,2017-02-24,2.07,1,0
+10695361,Bespoke Sophistication Style Piece in Premium CBD,40745757,Jeremy,,Melbourne,-37.8073910748601,144.96166622156858,Entire home/apt,128,1,53,2017-03-02,3.69,6,173
+15809823,Southbank Living with Bay Views 2Bed 2Bath + Car,19162636,Michelle & Mark,,Melbourne,-37.82638087861771,144.96481958470045,Entire home/apt,170,2,6,2017-01-15,1.40,4,254
+4567747,"Majorca Degraves Flinders Lane CBD - WiFi, Aircon",4647935,Rejuvenate Stays,,Melbourne,-37.815724799318936,144.96442508269647,Entire home/apt,240,3,24,2017-03-12,0.90,14,297
+12631335,Cozy room in Melbourne CBD,22639893,Leah,,Melbourne,-37.80778313280085,144.9633652409157,Private room,45,1,4,2017-03-25,2.35,1,358
+16559511,37th Floor Southbank Apartment,37181360,Shannan & Sasha,,Melbourne,-37.821481831453845,144.9612542989979,Entire home/apt,185,7,0,,,20,0
+17612081,Room for 2 friends MelbCBD Wifi*Pool*Gym*Spa,12779101,Ghiseth,,Melbourne,-37.81475053488418,144.95606110574073,Private room,69,5,1,2017-03-17,1,1,0
+10501422,"Private room, Wifi, Netflix in CBD",31332618,Dhina And Liam,,Melbourne,-37.810729230366256,144.96004882626013,Private room,79,2,32,2017-01-19,2.38,2,15
+16899533,North Melbourne - Light filled with leafy views,112788307,Della,,Melbourne,-37.7997713324537,144.94730970777613,Entire home/apt,160,2,4,2017-02-27,2.26,1,151
+2703431,Located in the heart of the city,6725339,Andrew & Jessica,,Melbourne,-37.81544041329777,144.96767147234516,Entire home/apt,190,2,78,2017-01-27,2.34,2,361
+7552317,SOPHISTICATED CARLTON APARTMENT,34493214,Mira,,Melbourne,-37.80237038572473,144.9632321195446,Private room,80,5,2,2016-01-07,0.13,1,0
+17514593,Cozy and clean private room in the heart of CBD,116164373,Francesco,,Melbourne,-37.810523885784185,144.94912143103699,Private room,41,2,5,2017-04-01,5,1,5
+11608096,Water Views Dockland - 2bdr Apartment with carpark,54139180,Melissa,,Melbourne,-37.81341019369073,144.94134881042868,Entire home/apt,190,3,20,2017-03-27,1.57,1,139
+17449061,Modern 1 Bed near CBD and Crown; wi-fi;pool,69688298,Andre,,Melbourne,-37.8247749576933,144.96267449370936,Entire home/apt,126,4,0,,,1,170
+14660323,2 bedrooms Apartement in the heart of the CBD,90908279,Marine,,Melbourne,-37.809577824575584,144.97165183445242,Entire home/apt,119,1,4,2017-02-16,0.56,2,0
+17448281,Heritage Building Apartment In City,118104560,Soon,,Melbourne,-37.81948379995477,144.96019069745995,Entire home/apt,139,2,2,2017-03-27,2,1,112
+17481061,Discovery Melbourne Mixed Dorm #47,71213604,Discovery Melbourne,,Melbourne,-37.80788826423205,144.9601527077447,Shared room,31,1,0,,,67,365
+17150715,Comfortable Room in Melbourne City,109953165,Winnie,,Melbourne,-37.808600761167284,144.96720635752183,Private room,80,7,0,,,1,355
+5583600,"Southbank, Melbourne, 2br Apt",28950246,Brian,,Melbourne,-37.82492556477987,144.96327934425304,Entire home/apt,204,2,46,2017-03-26,1.84,1,365
+9220861,Kensington Townhouse 4km to CBD,33533993,Elisha,,Melbourne,-37.78875144941664,144.92326175274812,Entire home/apt,250,1,15,2017-03-18,1.24,1,41
+16429580,Art Deco Studio walk to City Sports Transport WiFi,76574611,Jill,,Melbourne,-37.813903005288225,144.98622420398164,Entire home/apt,115,2,7,2017-03-31,5.12,3,152
+17685975,New Melb Star Apt/1min to Harbour Town/Free Tram,111721187,Kate,,Melbourne,-37.814698333675935,144.93920735154558,Entire home/apt,149,1,5,2017-03-25,5,4,315
+2339633,Inner City Family Home:City 2km,5625812,Paul,,Melbourne,-37.78941282432653,144.92485475731442,Private room,180,1,4,2016-03-21,0.13,1,365
+6240237,The Lungo in Melbourne's CBD,12434936,Chad,,Melbourne,-37.81059187620538,144.96655185716617,Entire home/apt,159,1,41,2017-03-18,1.77,2,354
+9581366,in Melbourne CBD,6712397,Seon,,Melbourne,-37.813736355150674,144.95645295280175,Private room,79,1,1,2015-11-28,0.06,1,365
+17481119,Discovery Melbourne Mixed Dorm #48,71213604,Discovery Melbourne,,Melbourne,-37.80837629694395,144.95947813523046,Shared room,31,1,1,2017-03-04,1,67,365
+10370457,The Hive Graffiti Apartments,35269245,Evelyn,,Melbourne,-37.79556546453302,144.97168362236562,Entire home/apt,210,2,11,2016-11-29,0.87,1,276
+16858535,Ensuite double bedroom in central stylish app,79433170,Nicola,,Melbourne,-37.815469498752094,144.94703736019855,Private room,80,2,2,2017-01-28,0.87,2,74
+11091331,Quintessential Laneway Living,49495250,Charmain,,Melbourne,-37.8182402531428,144.9667211115496,Entire home/apt,149,1,74,2017-04-01,5.63,1,341
+14141577,Superb Living In A Privileged CBD Location,40745757,Jeremy,,Melbourne,-37.80850642288242,144.96132050711034,Entire home/apt,115,1,40,2017-03-12,4.92,6,85
+14988092,2 Bedroom Southbank Apt + Free Parking,44153351,Jacklyn,,Melbourne,-37.82368311180814,144.96485831384214,Entire home/apt,170,2,36,2017-04-01,5.45,2,304
+16397119,S Conveniently SHARE HOUSE in Melbourne CBD !,107420004,Tomo,,Melbourne,-37.814282803583964,144.9521880794133,Shared room,31,1,1,2017-01-20,0.41,1,157
+963373,Southbank's Absolute ***GEM***,1810315,Sean&Lyn,,Melbourne,-37.82655093687408,144.96520720928896,Entire home/apt,201,2,77,2017-03-18,1.56,1,356
+10075575,Ancient Italian home within city,51697891,Lakshan,,Melbourne,-37.80250460657188,144.96412234234882,Private room,79,2,3,2017-01-22,0.24,1,364
+7811909,Quiet place near CBD,30881241,Ye,,Melbourne,-37.78524432098163,144.95669778441933,Private room,50,2,13,2016-02-16,0.80,1,0
+5054367,Cosy home just off Lygon St,23506163,Miranda,,Melbourne,-37.798861703735504,144.9679325471749,Private room,50,20,0,,,1,0
+9001651,Sky High View Central CBD Apartment,20970851,Sam,,Melbourne,-37.818891383250126,144.95587743176515,Entire home/apt,100,2,144,2017-03-19,8.21,2,39
+12041660,"Next to RMIT + Carpark, Muji Style",9671020,Yu,,Melbourne,-37.80921504259078,144.96137133402272,Entire home/apt,149,1,19,2017-02-02,1.59,1,68
+4832378,2 bedroom City retreat 7,23910988,Neil & Mark,,Melbourne,-37.82541935814184,144.96655620983077,Entire home/apt,130,3,29,2017-03-19,1.09,12,36
+16758427,Melbourne QV Fantastic Living in Premium Location,32316995,Yong,,Melbourne,-37.811213179877164,144.9669983641466,Entire home/apt,118,1,6,2017-03-14,4.00,3,233
+15414122,City of Melbourne/Room For share With 2 Students!!,53353147,Juan Camilo,,Melbourne,-37.824401904385866,144.96437406938537,Shared room,29,10,3,2017-01-30,0.51,2,259
+9352046,"2 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.82473834943674,144.9631206388049,Entire home/apt,204,3,3,2016-07-10,0.21,17,358
+16533651,Shop house at Melbourne CBD,22113463,Tan-Boon,,Melbourne,-37.80664985674367,144.95435785929425,Entire home/apt,160,2,1,2017-01-31,0.48,3,337
+11748635,Magnificent CBD view No.1/ 2-BR Free Parking,24749898,HugoHome,,Melbourne,-37.82144496941988,144.94655389379957,Entire home/apt,235,1,65,2017-03-24,5.05,22,173
+13906799,The Big Sleep Fitzroy,20110206,Jane,,Melbourne,-37.809449083263296,144.98113123479786,Entire home/apt,330,3,29,2017-03-25,3.43,2,122
+6959973,A view to get your heart racing,33244355,Phoebe,,Melbourne,-37.79526244252512,144.91669665864327,Private room,60,1,24,2016-11-26,1.16,1,296
+7331746,Two bedroom apartment Melbourne Cbd,31586948,Eddie,,Melbourne,-37.82058572554861,144.95571489527083,Entire home/apt,110,30,1,2016-03-24,0.08,1,0
+16135046,Carlton Treasure just off Lygon St!,10467004,James,,Melbourne,-37.79922700630503,144.96468167997512,Private room,73,1,12,2017-03-22,3.10,1,50
+16681394,Beautiful one bedroom apartment -Amazing location!,28194798,Angelique,,Melbourne,-37.81464539188047,144.938395586219,Entire home/apt,90,1,19,2017-03-19,7.50,1,19
+17907181,CBD Melbourne location 1 bedroom,58801093,Angel,,Melbourne,-37.81399297194163,144.96881584330177,Shared room,118,1,0,,,1,181
+3388259,"Shopping, Cafes, Lovable Melbourne.",6458973,Kate,,Melbourne,-37.81172714246001,144.9632948000609,Entire home/apt,155,3,105,2017-03-27,3.16,2,298
+15512482,Brand new apartment Melbourne CBD,79406298,Michael,,Melbourne,-37.8154794203193,144.95481308959953,Entire home/apt,155,1,4,2017-01-01,0.98,2,33
+13155835,Southern Cross - Female Room Shared,53007452,Cherry,,Melbourne,-37.81459054601205,144.95372160245034,Shared room,31,1,1,2016-06-05,0.10,1,0
+17481229,Discovery Melbourne Mixed Dorm #49,71213604,Discovery Melbourne,,Melbourne,-37.80934993325439,144.95938979611353,Shared room,31,1,0,,,67,365
+15738989,Cozy and sunny room with perfect location to city,100754002,Sissi,,Melbourne,-37.7960884023803,144.92200604898585,Private room,38,5,1,2016-11-13,0.21,2,0
+9701977,Melbourne CBD 2Br 2Bth Apt with Great View & Pool,13971190,Andy,,Melbourne,-37.81602967543598,144.95314144010018,Entire home/apt,180,2,45,2017-03-25,2.79,3,99
+16137760,AURA ON FLINDERS (PENTHOUSE),105280981,Ben,,Melbourne,-37.821515939944646,144.9561731059418,Entire home/apt,796,2,2,2017-01-21,0.49,1,364
+7093811,Elm 1 Bedroom Luxury Southbank Apartment,37181360,Shannan & Sasha,,Melbourne,-37.82954817098876,144.96915936374504,Entire home/apt,190,7,2,2015-12-23,0.12,20,0
+17448501,Spacious Southbank CBD apartment,63438958,Jo,,Melbourne,-37.82389537204598,144.96320217679397,Entire home/apt,149,2,5,2017-03-26,5,1,32
+7680980,Sunny Light filled house/ bedroom,3406555,Chloe,,Melbourne,-37.790901622846455,144.9271858707323,Private room,149,1,0,,,1,0
+3751483,Charming East Melbourne Apartment,6396487,Maria,,Melbourne,-37.81408476762236,144.9839395926833,Entire home/apt,139,2,29,2017-03-25,1.05,1,22
+16593889,Royal Botanic Garden Home Free Parking & WIFI,28093903,Leslie,,Melbourne,-37.82978574513133,144.96987937900593,Entire home/apt,180,2,7,2017-03-26,2.76,5,174
+12860995,Dorcas - 1 Bdrm Apartment *View*Parking*Pool*Spa*,20240994,LittleStay,,Melbourne,-37.830127817915944,144.9703279418047,Entire home/apt,139,2,25,2017-03-26,3.14,14,75
+4371442,Cosy 2bdr City Gem ,19671002,Yvette,,Melbourne,-37.80988019293569,144.96595746095585,Entire home/apt,201,2,3,2014-11-17,0.10,1,61
+14922742,Helio - 2 Bdrm 2 Story Apt *Modern*Parking*Netflix,20240994,LittleStay,,Melbourne,-37.797440645790964,144.95190238962553,Entire home/apt,169,2,14,2017-03-16,2.31,14,53
+802320,A Resort in the City - Southbank,9256292,Pauline,,Melbourne,-37.82391524556008,144.9672118355879,Entire home/apt,160,3,192,2017-03-25,3.77,5,235
+7025628,Swanston - 2 Bdrm Apt *Spa*View*Netflix*Wifi,20240994,LittleStay,,Melbourne,-37.80793760911593,144.9617453854114,Entire home/apt,169,2,77,2017-03-23,3.70,14,46
+11777021,Modern Apartment CBD w/ pool & gym,49215704,Anais,,Melbourne,-37.81426888075942,144.95348731899344,Entire home/apt,90,3,2,2016-06-05,0.19,1,0
+4570679,Central CBD One Bedroom Apartment ,14059214,Alice,,Melbourne,-37.8183975088956,144.96729128378382,Entire home/apt,138,2,113,2017-03-18,4.00,2,160
+13966846,2BR Tranquil City Edge Gem + Free Wifi,22352901,Sylvia,,Melbourne,-37.82901702371817,144.9703712757413,Entire home/apt,149,1,59,2017-04-01,7.00,4,112
+8664051,"Super size 2BD+2B for 8people, Carpark (need book)",7190278,Kevin & Ashley,,Melbourne,-37.815830525691375,144.95235814172534,Entire home/apt,198,1,68,2017-03-19,3.74,5,291
+6566920,The new Short Stay Apartments,34348971,Bowen,,Melbourne,-37.81383440017393,144.95830316526548,Entire home/apt,201,1,24,2016-02-29,1.08,2,364
+15777385,Double size bed/a free car park,26113707,Shaoshan,,Melbourne,-37.82682963397577,144.9564557759129,Private room,90,1,2,2017-03-14,0.52,7,175
+7421568,Large bedroom in Lygon st Melbourne,38876862,Tommaso,,Melbourne,-37.79432646193435,144.9685945292498,Private room,55,1,0,,,1,0
+8994940,Lovely two Bedrooms best location central Melb,46984264,Sting,,Melbourne,-37.80570535412218,144.9664429430813,Entire home/apt,110,1,2,2016-06-27,0.21,1,0
+10665607,Perfect 'home' for travelers.,53232621,Ivy,,Melbourne,-37.81429558318302,144.95449955680655,Private room,50,5,0,,,1,0
+12989465,Luxury Two Bedrooms Apartment,37201564,Short,,Melbourne,-37.806103451721945,144.96274953007358,Entire home/apt,176,2,15,2017-03-25,1.56,2,84
+16757794,☆ 2 bed! GREAT view at level 43! Gym & Sauna!,41370225,Ben,,Melbourne,-37.81452580008641,144.951997963901,Entire home/apt,125,1,1,2017-02-02,0.49,10,47
+16430117,"Melbourne, at your doorstep",26147994,Carly,,Melbourne,-37.81695763981341,144.96007594063673,Entire home/apt,145,2,1,2017-02-25,0.79,1,167
+16640267,Cozy living in Melbourne CBD ft. Rooftop pool+Gym,77301308,Winnie,,Melbourne,-37.81490015275898,144.9563791653617,Private room,80,1,1,2017-02-17,0.65,1,126
+12497953,Splendid View Core Melbourne+Wifi,47589857,Mason,,Melbourne,-37.810359458939544,144.96014911656388,Entire home/apt,170,1,14,2016-12-25,1.58,4,362
+12998075,Great Sunny bedroom,22021202,思达,,Melbourne,-37.80821004745871,144.9656629018804,Private room,64,5,2,2017-01-22,0.23,1,0
+16987177,"Room For Share with 2 Students , City Of Melbourne",108494550,Jenn,,Melbourne,-37.81359272926867,144.9391251272547,Shared room,28,30,1,2017-03-03,0.94,2,365
+11320959,Postcard from Degraves St,3034913,Luke,,Melbourne,-37.8164411028167,144.96511316745574,Entire home/apt,148,3,53,2017-03-31,4.21,4,293
+7552658,Delux Apt in Heart of Melbourne CBD,36022511,Sean,,Melbourne,-37.81549912121155,144.95418728257062,Entire home/apt,130,1,40,2017-03-20,2.11,4,127
+16435377,"Danny apartment, perfect location",107766495,Danny,,Melbourne,-37.8150106136554,144.94687870900069,Private room,80,1,9,2017-01-30,2.84,1,122
+16782583,Luxury city living,106694796,Alix,,Melbourne,-37.81649997480121,144.97208148116928,Private room,110,2,1,2017-02-25,0.79,4,174
+9516067,Master Room In A Modern Apartment,7211951,Mellisa,,Melbourne,-37.82117498592069,144.962934707187,Private room,88,1,67,2017-03-25,4.04,1,322
+13549228,Modern Southbank Apt in an unbeatable location,10109564,Ann-Marie,,Melbourne,-37.82631497863145,144.96553324608277,Entire home/apt,119,5,6,2017-01-10,1.20,1,0
+17579695,Own bathroom and private cozy room,23054671,Ashley,,Melbourne,-37.82633808652991,144.9603175273232,Private room,62,2,0,,,1,173
+13352621,Spacious 2-BR Waterfront Apartment/Free Parking,24749898,HugoHome,,Melbourne,-37.82044736017159,144.9420874155124,Entire home/apt,204,1,33,2017-03-19,3.40,22,165
+14892718,Located @ the Quest Flemington,6992439,Olga,,Melbourne,-37.7878905226128,144.92126100801465,Entire home/apt,149,2,25,2017-03-20,3.81,1,154
+15646391,CENTRAL MELBOURNE Apartment,100952257,Paul,,Melbourne,-37.83813357205433,144.97679283139064,Entire home/apt,206,2,0,,,1,32
+8631365,Fantastic apartment with indoor pool in Royal Park,5706933,Tony,,Melbourne,-37.778357945707086,144.93854422981101,Entire home/apt,130,14,6,2016-12-30,0.38,1,276
+8240828,Light-filled Modern Apt - QV Market,30919529,Elisa-Marie & Alessia,,Melbourne,-37.80894294939402,144.9585856838158,Private room,96,1,11,2015-12-04,0.61,1,365
+8890974,Comfortable & quiet CBD apartment,46518908,Kael,,Melbourne,-37.816521099407694,144.95377978272685,Entire home/apt,149,7,1,2016-01-02,0.07,1,0
+9843785,Ensuite room. An ideal stay in CBD!,50686486,Corey,,Melbourne,-37.81531230148383,144.95280933294833,Private room,89,1,62,2017-03-19,4.07,1,329
+6534238,Melbourne CBD beside CROWN Casino,34173985,Vivek,,Melbourne,-37.820748891196175,144.95483914773465,Private room,56,5,2,2015-07-07,0.09,1,0
+12924004,Relax in Carlton,40022401,John,,Melbourne,-37.79638278842831,144.97102674411744,Entire home/apt,165,2,8,2017-03-25,4.71,1,59
+14565060,"Spacious, Central Location, Private Room 2",18633392,Yee,,Melbourne,-37.81537776406203,144.95591815496653,Private room,59,4,13,2017-03-18,2.17,14,72
+10105703,"Inner city apt, close to the tennis",503555,Phyl,,Melbourne,-37.816177802691485,144.9786458578618,Private room,97,2,0,,,2,0
+16432837,Location Location - 1 bedroom apartment Southbank,107745649,Russell,,Melbourne,-37.82536628126704,144.95662474781054,Entire home/apt,94,3,6,2017-03-28,2.47,1,57
+6009923,La Résidence Melbourne CBD,8530753,Jared,,Melbourne,-37.81503299449579,144.95406664928464,Entire home/apt,125,1,159,2017-03-29,6.84,50,339
+7615617,female dorm in Melbourne CBD- 4,34912515,Pei,,Melbourne,-37.814625193711045,144.95204170171263,Shared room,35,3,2,2015-12-29,0.13,3,179
+14461615,LUXURY 1-BR CBD APARTMENT + SEAVIEW + NETFLIX!!!,10394006,Daniel,,Melbourne,-37.81525029303486,144.95252929970474,Entire home/apt,128,2,31,2017-03-26,4.27,15,110
+15512428,Brand new modern CBD apartment,23088476,Derek,,Melbourne,-37.80236021864351,144.95416534006756,Entire home/apt,121,2,1,2016-11-06,0.20,1,247
+13604658,"Luxury Location! steps to Conv centr, south wharf",78699457,Catherine,,Melbourne,-37.822170505359374,144.95209044900204,Entire home/apt,281,3,4,2016-10-21,0.44,1,36
+6730900,1 Bedroom getaway with Balcony,30870639,Melbourne City Stays,,Melbourne,-37.815877047333025,144.9641188211756,Entire home/apt,160,3,17,2016-12-30,0.78,13,364
+15316128,"Private, comfy room (with ensuite!) in Kensington",39309052,Benjamin,,Melbourne,-37.79418353075178,144.91860284358518,Private room,80,2,6,2017-04-01,1.38,1,153
+10040473,3 bdrm luxury CBD aptm with views,28599455,Jane + Cam,,Melbourne,-37.8144802563802,144.95294577256797,Entire home/apt,350,2,33,2017-02-25,2.17,2,170
+17982274,Queen Rm w/private shower CBD 10mins Tram@Doorstep,74537183,Amy,,Melbourne,-37.79966936631868,144.9462207669374,Private room,72,3,0,,,1,178
+1815736,The best spot for FOODIES in TOWN!!,9510598,Emma And Taj,,Melbourne,-37.824314989123884,144.9605289881426,Private room,80,2,50,2017-03-09,1.22,15,76
+13437134,Cosy Apartment in Melbourne City,76671146,Tim,,Melbourne,-37.81526483846707,144.95848319507664,Private room,56,1,43,2017-03-27,4.42,1,258
+15791395,Ease at Therry - A Sanctuary in the City,102159248,Ease,,Melbourne,-37.80651861545052,144.9600717225313,Entire home/apt,201,2,10,2017-02-12,2.63,2,296
+14270158,"Designer Apartment, 2BD, 2BR, in Amazing Location",30195525,Chris,,Melbourne,-37.8175512065932,144.9652048941256,Entire home/apt,208,1,36,2017-04-01,4.93,2,103
+13385432,Laneway living in centre of Melbourne - 2 bedroom,192086,Kate,,Melbourne,-37.81687048836325,144.9648293778233,Entire home/apt,250,2,10,2017-03-25,1.02,1,6
+5059826,Beautiful Room in Carlton,4971509,Nadeen,,Melbourne,-37.79828327518617,144.96786477147276,Private room,94,2,64,2017-03-23,2.45,15,181
+16397591,Boutique Apartment with Free WIFI,49224257,Amanda,,Melbourne,-37.793946940094216,144.9706371025778,Entire home/apt,121,2,1,2017-03-19,1,2,138
+7681272,Big 2 Story CBD Apart. with Balcony,17956774,Miles,,Melbourne,-37.81819112449676,144.9609171266398,Entire home/apt,169,2,95,2017-03-19,4.82,3,156
+5946376,Amazing views in Melb's centre,3495733,Sam,,Melbourne,-37.81107127238237,144.96685100835504,Entire home/apt,248,2,87,2017-04-01,3.80,1,166
+15777508,"Bed in brand new apartment, with amazing view",102043593,Juan,,Melbourne,-37.82794553816189,144.96042018920463,Shared room,39,2,0,,,1,28
+12989754,Large Bedroom in Carlton Townhouse,5899486,Daniel,,Melbourne,-37.80477117167023,144.96624214914132,Private room,75,3,3,2016-12-03,0.29,3,0
+999115,Melbourne Funky Flinders Lane,5491747,Karen,,Melbourne,-37.81394509388515,144.96303666400578,Entire home/apt,125,2,108,2017-04-01,2.20,1,336
+16758103,Modern City Fringe Apartment with park view,109477827,Wendy,,Melbourne,-37.79674720906388,144.92541659981694,Entire home/apt,119,21,0,,,2,139
+11646286,Studio Central Melbourne Location!,53893873,Graeme,,Melbourne,-37.82093974041704,144.95661904298163,Entire home/apt,100,1,48,2017-03-19,3.82,2,24
+14857562,Le'City*3br*2bth*1car*wifi*GYM*Pool,66163268,Mon,,Melbourne,-37.81391635515012,144.9556165109764,Entire home/apt,279,2,24,2017-03-26,6.00,3,82
+2012526,Central & Spacious Carlton Pad 1BR,255202,Nathan,,Melbourne,-37.79850934336712,144.97151824498658,Entire home/apt,250,2,27,2016-09-18,0.68,1,363
+8729968,Style in the Inner City WHOLE HOME,20646519,Georgette,,Melbourne,-37.801045105336634,144.96600012279052,Entire home/apt,135,2,49,2017-03-27,2.96,3,258
+17577346,Melbourne CBD Private Room,73369943,V + A,,Melbourne,-37.81374280355343,144.9562169871214,Private room,64,2,4,2017-03-27,4,1,22
+14366083,CBD Private Bedroom - Free Wifi,88074249,Loan,,Melbourne,-37.80817828960077,144.96006666690758,Private room,55,2,26,2017-03-07,3.35,1,70
+1684869,CBD Laneway Warehouse Apartment,8908084,Wayne,,Melbourne,-37.81329784320392,144.96093918379552,Entire home/apt,180,2,40,2017-02-21,0.96,1,364
+9188777,Near City cozy place for couples,47804331,Daisy,,Melbourne,-37.801172964325616,144.96323331734382,Entire home/apt,79,7,3,2016-02-14,0.21,1,0
+13350314,"Designer Furniture, Perfect Location",20137311,Amelia & Lloyd,,Melbourne,-37.81450311322656,144.97124580263178,Entire home/apt,149,1,58,2017-03-19,6.77,5,360
+15939013,SPECTACULAR MASTER ROOM + private bathroom,23359356,Felix,,Melbourne,-37.81605009879319,144.95487383516834,Private room,90,2,25,2017-04-01,6.20,2,144
+10597284,CBD APT! AMAZING VIEWS! 2BDRM! PERFECT LOCATION!,54681844,Meg,,Melbourne,-37.827351065220185,144.95873262814789,Entire home/apt,149,1,44,2017-03-18,3.03,1,226
+1652186,Heart of Melbourne City w. PARKING,2674887,Melanie,,Melbourne,-37.816247374931855,144.96880521156183,Entire home/apt,185,2,80,2017-03-27,2.55,4,290
+16042622,Pearl Space in Melbourne CBD,104409058,Pearl,,Melbourne,-37.81544395021264,144.95802068960558,Private room,121,5,0,,,1,29
+17484728,Cosy&Spacious 1 BD Apt+ Good Location w/FREE Wifi,33168953,Lin,,Melbourne,-37.81905613963986,144.95621868338233,Entire home/apt,119,2,3,2017-03-26,2.65,4,324
+14792182,Spacious Townhouse with Carpark,63196667,Jessica,,Melbourne,-37.785857418680905,144.94209007000305,Entire home/apt,240,2,8,2017-02-27,1.53,1,36
+4896250,Loft Style room converted warehouse,11528623,Andy,,Melbourne,-37.80357797719184,144.94358120124397,Private room,600,1,7,2015-06-03,0.29,1,0
+12989943,One bedroom Harbourview Apartment,41766844,Lyn,,Melbourne,-37.81323248266829,144.94403507003778,Entire home/apt,215,5,0,,,4,364
+14890506,"Location, Views, Sunsets",52902003,Brian And Ray,,Melbourne,-37.824270806048546,144.96223086178708,Private room,85,2,5,2017-01-20,0.89,1,319
+10532364,"Perfect CBD Location,Spacious Room!",54311133,Zinnia,,Melbourne,-37.8020521125094,144.96499919170589,Private room,35,5,3,2016-02-18,0.21,1,0
+17481472,Discovery Melbourne Mixed Dorm #50,71213604,Discovery Melbourne,,Melbourne,-37.808265884290826,144.95865954520195,Shared room,31,1,0,,,67,365
+15808009,"2bdrs,2mins -Southern Cross station",39999305,Coco,,Melbourne,-37.81401968762523,144.96334007964518,Entire home/apt,168,2,38,2017-04-01,8.03,4,119
+13977858,3 BRM CITY Resort 2 with FOXTEL,23910988,Neil & Mark,,Melbourne,-37.8237893688204,144.96603408233452,Entire home/apt,225,2,38,2017-03-23,5.02,12,238
+16758311,5 Star Elegant Apartment with Serene Garden Views,22751685,Poh Len,,Melbourne,-37.82088287583504,144.96782701687584,Entire home/apt,459,5,0,,,1,0
+11974178,Sunny lvl 22 CBD apartment,26931808,Heidi,,Melbourne,-37.811363785950036,144.95800334024884,Entire home/apt,115,3,4,2016-08-17,0.35,1,0
+15185459,"Light, cosy and the perfect location",3253923,Chloe,,Melbourne,-37.815207402716055,144.98882146658065,Entire home/apt,110,2,3,2017-01-21,0.51,1,59
+16070192,Carlton Apartment Master Room,28378106,Frank,,Melbourne,-37.80421556688131,144.95978713919658,Private room,59,15,5,2017-03-01,1.65,1,120
+12721757,★Melbournian Luxury Lifestyle 1BR★,51172609,Lisa,,Melbourne,-37.80617903394546,144.9625739463002,Entire home/apt,100,1,60,2017-03-23,5.41,19,42
+13317700,Room in 35. floor in Southbank with amazing views,12424141,Laura,,Melbourne,-37.82311551504163,144.96276859420374,Private room,80,2,0,,,1,0
+15414851,Premium Ensuite Bedroom,28206395,Kelly,,Melbourne,-37.82385846822977,144.96395342683212,Private room,83,1,8,2017-03-18,1.61,1,0
+14169680,Sunshine CBD living room,71408344,Raina,,Melbourne,-37.80920562581521,144.96026988066805,Shared room,41,1,13,2017-03-30,1.86,1,342
+3061304,Melbourne CBD Apartment Collins St,15579835,Loris,,Melbourne,-37.81492798760956,144.96197133970526,Entire home/apt,100,2,120,2017-03-26,3.46,1,285
+9844317,City fringe apartment,50688825,Peter,,Melbourne,-37.78870518588693,144.92116315502633,Entire home/apt,155,2,4,2017-03-14,0.25,1,358
+1914462,"One or two bedrooms, holiday let",9930117,Jennifer,,Melbourne,-37.82560134891778,144.94709519450993,Private room,128,1,46,2017-04-01,1.22,1,355
+8855141,2BD APT in the heart of CBD !!,46362793,James,,Melbourne,-37.8090908177859,144.96279464936114,Entire home/apt,189,1,50,2017-03-12,3.09,4,104
+1914471,"Royal Stays ""City Views"" 2Bdr/2Bath",4170460,Royal Stays,,Melbourne,-37.81395757020778,144.94843109495662,Entire home/apt,225,7,16,2017-03-24,0.41,19,238
+9451122,perfect comfort & convenience,48974142,Zhengda,,Melbourne,-37.806696920570644,144.948561368488,Private room,80,1,1,2015-12-10,0.06,1,0
+16812552,Beautiful Bedsit. Peaceful Garden view. Free Wifi.,62576579,Anne,,Melbourne,-37.79494927837779,144.970003971994,Entire home/apt,119,1,7,2017-03-15,3.04,1,354
+15042836,CBD LVL 51 View & next to skybus station,93934151,Judy,,Melbourne,-37.81486640586257,144.9543161351581,Entire home/apt,138,1,27,2017-03-31,4.35,1,358
+10303101,GREAT ROOM ON THE CBD,30246203,Johanna,,Melbourne,-37.809871822963004,144.9589154797758,Private room,73,1,36,2017-03-24,2.48,1,195
+16365197,Urban Oasis,18858205,Kieran&Nick,,Melbourne,-37.81132663779065,144.96106541998316,Entire home/apt,135,1,16,2017-03-17,4.40,4,168
+15808143,Degraves Warehouse Conversion-Light Above Laneways,25019250,Luke,,Melbourne,-37.81611632212422,144.96584378317974,Entire home/apt,149,1,26,2017-03-28,5.65,8,40
+14988947,Two bedrooms near Crown with Free WiFi and Carpark,47862234,Yu,,Melbourne,-37.82780856543062,144.95443096326878,Entire home/apt,180,1,32,2017-03-16,4.82,8,45
+14169761,Amazing one bedroom apartment,28488981,Paolo,,Melbourne,-37.802433539528906,144.9486529302376,Entire home/apt,77,1,3,2017-01-21,0.38,1,364
+9516719,Spacious & modern,49310793,Felipe,,Melbourne,-37.7949927143175,144.96678111606516,Entire home/apt,121,3,1,2016-01-05,0.07,1,0
+14043422,Cozy Double Room Melbourne CBD,23198500,Jia-Yu,,Melbourne,-37.80889234201414,144.97066962710255,Private room,60,7,0,,,1,0
+9221805,North Melbourne Converted Warehouse,796428,Hannah,,Melbourne,-37.80336165946213,144.9525553570575,Entire home/apt,201,3,21,2017-01-30,1.30,1,0
+9909924,Room w/ stunning view & convenience,564000,Justin Yuanxing,,Melbourne,-37.81270079538999,144.9426700056544,Private room,60,1,92,2017-03-19,6.36,1,67
+4175571,LUXICO - Pasley St (South Yarra),11914644,Luxico Holiday Homes,,Melbourne,-37.843194813910955,144.98359049563064,Entire home/apt,457,5,5,2016-09-30,0.17,58,353
+15808227,six star Southbank Luxury 2 bedroom apartment,77661491,Amelia,,Melbourne,-37.82178966925178,144.96186444828933,Entire home/apt,208,2,14,2017-03-12,2.94,12,159
+17778983,2BR LaneWay Suites in Melb's CBD,8530753,Jared,,Melbourne,-37.81367457737437,144.97022576789772,Entire home/apt,139,1,0,,,50,344
+13317870,"Stylish, Modern 2 Bed Apt in Melbourne CBD",75298296,Chris,,Melbourne,-37.812909174030985,144.96476245265154,Entire home/apt,208,1,4,2017-01-17,0.41,2,361
+15873775,"Apartment in the heart of Melbourne, AMAZING views",58613590,Rita,,Melbourne,-37.811446075709895,144.96510284806192,Entire home/apt,139,2,12,2017-03-14,2.67,1,270
+12367588,Stunning 180° CBD view Apartment,24749898,HugoHome,,Melbourne,-37.81254328758383,144.9425682315582,Entire home/apt,189,1,48,2017-03-05,4.65,22,174
+475733,City Edge Top Views! 1 BR APT+WIFI,50121,Frank And Vince,,Melbourne,-37.81614436430344,144.94430456338907,Entire home/apt,260,3,25,2016-08-11,0.47,18,324
+17449562,Huge bedroom with perfect location & bay view,22763415,Michael,,Melbourne,-37.82200929910808,144.9623571729365,Private room,118,1,4,2017-04-01,3.43,1,2
+10109511,Sunny Mission APT-Walk Everywhere!,31137421,Candice,,Melbourne,-37.815364156528446,144.96287034426226,Entire home/apt,110,2,60,2017-03-28,4.12,1,107
+13648476,"CBD Shared Studio Apt, opp Southern Cross with dog",53530786,Mark,,Melbourne,-37.81444148959402,144.95345543491933,Shared room,43,1,24,2017-02-26,2.77,1,85
+5948372,Walk To Village 1 BR VIEWS APT+WIFI,50121,Frank And Vince,,Melbourne,-37.79908591385787,144.9524887771826,Entire home/apt,260,3,2,2015-10-19,0.09,18,326
+16564854,"PANORAMIC RIVER VIEW,CITY, 20 FLOOR, FREE GYM&WIFI",94700328,"L20, 5 Star Location River Facing",,Melbourne,-37.820533363383824,144.95687327646607,Entire home/apt,185,2,7,2017-04-01,5.53,1,267
+17908709,Elegant Apt | Pocket WIFI | Near Vic Market | View,107417903,Frangipani,,Melbourne,-37.80574519201023,144.95847243823727,Entire home/apt,149,1,0,,,4,76
+16663164,neat and cozy room in Melbourne CBD,47537438,Jeehyun,,Melbourne,-37.80821689604137,144.9672839618686,Private room,80,2,0,,,1,0
+17482365,Discovery Melbourne Mixed Dorm #64,71213604,Discovery Melbourne,,Melbourne,-37.80800144172672,144.9579710974072,Shared room,31,1,0,,,67,365
+12632707,Spacious Bedroom/Sunlight/Queen-Sized Bed,68597575,Juju,,Melbourne,-37.797251606416104,144.9262696238916,Private room,60,5,19,2017-03-28,1.73,1,62
+13754476,CENTRAL MELBOURNE CBD FLAT,56774195,Paul,,Melbourne,-37.83723362081241,144.97594098804714,Private room,85,1,20,2017-03-15,2.61,1,5
+14467719,The Bella Vista fireworks view 2 bd 2 bath in CBD,35789055,Eden+Cony,,Melbourne,-37.814682037961255,144.9520667897376,Entire home/apt,169,1,48,2017-03-21,6.23,29,140
+7651973,SASSY SOUTHBANK APARTMENT,23952359,Matthew & Jason,,Melbourne,-37.8258551285856,144.95634518665153,Entire home/apt,350,3,59,2017-03-24,3.24,11,144
+12042896,Stylish Melbourne CBD Studio Apt,8212005,Elizabeth,,Melbourne,-37.80731898479924,144.96880726554429,Entire home/apt,140,3,18,2017-02-05,1.48,2,334
+16990869,Three bedrooms in Paris end,47862234,Yu,,Melbourne,-37.81058123245744,144.97142912991526,Entire home/apt,250,1,4,2017-03-18,2.45,8,56
+14795421,The Hay Loft,31818898,Nick And Juliet,,Melbourne,-37.80230127255226,144.9485416741889,Entire home/apt,220,3,15,2017-03-28,2.54,1,156
+9781953,CBD APPARTMENT PERFECT FOR NYE FIREWORKS!,33432875,Francesco George,,Melbourne,-37.8101142017693,144.9518516596695,Entire home/apt,149,4,0,,,1,0
+13124265,Private room with Cityscape in Melbourne CBD,26129617,Wendy,,Melbourne,-37.81804703456913,144.95514324519937,Private room,71,1,39,2017-03-11,3.75,6,13
+6767288,Inner Melbourne Living,35430668,Leah And James,,Melbourne,-37.79481452813867,144.92890635329746,Private room,50,2,16,2017-03-30,1.06,2,272
+1655483,City Fringe #2 - 2 bedrooms,5837685,Grant,,Melbourne,-37.80715281110512,144.94794712811603,Entire home/apt,139,2,59,2017-01-01,1.40,3,232
+1950412,Royal View Apartment (CBD Edge),4838224,Jenni,,Melbourne,-37.803501264430786,144.9678721552736,Entire home/apt,260,3,28,2017-03-25,0.77,1,347
+14901370,LUXICO - Little Collins,11914644,Luxico Holiday Homes,,Melbourne,-37.81333838511921,144.97298435619072,Entire home/apt,354,7,3,2017-01-04,0.54,58,365
+17560135,Modern furnished CBD apartment beside Melb Central,47423092,Tim,,Melbourne,-37.81109814102166,144.96044531312975,Entire home/apt,119,1,2,2017-03-19,2,1,98
+11420383,Modern Sunny Apt. Small Block,21941587,Stephen,,Melbourne,-37.792038287223,144.93429381249348,Entire home/apt,107,4,20,2017-02-12,1.56,1,334
+11518718,Spacious corner 1BR Apt in CBD,37434851,Lib,,Melbourne,-37.81033795036324,144.95893893710073,Entire home/apt,104,2,2,2016-03-25,0.15,1,0
+9683693,"Best View of Melbourne, CBD",50020805,Khine,,Melbourne,-37.81292158698145,144.95098220893408,Private room,69,1,50,2017-03-19,3.14,1,73
+15123221,Metropolitan 180°View NO.1,24749898,HugoHome,,Melbourne,-37.81599142630027,144.95511899554472,Entire home/apt,195,1,22,2017-03-05,3.55,22,135
+11027230,2 bed apt CBD/Carlton,34549380,Sara,,Melbourne,-37.803742752695754,144.9644147292014,Entire home/apt,201,2,16,2017-03-21,1.38,1,32
+2245554,Beautiful CBD Location,11468856,Anna,,Melbourne,-37.81486933967363,144.9795289815122,Private room,85,1,135,2017-03-29,3.51,1,357
+13812571,Modern cosy 1 bedroom apartment in the city,37977981,Jeri,,Melbourne,-37.80693133140656,144.9551202080054,Entire home/apt,118,1,3,2017-01-01,0.34,1,0
+13501447,Amazing Location in Melbourne,71064411,Sidharth,,Melbourne,-37.81410078561841,144.9440952913526,Private room,55,1,13,2016-09-30,1.51,1,0
+3982159,Stylish 'Home Away From Home',5746050,Anne,,Melbourne,-37.81304055971165,144.96838033514373,Entire home/apt,176,5,40,2017-01-21,1.32,1,340
+8962901,Executive SkyHigh 2 Bed 2 Bath CBD!,45719220,Gwyneth,,Melbourne,-37.81032268280638,144.96245292545146,Entire home/apt,170,2,52,2017-03-11,3.74,3,326
+13124461,Private room with Cityscape in Melbourne CBD,26129617,Wendy,,Melbourne,-37.817448034487896,144.9562054316235,Private room,71,1,34,2017-03-19,3.29,6,13
+9978100,Regent on Collins in heart of city!,5138361,Bron Neil And Mark,,Melbourne,-37.8143623636572,144.96831524686021,Entire home/apt,140,2,60,2017-03-23,3.91,15,138
+4079874,Inner city double room and ensuite,3326814,Sue,,Melbourne,-37.78756289594288,144.9687028559793,Private room,149,1,10,2017-03-19,0.37,1,331
+17481988,Discovery Melbourne Mixed Dorm #57,71213604,Discovery Melbourne,,Melbourne,-37.80859854662052,144.95957883510974,Shared room,31,1,0,,,67,365
+8372490,"Dawn, 2 Bedroom easy walk to Melbourne CBD!",7509953,Linton,,Melbourne,-37.804226553189466,144.966231078856,Entire home/apt,160,2,38,2017-03-19,2.05,70,300
+16138533,Perfect Apartment Melbourne CBD and train station,105292353,Tianying,,Melbourne,-37.81500424432774,144.94890488123343,Private room,100,2,0,,,1,153
+16105767,SANCTUARY in the heart of SOUTHBANK,46333372,Nate,,Melbourne,-37.824240960561134,144.96058097566802,Entire home/apt,322,2,12,2017-04-01,4.50,2,144
+11518257,At the heart of the city,30148649,David,,Melbourne,-37.815963313736155,144.9632315170746,Private room,90,1,0,,,1,0
+17645875,Central location on an iconic Melbourne laneway,120049209,Sophie,,Melbourne,-37.81469032466151,144.9670220118214,Entire home/apt,185,3,1,2017-03-26,1,1,0
+2553316,"Melbourne CBD, Southbank, SB1709",13073237,Michelle,,Melbourne,-37.823039062898935,144.96159587974878,Entire home/apt,140,1,98,2017-03-29,2.66,2,339
+12796234,"Peaceful heart of Melbourne, private bed+bath",11853411,Sutapa,,Melbourne,-37.81872737493953,144.961607921109,Private room,69,1,33,2017-04-01,3.12,1,109
+13549908,"21st Floor Luxury, Very Central, Free Breakfast!",4300210,Jay,,Melbourne,-37.823512997885224,144.9614400504487,Private room,69,2,17,2016-12-18,1.83,1,79
+16115457,Lattitude-2 storey 2 bedroom townhouse - courtyard,13545669,Mandy,,Melbourne,-37.81228029088413,144.93703788725674,Entire home/apt,201,1,1,2017-03-03,0.94,4,311
+3981644,Gorgeous mid-century apartment!,735474,Jinny,,Melbourne,-37.79419296329725,144.97337042284263,Entire home/apt,139,5,75,2017-03-14,2.44,1,285
+17482081,Discovery Melbourne Mixed Dorm #59,71213604,Discovery Melbourne,,Melbourne,-37.810082225540384,144.9587211136028,Shared room,31,1,0,,,67,365
+7225694,Oliver Lane Boutique Accommodation,1700056,Rodger,,Melbourne,-37.81713199243165,144.9707640820113,Entire home/apt,170,3,38,2017-02-15,1.83,4,308
+8799207,Relaxing Apartment in Melbourne CBD,46071026,Naomi,,Melbourne,-37.81561768538422,144.95429749002153,Entire home/apt,139,3,44,2017-03-16,2.47,4,340
+15090025,"Amazing views in CBD location, Sub-Penthouse floor",23359874,Debra And Ro,,Melbourne,-37.81668626102183,144.95192799705762,Private room,121,2,0,,,3,274
+14205280,"Half Melbourne View, 2 Bedrooms, Heart of CBD!",80999163,Joey,,Melbourne,-37.81119436559193,144.96659685115654,Entire home/apt,180,2,36,2017-03-22,4.58,1,156
+14270846,Clean and Comfy Private Room in CBD,34336155,Robertus,,Melbourne,-37.81189321642775,144.95623870646182,Private room,89,3,22,2017-02-05,2.69,1,61
+17482131,Discovery Melbourne Mixed Dorm #60,71213604,Discovery Melbourne,,Melbourne,-37.80825009931009,144.9582772939433,Shared room,31,1,0,,,67,365
+5685673,"Cosy room with free wifi, easy tram",29480738,Cindy,,Melbourne,-37.81778478823147,144.9462138761686,Private room,121,2,8,2017-03-22,0.33,1,365
+17482172,Discovery Melbourne Mixed Dorm #62,71213604,Discovery Melbourne,,Melbourne,-37.80818125713138,144.95976608533655,Shared room,31,1,0,,,67,365
+15649525,MODERN 2BDR 1 BATHR APT + ON FLINDERS ST + WIFI,50626167,Short Stay Plus,,Melbourne,-37.815276626027654,144.9700600476222,Entire home/apt,169,1,30,2017-03-19,5.73,22,322
+9159118,Calm but close.,47680222,David,,Melbourne,-37.815687079287585,144.98854107752848,Entire home/apt,67,1,5,2016-01-15,0.30,1,0
+4211153,Royal Stays 1 Bdr Apt Near Crown(1101),4170460,Royal Stays,,Melbourne,-37.82693593113698,144.95873900630588,Entire home/apt,149,7,5,2017-01-22,0.17,19,312
+5292492,Exclusive Stays - Southgate,10190138,Tony,,Melbourne,-37.821662269296574,144.96861933958522,Entire home/apt,460,1,35,2017-03-12,1.37,14,339
+3031520,3BR Retro penthouse great CBD views,15440855,Robert,,Melbourne,-37.817311148931516,144.98244930124372,Entire home/apt,299,14,25,2015-08-15,0.73,1,250
+8012209,The Breeze studio in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81489794064526,144.9540155558953,Entire home/apt,100,1,100,2017-03-17,5.15,29,124
+17613284,The Perfect Base,30195525,Chris,,Melbourne,-37.817799966873686,144.95534775459268,Entire home/apt,168,1,1,2017-04-01,1,2,79
+17351585,5 Star Luxury St Kilda Road,31634799,Mark,,Melbourne,-37.84599456792586,144.98062810239273,Entire home/apt,121,2,4,2017-04-02,4,5,144
+2203729,Cosy 1930s Art Deco Apartment,10626345,Antoinette,,Melbourne,-37.837465056566884,144.98308885515806,Private room,66,2,39,2017-03-28,1.01,1,338
+1851883,Heritage in the heart of Melbourne,9671210,Cara,,Melbourne,-37.815980103069535,144.97029461299724,Private room,90,1,37,2017-03-25,2.14,1,58
+16303109,"S CBD 5 Stars Luxury SHARE HOUSE & GYM, POOL SAUNA",87829996,Ian,,Melbourne,-37.817108595280835,144.9537221793723,Shared room,42,1,1,2016-12-25,0.30,2,245
+14270966,Good Neighbor House,87004381,Keith,,Melbourne,-37.80442347496636,144.96397578285857,Private room,39,100,0,,,1,0
+8503786,"Amazing loungeroom , Melbourne",44729749,Roberto,,Melbourne,-37.82600791794699,144.96682857664965,Shared room,66,1,50,2017-03-18,2.73,1,319
+15745533,Luxury Modern 1BR apartment. BEST location in CBD,101761710,Ryan,,Melbourne,-37.81946070278738,144.95423691913925,Entire home/apt,123,3,8,2017-03-26,1.60,1,159
+14098518,Bright and Breezy in Parkville,5926746,Angela,,Melbourne,-37.7819907497433,144.95798455958302,Entire home/apt,107,2,18,2017-03-26,2.23,1,143
+10437132,"Stunning, Spacious, City-Edge Loft!",53764082,Stephanie,,Melbourne,-37.80962227710895,144.94071924394274,Private room,66,1,37,2017-03-29,2.47,1,179
+17547802,♡ Perfect family apartment in central Melbourne ♡,51172609,Lisa,,Melbourne,-37.81009654711028,144.96038033551483,Entire home/apt,201,1,0,,,19,24
+9519634,Beautiful & Spacious Apartment in Free Tram Zone,47518106,Linda,,Melbourne,-37.815482331875494,144.95458475589174,Entire home/apt,94,4,49,2017-03-17,3.22,3,149
+13943329,Melbourne City,39996009,Sam,,Melbourne,-37.82708705180067,144.96065535541393,Private room,60,8,4,2017-03-25,0.47,1,11
+15123392,Metropolitan 180° View NO.2,24749898,HugoHome,,Melbourne,-37.81580674944328,144.95395165610333,Entire home/apt,195,1,24,2017-03-18,3.75,22,146
+2278396,CARLTON CBD Clean Modern Comfort 1,221920,Mona,,Melbourne,-37.797743318642944,144.96858641278425,Private room,73,2,41,2017-03-26,1.10,1,44
+4145713,Popular CBD Cafe Laneway,18003570,Wendy,,Melbourne,-37.81776295228991,144.9658089134937,Private room,135,2,56,2017-02-20,1.98,2,187
+246337,"Walk MCG,CBD,,R'mond shop thru park",1292150,Elaine,,Melbourne,-37.8110405915648,144.98956245439837,Private room,85,1,49,2017-03-17,0.80,2,365
+16073276,2 bedrooms sunny apart great views,89812832,Eva,,Melbourne,-37.813633261042874,144.9464841770617,Entire home/apt,148,1,42,2017-03-29,10.96,1,17
+15647312,"waterfront br with sea view, close to everywhere!!",99578906,Alice,,Melbourne,-37.81775224953054,144.9459185399718,Private room,100,1,20,2017-03-18,4.35,1,45
+6308924,Leafy warehouse-style apartment,775624,Kathe,,Melbourne,-37.80411600160454,144.95247120288528,Entire home/apt,90,5,39,2017-03-27,1.84,1,292
+4113454,Melbourne city warehouse loft,2909176,Tim,,Melbourne,-37.81045822407699,144.95274291669978,Private room,105,2,110,2017-03-24,3.58,1,170
+13852891,One Bedroom Art Deco Unit,67551355,Kate,,Melbourne,-37.83551103334445,144.9807969322424,Entire home/apt,111,2,13,2017-03-12,1.73,1,30
+16532776,Docklands Getaway free wifi/parking,108756599,Ash/Emily,,Melbourne,-37.81885419576753,144.9468472435457,Entire home/apt,149,2,11,2017-03-18,5.08,1,49
+17908844,Apartment central from the city and st kilda,122751287,Scott,,Melbourne,-37.8387232433035,144.97726846034982,Private room,56,1,0,,,1,8
+15647875,UrbanMinder @ Pearl II,47763720,UrbanMinder,,Melbourne,-37.82344847826434,144.9621235135304,Entire home/apt,220,2,2,2017-01-29,0.88,23,163
+2638985,Luxury Private Room in Eureka Apartment,10087845,Baishakhi And Geoff,,Melbourne,-37.822325000253336,144.96331216685064,Private room,185,1,4,2016-12-10,0.63,1,225
+9848120,At the gate of Melbourne University,7146549,Natalia And Sebastian,,Melbourne,-37.79502297309333,144.95540001032285,Private room,52,3,14,2017-03-03,0.97,6,308
+8959512,Pleasant City Stay On Collins,22343476,Ivo & Maria,,Melbourne,-37.81491982096566,144.96522554534053,Entire home/apt,195,2,14,2017-02-15,0.83,1,341
+14861479,Katz Apartments,93083381,Connie,,Melbourne,-37.81030914207415,144.96826658369278,Entire home/apt,130,6,5,2017-02-16,0.80,1,77
+4342942,2 Share room in QV/CBD of Melbourne,22545615,Safela,,Melbourne,-37.80954813928722,144.9656865430549,Shared room,100,1,32,2017-02-19,1.16,1,358
+8602902,3BRM 2BATH Luxy Apartment +WIFI +Carpark Parkview,22033650,Song,,Melbourne,-37.82252933446034,144.9656801856825,Entire home/apt,260,2,106,2017-03-30,5.80,2,216
+2016433,HEART of the city! Perfect location,3658861,Bec & Rick,,Melbourne,-37.81280362021153,144.96329917830283,Entire home/apt,201,2,6,2014-04-12,0.15,1,365
+2639167,Sweet CBD Apt with private bathroom,13465991,Vivian&Ray,,Melbourne,-37.811864005986834,144.9597504636015,Private room,79,1,15,2016-02-06,0.79,1,0
+16073909,"Heart of Melbourne location, with all you need.",35696607,Rajesh,,Melbourne,-37.81528919620926,144.95398313883717,Private room,90,1,13,2017-03-20,3.39,1,72
+4244653,Gourmet Breakfast - Penthouse Room,20678107,Ken & Mark,,Melbourne,-37.81102452040303,144.9556574323463,Private room,119,2,86,2017-04-01,2.97,3,264
+15484109,Art Deco in Amazing Location,39678517,Simon,,Melbourne,-37.81722867971197,144.96215095315384,Entire home/apt,159,4,14,2017-03-26,5.25,1,26
+13452614,Boutique Space Melbourne Carlton,34660935,Tony,,Melbourne,-37.79679716135706,144.96674158177504,Private room,100,1,15,2017-03-24,3.00,1,355
+14795988,●● Embrace The Artistic Lifestyle of Melbourne ●●,51172609,Lisa,,Melbourne,-37.81216799860485,144.95771405495978,Entire home/apt,149,1,36,2017-03-30,5.07,19,340
+8373475,Midtown Entire Brand Apartment#7,34096396,Justin,,Melbourne,-37.81441492576619,144.95463646397604,Entire home/apt,140,2,40,2017-02-12,2.23,1,65
+15942999,1 Perfect Private Bedroom in Parkville,94179618,Zoe,,Melbourne,-37.78233655397406,144.95939297353468,Private room,41,2,0,,,1,57
+13944037,Carlton Gem,42260023,Aaron,,Melbourne,-37.79088337140059,144.96846719400273,Entire home/apt,165,3,24,2017-03-10,2.94,7,169
+17909074,STYLISH SOUTHBANK APARTMENT // FREE WIFI,122754497,Layla,,Melbourne,-37.82263806701811,144.96004697861204,Private room,50,7,0,,,1,298
+9887971,It is a good apartment in CBD,50868199,Moonyearn,,Melbourne,-37.81749075188048,144.95445524078963,Shared room,62,1,6,2016-11-19,0.40,2,365
+17777929,Art Deco masterpiece in restaurant/bar/culture hub,7292280,Dave And Louise,,Melbourne,-37.817394452169005,144.96569962379542,Entire home/apt,149,2,1,2017-03-30,1,1,51
+17909003,【APC_LT】Perfect Location★2Bdr Apt+FREE WIFI★,97684398,Apc,,Melbourne,-37.809898572465514,144.96045397081434,Entire home/apt,128,1,0,,,9,174
+14861568,Unbeatable Location,30250344,Casey,,Melbourne,-37.81612248583022,144.96946204681646,Entire home/apt,201,3,33,2017-03-30,4.81,4,92
+17384797,A Stylish Melbourne Private Room,44394165,Jarrod,,Melbourne,-37.815505388062086,144.95794404204076,Private room,100,1,0,,,2,180
+3916814,Two Bedroom Suite in Melbourne CBD ,1403803,Clarion Suites Gateway,,Melbourne,-37.82002345942631,144.96026853920142,Entire home/apt,151,7,3,2016-08-11,0.19,3,0
+17744917,Hotel style apartments/CBD Apartment/single bed,26113707,Shaoshan,,Melbourne,-37.821962261846416,144.96255714083887,Shared room,72,1,0,,,7,85
+17548316,Sun-lit Terrace House in Central Melbourne,59577011,Rogelio,,Melbourne,-37.79763867415791,144.97093916457277,Private room,66,2,0,,,1,0
+6276115,Room in amazing Sth Yarra townhouse,32620314,Craig,,Melbourne,-37.83655222985283,144.9855222308497,Private room,79,1,25,2016-10-27,1.21,1,362
+4890801,Docklands 3 B/R - magnificent views,13907430,Gerard,,Melbourne,-37.814163999959206,144.9427846371121,Entire home/apt,301,3,44,2017-03-17,1.70,1,141
+5194806,Charming 2 Bedroom Aptmt just minutes from the CBD,760849,Bev,,Melbourne,-37.81635320287,144.97698139010976,Entire home/apt,319,3,2,2017-02-19,0.55,51,306
+9684890,"Central Melbourne, Carlton location",1474482,Reuben,,Melbourne,-37.79466848862313,144.97036712352076,Private room,29,7,1,2016-01-10,0.07,1,0
+1558434,Art Deco Studio Apartment ,8295389,Michael,,Melbourne,-37.800909599418205,144.97320854915776,Entire home/apt,125,2,12,2017-03-18,0.28,1,0
+16730025,Modern City Pad,17755336,Ritu,,Melbourne,-37.824726775939205,144.9628265179422,Private room,100,1,6,2017-03-19,2.69,1,249
+13158315,Luxury Southbank apartment living,73471827,Jess,,Melbourne,-37.82370928485186,144.9642734568413,Private room,69,1,1,2016-06-03,0.10,1,0
+3655585,2BD Park & Sea views *WIFI GYM PARKING,1739996,Paul,,Melbourne,-37.84018783177189,144.9775968997376,Entire home/apt,100,2,113,2017-03-25,3.54,42,139
+14257140,"Cozy, airy and comfy city pad on Collins",44144891,Varun,,Melbourne,-37.815540137277175,144.96526472463276,Private room,100,1,41,2017-03-25,5.23,1,54
+17614787,3 bedrooms above Emporium Shopping Centre,47862234,Yu,,Melbourne,-37.81366554720159,144.9633321752188,Entire home/apt,201,1,0,,,8,55
+13289623,水景公寓全新家具家电免费电车区域,74978259,Susan,,Melbourne,-37.81243380175297,144.9439929534116,Entire home/apt,128,1,1,2016-12-06,0.25,2,181
+11106140,Studio ♥ of the City- Amazing Views,54940333,Xhana,,Melbourne,-37.818061055945186,144.96541088822437,Entire home/apt,128,2,65,2017-03-30,5.08,2,12
+8275918,Elegant Modern Apt in Central Melb,36022511,Sean,,Melbourne,-37.81472996678595,144.9539299662857,Entire home/apt,119,1,46,2017-02-01,2.43,4,110
+4671449,Melbourne Hidden Treasure,24164998,Luci,,Melbourne,-37.81067759696283,144.9867184286202,Entire home/apt,121,3,15,2017-02-06,0.66,7,301
+9521295,Modern 1bd Apt in very central CBD,46362793,James,,Melbourne,-37.809532417997666,144.9621833700388,Entire home/apt,139,1,31,2017-03-12,2.13,4,61
+16664551,"1☺07 CBD near Southern Cross, gym, pool and sauna!",41370225,Ben,,Melbourne,-37.81487588284073,144.9528669433275,Entire home/apt,128,1,6,2017-03-26,2.95,10,47
+9979888,House on the edge of the CBD,3498319,Matt,,Melbourne,-37.80572955744137,144.95269364709097,Entire home/apt,85,14,0,,,1,0
+4671470,Art Deco Gem with Terrace,24164998,Luci,,Melbourne,-37.810735333223214,144.9879773903104,Entire home/apt,201,4,3,2015-10-20,0.16,7,363
+6562518,Period 2 storey terrace Inner city,554846,Camilla,,Melbourne,-37.79498431055127,144.92867297954677,Private room,75,7,0,,,1,0
+1001457,River Views Apartment- Free Parking and WIFI,5507453,Ines,,Melbourne,-37.82256340229319,144.95140950782064,Entire home/apt,250,3,46,2017-02-09,0.99,9,326
+7009847,MD1-SPACIOUS 2BR/2BTH CORNER APT+SEAVIEW+NETFLIX!,10394006,Daniel,,Melbourne,-37.81419391357016,144.952197603233,Entire home/apt,195,2,57,2017-03-09,2.78,15,206
+869690,Spacious Heritage Listed Central CBD Apartment,3761208,Daria,,Melbourne,-37.81101625586462,144.9576901288782,Entire home/apt,149,2,114,2017-02-16,2.24,1,39
+13787367,Central CBD Furnished Studio!,80990874,Adelide,,Melbourne,-37.81290241656478,144.96119102858938,Entire home/apt,80,1,9,2017-03-18,1.00,1,13
+12174716,Cozy Private Apartment in Melbourne,38819709,Mitchell,,Melbourne,-37.84373591960409,144.9785567104194,Entire home/apt,56,1,10,2017-03-26,0.86,1,0
+17981674,Private Room high up on Spencer St with bathroom!,24508892,Joseph,,Melbourne,-37.81632030215267,144.9524566428322,Private room,88,1,0,,,9,15
+14828935,Discovery Melbourne Mixed Dorm #16,71213604,Discovery Melbourne,,Melbourne,-37.80922383538846,144.95820388357615,Shared room,28,1,4,2017-01-20,0.66,67,365
+17614219,⛄The Jasmine Holiday Home in Melbourne⛄,51172609,Lisa,,Melbourne,-37.80963881800378,144.9597307188181,Entire home/apt,59,1,3,2017-03-30,3,19,43
+17778700,Modern & Spacious Apt in CBD/ New Furnitures!!!,121403900,Alex,,Melbourne,-37.80825003310684,144.96182388595736,Entire home/apt,106,1,0,,,3,337
+15452169,Spacious 2 bedroom apartment CBD edge!,28250181,Pete,,Melbourne,-37.81404420073032,144.94547802094982,Entire home/apt,249,5,11,2017-03-27,2.21,1,16
+8832397,"CBD Apt, Great View, Free WiFi",46104990,Alex,,Melbourne,-37.80964833588292,144.96778357300315,Entire home/apt,100,1,44,2017-03-15,2.53,3,165
+2442655,Gem Apts - City Three Bed Luxury,5553847,Kellie,,Melbourne,-37.821030552073836,144.96683554986458,Entire home/apt,395,4,8,2016-11-25,0.26,15,318
+13551001,"Near new Southbank 2BR Lvl35, 6 guests WiFi Myki",2677951,Ko-Chen,,Melbourne,-37.825868215132246,144.95971216952069,Entire home/apt,225,1,35,2017-04-01,3.92,1,333
+15877541,CENTRAL LOCATION NEAR CBD - 1 BEDROOM APARTMENT,20887386,Bharti,,Melbourne,-37.80022020436333,144.94717278338675,Private room,100,1,9,2017-03-20,3.65,1,341
+10995123,Awesome house,4341691,Anthony,,Melbourne,-37.8027600008043,144.96393919037894,Private room,45,1,2,2016-02-22,0.15,1,0
+11302539,Luxury Penthouse with Amazing views,23910988,Neil & Mark,,Melbourne,-37.81913528316783,144.9606439653325,Entire home/apt,398,2,63,2017-03-23,4.73,12,241
+16500153,Brand new spacious 1 bedroom central apartment,18001662,Clarice,,Melbourne,-37.81612379284244,144.9533670559205,Entire home/apt,126,1,10,2017-03-29,4.29,6,148
+9323928,"Private room w/ parking, gym & pool",45556766,Emily,,Melbourne,-37.82638998718362,144.95751218019126,Private room,89,1,95,2017-03-29,5.75,1,344
+17452060,Cosy APT in the heart of Melbourne CBD + Wi-Fi,115088554,Andrew,,Melbourne,-37.807697303009896,144.9605882522337,Entire home/apt,119,2,4,2017-04-01,4,1,151
+6309905,The Mark One Bedroom with Balcony,30870639,Melbourne City Stays,,Melbourne,-37.816741324148715,144.96333089652543,Entire home/apt,145,3,23,2017-01-21,1.04,13,360
+11257871,"2 BR Southbank, close Convention Centre & Casino",58748216,Shane,,Melbourne,-37.82435910027023,144.96480837371416,Entire home/apt,140,1,46,2017-03-29,3.57,1,159
+16369125,Cosy Nest in Elizabeth Near Flinders St Station.,38299309,Hanh,,Melbourne,-37.8156840894826,144.96349293919806,Entire home/apt,105,1,12,2017-03-31,6.10,2,123
+2803740,Melbourne Star,2058617,Stay With Style,,Melbourne,-37.81032176845481,144.96200014891556,Entire home/apt,258,3,23,2017-03-18,0.66,24,345
+8799723,Carlton home next to parks and city,46111020,Susie,,Melbourne,-37.80060102750376,144.9724774885359,Entire home/apt,300,3,22,2017-03-26,1.43,1,310
+9396480,CITY SPACIOUS 6 BEDROOMS 3 BATH+VIEWS-SLEEPS 16-20,12197796,Nicole,,Melbourne,-37.816701725095356,144.9834340119439,Entire home/apt,1395,1,5,2017-03-25,0.79,10,361
+6276598,Amazing View!!,23882631,Andrea,,Melbourne,-37.826865605708,144.95968528400888,Private room,100,1,48,2017-03-25,2.40,1,352
+4146640,Heart of Melbourne=NewCosyPerfect!,3848099,Monique,,Melbourne,-37.81722535720923,144.9716083888111,Private room,77,1,182,2017-03-24,5.96,2,341
+12437007,Designer 1 bedroom harbor view wifi,37117603,Jackie,,Melbourne,-37.81676420563051,144.95205090587214,Entire home/apt,138,1,76,2017-03-31,6.59,1,143
+17581612,Upper West Side in Southern Cross,119423761,Nguyen,,Melbourne,-37.81194420653939,144.95600355410505,Private room,75,2,1,2017-03-29,1,1,278
+14861872,ONLY FEMALE.Bed in 2 ppl shareroom,23236851,Camilo,,Melbourne,-37.82555875634926,144.9592392714896,Shared room,25,5,7,2017-01-28,1.64,1,23
+11766707,Master room with private balcony,59263815,Elodie,,Melbourne,-37.82431195148726,144.96034523387434,Private room,281,1,0,,,1,0
+6801445,Melbourne's 2 Bedroom Apartment - Great Reviews,35606755,Arthur,,Melbourne,-37.81442764000859,144.93964332696387,Entire home/apt,149,2,26,2017-03-15,1.27,2,312
+10438182,*NEW - CBD 2 Bed 2 Bath Apt + WiFi,8924888,Chris & Elle,,Melbourne,-37.816637804062324,144.9718287464701,Entire home/apt,228,3,65,2017-03-25,4.47,10,311
+4212296,Penthouse Room - Gourmet Breakfast,20678107,Ken & Mark,,Melbourne,-37.81176214327165,144.95759082401614,Private room,128,2,81,2017-03-25,2.71,3,268
+3885113,2-bed Apt. near Botanic Gardens,4449493,Gerard,,Melbourne,-37.83509947941938,144.98701277545388,Entire home/apt,149,3,10,2016-03-11,0.33,2,365
+15498867,Quiet Laneway Apartment Near Bourke Street Mall.,24911800,Eugénie,,Melbourne,-37.81426651531425,144.96601526115828,Entire home/apt,159,1,16,2017-03-21,3.97,4,179
+16234090,East Melbourne for AO! Convenient & Classy Loft,8119361,Nick,,Melbourne,-37.809336449012875,144.98325416835908,Private room,169,3,1,2017-01-02,0.33,1,0
+6145653,Room in the heart of Melbourne,18681166,Mark,,Melbourne,-37.815174602277104,144.96865443852903,Private room,79,1,41,2017-03-26,2.97,1,365
+15091330,New 1BD apartment close to city,40860700,Chariya,,Melbourne,-37.82728882085076,144.95953349582064,Entire home/apt,98,1,46,2017-03-29,8.52,1,156
+8570923,2 BRM City Resort 5 with FOXTEL,23910988,Neil & Mark,,Melbourne,-37.825234637555866,144.966835746355,Entire home/apt,149,2,53,2017-03-18,3.14,12,270
+17319595,"Melbourne townhouse, Carlton gardens",11078090,Louisa,,Melbourne,-37.79910403108839,144.9718800828624,Private room,62,4,0,,,1,39
+12043949,friendly home with 2 fluffy friends,64486504,BiBi,,Melbourne,-37.794416579586496,144.9708318127117,Private room,69,2,5,2016-07-09,0.41,1,36
+11486899,Deluxe Rooftop Pool 2 Melbourne CBD,26235512,Jessica,,Melbourne,-37.81476371532984,144.9569540235428,Entire home/apt,219,2,36,2017-03-26,2.79,8,352
+8275646,Harbour Views 1BR Apartment,43638330,Mathew,,Melbourne,-37.81989944094938,144.94576457575212,Entire home/apt,176,5,0,,,4,64
+16795332,Melbourne townhouse with sunset viewing terrace!,3278486,Audrey,,Melbourne,-37.78964796422046,144.92304218633194,Entire home/apt,300,2,2,2017-03-16,0.91,1,351
+15943365,Luxury apartment in Heart CBD with roof garden,42474207,Steven,,Melbourne,-37.81512285123557,144.95409387412136,Entire home/apt,170,2,29,2017-03-29,6.54,7,119
+6146110,CAFE PRECINCT HOME CLOSE TO CITY,16885006,Cody,,Melbourne,-37.79400663536727,144.9713233974106,Entire home/apt,149,1,77,2017-04-01,3.74,2,57
+9717471,"Central, Private, Quite location",50164149,Belinda,,Melbourne,-37.80832578402128,144.94640477310364,Entire home/apt,130,1,4,2016-06-06,0.33,1,0
+13059794,The Harbour view 2 bd 2 bath apt +fireworks in CBD,35789055,Eden+Cony,,Melbourne,-37.81527551424315,144.95258398389376,Entire home/apt,165,1,56,2017-03-19,5.42,29,131
+3891485,Unbeatable Melbourne location,20137311,Amelia & Lloyd,,Melbourne,-37.81489104674482,144.9717447127385,Entire home/apt,160,1,209,2017-03-17,6.93,5,347
+7751371,2bed2bath AMAZING VIEWS FREE WIFI,22875365,Sophie,,Melbourne,-37.81542013289749,144.95300008062105,Entire home/apt,149,2,83,2017-03-12,4.15,3,31
+1646891,StayCentral - Bayviews king bed pool gym & tennis,4177728,Chris,,Melbourne,-37.82489602492028,144.96164400839493,Entire home/apt,222,3,4,2016-12-17,0.16,14,355
+14436441,Stunning Views & Rooftop SPA/Pool!,20904291,Susan,,Melbourne,-37.82765839249326,144.9597858932081,Private room,92,1,32,2017-04-01,4.07,3,361
+13223687,Heart of Melbourne City- Swanston Square,74204719,Alice,,Melbourne,-37.80607288326831,144.9612800844226,Entire home/apt,145,2,2,2016-07-16,0.20,1,0
+17123421,2 bedroom apartment in City Melbourne,28901494,Jana,,Melbourne,-37.816348007585454,144.95833727747168,Entire home/apt,398,1,0,,,1,301
+11912966,Welcome To Our Melbourne Apartment!,63561372,Your Host,,Melbourne,-37.81770223622805,144.95391728916078,Entire home/apt,125,2,37,2017-03-26,2.97,1,69
+14993500,Sport Arts & Parks on your doorstep,94532719,David,,Melbourne,-37.815278755949095,144.98526720980232,Entire home/apt,142,1,10,2017-03-20,2.70,1,336
+12502798,Inner City Victorian Cottage,67704908,Zachary,,Melbourne,-37.808560884042194,144.95314907060813,Private room,80,1,21,2017-03-31,1.87,1,365
+11192069,Best Location In Melbourne,30250344,Casey,,Melbourne,-37.8169140479881,144.969591935445,Entire home/apt,225,3,70,2017-03-29,5.19,4,104
+13649689,☀Luxury Living With a View☀,51172609,Lisa,,Melbourne,-37.80532701319965,144.96341604509593,Entire home/apt,59,1,37,2017-03-19,3.92,19,68
+12371761,Southern Cross station one studio,28789691,Lisa,,Melbourne,-37.81952144819393,144.95549030796556,Entire home/apt,111,2,10,2017-04-02,0.95,1,364
+6768446,"Essence of Degraves - CBD, Parking, WiFi, Apple TV",4647935,Rejuvenate Stays,,Melbourne,-37.81801580626905,144.96687980566,Entire home/apt,235,2,13,2017-01-29,0.59,14,324
+7653187,Stunning and spacious CBD apartment,14901926,Simon,,Melbourne,-37.80950831433512,144.95231638121845,Entire home/apt,149,3,6,2016-03-20,0.35,1,0
+9783111,Ideal Location with Pool and Gym,48014108,Fernanda,,Melbourne,-37.82315510685711,144.96517056810077,Entire home/apt,159,4,1,2016-02-25,0.07,14,321
+14508345,Manhattan in the heart of Melbourne city,44159306,Sofia,,Melbourne,-37.81451265038241,144.9529751393671,Entire home/apt,180,2,25,2017-04-01,3.32,3,107
+15502308,Urban Living Modern 1 Bedroom Apartment,99580334,Rezal,,Melbourne,-37.81020160707549,144.9680136793471,Entire home/apt,119,1,16,2017-03-25,3.20,1,294
+12503135,New cosy spotlessly clean 2bd/2bth,13981395,Nastya,,Melbourne,-37.8014896260389,144.95432552807372,Entire home/apt,190,1,37,2017-03-18,3.22,1,151
+8636256,Private Rm In The Sky!~TOP FLOOR!,23146639,Lance,,Melbourne,-37.81646920360032,144.95555499486574,Private room,199,1,9,2016-02-18,0.51,3,60
+15943788,Serene & Spacious Lux Parkside Apartment,98870161,ParksideResidenceRoyalPark,,Melbourne,-37.788745037357664,144.9589584509668,Entire home/apt,121,2,6,2017-03-25,2.05,1,26
+17614721,TEST,118797373,Agustin,,Melbourne,-37.84722990625556,144.91253343503826,Private room,5999,4,0,,,1,34
+16795530,Charming Art Deco apartment in East Melbourne,109403232,Nina,,Melbourne,-37.81771521703976,144.9888167791169,Entire home/apt,170,3,2,2017-01-28,0.82,1,92
+6854006,"Amazing location, Carlton!",9569506,Steven,,Melbourne,-37.798358220575146,144.97037501014867,Private room,66,1,0,,,1,0
+10078337,"Modern, spacious CBD apartment",26138403,Donna,,Melbourne,-37.81682710899791,144.9553738505134,Entire home/apt,201,3,2,2016-03-22,0.14,1,0
+11913336,Bespoke Studio - Inner City Oasis,2865066,Quan,,Melbourne,-37.80959595393879,144.96797837603472,Entire home/apt,85,3,67,2017-03-23,5.40,2,68
+17613469,"5 ★ CBD Room + Ensuite. Luxury. Gym, Pool, Spa.",119418958,Joshua,,Melbourne,-37.81962580508555,144.9419263952008,Private room,69,2,0,,,1,8
+10478071,Exclusive Melbourne CBD Townhouse,54005948,Julian,,Melbourne,-37.8092492458109,144.97040732310418,Entire home/apt,395,2,5,2017-03-20,1.32,1,55
+17910736,墨尔本市中心。去哪儿都是最方便的。交通饮食以及楼公寓楼里游泳池桑拿都是的,101591575,洁,,Melbourne,-37.809126831183995,144.96658122897327,Private room,85,1,0,,,2,365
+16534488,CUVEE: Platinum Southbank 2 bed apt,107952949,Alana @ BnBconnect,,Melbourne,-37.826070310923996,144.95893237736712,Entire home/apt,180,1,7,2017-03-30,2.73,1,303
+4639182,Botanic Gardens Stylish Delight! Long term welcome,24018802,David,,Melbourne,-37.83512814423044,144.9809066292807,Entire home/apt,110,4,21,2017-04-02,0.83,2,246
+14115322,"Palatial residence in a CBD hotel, Parliament side",2948046,Jessica,,Melbourne,-37.81255113767896,144.9685125287379,Private room,90,1,0,,,1,53
+11422168,"Stunning 2 Bedroom, FROM $166 CHEAP",34875238,Nico Apartments,,Melbourne,-37.81591122805824,144.9708582176491,Entire home/apt,215,2,14,2017-01-28,1.15,13,168
+5469945,MelbourneCBD-2br2bath-wifi-pool-spa,28370686,Tini,,Melbourne,-37.81933277099148,144.9555457707913,Entire home/apt,279,2,65,2017-03-26,2.65,2,188
+11028982,Sophisticated One Large Bdrm,57209604,Yuri,,Melbourne,-37.819044657407964,144.94551836769483,Entire home/apt,121,3,19,2017-03-18,1.38,1,287
+16042503,Private room Southbank,69636210,Daniela,,Melbourne,-37.82664571986794,144.95707219592072,Private room,90,2,3,2017-03-25,1.53,1,0
+11192985,Sunny Docklands 1br Apartment,8040417,Sam,,Melbourne,-37.81911994917568,144.94594673001046,Entire home/apt,160,1,0,,,1,0
+10909482,Lé Zenith in Melbourne's CBD,8530753,Jared,,Melbourne,-37.817245700985325,144.97009117899918,Entire home/apt,144,1,102,2017-03-25,7.97,50,264
+16114137,Melbourne city collins apartment short-term,26660572,Lia Liwen,,Melbourne,-37.81746702863355,144.95628116312636,Private room,250,2,0,,,1,90
+5688070,Central Apartment with Car Park,29491515,Patrick,,Melbourne,-37.82604208241443,144.9600562807638,Private room,89,2,84,2017-03-26,4.23,1,143
+15386832,"Modern 1 bedroom Southbank, stunning Views",98362983,David,,Melbourne,-37.82657536955857,144.9651131923312,Entire home/apt,176,1,45,2017-03-31,8.18,1,164
+8571659,Amazing bay views on Collins street,31702277,Richard,,Melbourne,-37.817575874729,144.9563037707956,Private room,69,1,91,2017-04-01,5.31,2,3
+10373346,♥Colours of Melbourne♥ NETFLIX Inc.,51172609,Lisa,,Melbourne,-37.80421421491272,144.96317562091335,Entire home/apt,48,1,65,2017-03-25,4.34,19,295
+3329053,Melb CBD Unbeatable view 2 Bedroom,11172190,Brenda,,Melbourne,-37.81182215719258,144.95582347026257,Entire home/apt,128,15,38,2017-02-27,1.12,1,275
+5130473,Apartment next to Melbourne Central,26522368,Paul,,Melbourne,-37.812030423388656,144.96173571044505,Entire home/apt,215,3,84,2017-02-19,3.16,1,325
+4443177,Classic Melbourne terrace ,22186816,Rhian & Amied,,Melbourne,-37.80431849500347,144.9545890155897,Entire home/apt,121,1,0,,,1,0
+11422525,.Located in the heart of the CBD,6725339,Andrew & Jessica,,Melbourne,-37.81432377009123,144.96549016511085,Entire home/apt,190,2,5,2017-01-29,0.45,2,365
+15223061,Beautiful 2 bed house close to CBD!,378263,Claire,,Melbourne,-37.797336516304554,144.9723009541492,Entire home/apt,459,1,0,,,1,181
+15288682,Inner City Designer Luxury Living,11923922,Mark,,Melbourne,-37.81203665680939,144.96054999192225,Entire home/apt,290,2,0,,,1,311
+16829333,**1-BR Brand New Art-Inspired CBD Apartment,27357959,Canvas-Suites,,Melbourne,-37.81974742591516,144.95596859172062,Entire home/apt,130,1,15,2017-04-02,7.38,9,132
+7752071,Central Carlton Room. Stroll to CBD,20646519,Georgette,,Melbourne,-37.80062061059747,144.9646690727739,Private room,75,3,16,2017-03-22,0.86,3,70
+14208178,Melbourne -Marina And City Views-Book Us,35606755,Arthur,,Melbourne,-37.81439999215254,144.94154281769693,Entire home/apt,189,3,0,,,2,300
+8558387,"Gorgeous, Sunny , large Inner North Gem (70sq)",9861209,Martina & Mick,,Melbourne,-37.78197699095345,144.95833206088113,Entire home/apt,110,1,29,2017-03-31,1.59,5,307
+9686073,Corporate Keys Luxury 2 Bedroom Apt,37181360,Shannan & Sasha,,Melbourne,-37.82861913308638,144.9699617589201,Entire home/apt,220,7,8,2016-11-12,0.50,20,74
+7490588,CBD 2 bed apt + free carpark&wifi,27519695,Rachel,,Melbourne,-37.814778797488934,144.95155475658993,Entire home/apt,169,1,138,2017-03-23,6.66,2,315
+13962421,Fully furnished room in North Melbourne,23513274,Nicole,,Melbourne,-37.797529123953616,144.94492527326565,Private room,41,5,2,2016-08-19,0.25,1,0
+15223877,Great location,96754913,Hector,,Melbourne,-37.81699618330378,144.96533638370326,Private room,85,2,1,2017-01-25,0.43,3,53
+2051170,The Centre of Melbourne,8057178,Tristan,,Melbourne,-37.81592930218185,144.96787588779327,Entire home/apt,180,2,52,2017-03-25,1.31,2,357
+16338021,Clean & tidy apartment in the heart of Mel CBD,56971338,Harry,,Melbourne,-37.81500425149744,144.9534095698968,Private room,51,1,36,2017-04-01,9.82,2,110
+16010346,"Single Bed with 2 Cats, Walk to CBD 会说中文",51133369,Lisa,,Melbourne,-37.829569926210866,144.96918624989928,Shared room,37,1,23,2017-03-26,5.04,1,163
+16567421,The Sunset lounge 2 BD 2 BATH water view in CBD,46780984,Peggy,,Melbourne,-37.81490669966865,144.95416033792574,Entire home/apt,164,1,7,2017-03-13,3.96,11,132
+15551596,Luxurious private bedroom with ocean view,87886408,Julia,,Melbourne,-37.817484637705945,144.95502168182153,Private room,110,1,47,2017-03-28,8.44,1,96
+14601349,Luxury Private Room and Bath in heart of Southbank,74255769,Loren,,Melbourne,-37.826267599056585,144.96248582729797,Private room,62,1,2,2016-10-03,0.30,1,291
+8309872,Private room in apartment,16729351,Mercedes,,Melbourne,-37.810727192902704,144.95226234437786,Private room,75,2,56,2017-03-31,3.02,1,265
+17616010,*New* Simply beautiful Melbourne Apartment,84263003,Zomart,,Melbourne,-37.81367269692341,144.9385469186119,Private room,55,1,1,2017-03-19,1,1,77
+6125420,Beautiful! Melbourne Theater Area,30184019,Cara & Greg,,Melbourne,-37.8102761389262,144.97248069122338,Entire home/apt,149,2,124,2017-02-26,5.28,1,329
+16370851,Fully Furnished Flinders Lane King Size Apartment,78570751,Trevor,,Melbourne,-37.819290562179795,144.95821334747245,Shared room,45,1,19,2017-04-01,5.33,2,225
+17681694,Living in the heart of the city,9522066,Frankie,,Melbourne,-37.81708371604837,144.97388134653605,Entire home/apt,210,2,0,,,1,354
+13552864,Marvellous Marina View Suite No.1,24749898,HugoHome,,Melbourne,-37.81916235430286,144.94254759718677,Entire home/apt,783,1,45,2017-03-18,4.66,22,164
+9620711,Stunning view of 2 beds 2 baths apt,46071026,Naomi,,Melbourne,-37.81510424729146,144.952201431434,Entire home/apt,197,3,36,2017-03-17,2.25,4,339
+15781112,Melbourne CBD for rent (A),65709132,Kela,,Melbourne,-37.81755617808149,144.95609475672336,Shared room,90,1,9,2017-02-24,2.18,2,140
+13716723,Good located 2Bed Room Apartment of City Free WiFi,52305974,Ray,,Melbourne,-37.81014997976955,144.96107347465565,Entire home/apt,201,2,23,2017-03-19,2.77,3,8
+14994674,1 BR Apartment with gym & pool @ 199 William St,94546389,Tina,,Melbourne,-37.81385081711773,144.95628654884783,Entire home/apt,149,2,33,2017-04-02,4.97,1,55
+15977723,Modern Apartment with Great View & Close to City,32966618,Jose,,Melbourne,-37.779204013649334,144.93929569726134,Private room,50,1,2,2017-02-15,1.18,1,55
+17659777,Funky laneway studio in the middle of it all.,55324450,Bruce,,Melbourne,-37.80880853906558,144.9587208137856,Entire home/apt,125,1,0,,,2,185
+1985771,2 BRM City Resort 2 with FOXTEL,5138361,Bron Neil And Mark,,Melbourne,-37.825698461660075,144.96749812422755,Entire home/apt,160,2,104,2016-03-11,2.58,15,0
+15617277,city view apartment cbd located,61163525,Mirko,,Melbourne,-37.81107395716131,144.94965104260783,Private room,41,1,38,2017-03-18,8.44,2,183
+8244406,"Comfortable & Funky 3 bed, 2 bathrooms + 2 CarPark",41160472,Richard&Josh,,Melbourne,-37.81441786851452,144.95127598044613,Entire home/apt,270,2,56,2017-03-08,2.99,3,309
+14175493,"RIVER LOCATION 2BR CITY,FREE WIFI,GYM, High Floor",84880225,"L23, 5 Star Location River Facing",,Melbourne,-37.82208721155318,144.95656652940704,Entire home/apt,176,2,49,2017-03-28,7.46,1,289
+17747483,Flat with two bedrooms in the CBD,121077514,Elsa,,Melbourne,-37.8102450598258,144.97160620833566,Entire home/apt,109,1,0,,,1,22
+17288734,ABSINTHE: 1BD CBD retreat for 4!,112173400,Alana,,Melbourne,-37.80863912849639,144.96737776574093,Entire home/apt,165,1,5,2017-04-02,3.95,2,323
+13553168,Dream by the Sea- Full Seaview Apartment,24749898,HugoHome,,Melbourne,-37.820164224025795,144.94266307840138,Entire home/apt,225,1,51,2017-04-01,5.28,22,163
+15792179,Queen's Village,65149000,Meng,,Melbourne,-37.802016962675346,144.9538449164196,Entire home/apt,100,1,16,2017-03-26,3.31,9,341
+10800387,MODERN 3BDR APT + CITY VIEW + WIFI,50626167,Short Stay Plus,,Melbourne,-37.81108158620661,144.96028107113273,Entire home/apt,273,2,69,2017-03-29,5.18,22,249
+11030026,CBD. New. Stylish. Modern. Cosy.,26819059,Debbie,,Melbourne,-37.81756666741366,144.96568542483436,Entire home/apt,69,3,97,2017-03-26,7.24,2,83
+16273710,"2BD/2Bth Spacious CBD pad with Spa,Views & Netflix",9510598,Emma And Taj,,Melbourne,-37.821129672357934,144.95809279670706,Entire home/apt,190,1,20,2017-04-01,6.38,15,245
+6147642,Large Room Just Across Crown Hotel,31891911,,,Melbourne,-37.825033837286085,144.96050080885425,Private room,75,1,3,2015-07-12,0.14,1,0
+8277565,Stylish City Apartment,19813894,Sarhys,,Melbourne,-37.80925781643386,144.9616578421468,Entire home/apt,135,2,16,2016-12-31,1.17,1,0
+1494540,Beautiful 'Paris End' CBD Apartment,7729799,Greg,,Melbourne,-37.80963514230175,144.97295219366765,Entire home/apt,135,3,134,2017-03-26,3.14,1,362
+15683157,Carlton apartment easy living,57175966,Tilly Juls,,Melbourne,-37.79827451267289,144.9736749252612,Entire home/apt,115,4,7,2017-03-19,1.42,1,107
+14077512,6* SPECTACULAR BAY TO CITY VIEWS,84604183,Julie,,Melbourne,-37.82231152187955,144.96147942245346,Entire home/apt,300,1,61,2017-04-01,7.35,2,73
+11129164,Penthouse Living - Bay & City View!,57835356,Giovanni,,Melbourne,-37.825524640796814,144.94390847020364,Private room,89,1,5,2016-05-24,0.41,1,365
+11718984,Furnished Modern Serviced Apartment,62186449,Louna,,Melbourne,-37.810400188877566,144.98622965414884,Entire home/apt,142,7,2,2016-12-28,0.16,3,365
+642671,"Cosy comfy room, Victorian terrace",100972,Cass & Jeremy,,Melbourne,-37.80808732207606,144.95042535275792,Private room,50,5,1,2016-05-02,0.09,9,43
+3105381,The Gill 201 Boutique Accommodation,1700056,Rodger,,Melbourne,-37.81107268725179,144.95691186400265,Entire home/apt,300,3,39,2017-03-10,1.14,4,331
+17518926,2 Bedroom 2 Bathroom Southbank Apartment,69757760,Brett,,Melbourne,-37.81769239080418,144.96382472263224,Entire home/apt,257,2,2,2017-03-25,2,1,348
+2969216,Royal Stays 1Bdr - Stunning Views,4170460,Royal Stays,,Melbourne,-37.82615376732848,144.95920882149537,Entire home/apt,149,7,5,2017-01-30,0.15,19,104
+4214392,Sunny South Yarra Studio,12269875,Trish,,Melbourne,-37.83432731036138,144.98693338576783,Entire home/apt,121,2,39,2017-04-02,1.30,1,355
+17932908,Entire 2 bedroom apartment,122979750,Diep,,Melbourne,-37.7991485685674,144.94819539283318,Entire home/apt,135,1,0,,,1,330
+14445049,2BR in Amazing CBD Location w/ a Stunning View,14804773,Jennifer,,Melbourne,-37.81187890829936,144.97229474896048,Entire home/apt,180,3,12,2017-03-20,2.24,1,277
+12837486,1 bedroom self contained apartment,70086818,Cath,,Melbourne,-37.81367577203919,144.96461813634508,Entire home/apt,121,5,6,2016-11-03,0.59,1,173
+4738673,Central 2 Bedroom with Bay views,23910988,Neil & Mark,,Melbourne,-37.82506732956246,144.965472050162,Entire home/apt,160,2,106,2017-03-19,4.00,12,233
+15749459,Melbourne CBD apartment,48309724,Stacy,,Melbourne,-37.81329824491376,144.96839427385942,Private room,75,3,3,2017-01-29,0.80,1,50
+10440343,2BR 2Bathroom Central Apartment + Free Carpark,22860147,Adji,,Melbourne,-37.807133777501996,144.96574280085483,Entire home/apt,201,3,38,2017-03-14,2.58,33,142
+17780403,2BR Urban5cape in Melb's CBD,8530753,Jared,,Melbourne,-37.81594620043857,144.95329457133877,Entire home/apt,164,1,1,2017-03-28,1,50,347
+10112715,HUMBLE 1BEDROOM APARTMENT + SPA,3916277,Alvin,,Melbourne,-37.80620607425393,144.96413480714367,Entire home/apt,100,1,7,2016-01-26,0.46,4,1
+2772684,"CBD, Stunning Penthouse Apartment",2473816,Alessandro,,Melbourne,-37.80644761780668,144.96136019775477,Private room,80,1,12,2016-05-07,0.34,1,37
+17813205,Elegant Apt in Mel CBD | Near VIC market & Central,107417903,Frangipani,,Melbourne,-37.80400390263882,144.95900084143213,Entire home/apt,189,1,2,2017-04-01,2,4,90
+16371416,City fringe apartment ideal for Aust Open Tennis,2035520,Fiona,,Melbourne,-37.81904586703874,144.97984951159884,Entire home/apt,1000,5,0,,,1,88
+2346733,Gem Apts - 1 Bedroom City Home,5553847,Kellie,,Melbourne,-37.824481011406654,144.9624681360449,Entire home/apt,220,4,2,2015-04-18,0.07,15,311
+10342130,"Private Room, Mins to City & MCG!",48234712,Scott,,Melbourne,-37.81169046813445,144.9875385143906,Private room,66,1,36,2017-02-25,2.45,2,323
+17026819,CBD 1br penthouse apartment w/wifi + free trams!,41205910,Jane,,Melbourne,-37.80518342810934,144.95912811531394,Entire home/apt,110,1,6,2017-03-23,3.33,1,16
+16305926,immaculate room in melbourne city,105645789,Ray&Rachel,,Melbourne,-37.823974032245786,144.96421531695262,Private room,142,2,3,2017-03-24,1.29,2,365
+2608880,Your romantic little CBD apartment ,12408824,Kirrily,,Melbourne,-37.81743203370275,144.9668582088212,Entire home/apt,130,4,62,2017-03-18,1.70,1,329
+1499776,Perfect Location Walk to City+Carpk,8014521,Jeff,,Melbourne,-37.813156029140224,144.98375360450956,Private room,79,4,89,2017-04-02,2.01,1,4
+15028580,Luxury Apt & Parking! Perfect location !! FOXTEL!!,87195519,Angelo,,Melbourne,-37.8085340252607,144.96032315666824,Entire home/apt,105,1,34,2017-03-01,5.34,3,332
+15257369,INCREDIBLE Cbd Style BAY VIEW *WIFI GYM POOL SAUNA,1739996,Paul,,Melbourne,-37.81446151478944,144.95531584197914,Entire home/apt,100,2,32,2017-04-01,5.71,42,95
+16371510,"Luxury Living, with everything you can think of!",51784844,Dilin,,Melbourne,-37.809203239643075,144.9601404796154,Entire home/apt,130,1,9,2017-02-14,2.70,7,107
+15552311,Room in the heart of Melbourne,30583895,Lauren,,Melbourne,-37.81286863237347,144.95975877284565,Private room,90,3,1,2016-12-01,0.24,1,276
+17829174,Executive Luxury Living - CBD Melbourne,55488821,Margaret,,Melbourne,-37.81254611837107,144.97036028327997,Entire home/apt,480,2,0,,,1,90
+15486780,Astounding NEW 2BD City PAD *WIFI GYM SAUNA POOL,1739996,Paul,,Melbourne,-37.81557844962657,144.95325078792087,Entire home/apt,100,2,32,2017-03-29,5.78,42,163
+16928582,"Spacious 2BR apt next to Crown, wifi & great views",109760368,Kc,,Melbourne,-37.82661943914938,144.9566300782473,Entire home/apt,159,2,7,2017-04-01,3.33,3,249
+17421747,Bright Master Bedroom in Melb CBD (Free Tram Zone),47754974,Ethan,,Melbourne,-37.81392088376359,144.9703787905866,Private room,79,1,3,2017-03-19,2.43,1,78
+13623948,The Carlton,42260023,Aaron,,Melbourne,-37.789470054604884,144.96798764819505,Entire home/apt,165,4,28,2017-03-25,3.13,7,167
+16732536,"""St Andrews"" Furnished Studio Apt 705",74066800,Nicky,,Melbourne,-37.81279021945436,144.97651492279476,Entire home/apt,80,7,0,,,2,243
+14143337,Modern apartment in great location - Free parking,71466806,Dylan,,Melbourne,-37.805207957138656,144.96188870611704,Entire home/apt,140,3,13,2017-03-10,1.94,1,136
+10838673,Luxury Skyline Room in the heart of the city,15270592,Lee,,Melbourne,-37.80950639780072,144.9610034665145,Private room,98,1,35,2017-03-12,5.10,1,14
+16043887,"The Heart of Melbourne, with a Spectacular View!",104431444,James,,Melbourne,-37.80974799329121,144.96331285314253,Private room,75,1,13,2017-03-23,3.33,6,51
+15028074,Citi-Vibe in Melbourne's CBD,8530753,Jared,,Melbourne,-37.811789091830114,144.96098170216854,Entire home/apt,109,1,31,2017-03-29,4.84,50,350
+8015752,Homely duplex penthouse city centre,42078106,Joshua,,Melbourne,-37.808564446270935,144.96674227002575,Private room,59,4,1,2015-09-03,0.05,1,0
+15224713,Spacious Apt Near Queen Vic Market + Free WiFi,22860147,Adji,,Melbourne,-37.80871059490917,144.9560255262717,Entire home/apt,161,3,9,2017-02-25,1.52,33,152
+16076685,Ultimate Carlton Fortress!,572537,Bek,,Melbourne,-37.79334828061928,144.9708477194699,Entire home/apt,148,1,2,2017-04-01,2,2,258
+12257811,Executive 1BR Southbank Apartment,66007736,Peter,,Melbourne,-37.82142207737476,144.96827922574144,Entire home/apt,190,1,18,2017-04-01,2.02,1,362
+17846167,Looking for a male for share room,85596713,Jay,,Melbourne,-37.811186958735554,144.9526494237172,Shared room,31,1,0,,,1,164
+3395476,Boutique designer home,2209466,Lara,,Melbourne,-37.80418646377258,144.94827896210492,Private room,85,7,6,2017-01-31,0.42,1,0
+6240235,The Centrüm in Melb's CBD,12434936,Chad,,Melbourne,-37.80908911417415,144.96741425270815,Entire home/apt,159,1,89,2017-03-10,4.08,2,354
+16371617,Room at the edge of CBD with balconies and rooftop,19607974,Renaud,,Melbourne,-37.803787757677746,144.95639818190824,Private room,62,1,7,2017-03-07,2.21,1,352
+3395496,LUXICO - Flinders Loft (Melbourne),11914644,Luxico Holiday Homes,,Melbourne,-37.81411764031534,144.96692883924035,Entire home/apt,419,5,5,2016-12-14,0.27,58,320
+17944966,EPIC DESIGN Bay views *WIFI GYM POOL PARKING SAUNA,1739996,Paul,,Melbourne,-37.8238555509828,144.9633327498763,Entire home/apt,109,2,0,,,42,183
+7720876,Tranquil New Years Eve Retreat,30316391,Carolyn,,Melbourne,-37.796875212350486,144.9275324885059,Entire home/apt,147,7,0,,,1,0
+17813895,1BR apartment in southbank,77669661,Mel,,Melbourne,-37.83028976085432,144.96867756189536,Entire home/apt,90,5,0,,,1,5
+9260987,"Comfortable, light and spacious, convenient",1789094,Judy,,Melbourne,-37.79063105827242,144.92548764776373,Private room,41,2,16,2017-03-26,2.58,1,92
+5722038,Fab Location City Apartment Home w/Sky Pool,3004829,Osbert C H,,Melbourne,-37.81019628777782,144.96798121378686,Entire home/apt,107,2,67,2017-02-09,2.90,3,320
+17846216,"Simple, nice apartment near Melbourne Centre",72246813,Floris,,Melbourne,-37.793004996867495,144.94300943675546,Entire home/apt,180,2,1,2017-03-25,1,2,2
+15060934,出租公寓独立房间旅游式,60476315,Enna,,Melbourne,-37.81359718897817,144.96329946124388,Private room,69,1,2,2016-10-15,0.33,3,90
+14208985,F1 Grand Prix Flinders Lane CBD 1 BR Apartment,25525503,Corrine,,Melbourne,-37.81660973577325,144.9630401603937,Entire home/apt,222,4,1,2017-03-26,1,1,0
+10047455,Sunny Terrace House with AC,17181618,Cal & Alicia,,Melbourne,-37.79522934187915,144.97423307421315,Entire home/apt,100,2,3,2016-10-30,0.26,1,212
+13455337,good location private room in Carlton.,59696956,Yunan,,Melbourne,-37.804226809445204,144.9675513431699,Private room,50,1,3,2016-11-13,0.33,1,0
+17425065,Sandy House MY80(2),105375606,Qi,,Melbourne,-37.80980906809471,144.9621168204126,Private room,100,1,1,2017-03-07,1,2,355
+16207868,!Spacious Modern 2 Bedroom CBD Pad & Netflix!,9510598,Emma And Taj,,Melbourne,-37.81714228871396,144.96327412469876,Entire home/apt,190,1,15,2017-03-31,3.85,15,300
+7600127,Light filled apartment in Carlton,5726103,Evie,,Melbourne,-37.793936832784325,144.97351668854597,Entire home/apt,149,2,40,2017-03-31,3.63,1,358
+13455363,Cool room in North Melbourne,1304789,Giselle,,Melbourne,-37.804267695300034,144.95019131403737,Private room,35,2,0,,,1,0
+16273415,"East Melbourne: Contemporary, Classic, Convenient",62888528,Oliver,,Melbourne,-37.8159060420466,144.97877157834282,Entire home/apt,140,2,2,2017-02-11,0.55,1,156
+7426035,Smart & Stylish Southbank Apartment,1659007,Hayley & Phil,,Melbourne,-37.8262702777272,144.95730649934416,Entire home/apt,189,2,90,2017-04-01,4.55,1,131
+17223697,Huge East Melb room in perfect MCG/city spot.,115986223,Jonathan,,Melbourne,-37.81062035211367,144.98499741123004,Private room,55,2,4,2017-03-25,4,1,179
+4608014,Central stylish apartment w balcony,21838521,Jessica,,Melbourne,-37.809291702916035,144.95798873598315,Entire home/apt,109,3,45,2017-03-29,1.61,7,176
+17453453,15% OFF- ALL Bookings in MAY! 2 Queen sized bed!,22388090,Melbourne'S,,Melbourne,-37.80945783147262,144.96029200524544,Entire home/apt,140,1,3,2017-03-22,2.50,1,139
+5492059,Private Art Deco Close to CBD,28480022,Benjamin,,Melbourne,-37.81597094341555,144.98877048989917,Private room,130,1,0,,,1,0
+15421466,Modern CBD Rooftop Pool 2BR Apt,50164342,Grace,,Melbourne,-37.81522965400963,144.95810564205317,Entire home/apt,159,3,35,2017-03-23,6.21,4,164
+9031725,"Unique cobblestone Carlton Street, ideally located",47142683,Peter,,Melbourne,-37.794351491688204,144.97323075024835,Entire home/apt,260,7,1,2017-01-22,0.42,1,341
+13947254,♛The Prestige 2BD Melbourne CBD♛,51172609,Lisa,,Melbourne,-37.81499650935424,144.95724119969987,Entire home/apt,109,1,66,2017-03-29,7.67,19,30
+15824905,Charming House on CBD fringe,7143086,Liz,,Melbourne,-37.797999586244416,144.95226308463208,Entire home/apt,350,2,3,2017-02-06,0.84,1,49
+16044091,"City View, Perfect Location",104432185,Laura,,Melbourne,-37.82674828208528,144.95893410566777,Private room,100,1,2,2017-03-11,0.53,1,153
+11166387,Heart of Melbourne CBD,25658569,Japs,,Melbourne,-37.816458957029816,144.97059368988417,Entire home/apt,145,1,43,2017-03-26,3.93,1,41
+8638528,Private room near CBD - Carlton VIC,45403254,Alexander,,Melbourne,-37.803376484876814,144.96464495932742,Private room,54,1,0,,,1,0
+11948125,Privateroom in the edge of the city,37199718,Varun,,Melbourne,-37.817897829721375,144.94734520102654,Private room,60,1,0,,,1,0
+6902178,Private room available 12Jul-17Aug,36170473,Kim,,Melbourne,-37.82451025610266,144.96537331453018,Private room,37,18,1,2015-08-09,0.05,1,0
+938088,"(3) Stylish, East Melb 1bed apt ",1612516,Haydn,,Melbourne,-37.812901712740775,144.98556515092227,Entire home/apt,110,6,25,2017-02-07,0.55,6,330
+16306294,CBD NewApartment/2Bedrooms2Baths/Rooftop Swimpool,51039276,KiKi,,Melbourne,-37.81320260527565,144.9585853654718,Entire home/apt,148,1,24,2017-03-23,7.66,4,12
+8725183,Next to Southern Cross Station,19186634,Craig,,Melbourne,-37.81308833907769,144.9513355919494,Entire home/apt,110,2,58,2017-04-01,3.30,1,346
+8540299,8 mixed dorm En-suite B,17739280,OZiHOUSE,,Melbourne,-37.83756923851223,144.98659358574378,Shared room,26,1,9,2017-03-27,0.53,7,164
+17453208,Large designer apartment in CBD,22944997,Inna,,Melbourne,-37.80179395822848,144.95389729247398,Entire home/apt,126,2,0,,,2,256
+15290790,Magnificent Contemporary One Bedroom in CBD,40745757,Jeremy,,Melbourne,-37.80889827512577,144.95965812858626,Entire home/apt,107,1,16,2017-03-25,3.27,6,175
+2183593,"3 BR CBD Apartment with WiFi, Private Room 1",11135339,Ross,,Melbourne,-37.81044392102085,144.96174903087294,Private room,75,1,7,2016-12-15,0.47,3,11
+16306338,In CBD Private queen size bedroom,89656733,Sue,,Melbourne,-37.80974564433409,144.96217599821074,Private room,69,1,5,2017-03-05,2.78,4,63
+16381823,Amazing Docklands,78404693,Henfry,,Melbourne,-37.81536523771255,144.94042325803764,Entire home/apt,177,2,13,2017-04-01,5.06,1,55
+15775772,Living room CBD (near skybus),60473885,Mei,,Melbourne,-37.81416233290877,144.95427315452224,Shared room,39,1,1,2016-11-13,0.21,1,2
+17813690,Conveniently Located 1bd Apartment,35425669,Paul & Paula,,Melbourne,-37.80392490084658,144.958179664399,Entire home/apt,149,2,0,,,1,83
+11227319,Awesome Balcony and Facilities,58146488,Mariana,,Melbourne,-37.82196141684342,144.951714311227,Private room,89,2,2,2016-07-22,0.15,1,0
+5460150,Great location- 1 bedroom apartment,23098972,Alana,,Melbourne,-37.82941269368875,144.96971517356818,Entire home/apt,121,3,44,2017-03-27,1.76,1,329
+16339149,"Genie, Cosy Central Studio",7509953,Linton,,Melbourne,-37.8145793788315,144.98847651324888,Entire home/apt,110,2,1,2017-03-26,1,70,134
+8704211,Sunny Room a walk to the racecourse,8451461,Kristen,,Melbourne,-37.795106874412355,144.91692593402408,Private room,50,2,36,2017-03-16,2.01,1,184
+16480137,Luxury 2BR in Prime Location!,48737952,Jing,,Melbourne,-37.814518970677504,144.93833890301576,Entire home/apt,190,2,2,2017-03-19,0.65,2,23
+15387973,Modern City Fringe Apartment,33971053,Jess,,Melbourne,-37.81835737154772,144.98032291284323,Entire home/apt,1150,7,0,,,1,173
+5934304,Cosy 1BR Apt on the City edge (WiFi+Parking),30813901,Carleen,,Melbourne,-37.77732317593969,144.93794808656736,Entire home/apt,119,2,34,2016-12-25,1.42,1,239
+16470239,Amazing view from a modern loft,106694796,Alix,,Melbourne,-37.81706085072205,144.97213716170458,Entire home/apt,599,1,7,2017-03-26,2.26,4,177
+14290145,Private 1BR&BA in FreeTramZone CBD 5StarFacilities,72822026,Rani,,Melbourne,-37.816045154355,144.95408183284178,Private room,76,1,38,2017-03-19,4.96,3,60
+15289675,The Floating BnB - Private Double,56159906,Maggie,,Melbourne,-37.817778267252756,144.94459287851143,Private room,100,1,21,2017-03-26,3.64,12,28
+8943501,"Quiet, comfy, green, pool and gym",46750832,Florin,,Melbourne,-37.779561515110686,144.9403251176915,Private room,58,20,0,,,1,2
+12407010,West Melbourne Nook,38302227,Mitch,,Melbourne,-37.80511105064845,144.9409874823638,Private room,75,1,5,2016-09-17,0.51,2,357
+8342854,Panoramic Melbourne View in CBD,26235512,Jessica,,Melbourne,-37.808853820004195,144.9619451547848,Entire home/apt,178,2,66,2017-03-25,3.57,8,362
+10953424,"Historic, Iconic and Central CBD",52489241,Peter,,Melbourne,-37.819652029745676,144.95352161964993,Private room,100,1,21,2017-04-01,1.59,2,363
+6704471,delightful single appartment,22740873,Yi,,Melbourne,-37.80434354542274,144.9639232429968,Entire home/apt,100,6,11,2017-02-07,0.50,1,306
+17321315,Modern Melbourne Residence C'est la vie,40608367,Juan,,Melbourne,-37.813423510109615,144.95313868055229,Private room,79,1,3,2017-03-27,3,1,58
+17780092,2BR BouleVard Suites in Melb's CBD,8530753,Jared,,Melbourne,-37.81400920114392,144.9700419811548,Entire home/apt,149,1,0,,,50,340
+9238415,☼Cottage style studio in Mel CBD☼,45248057,Irene,,Melbourne,-37.81599460070649,144.95422754146858,Entire home/apt,119,1,125,2017-03-19,7.32,4,119
+13520268,"Brand new 2 Bedroom Apt, Modern & Clean",77661491,Amelia,,Melbourne,-37.801218353436326,144.95646028216007,Entire home/apt,138,2,21,2017-03-20,2.16,12,62
+8599450,Agnes St 2 bedroom apartment,45254842,Ben,,Melbourne,-37.816984290626195,144.98063892112611,Entire home/apt,720,3,0,,,1,0
+5623199,"Julian, the Southbank Family Retreat",7509953,Linton,,Melbourne,-37.824739772264635,144.9629705320006,Entire home/apt,201,2,26,2017-03-18,1.06,70,318
+12373418,LARGE SOFA MELBOURNE CBD GIRLS ONLY,52617604,Aki,,Melbourne,-37.81253841531025,144.96983378350563,Shared room,30,1,13,2017-03-04,1.25,5,357
+13290933,Cosy apartment near Southern Cross Station,74994765,Lynn,,Melbourne,-37.81709022041164,144.95443784483308,Private room,79,1,9,2017-03-19,1.03,1,123
+2810436,Southern Cross Station-Private room,5837685,Grant,,Melbourne,-37.819035003546375,144.95516135571233,Private room,89,2,111,2017-03-05,3.46,3,189
+13324523,Cozy room in the heart of CBD,5580787,Manuele,,Melbourne,-37.819833235839184,144.95705975515688,Private room,42,1,7,2016-08-06,0.77,1,6
+6191001,CBD modern apartment with views,31963106,Jennifer,,Melbourne,-37.81145399616219,144.97248803664417,Entire home/apt,159,2,157,2017-03-30,6.85,1,201
+8278258,Queen sized bed in a city apartment,42874500,Simon,,Melbourne,-37.814363572037266,144.96652606740443,Private room,100,2,19,2017-03-25,1.03,1,364
+13422023,Stylish CBD apartment with Balcony,21838521,Jessica,,Melbourne,-37.80908646661467,144.958784168667,Entire home/apt,100,3,3,2017-03-10,0.31,7,335
+15551944,Docklands studio with great view (no free parking),100101423,Adam,,Melbourne,-37.81899008653876,144.94701284152896,Entire home/apt,109,1,46,2017-03-30,11.69,1,62
+729814,Rooftop with city views CBD & QVM moments away!,3153120,Jenna,,Melbourne,-37.80530325810255,144.95569443039088,Private room,90,1,2,2014-04-14,0.04,2,352
+15880466,Melbourne city location. Free tram stop,89132514,Amii,,Melbourne,-37.80804578715802,144.95991855882383,Shared room,300,7,0,,,1,91
+17031761,Simple Clean Bright Room 286,4971509,Nadeen,,Melbourne,-37.79867030251361,144.96830763077156,Private room,75,2,7,2017-03-30,4.04,15,362
+8278293,"Heart of Melbourne CBD, QV complex",8581160,Andrew,,Melbourne,-37.80931071931818,144.9667368462672,Private room,94,1,1,2016-10-22,0.18,3,64
+3232016,Living by the Yarra! 1BR+1Bath+Balc,16358419,Widya And Dan,,Melbourne,-37.82318870388027,144.95333754147637,Private room,80,1,53,2017-03-27,2.43,1,17
+912966,The Perfect City Pad -Flinders Lane,3978393,Dione,,Melbourne,-37.8141207070379,144.97269112641632,Entire home/apt,180,4,134,2017-03-19,2.73,1,328
+15977989,"Beautiful townhouse, Netflix, Wifi",103804284,Jane,,Melbourne,-37.785985048135885,144.94045397579822,Entire home/apt,180,2,19,2017-04-01,4.45,1,301
+16829967,Master br in luxury CBD apartment- wifi/pool/gym!,16591967,Carolyn,,Melbourne,-37.80761240099617,144.9625321883058,Private room,90,2,15,2017-04-01,7.38,1,23
+14864948,Spectacular 1 Bedroom Apartment in FREE Tram Zone,18001662,Clarice,,Melbourne,-37.81507404648523,144.95357265227108,Entire home/apt,122,1,30,2017-04-01,4.37,6,210
+1266244,"StayCentral Cityside - 2 Br, 2 Ba, Casino pool gym",4177728,Chris,,Melbourne,-37.82521294629334,144.95329768274664,Entire home/apt,308,3,9,2016-12-07,0.20,14,323
+18010701,Sensational location in docklands,97552793,Sanne Rasmussen,,Melbourne,-37.824518606843995,144.9407750924684,Private room,100,1,0,,,2,365
+8659725,top floor apartment 300m from crown,45502562,Grant,,Melbourne,-37.82693084838342,144.9589945261319,Entire home/apt,195,3,6,2017-03-18,0.42,1,330
+17027674,Self contained apartment close to everything,25675448,Rita,,Melbourne,-37.82299136890834,144.96413376190026,Entire home/apt,110,2,1,2017-02-24,0.77,1,46
+9032280,Spectacular Discreet Contemporary Precinct in CBD,40745757,Jeremy,,Melbourne,-37.81017071992225,144.95959588705432,Entire home/apt,132,1,44,2017-03-26,2.53,6,80
+14537310,UrbanMinder @ Platinum I,47763720,UrbanMinder,,Melbourne,-37.826428596400426,144.96022449570495,Entire home/apt,201,2,23,2017-04-01,3.05,23,227
+8311399,Spacious Apt in CBD~gym~pool~sauna,10980168,Lo An,,Melbourne,-37.81299349791447,144.96374887547464,Private room,100,2,0,,,1,156
+15651432,"Generous sized, Wiifi, Parking, opp Crown, City",99143681,Ayush,,Melbourne,-37.8235427460366,144.96053904502313,Entire home/apt,189,1,8,2017-03-19,1.76,1,316
+7426490,Spacious Warehouse Apartment on Flinders Lane.,18243403,Bronwyn,,Melbourne,-37.81561259263295,144.96787210404287,Private room,110,3,91,2017-03-31,4.95,1,217
+10441163,Stay in the heart of cool Carlton!,2813101,Kylie,,Melbourne,-37.80460933405738,144.95950730660434,Entire home/apt,130,14,0,,,1,0
+14701013,Superior Hotel Residence in heart of Melbourne CBD,36605625,Chester,,Melbourne,-37.81488758563232,144.95643257262475,Entire home/apt,240,2,2,2016-12-31,0.55,6,92
+16667098,Great location&Friendly host,98651673,Ian,,Melbourne,-37.80516961711918,144.9641280100383,Private room,48,1,6,2017-02-26,2.73,2,0
+9851365,Single room in Parkville Melbourne,50626296,Weike,,Melbourne,-37.78121804274749,144.95889786994306,Private room,35,10,4,2017-01-03,0.28,1,0
+4641262,Deluxe 2 Bedroom 1 Bathroom,24030407,Christina,,Melbourne,-37.827808585921396,144.957991114542,Entire home/apt,249,2,1,2016-05-16,0.09,6,176
+8770040,Cozy CBD apt. beautifully decorated with a view!,30246334,Rida,,Melbourne,-37.82137658378298,144.95536879805928,Entire home/apt,125,14,5,2017-02-17,0.73,1,4
+15908284,Tranquility over the Melbourne sky,103199371,Jiang,,Melbourne,-37.81604383298772,144.9538701057942,Private room,123,1,1,2016-11-18,0.22,1,214
+12210711,"Amazing park views, walk to city",7468112,Karen,,Melbourne,-37.82965227406142,144.97112267901315,Entire home/apt,159,2,34,2017-03-21,2.91,1,323
+16732813,Double bedroom&private bathroom,9746215,Seul,,Melbourne,-37.81994490813619,144.9432035141902,Private room,75,2,3,2017-03-25,1.41,2,164
+7721614,"Great room and private bath in cosy flat,southbank",40571085,Geoffray,,Melbourne,-37.82460489263899,144.96057083910569,Private room,63,4,58,2017-01-28,3.75,2,0
+17453686,Modern Nordic One Bedroom Apartment Inner City,34624655,Natalie,,Melbourne,-37.79812777267368,144.95253173125647,Entire home/apt,350,1,0,,,1,55
+11227870,Melbourne CBD central tower.,1904667,Julian,,Melbourne,-37.81236407501296,144.96135153113514,Private room,63,1,5,2017-03-30,5,2,357
+16274150,"2BD Trendy CBD Pad With NETFLIX, SPA and Pool",9510598,Emma And Taj,,Melbourne,-37.821615452386325,144.95753440105378,Entire home/apt,190,1,16,2017-04-02,4.90,15,323
+13226664,Charming complete 2 bedroom cottage,100972,Cass & Jeremy,,Melbourne,-37.80732171280975,144.95180740646617,Entire home/apt,110,12,2,2017-01-12,0.50,9,311
+16798382,"Great room and private bath in cosy flat,southbank",40571085,Geoffray,,Melbourne,-37.826147411865996,144.96295346167227,Private room,75,4,2,2017-01-28,0.83,2,92
+8016562,Great Double bed prime location!!!,42107898,Sheldon,,Melbourne,-37.83450881422123,144.98548450167144,Private room,76,3,21,2016-05-21,1.10,1,75
+14111417,Discovery Melbourne Mixed Dorm #2,71213604,Discovery Melbourne,,Melbourne,-37.808104722480344,144.95927721043157,Shared room,28,1,3,2017-02-21,0.39,67,364
+8213182,Little Cardigan Recording Studio,5899486,Daniel,,Melbourne,-37.80373730213991,144.9655829885909,Private room,85,2,8,2016-04-16,0.46,3,0
+10456524,"Cute Victorian terrace, walk to CBD",5358982,Eryn,,Melbourne,-37.80051140475069,144.9504835919181,Entire home/apt,140,5,1,2016-03-27,0.08,1,0
+8999604,█CBD's Quiet & Comfort Zone█,44696362,Vince,,Melbourne,-37.809837710230404,144.96302841020656,Entire home/apt,109,1,92,2017-03-21,5.28,5,142
+16835371,Lovely and Inviting Room in FreeTramZone + Wifi,47518106,Linda,,Melbourne,-37.814603994424495,144.9564427800967,Private room,55,1,6,2017-03-22,3.40,3,12
+15225626,Harbour Express- 3BR/3BA/ FreeParking,24749898,HugoHome,,Melbourne,-37.814478740719075,144.94486841294454,Entire home/apt,336,1,19,2017-03-18,3.08,22,131
+3953433,Downtown,20490774,Simon,,Melbourne,-37.81484936264806,144.96108675556496,Entire home/apt,145,2,55,2017-01-23,1.81,1,303
+14865167,Modern CBD Apartment with Views,45136651,Kevin,,Melbourne,-37.80933833371506,144.96833608457365,Entire home/apt,121,2,13,2017-03-19,4.43,1,101
+15291199,Contemporary Sophistication Style Piece in CBD,40745757,Jeremy,,Melbourne,-37.80991233520932,144.95954571158052,Entire home/apt,105,1,19,2017-02-28,3.18,6,176
+14144267,Master Bedroom & en-suite - Stunning City Views!,29217677,Adam,,Melbourne,-37.82665804457485,144.95952913418603,Private room,90,1,85,2017-03-27,10.90,1,2
+13553105,Stunning 270° Oceanview No.2 / FreeParking,24749898,HugoHome,,Melbourne,-37.81945267168706,144.94213420269494,Entire home/apt,245,1,43,2017-03-19,4.46,22,160
+17453826,1 fantastic room with free carpark,118159760,Qiao,,Melbourne,-37.82647743558131,144.9574746720919,Private room,100,1,1,2017-03-02,0.91,2,357
+5329683,Gem Apartments Luxury 3 bed 2 bath,5553847,Kellie,,Melbourne,-37.821759942133,144.96246185022858,Entire home/apt,465,4,20,2017-03-03,0.82,15,288
+3523056,1BR apartment in great CBD location,17128881,Tom,,Melbourne,-37.81018666663789,144.97029494470354,Entire home/apt,121,3,20,2017-01-01,0.62,1,0
+6058050,Amazing Location & Comfort,2451551,Viren,,Melbourne,-37.81839243222469,144.94798154459855,Private room,115,2,1,2016-02-15,0.07,1,365
+8375815,5 star location & rooftop terrace,44144216,Marti,,Melbourne,-37.82136981356078,144.95728172624538,Entire home/apt,284,2,50,2017-03-19,2.75,1,352
+3008528,Huge Luxury Art Deco 2 Bdroom Apt ,1984970,Stuart,,Melbourne,-37.84097089635154,144.97888976443627,Entire home/apt,176,1,185,2017-03-28,5.30,3,296
+17846627,Grand Hotel Apartment CBD,23354150,Celia,,Melbourne,-37.819492980831846,144.95269698797568,Entire home/apt,176,1,3,2017-04-01,3,1,71
+8344628,Modern 2 Bedroom City Gem,43985504,Jason,,Melbourne,-37.808923489280104,144.96275472732964,Entire home/apt,185,2,54,2017-03-19,2.98,1,331
+16873335,"Spacious Modern 4beds, Free Car Park, Amazing View",42474207,Steven,,Melbourne,-37.81411026075622,144.95479541263163,Entire home/apt,249,2,9,2017-03-29,3.86,7,119
+11954257,CBD Massive Apt 2BR QV1 Next to Melbourne Central!,12108076,Jonn,,Melbourne,-37.809256925384304,144.9658034149156,Entire home/apt,155,1,53,2017-03-11,4.30,4,26
+16571031,Private Room & Bathroom in Free Tram Zone,42016109,Dominic,,Melbourne,-37.81854720694848,144.94565098518717,Private room,69,1,12,2017-03-27,4.19,1,35
+17526884,Luxury 2bedroom suite in Iconic Twin Glass Towers,104431444,James,,Melbourne,-37.848145573800224,144.98028212201982,Entire home/apt,128,1,4,2017-03-26,4,6,160
+17562333,Fantastic Views at Eureka Tower - 1 Bed Apartment,129774,Kent,,Melbourne,-37.82106393589446,144.96470011898285,Entire home/apt,235,3,1,2017-03-26,1,1,1
+13787446,"Quiet, cosy Victorian terrace with fireplaces",4613281,Sarah,,Melbourne,-37.79872955825557,144.94984494433174,Entire home/apt,98,10,38,2017-03-26,4.63,1,120
+9070746,Arts & Entertainment Retreat ★ Central Southbank ★,25526487,Zoran,,Melbourne,-37.82245712578433,144.96461712571747,Entire home/apt,149,2,16,2017-04-01,5.93,1,277
+3303561,CBD Melbourne Collins St Apartment,11470632,Annie,,Melbourne,-37.82066575896319,144.9535150614642,Entire home/apt,147,4,53,2017-03-27,1.62,1,354
+16229097,Private Room 2 beds stylish Contemporary Apartment,33711411,Ryan,,Melbourne,-37.81710822874879,144.93612197427237,Private room,97,1,23,2017-03-31,7.42,1,296
+10709180,"Sofa Bed, Pool, Gym. Good Location!",52550538,Paula,,Melbourne,-37.81416042234771,144.94431142350143,Shared room,41,1,11,2017-03-21,0.76,1,342
+16998744,Perfect City Escape,29975665,Edmund,,Melbourne,-37.814760533425336,144.9517973021728,Entire home/apt,160,2,7,2017-03-14,4.04,1,58
+15100081,Charming Duplex Apartment,32179258,Mickael,,Melbourne,-37.82730971111585,144.96903246291944,Private room,66,2,1,2016-10-04,0.16,1,363
+8261137,Room with a view,28952540,Raluca,,Melbourne,-37.82480135218954,144.96102303866985,Private room,79,2,81,2017-03-19,4.33,1,294
+13066594,Deluxe Hotel Residence in heart of Melbourne CBD,36605625,Chester,,Melbourne,-37.815096779587456,144.95773713143709,Entire home/apt,140,1,13,2017-03-26,1.39,6,173
+11721413,Furnished 2BR Apartment in the City,29966837,Tommy,,Melbourne,-37.80757717817606,144.9673131868418,Entire home/apt,130,1,37,2017-03-29,3.51,2,54
+3762356,"In the Heart of City, A+View w/Pool",3004829,Osbert C H,,Melbourne,-37.810383456279695,144.96913297786864,Entire home/apt,118,2,164,2017-03-26,5.35,3,328
+15102083,"Aerin, the MARVELLOUS city centre laneway lookout",7509953,Linton,,Melbourne,-37.81609379859423,144.9649934857516,Entire home/apt,350,2,15,2017-02-22,2.33,70,124
+11752599,Exclusive Stays - The Summit,10190138,Tony,,Melbourne,-37.823915515157736,144.961516238236,Entire home/apt,385,1,13,2017-04-01,1.09,14,338
+17945765,Cosy private room in the heart of Southbank,19257084,Xing,,Melbourne,-37.8278485094444,144.96544337321532,Private room,76,1,0,,,1,107
+4843725,Resort Style Apartment,6083704,Jaxsun,,Melbourne,-37.824689747206115,144.96586221380332,Entire home/apt,170,2,57,2017-03-10,2.11,1,176
+15430340,CBD Conveniently Place with Hang out Local Friends,35460051,James,,Melbourne,-37.815588204831506,144.95269313222892,Entire home/apt,139,1,4,2017-02-02,0.69,1,365
+5632136,Center of Entertainment 2 Br Apt,27243946,Peter & Marianne,,Melbourne,-37.82175304021879,144.96705387903424,Entire home/apt,185,3,76,2017-03-12,3.30,1,280
+15260443,Cosmopolitan Living in heart of Melbourne CBD,36605625,Chester,,Melbourne,-37.81571700069328,144.95785373592585,Private room,110,2,2,2017-01-11,0.61,6,135
+16498849,Modern CBD apt with Gym & Free WiFi,39862386,Flinders Street Apartments,,Melbourne,-37.81584973181065,144.9707426042657,Entire home/apt,149,1,16,2017-03-27,5.33,2,148
+9796977,Two level apartment in heart of CBD,50487708,Daniel,,Melbourne,-37.812006499662324,144.96250900938173,Entire home/apt,180,3,28,2017-03-18,1.81,1,166
+14903528,Discovery Melbourne Mixed Dorm #24,71213604,Discovery Melbourne,,Melbourne,-37.81000781545152,144.95845844083843,Shared room,26,1,4,2017-01-20,0.94,67,365
+8446363,CBD Apartment Minutes from Station!,44469763,Monica,,Melbourne,-37.81954487799033,144.95433630213537,Entire home/apt,169,2,30,2017-02-12,1.62,1,87
+15923404,Cosy North Melbourne Gem with Great Views,53670861,Diana And Vlad,,Melbourne,-37.80107071808826,144.95554694437456,Entire home/apt,119,3,6,2017-03-23,1.33,2,61
+17160998,Entire hotel apartment near train station,110519275,Christine@Welovefridays,,Melbourne,-37.82368372131838,144.96263842896084,Entire home/apt,159,1,9,2017-04-01,5.29,1,47
+13230502,出租床位,60476315,Enna,,Melbourne,-37.8145751279852,144.96180747460298,Shared room,35,1,4,2017-03-18,0.53,3,344
+16638380,"LOCATION LOCATION! High rise, light filled studio",84398569,Mel,,Melbourne,-37.815611411021465,144.9573036913512,Entire home/apt,125,1,8,2017-03-30,5.33,1,101
+13161696,CBD apartment - GIRLS ONLY,14967250,Jo,,Melbourne,-37.807268093103865,144.96236247311654,Shared room,25,3,11,2016-12-29,1.11,15,54
+10215899,Room located in Southbank,43280687,Marko,,Melbourne,-37.82811113874907,144.9593702792615,Private room,55,1,1,2016-02-28,0.07,2,0
+15852014,The Waterview 2 Bedroom brand new apt in CBD,46780984,Peggy,,Melbourne,-37.81512713066269,144.9539384255048,Entire home/apt,149,1,28,2017-03-25,5.83,11,145
+10183156,UrbanMinder @ Conder,47763720,UrbanMinder,,Melbourne,-37.812731397500805,144.94469922182873,Entire home/apt,170,2,1,2016-11-05,0.20,23,171
+17515964,★ TheMelbourneHome @Docklands ★ Parking+Pool+Gym ★,118752357,TheMelbourneHome,,Melbourne,-37.81520824508837,144.94143041190532,Entire home/apt,250,1,6,2017-03-26,6,1,157
+4487451,*NEW* Boutique 2 Bed & 2 Bath Apart,23281766,Rob,,Melbourne,-37.815124845365474,144.9700970340213,Entire home/apt,284,3,88,2017-03-19,3.04,5,133
+18010838,"Private room with ensuite docklands, perfect spot!",97552793,Sanne Rasmussen,,Melbourne,-37.82057136437735,144.9259721542817,Private room,100,1,0,,,2,89
+16482028,"3 bedrooms 2 car parks, Carlton Garden opposite",47862234,Yu,,Melbourne,-37.80754083237582,144.971133809019,Entire home/apt,350,1,18,2017-03-20,5.68,8,54
+2774297,3 Bedroom CBD Apt City Views,14188578,Ping,,Melbourne,-37.81450491843569,144.95261956968767,Entire home/apt,250,2,12,2015-07-27,0.36,2,93
+1365250,"""Home away from Home"" Art Deco Apartment",1701429,Kenneth,,Melbourne,-37.810108443902216,144.9857339250367,Entire home/apt,110,1,130,2017-04-01,2.89,2,42
+13948216,Spacious Waterfront Apartment in Free Tram Zone,82961566,Gerard,,Melbourne,-37.813955097642385,144.9409788408043,Entire home/apt,159,2,11,2016-11-27,1.30,1,0
+4319549,Kensington apartment with carpark,22270435,Jeremy,,Melbourne,-37.79509834999252,144.92749012895052,Entire home/apt,499,1,0,,,1,0
+15399988,TRANQUIL WATERFRONT 1-BED APARTMENT,20393777,Louis,,Melbourne,-37.823311088841976,144.94093143726175,Entire home/apt,135,1,9,2017-04-01,,1,173
+15720986,"Cheap Room in Melbourne, amazing view, next to CBD",40844314,Nicolas,,Melbourne,-37.82666220995525,144.95960985375362,Private room,75,1,4,2017-03-23,1.24,1,7
+5788988,Best Location in Melbourne QV,30035588,Hugo,,Melbourne,-37.809952253931975,144.96658498386532,Private room,80,1,0,,,1,0
+4317696,Central & Quiet - Cosy Apartment Central Melbourne,7373012,Siobhan,,Melbourne,-37.81802675881975,144.96386045420968,Entire home/apt,130,2,82,2017-03-27,3.19,1,334
+10773008,Central CBD Location Location!,9780355,Katie,,Melbourne,-37.818686037827,144.97252804205772,Entire home/apt,199,2,54,2017-03-26,3.87,2,153
+2550062,"Piper, STUNNING Southbank apartment",7509953,Linton,,Melbourne,-37.82689047861514,144.9575129242658,Entire home/apt,165,2,46,2017-01-18,1.29,70,333
+14901787,Exclusive 2Bd 2Bth LUXURY CBD Pad WIFI PARKING GYM,1739996,Paul,,Melbourne,-37.84105959109187,144.97738206842442,Entire home/apt,100,2,27,2017-03-26,4.35,42,130
+7394631,25.MelbourneCBD BoysRoom $22/night,14967250,Jo,,Melbourne,-37.81447567490363,144.95421655700986,Shared room,34,3,5,2017-03-20,0.26,15,80
+17390527,Alessi – 2 Bdrm Penthouse*PARKING*View*Netflix*,20240994,LittleStay,,Melbourne,-37.810077293606064,144.94896376866598,Entire home/apt,229,2,2,2017-03-30,2,14,43
+14378146,Beautiful Master Bedroom + Million $$$ View,3597078,Rosi,,Melbourne,-37.81526531588604,144.9537906423183,Private room,100,2,6,2017-03-08,0.81,3,91
+14996835,Spacious 2 beds apt in Melb City + Free tram zoo 2,80621455,Bill'S,,Melbourne,-37.814791347973674,144.95406538889077,Entire home/apt,165,1,26,2017-03-25,4.08,9,208
+13820441,49th floor SKYLINE* 2BR 2BATH@HEART of Melb **WIFI,20339087,Lucy,,Melbourne,-37.80746229561677,144.95941736471346,Entire home/apt,228,3,29,2017-03-28,3.51,1,356
+15524428,Good location & good view in central Melbourne CBD,99468168,Mei,,Melbourne,-37.81030868432686,144.96416563326883,Entire home/apt,89,1,3,2016-12-04,0.68,1,112
+16340342,"Roland, the inner city pad with a view!",7509953,Linton,,Melbourne,-37.8100758716437,144.9630008423288,Entire home/apt,100,2,9,2017-03-22,2.78,70,151
+11461199,Clean & well lit Private Room,60279607,Brent,,Melbourne,-37.835377043509936,144.9792687972217,Private room,69,1,12,2017-03-11,0.92,1,158
+16771456,"Melbourne CBD, Brand New CBD Building with Ocean",85982167,Eileen,,Melbourne,-37.814350533112076,144.9443787394748,Shared room,30,1,7,2017-03-15,2.66,6,332
+17162833,MARTINI: Perfect Collins ST CBD 1BD launchpad!,115448014,Alana,,Melbourne,-37.81760524146026,144.9545861159705,Entire home/apt,149,1,6,2017-04-01,6,1,312
+12839311,Chic Laneway Treasure,9733590,Michael,,Melbourne,-37.816775752788104,144.96614145202835,Entire home/apt,115,3,1,2017-03-26,1,1,288
+5959919,CBD Fringe - free Wi-Fi & Parking,30932561,Warren,,Melbourne,-37.8031771287014,144.953265510813,Entire home/apt,201,14,5,2016-09-28,0.34,3,351
+1760258,Royal Stays 2Bdr Near Crown Casino,4170460,Royal Stays,,Melbourne,-37.828522608423285,144.95878001644857,Entire home/apt,201,7,17,2017-02-20,0.41,19,340
+16511224,New Deluxe Morden 2BR+Parking inCBD,46194814,Yin Ting,,Melbourne,-37.809937221173456,144.94993247315836,Entire home/apt,169,2,12,2017-03-24,4.93,1,138
+17683867,The best garden surrounded apartment in CBD,67151131,Leyla,,Melbourne,-37.81057908891517,144.9852753140969,Private room,66,1,0,,,1,164
+17225114,Elegance and Style with City Views,114870074,Rani,,Melbourne,-37.84173096751531,144.97775832791189,Entire home/apt,187,3,5,2017-03-30,3.33,1,204
+16769634,Flinders lane roof top Penthouse,34671352,Matt,,Melbourne,-37.816790041846055,144.9613940576771,Entire home/apt,281,2,8,2017-03-30,3.64,1,153
+16964615,Urban apartment Rooftop Spa/BBQ/Moonlight Cinema,108075831,Dreamhome,,Melbourne,-37.81089435671081,144.95132951294053,Entire home/apt,176,2,5,2017-03-18,2.54,3,352
+16509340,Urban style private level spacious room/ensuite,108504926,Matthew,,Melbourne,-37.80343747844793,144.94780033271837,Private room,100,1,15,2017-03-24,4.79,1,323
+4911363,Docklands facing river apartment,17316806,Tian,,Melbourne,-37.8246080834814,144.94769866468738,Private room,110,1,2,2015-02-17,0.08,1,0
+2022414,SPACIOUS 2BR CBD CORNER APT + STUNNING VIEWS!!,10394006,Daniel,,Melbourne,-37.81588950371558,144.95302956473012,Entire home/apt,189,2,106,2017-02-24,2.68,15,50
+14340417,City brand new 2 bed apt + carpark & amazing views,27519695,Rachel,,Melbourne,-37.81611358491198,144.95504450673522,Entire home/apt,169,1,41,2017-03-26,5.44,2,323
+6646213,The Best View In Melbourne! Top Floor Flinders St.,24911800,Eugénie,,Melbourne,-37.81612072041636,144.9674055628645,Entire home/apt,159,1,101,2017-04-02,17.31,4,171
+6840599,Melbourne's Finest,13410253,Jani,,Melbourne,-37.821119738038234,144.96482601870008,Private room,107,90,8,2016-08-19,0.40,1,0
+13230747,"Location city, rent private room",60476315,Enna,,Melbourne,-37.812226466121736,144.96882988831248,Private room,69,1,3,2017-03-12,0.30,3,91
+1763823,Gem Apts 3 Bed Deluxe with Views,5553847,Kellie,,Melbourne,-37.82529526552509,144.95714619454708,Entire home/apt,400,4,30,2017-03-19,0.76,15,328
+10214510,Best Stay Accommodations,52487333,Betsy,,Melbourne,-37.80579516126058,144.96555477978626,Entire home/apt,90,3,4,2017-03-15,0.41,1,189
+9885175,Fantastic city apt on river 2,5138361,Bron Neil And Mark,,Melbourne,-37.821216850237846,144.96799491136133,Entire home/apt,201,2,7,2016-07-16,0.47,15,0
+4450770,Room w/Ensuite + Living/Kitchen,8244858,David,,Melbourne,-37.792606764619386,144.91885299499958,Private room,149,2,20,2016-12-11,,1,362
+6870523,Garden View City Centre Apartment,241451,Niloofar,,Melbourne,-37.81124683778399,144.9528075715338,Entire home/apt,160,1,28,2017-01-07,1.35,2,120
+17292409,Brand New Apt // Trendy Modern Private Escape,1538856,Andrew,,Melbourne,-37.79799581219603,144.95236536369944,Entire home/apt,105,1,1,2017-03-31,1,3,230
+17751168,CBD best location- 2 bedroom Apartment,107719881,Spencer,,Melbourne,-37.80951825832923,144.96236264945418,Entire home/apt,165,2,3,2017-03-29,3,1,71
+9348549,Entire home/apt in South Yarra,16839403,Kegan,,Melbourne,-37.83145369901788,144.98599458581322,Entire home/apt,139,5,1,2016-01-05,0.07,1,0
+17782287,3. A comfortable room in the CBD,101654672,Michael,,Melbourne,-37.80967209351619,144.96922378279606,Private room,76,1,3,2017-04-01,3,8,177
+16474811,New Urban LATE Check out 1 BDR+Habour View+Wifi,104411077,Hazel,,Melbourne,-37.81540892480439,144.95196011017444,Entire home/apt,109,1,17,2017-03-28,6.22,1,41
+16150837,Large One Bedroom Apartment in Melbourne CBD,35809987,Stephane,,Melbourne,-37.82087146375518,144.95687857398764,Entire home/apt,121,1,0,,,1,0
+16741083,2BR Cosy Apt | Mel Heart | GYM&Pool | Pocket WIFI,107417903,Frangipani,,Melbourne,-37.808870171476215,144.95998525644663,Entire home/apt,204,1,9,2017-03-25,3.91,4,158
+6021753,Urbanit3s Studio in Melb's CBD,8530753,Jared,,Melbourne,-37.81605723712593,144.95213748839458,Entire home/apt,119,1,167,2017-03-28,7.08,50,341
+16864799,1min to Melbourne Central/CBD Apartment/Free zone,26113707,Shaoshan,,Melbourne,-37.811910236615,144.96028941625943,Private room,106,1,1,2017-01-21,0.41,7,298
+16988709,Cbd 2BD♡Parking ♡Great location,23929154,Anna,,Melbourne,-37.820754300400665,144.95609905808124,Entire home/apt,180,2,4,2017-03-12,2.03,3,335
+9267756,One Bedroom Apartment Holiday Deal!,48138991,Selene,,Melbourne,-37.80450887737725,144.97301256461452,Entire home/apt,148,15,1,2016-01-08,0.07,1,0
+13293105,"Big room, big bed, inner city.",75015014,William,,Melbourne,-37.793757237001785,144.9670226942997,Private room,52,5,5,2016-07-30,0.55,1,0
+3435050,Great Location Melbourne Waterside,17314386,Debbie,,Melbourne,-37.82542366498778,144.9455583837433,Private room,145,1,36,2017-03-18,1.20,1,333
+4937269,Heritage Listed Cottage in CBD,1753680,Gabi,,Melbourne,-37.793982821159894,144.92840331208467,Private room,100,1,10,2017-02-01,0.41,1,189
+14346801,The Floating BnB - Private Single,56159906,Maggie,,Melbourne,-37.81921038788135,144.94321018441178,Private room,69,1,25,2017-03-11,3.55,12,21
+16411197,Cozy private room in Melbourne CBD,107533423,Erwin,,Melbourne,-37.81392964773199,144.95637664475998,Private room,69,1,0,,,1,0
+16932024,Riverside Luxury in Docklands!,81573258,Gordon,,Melbourne,-37.821760950856216,144.9529492785584,Private room,85,1,0,,,1,89
+9796707,Incredibly light two bedroom flat,40433096,Chlo,,Melbourne,-37.818864824852064,144.98323278050268,Entire home/apt,260,1,7,2016-07-24,0.48,1,3
+13853417,LUXICO - Drewery Lane,11914644,Luxico Holiday Homes,,Melbourne,-37.80993575275772,144.96461713432942,Entire home/apt,308,7,1,2016-07-29,0.12,58,338
+14505552,Brand New 1br apartment in heart of Melb CBD 13,80621455,Bill'S,,Melbourne,-37.815805706023,144.95335636451375,Entire home/apt,110,1,32,2017-03-30,4.34,9,165
+2588035,Luxury and Convenience in Southbank,13140045,Colin,,Melbourne,-37.823183005424575,144.96180848411592,Entire home/apt,170,1,134,2017-03-23,3.67,2,347
+12839514,Stunning Art Deco Apartment in City,69502429,Peter,,Melbourne,-37.81763968645035,144.95903541651805,Entire home/apt,94,1,0,,,1,0
+9825379,Core Central of Melbourne CBD,44413758,Matthew,,Melbourne,-37.810440537337044,144.96390832460446,Private room,89,1,4,2016-07-30,0.26,2,244
+10181860,Modern QV Precinct,9003354,Madeleine,,Melbourne,-37.809504999828896,144.9653803892808,Private room,60,2,0,,,2,0
+9466183,Your private room in central city location,49057968,Emily,,Melbourne,-37.81508853530816,144.9574049172358,Private room,47,1,4,2016-06-14,0.26,1,0
+651578,Artist's Home in South Yarra,3273522,Louise,,Melbourne,-37.83360018126019,144.98398861337958,Private room,87,2,66,2017-02-20,1.20,1,81
+5470779,2 Bedroom Docklands Apartment,917425,Lisa,,Melbourne,-37.81295675747125,144.94092781522377,Entire home/apt,260,2,2,2016-09-24,0.12,4,363
+16469610,Modern accommodation in the heart of Melbourne,45589532,Cameron,,Melbourne,-37.81366074269151,144.97330885809183,Entire home/apt,94,2,7,2017-03-26,3.13,1,100
+14308995,Designer South Yarra Apartment + Wifi,2793499,Luxuria Property Group,,Melbourne,-37.83634192143908,144.97774006340083,Entire home/apt,149,3,19,2017-04-01,2.39,4,83
+16149140,36th Floor 2 Bedrooms Beautiful Southbank!,37181360,Shannan & Sasha,,Melbourne,-37.82148425044921,144.96303960874457,Entire home/apt,240,7,0,,,20,0
+14112394,Market Square North Melbourne,43050141,Brett,,Melbourne,-37.80431853211366,144.95729404956623,Entire home/apt,115,4,5,2017-01-18,0.73,17,258
+15242903,Noth Carlton Townhouse,30043102,Robson,,Melbourne,-37.797568381380835,144.97215711554648,Private room,76,1,12,2017-02-23,1.95,1,77
+10576684,"Sophia, brilliant 3BD apt w/ROOFTOP",7509953,Linton,,Melbourne,-37.802150990335356,144.9469011882744,Entire home/apt,250,2,27,2017-03-26,1.87,70,19
+15524663,Light and quiet and close to CBD,21815201,Richard,,Melbourne,-37.79017364378792,144.9236860440439,Private room,80,2,0,,,1,60
+15526554,Modern 3 Br 2 Bth apartment in Melbourne CBD,80621455,Bill'S,,Melbourne,-37.81406185697,144.95321953337032,Entire home/apt,229,2,15,2017-03-20,4.13,9,252
+16114493,Historical City Fringe Apartment,3354286,Vee,,Melbourne,-37.78948769187423,144.92303317708382,Private room,59,2,8,2017-04-03,3.16,1,171
+13363858,Bravo is an Exeptional inner City Penthouse,40937171,Michael,,Melbourne,-37.803314565878196,144.96359692437846,Entire home/apt,290,3,5,2017-01-29,0.78,1,344
+4483725,Designer Warehouse Apt: Middle CBD,22600754,James,,Melbourne,-37.81483951529688,144.9615325864987,Entire home/apt,149,2,121,2017-03-24,12.83,1,63
+17880735,Large modern 2bedroom in heart of Melb. wifi a/c,55324450,Bruce,,Melbourne,-37.808783519561345,144.95712850341855,Entire home/apt,138,1,0,,,2,138
+4942453,"Private Room, Ideal Location",25472826,Rachael,,Melbourne,-37.79574690739608,144.95565535970917,Private room,66,2,77,2017-03-18,3.88,1,56
+16604482,Convenient choice near city 近维妈近city好房,106974557,Daowen,,Melbourne,-37.80351836011804,144.9576473847255,Private room,100,2,0,,,1,0
+15648635,Melbourne CBD Deluxe Suite,100331249,Crystal,,Melbourne,-37.81440793529356,144.95319754021102,Private room,90,1,2,2017-02-04,0.52,1,255
+6415190,Spacious Central Carlton Studio,27886480,Terry,,Melbourne,-37.800231421676024,144.96475366824623,Private room,121,5,8,2016-12-09,0.37,1,358
+13226439,MODERN 2BDR 2BATHR APT + BEST LOCATION + WIFI,50626167,Short Stay Plus,,Melbourne,-37.814094554810204,144.9535337328556,Entire home/apt,210,1,54,2017-03-30,5.53,22,312
+15292080,Cosy CBD Living in Free Tram Zone,50635060,Camee,,Melbourne,-37.814028471135025,144.95330433168672,Entire home/apt,121,2,24,2017-03-17,4.04,2,289
+6577497,Central location just off the park.,26346573,Tony,,Melbourne,-37.79981116796704,144.97390600743535,Entire home/apt,160,2,3,2016-05-15,0.20,1,0
+9887060,Collins house,9624556,Lam,,Melbourne,-37.816001501285534,144.96577408279882,Entire home/apt,130,1,25,2017-03-29,1.57,1,64
+1434853,In the heart of Melbourne,6685443,Linda,,Melbourne,-37.81054842041774,144.97032387499405,Entire home/apt,180,2,9,2016-02-09,0.61,1,0
+12572334,SKY HIGH 2Bd CBD PAD *WIFI PARKING GYM POOL,1739996,Paul,,Melbourne,-37.830404952702686,144.96835843487048,Entire home/apt,100,2,59,2017-03-26,5.35,42,136
+9890497,2BR City View Apt + Free WiFi,22860147,Adji,,Melbourne,-37.809654819774586,144.95900832066613,Entire home/apt,210,3,20,2016-12-12,1.31,33,141
+14407356,Discovery Melbourne Mixed Dorm #9,71213604,Discovery Melbourne,,Melbourne,-37.80783335875853,144.95865313430568,Shared room,28,1,1,2016-12-26,0.30,67,364
+10640736,Lovely apt opp Vic market in City,54940333,Xhana,,Melbourne,-37.80462959326002,144.96006630380896,Private room,79,2,52,2017-03-23,4.03,2,9
+12211904,The Floating BnB - Private Double,56159906,Maggie,,Melbourne,-37.819548084586216,144.94501042557872,Private room,100,1,32,2017-03-27,5.19,12,27
+8672957,"Stunning luxury apt, great views!",5138361,Bron Neil And Mark,,Melbourne,-37.82231209743963,144.96598200295819,Entire home/apt,300,2,55,2017-02-18,3.10,15,146
+10214768,MODERN 1bd APT IN THE HEART OF CBD,52488349,Yeehui,,Melbourne,-37.80607328579843,144.95872488378396,Entire home/apt,125,5,1,2016-02-16,0.07,1,0
+3140313,CBD modern studio apartment,15945604,Stella,,Melbourne,-37.81740443922621,144.95405193594016,Entire home/apt,100,1,84,2017-03-17,34.52,1,86
+1760620,Brilliant Location in Melbourne CBD,9255864,Katie,,Melbourne,-37.82078038236439,144.9574706967473,Private room,100,2,113,2017-03-25,2.67,1,130
+7354943,Art deco apartment on leafy road,38538018,Patrick,,Melbourne,-37.840932958742975,144.97763396199252,Entire home/apt,149,1,1,2015-08-18,0.05,1,0
+17480829,Discovery Melbourne Mixed Dorm #45,71213604,Discovery Melbourne,,Melbourne,-37.80945973076895,144.95845228754686,Shared room,31,1,0,,,67,365
+11210646,1 Bedroom Apartment,40081020,28+Nights,,Melbourne,-37.823325177718985,144.9625909369154,Entire home/apt,157,3,1,2016-08-16,0.13,17,364
+13067118,Lygon Classic,42260023,Aaron,,Melbourne,-37.789081967117085,144.96859592296278,Entire home/apt,165,3,33,2017-03-14,3.21,7,153
+16495461,*New 108 on Flinders,81256811,Chris,,Melbourne,-37.815681754020694,144.9719517745991,Entire home/apt,166,1,18,2017-03-19,5.74,3,4
+2053828,"1BR waterview in Melbourne City,Carpark(need book)",7190278,Kevin & Ashley,,Melbourne,-37.816095588595594,144.9537404216982,Entire home/apt,118,1,154,2017-03-13,3.84,5,315
+13300451,Cosy town house close to everything,20901911,Jalila,,Melbourne,-37.79914297691511,144.97017015032432,Private room,55,7,3,2017-03-14,0.70,1,285
+8705779,Heart of Melbourne CBD,45701146,Lynn,,Melbourne,-37.81071161555684,144.96460184814688,Shared room,59,1,66,2017-03-29,3.66,1,348
+16668432,"ANYONE for TENNIS? Wi-fi, Netflix, Pool & Gym",104605632,Peter & Bronwyn,,Melbourne,-37.81630348136303,144.98349310700937,Entire home/apt,155,2,4,2017-03-20,1.88,3,63
+16830938,Spacious 3 Bedroom Apartment Carlton,4971509,Nadeen,,Melbourne,-37.798255580087556,144.9693785752614,Entire home/apt,290,2,2,2017-03-18,0.81,15,176
+9793948,Trendy 2 Bedroom Apartment,34875238,Nico Apartments,,Melbourne,-37.827680751252274,144.9565640929195,Entire home/apt,225,2,7,2017-01-30,0.55,13,357
+17689380,Central CBD 2 Bedrooms with FREE Carpark & Wi-Fi,120499064,ICare Property,,Melbourne,-37.80729431829837,144.96720650320842,Entire home/apt,159,1,1,2017-03-18,1,2,72
+15330103,LV 21 STYLISH 2BDR APT+ NEAR SOUTHERN CROSS +WIFI,50626167,Short Stay Plus,,Melbourne,-37.81511889109155,144.9539016508037,Entire home/apt,201,1,32,2017-03-27,5.30,22,331
+2909989,Close to CBD with Amazing view ,12064693,Andi,,Melbourne,-37.826171751623974,144.96547302533935,Entire home/apt,128,2,128,2017-03-27,4.57,1,114
+12610354,Julia 2 Bed 1 Bath,55440648,Platinum,,Melbourne,-37.821091503721696,144.96134020336768,Entire home/apt,320,3,0,,,2,288
+12772268,Luxurious 2 bedroom in Melbourne,24850341,Chu,,Melbourne,-37.80775987386384,144.9666915961868,Entire home/apt,195,3,46,2017-03-23,4.16,2,139
+12315436,The Floating BnB - Private Single,56159906,Maggie,,Melbourne,-37.81739046091012,144.9430911945748,Private room,69,1,35,2017-03-23,4.73,12,16
+13069078,One Bedroom Apartment in a Great Location (5),50335286,Condotel,,Melbourne,-37.80608098027245,144.96032454847096,Entire home/apt,149,1,29,2017-03-25,,5,341
+12834634,Stylish & Clean 2BR Apt + Free WiFi,22860147,Adji,,Melbourne,-37.81149016208096,144.96093868630396,Entire home/apt,190,3,6,2017-03-04,0.60,33,136
+7500200,"Molly, the Mayor of Lygon St",7509953,Linton,,Melbourne,-37.8035521762046,144.9654370913799,Entire home/apt,100,2,34,2017-03-16,1.72,70,342
+6249965,"Family/Group Getaway 2 bed, 2 bath.",30870639,Melbourne City Stays,,Melbourne,-37.817016917433406,144.96680768133137,Entire home/apt,250,3,8,2016-12-05,0.39,13,180
+14476247,Amazing views of Melbourne City!,65572251,Adrian,,Melbourne,-37.82919568029632,144.969516337882,Private room,69,2,8,2017-03-22,1.04,1,79
+5596132,Stylish Art-Deco Apartment in CBD,22469066,Earl,,Melbourne,-37.814195979196,144.96569561757153,Entire home/apt,152,1,11,2016-11-19,0.46,1,41
+14740323,The Santorini inspired 2 bedroom apt Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81381706881792,144.95471508230426,Entire home/apt,155,1,33,2017-03-19,4.46,29,148
+16834037,DUPLEX Ultimate CBD Laneway Living!,669279,Chammy,,Melbourne,-37.813249212025745,144.95930653708052,Entire home/apt,169,3,11,2017-04-02,7.02,6,34
+9976657,市中心新公寓楼大房间出租,51264827,Edith,,Melbourne,-37.81470101291454,144.9528079915303,Private room,50,7,2,2016-01-07,0.13,1,0
+11168614,Alpha Apartments Southbank,58109002,Nick And Helen,,Melbourne,-37.82684299713399,144.95488516919198,Entire home/apt,275,3,0,,,1,181
+15916576,"Best Location Paris End Apmt, Sleeps 6 + Parking",226112,Ash,,Melbourne,-37.81590792393577,144.97301029531187,Entire home/apt,242,2,2,2017-03-18,0.42,2,184
+17782658,Location Melbourne CBD. 2min walk to Crown Casino,121414204,Malini,,Melbourne,-37.82712692696063,144.9605513853585,Shared room,39,1,0,,,2,362
+189434,PositionPerfect Carlton Paris Style,913736,Danielle & Ruth,,Melbourne,-37.79870028783484,144.96671247342036,Entire home/apt,159,3,28,2017-03-27,0.53,12,325
+10258472,Wow !! View Apartment,52119182,Masudur,,Melbourne,-37.81401512729449,144.9430629667214,Private room,79,1,14,2017-03-03,0.98,1,364
+3105791,"Botanical Gardens, Great Location",15780791,Nicole,,Melbourne,-37.83511946475804,144.98417907218612,Entire home/apt,130,2,25,2017-03-30,0.91,2,83
+16180229,Immaculate Room @ Southbank,105645789,Ray&Rachel,,Melbourne,-37.82462790356488,144.96236339405746,Private room,142,1,2,2016-12-31,0.52,2,181
+17425412,Cbd near to everything !!!!,35948647,Panda,,Melbourne,-37.80763615821469,144.96574129167408,Private room,80,1,1,2017-03-30,0.88,1,77
+11956957,Magnificent CBD view No.3/2-BR Free Parking,24749898,HugoHome,,Melbourne,-37.81960781952395,144.94254125013106,Entire home/apt,195,1,57,2017-03-10,4.56,22,142
+6807095,Modern Airy Apartment Off Melb CBD,5559522,Carmen & Tiang,,Melbourne,-37.830427876365995,144.96913700375404,Entire home/apt,128,3,19,2017-03-11,0.91,1,328
+8408725,Hot spot west side Melb's CBD,10783769,Carlos,,Melbourne,-37.81212500148858,144.95216043955173,Private room,60,2,66,2017-03-29,3.66,1,361
+14212659,2BD 2BTH CITY LUXURY *WIFI PARKING POOL GYM TENNIS,1739996,Paul,,Melbourne,-37.82609802797516,144.96165696507927,Entire home/apt,100,2,46,2017-03-27,5.56,42,209
+16052675,Light-filled top floor apartment with leafy views,1209112,David,,Melbourne,-37.79692661053546,144.94460079553366,Private room,60,2,13,2017-03-16,3.15,1,5
+17228828,Relaxing Abode @ Melbourne,110139064,Danny,,Melbourne,-37.810435183760475,144.95069873515104,Entire home/apt,130,2,3,2017-03-18,2.81,1,125
+12544871,"CBD, 50 x 5* reviews, pool, gym, tennis, parking",36001475,Mark,,Melbourne,-37.8156793651665,144.95323348503936,Entire home/apt,145,1,70,2017-03-19,6.23,3,80
+12479384,Cozy 2BD APD in the heart of CBD,46362793,James,,Melbourne,-37.807880957413836,144.96295971237214,Entire home/apt,180,1,16,2017-03-12,1.41,4,62
+10972048,$350/w for Beautiful Large Room,56925881,Damon,,Melbourne,-37.809770930177585,144.96795194800686,Private room,60,1,1,2016-02-15,0.07,2,0
+4154421,Delightful deco in South Yarra!,1937262,Anthony,,Melbourne,-37.8369032846322,144.98264010808674,Entire home/apt,121,4,17,2017-03-28,0.64,1,27
+108032,Studio apartment on Collins Street,559227,Malcolm,,Melbourne,-37.81639168436881,144.9665196842208,Entire home/apt,140,3,145,2017-03-25,2.05,2,330
+7749557,CARLTON/ INNER CITY COTTAGE /QUIET,1164900,Tom,,Melbourne,-37.799647217309456,144.97422690950606,Entire home/apt,160,3,27,2017-02-17,1.48,2,333
+6126181,Royal Stays 1 Bdr with City Views,4170460,Royal Stays,,Melbourne,-37.82843850111245,144.95779888487252,Entire home/apt,149,5,2,2016-02-03,0.13,19,11
+17455028,huge room near Crown with free park,118159760,Qiao,,Melbourne,-37.82677981062146,144.95578573806307,Private room,89,1,3,2017-03-19,2.50,2,154
+8543844,Huge Double Room in Prahran for two,14333939,Gill,,Melbourne,-37.84594077514428,144.98476034444573,Private room,60,5,0,,,1,0
+17392697,"CBD FREE TRAM ZONE, HERITAGE BUILDING Private room",81188764,Elena,,Melbourne,-37.81778681192244,144.95763142342548,Private room,69,1,4,2017-03-23,4,3,151
+11461690,Clarendon 1 Bed 1 Bath Apartment,24030407,Christina,,Melbourne,-37.82671740810159,144.9578499899953,Entire home/apt,139,2,0,,,6,92
+17721423,The Southbank paradise,90726712,Suchint,,Melbourne,-37.82516019757175,144.96168222944783,Entire home/apt,201,1,3,2017-04-02,3,1,170
+12115553,Stunning Views from the heart of Melbourne,62166053,Anna,,Melbourne,-37.817528400780056,144.95590309919677,Entire home/apt,128,1,74,2017-03-28,6.43,2,129
+12115576,The Centre of Melbourne,8057178,Tristan,,Melbourne,-37.8180561119343,144.96665557446568,Private room,80,2,1,2016-10-17,0.18,2,358
+17782735,"Cozy, 2Bed Apartment Melbourne city",67505974,Kuseul,,Melbourne,-37.816749147796926,144.97113803923514,Private room,60,2,2,2017-03-28,2,1,75
+4320162,1BR Skyhigh City Pad + Free Wifi,22352901,Sylvia,,Melbourne,-37.80955546075648,144.96207815056042,Entire home/apt,138,2,170,2017-03-19,8.70,4,301
+1823224,New York Style Two Floor Apartment,1469142,Martyn,,Melbourne,-37.81062880513183,144.9850999515732,Entire home/apt,281,1,80,2017-03-25,1.93,1,179
+10970191,Exclusive Stays - The Century,10190138,Tony,,Melbourne,-37.822346356657015,144.96753912609628,Entire home/apt,430,1,12,2017-03-28,0.98,14,359
+15652826,Central Luxury With Comfort and Style,69944298,Rob,,Melbourne,-37.81708519609763,144.9698079968724,Entire home/apt,189,1,42,2017-03-30,8.03,1,145
+16180311,"Tiara, 1BR in an incredible Southbank location.",7509953,Linton,,Melbourne,-37.82729472135692,144.95777249193844,Entire home/apt,165,2,4,2017-03-13,1.88,70,113
+6187996,1BR Southbank Retreat near Crown,15200627,Jean-Luc,,Melbourne,-37.82531103120184,144.9572048265945,Entire home/apt,140,2,61,2017-03-14,2.66,2,331
+15652855,2BR Modern InnerCity Deco Apartment,34635336,Annie,,Melbourne,-37.7954242028579,144.94918317916068,Entire home/apt,155,1,4,2017-01-03,0.92,2,157
+10578941,Melbourne central location!!,50799833,Nick Ritchie,,Melbourne,-37.8083264673843,144.96443551302693,Private room,89,2,3,2017-03-28,3,1,365
+908963,My Studio Room South Yarra Botanic Gardens,4859910,Milo,,Melbourne,-37.83609808099174,144.97779721407704,Private room,87,7,49,2017-02-14,1.02,5,4
+14407695,Discovery Melbourne Mixed Dorm #12,71213604,Discovery Melbourne,,Melbourne,-37.80936642552548,144.95873994992647,Shared room,28,1,0,,,67,364
+7072740,Heart of Melbourne - Dreamy Bedroom,2636260,Stella,,Melbourne,-37.81025454529066,144.95849530372715,Private room,83,2,62,2017-03-14,4.65,2,319
+9333760,"Main room, private, next to CBD",47286310,Luke,,Melbourne,-37.80104054478123,144.94861318389283,Private room,38,1,37,2017-02-14,,2,148
+13885125,Experience CBD Living in Free Tram Zone,1583540,KellyAnn,,Melbourne,-37.816265482312865,144.95485410952082,Private room,94,2,34,2017-03-30,4.25,1,145
+6841473,Apartment w Pool & Gym - Free tram,17572949,David,,Melbourne,-37.823295254259044,144.9533622773858,Private room,41,1,5,2015-07-24,0.23,1,0
+16690782,waterfront and park views spacious master room,53016902,Yanchun,,Melbourne,-37.82085683835493,144.9410613805171,Private room,90,3,5,2017-04-01,1.97,2,341
+15262865,Highlife **WHAT A BIG SPACE**,73274465,Stephen J,,Melbourne,-37.808003504187035,144.97178945113754,Entire home/apt,290,2,27,2017-03-27,4.40,2,125
+10444515,EntireHome Modern Apartment in CBD,34186903,Kitty,,Melbourne,-37.809933015912975,144.9593453337527,Entire home/apt,180,1,23,2017-02-11,1.58,1,281
+10347682,1 bedroom 6* Southbank apartment,53128147,Billy,,Melbourne,-37.82213696707037,144.96280346995664,Entire home/apt,121,1,0,,,1,0
+9440938,Loft Style Apartment In CBD,30900122,S&S,,Melbourne,-37.81459007738992,144.95227187847823,Entire home/apt,142,1,151,2017-03-23,9.02,8,317
+16786697,Comfortable and spacious flat in the best location,111527892,Lara,,Melbourne,-37.81273028608863,144.9537458840624,Private room,60,1,9,2017-03-30,5.63,1,0
+10347692,Twin Sharing Apt for 1 person CBD,50870811,Abhay,,Melbourne,-37.809508061813595,144.96227832349504,Shared room,45,1,0,,,1,0
+15426738,Melbourne NY Style Loft,77609147,Jose Francisco,,Melbourne,-37.80836436660919,144.96704447671567,Entire home/apt,176,2,5,2017-03-26,1.38,1,3
+14751846,Cozy new apartment with beautiful view,91950907,Vicky,,Melbourne,-37.80028532061345,144.95462232834868,Private room,58,1,4,2017-01-29,0.54,1,0
+16245957,Unique Loft Styled 2 Bedroom Penthouse on Spencer,68551804,Emily,,Melbourne,-37.812125536596824,144.95216800370505,Entire home/apt,130,2,16,2017-04-01,4.75,4,49
+17325814,Perfect City Location,116959242,Dan,,Melbourne,-37.81420735238867,144.9411812596597,Entire home/apt,94,3,0,,,1,213
+17480570,Discovery Melbourne Mixed Dorm #43,71213604,Discovery Melbourne,,Melbourne,-37.80805383433942,144.96010126470895,Shared room,31,1,0,,,67,358
+15525076,墨尔本大学两房带车位,28093903,Leslie,,Melbourne,-37.801753268237874,144.9545606785107,Entire home/apt,180,1,19,2017-04-01,3.52,5,167
+10478800,Vibrant inviting CBD apartment,8668033,Jack,,Melbourne,-37.81591187398451,144.95324284631258,Entire home/apt,145,1,32,2017-01-20,2.67,1,355
+14345441,The Floating BnB - Twin share lower single,56159906,Maggie,,Melbourne,-37.820743037075964,144.93946779143374,Shared room,42,1,32,2017-03-29,5.16,12,11
+9888964,2BR CBD Urban Apartment + Free WiFi,22860147,Adji,,Melbourne,-37.809771819847455,144.95881926631387,Entire home/apt,201,3,22,2017-01-08,1.45,33,135
+16147682,The Allůvial Studio in Melb's CBD,8530753,Jared,,Melbourne,-37.81296138456972,144.9599209008246,Entire home/apt,114,1,25,2017-03-28,6.36,50,343
+5494888,Cozy apartment in middle of city,9730589,Hinyaw,,Melbourne,-37.809146489845055,144.9627357668517,Private room,35,1,0,,,1,276
+1497122,"Collins St, Melbourne",7251621,Robert,,Melbourne,-37.81783247819339,144.96096304944027,Entire home/apt,121,1,197,2017-03-26,4.81,1,291
+14407794,Discovery Melbourne Mixed Dorm #14,71213604,Discovery Melbourne,,Melbourne,-37.80770660816679,144.9597983693212,Shared room,28,1,10,2017-01-23,1.62,67,334
+17917186,Level 18 Sanctuary Space! Love\(^.^)/ it!,41678718,Ken,,Melbourne,-37.81531963240936,144.9534953062078,Entire home/apt,98,1,0,,,15,300
+17786110,City Vibes in West Side CBD,31261081,Charmaine,,Melbourne,-37.814261517698206,144.95468938086313,Private room,69,1,1,2017-03-31,1,1,38
+9479619,"Homey flat, good quality of hosting",7218940,Cecilia,,Melbourne,-37.81251273452476,144.94337632060547,Private room,58,2,38,2017-03-31,2.27,1,259
+907354,My Loft Room South Yarra Botanic Gardens,4859910,Milo,,Melbourne,-37.83763683425606,144.97987035475867,Private room,87,7,64,2017-03-30,1.30,5,12
+16803083,HugeBalcony/2Bd2Bth/Free Tram/Etihad/DFO/CBD,111721187,Kate,,Melbourne,-37.82070905413802,144.9440394608062,Entire home/apt,180,1,24,2017-03-22,9.47,4,145
+17229079,Furnished Apt in the Heart of CBD!,116043204,David,,Melbourne,-37.81469120080105,144.95151630890493,Entire home/apt,110,1,2,2017-03-27,2,1,47
+9594130,Large 1BR with roof terrace,31688973,Chris,,Melbourne,-37.81271892518071,144.95155160532673,Entire home/apt,170,7,11,2017-02-13,0.76,3,288
+4810715,Heritage Beauty - Ideal Location,17956774,Miles,,Melbourne,-37.81805032414378,144.96391401901758,Entire home/apt,139,2,143,2017-03-12,5.19,3,170
+17032485,"Neo200 2BR with Gym/Pool, Next to Southern Cross!",26680323,Luke,,Melbourne,-37.81718077060903,144.95405362057326,Entire home/apt,128,1,2,2017-03-05,1.15,2,37
+8414515,Convention Centre Convenience,13935345,Kathy,,Melbourne,-37.826852267853106,144.9597622843436,Private room,75,2,42,2017-03-24,2.27,2,23
+14542137,Luxury living in the city,22002194,Aidan,,Melbourne,-37.81040965763688,144.96840735886855,Private room,80,1,10,2017-02-15,1.35,2,364
+11461964,Clarendon 2 Bed 1 Bath Apartment,24030407,Christina,,Melbourne,-37.82717263568125,144.95928223549723,Entire home/apt,229,2,6,2016-09-25,0.46,6,364
+15787343,Spacious 1 bedder with balcony,24850527,Grace,,Melbourne,-37.80376345024089,144.9544345074505,Entire home/apt,97,2,3,2017-01-27,0.69,1,53
+17720348,DreamLocation/Luxury Apartment/ViewOf MelbourneEye,51039276,KiKi,,Melbourne,-37.813378539880006,144.93732435557598,Entire home/apt,88,1,1,2017-03-23,1,4,335
+15425342,Connie House MY80(4)&Share Room,29142947,Suu,,Melbourne,-37.81007611733573,144.96156302363636,Shared room,80,1,0,,,4,364
+13941646,Iluminated apartment in Hawthorn,17914193,Gisele,,Melbourne,-37.81739414801027,144.96376246093467,Entire home/apt,60,3,0,,,1,0
+16278884,Harbour Treasure - 3BR/3BA/FreeParking,24749898,HugoHome,,Melbourne,-37.814864715193984,144.94035694663702,Entire home/apt,338,1,20,2017-03-15,5.50,22,287
+9889126,2BR Modern City Pad & Free WiFi,22860147,Adji,,Melbourne,-37.81168946659906,144.9596845768342,Entire home/apt,165,3,33,2017-03-23,2.13,33,142
+11432463,The Rooftop 2 bd 2 bath + fireworks,35789055,Eden+Cony,,Melbourne,-37.81479605756024,144.95200979493416,Entire home/apt,169,1,68,2017-03-21,5.22,29,135
+17098105,Experience the Colour of Melbourne,69292279,Hilary,,Melbourne,-37.81853905105872,144.965379431545,Entire home/apt,121,2,5,2017-04-02,3.85,1,38
+5206582,Home Away from Home - Central Melbourne,26936048,Hala,,Melbourne,-37.799571350284005,144.94882185618104,Private room,63,2,16,2017-03-22,0.62,1,25
+13231510,Pinnacle luxury serviced apartment on LaTrobe St,60438467,Leigh And Darnish,,Melbourne,-37.808059577581936,144.96938386230767,Entire home/apt,300,2,34,2017-03-10,3.67,1,133
+15918496,CBD Apartment with Stunning View from 42nd fl !,103268894,Jeremy Ryan,,Melbourne,-37.8162582989513,144.95417365276288,Private room,90,1,28,2017-04-01,6.32,1,46
+14704457,Lacrosse - Boutique 2 bedroom & 2 bathroom!,13545669,Mandy,,Melbourne,-37.81645694987276,144.94540387238905,Entire home/apt,176,1,30,2017-03-26,5.08,4,332
+13067687,"LOCATION, CARPARK, FREE WIFI! 2 BR APT , Nth Melb.",61295104,Jessica,,Melbourne,-37.80127800371313,144.95515805253964,Entire home/apt,145,1,3,2016-07-10,0.33,1,0
+17194850,"Beautiful CBD views free WIFI & free carpark, pool",47936742,Naomi,,Melbourne,-37.82390966657297,144.9665071115306,Entire home/apt,201,2,6,2017-04-02,4.74,3,156
+9892413,Horizon Suite,18858205,Kieran&Nick,,Melbourne,-37.81211053891847,144.95536931813353,Private room,94,1,54,2017-03-26,3.92,4,155
+14640592,Private room in spacious sunfilled apartment,2358789,Noushin,,Melbourne,-37.84303973043145,144.97805096257983,Private room,69,1,3,2017-03-11,0.79,1,216
+5993031,Private Room CARLTON Melbourne 3053,31117154,Fer,,Melbourne,-37.798427675552425,144.970057289552,Private room,59,3,14,2017-02-25,0.62,1,353
+14902741,Designer+Modern 1BD Suite in Central Melbourne,51172609,Lisa,,Melbourne,-37.81576622536172,144.9539749141582,Entire home/apt,109,1,28,2017-03-24,4.35,19,58
+3139019,Modern City Apartment near MCG,15406711,Anne,,Melbourne,-37.8114832370999,144.9842835371966,Private room,85,1,27,2015-05-04,0.85,1,0
+7333350,Melbourne City Apartment,37524104,Calan,,Melbourne,-37.814782692119834,144.9525898339856,Entire home/apt,149,2,2,2016-04-10,0.12,1,149
+15887597,My Penthouse Room in Melbourne,8817158,Jamie,,Melbourne,-37.84627323199027,144.97985899701916,Private room,149,2,16,2017-03-18,3.56,1,176
+11956996,Magnificent CBD view No.2/2-BR Free Parking,24749898,HugoHome,,Melbourne,-37.81869927522997,144.9400224962198,Entire home/apt,225,1,68,2017-03-18,5.44,22,144
+8447443,Luxury Top Floor #1 ~2bdm CBD ((Wi-Fi & Car Park)),23146639,Lance,,Melbourne,-37.815523109124804,144.95527178767756,Entire home/apt,190,1,71,2017-04-01,3.83,3,60
+8740764,City Views,45855038,Wylie,,Melbourne,-37.81434527131685,144.95276229843415,Shared room,100,1,0,,,1,365
+1851373,Beautiful 1BD apartment in CBD,2825657,Claire,,Melbourne,-37.81162896053341,144.97213982538022,Entire home/apt,155,4,43,2017-03-25,1.10,1,64
+16113566,CBD Batman st Flagstaff Garden View,5649711,Beryl & Adam,,Melbourne,-37.81018111006232,144.95300377443067,Private room,69,1,15,2017-03-21,4.17,4,258
+17520905,E&R Home - Best Choice for Backpackers!,118776580,Emma,,Melbourne,-37.80162841071377,144.9558178708418,Shared room,33,1,8,2017-04-02,8,1,268
+3139102,24th floor above Sheraton,7347737,Greg,,Melbourne,-37.812883032518,144.9734202426874,Entire home/apt,176,2,124,2017-03-26,3.62,1,298
+17770079,Comfy BRAND NEW 2BDR APT + CITY VIEW + WIFI,117086003,Li,,Melbourne,-37.8117526425967,144.95888250463003,Entire home/apt,190,1,0,,,1,152
+9596139,CBD New Bright Sunny Apartment 1,47968564,Emma,,Melbourne,-37.81646616903874,144.95476641767857,Entire home/apt,110,1,94,2017-03-23,7.44,1,56
+16410157,Comfortable stay in the heart of Melbourne,107524902,Mohit,,Melbourne,-37.80976217613702,144.96733196299405,Private room,55,1,5,2017-01-25,1.42,1,0
+6481468,"Miles, 1BED River view WIFI+Parking",7509953,Linton,,Melbourne,-37.820007669486145,144.95678978445324,Entire home/apt,160,2,30,2017-03-11,1.39,70,302
+13100597,"Charlie, the 2 Bedroom central city STUNNER",7509953,Linton,,Melbourne,-37.81347240115445,144.9578812510016,Entire home/apt,180,2,26,2017-03-21,2.45,70,0
+6253862,2BR Apartment Free Wi-Fi & Car Park,22860147,Adji,,Melbourne,-37.81484268497329,144.97161860662237,Entire home/apt,210,3,35,2017-01-27,1.53,33,132
+6976275,ABC Accommodation - 534 Flinders,3264405,Tina,,Melbourne,-37.819898902781816,144.95660759732112,Entire home/apt,250,2,0,,,2,323
+11260178,2 BEDROOM Carlton Apartment,4971509,Nadeen,,Melbourne,-37.798723502217534,144.9706046323332,Entire home/apt,122,2,27,2017-04-02,4.22,15,338
+16235173,Heart CBD 3BR & 2Bath with 2 parking,10810140,Alex,,Melbourne,-37.81648210666049,144.9706172221193,Entire home/apt,321,3,20,2017-04-02,6.06,3,121
+17000060,Cosy Stay 2 blocks Melb CBD - Share with 1 Person,113915084,Adair,,Melbourne,-37.80379806816166,144.96516297227893,Shared room,39,1,1,2017-02-08,0.54,2,0
+17688198,"Resort style, 10 mins walk to CBD.",34565630,Casper,,Melbourne,-37.8257279956405,144.96724923575394,Private room,69,1,0,,,1,109
+17527406,The Water edge 2 BD 2 BATH apt in CBD free tram,35789055,Eden+Cony,,Melbourne,-37.81608524189891,144.9536392882006,Entire home/apt,160,1,6,2017-03-24,5.62,29,148
+3013563,"Parkville Mews, University precinct",15358473,Parkville,,Melbourne,-37.79599765599472,144.95544542558602,Entire home/apt,125,1,48,2017-04-01,1.63,1,344
+2119988,Sleep me at best location with view,10810140,Alex,,Melbourne,-37.80848015853092,144.96016145023862,Entire home/apt,145,3,112,2017-04-02,6.21,3,149
+13988466,"Private room ensuite Southbank,perfect view",52833716,Reza,,Melbourne,-37.82792099940995,144.9590357203209,Private room,69,2,2,2017-03-21,0.29,1,4
+13968724,在墨尔本CBD市中心38层看风景City View on 38 Floor MelbourneCBD,83270025,铭淇,,Melbourne,-37.81570993877638,144.95352762385804,Private room,85,3,43,2017-03-30,5.18,1,15
+15720456,Waterfront private room in Melbourne CBD,15248216,Rosieanna,,Melbourne,-37.8222373111407,144.95353482218934,Private room,73,2,9,2017-03-30,3.14,1,119
+8513168,The skyhigh studio in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.815743885978534,144.9536355151107,Entire home/apt,100,1,87,2017-03-24,4.79,29,68
+17950323,*NEW* Stunning Designer Studio in Historical Icon,2462068,Jared And Kristy,,Melbourne,-37.80637278111917,144.96907844996335,Entire home/apt,138,1,1,2017-03-31,1,1,166
+2579216,Modern Room with private bathroom,12076196,Emma,,Melbourne,-37.822255397666304,144.96704274837063,Private room,75,2,60,2017-03-30,2.86,1,19
+2257483,Welcome to the Heart of Melbourne!,11529648,Jess & Tim,,Melbourne,-37.8182729195956,144.96693323923847,Entire home/apt,84,5,168,2017-03-26,4.53,2,264
+17522725,CBD 1 Bedroom Apartment in FREE TRAM ZONE,18001662,Clarice,,Melbourne,-37.816064246181874,144.95344292164734,Entire home/apt,121,1,6,2017-04-02,6,6,153
+13982107,Modern North Melbourne Apartment,21790663,Haoran,,Melbourne,-37.800388749761154,144.95614916286567,Private room,48,3,2,2017-03-31,0.23,1,75
+14313185,Retro apartment in North Melbourne.,470266,Olivia,,Melbourne,-37.799578872107624,144.94736654813659,Entire home/apt,88,3,10,2017-03-29,1.83,1,139
+16606956,*City*Whole master bedroom near CBD,109042074,Heidi,,Melbourne,-37.804945366265514,144.96226482047587,Private room,89,1,12,2017-03-18,4.56,1,92
+9399621,VICKY-CBD luxury 2br+Carpark+Netfix,1410571,Vicky,,Melbourne,-37.81490051579221,144.95145436294487,Entire home/apt,220,2,85,2017-04-01,7.68,4,166
+15165142,Quiet CBD Docklands Aparment,40678572,Christie,,Melbourne,-37.81584010284092,144.9382297790316,Entire home/apt,139,2,4,2017-01-21,1.19,1,214
+2909830,Central Modern 2BR Apt with Balcony,13971190,Andy,,Melbourne,-37.81926742860301,144.95521231228489,Entire home/apt,159,2,102,2017-03-18,3.14,3,152
+16798342,"Bayside City Escape, 1 bed apt bay views",111671929,Sharon,,Melbourne,-37.82368537658095,144.9633781137685,Entire home/apt,121,2,5,2017-03-19,2.94,1,19
+809366,Hip Central CBD 1br Apt w/roof pool LONSDALE ST,3427421,Miranda,,Melbourne,-37.809241617352974,144.96765831314127,Entire home/apt,125,2,125,2017-03-25,2.54,1,105
+11953960,Modern studio in Melbourne CBD,58292850,Yathu,,Melbourne,-37.79888041251964,144.95438949493996,Entire home/apt,84,5,1,2016-04-04,0.08,1,0
+16731895,Bright Spacious 2Bedroom 2Bath Southbank Apartment,81213063,Lucia,,Melbourne,-37.82992804116435,144.96973601709385,Entire home/apt,159,2,5,2017-03-18,3.19,1,146
+550716,"(9) City-edge 2bd apt, killer views",1612516,Haydn,,Melbourne,-37.810882000445325,144.9806842041202,Entire home/apt,250,14,0,,,6,365
+5105483,Smart cosy room in Carlton,22144820,Luca,,Melbourne,-37.793513563599205,144.97113161980207,Private room,59,5,1,2017-01-15,0.37,1,0
+16246595,CBD two bedroom with free car park,91646684,Xia,,Melbourne,-37.80802677797572,144.96347153075632,Entire home/apt,180,1,15,2017-04-02,3.85,4,329
+17558892,Tiffany’s Suite in Melbourne’s CBD,8530753,Jared,,Melbourne,-37.81468877966322,144.95221652827829,Entire home/apt,128,1,3,2017-03-25,3,50,350
+14953728,2 Bedroom Standard - Queen & Double Beds,94128211,Christopher,,Melbourne,-37.800625787685775,144.96894813160893,Entire home/apt,242,1,0,,,6,325
+14477158,Mid Sky Studio in Melbourne CBD!,24508892,Joseph,,Melbourne,-37.81456080170195,144.95396393819036,Entire home/apt,107,1,47,2017-03-19,6.24,9,140
+5827457,Amazing Location!,30250344,Casey,,Melbourne,-37.81548762883931,144.9682513885492,Entire home/apt,176,3,114,2017-03-27,4.70,4,137
+17686690,QB in brand new CBD 2 BR apartment,944416,Leisha,,Melbourne,-37.81503801661937,144.95396328596982,Private room,75,2,0,,,1,142
+13068164,Ellé Rouge in Melbourne’s CBD,8530753,Jared,,Melbourne,-37.817897571185114,144.95459838240677,Entire home/apt,125,1,58,2017-03-27,5.74,50,348
+4513963,Boutique Short-Stay Apartment,23405421,Kristin,,Melbourne,-37.80993293443591,144.96173128182215,Entire home/apt,176,3,9,2015-04-06,0.33,1,302
+1923545,"Sky Garden in Southbank, Melbourne",3612108,Richard,,Melbourne,-37.82273901556413,144.9676525668623,Entire home/apt,199,4,163,2017-02-24,4.36,1,227
+17783313,Fantastic apartment in the heart of Melbourne CBD!,34092249,Josh,,Melbourne,-37.81605115071199,144.96047280398275,Entire home/apt,100,2,3,2017-03-25,3,1,311
+9760194,Luxury Living Melbourne CBD (2),50335286,Condotel,,Melbourne,-37.811537211981495,144.96099319415,Entire home/apt,240,1,27,2017-03-25,1.75,5,359
+13264795,639 Lonsdale Street -Convenience at its best!,73892723,Shreyas,,Melbourne,-37.81564491353663,144.95259915016734,Private room,94,2,0,,,1,0
+14903198,"Unbeatable Location, Spacious and Modern",7149792,Alex & Noirit,,Melbourne,-37.813884862079995,144.96202651338143,Entire home/apt,102,1,22,2017-04-01,3.17,3,141
+15358488,4607 PLATINUM TOWER,23952359,Matthew & Jason,,Melbourne,-37.827333464625575,144.95951820959993,Entire home/apt,400,3,12,2017-03-26,2.40,11,129
+16244918,"Concept Blue Russell St, Pool/Gym/Great Views!",12108076,Jonn,,Melbourne,-37.80922738411257,144.96718849010676,Entire home/apt,159,1,22,2017-03-19,6.00,4,9
+13752864,Master room private,65023971,German,,Melbourne,-37.82596767316747,144.96831907881665,Private room,100,1,0,,,1,364
+10739864,The Virtuē in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81969513370718,144.9568486252702,Entire home/apt,125,1,115,2017-03-27,8.04,50,331
+13307938,South Yarra Room,75189282,Nadja,,Melbourne,-37.83498233322581,144.97545792778627,Private room,60,1,21,2017-03-18,2.23,1,168
+11658617,Abbeville Apartments,61872458,Margaret,,Melbourne,-37.795680594788145,144.94741282331978,Entire home/apt,220,7,1,2016-07-21,0.12,1,0
+7989206,The City Lifestyle Awaits You,18789713,Connie,,Melbourne,-37.82547958093611,144.95950968860902,Entire home/apt,135,2,4,2016-03-06,0.25,1,149
+10446808,Room / Queen Bed/ Central Location,30384139,Alice,,Melbourne,-37.827775956001865,144.95822258387457,Private room,83,3,0,,,1,276
+14903257,Discovery Melbourne Mixed Dorm #19,71213604,Discovery Melbourne,,Melbourne,-37.81014201882411,144.9583767927848,Shared room,28,1,2,2016-11-26,0.31,67,365
+14737618,Clean and Bright House,87438720,Erica And Pax,,Melbourne,-37.80057762460486,144.97259489547164,Private room,88,2,39,2017-02-05,5.60,1,20
+12898996,Resort In The City - Private Room,4223006,Kate,,Melbourne,-37.82453078132373,144.966425182589,Private room,80,2,15,2017-03-21,2.17,2,332
+1009577,Best Melbourne Location - Carlton,4971509,Nadeen,,Melbourne,-37.79993745627869,144.9676341092882,Private room,92,2,262,2017-04-02,5.90,15,341
+16639988,"Home away from home, good atmosphere, free parking",30620263,Andy,,Melbourne,-37.796188903344266,144.92454964595922,Private room,79,1,6,2017-03-25,2.12,1,180
+16409983,QV 2 Bedrooms / Melb CBD / Gym / Pool / Sauna,107523395,Soutarou,,Melbourne,-37.80966651900949,144.96536294653552,Private room,128,1,4,2017-03-25,1.12,1,180
+1009674,Gem Apartments Two Bedroom w Views,5553847,Kellie,,Melbourne,-37.8259847885992,144.95639099447612,Entire home/apt,275,4,7,2016-01-27,0.19,15,314
+16017415,~Unparalleled Views In World's Most Liveable City~,51172609,Lisa,,Melbourne,-37.80694633433907,144.96603251202194,Entire home/apt,140,1,23,2017-03-30,5.61,19,71
+15594179,Melbourne CBD Apt for Female guest,37134776,MinJi,,Melbourne,-37.80559778505348,144.96109356786187,Shared room,68,2,3,2017-03-27,0.57,1,347
+2449576,"Southbank Warehouse, Free Parking & Wifi",3373049,Terry,,Melbourne,-37.828397752708376,144.9599928521761,Entire home/apt,149,1,258,2017-03-31,9.94,1,315
+14082293,Spacious 1 Br near Crown and MCEC,83920789,Haig,,Melbourne,-37.82628902500537,144.9573803754489,Entire home/apt,110,1,53,2017-03-26,6.28,2,136
+682045,THAT S YOUR ROOM VIEW..............,3474196,Hakan,,Melbourne,-37.801177268137394,144.96297856987476,Private room,80,2,6,2017-02-25,0.33,1,364
+11827962,The Nest,18170568,Adrienne,,Melbourne,-37.80500889352036,144.9421138238585,Entire home/apt,90,1,0,,,1,0
+15891191,Sophisticated Pad with Unobscured Melbourne Views,103069716,Tam,,Melbourne,-37.82673420649519,144.96056016782995,Entire home/apt,145,2,14,2017-03-24,3.41,1,79
+15858430,City Gardens Professional Apartment,45479511,Rebecca,,Melbourne,-37.79795568146293,144.944430663413,Entire home/apt,135,2,17,2017-03-27,4.25,2,160
+14154502,UrbanMinder @ Opus I,47763720,UrbanMinder,,Melbourne,-37.820830951038076,144.96818561339148,Entire home/apt,250,2,4,2017-03-05,0.50,23,234
+14580498,Quiet location on the doorstep of Melbourne!,22581703,Chuck,,Melbourne,-37.80499521324152,144.96701885442639,Entire home/apt,164,4,3,2017-02-22,0.42,1,105
+14056987,Melbourne's Paris- End Delight.,28306554,Stephanie,,Melbourne,-37.814743061656536,144.97342059858892,Entire home/apt,121,3,1,2016-09-30,0.16,1,213
+6943876,Paris End Apartment Sheraton (2 bd),19828291,Avivo,,Melbourne,-37.8130120184248,144.97329773394443,Entire home/apt,275,4,32,2017-03-19,1.54,4,349
+5995293,Location location location!,4316283,Mark And,,Melbourne,-37.82780933505257,144.95653713402902,Entire home/apt,220,2,57,2016-03-05,2.41,1,37
+12843830,Beautiful ensuite private room,68034887,Mary,,Melbourne,-37.827068102493946,144.95842602615303,Private room,79,1,19,2017-03-27,2.25,1,337
+11664158,Prime CBD Location! Free Carpark Netflix Gym/Pool,61915494,Alice,,Melbourne,-37.811122016209715,144.96572145520136,Entire home/apt,199,1,83,2017-03-30,7.30,6,91
+17955659,larger new room with queen size bed,116971171,Vincent,,Melbourne,-37.81578885809894,144.95442362603606,Private room,75,2,0,,,1,54
+6814543,Superb Location near the City,35681519,Sheena,,Melbourne,-37.827697358084606,144.9586998688245,Private room,89,1,3,2017-02-04,0.14,1,337
+8911652,A Real New York Style Apartment!!,46609809,Marie-Adele,,Melbourne,-37.81639999740649,144.96241855781057,Entire home/apt,169,2,109,2017-04-01,6.36,1,292
+14412626,Comfortable and high cost-effective Bedroom in Mel,49221857,Steven,,Melbourne,-37.80700541939973,144.9595350396943,Private room,41,4,15,2017-03-31,2.14,2,301
+16743251,Private Room with City Views in North Melbourne!,4115448,Angela,,Melbourne,-37.80340164403164,144.949803876056,Private room,66,7,0,,,1,63
+16579432,CRICKET ANYONE? 180 degree view of Melbourne & MCG,104605632,Peter & Bronwyn,,Melbourne,-37.81487727186659,144.98387332623486,Entire home/apt,198,2,7,2017-03-18,2.69,3,84
+15977318,Stylish artistic cozy home.,47596665,Coral,,Melbourne,-37.82428227344924,144.96672675059693,Entire home/apt,180,1,12,2017-03-31,3.79,1,160
+16415588,Collins – 1 Bdrm Apt *View*Pool*Gym*Spa*Sauna*,20240994,LittleStay,,Melbourne,-37.81752021535242,144.9565052817401,Entire home/apt,149,2,11,2017-03-11,3.63,14,72
+7699321,City Views & Location-Private room.,24123581,Steven,,Melbourne,-37.829487871846005,144.96882326504598,Private room,80,1,22,2017-02-22,1.09,1,363
+2751318,Enjoy Late Check Out @ Spencer Street,591559,Gerald,,Melbourne,-37.81248942844726,144.95160591991058,Entire home/apt,119,3,124,2017-03-29,3.66,2,212
+13007748,"Bright, Light & Chic, Opposite Federation Square.",24911800,Eugénie,,Melbourne,-37.81650698731167,144.96725922925847,Entire home/apt,140,1,43,2017-03-31,4.06,4,165
+9304986,Apartment for NYE - Southbank,48304890,Trisha,,Melbourne,-37.825668507041776,144.96250628145228,Entire home/apt,530,1,0,,,1,0
+10272579,East Melbourne Deco Apartment,52821940,Leanora,,Melbourne,-37.81100644690104,144.98158125520368,Entire home/apt,149,3,48,2017-03-28,3.27,1,16
+2128766,In The Real Heart of Melbourne City,10860794,David,,Melbourne,-37.80701890690016,144.96633268045727,Private room,85,1,99,2017-03-29,4.66,1,193
+16710564,Comfy CBD home with bunk beds,50352786,Zoe,,Melbourne,-37.80719825386819,144.96187318151536,Entire home/apt,169,1,19,2017-03-27,7.12,2,353
+10320808,Charismatic City Fringe Apartment,5029873,Jennifer,,Melbourne,-37.80492055873874,144.9429805968189,Entire home/apt,110,2,26,2017-03-30,2.30,2,322
+14154668,UrbanMinder @ Opus II,47763720,UrbanMinder,,Melbourne,-37.82227609980176,144.96659479312711,Entire home/apt,229,2,3,2016-12-31,0.37,23,254
+16087979,2 Bedroom CBD Melbourne Apartment,48234712,Scott,,Melbourne,-37.81190553685003,144.96621805808223,Entire home/apt,130,1,22,2017-02-18,5.08,2,0
+7830468,Spacious Room in Central Townhouse,9363853,Jyaz,,Melbourne,-37.8035881995229,144.9438858583884,Private room,35,1,1,2015-09-03,0.05,1,0
+15956935,"Stylish, light-filled inner city apartment",27656114,Chris,,Melbourne,-37.817318233656124,144.96010811752572,Entire home/apt,180,3,0,,,1,0
+15825851,Fully Equipped City Central APT*Yarra river,20148691,Ally&Adam,,Melbourne,-37.82197086924329,144.95702871966748,Entire home/apt,170,1,30,2017-04-01,6.38,2,74
+10714041,*NEW Boutique Perfectly Central Apt,23281766,Rob,,Melbourne,-37.817083671059756,144.97021604024303,Entire home/apt,160,3,67,2017-03-22,4.65,5,129
+5340097,Great 1BR on iconic Degraves Street,17698048,James,,Melbourne,-37.81641764629163,144.96502122827508,Entire home/apt,149,1,81,2017-03-24,3.15,1,306
+9796587,NY style Loft Apartment,7213464,Christina,,Melbourne,-37.803907665568666,144.9427204430062,Entire home/apt,380,3,0,,,1,0
+4815861,Fullyfurnished studio Melbourne CBD,24304059,Julie,,Melbourne,-37.810859464555215,144.9647068464612,Entire home/apt,69,1,0,,,1,0
+6454272,Inner city spacious2BD +parking,10482356,Raisa,,Melbourne,-37.79936369807656,144.94422168466488,Entire home/apt,165,2,4,2017-01-01,0.19,1,8
+8944127,Swanston II - 2 Bdrm Apt *View*Spa*Netflix*Wifi,20240994,LittleStay,,Melbourne,-37.80535185443569,144.96348153807634,Entire home/apt,199,2,46,2017-03-18,2.76,14,72
+11381257,Quiet 2 Bedroom Art Deco Apartment,24707729,Daniel,,Melbourne,-37.83411410814492,144.98420458779952,Entire home/apt,128,3,48,2017-03-26,3.65,2,119
+7011407,"So close to the city,Fitzroy &trams",950753,Rangi,,Melbourne,-37.80956229469015,144.98535575152601,Private room,62,5,3,2017-03-27,0.18,1,92
+16022601,The Aspect in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81626350518792,144.95247540843542,Entire home/apt,125,1,13,2017-03-25,4.59,50,338
+14842965,Le'Gardin*CBD*2br*3bd*WIFI*pool*Gym,66163268,Mon,,Melbourne,-37.81578712644603,144.95444205704575,Entire home/apt,149,2,17,2017-03-29,4.40,3,131
+5958738,CBD Fringe - free Wi-Fi & Parking,30932561,Warren,,Melbourne,-37.80351434514448,144.95269771486787,Entire home/apt,150,14,14,2016-12-18,0.76,3,352
+12407994,ORVIETO: Southbank's best stay!,5383441,"Amy, Gareth & Dan",,Melbourne,-37.82890539660488,144.9690732852742,Entire home/apt,201,2,31,2017-03-18,2.70,32,193
+4979818,"City Apt, Garden Views & Balcony",25672193,Matt,,Melbourne,-37.808151215227454,144.96851165283363,Entire home/apt,110,3,11,2017-02-06,0.41,1,232
+9534548,Apartment in the Heart of Melb CBD!,24508892,Joseph,,Melbourne,-37.81555851897388,144.95384405857934,Entire home/apt,190,1,108,2017-03-18,6.48,9,62
+17112183,Central CBD apartment,36010953,Ruby,,Melbourne,-37.81513942142441,144.95780609887555,Private room,59,1,2,2017-02-22,1.40,1,40
+1965194,Spacious Rooms in Southbank,3190886,Arji,,Melbourne,-37.82312685326217,144.963090475607,Private room,94,2,22,2017-03-27,0.60,4,51
+3538016,Apt close to everything,17811780,Elaine,,Melbourne,-37.822568434114324,144.96428003660614,Private room,90,2,153,2017-03-17,4.59,3,335
+12713130,An Entire Home in the Centre of It All - Sky View,14582433,Vinson,,Melbourne,-37.80625786513231,144.96165727854103,Entire home/apt,98,2,1,2016-12-31,0.32,1,0
+13106338,True Melb; market living in the CBD,37851036,Andrew,,Melbourne,-37.80693600317341,144.95471721842168,Private room,69,1,66,2017-03-27,6.53,1,116
+7404735,36th FLOOR PENTHOUSE - SOUTHBANK..,27185392,Sarah,,Melbourne,-37.82533928213098,144.9635425509544,Private room,89,1,47,2017-03-01,2.54,3,61
+2079904,MODERN 1-BR APT + SEAVIEW + NETFLIX!!!,10394006,Daniel,,Melbourne,-37.81728183736516,144.95355469268318,Entire home/apt,149,2,167,2017-03-13,4.23,15,138
+14577529,Lovely 2 beds 2 bath apartment in central CBD 12,80621455,Bill'S,,Melbourne,-37.81482456067035,144.95530369901968,Entire home/apt,169,2,19,2017-03-07,2.51,9,222
+14810334,Discovery Melbourne Double Room #1,71213604,Discovery Melbourne,,Melbourne,-37.808494637339855,144.9600009993042,Private room,89,1,6,2017-01-20,0.93,67,91
+9927911,Adara Collins,51033535,Adara Collins,,Melbourne,-37.814355775123445,144.96647459841668,Private room,159,1,0,,,1,365
+16481510,LV 30 ARTISTIC 2BDR 2BATH + BEST LOCATION + WIFI,50626167,Short Stay Plus,,Melbourne,-37.81484842976931,144.95397797895652,Entire home/apt,191,1,17,2017-03-19,6.00,22,267
+2063596,Rent room ,10559878,Nicolas,,Melbourne,-37.79455480215291,144.94131692061416,Private room,35,1,0,,,1,0
+16088957,# In The Heart of Melbourne # - Stylish and Modern,103623067,Jun,,Melbourne,-37.81218494446301,144.9632989246131,Entire home/apt,153,3,7,2017-03-26,1.81,1,169
+7535709,Boutique 2BR City Apt-VERY CENTRAL!,34822384,Jacqui,,Melbourne,-37.81146039585105,144.9673658744512,Entire home/apt,150,2,17,2017-03-10,1.20,2,342
+14680045,Furnished| Couples | CBD | Clean | Pool | Spa,22774903,Alex,,Melbourne,-37.81908729580594,144.9534766516222,Private room,54,4,2,2016-12-03,0.45,1,222
+5307603,Homely Melbourne CBD Abode,8530753,Jared,,Melbourne,-37.81492140786492,144.95388448041783,Entire home/apt,128,1,161,2017-03-24,6.19,50,341
+10190089,PENTHOUSE 3 BR @ FRESHWATER PLACE,50072661,Platinum Apartments,,Melbourne,-37.822101361342185,144.96151715118003,Entire home/apt,595,5,1,2016-07-03,0.11,4,54
+9698583,"CAR 463, 3bdr apt in heart of CBD",1710397,Amanda,,Melbourne,-37.793414638192345,144.96695361558565,Entire home/apt,324,3,8,2017-03-19,0.56,62,328
+12254481,1 mins away from Melbourne Central.,53371616,Yh,,Melbourne,-37.812118199075776,144.95986880708475,Entire home/apt,189,1,49,2017-03-18,4.62,3,326
+9239787,Your own room & bath near Crown,22602773,Sam,,Melbourne,-37.82251716488349,144.9610597722445,Private room,80,1,155,2017-03-22,9.59,1,332
+10419474,Room with amaizing view+free wifi,52898532,Marc,,Melbourne,-37.811940273793034,144.96054341864956,Entire home/apt,145,1,40,2017-04-03,2.79,5,325
+14286116,Amazing views! Skybus! FOXTEL!!,87195519,Angelo,,Melbourne,-37.81152757052641,144.9516913814193,Entire home/apt,109,1,43,2017-03-23,5.33,3,351
+15695144,LV 29 DESIGNER 2BDR 1BATH + BEST LOCATION + WIFI,50626167,Short Stay Plus,,Melbourne,-37.81636992214482,144.95496373644735,Entire home/apt,130,1,34,2017-03-28,6.71,22,173
+12254510,Super Delux 1B APT in Melbourne CBD,52898532,Marc,,Melbourne,-37.811413320769795,144.96298341474716,Entire home/apt,110,1,7,2016-11-16,0.90,5,338
+17628464,Arty city Central APT*Free Tram Zone*River,553248,Crystal,,Melbourne,-37.82125658640014,144.95707734352087,Entire home/apt,165,1,1,2017-03-12,1,1,100
+16874822,Carlton Terrace. Studio 6,6848447,Sandy,,Melbourne,-37.80077583209802,144.96932549796352,Private room,145,1,1,2017-02-26,0.79,2,361
+2419774,Amazing view boutique 2 bedroom apt,8575954,Katherine,,Melbourne,-37.81429958332436,144.94286898673528,Entire home/apt,189,2,124,2017-03-18,3.32,3,135
+4652364,Serene Resort Style Southbank,16765598,Leonie,,Melbourne,-37.826345359930784,144.96761643131072,Entire home/apt,260,3,5,2016-01-24,0.19,1,337
+11529316,2 BR appt for 2 months,60800883,Rob,,Melbourne,-37.789937438362685,144.93939900327535,Entire home/apt,63,7,2,2016-12-15,0.18,1,0
+6946138,Bright & Cosy Errol Street Nest,24964911,Maria,,Melbourne,-37.800851470562456,144.94986170833926,Entire home/apt,90,2,6,2016-05-19,0.29,1,33
+14953815,1 Bedroom Executive,94128211,Christopher,,Melbourne,-37.79861686712558,144.96815311098104,Entire home/apt,229,1,0,,,6,329
+10059096,"2BR Great Location, Wifi & Netflix",31332618,Dhina And Liam,,Melbourne,-37.81056975080925,144.96116062841205,Entire home/apt,189,2,11,2017-02-19,0.75,2,31
+11402563,3 Bedroom Southbank Apt + Free Parking,44153351,Jacklyn,,Melbourne,-37.82368339915613,144.96483993612412,Entire home/apt,260,2,76,2017-03-27,5.67,2,223
+8944940,La Citadellé in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81748529485638,144.95568863925743,Entire home/apt,119,1,101,2017-03-26,5.82,50,340
+17427555,1 BR at Freshwater Place Free Wifi + Carpark,22860147,Adji,,Melbourne,-37.821380612118226,144.96188872127016,Entire home/apt,141,3,1,2017-03-12,1,33,36
+15072627,Master room w Ensuite in an Great apartment!!,27074122,Marco,,Melbourne,-37.814681248243836,144.94506411292792,Private room,100,2,1,2016-12-09,0.26,1,181
+9993588,room in 2-story victorian house,51341077,Teresa,,Melbourne,-37.795821612777125,144.96978971399375,Private room,39,1,2,2016-01-12,0.13,1,0
+14581093,Cloud9 - Southbank Lux 2BR/2BA Apt Free Park+WiFi,4924814,Akbar,,Melbourne,-37.82790773488916,144.95841605222324,Entire home/apt,149,1,31,2017-03-20,4.08,4,118
+17726852,Special 21 Mel CBD 2 bed with complete facilities!,41370225,Ben,,Melbourne,-37.81617616137309,144.95254822643997,Entire home/apt,149,1,0,,,10,57
+10255742,Melbourne CBD Apartment,30152456,Simon,,Melbourne,-37.81990152746075,144.95476648275934,Private room,71,2,57,2017-03-30,3.73,1,78
+3472789,Melbourne Docklands - New Quay,9359294,(URL HIDDEN),,Melbourne,-37.812528598186354,144.945064239636,Entire home/apt,201,2,18,2016-05-08,0.57,1,276
+13663651,Stylish central one bedroom apartment,79433170,Nicola,,Melbourne,-37.81402645098489,144.94837207077492,Entire home/apt,140,7,1,2017-01-04,0.33,2,0
+4930970,Fantastic Location in Carlton,4971509,Nadeen,,Melbourne,-37.79662266594252,144.9674982135173,Private room,66,1,68,2017-03-26,2.54,15,363
+6695486,Cosmopol in Melbourne's CBD,8530753,Jared,,Melbourne,-37.814904160459704,144.95248952076378,Entire home/apt,125,1,178,2017-03-29,8.08,50,242
+14319025,4902 PLATINUM TOWER,23952359,Matthew & Jason,,Melbourne,-37.82685485297504,144.96024820765285,Entire home/apt,450,3,16,2017-03-26,2.12,11,128
+17530303,Basic accommodation in a great location,9586740,Charlotte,,Melbourne,-37.80096787974839,144.97299573741518,Private room,58,1,3,2017-03-18,3,2,0
+5406148,"",27981790,Celine,,Melbourne,-37.82164663333237,144.95687347431104,Entire home/apt,110,1,0,,,1,0
+12217797,Architecturally Designed 2 Bedroom Apartment,8361036,Fiona,,Melbourne,-37.81206291337427,144.97244879474772,Entire home/apt,229,2,25,2017-03-07,2.60,1,333
+15498698,"Best views , CBD location,Sub-Penthouse floor",29183827,Jj,,Melbourne,-37.816237799246885,144.9519611793592,Private room,94,2,0,,,2,364
+7405003,墨尔本市中心,交通便利,购物方便,房子是高层公寓,配套设施完善,38805054,Cathy,,Melbourne,-37.811423747849105,144.95898591242332,Private room,35,3,1,2015-07-25,0.05,1,0
+8781270,"2 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.8259475545874,144.96205570732724,Entire home/apt,204,3,4,2016-01-25,0.24,17,354
+7990756,2 Bedrooms 2 Baths City View (103),569413,Dina,,Melbourne,-37.82377664757473,144.96265355593846,Entire home/apt,275,2,0,,,10,333
+11464171,Cosy Apartment 15mins from City,16233996,Ruby,,Melbourne,-37.82881868528053,144.96679289204002,Entire home/apt,130,1,1,2016-03-28,0.08,2,0
+4849134,Best Melbourne City Location,24949809,Joyce,,Melbourne,-37.81226039007268,144.96184135962525,Entire home/apt,119,14,2,2017-03-17,1.28,1,358
+6405625,"East Melbourne: Walk to City, stadiums parks, more",3931324,Simon,,Melbourne,-37.81632338699533,144.97921047752533,Entire home/apt,180,2,20,2017-03-24,1.37,1,150
+16350718,PENTHOUSE APARTMENT - PARIS END OF COLLINS ST,73668264,Catherine,,Melbourne,-37.81653596650287,144.96663009906874,Entire home/apt,250,3,0,,,1,32
+17034759,Spacious 3bedroom CBD apt with view-free tram zone,58951632,Willie,,Melbourne,-37.81618061398563,144.95336256572793,Entire home/apt,228,1,10,2017-04-02,6.00,1,150
+1244671,The Inner City Garden Apartment,6784059,Celia,,Melbourne,-37.804255199684206,144.96731769857396,Entire home/apt,235,4,37,2017-03-01,0.83,2,344
+14220803,RoXanne's in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81641822488394,144.95350267214314,Entire home/apt,125,1,44,2017-03-30,5.48,50,352
+17104402,"Luxury in the Sky - Pool, Gym, Parking, Wifi",114823262,Lana,,Melbourne,-37.823131929894515,144.9627833790614,Entire home/apt,180,1,4,2017-03-27,3.75,1,155
+9612810,MODERN 1BR APT FREE WIFI/NETFLIX!,49735767,Simon,,Melbourne,-37.81588108096869,144.9525367712262,Entire home/apt,138,2,45,2017-02-25,2.93,1,155
+14794255,"""Yours"" ELEGANT CBD PAD FREE NETFLIX/APPLE TV WIFI",61915494,Alice,,Melbourne,-37.81440703268456,144.95332342722816,Entire home/apt,125,1,58,2017-04-01,8.13,6,64
+9960983,Carlton chic w tram at door,9081456,Carolyn,,Melbourne,-37.79304802960533,144.96839587928204,Entire home/apt,85,4,13,2017-02-25,0.84,1,106
+13889044,Spacious CBD 2BR Apt,50164342,Grace,,Melbourne,-37.81103595048101,144.96647770646544,Entire home/apt,168,1,43,2017-04-01,4.89,4,137
+16116859,2BR with Stunning Water Views,48737952,Jing,,Melbourne,-37.815340712611906,144.93893996606116,Entire home/apt,200,2,2,2017-03-18,2,2,301
+11103770,2 Bedroom Apt close to everything,32563091,Rachael,,Melbourne,-37.81389006219047,144.95246235651473,Entire home/apt,201,2,24,2017-03-25,1.87,1,253
+14811056,Discovery Melbourne Twin Room #1,71213604,Discovery Melbourne,,Melbourne,-37.81007076233598,144.95808215087965,Private room,79,1,1,2016-09-10,0.14,67,365
+9305349,Southbank with Stunning City Views,43926718,Dean & Chris,,Melbourne,-37.82493839536273,144.96514545180355,Private room,94,3,58,2017-03-19,3.51,1,252
+1863200,Nest-Apartments *Bay View* upto 8ppl*Wifi*High Flr,9198367,Ken,,Melbourne,-37.81436195510664,144.95272697583562,Entire home/apt,159,2,48,2017-03-14,2.50,6,237
+17366278,Boatique Accommodation,27962321,John,,Melbourne,-37.81552806446669,144.9380573549643,Entire home/apt,300,1,1,2017-03-18,1,1,88
+5762168,LUXICO - Faraday Street (Carlton),11914644,Luxico Holiday Homes,,Melbourne,-37.799462826624726,144.97200783202337,Entire home/apt,487,5,2,2016-10-04,0.27,58,0
+12615207,Sunny Carlton Apartment w Rooftop,9379138,Jacqui,,Melbourne,-37.79605174488485,144.9730142970989,Entire home/apt,66,2,1,2016-04-25,0.09,1,0
+16743989,Sierrӓ in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81574154537357,144.95498975823273,Entire home/apt,125,1,4,2017-03-27,4,50,352
+3014192,Sleeps 10 Awesome Southbank Spot,11859179,Katy & Ash,,Melbourne,-37.82814532298457,144.957771449918,Entire home/apt,450,2,24,2016-12-19,0.78,3,48
+8744498,Sparkling 2 brm Apt with great view,23910988,Neil & Mark,,Melbourne,-37.825940931119284,144.9611343765969,Entire home/apt,160,2,48,2016-10-19,2.71,12,0
+5762622,Inner city 1 bedroom-studio/duplex,29897264,Leeanne,,Melbourne,-37.805075234951936,144.95276814526375,Entire home/apt,155,2,20,2017-03-18,0.81,1,363
+8912433,Comfortable basic accommodation,45555095,Michelle,,Melbourne,-37.80114369984722,144.95800091452415,Private room,85,2,78,2017-03-25,4.47,3,297
+9977410,In the heart of Melbourne City,2058617,Stay With Style,,Melbourne,-37.813260397385314,144.96564910375807,Entire home/apt,149,4,14,2017-02-21,1.21,24,360
+4849215,3 Bedroom House close to Flemington,11312736,Ary,,Melbourne,-37.79515949887003,144.93358100212853,Entire home/apt,281,2,43,2017-03-18,1.60,4,365
+17034825,Cozy and comfy moment in Melbourne,691600,Joonwook,,Melbourne,-37.82491140154922,144.96132320873193,Private room,100,1,11,2017-04-01,5.69,1,78
+12414542,FEMALE ONLY SHARE ROOM MELBOURNE,52617604,Aki,,Melbourne,-37.81408822075272,144.96822601210985,Shared room,35,1,24,2016-11-04,2.05,5,306
+14290513,"2 Bedroom Apt, High Floor @ MEL CBD",86993245,Jane,,Melbourne,-37.80986028394769,144.96258052654926,Entire home/apt,160,3,13,2017-03-04,1.60,1,61
+17989212,One Step Away to Queen Victoria Market with WiFi,54556815,Melstay,,Melbourne,-37.80663559584159,144.9614961436974,Entire home/apt,121,1,0,,,2,333
+16481898,ONE OF KIND+WILLS ST 1 BDR APT+BEST LOCATION+WIFI,50626167,Short Stay Plus,,Melbourne,-37.8098762643863,144.95790151951087,Entire home/apt,121,2,9,2017-03-23,3.33,22,345
+11992695,Premium 1 Bedroom Apartment,24030407,Christina,,Melbourne,-37.827693577846084,144.95745188247398,Entire home/apt,189,1,0,,,6,353
+16313985,awesome waterfront apartment.close to CBD,102164182,Patrick,,Melbourne,-37.82337190505504,144.94244645595717,Entire home/apt,94,1,0,,,1,0
+8355418,City Centre 41st Floor Private Room! +Gym & Pool!,5649711,Beryl & Adam,,Melbourne,-37.809957678548166,144.958958521326,Private room,90,1,106,2017-03-26,5.61,4,149
+5500530,Location central! Melbourne CBD,28530656,Janet,,Melbourne,-37.81818776890338,144.96599088409653,Entire home/apt,90,2,45,2017-03-11,1.78,1,109
+9563781,House Above Fashion Shopping Mall,39482376,MELBnB,,Melbourne,-37.81343021833613,144.96283283130978,Shared room,39,1,17,2016-12-03,1.09,2,365
+15757249,TRENDY apartment in CENTRAL Melbourne!,11556765,Bob And Celine,,Melbourne,-37.80838053191788,144.96686114343538,Entire home/apt,201,2,18,2017-02-11,3.65,2,0
+12025480,Convenient Melbourne CBD Choice,41123223,Arthur,,Melbourne,-37.815282579909706,144.96964123615138,Entire home/apt,139,3,41,2017-03-29,3.57,3,210
+12119699,The Summit in the City - WOW!,3190886,Arji,,Melbourne,-37.80824396729319,144.96559819609655,Entire home/apt,345,3,14,2017-01-29,1.51,4,364
+17498057,This Studio is everything I need,51774763,Victor,,Melbourne,-37.79718283552017,144.96804597984163,Private room,110,2,2,2017-03-18,2,2,181
+16740030,Coze bedroomA No.1 closed to CBD,75907027,Darren,,Melbourne,-37.805813152127264,144.9642203678662,Shared room,35,1,4,2017-02-25,2.00,6,169
+10681607,Gorgeous 1 bed Apartment+ Free WIFI,52898532,Marc,,Melbourne,-37.81157983662459,144.96048320157215,Entire home/apt,135,1,40,2017-02-23,3.19,5,340
+9793218,2BR 2Bath Aura on Flinders +Wifi,22352901,Sylvia,,Melbourne,-37.819875548711565,144.957514650775,Entire home/apt,219,2,19,2017-01-29,1.61,4,92
+241263,Modern apartment with amazing views,1345462,Gloria,,Melbourne,-37.78128053499221,144.9561806745578,Private room,90,1,152,2017-03-24,2.41,1,350
+15859565,Collin Street Apartment,97240677,敏,,Melbourne,-37.81931474882,144.9560266347745,Private room,199,1,2,2016-12-30,0.44,2,361
+4161229,Docklands New Quay 2 Bed Apartment,917425,Lisa,,Melbourne,-37.813411652956184,144.9408573733947,Entire home/apt,260,2,2,2015-02-24,0.08,4,365
+16416464,Spacious 1bdr apartment two stops from Melb CBD,3574056,Tara,,Melbourne,-37.79787185347301,144.92713967990653,Entire home/apt,105,3,3,2017-03-02,1.20,1,208
+15535826,Discovery Melbourne Mixed Dorm #33,71213604,Discovery Melbourne,,Melbourne,-37.80797120853956,144.95977741240443,Shared room,26,1,0,,,67,365
+16678613,"Carlton, 1 couch and free Wifi",110376125,Keil,,Melbourne,-37.79535543588726,144.96504054091514,Shared room,25,1,0,,,1,0
+12549832,Sunny studio minutes from the city!,68019533,Bree,,Melbourne,-37.81489539095167,144.98479962466095,Entire home/apt,94,1,59,2017-03-20,5.15,1,131
+15920852,"Foodies and City Explorers´ Haven - Parking, Wifi, Netflix",103299467,Kevin,,Melbourne,-37.80086389096583,144.96445567444715,Entire home/apt,135,1,14,2017-03-24,3.65,2,158
+7847630,Stylish Southbank- Perfect location,32089213,Julie,,Melbourne,-37.819702427469124,144.96790353975126,Entire home/apt,250,2,35,2017-01-28,1.97,1,154
+15138524,Opulent Indulgence in the Heart of Melbourne,18784392,Scott,,Melbourne,-37.843041168672144,144.9799483909542,Entire home/apt,286,2,5,2017-03-18,0.79,1,90
+13795038,Furnished Studio in Brunswick,52750902,Kate,,Melbourne,-37.777395151267726,144.95280213366945,Entire home/apt,59,14,0,,,1,0
+14941927,"the central of CBD Mel, beautiful scenery!",53096939,谦,,Melbourne,-37.8092622101632,144.95874080232826,Entire home/apt,149,1,4,2017-01-29,1.20,1,1
+17498066,Studio at Sky High level 45!,41370225,Ben,,Melbourne,-37.816034088038364,144.95276524477475,Entire home/apt,100,1,0,,,10,57
+7335667,Double bedroom in Central CBD,11092749,Winnifred,,Melbourne,-37.810607585702094,144.96898885643995,Private room,85,5,3,2015-12-30,0.16,3,291
+8781556,"2 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.82494681118317,144.9633857503355,Entire home/apt,204,3,3,2016-04-17,0.20,17,332
+17256197,Stunning bedroom views & ensuite!!!,116186835,Juliet,,Melbourne,-37.82610718581418,144.95989884465232,Private room,87,1,7,2017-04-01,5.00,1,36
+17657602,Comfortable 2 bedroom apt in great location,5138361,Bron Neil And Mark,,Melbourne,-37.823827184137,144.96745865423247,Entire home/apt,160,2,2,2017-03-23,2,15,0
+15527690,Two beds apartment in City + Free Wifi 10,80621455,Bill'S,,Melbourne,-37.81587473393985,144.9554124459095,Entire home/apt,128,1,5,2017-01-25,1.06,9,225
+14544655,Crown view 主人房 Southbank,61765158,Xia,,Melbourne,-37.82570160925267,144.95691712707557,Private room,121,2,18,2017-03-26,3.46,1,355
+17002262,Stylish One Bedroom Apartment Centrally Located,2423369,Debra,,Melbourne,-37.830587048701325,144.98776238909747,Entire home/apt,149,3,0,,,1,92
+9797404,Single Room in the Heart of Melbourne,21161778,Timotei,,Melbourne,-37.806221693999106,144.9623523949448,Private room,41,3,2,2017-01-21,0.13,1,0
+16032908,Single room in brand new apartment,79406298,Michael,,Melbourne,-37.81573857561395,144.9535598338809,Private room,55,1,20,2017-03-24,4.72,2,148
+8361259,CBD EnSuite on 41st Floor Gym+Pool! Best location!,5649711,Beryl & Adam,,Melbourne,-37.809706672405646,144.96088938168208,Private room,111,1,109,2017-03-23,5.82,4,161
+12910372,Beautiful fully furnished studio apartment,25511375,Roberto,,Melbourne,-37.80413093528557,144.95758090901805,Entire home/apt,72,23,0,,,1,0
+17035043,*NEW* 6-Star Amenities 2BD 2BTH Infinity Pool +GYM,104431444,James,,Melbourne,-37.84673831191905,144.9815299079475,Entire home/apt,220,2,8,2017-04-03,5.58,6,160
+8923783,Spacious 1BR apartment South Yarra,33158225,Kath,,Melbourne,-37.834536803817755,144.98593647880458,Entire home/apt,100,4,13,2016-06-17,0.87,2,3
+10125065,Breathtaking Views Apt In Melb CBD,30900122,S&S,,Melbourne,-37.81923320182324,144.9544300747158,Entire home/apt,136,1,146,2017-03-31,9.40,8,309
+15040300,"Tambo Room, Queen Bed Classic 1920s Building",16848054,Shane And Bridget,,Melbourne,-37.81690538516862,144.96131431759375,Private room,59,2,38,2017-03-30,5.76,6,2
+8748854,Terrace house,45888693,Jarred,,Melbourne,-37.797152033367844,144.9748718776958,Entire home/apt,149,1,0,,,1,0
+16580413,墨尔本Southbank 皇冠赌场旁 近CBD 干净舒适舒适大房出租,109288696,Vivi,,Melbourne,-37.82477710138659,144.96165755528784,Shared room,69,1,0,,,1,181
+8486698,[U R Center] Cozy 1 BR Aparment,44696362,Vince,,Melbourne,-37.80975473627023,144.9619781769431,Entire home/apt,107,1,105,2017-03-31,5.73,5,113
+17334083,Nice & Quiet Bedroom near Queen Vic Market,34347887,Alberto,,Melbourne,-37.80186914933578,144.95466082776574,Private room,60,1,5,2017-04-03,5,1,359
+7667533,Apartment in Melbourne CBD,40154460,Prince,,Melbourne,-37.81287846123048,144.95080345487713,Private room,249,1,0,,,1,365
+17481551,Discovery Melbourne Mixed Dorm #51,71213604,Discovery Melbourne,,Melbourne,-37.80967478022818,144.95825951103396,Shared room,31,1,0,,,67,365
+16641176,Amal - The North Melbourne Retreat,7509953,Linton,,Melbourne,-37.79936573661424,144.94632559863894,Entire home/apt,120,2,5,2017-03-15,1.88,70,325
+16446779,Modern cosy studio next to Melbourne CBD,101583660,Cathleen,,Melbourne,-37.79800294058385,144.95265529872768,Entire home/apt,83,1,19,2017-04-01,5.88,1,45
+8912741,Best location with the best views of Melbourne,31774453,Ron,,Melbourne,-37.82462715087202,144.94376029704424,Private room,105,1,38,2017-03-25,2.16,1,359
+4616006,3 BRM City Resort 6 with FOXTEL,23910988,Neil & Mark,,Melbourne,-37.82416310045567,144.96713717988882,Entire home/apt,225,2,112,2017-03-19,3.93,12,240
+1834849,City Fringe - 2 bedroom,5837685,Grant,,Melbourne,-37.809873092746116,144.94951290440343,Entire home/apt,119,3,76,2017-01-28,1.91,3,145
+13397869,"Convenient, Livable, 3 Beds and plenty more",71582521,Rita,,Melbourne,-37.81470894542787,144.9524633799341,Entire home/apt,169,3,42,2017-03-19,6.60,1,294
+7958385,"2 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.82423373057384,144.96255950258228,Entire home/apt,204,3,6,2017-01-22,0.37,17,333
+14774851,Nice shared bedroom!,92200568,Ruimin,,Melbourne,-37.80884907303798,144.95184803646262,Private room,121,1,1,2016-08-29,0.14,1,0
+262020,Deco luxury on Botanic Gardens!!,1374781,Jack,,Melbourne,-37.83275171351254,144.9860622838237,Entire home/apt,160,2,93,2017-02-07,1.48,2,185
+13791132,East Melbourne 2bed - leafy city edge living,6815177,Julia,,Melbourne,-37.81104464462552,144.98642354330838,Entire home/apt,189,1,32,2017-03-26,3.61,4,357
+13332396,Beautiful North Melbourne Apartment.,57806140,Tal,,Melbourne,-37.80092694032173,144.95318092781173,Private room,60,1,1,2016-11-26,0.23,1,89
+17002416,Perfect Location&Cozy Private Room,113951908,Jenny,,Melbourne,-37.80953706185856,144.96086301435702,Private room,75,2,9,2017-03-30,4.43,1,68
+17268662,2 Bedroom w/ Study - CBD Apartment with Character,9958059,Julie,,Melbourne,-37.81802486686144,144.96209351824058,Entire home/apt,134,2,9,2017-03-29,6.00,1,322
+15695358,Quirky Melbourne Apartment 10 min from City Centre,27069718,Josh & Simone,,Melbourne,-37.80664090091312,144.94807457550704,Entire home/apt,100,2,14,2017-03-31,3.96,1,54
+9203644,NORTH MELBOURNE,23564218,Sophie,,Melbourne,-37.793322605167674,144.94024461921046,Private room,45,1,1,2015-11-14,0.06,1,0
+3108800,Melbourne by Royal Botanical Garden,9413702,Vern,,Melbourne,-37.829473697741655,144.96949783287846,Entire home/apt,178,3,18,2017-01-09,0.56,1,315
+11927482,UrbanDelight in Melb's CBD,8530753,Jared,,Melbourne,-37.81603953105668,144.95393843806883,Entire home/apt,125,1,76,2017-03-29,6.06,50,327
+4026319,Private room in massive warehouse,20875666,Steve,,Melbourne,-37.804153307921545,144.9404269458471,Private room,125,1,0,,,2,0
+1077193,"Honey Apt 2, Queen St & Flinders Ln",5570306,Kirstin,,Melbourne,-37.81869915919606,144.96296099327765,Entire home/apt,198,4,11,2016-09-06,0.26,2,329
+14183584,Little Bourke Loft,3286330,Sam,,Melbourne,-37.81581346985935,144.95640005113617,Entire home/apt,120,3,10,2017-03-12,1.20,1,62
+17429270,Cosy Studio opposite Southern Cross Stn Melb CBD!,24508892,Joseph,,Melbourne,-37.81607981687367,144.95424103605598,Entire home/apt,115,1,3,2017-03-14,3,9,112
+6320919,"Stunning Paris End Residence, 187 Collins Street",30870639,Melbourne City Stays,,Melbourne,-37.81463527197546,144.96664302308596,Entire home/apt,190,2,19,2017-03-18,0.97,13,178
+15738331,cozy apartment in the heart of Melb,45588525,Caesar,,Melbourne,-37.803725052043795,144.96259012067847,Private room,98,17,5,2017-01-04,1.05,1,92
+16610087,Room share in Melbourne CBD,109616098,Purwa,,Melbourne,-37.812547482741465,144.968853007517,Shared room,25,15,0,,,1,0
+13579058,The Southbank One,65149000,Meng,,Melbourne,-37.823072041462055,144.96112261130295,Entire home/apt,138,1,10,2016-12-10,1.05,9,6
+15888365,The white room in a leafy street close to the city,22557232,Nadja,,Melbourne,-37.78975184930907,144.92852728574388,Private room,50,2,1,2017-01-28,0.45,1,122
+16413503,CBD Gardens Get-away,56449580,Tony,,Melbourne,-37.80936637576711,144.97145452080798,Private room,85,1,12,2017-03-30,3.43,1,342
+6651900,single room close to Melbourne CBD,24822281,Jahan,,Melbourne,-37.78520225830603,144.95688543407877,Private room,75,1,0,,,1,0
+9696740,Modern townhouse on CBD fringe,41044793,Emily,,Melbourne,-37.80887234641775,144.94531741171133,Private room,85,3,2,2016-01-28,0.14,1,0
+10842962,Historic Stables and Garden,4068318,Victoria And Tim,,Melbourne,-37.78889608893535,144.92904653307608,Entire home/apt,130,3,14,2017-03-27,1.35,1,332
+9761640,Large double room,50340854,Diego,,Melbourne,-37.80529607551287,144.96148328876868,Private room,69,12,0,,,2,0
+6812521,2 Bedroom apartment North Melbourne,737822,Sarah,,Melbourne,-37.798049106898915,144.94549088539733,Entire home/apt,125,1,59,2017-03-19,2.76,1,294
+9466780,Nice Double Room in Melbourne CBD,49060764,Ming,,Melbourne,-37.80465548390829,144.96275636517024,Private room,69,1,1,2015-12-03,0.06,1,58
+10810261,COSI CBD Rooftop pool 2BR Apt,50164342,Grace,,Melbourne,-37.81552907816662,144.95717705171285,Entire home/apt,169,1,81,2017-03-26,6.06,4,132
+3044234,Lovely 2bed home 10min walk - CBD,6815177,Julia,,Melbourne,-37.811734206974364,144.98488692769075,Entire home/apt,208,1,81,2017-03-30,2.48,4,327
+9499551,2BR + Car Space = Amazing Melbourne CBD Views,29406728,Lenny,,Melbourne,-37.80926043190738,144.96744568498852,Entire home/apt,208,2,71,2017-04-01,4.27,2,230
+10122163,SkyHigh Spectacular CBD&Bay views,30168733,Anita & Adam,,Melbourne,-37.817975976744684,144.95609717477163,Entire home/apt,121,1,38,2017-04-02,2.46,1,271
+17003462,Clean apartment with great view / 5min tram to CBD,35543519,Eva,,Melbourne,-37.80149941751474,144.9644198005355,Private room,85,1,1,2017-02-13,0.59,1,0
+17003464,North Melbourne Spacious Apartment,11328,Jessica,,Melbourne,-37.80167949301892,144.94772980962745,Entire home/apt,159,3,4,2017-04-01,4,2,4
+4485971,"Location, quality and comfort (R)",16550109,Amanda,,Melbourne,-37.81197354566612,144.9385340783971,Private room,100,2,0,,,2,306
+17003508,Apartment stay at Lygon St,29027793,Gunavelan,,Melbourne,-37.793354042461495,144.9676846611705,Private room,45,1,11,2017-03-31,6.23,1,44
+16618489,CBD NewFurniture Pool Gym freewifi,109706818,Midori &Yu,,Melbourne,-37.810818029320096,144.96531162164902,Entire home/apt,135,2,11,2017-03-17,4.34,1,333
+14906359,Modern two bedroom apartment in the Center of Town,8081028,Winnie & Andrew,,Melbourne,-37.81774311981528,144.95416458905586,Entire home/apt,176,1,18,2017-03-19,3.31,1,279
+15397888,Victorian Family Home - Close to Melbourne CBD,98512535,Karena,,Melbourne,-37.79226282201758,144.94443321036766,Entire home/apt,391,2,7,2017-04-01,1.54,1,341
+12551163,Great location Melb CBD - Emporium,49678509,Monthlyhomerental,,Melbourne,-37.814191226739986,144.96163745934135,Entire home/apt,149,3,13,2017-03-09,1.32,2,62
+15102985,Resort in the City 4,4223006,Kate,,Melbourne,-37.82584820261594,144.96764062572527,Entire home/apt,300,3,4,2017-03-26,1.28,2,214
+16970757,(18) Five beds for 7 people CBD,103502484,Hong,,Melbourne,-37.81521770880154,144.95424602715298,Entire home/apt,180,2,6,2017-03-23,3.05,2,333
+17609744,Sandy House (3) MY80,105375606,Qi,,Melbourne,-37.80991313876752,144.95994536862233,Private room,105,1,0,,,2,356
+17757206,"Master bedroom in Southbank, good location!",121176421,Jennifer,,Melbourne,-37.827338113925606,144.95724076021796,Private room,69,3,0,,,1,38
+2978846,South Yarra Art Deco 2bdr Apartment,11883143,Edwina,,Melbourne,-37.83667368146438,144.984978312799,Entire home/apt,100,1,63,2017-02-26,1.89,2,76
+5952338,Luxury views 1BD apt Heart of Melb,30900122,S&S,,Melbourne,-37.81690078282768,144.95220145700836,Entire home/apt,147,1,214,2017-03-30,9.15,8,284
+1602671,Local Laneway Living - stay with me,8523310,Penny,,Melbourne,-37.81600296720077,144.95657206929891,Shared room,48,2,70,2016-12-11,1.72,2,35
+12973191,"Sunny,trendy one bedroom apartment",41766844,Lyn,,Melbourne,-37.81371823566038,144.94535758917257,Entire home/apt,135,2,3,2016-12-16,0.39,4,354
+17593499,"Comfort, Luxury and Convenience",98741717,Kathryn,,Melbourne,-37.7911393275614,144.9202429907643,Private room,69,1,1,2017-03-10,1,1,352
+16118942,Spectacular CBD views one bedroom with Free WIFI,104480201,Nicole,,Melbourne,-37.81790919170768,144.95656469846776,Entire home/apt,119,1,27,2017-03-25,7.23,1,135
+7940055,LaTrobe - 2 Bdrm Apt *PARKING*Pool*Spa*View*Wifi,20240994,LittleStay,,Melbourne,-37.80790835358311,144.96706145863368,Entire home/apt,239,2,64,2017-02-20,3.46,14,33
+9598139,Hotel Apartment/Pool/SPA/GYM/CBD,49676893,Peng,,Melbourne,-37.82425656463419,144.96241214303538,Private room,88,2,4,2016-12-02,0.28,3,149
+9401564,Artist's warehouse on edge of CBD,8380622,Bridie,,Melbourne,-37.806522506551914,144.95541006581988,Entire home/apt,130,2,29,2017-02-25,1.74,1,7
+849118,3 bedroom Apartment City View (101),569413,Dina,,Melbourne,-37.824614253820165,144.96121575246374,Entire home/apt,357,1,15,2016-07-29,0.29,10,329
+16307442,Nice apartment near QV market,104600633,Jonas,,Melbourne,-37.80635568193149,144.96242954998218,Private room,77,1,1,2016-12-10,0.26,1,0
+15258882,Luxury Loft in the Heart of Melbourne,2387229,Denen,,Melbourne,-37.81029091944283,144.9847187272277,Private room,138,1,3,2017-02-27,1.20,1,362
+2258136,"Convention Centre, Crown & CBD edge",11532952,Nina & Gary,,Melbourne,-37.826717773563914,144.95569840948866,Entire home/apt,148,2,158,2017-03-28,4.15,1,309
+14652678,"Yarra Room, 1 Large Private Room w/ Queen Bed",16848054,Shane And Bridget,,Melbourne,-37.819070317996065,144.9606795674242,Private room,56,2,46,2017-03-28,6.42,6,2
+6321423,Cloud Bed,31688973,Chris,,Melbourne,-37.809920880556525,144.96922399962486,Entire home/apt,170,2,13,2015-08-02,0.57,3,63
+16905498,★Melbournian Luxury Lifestyle 2BR★,51172609,Lisa,,Melbourne,-37.804585367001714,144.9636437162988,Entire home/apt,160,1,14,2017-03-29,7.00,19,54
+16381217,"No Eye Deer Too,Studio in CBD Rooftop Pool Netflix",46422496,Wei Na,,Melbourne,-37.81201597235719,144.9682759447001,Entire home/apt,100,2,20,2017-03-24,5.83,2,282
+8885546,Luxury Apartment in Melbournes CBD,44721004,Ryan,,Melbourne,-37.816682873004154,144.95793403996046,Private room,90,5,0,,,1,0
+7040176,Lux Apt by the city w/ FREE PARKING,26834962,Sam,,Melbourne,-37.805625819982616,144.96984214315995,Entire home/apt,141,9,4,2016-05-23,0.22,2,90
+4191523,3BR 2BA - 5 min walk to Tennis,8777611,Julia,,Melbourne,-37.829184882079566,144.986333215173,Entire home/apt,300,3,43,2017-01-25,1.57,1,92
+16151858,CBD 2 Bedroom Free Wifi close to Tram Stop!!,13638052,Michelle,,Melbourne,-37.80896152950888,144.9616886290993,Entire home/apt,156,1,12,2017-04-02,3.30,2,182
+8680761,Abode on Collins Street - Prime location,10836882,Ami,,Melbourne,-37.81736647074523,144.96369077445837,Entire home/apt,180,2,0,,,1,66
+13890868,4907 PLATINUM TOWER,23952359,Matthew & Jason,,Melbourne,-37.8278664627381,144.96038534921877,Entire home/apt,450,3,31,2017-04-02,3.73,11,102
+11990341,Southbank: 24/03/16 to 17/04/16,51025032,Sandy,,Melbourne,-37.8258185943474,144.96144667832246,Private room,66,1,2,2016-04-13,0.16,2,0
+17003849,Spacious private room next to crown w views & wifi,109760368,Kc,,Melbourne,-37.8262710034381,144.957831575478,Private room,80,2,3,2017-03-09,2.50,3,35
+16006714,Private Room in East Melbourne,27071463,Tim,,Melbourne,-37.81033171332338,144.98522122390028,Private room,50,2,0,,,1,1
+15136111,"Trendy clean apartment with Gym, Pool and Sauna",8145349,George,,Melbourne,-37.82649196057278,144.96677140971138,Entire home/apt,201,2,8,2017-04-01,3.00,1,245
+9336217,"SouthYarra,Melbourne's best surburb",44802147,Lee,,Melbourne,-37.834626107776955,144.98313062322353,Entire home/apt,66,1,7,2016-01-29,0.42,1,0
+11304517,CBD Living in Spacious Townhouse,2193215,Lachlan,,Melbourne,-37.810855736964086,144.95167857395344,Private room,66,2,6,2016-11-22,0.44,1,0
+17601979,*CORNER VIEW* 1BR 1BTH Lux in Heart of Melbourne!,110398801,James,,Melbourne,-37.808111863175,144.96601019035188,Private room,62,1,3,2017-04-01,3,2,10
+15693239,You'll fall in love with the view,54394809,Marco,,Melbourne,-37.82633314193569,144.96545493737932,Shared room,43,1,28,2017-04-01,5.83,1,181
+10179201,Melbourne: elegant city-edge room.,38222452,Graeme,,Melbourne,-37.81595774922433,144.98864985376838,Private room,75,1,45,2017-02-28,2.91,2,359
+5436873,Inner City Resort Style Living,28205136,Amy,,Melbourne,-37.829092961869996,144.968357789734,Entire home/apt,269,2,5,2015-10-05,0.21,1,0
+16479697,Share room for rent Carlton,24334388,Sanne,,Melbourne,-37.800046385494255,144.9724123113096,Shared room,25,1,0,,,1,0
+16087535,Lovely Bright Room in Parkville Sharehouse,93444417,Isabella,,Melbourne,-37.797015630699455,144.95332719258568,Private room,48,5,1,2016-12-12,0.25,1,0
+1996245,North Melbourne House,10109961,Glynn And Lauren,,Melbourne,-37.80312530581326,144.94649512290852,Entire home/apt,100,5,2,2015-02-23,0.05,1,0
+8943064,Quiet elegant apt 2 blocks from CBD,10977466,Beverley,,Melbourne,-37.80811921452996,144.95135753346736,Entire home/apt,115,2,37,2017-03-25,2.16,1,220
+13759975,"Bright Room - Clean, Tidy & Quiet",53785659,Ben,,Melbourne,-37.82494645501374,144.96138467139568,Private room,58,30,0,,,1,153
+14349785,High Up CBD 1 bedroom Apt in a great location!,63861597,Tina,,Melbourne,-37.81595134431957,144.95236874128136,Entire home/apt,128,1,44,2017-03-17,5.50,5,79
+6157804,Spacious 1 bedroom in Melb CBD,31946348,Susan,,Melbourne,-37.809831644068204,144.96504513280482,Entire home/apt,185,1,1,2015-06-12,0.05,1,0
+8486642,Docklands water views,44390494,Helen,,Melbourne,-37.81445234220916,144.9405458430596,Entire home/apt,199,1,17,2016-11-18,0.98,2,79
+17561071,Private room in Melbourne CBD. Prefect for two!,39420239,Frank,,Melbourne,-37.81299744024744,144.95318553420395,Private room,75,3,2,2017-04-01,2,5,73
+15635987,Sweet little gem in Melbourne's heart,1014682,Helena,,Melbourne,-37.81605823526506,144.9651192536339,Entire home/apt,220,2,2,2017-01-29,0.47,1,88
+6291034,2 level studio+garden in lane way.,31485212,Katy,,Melbourne,-37.80400482644666,144.95376594481218,Entire home/apt,110,2,59,2017-03-26,2.60,1,66
+16053806,"Melbourne CBD, Best Accessibility",85982167,Eileen,,Melbourne,-37.81230341505018,144.94394783110684,Shared room,30,1,6,2017-03-09,1.43,6,82
+15173159,Ivy,22555450,Chad,,Melbourne,-37.814487913389556,144.95344885156288,Entire home/apt,149,1,40,2017-03-22,6.22,1,365
+8746553,Fantastic View in Collins Tower2 CBD,26235512,Jessica,,Melbourne,-37.81931861322754,144.95611927806544,Entire home/apt,269,2,30,2017-03-19,2.02,8,361
+15724139,该公寓楼设有游泳池、健身房和SPA。,101591575,洁,,Melbourne,-37.809189598786524,144.96577054124748,Entire home/apt,85,1,0,,,2,365
+5207658,Deluxe Rooftop Pool Melbourne CBD,26235512,Jessica,,Melbourne,-37.815371335358904,144.95870208059415,Entire home/apt,239,2,99,2017-03-30,3.81,8,346
+16369285,"Penthouse with sweeping views, moments to the CBD",35604373,Leigh,,Melbourne,-37.8295157908282,144.9693691878623,Entire home/apt,212,2,13,2017-03-26,3.86,4,117
+10845752,City Living - For Females,22633264,Ki-Ki,,Melbourne,-37.81655612070451,144.96308600160378,Private room,110,2,0,,,2,364
+14284462,South Yarra Luxury Twin room,17739280,OZiHOUSE,,Melbourne,-37.83715211647998,144.98645428131613,Shared room,55,2,0,,,7,90
+9795235,Quiet modern flat minutes from City,22905849,Wendy,,Melbourne,-37.79589691444679,144.925968355749,Private room,66,2,4,2016-03-06,0.27,2,40
+17626814,Make yourself at home (Sofa bed) In South Yarra,119867824,Carolina,,Melbourne,-37.836365331500225,144.98504069027814,Shared room,31,1,8,2017-03-31,8,1,68
+11957531,Snug & comfy Apartment in Melb CBD!,63861597,Tina,,Melbourne,-37.81913530553929,144.96051588900224,Entire home/apt,115,1,77,2017-03-19,6.26,5,80
+9598660,CBD cool private bedroom,49677588,Mateus,,Melbourne,-37.816390332589165,144.9537321898075,Private room,75,5,1,2015-12-19,0.06,1,0
+13006534,Australian Open Accomidation,69306246,Amelia,,Melbourne,-37.79807726056104,144.92719772798281,Private room,80,14,21,2017-02-24,1.95,1,358
+8582862,Cozy North Melbourne Apt Best Area.,37658199,Yuji,,Melbourne,-37.80064582810208,144.9470975854916,Private room,75,1,40,2017-03-26,2.20,1,345
+227028,Flinders Lane Architect Apartment,1184368,Dan,,Melbourne,-37.81571435126724,144.96748225880918,Entire home/apt,300,2,50,2017-01-28,0.81,1,197
+6813420,"Apartment Melbourne, CBD",1976443,Marie,,Melbourne,-37.80886096124544,144.96009192911825,Entire home/apt,130,1,13,2015-09-22,0.59,1,0
+7075577,Gem in the Heart of Melbourne's CBD,1283644,Emily,,Melbourne,-37.81158313028209,144.96519349673736,Entire home/apt,145,5,6,2015-11-01,0.28,1,0
+14808826,Cosy and Contemporary One Bedroom Apartment,34875238,Nico Apartments,,Melbourne,-37.80693888402148,144.94207988975796,Entire home/apt,128,3,9,2017-02-27,1.48,13,5
+10266368,"Modern, Lux 2 bdr; on the harbour",33610607,Jenny,,Melbourne,-37.81768883883698,144.93923154714753,Entire home/apt,149,2,1,2016-10-08,0.17,5,86
+8451849,"3 BR CBD Apartment with WiFi, Private Room 2",11135339,Ross,,Melbourne,-37.80998490172244,144.96160838189084,Private room,75,1,6,2016-12-14,1.29,3,11
+10811146,Beautiful 2.5 Bedroom Loft in Melbourne's CBD,55971657,Lisa,,Melbourne,-37.808255887526286,144.96085455426166,Entire home/apt,220,1,7,2017-04-01,6.00,1,347
+1472315,Double Bedroom in Melbourne CBD ,5825146,Mark,,Melbourne,-37.80472481173119,144.95967401592424,Private room,60,4,1,2016-07-24,0.12,1,61
+17004357,"Spacious private room next to crown, views + wifi",109760368,Kc,,Melbourne,-37.82601283259113,144.95610843786855,Private room,75,2,3,2017-03-09,2.20,3,16
+17137351,No place like the Brewery!,94694933,Alex,,Melbourne,-37.80957498693408,144.98569849228838,Entire home/apt,130,2,4,2017-03-25,2.31,1,170
+6976476,Docklands Harbour 1 Bdrm Apartment,36583291,Razman,,Melbourne,-37.81515435753869,144.94093084869533,Entire home/apt,138,1,153,2017-03-26,7.18,1,259
+10811251,Clean and tidy room near CBD,40255634,Annie,,Melbourne,-37.827783978929574,144.9674317934218,Private room,69,2,0,,,1,0
+14743692,The Lusso 2 bd apt in Melbourne CBD free tram,35789055,Eden+Cony,,Melbourne,-37.81580593852501,144.95375771937486,Entire home/apt,155,1,34,2017-03-22,4.90,29,130
+12056462,One bedroom in amazing location!,17434765,Nicolás,,Melbourne,-37.81056536633025,144.9505959223183,Private room,55,1,9,2017-04-01,3.38,1,37
+10319766,"Located in Carlton, Furnished.",53103117,Scarlett,,Melbourne,-37.79556274709197,144.9684806791766,Private room,41,28,0,,,1,0
+9467809,"Bright, sunny inner north apartment",2350294,Amy,,Melbourne,-37.78750641237342,144.96872447309286,Entire home/apt,121,1,1,2015-12-07,0.06,1,333
+14892701,落地窗雙人房Private room next to Crown,23879883,有憩氛旅宿,,Melbourne,-37.8250654714504,144.95900000317147,Private room,90,2,7,2017-03-18,1.09,1,77
+7010226,Shared male dorm Melbourne CBD-5,34912515,Pei,,Melbourne,-37.81511623724934,144.95176465121972,Shared room,30,14,2,2015-07-24,0.09,3,364
+1832876,Shocko 1 Boutique Accommodation,1700056,Rodger,,Melbourne,-37.81464519065467,144.96716088309978,Entire home/apt,201,3,98,2017-03-23,2.37,4,314
+16381889,Cosy apartment with leafy outlook in Parkville,42175968,Sara,,Melbourne,-37.78322047066277,144.95809412069238,Entire home/apt,136,2,0,,,1,153
+4388799,Melbourne CBD 2Br 2Bth Apt Indoor Pool & balcony,13971190,Andy,,Melbourne,-37.8152318250231,144.95364141345783,Entire home/apt,180,2,62,2017-03-25,2.15,3,152
+13105095,Magnificent 1 Bedroom CBD Apartment,18001662,Clarice,,Melbourne,-37.81651966135483,144.9532711995887,Entire home/apt,126,1,53,2017-03-27,5.34,6,150
+5044190,Balconied Giant Master Victorian Bedroom,7146549,Natalia And Sebastian,,Melbourne,-37.79676671280983,144.95680564332315,Private room,100,3,6,2016-07-23,0.22,6,365
+17950692,Great 2 bed! 41 Spencer Melb CBD! Up to 6 people!,41370225,Ben,,Melbourne,-37.814967870151214,144.95234067707372,Entire home/apt,139,1,0,,,10,60
+14186460,"Melbourne CBD, Super Clean, Great Value for All.",85982167,Eileen,,Melbourne,-37.81437317594548,144.94347413313662,Shared room,30,1,35,2017-03-19,4.17,6,68
+16316389,Stunning Modern Room at Melbourne central CBD,106775822,Ly,,Melbourne,-37.809969909482035,144.96406051171292,Private room,59,1,8,2017-03-09,2.12,1,0
+16480232,Triptych on Kavanagh,37181360,Shannan & Sasha,,Melbourne,-37.82180629463445,144.96703718476704,Entire home/apt,136,3,0,,,20,0
+3668987,Panoramic 29th-floor City View!,6101642,Ruth,,Melbourne,-37.82621510771943,144.95991771853846,Entire home/apt,178,4,57,2017-03-03,1.81,1,365
+10287071,"Two level apartment, heart of CBD",39751878,Belle,,Melbourne,-37.814226808485266,144.96811923017154,Private room,69,1,60,2017-03-27,4.10,1,82
+8874637,Spacious 2bdr apartment in the CBD,34910454,Kathryn,,Melbourne,-37.81224590201506,144.9725824860246,Entire home/apt,163,2,83,2017-02-24,4.72,1,342
+10090493,Bedroom in Southbank Queensize bed,51777675,Emma,,Melbourne,-37.827047514838405,144.9596583296053,Private room,90,2,20,2017-01-31,1.40,1,301
+13793281,Your own cozy bedroom near Royal Botanic Garden,45661635,Wendy,,Melbourne,-37.830100539934335,144.97006699928596,Private room,58,1,6,2017-03-27,0.79,1,70
+10090481,Next to the corner of Swanston & Collin street,38899753,Spark&Jenny,,Melbourne,-37.81616840138398,144.9652830417381,Entire home/apt,187,1,105,2017-04-01,6.80,1,320
+8583185,2BD Rooftop Terrace 1km from city!,3970374,Melissa,,Melbourne,-37.80220284811496,144.94798857606315,Entire home/apt,250,2,7,2017-01-21,0.38,2,281
+14096409,Bourke Street Retreat,2690518,John,,Melbourne,-37.81178070722015,144.97227609879354,Entire home/apt,131,3,36,2017-03-28,4.44,1,84
+1619950,Harbour view apartment in Melbourne,8575954,Katherine,,Melbourne,-37.81437863990079,144.94433296968305,Entire home/apt,210,2,179,2017-03-18,4.15,3,101
+16480278,2 Bedroom Best Location In CBD,102579857,Nina,,Melbourne,-37.80826634440532,144.96188585481585,Entire home/apt,145,1,31,2017-04-01,12.08,2,235
+6354970,2BR City View Apt. with Free Wi-Fi,22860147,Adji,,Melbourne,-37.80781629693214,144.96332160951658,Entire home/apt,201,3,40,2017-03-23,1.88,33,145
+16152615,Cozy studio apartment in the Melbourne CBD,96912547,Puthrey,,Melbourne,-37.80267311358927,144.96192308281235,Entire home/apt,62,1,11,2017-02-21,2.80,1,5
+16545854,Sofa bed in living room.,108899722,Luciano,,Melbourne,-37.82004993917069,144.94375193369302,Shared room,80,1,6,2017-03-18,1.91,1,364
+15693885,Paris End LUXE - Just above the Sheraton,669279,Chammy,,Melbourne,-37.812232799046825,144.9730163068494,Entire home/apt,110,5,22,2017-03-08,5.16,6,51
+14809153,Under priced Private room in large 2br Apartment,57691029,Shane,,Melbourne,-37.82434594980132,144.94540844611856,Private room,69,1,43,2017-03-19,6.23,2,328
+14723150,CBD Lovely home secure car parking,91646684,Xia,,Melbourne,-37.80204679913569,144.95499443500617,Entire home/apt,121,1,21,2017-03-25,2.84,4,352
+16676948,Brand New Apartment,28093903,Leslie,,Melbourne,-37.82680813169802,144.961950443835,Entire home/apt,139,1,13,2017-04-01,4.70,5,344
+11401308,"Spacious, City Centre with Carpark!",38071469,Chris & Tino,,Melbourne,-37.817504890761505,144.9648273896467,Entire home/apt,180,2,43,2017-03-26,3.22,3,52
+2553935,Cosy Apartment Yours for Weekend,10182279,Marilyn,,Melbourne,-37.83578989984287,144.9764160535973,Entire home/apt,201,2,64,2017-03-18,2.12,1,365
+8943731,"Lovely, modern CBD edge apartment",46751816,Thea,,Melbourne,-37.80322146639799,144.95744635106658,Private room,69,1,15,2017-03-20,1.37,1,217
+17397880,Private room girl only in Melbourne,52617604,Aki,,Melbourne,-37.81328496833769,144.97011115871905,Private room,50,2,0,,,5,348
+16170893,Waterview with Seperate Bathroom,98300179,Wyanet,,Melbourne,-37.819348838807,144.94239600511693,Private room,69,1,11,2017-03-19,3.06,2,337
+10549415,"Modern, Stylish Studio Apartments",52585557,Chris,,Melbourne,-37.80332705529356,144.95626225353735,Entire home/apt,119,1,28,2017-02-03,1.89,4,365
+15362210,At Southbank Melbourne CBD - Location! Location!,9843209,Jennifer,,Melbourne,-37.82070367792439,144.96770798125237,Entire home/apt,195,5,6,2017-03-21,2.31,3,305
+9656450,Emmerich's Suite in Melb's CBD,8530753,Jared,,Melbourne,-37.81744922499056,144.9543261072112,Entire home/apt,125,1,98,2017-03-29,6.02,50,347
+13301935,One Bedroom Apartment- CBD,40081020,28+Nights,,Melbourne,-37.81381780940387,144.96026981913093,Entire home/apt,172,2,2,2016-10-22,0.21,17,364
+16738492,Stunning apartment with Bay views,26392227,Brad,,Melbourne,-37.81977220511335,144.94566026026405,Private room,69,1,14,2017-03-26,5.12,1,297
+8190128,The Oak studio in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.814884492181505,144.95240712900056,Entire home/apt,100,1,84,2017-03-12,4.52,29,154
+15534286,Stylish Apartment in the heart of Flinders Lane,21162240,Emily,,Melbourne,-37.81643573188356,144.96627168139415,Entire home/apt,149,7,2,2017-01-29,0.64,1,76
+2029771,Funky Fitzroy Studio Apartment,10424264,Craig,,Melbourne,-37.816839695342864,144.93411474049256,Entire home/apt,110,2,41,2015-03-05,1.05,1,153
+8743106,Lovely apt in unbeatable location,20919238,Sandra,,Melbourne,-37.81051370560731,144.96008224990774,Entire home/apt,119,1,78,2017-03-19,5.81,1,274
+17463510,perfect place for short time traveller,102575159,Julien,,Melbourne,-37.815403710926525,144.95490881694423,Shared room,25,7,0,,,1,274
+6138071,Short Term Guest Stay Melbourne CBD,12846325,Moses,,Melbourne,-37.815467243033886,144.97836377174863,Private room,140,1,1,2017-03-26,1,3,365
+8136916,"Stylish apartment, city fringe!",2951841,Aileen,,Melbourne,-37.80963989313841,144.98847609025046,Entire home/apt,121,2,15,2017-01-02,0.82,1,4
+9038033,"Huge, Art Deco Luxury 3 bdr",1984970,Stuart,,Melbourne,-37.83957800016271,144.97993650114526,Entire home/apt,250,1,57,2017-03-28,3.36,3,293
+15476962,MelbourneCBD 210m toAirport Shuttle & Coles 6-12am,99346216,Alex,,Melbourne,-37.81496428186779,144.95353758972598,Entire home/apt,195,3,19,2017-03-26,3.48,2,327
+17148139,Accommodation In A Luxury Melbourne Loft,115303881,Faith,,Melbourne,-37.819590024535906,144.95974287614482,Entire home/apt,400,2,0,,,1,180
+15890684,Stunning North facing 2 bedroom apartment,103065917,D,,Melbourne,-37.827254696384564,144.9582227140721,Entire home/apt,180,2,16,2017-03-11,3.45,1,218
+10862297,Family room & Ensuite in Southbank,24854866,Urban Central,,Melbourne,-37.82750000939356,144.95719303038436,Private room,135,1,2,2016-08-28,0.23,2,364
+6426561,North Melbourne Tree House,19336082,Matilda,,Melbourne,-37.79914116246288,144.94668154872573,Entire home/apt,90,3,4,2015-11-05,0.20,1,0
+8255880,Large Appartment Melbourne CBD !,6113547,Henry,,Melbourne,-37.81528055231386,144.96107005816276,Entire home/apt,250,1,2,2015-11-14,0.11,2,0
+2980110,1BR in fantastic Southbank location,15200627,Jean-Luc,,Melbourne,-37.82819993194856,144.95961289565753,Entire home/apt,145,2,66,2017-03-25,1.90,2,333
+8584926,New Rooftop terrace 1km from city!,3970374,Melissa,,Melbourne,-37.802386423007626,144.94824134599077,Private room,100,2,6,2016-10-23,0.33,2,356
+5175612,Designer living in the inner city,1733269,Yiyi,,Melbourne,-37.799350399586565,144.95240261246323,Private room,100,1,2,2016-12-18,0.52,1,0
+8091970,NEW SPACIOUS 2BR-2BH APT,10394006,Daniel,,Melbourne,-37.80758721862708,144.95875146909484,Entire home/apt,269,3,6,2016-11-12,0.43,15,0
+10058043,High UP 30th floor Classy ❤ Modern Melb CBD + WiFi,41678718,Ken,,Melbourne,-37.8149950880821,144.95207591301588,Entire home/apt,98,1,46,2017-03-21,3.00,15,251
+13183369,Eñ Vogue in Melbourne's CBD,8530753,Jared,,Melbourne,-37.815334048875435,144.97241654303804,Entire home/apt,119,1,78,2017-03-25,7.72,50,326
+9890134,2BR Cozy City Apt + Free WiFi,22860147,Adji,,Melbourne,-37.81005138919117,144.96049900865813,Entire home/apt,195,3,21,2017-03-23,1.38,33,157
+3209547,Best location in the heart of the Melbourne City,16261771,Alexander,,Melbourne,-37.81697549898629,144.9649296498936,Entire home/apt,115,3,101,2017-03-26,2.98,1,74
+9334502,Fabulous Flinders Lane Hideaway,7785951,Simon,,Melbourne,-37.815418231198194,144.97250390163117,Entire home/apt,111,2,6,2016-08-01,0.43,1,43
+2718065,Beautiful Terrace near everything!,13909737,Daniel,,Melbourne,-37.805254613105106,144.94631857836464,Private room,54,1,12,2016-05-03,0.33,1,184
+13627321,Heart Location 2BR with free parking and views,10810140,Alex,,Melbourne,-37.819504341114396,144.95574183619314,Entire home/apt,232,2,75,2017-04-02,8.33,3,149
+1833332,Royal Stays 2Bdr with Views in CBD ,4170460,Royal Stays,,Melbourne,-37.80789857093331,144.9675588975412,Entire home/apt,199,7,12,2017-01-01,0.30,19,268
+11991427,Boutique Apartment @ Lt. Collins,41365982,Miranda,,Melbourne,-37.81288228899927,144.9682485693282,Entire home/apt,165,1,9,2017-02-09,0.77,1,178
+7992382,Modern 1BR with Courtyard in Fantastic Location,41605523,Susy,,Melbourne,-37.837411305620826,144.98484518669738,Entire home/apt,102,1,53,2017-03-31,2.83,1,168
+17725833,"Family friendly 21 Two-Bedroom,6ppl,gym,pool,sauna",41678718,Ken,,Melbourne,-37.81640038390474,144.95254429245148,Entire home/apt,149,1,0,,,15,329
+15890822,West Melbourne hideaway.,19425522,Dylan,,Melbourne,-37.80545471811103,144.94423879804305,Private room,62,2,9,2017-03-25,3.46,1,85
+12614018,Modern Spacious Apt across Southern Cross Station,68474399,Henny,,Melbourne,-37.81704242941459,144.95363596248282,Entire home/apt,115,2,42,2017-03-20,3.67,1,139
+3963271,One Bedroom Apartment - Double,20540732,Jennie,,Melbourne,-37.809559854105174,144.98852924615812,Entire home/apt,145,1,14,2017-02-18,0.52,2,360
+1833368,Royal Stays 2Bdr - Stunning Views (1603),4170460,Royal Stays,,Melbourne,-37.826823078352874,144.9594008542234,Entire home/apt,201,4,12,2017-01-08,0.31,19,277
+16710056,Perfect location for visitors to Melbourne (extra),103871310,Tina And Jurek,,Melbourne,-37.815627120837654,144.93715472254948,Private room,149,1,1,2017-03-25,1,2,347
+16431110,"Modern, bright and clean apartment (wifi inc)",97683530,Kirsten,,Melbourne,-37.8086447325509,144.96093327568823,Entire home/apt,135,3,4,2017-03-19,2.00,1,9
+1669526,Huge 1 Bedroom Luxury CBD Apartment,8840079,Alexander,,Melbourne,-37.821472051480605,144.95522482129226,Entire home/apt,138,5,64,2017-01-22,1.52,1,70
+4258210,Pennys Pad -Funky 2 Level Warehouse Apt CBD heart,8523310,Penny,,Melbourne,-37.81578912561681,144.9550669908388,Entire home/apt,118,2,43,2017-03-26,1.49,2,58
+15329735,【APC_B】Modern & Cosy★CBD 1Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81379636045314,144.96816050617375,Entire home/apt,94,1,17,2017-03-30,2.97,9,167
+11004357,CBD Private room /w wifi & view,57102999,Cheson,,Melbourne,-37.808190291134224,144.96334031551208,Private room,169,1,30,2016-11-11,2.14,2,181
+10660296,Southbank Apartment -Pool & Parking,5127921,Emma,,Melbourne,-37.824601001906885,144.96737664539603,Entire home/apt,180,3,40,2017-02-20,2.88,2,275
+11991523,Furnished Modern Serviced Apartment,62186449,Louna,,Melbourne,-37.80934531518769,144.98478046722107,Entire home/apt,149,2,2,2017-03-15,0.36,3,357
+8845761,Fantastic city location overlooking river 1,5138361,Bron Neil And Mark,,Melbourne,-37.819939120808506,144.96638495753763,Entire home/apt,250,2,61,2017-03-20,3.47,15,274
+10660328,Wonderful room in Melbourne CBD,21269349,Han,,Melbourne,-37.814279272939636,144.9415608522391,Private room,72,1,2,2016-02-13,0.14,1,0
+14182901,Collins St. In the heart of Melbourne.,85932963,Rebecca,,Melbourne,-37.816136588553626,144.96515087911627,Entire home/apt,93,6,3,2017-01-28,0.49,1,337
+7535085,Luxury CBD STAY + Private Washroom!,24430488,Richa,,Melbourne,-37.80876036762429,144.971381924504,Private room,94,15,29,2017-02-28,1.43,1,43
+2357753,"Royal Stays 2bdr ""Modern"" Apt ",4170460,Royal Stays,,Melbourne,-37.82802708648649,144.95822702212303,Entire home/apt,199,7,7,2016-12-31,0.22,19,218
+4123708,C104 - 2BDR LUXE IN CBD/CARLTON,1710397,Amanda,,Melbourne,-37.79374152390443,144.96545956973293,Entire home/apt,250,3,5,2016-08-17,0.20,62,268
+13019642,"Eva, sky-high city dream 1BED +POOL",7509953,Linton,,Melbourne,-37.8167483259352,144.95407275137904,Entire home/apt,149,2,18,2017-03-29,1.87,70,339
+17267201,Clean convenient quiet & new room,66840127,Gabriel,,Melbourne,-37.77867248650112,144.93946544128312,Private room,56,1,6,2017-03-20,3.67,7,93
+14805526,Sky Apartment with amazing views,44159306,Sofia,,Melbourne,-37.81536489399174,144.9527694312108,Entire home/apt,136,2,24,2017-03-26,3.58,3,154
+11497224,Bright Bedroom on Little Cardigan,5899486,Daniel,,Melbourne,-37.80479405235204,144.96649559219026,Private room,125,1,0,,,3,0
+14875198,Entire Aprt Rooftop Pool & Panoramic Views 2bedrm!,20904291,Susan,,Melbourne,-37.826506954241076,144.9580937924347,Entire home/apt,281,1,2,2017-01-22,0.62,3,180
+6191681,"Heritage 2 Bedroom, Flinders Lane",30870639,Melbourne City Stays,,Melbourne,-37.818025067515606,144.9668387434237,Entire home/apt,190,3,18,2017-01-29,0.86,13,170
+8452685,"3 BR CBD Apartment with WiFi, Full Apartment",11135339,Ross,,Melbourne,-37.81169733918706,144.96194074720918,Entire home/apt,295,1,2,2015-12-27,0.12,3,353
+8780370,1 Bedroom Apartment,40081020,28+Nights,,Melbourne,-37.82429619887575,144.9625995366502,Entire home/apt,157,3,4,2016-11-05,0.27,17,364
+9566808,Luxury and cosy flat in Melbourne,6740903,Ray,,Melbourne,-37.80501383193095,144.9698423079027,Entire home/apt,159,8,9,2016-11-04,0.58,1,191
+15792737,Best location in Melbourne CBD,98060425,Sally,,Melbourne,-37.80834143960942,144.96045015111812,Entire home/apt,159,2,8,2017-03-26,1.59,2,359
+16288347,"""Mason"" 3 BR Docklands Apt Magnificent Views",35370298,Blake(Mybnb),,Melbourne,-37.819501820573535,144.94181297470553,Entire home/apt,349,3,12,2017-03-25,3.60,14,176
+16153180,McEwan's Studio in Melb's CBD,8530753,Jared,,Melbourne,-37.814085182100094,144.96104917106027,Entire home/apt,119,1,33,2017-03-23,8.25,50,341
+6416319,"Cozy & stylish, brilliant location",20137311,Amelia & Lloyd,,Melbourne,-37.816289203042686,144.97143872804827,Entire home/apt,159,1,100,2017-03-19,4.42,5,350
+17345117,Fantasy Harbour View Bedroom,110097257,Moana,,Melbourne,-37.82180653910152,144.94311892623756,Private room,62,2,7,2017-03-27,7,1,51
+16677476,CBD room next to Sthrn Cross stn,21391576,Vincent,,Melbourne,-37.81466329733157,144.95331449849252,Private room,85,1,14,2017-03-30,5.53,1,46
+7993977,Studio Unit @ Melb CBD.,42024738,Tommie,,Melbourne,-37.809667011651804,144.9585294253348,Entire home/apt,80,1,4,2015-10-09,0.22,1,0
+16546436,Japanese Style Apartment in City Center,34072221,Alex,,Melbourne,-37.81038115332875,144.96022369668293,Entire home/apt,165,2,0,,,3,73
+4848238,Central Art Deco WiFi LUG S. Yarra Wi Fi LUG,20400356,Sandy And Ange,,Melbourne,-37.84126498499758,144.98444228362897,Entire home/apt,125,2,70,2017-03-24,2.55,3,266
+14903945,Discovery Melbourne Mixed Dorm #28,71213604,Discovery Melbourne,,Melbourne,-37.80871319312707,144.95963489846426,Shared room,26,1,1,2016-11-19,0.22,67,365
+12384901,SHARE ROOM MEL CBD - female only,52617604,Aki,,Melbourne,-37.81255962170783,144.96800720252872,Shared room,35,1,24,2017-02-16,2.07,5,300
+16831597,"Location, Location, Loction!!",15973674,David,,Melbourne,-37.808163470409724,144.9706686146077,Private room,90,1,7,2017-03-18,2.88,2,168
+9599656,墨爾本CBD 市中心全景180度view視野公寓全景落地窗房間,49059065,Long,,Melbourne,-37.8127662549313,144.9540440756026,Private room,80,2,21,2017-03-24,1.30,4,340
+16218828,Private room for rent in a 2 bedroom apartment,105963627,Giovanni,,Melbourne,-37.807833687206035,144.96259834201516,Private room,149,1,1,2017-03-22,0.37,1,180
+17596313,Light and Airy Private Room with bathroom,119574800,Cynan,,Melbourne,-37.807238377444605,144.9478592125883,Private room,85,1,2,2017-03-23,2,1,178
+8317638,Melb CBD 2BR Lux Apt with Harbor View & Parking,36022511,Sean,,Melbourne,-37.814588054664554,144.95221868141655,Entire home/apt,176,1,44,2017-02-25,2.35,4,4
+6519471,Large 2Bed Apartment Amazing Views,22875365,Sophie,,Melbourne,-37.81691335191701,144.95253087222713,Entire home/apt,201,2,108,2017-03-14,4.82,3,35
+16055000,Happy room,49221857,Steven,,Melbourne,-37.80266590794751,144.96144559736868,Private room,35,4,5,2017-02-26,1.44,2,24
+15891173,Luxury CBD Apartment with Pool Gym + Wifi,2793499,Luxuria Property Group,,Melbourne,-37.80934671345301,144.95814479731152,Entire home/apt,189,3,11,2017-02-09,2.43,4,176
+17720087,2 Bedroom Apartment at Adina on Flinders,97985163,Jen,,Melbourne,-37.814826152037895,144.97285065551762,Entire home/apt,255,1,0,,,3,174
+8121793,Stylish in Perfect CBD Location,1718997,Sarah & Shaun,,Melbourne,-37.82002847787299,144.95291964990736,Entire home/apt,124,2,57,2017-03-25,3.57,1,335
+15134154,"Sensational views,CBD location,Sub-Penthouse floor",23359874,Debra And Ro,,Melbourne,-37.81456950260127,144.95367548692423,Private room,160,2,2,2016-11-21,0.38,3,364
+13642234,"Cosy Carlton Room, Right Next to CBD!",79161120,Tuuli,,Melbourne,-37.802564589759456,144.96421131672656,Private room,43,7,0,,,1,0
+10632384,Best location in Southbank.,54885589,Tracey,,Melbourne,-37.823945180926,144.96209898125497,Private room,100,3,1,2016-03-27,0.08,1,365
+14904525,Discovery Melbourne Mixed Dorm #32,71213604,Discovery Melbourne,,Melbourne,-37.809979779176096,144.95893675932595,Shared room,26,1,0,,,67,365
+13659340,Cozy 1BD APT in central CBD with spectacular view,46362793,James,,Melbourne,-37.80809489780294,144.96170256685693,Entire home/apt,139,1,7,2017-01-21,1.38,4,71
+2420079,Boutique High-rise 2 Bedroom apt,8575954,Katherine,,Melbourne,-37.812960920266406,144.94342327085263,Entire home/apt,189,2,111,2017-03-19,2.99,3,135
+13266149,"Comfy 26 CBD, gym, swim, sauna",41678718,Ken,,Melbourne,-37.81520265383547,144.9522118219161,Entire home/apt,99,1,38,2017-03-28,3.73,15,243
+16394007,"STYLE, COMFORT AND FINE DINING",107393715,Michael And Jenny,,Melbourne,-37.81536093428486,144.97209908237912,Entire home/apt,191,2,14,2017-03-26,5.12,1,134
+17689906,"Close to CBD, private room + aircon + bathroom",38141476,Kasey,,Melbourne,-37.82000920318412,144.94315770545998,Private room,198,1,0,,,2,23
+13265905,Cosy room in Southbank,40825586,Lyena,,Melbourne,-37.82276794839006,144.96309282906842,Private room,35,1,15,2017-02-07,1.72,1,0
+8547571,ROSEMARY CBD pool+netflix+parking,1410571,Vicky,,Melbourne,-37.81650102202626,144.95315859912566,Entire home/apt,219,2,94,2017-03-01,5.15,4,114
+15625030,1-BR Cosy & Modern Docklands,80653546,Rahul,,Melbourne,-37.821606565851624,144.94377103041816,Entire home/apt,110,1,4,2017-01-28,0.75,1,113
+3763340,HEART OF MELBOURNE CITY,10223040,Amrit,,Melbourne,-37.816343133832724,144.95382382704304,Private room,125,1,0,,,1,0
+4582750,Stunning City Resort,5884509,Lisa,,Melbourne,-37.82952717635415,144.96963385614998,Entire home/apt,210,5,5,2017-01-01,0.19,1,0
+14904168,Discovery Melbourne Mixed Dorm #31,71213604,Discovery Melbourne,,Melbourne,-37.808650336105465,144.95819372396443,Shared room,26,1,1,2016-12-13,0.27,67,365
+6548842,Sophisticated & Breathtaking Views,34017321,Stephen,,Melbourne,-37.82986864561247,144.97120815403457,Entire home/apt,194,2,1,2015-07-20,0.05,1,200
+14985074,Stunning view in the heart of Melbourne,3095513,Mimi,,Melbourne,-37.81475566253391,144.95487773678008,Private room,99,1,4,2016-11-21,0.62,2,364
+7990685,2 Bedroom Apartment City Tower 304,569413,Dina,,Melbourne,-37.823812598214815,144.96205090442984,Entire home/apt,227,1,4,2017-03-16,0.23,10,329
+9371638,Luxury 2Beds CBD Apt Indoor Pool 1,48129791,Sylvia,,Melbourne,-37.81523679368334,144.95260996715842,Entire home/apt,159,2,27,2017-02-25,1.71,4,129
+15364074,1 Bed moments from Crown Casino & the Melb CBD,4177021,Peter,,Melbourne,-37.8234982615939,144.96351865334577,Entire home/apt,110,2,31,2017-04-01,5.44,1,85
+7667654,Luxurious Apartment Melbourne CBD,37640288,Khee Leng,,Melbourne,-37.8156933702755,144.95427112881544,Entire home/apt,109,5,76,2017-03-24,3.82,1,150
+11530203,Private Room St Kilda Rd Apartment,60808080,Claire,,Melbourne,-37.835222869497976,144.97575748603367,Private room,80,1,2,2016-03-30,0.16,1,0
+9400270,"2 Bedroom, 2 bath Central Hide Away, FREE PARKING",30870639,Melbourne City Stays,,Melbourne,-37.81548380419415,144.96431338838642,Entire home/apt,250,3,32,2017-03-18,1.92,13,168
+257915,Central Apartments in Melbourne ,569413,Dina,,Melbourne,-37.825252898069174,144.96145302566194,Entire home/apt,700,2,31,2017-03-04,0.50,10,360
+16248669,Available Christmas! Inner Melb,106167797,Alex,,Melbourne,-37.79452383421071,144.92726979094002,Entire home/apt,87,1,3,2017-01-05,0.81,1,0
+9059886,Southbank Chic 2,47246521,Amanda,,Melbourne,-37.82790666607048,144.96696877221999,Entire home/apt,210,3,4,2017-01-06,0.80,1,300
+10125055,Sunny apartment - Carlton Melbourne,25295588,Jonathan,,Melbourne,-37.7975734111216,144.9718010462728,Private room,80,2,8,2016-11-06,0.63,1,0
+4779680,2BD/2BR Central CBD Pad & Netflix!!,9510598,Emma And Taj,,Melbourne,-37.82391303765921,144.9617670428174,Entire home/apt,185,1,149,2017-03-26,5.29,15,256
+15957652,"Modern City Hub, carpark, neftlix, rooftop & pool",4421359,John,,Melbourne,-37.82512297520104,144.96699771803773,Entire home/apt,208,2,36,2017-03-26,7.61,1,115
+15793255,213/39 Lonsdale Street Single Private Room,20830967,Stephanie,,Melbourne,-37.80958069539547,144.97022281462975,Private room,60,1,3,2017-01-23,0.80,1,7
+5730042,CBD Full Corner Apt QV1 Russell St Great Views!,12108076,Jonn,,Melbourne,-37.80950428118128,144.96552804347618,Entire home/apt,139,1,91,2017-03-19,3.80,4,42
+16230945,"Penthouse next to MCG, Australian Open venue",106073326,Benjamin,,Melbourne,-37.81773691299841,144.98088937925468,Entire home/apt,750,1,0,,,1,0
+9828642,"Great location, city view,Parkville",50621699,Benjamin,,Melbourne,-37.7801139985444,144.96005047411563,Private room,42,1,16,2017-01-22,1.17,1,276
+12908233,Cosy bedroom in a comfy apartment!,42770530,Jose Luis,,Melbourne,-37.82555408931569,144.96423279356773,Private room,66,1,3,2016-07-23,0.33,1,0
+14907026,Inner City Apartment at Perfect Location,18001662,Clarice,,Melbourne,-37.8163332314609,144.95379844169054,Entire home/apt,115,1,25,2017-04-02,3.75,6,194
+947806,Private room in City Resort,5138361,Bron Neil And Mark,,Melbourne,-37.82529912161425,144.96708552952526,Private room,90,2,137,2016-12-12,2.77,15,0
+8943233,Large apartment in a Central location,16903241,Lea & Nicky,,Melbourne,-37.82091947343625,144.95523443356973,Entire home/apt,115,1,11,2017-03-18,0.72,2,10
+5469804,Stylish South Yarra Deco Apartment,27348095,Carla,,Melbourne,-37.83734492714126,144.98157963833404,Entire home/apt,176,3,43,2017-03-26,2.00,1,331
+7042679,2BR 2BTH APT 40F *CITY VIEW+WIFI+GYM+POOL+PARKING*,3907770,Lawrence,,Melbourne,-37.826815842843914,144.95837019820235,Entire home/apt,190,3,50,2017-03-18,2.84,3,328
+13006870,Double room in the heart of Melbourne,14207311,Elisabeth,,Melbourne,-37.80937186095069,144.967354430295,Private room,60,7,1,2017-01-20,0.40,1,0
+12842555,♬Cosy Comfy 2BR in Melb's CBD♫,51172609,Lisa,,Melbourne,-37.8103879939451,144.96132150909207,Entire home/apt,100,1,54,2017-03-25,5.02,19,107
+10090068,Its Better than I thought,51774763,Victor,,Melbourne,-37.797551240558136,144.96935580377428,Private room,135,2,0,,,2,335
+16316683,Room in share house,19147041,Joaquin,,Melbourne,-37.80250063884195,144.94927583371404,Private room,41,21,0,,,1,0
+9598495,Docklands 1BR - Parking - Internet,49678509,Monthlyhomerental,,Melbourne,-37.81289290652447,144.94101157013424,Entire home/apt,130,3,11,2017-01-21,0.71,2,82
+10229237,Diamond LuxView Centre of Melbourne,52115768,Brian,,Melbourne,-37.811481148467735,144.95937766063398,Entire home/apt,168,1,65,2017-03-13,4.32,5,332
+7960037,Funky 2 bedrm Apmt-CBD Fringe-WiFi.,29358075,Luke & Amy,,Melbourne,-37.80714568108299,144.95221496087788,Entire home/apt,145,2,85,2017-03-28,4.36,1,271
+17561043,Room in Melbourne City Centre (CBD),118603867,Fari,,Melbourne,-37.81297190607867,144.95656178827835,Private room,75,1,0,,,1,45
+9466059,Superb 2BR-Marina view next to CBD,49057248,Dario,,Melbourne,-37.814135101166315,144.94168598833275,Entire home/apt,180,3,1,2016-01-05,0.07,1,0
+13890750,Exclusive Stays - Gallery Tower II,10190138,Tony,,Melbourne,-37.820972723486534,144.96760969110693,Entire home/apt,281,1,5,2016-11-30,0.57,14,365
+13333681,Awesome apartment in cool area :),2667938,Andrew,,Melbourne,-37.7984746555235,144.94588411696432,Entire home/apt,85,6,3,2017-01-08,0.38,1,135
+4379823,Awesome View From A Cosy Apartment,2480897,Dee,,Melbourne,-37.808803312944114,144.96623703571348,Private room,60,1,10,2016-03-25,0.34,1,248
+14939268,UrbanMinder @ Pearl,47763720,UrbanMinder,,Melbourne,-37.822216284169706,144.96083003239355,Entire home/apt,260,2,17,2017-03-16,2.56,23,182
+7754867,WHITEMAN STREET PENTHOUSE! 2 Bed/2 Bath with views,40773313,PremierStays,,Melbourne,-37.827177034414945,144.95515812780155,Entire home/apt,290,3,1,2017-03-05,1,1,298
+10548320,Great room located in Southbank-CBD,43280687,Marko,,Melbourne,-37.82672430928196,144.95883600991345,Private room,58,1,26,2016-07-10,1.89,2,0
+17754300,"Luxury at the ""Paris End"" of Collins St in CBD",3069869,Hamish,,Melbourne,-37.81387803125294,144.97429726446177,Entire home/apt,275,3,0,,,1,168
+9958453,☁ON CLOUD9☁Melbourne CBD Modern 1BR,51172609,Lisa,,Melbourne,-37.809516739064584,144.96092206412317,Entire home/apt,69,1,89,2017-03-30,5.63,19,114
+16847919,A Home Away from Home Beautiful Apartment,13240455,Julie,,Melbourne,-37.842349975610134,144.97809110335535,Private room,149,2,1,2017-03-11,1,1,170
+16427459,Bright blue view in a central location,5312231,Jack,,Melbourne,-37.80079552968811,144.9690843925338,Private room,30,2,0,,,1,1
+6158648,CROWN Views with Spacious Living and Great Views,31950432,Alfi,,Melbourne,-37.82477837592144,144.96302184629306,Entire home/apt,239,2,83,2017-03-26,4.27,1,307
+14346413,The Floating BnB - Twin share upper single,56159906,Maggie,,Melbourne,-37.820889560688116,144.93950558794836,Shared room,46,1,27,2017-03-29,4.68,12,28
+10254409,"Spacious 1bedroom in Melb(Gym,Pool)",24850341,Chu,,Melbourne,-37.808123017939145,144.96561466512156,Entire home/apt,135,2,53,2017-03-24,3.63,2,140
+17737809,Comfortable CBD apt with city view - (free wifi),120987750,Jia,,Melbourne,-37.81050533740191,144.9608290952639,Private room,229,2,0,,,1,89
+13301810,One Bedroom Apartment- CBD,40081020,28+Nights,,Melbourne,-37.81088282534556,144.95765626734632,Entire home/apt,172,2,0,,,17,364
+12220309,Melbourne CBD/southern cross,49059065,Long,,Melbourne,-37.813684741269576,144.95294235702343,Private room,80,1,9,2017-02-24,0.87,4,52
+15693639,Escape to total tranquility Top floor...,5979497,Carolyne & Roméo,,Melbourne,-37.82293773053081,144.96748147404656,Entire home/apt,180,3,1,2016-12-11,0.26,2,0
+14546744,Bright Quiet Apartment walk to everything!,724988,Shelli,,Melbourne,-37.80856363145157,144.95226394164646,Entire home/apt,149,2,1,2017-03-25,1,1,119
+14155400,NEW - StayCentral CBD Little Paris near everything,4177728,Chris,,Melbourne,-37.81584086075151,144.96349256602088,Entire home/apt,222,3,14,2017-02-05,1.69,14,206
+7993092,Furnished Apt in the Heart of CBD!,24508892,Joseph,,Melbourne,-37.81552234649959,144.9529112255151,Entire home/apt,121,1,113,2017-03-20,6.02,9,106
+15824665,Central Location Private room in free tram zone,102454398,Zy,,Melbourne,-37.80602537689093,144.96209571757547,Private room,47,10,0,,,1,8
+8058610,TOWNHOUSE in the CITY plus GARAGE,4039880,Linda,,Melbourne,-37.80923305461092,144.96724725013937,Entire home/apt,135,2,84,2017-03-18,4.37,2,336
+9926403,Southbank: 25/01/16 to 13/02/16,51025032,Sandy,,Melbourne,-37.823778666277924,144.96425340874026,Private room,60,1,3,2016-02-13,0.21,2,0
+16381678,Morden Eden,92551541,Snow,,Melbourne,-37.81462810642905,144.95252016592227,Entire home/apt,138,1,8,2017-03-25,2.26,1,180
+6942604,墨尔本滨海区公寓,28859115,Faye,,Melbourne,-37.81912950761091,144.9435231876493,Private room,80,1,0,,,2,0
+15692761,"Bedrooms + office, meetings, venue",9295683,Chloe,,Melbourne,-37.81531246060043,144.96325298903773,Private room,121,2,4,2017-01-02,0.88,2,181
+519819,Funky Paris end of Collins Street apartment,2558288,Alan,,Melbourne,-37.814560862151346,144.9740027487216,Entire home/apt,153,7,16,2017-03-31,0.29,1,331
+7893691,Carlton KING BED WIFI BALCONY VIEWS,1408673,Little Journey,,Melbourne,-37.80361080483343,144.9635830165671,Private room,121,1,2,2015-10-24,0.11,5,288
+8123045,Contemporary Living in heart of Melbourne CBD,36605625,Chester,,Melbourne,-37.81374430852604,144.95704255927635,Private room,75,1,84,2017-04-01,4.53,6,192
+2454156,Airy space sleeps 4 WIFI Parkville,1456169,Anna,,Melbourne,-37.78550574363024,144.94153195821843,Entire home/apt,100,3,31,2017-04-01,2.11,1,36
+11956865,Spectacular Oceanview Penthouse,24749898,HugoHome,,Melbourne,-37.8205955475594,144.94213742848044,Entire home/apt,244,1,61,2017-03-18,4.88,22,152
+13628032,"Master bedroom & en suite bath w/ pool, gym, etc.",48862361,Jorge,,Melbourne,-37.824160072632196,144.96345331129947,Private room,83,2,7,2016-12-30,1.60,2,0
+4903511,Paris End Luxury Apartment - Spectular Views,19828291,Avivo,,Melbourne,-37.811400074341016,144.97153304098154,Entire home/apt,225,4,2,2017-01-31,0.81,4,305
+14938691,2BD Splendid CBD Pad With NETFLIX and Pool & views,9510598,Emma And Taj,,Melbourne,-37.82154780962136,144.96418609979762,Entire home/apt,170,1,34,2017-03-27,5.13,15,313
+11498037,One ina million chance right in CBD,60554093,Pedram,,Melbourne,-37.8066046197278,144.94795498184894,Private room,51,1,6,2017-01-21,0.49,1,363
+13300257,melbourne house,75108206,Jaejun,,Melbourne,-37.823271916169745,144.96210750380288,Shared room,50,1,1,2016-06-18,0.10,1,0
+17659457,Private room In Melbourne CBD,39420239,Frank,,Melbourne,-37.814742333603455,144.95173060154863,Private room,80,4,0,,,5,77
+456690,New York Style Large City Loft Apt,453848,Michelle,,Melbourne,-37.81741360543424,144.96298039680033,Entire home/apt,145,3,71,2017-03-20,1.73,1,90
+9598972,"CDB Share room, Double bed",49680332,Luis,,Melbourne,-37.81698825856179,144.9524834955295,Shared room,48,5,1,2015-12-19,0.06,1,0
+17462174,Spacious 1 Bedroom Apt,5039507,Michelle,,Melbourne,-37.80265671329406,144.95128830690936,Entire home/apt,90,3,0,,,1,53
+3274148,Gem Apartments Luxury 3 bed 3 bath,5553847,Kellie,,Melbourne,-37.82058707642092,144.96267696546943,Entire home/apt,505,4,7,2017-03-15,0.29,15,250
+5633418,Modern Docklands Apartment ,29006704,Rachel,,Melbourne,-37.81816393267004,144.94720769648563,Private room,121,2,1,2015-03-16,0.04,1,0
+4816444,Urban retreat with sunny city views,834047,Samantha,,Melbourne,-37.815480301577544,144.95480965815645,Private room,85,2,85,2017-03-28,3.23,1,32
+10840287,Private Balcony & Million $$$ View,3597078,Rosi,,Melbourne,-37.81671716328393,144.95375714601786,Private room,85,2,31,2017-03-22,2.25,3,89
+15332717,Lovely 2 Storey Courtyard Apartment,21501622,Jess,,Melbourne,-37.79832565884377,144.94664149820437,Entire home/apt,97,4,13,2017-03-18,2.38,1,38
+5698847,CBD Studio On Top Of The World,8530753,Jared,,Melbourne,-37.81678553639153,144.95222488506522,Entire home/apt,119,1,180,2017-03-25,7.34,50,351
+18021944,★CITY★ SOUTHBANK★PERFECT FOR SHORT STAY,81663303,Emily,,Melbourne,-37.82491682451461,144.9632826405068,Private room,55,2,0,,,1,344
+9205067,Private single room near City + Uni,23680055,Will,,Melbourne,-37.80088253986461,144.96417128140905,Private room,201,1,2,2016-02-27,0.15,1,0
+9467179,Jazzy Travellers Retreat in Melbourne CBD,49057138,Geoff And Tanya,,Melbourne,-37.81675066172893,144.96271469087708,Entire home/apt,138,1,71,2017-03-27,5.30,1,151
+14046525,Private room close to the city centre,84208845,Dave,,Melbourne,-37.79606772944985,144.9236859248026,Private room,35,3,0,,,1,0
+3272235,Absolute Melbourne Center Apartment,7342833,Mo,,Melbourne,-37.81105938021119,144.9645496422257,Entire home/apt,80,1,183,2017-04-01,5.36,3,297
+13399328,Comfort Boutique Studio @ Alto Hotel,24139228,Gary,,Melbourne,-37.81741001547861,144.95440480977533,Entire home/apt,140,1,1,2017-01-12,0.36,1,364
+16946428,CBD Cosy windows Room,32106858,Candice,,Melbourne,-37.816181169465715,144.95235875843468,Private room,80,1,0,,,4,41
+15790599,LV 42 PREMIUM DESIGNER 1BDR +SOUTHERN CROSS +WIFI,50626167,Short Stay Plus,,Melbourne,-37.81478401541664,144.95342350710305,Entire home/apt,121,1,26,2017-03-19,5.17,22,239
+16773621,Modern Apartment with City Views,33168953,Lin,,Melbourne,-37.80998523648617,144.9605052951323,Entire home/apt,98,2,5,2017-03-26,2.00,4,115
+1733049,Paradise Location 3BD in Southbank,9130578,Chris,,Melbourne,-37.82248172676166,144.9658203217467,Entire home/apt,250,2,175,2017-03-18,4.16,1,268
+15822160,Fantastic Location,30250344,Casey,,Melbourne,-37.81561903156247,144.96992388918875,Entire home/apt,176,3,20,2017-04-01,4.38,4,119
+16117066,The best of both worlds,2338754,Tianjun,,Melbourne,-37.790975588615034,144.92219718712002,Entire home/apt,121,3,3,2017-01-13,0.90,2,12
+11267403,Amazing B&B in North Melbourne,58825084,Nebz,,Melbourne,-37.79998409313286,144.95386677659923,Private room,149,1,1,2016-02-19,0.07,1,0
+4779329,Melbourne Family Apt 3 bedroom L17,15506768,Joanne,,Melbourne,-37.82325943010414,144.96517488384166,Entire home/apt,300,7,13,2017-02-14,0.58,2,349
+6607413,Harbour Town Apartment 301,32818751,Kiran,,Melbourne,-37.812195531383026,144.9388032338737,Entire home/apt,299,3,5,2015-12-14,0.24,2,365
+16399524,★Penny★ Superhost | Parking | Netflix | Art Deco,2246291,Vincent,,Melbourne,-37.816294319760416,144.99006950725507,Entire home/apt,107,1,11,2017-03-28,3.11,3,172
+8056057,"Wesley, the bold. 2Bed WIFI+Parking",7509953,Linton,,Melbourne,-37.80665597402186,144.96068253909795,Entire home/apt,180,2,26,2017-01-27,1.50,70,337
+7367957,Sunny studio with park views in CBD,12065083,,,Melbourne,-37.81212183383391,144.9572234044488,Entire home/apt,125,2,27,2017-01-02,1.42,1,17
+1305838,Gorgeous & Large + Private Bathroom,204714,Mandy,,Melbourne,-37.82955170562323,144.96699752747838,Private room,75,1,32,2017-03-30,1.82,1,332
+11538987,Great outer CBD entire apartment,16127317,Elisa,,Melbourne,-37.81692297834778,144.97861547860992,Entire home/apt,180,2,10,2017-01-29,,2,0
+16707278,Quiet room in Flemington,25213060,Tao,,Melbourne,-37.79164680448167,144.92065351090162,Private room,60,2,3,2017-01-26,1.10,1,0
+15791005,"Big, light, airy room c/w private balcony near CBD",24953295,Mark,,Melbourne,-37.810117858114765,144.9477330210445,Private room,88,1,7,2017-03-27,1.51,1,44
+10419695,New quiet city apartment,53617068,Jun,,Melbourne,-37.80595217281098,144.96336923114967,Private room,60,1,1,2016-01-22,0.07,2,0
+16192382,A RareFindGem 3bd2bath MelbCBD Pool,93930367,Sophia,,Melbourne,-37.8137158293496,144.95358577820608,Entire home/apt,248,1,22,2017-03-18,5.45,5,90
+17855369,One Bedroom & Guest Suite,107209033,KTPGroup,,Melbourne,-37.80983916782713,144.9594336290893,Entire home/apt,169,1,0,,,2,357
+3994498,Royal Stays 1 Bdr Apt Near Crown(1501),4170460,Royal Stays,,Melbourne,-37.82658197798531,144.9596184011849,Entire home/apt,149,7,6,2016-12-15,0.20,19,359
+17175395,Quiet Studio Apartment Close To The Action,114568970,Rhys,,Melbourne,-37.80829229752022,144.9616009402826,Entire home/apt,132,7,3,2017-03-23,2.31,3,356
+10167117,Great View APT Melbourne cbd +wifi,47589857,Mason,,Melbourne,-37.81181408361997,144.95896045958906,Entire home/apt,170,1,26,2017-03-19,1.79,4,76
+17705100,In the heart of CBD city appartmemt,91555404,Nicole,,Melbourne,-37.81648617097658,144.96313953880295,Entire home/apt,128,1,2,2017-03-26,2,1,290
+6452018,Modern apartment in Arts precinct,23910988,Neil & Mark,,Melbourne,-37.82507746392059,144.96623304505462,Entire home/apt,125,2,64,2017-03-19,2.94,12,327
+2028297,2 BRM City Resort 1 with FOXTEL,5138361,Bron Neil And Mark,,Melbourne,-37.82446983269274,144.96559069391162,Entire home/apt,160,2,155,2017-03-22,3.86,15,302
+6296326,Self-contained 1 Bedrm Apart with private balcony,32740315,Tony & Suzie,,Melbourne,-37.799053530061705,144.94627568428803,Entire home/apt,115,3,8,2016-08-17,0.49,1,280
+15693953,"Harbour View Ensuite: Free Tram,Station,Skybus,AFL",101313430,Bennie,,Melbourne,-37.815393582622896,144.94875365494752,Private room,83,1,19,2017-03-29,8.64,1,155
+12841722,Cosy home with Skyview in the heart of the city!,61051295,Mica,,Melbourne,-37.81285643718488,144.959210954482,Entire home/apt,118,2,69,2017-04-01,6.51,1,132
+16312648,City Home Living Girl Only (Free Tram Zone) B,35069663,Yee,,Melbourne,-37.8122226882287,144.95690932316774,Shared room,35,1,14,2017-03-31,3.85,4,45
+15135476,Apartment across Melbourne Uni,95972249,Margit,,Melbourne,-37.79848546635388,144.96510381970904,Entire home/apt,139,1,0,,,2,153
+1012462,Honey Apartment 1 - Queen St city,5570306,Kirstin,,Melbourne,-37.8187357842186,144.96219499171949,Entire home/apt,218,4,5,2017-03-01,0.11,2,344
+7827382,Location and View,41217181,Andrew,,Melbourne,-37.82089285262726,144.95524512752277,Entire home/apt,165,2,26,2017-04-01,1.42,1,88
+12874451,Cosy Central CBD Studio Apartment,17385409,Jerome,,Melbourne,-37.81022282930236,144.96746006345333,Entire home/apt,109,2,31,2017-03-27,3.35,1,42
+10121928,Outstanding Southbank apartment,51942272,Jarred,,Melbourne,-37.82659525594608,144.95925686233005,Entire home/apt,201,3,20,2017-03-21,1.59,1,178
+9104571,"243 Franklin Street, 1 Bedroom",47459022,,,Melbourne,-37.81006402120849,144.95630113340582,Private room,54,1,0,,,1,0
+3210440,Position Perfect -Carlton Courtyard,913736,Danielle & Ruth,,Melbourne,-37.79776943760157,144.9664148314614,Entire home/apt,159,3,16,2016-11-12,0.97,12,340
+14576835,2 Bedroom Apartment on Little Collins Street,20956695,,,Melbourne,-37.81737360238447,144.961469264011,Entire home/apt,185,2,8,2017-04-01,1.59,1,353
+9759772,Perfect Location 1BR Melbourne CBD Apartment!,30261722,Daniel,,Melbourne,-37.816766941954334,144.96551672105818,Entire home/apt,119,1,92,2017-04-01,10.45,5,163
+16411679,Spacious Apartment with City Views,33168953,Lin,,Melbourne,-37.81178460910427,144.9580705666077,Entire home/apt,94,4,10,2017-03-26,3.19,4,123
+13757390,"Heart of CBD, modern & warm, Free carpark & Wifi",47936742,Naomi,,Melbourne,-37.82119561826513,144.96624676582172,Entire home/apt,220,1,65,2017-03-31,25.66,3,110
+11806538,Central & peaceful 2BR high rise,62882559,Hannah,,Melbourne,-37.82628568777817,144.95927986729697,Entire home/apt,215,1,17,2017-03-21,3.25,1,332
+9096830,Rathdowne Village beauty,4457600,Bruce,,Melbourne,-37.78755747721314,144.96904056124646,Private room,80,1,0,,,1,0
+3566505,Bright Apartment in Prime Location,17956774,Miles,,Melbourne,-37.81003493758711,144.9678225415085,Entire home/apt,139,2,153,2017-03-19,11.83,3,341
+17755075,"East Melbourne Deco Oasis WiFi walk to CBD, sports",76574611,Jill,,Melbourne,-37.81361188212281,144.9840124259793,Entire home/apt,107,2,0,,,3,176
+15820604,【APC_B】Friendly City Break★2Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81253234270633,144.97024341420476,Entire home/apt,128,1,12,2017-03-17,2.50,9,176
+16469389,Paris end of Melbourne-2BDR heart of CBD Dreamhome,108075831,Dreamhome,,Melbourne,-37.81384489951513,144.97035595740132,Entire home/apt,180,2,17,2017-03-11,5.20,3,334
+14561671,Modern 1BR Southbank apartment w/views,90189628,Nahla,,Melbourne,-37.825852040490545,144.96564492316318,Entire home/apt,115,2,16,2017-03-18,2.39,1,187
+16019832,Rooftop with city views + walking distance 2 CBD,3153120,Jenna,,Melbourne,-37.80372030414096,144.95361083254286,Private room,94,1,0,,,2,153
+14872941,Beautiful apartment in epic location!,46271978,Brenton,,Melbourne,-37.81974334186896,144.96765941228273,Entire home/apt,201,2,21,2017-04-01,3.15,1,236
+15102310,Flinders St Modern Apartment - Amazing Views,1644948,Karl,,Melbourne,-37.81980794128018,144.95736102744453,Entire home/apt,168,5,8,2017-02-11,1.53,1,159
+4583745,Experience Australia's Little Italy,23760052,Joey,,Melbourne,-37.79840858339602,144.96904320488377,Entire home/apt,250,3,8,2016-01-02,0.28,1,0
+6055987,Melbourne Soul CBD 1 bed/1 bath,23017357,Maria,,Melbourne,-37.817420839963305,144.9706307096308,Entire home/apt,160,2,6,2017-01-29,0.28,2,348
+10285308,Southbank Living with a View,47953667,Tara,,Melbourne,-37.826176552209475,144.96408227533294,Private room,110,1,9,2017-01-27,0.63,1,364
+4387065,Quiet Victorian living,7146549,Natalia And Sebastian,,Melbourne,-37.795634367742984,144.95725753454212,Private room,59,3,20,2017-02-11,0.69,6,275
+16060651,EAST MELBOURNE GEM with carpark and wi-fi included,104605632,Peter & Bronwyn,,Melbourne,-37.81265209347387,144.9902670825799,Entire home/apt,149,2,6,2017-03-25,1.54,3,126
+17101025,Perfect located apartment,38799199,Pengyan,,Melbourne,-37.81376187995803,144.95279708412835,Private room,180,1,2,2017-03-16,1.30,2,0
+1798355,2 Bedroom Apt Melbourne City WiFi,7046664,Dave,,Melbourne,-37.805855085096816,144.96796104081938,Entire home/apt,201,2,49,2016-12-31,1.18,1,242
+4485335,"Location, quality and comfort (A)",16550109,Amanda,,Melbourne,-37.81202682732494,144.9383643700827,Entire home/apt,201,2,7,2016-03-20,0.27,2,212
+16978547,Share room MEL CBC - Female Only,113622035,Alice,,Melbourne,-37.81367709930897,144.97026708472458,Shared room,35,1,5,2017-03-28,2.94,1,94
+13594803,Fully Furnished Flinders Lane King Sized Apartment,78570751,Trevor,,Melbourne,-37.819252932206666,144.9569019642158,Shared room,48,1,1,2017-03-14,0.11,2,62
+11956382,Spacious room in house near CBD,8348518,Clare And Ollie,,Melbourne,-37.80523574183057,144.94748822930723,Private room,52,1,50,2017-01-29,4.12,1,9
+4288651,Room in Heritage Building ,2812963,Medley,,Melbourne,-37.80643294794199,144.96728963164975,Private room,79,1,3,2016-07-14,0.11,5,71
+10285181,Affordable Central Studio,10020162,Daniel,,Melbourne,-37.820060895869176,144.95688226887572,Entire home/apt,85,1,64,2017-03-28,4.36,1,166
+5107774,Room in a modern CBD apartment,26394054,Justine,,Melbourne,-37.81277200996437,144.9695501431127,Private room,90,1,0,,,1,0
+7827506,Inner City 2 bedroom 2 bathroom,828048,Romain,,Melbourne,-37.82194740404998,144.95128099591793,Entire home/apt,110,1,0,,,1,0
+16150530,Signature' Nest-apartments bay view,9198367,Ken,,Melbourne,-37.81556766270768,144.95326179262534,Entire home/apt,159,1,8,2017-03-15,2.00,6,300
+12512063,The Bayview 1 bd apt + fireworks in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81476239069898,144.95411822996476,Entire home/apt,125,1,44,2017-03-25,3.85,29,79
+17835825,Little House in North Melbourne,29499319,Coline,,Melbourne,-37.80394802342885,144.94585324507327,Private room,48,1,0,,,1,347
+13789972,Southbank - Modern Apartment,81031174,David,,Melbourne,-37.82833344571824,144.96916779644337,Entire home/apt,155,3,6,2017-02-04,1.15,1,317
+12365598,Luxury 3 bedroom with great view,23910988,Neil & Mark,,Melbourne,-37.82345229757305,144.9619783335688,Entire home/apt,350,2,56,2017-03-23,4.88,12,282
+9780314,Melb CBD Apartment with balcony,15586355,Tracey,,Melbourne,-37.819194568412826,144.95914045549827,Entire home/apt,225,7,3,2016-08-11,0.21,1,365
+6056470,A Spacious Central Location,16903241,Lea & Nicky,,Melbourne,-37.81899266590321,144.95648591081408,Shared room,121,1,3,2015-06-29,0.13,2,0
+15919556,The Westside 2 bd 2 bath luxe apt in Melb CBD,46780984,Peggy,,Melbourne,-37.815927364290005,144.95349873678288,Entire home/apt,160,1,27,2017-03-25,,11,73
+5499316,"Breathtaking views, Great location",24779335,Andrew,,Melbourne,-37.813423882656444,144.9532019007592,Entire home/apt,140,4,67,2017-03-08,2.68,2,10
+9660808,The Elegancy 2 Bedroom apartment in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81487231640264,144.953442137424,Entire home/apt,159,1,88,2017-03-21,5.43,29,123
+14543270,"Spacious, Central Location, Private Room 5",18633392,Yee,,Melbourne,-37.81548010619842,144.95461126913446,Private room,55,4,12,2017-04-03,1.96,14,81
+14903714,Discovery Melbourne Mixed Dorm #26,71213604,Discovery Melbourne,,Melbourne,-37.80974463465767,144.95867579162788,Shared room,26,1,2,2016-11-07,0.36,67,365
+14056514,Cozy bedroom in Beautiful Docklands :),59857984,Jane,,Melbourne,-37.81829167397999,144.9484896321904,Private room,130,2,0,,,1,0
+10086756,Melbourne Luxury Oasis Ground Floor,22744268,David,,Melbourne,-37.825142938814245,144.96526159437892,Entire home/apt,181,2,58,2017-03-26,6.90,2,304
+15208847,Walk to CBD,19712133,Karen,,Melbourne,-37.82106951607429,144.96250799154882,Private room,100,1,7,2017-02-21,1.12,1,354
+17721678,Melbourne CBD apartment opposite crown casino,120817618,Rosie,,Melbourne,-37.82760312068971,144.95962694503936,Shared room,115,2,0,,,1,365
+14903622,Discovery Melbourne Mixed Dorm #25,71213604,Discovery Melbourne,,Melbourne,-37.809306048244075,144.95840321735108,Shared room,26,1,15,2017-03-12,2.31,67,363
+4157720,Melbourne CBD studio,21575779,Rogan,,Melbourne,-37.82143924600792,144.9572023479231,Entire home/apt,140,2,40,2017-03-19,1.50,1,329
+6615316,"Comfortable, convenient & secure apartment in CBD",2537221,Cleve,,Melbourne,-37.80295966860458,144.95885355603195,Entire home/apt,140,3,4,2017-02-27,0.36,1,209
+4944134,Perfect Melbourne Location Carlton,4971509,Nadeen,,Melbourne,-37.797668205788156,144.96919399227815,Private room,66,2,50,2017-03-23,1.87,15,336
+7502619,Tennis and MCG Sub -Penthouse,39304232,Andrew,,Melbourne,-37.81789779406232,144.97897673108795,Entire home/apt,650,1,0,,,1,0
+17950992,Morden Apa/ Swimming Pool /Gym/CBD,121403900,Alex,,Melbourne,-37.81575680637203,144.95319716146693,Entire home/apt,125,1,0,,,3,356
+9890065,Cozy and Convenient Apt + Free WiFi,22860147,Adji,,Melbourne,-37.81150149332182,144.96082507848598,Entire home/apt,132,3,51,2017-03-24,3.33,33,155
+17950968,2 bedroom - Serenity at 41 Melbourne CBD ;-),41678718,Ken,,Melbourne,-37.816201754789404,144.95239062767573,Entire home/apt,139,1,0,,,15,330
+2615522,Large elegant 2BR CBD family home,4518874,Y.Y.,,Melbourne,-37.80077253512715,144.9646482219905,Entire home/apt,160,3,75,2017-03-25,2.26,2,346
+11364589,What a good apartment in CBD,59548190,,,Melbourne,-37.81833858524291,144.95515653265522,Shared room,56,1,9,2016-10-01,0.71,1,337
+15329208,【APC_B】BEST Location in CBD★1Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81223088341796,144.96819565498063,Entire home/apt,94,1,11,2017-03-18,1.92,9,176
+10217388,2BR CBD Apartment Pool Gym Balcony,52501656,Mia,,Melbourne,-37.81632734131245,144.95420665725365,Entire home/apt,250,1,2,2016-01-27,0.14,1,0
+6219694,City views brand new private room,1908083,Alon,,Melbourne,-37.795814922123824,144.9321013132397,Private room,80,5,6,2017-03-01,0.28,2,357
+12347299,"Cosy, private room close to Melbourne CBD",2694181,Demi,,Melbourne,-37.82459332713865,144.96419923713108,Private room,121,1,9,2017-03-27,1.02,1,114
+16443277,Melbourne CBD Lovely Place!!!,71767504,Nan,,Melbourne,-37.81062443170162,144.9577628645956,Private room,45,14,0,,,1,0
+16279418,Heart of CBD! 2 bedrm apt!,2921365,Vivian,,Melbourne,-37.811896748396016,144.96377039675744,Entire home/apt,215,3,7,2017-03-20,2.06,2,128
+10774385,two bedroom next to uni Melb,49236744,Euphy,,Melbourne,-37.80114789442496,144.96353514724117,Entire home/apt,149,1,0,,,1,0
+13068113,Great CBD living (4),50335286,Condotel,,Melbourne,-37.81760200099817,144.95465038282555,Entire home/apt,149,1,18,2017-03-11,1.78,5,357
+15132513,4 Week Days' Stay on a North Melbourne Budget,33610607,Jenny,,Melbourne,-37.79996970173169,144.94715621419297,Entire home/apt,126,4,1,2017-01-01,0.32,5,180
+13264712,Ariadne: Stylish City Apartment,24565586,Brett,,Melbourne,-37.8125296865077,144.96773861456288,Entire home/apt,136,2,12,2016-10-08,1.34,1,0
+13035332,Modern apartment living in the Heart of the City,61900530,Ray,,Melbourne,-37.81419086407546,144.95266280305438,Entire home/apt,180,2,24,2017-03-19,2.27,3,76
+16246594,Backpackers Heaven in South Yarra,49763222,Jack,,Melbourne,-37.83419246454139,144.9830671238114,Private room,80,25,0,,,1,88
+2680610,Stylish Apartment with City Views!,3034913,Luke,,Melbourne,-37.806860334084575,144.95132460466655,Entire home/apt,148,9,78,2017-03-30,2.15,4,317
+9496330,MD2-SPACIOUS 2BR/2BTH CORNER APT+SEAVIEW+NETFLIX!,10394006,Daniel,,Melbourne,-37.814437535909136,144.9524492582604,Entire home/apt,195,2,46,2017-03-18,2.88,15,193
+10970881,"Modern, Stylish Studio Apartments",52585557,Chris,,Melbourne,-37.80401918860273,144.9561349210348,Entire home/apt,119,1,17,2017-03-23,1.28,4,365
+17518892,"Double room in Kensington, Melbourne",118781711,Ross,,Melbourne,-37.79477424109316,144.91916248304986,Private room,45,2,0,,,1,193
+7890692,Modest & comfy renovated Victorian,100972,Cass & Jeremy,,Melbourne,-37.80609560656025,144.94982787605133,Private room,48,14,7,2017-01-29,0.37,9,155
+13199088,èL Godiva in Melbourne's CBD,8530753,Jared,,Melbourne,-37.819589371066186,144.95720891738563,Entire home/apt,125,1,70,2017-03-30,7.07,50,332
+16640772,apartment with city view and access to free tram,4540967,Roberto,,Melbourne,-37.80489622851428,144.9544854107849,Entire home/apt,148,3,8,2017-03-27,3.29,1,38
+13789943,Fantastic 2B Apartment_Melbourne City_Free WiFi,52305974,Ray,,Melbourne,-37.81037381416646,144.96080894608482,Entire home/apt,201,2,20,2017-03-21,2.67,3,345
+1764062,Gem Apartments Freshwater Deluxe! ,5553847,Kellie,,Melbourne,-37.8230561496291,144.9611656149456,Entire home/apt,305,4,11,2017-02-03,0.32,15,322
+10061126,Level 28th floor Super Lucky ✌ Melb CBD + WiFi,41678718,Ken,,Melbourne,-37.81635921099465,144.9534101132366,Entire home/apt,98,1,69,2017-03-22,7.21,15,239
+9005637,Cozy Room in Great Central Location,16685021,Jeanette,,Melbourne,-37.80724119943338,144.9606127807491,Private room,66,1,18,2017-02-19,1.35,1,93
+9136702,Nautical Bed & Breakfast Melbourne,47584511,David,,Melbourne,-37.82384790139265,144.9431013037967,Entire home/apt,299,1,8,2017-03-31,1.28,1,361
+3303970,Heart of Melbourne=NewCosyPerfect2!,3848099,Monique,,Melbourne,-37.81548864189287,144.97003479238563,Private room,109,1,23,2017-03-12,0.78,2,360
+1697412,Melbourne CBD - Gordon House,5157097,Wil,,Melbourne,-37.80771868877824,144.96713452069494,Entire home/apt,119,2,151,2017-04-01,3.69,1,326
+14902956,On Top of the World 1BD Melb CBD,51172609,Lisa,,Melbourne,-37.81593777683139,144.95340665450968,Entire home/apt,100,1,37,2017-03-27,5.36,19,60
+11429372,Sleep Amongst the Clouds,26876108,Wendy,,Melbourne,-37.80982563528089,144.96131437187586,Private room,66,2,25,2017-03-10,2.30,1,282
+10413755,Short Term Single Room - Carlton,49848912,Estefania,,Melbourne,-37.8001255191382,144.96558901058953,Private room,41,5,0,,,1,0
+9496178,Perfect Location,18351507,Nicholas,,Melbourne,-37.817909889129275,144.9655264189207,Private room,100,1,116,2017-03-30,7.70,1,348
+16180721,Modern 4 bedroom apartment close to CBD,33088103,Paul,,Melbourne,-37.804593242758855,144.9454305776777,Entire home/apt,350,1,14,2017-03-25,5.19,1,304
+15132155,4 Week Days Stay on Swanston on a Budget,33610607,Jenny,,Melbourne,-37.801179833290675,144.96489573083096,Entire home/apt,100,4,1,2016-10-07,0.17,5,70
+17884663,Cosy Double Bedroom in the heart of Melbourne CBD,40923042,Jefry,,Melbourne,-37.810064916994705,144.96073190409427,Private room,98,2,2,2017-04-02,2,1,84
+4619621,CBD 1BD Great view♡Perfect location,23929154,Anna,,Melbourne,-37.82181777431848,144.95592616004316,Entire home/apt,140,2,101,2017-03-19,3.54,3,59
+16442845,Prima Pearl 1 bedroom apartment,37181360,Shannan & Sasha,,Melbourne,-37.822605329598524,144.96195150939872,Entire home/apt,135,7,0,,,20,0
+17163718,Comfort Zone in Melbourne City 5,29913000,Ming Yu,,Melbourne,-37.8081560283694,144.9657671618029,Entire home/apt,201,2,3,2017-03-11,1.91,5,163
+1926575,Royal Stays 1 Bdr Apt - City Views,4170460,Royal Stays,,Melbourne,-37.8144945754011,144.94786162783137,Entire home/apt,149,7,5,2016-10-18,0.13,19,352
+15525290,Spacious room in the heart of CBD,99824610,Dee,,Melbourne,-37.816153849088856,144.96112490347926,Private room,62,3,7,2017-03-28,1.32,3,21
+3900649,Great Room in Inner City Melbourne!,16127317,Elisa,,Melbourne,-37.81662146254723,144.97757530163304,Private room,85,1,55,2017-04-01,3.24,2,163
+11658628,Light Filled Northfacing Kensington wCar Melbourne,51956621,Emily And Jack,,Melbourne,-37.78936268199017,144.93183340585728,Entire home/apt,111,2,12,2017-04-01,1.31,1,337
+17655986,"Cosy and new, close to CBD",119870086,Yulia,,Melbourne,-37.80217306370183,144.95010324217378,Entire home/apt,125,1,2,2017-03-23,2,1,363
+15629147,2 bed 2 bath @ Docklands,61012746,Ashna,,Melbourne,-37.813626357409696,144.93998341901815,Entire home/apt,115,5,2,2016-12-31,0.47,2,21
+14903430,Discovery Melbourne Mixed Dorm #22,71213604,Discovery Melbourne,,Melbourne,-37.809945261034315,144.95810394647566,Shared room,26,1,2,2016-12-08,0.29,67,365
+7334024,"Quiet, Modr 2 Br Apt in Southbank",38423120,Wendy,,Melbourne,-37.82848727989227,144.9699837183592,Entire home/apt,142,2,37,2017-03-26,1.78,2,329
+1009780,Gem Apartments- City 2 bed 2 bath ,5553847,Kellie,,Melbourne,-37.82718144896423,144.9574503775521,Entire home/apt,305,4,0,,,15,319
+14903378,Discovery Melbourne Mixed Dorm #21,71213604,Discovery Melbourne,,Melbourne,-37.80821000076213,144.95975669158307,Shared room,28,1,0,,,67,365
+14903341,Discovery Melbourne Mixed Dorm #20,71213604,Discovery Melbourne,,Melbourne,-37.80823862606556,144.95884785549413,Shared room,28,1,2,2016-12-28,0.52,67,310
+911365,Carlton Gardens House,2877348,Jackie,,Melbourne,-37.80172663796795,144.9715586400553,Entire home/apt,343,2,63,2016-10-30,1.30,1,363
+14242135,Southbank,86648783,Rina,,Melbourne,-37.822546155531406,144.96219012913656,Private room,100,1,3,2016-08-27,0.38,1,364
+6481935,StayCentral CBD Vistas rooftop pool city views,4177728,Chris,,Melbourne,-37.811767755911475,144.9686478070244,Entire home/apt,184,3,4,2016-12-03,0.25,14,95
+14247909,Comfortable Sofa,85439196,Lee,,Melbourne,-37.80808438352913,144.96185695669837,Shared room,14,1,1,2016-07-30,0.12,1,0
+12543974,Sunny Bedroom in North Melbourne,30371786,Evie,,Melbourne,-37.8064464240524,144.95463241776528,Private room,45,20,0,,,1,363
+1927123,Best View Apartment in Southbank - Free Parking,5507453,Ines,,Melbourne,-37.82015858104094,144.96806551338514,Entire home/apt,250,3,50,2017-03-26,1.23,9,306
+17262543,Single Room in Modern Melbourne City Apartment,30205748,Alicia &,,Melbourne,-37.809411180603796,144.9591876921325,Private room,45,2,5,2017-03-16,4.17,1,288
+17655105,Comfy bedroom in city,32324965,Sulagna,,Melbourne,-37.82302143935622,144.95001510475518,Private room,80,1,4,2017-04-01,4,1,80
+16442676,Modern Docklands 1 bedroom apartment!,37181360,Shannan & Sasha,,Melbourne,-37.815073275126316,144.94763815764972,Entire home/apt,149,7,0,,,20,0
+12177541,studio with amazing view,51375691,Rajat,,Melbourne,-37.79802799271306,144.9529221556984,Entire home/apt,100,1,0,,,1,0
+12117234,Penthouse Master Bedroom w/ Ensuite,4107696,Michael,,Melbourne,-37.80952951843772,144.96807762506117,Private room,130,1,42,2017-03-25,3.49,1,322
+13853669,Self-contained Kensington Studio,81824533,Kate,,Melbourne,-37.79158972213879,144.9346070417894,Entire home/apt,121,1,1,2016-11-17,0.22,1,166
+6579697,a new luxury two bedroom,34348971,Bowen,,Melbourne,-37.815592313993754,144.95691047095687,Entire home/apt,201,2,76,2017-02-27,3.74,2,211
+16355485,Melbourne Oasis on Southbank,101655252,Klara,,Melbourne,-37.8242830142669,144.9673211149609,Private room,69,2,11,2017-03-29,3.44,2,359
+11625339,Sturt - 2 Bdrm Apt *Parking*Gym*Pool*Wifi*Casino,20240994,LittleStay,,Melbourne,-37.82494967734666,144.9664917365447,Entire home/apt,169,2,35,2017-03-11,2.79,14,50
+7103392,Melbourne CBD Apartment for Rent,11092749,Winnifred,,Melbourne,-37.810904255306184,144.97030672055186,Entire home/apt,180,1,8,2016-02-14,0.42,3,291
+17238385,3 Bedroom Penthouse at Adina on Flinders,97985163,Jen,,Melbourne,-37.81704260698341,144.97124460611758,Entire home/apt,499,2,0,,,3,147
+15000431,Brand New Apt // Outstanding views,1538856,Andrew,,Melbourne,-37.79901602197829,144.95290806429523,Entire home/apt,185,1,9,2017-03-28,1.47,3,294
+10838892,Beautiful 2BR Apartment next to Queen Vic Market,4540665,Rohan,,Melbourne,-37.80820789223889,144.95413865127614,Entire home/apt,250,3,1,2016-02-20,0.07,1,3
+15917927,Crossley Hotel - Huge CBD 1 Bedroom Apartment,103062079,Crossley,,Melbourne,-37.811866443118916,144.97027789395247,Entire home/apt,201,1,0,,,2,363
+17392479,Cozy home in Docklands,117053376,Wei,,Melbourne,-37.81478383933884,144.93876315937814,Entire home/apt,128,2,2,2017-03-10,2,1,346
+8151884,InnerCity 2br/2bath–Sleeps 4 (1907),28370686,Tini,,Melbourne,-37.82012247741294,144.9552001443517,Entire home/apt,279,2,54,2017-03-25,2.92,2,271
+16524767,2BD 1BTH Sensational Apt in Melbourne CBD,34619398,Eduardo Luis,,Melbourne,-37.80932239526437,144.95753400031356,Entire home/apt,100,2,17,2017-03-23,5.43,1,135
+10576683,"CBD Charm - WiFi, Pool/Gym & Views!",30888994,J J,,Melbourne,-37.81566810325608,144.95385724595286,Entire home/apt,149,2,51,2017-04-02,6.02,3,146
+13460274,Stunning Bedroom in Southbank,76928682,Gabriele,,Melbourne,-37.82572583998486,144.9655247379558,Private room,90,1,1,2016-12-27,0.26,1,0
+1915939,Centre Melb CBD. Collins St. 2Bdrms,2470635,David,,Melbourne,-37.81633307902123,144.96547402366372,Entire home/apt,215,3,132,2017-03-26,11.00,1,356
+14346448,Level 55 CBD 2bd apartment,84002367,Ann,,Melbourne,-37.80842617142753,144.95949449016558,Entire home/apt,121,1,63,2017-04-01,8.83,1,119
+13789385,Mel-Uni Village 3,65149000,Meng,,Melbourne,-37.802209825828605,144.95469721519277,Entire home/apt,168,1,11,2016-12-14,1.23,9,250
+14903483,Discovery Melbourne Mixed Dorm #23,71213604,Discovery Melbourne,,Melbourne,-37.8082354216528,144.95816909218803,Shared room,26,1,3,2017-01-27,1.14,67,365
+17000073,CBD Brand new Apartment/MasterRoom/RooftopSwimpool,113877897,Kiki,,Melbourne,-37.81426043231095,144.958340426038,Private room,75,1,2,2017-03-10,2,1,97
+16508532,市中心带阳台独立卧室,36606434,Ella,,Melbourne,-37.81201236836274,144.9611159217265,Private room,79,2,0,,,3,0
+13253567,one bed available in a share room,50340854,Diego,,Melbourne,-37.80958475455042,144.97597978437904,Shared room,24,14,1,2016-07-18,0.11,2,0
+15591020,WOW VIEWS! HUGE 2bd luxury *WIFI PARKING POOL GYM,1739996,Paul,,Melbourne,-37.825876274908985,144.9614597185822,Entire home/apt,100,2,31,2017-03-21,5.85,42,142
+3991083,Homey ensuite room with pool & gym,9604856,Jade,,Melbourne,-37.82451900407074,144.9617261607912,Private room,77,2,73,2017-02-28,2.45,1,324
+5274547,Modern chic CBD hideaway,27304566,Cheryl,,Melbourne,-37.811849336826576,144.96338165418373,Private room,110,2,2,2015-02-24,0.08,1,0
+4449831,Historic CBD Ensuite Room in Terrace Appt,1806235,Marian,,Melbourne,-37.81923078047556,144.9595732643166,Private room,94,2,11,2017-03-11,0.39,3,0
+1500656,"City 2BR, Great View for 6p, carpark(need booking)",7190278,Kevin & Ashley,,Melbourne,-37.80751224919467,144.96207896012632,Entire home/apt,168,1,140,2017-03-11,3.17,5,307
+16470277,12th Floor Apartment Melbourne,37181360,Shannan & Sasha,,Melbourne,-37.82124513455107,144.9609405757209,Entire home/apt,165,7,0,,,20,0
+16262619,Modern Melbourne Apartment with Pool and Gym,106348565,Clement,,Melbourne,-37.81398439983383,144.95326196754968,Entire home/apt,140,2,1,2016-12-10,0.26,1,0
+8446756,1 Bedroom Apartment,40081020,28+Nights,,Melbourne,-37.82577222182869,144.96206387966254,Entire home/apt,156,3,0,,,17,364
+3891969,One Bedroom Apartment South Yarra,20140230,Richard,,Melbourne,-37.84141853669958,144.98481328064872,Entire home/apt,100,1,24,2017-02-25,0.80,1,0
+16507631,The Citadel studio in Melbourne CBD -FREE TRAM,46780984,Peggy,,Melbourne,-37.814503302619634,144.9536815806833,Entire home/apt,105,1,18,2017-03-22,5.51,11,151
+3629529,Comfort at the Victoria Market,17280438,Geoff,,Melbourne,-37.80707345849111,144.9547689627142,Entire home/apt,128,3,37,2017-03-29,1.14,1,343
+5005743,Private room in City Oasis,12189664,Mark,,Melbourne,-37.823736851154514,144.96571215756194,Private room,69,2,68,2017-03-11,2.53,1,66
+12837290,UrbanMinder @ The William,47763720,UrbanMinder,,Melbourne,-37.813459814295854,144.95711591672995,Entire home/apt,295,2,13,2016-12-16,1.35,23,131
+1892761,Amazing views of Melbourne,9837839,Matthew,,Melbourne,-37.81528490907419,144.93889012303055,Private room,89,2,58,2017-03-20,1.43,1,355
+9654336,Cosy & Central Melbourne CBD,43315231,Aleina,,Melbourne,-37.81868813282864,144.9666945594169,Entire home/apt,89,2,48,2017-03-13,3.06,2,95
+16441717,【近市区、近墨大】 -- 闹中取静寻友善房客 拎包入住,107821150,Bob,,Melbourne,-37.80341407847324,144.95066191960177,Private room,60,1,3,2017-02-10,1.17,1,92
+11067769,Bright & spacious central base,43895627,Jane,,Melbourne,-37.79844601397564,144.94818246827563,Entire home/apt,127,5,0,,,1,0
+17719638,"TELLUS: CBD 1BR, WIFI, Modern Heritage Building",4691504,Juliette,,Melbourne,-37.817247710554255,144.96671632727686,Entire home/apt,110,2,0,,,1,55
+4514082,Laneway Art Apartment 2brm,11710319,Natalie,,Melbourne,-37.815173720977235,144.97210002155225,Entire home/apt,165,3,114,2017-04-01,4.14,2,313
+17948995,Perfect Location and Accomodation,123157955,Tommy,,Melbourne,-37.82245599309003,144.96495075625663,Private room,109,2,0,,,1,170
+15651019,NewlyBuilt apartment in the heart of Melbourne CBD,56971338,Harry,,Melbourne,-37.81409701581406,144.9539856100514,Private room,75,1,48,2017-04-01,9.06,2,3
+17392819,Whole CBD apartment,41348281,Matthew,,Melbourne,-37.8036466449238,144.95867063158627,Entire home/apt,75,2,5,2017-03-31,3.57,1,14
+15525024,Stylish MelbCBD 2BR Wifi*Pool*Gym,93930367,Sophia,,Melbourne,-37.814001474568116,144.95462198690905,Entire home/apt,128,1,35,2017-03-17,6.36,5,126
+13067433,"Melbourne CBD, Panoramic sky high",72422850,Eleftherios,,Melbourne,-37.81882217895504,144.95491574316847,Entire home/apt,149,2,29,2017-03-18,3.25,1,59
+15367019,Nice Room next to Etihad Stadium,97336203,Hayley,,Melbourne,-37.815244802336984,144.9488909769059,Private room,73,1,27,2017-03-27,5.13,1,33
+11756644,Exclusive Stays - The Centurion,10190138,Tony,,Melbourne,-37.826068400705054,144.95530541940826,Entire home/apt,385,3,11,2017-03-25,0.94,14,352
+11625571,Beautiful North Melbourne Townhouse,6869370,Hamish,,Melbourne,-37.80491450816931,144.95116046336625,Entire home/apt,430,3,0,,,1,0
+9829220,17th Floor Apartement in the Heart of Southbank!,50624357,Najib,,Melbourne,-37.82416817616048,144.9619358106828,Private room,69,3,47,2017-03-30,2.97,1,316
+4777022,Great Location 2rms/2bath wholeApts,6832408,Shirley,,Melbourne,-37.820031372633075,144.96866869726762,Entire home/apt,153,2,100,2017-03-12,3.61,2,339
+15197257,Modern & Spacious - 2bed/2bath - CBD FreeTramZone,47962522,Louis,,Melbourne,-37.81120863386431,144.9577513506475,Entire home/apt,155,1,15,2017-03-27,3.15,1,115
+14541895,Luxury living in the city,22002194,Aidan,,Melbourne,-37.80846263999666,144.96934323842584,Private room,110,1,6,2017-03-09,0.79,2,364
+11723842,Melbourne F1 GP accommodation CBD.,58540814,(EMAIL HIDDEN),,Melbourne,-37.81411823600163,144.95831683439116,Private room,204,1,1,2016-03-21,0.08,1,364
+2909200,Private self-contained dwelling,14862504,Yvonne,,Melbourne,-37.836891141568756,144.91448375096377,Entire home/apt,115,3,62,2017-03-18,1.74,1,322
+13132835,tiara - southbank apartment,73149287,Rohan,,Melbourne,-37.82611720836829,144.95743101978513,Private room,60,1,3,2016-06-18,0.30,1,0
+11260076,Apartment with carpark close to CBD,58768612,StephenClover,,Melbourne,-37.79716640853537,144.92462562099226,Entire home/apt,110,4,32,2017-03-19,2.55,1,250
+4449194,Art Deco luxury St Kilda Rd,1984970,Stuart,,Melbourne,-37.83932500450611,144.97892311369696,Entire home/apt,250,1,146,2017-03-18,5.29,3,276
+10576882,"Santeri, lofty 2BD Melb APTMT",7509953,Linton,,Melbourne,-37.80808709991974,144.96159363550044,Entire home/apt,201,2,15,2017-03-26,1.03,70,303
+4514076,Double bed room in Southbank,17811780,Elaine,,Melbourne,-37.822969461705476,144.96427915257334,Private room,80,2,138,2017-03-23,75.27,3,331
+16551982,Sunny & Leafy East Melbourne,21700683,Majella,,Melbourne,-37.813670073634384,144.98498288086492,Private room,80,1,14,2017-03-23,11.35,1,77
+9265420,Luxury 2Bed Apt(CBD) + Free Parking,48129791,Sylvia,,Melbourne,-37.815581452455646,144.95184102299237,Entire home/apt,176,2,34,2017-03-23,2.02,4,132
+11133185,Luxury Southbank apartment living,11567033,James,,Melbourne,-37.82284380406518,144.96515479169744,Private room,69,1,10,2016-06-21,0.72,1,255
+11657468,Private Room 15mins to city,16233996,Ruby,,Melbourne,-37.830649815441305,144.9662788137375,Private room,66,1,3,2016-05-25,0.24,2,0
+16285929,Spacious 1 bedroom near AC/DC lane,35430835,Natasja,,Melbourne,-37.81635473622885,144.97168858817838,Entire home/apt,110,1,2,2017-01-05,0.64,1,9
+4054858,Awesome Central 2 Bedroom House,2659259,Chris,,Melbourne,-37.797547126248006,144.92996499242378,Entire home/apt,97,2,13,2016-11-05,0.44,1,4
+16863199,Quiet and comfy inner city room near CBD.,13983045,Ken,,Melbourne,-37.79123434619429,144.93578603383912,Private room,59,2,2,2017-03-29,2,1,111
+7266104,Cozy Friendly Share House NorthMelb,17291522,Kobayashi,,Melbourne,-37.79441139502215,144.94294364775467,Private room,35,3,1,2015-08-02,0.05,1,0
+5529384,Quiet Neighbourhood. Close to everything!,4811004,John,,Melbourne,-37.82861994707444,144.9676665599107,Private room,75,2,44,2017-03-30,1.86,2,123
+5136173,Luxury CBD Apartment,12717727,Peter,,Melbourne,-37.80815815438359,144.96563282909213,Entire home/apt,210,3,24,2017-03-25,0.94,1,295
+14999319,"Dargo Room, Queen Bed Classic 1920s Building",16848054,Shane And Bridget,,Melbourne,-37.81813683601552,144.96246782615586,Private room,59,2,42,2017-03-30,6.36,6,3
+17882899,Private room in Southbank 5min from Melbourne CBD,93604723,Cheysa,,Melbourne,-37.82834903900127,144.96832083274265,Private room,121,3,0,,,1,260
+16244492,Apartment in CBD's Paris end!,51359132,Kerri,,Melbourne,-37.81637512158839,144.96927889326983,Entire home/apt,199,1,6,2017-03-25,4.74,1,316
+17161984,"Quiet, bright home & garden in leafy Kensington",6522581,Gemma & Jane,,Melbourne,-37.78875230365471,144.92685000297988,Private room,69,1,4,2017-03-26,4,1,90
+16834300,Light and Spacious Room in FreeTramZone + wifi,47518106,Linda,,Melbourne,-37.814182047989064,144.9560991075826,Private room,55,1,8,2017-03-07,4.53,3,12
+16699348,Melbourne CBD harbour view 2beds sweet & warm home,110063869,Baby,,Melbourne,-37.81417254291577,144.95329641348516,Entire home/apt,177,1,17,2017-03-29,6.71,1,336
+6577898,Heart of Melbourne,34410061,Victoria,,Melbourne,-37.814451748315975,144.9669035457569,Private room,75,2,55,2017-03-24,2.65,1,224
+5594860,"Happy home, great views & location",4080330,Michelle,,Melbourne,-37.81417179841649,144.95713796320751,Private room,60,1,0,,,1,0
+4153062,"Charming, comfortable convenience!",5247748,Karina,,Melbourne,-37.78841342829855,144.92635568270285,Private room,73,1,7,2017-02-04,0.23,2,88
+5365376,PRIVATE Room-CITYLocation+SofaBed (4 people total),27387608,Ernesto,,Melbourne,-37.80788653935062,144.97196332580242,Private room,69,1,191,2017-03-20,7.80,1,17
+908981,My Petite Room South Yarra Botanic Gardens,4859910,Milo,,Melbourne,-37.83781999384866,144.97886401647392,Private room,76,7,56,2017-02-05,1.15,5,12
+16113351,Spacious City Centre 2BR 2Bath Apt + Facilities,22860147,Adji,,Melbourne,-37.81186570366264,144.96690750836555,Entire home/apt,300,2,8,2017-04-01,3.20,33,65
+7298735,Cozy Southbank Apartment !!!!,6461902,Jayne,,Melbourne,-37.82321393343902,144.9630121323958,Entire home/apt,180,3,64,2017-03-26,3.08,1,340
+4185757,CAFFE: Stylish Melbourne CBD Apartment,5383441,"Amy, Gareth & Dan",,Melbourne,-37.81905042401528,144.9544591229954,Entire home/apt,190,2,110,2017-02-11,3.68,32,175
+13689494,Avon's Place in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81168234625824,144.96114343250278,Entire home/apt,109,1,60,2017-03-26,6.92,50,352
+8905378,Affordable and convenient city stay,15252801,Ricky,,Melbourne,-37.80971255751904,144.96283954303217,Private room,25,1,37,2017-02-18,2.09,2,170
+6644369,14.MelbourneCBD BoysRoom $22/night,14967250,Jo,,Melbourne,-37.81376728451793,144.95390655423012,Shared room,34,7,4,2017-02-12,0.18,15,64
+2810476,Boutique living on Collins Street,559227,Malcolm,,Melbourne,-37.81553914619746,144.96639052330713,Entire home/apt,149,3,56,2017-03-25,2.11,2,339
+14344815,The Floating BnB - Private Double,56159906,Maggie,,Melbourne,-37.819345383311024,144.94438078507463,Private room,100,1,24,2017-03-04,4.31,12,28
+3947279,Central Melbourne Studio Apartment,16797421,Debra,,Melbourne,-37.81408660382923,144.96689974142382,Entire home/apt,125,3,52,2017-03-24,1.74,1,72
+16245347,Large Southbank Apartment Close to Crown Casino,9016203,Charlie,,Melbourne,-37.82365883552026,144.96342859735756,Entire home/apt,185,2,1,2017-02-04,0.51,1,313
+11559518,Great Room with Balcony in Carlton,4971509,Nadeen,,Melbourne,-37.80033725557952,144.96905057824574,Private room,87,2,8,2017-02-24,0.64,15,338
+17949267,Amazing Location Modern 2br Apartment Great price,123159572,Joel,,Melbourne,-37.816645167520576,144.95916045097658,Entire home/apt,195,1,0,,,1,177
+16933450,Huge 2+2.5BD Double Storey House/Free Tram/DFO,111721187,Kate,,Melbourne,-37.81295612336425,144.93956380530327,Entire home/apt,149,1,22,2017-04-02,10.00,4,234
+16441899,"2BR Cozy Carlton Apartment, wonderfully located!",665284,Sophie,,Melbourne,-37.796895090459635,144.9721372222089,Entire home/apt,190,5,0,,,1,89
+15196705,"Spacious 2 Bed Apt, Southbank, w/ Gym, Pool, Sauna",63958838,Assel,,Melbourne,-37.82772848214976,144.95671350564288,Entire home/apt,176,1,21,2017-03-11,3.84,1,157
+11002390,"Luxury by River, Crown, Convention",51863236,Ros,,Melbourne,-37.82178511237696,144.95261444404866,Private room,75,1,30,2017-02-27,2.16,1,26
+13084078,Melbourne CBD stylish studio...,1403667,THE CONCIERGE (Aust),,Melbourne,-37.80852495516308,144.95902486015922,Entire home/apt,165,3,1,2017-01-18,0.39,7,365
+7429740,Shared room in Heart of Melbourne!,35789021,Eric,,Melbourne,-37.81672607000762,144.95195679931294,Shared room,60,2,3,2016-01-26,0.16,4,365
+14733244,Light filled oasis,91747268,Leonie,,Melbourne,-37.79351096388898,144.94495282803274,Entire home/apt,83,4,2,2017-03-11,1.11,1,19
+15523432,Spacious apartment in Melbourne (+bikes),8177235,Fleur,,Melbourne,-37.793418502047864,144.94388724484097,Entire home/apt,121,1,6,2017-01-21,1.10,1,334
+1990245,Parkville Apartment,10263726,Catherine,,Melbourne,-37.785018087855896,144.95784234703828,Entire home/apt,135,3,19,2017-03-26,0.47,1,358
+17895354,Own apartment close to city,19772258,Jimmy,,Melbourne,-37.80427122304131,144.96866691167233,Private room,52,1,0,,,1,158
+13196874,Stunning 270°Oceanview Apartment,24749898,HugoHome,,Melbourne,-37.82045733743779,144.94232007372736,Entire home/apt,225,1,39,2017-03-18,4.29,22,171
+2973222,2 BRM City Resort 3 with FOXTEL,5138361,Bron Neil And Mark,,Melbourne,-37.82526395952345,144.9673217999312,Entire home/apt,160,2,101,2017-03-23,2.92,15,285
+11656757,Nest-Apartments *HI-FLR*SEAVIEW*8PPL*WIFI* CARPARK,9198367,Ken,,Melbourne,-37.81492248762893,144.95265624822798,Entire home/apt,159,1,21,2017-03-09,2.07,6,270
+14016054,"Room, Great location in Melbourne",25910416,Guillaume,,Melbourne,-37.82517881553256,144.967937377685,Private room,60,7,0,,,1,0
+1268629,Luxury apartment w panoramic views,6905557,Linda,,Melbourne,-37.82154046441942,144.96082927081656,Entire home/apt,524,1,42,2017-03-25,1.21,1,336
+8379278,Charming Docklands,44159306,Sofia,,Melbourne,-37.818401942739676,144.94646731302117,Private room,79,1,50,2017-02-20,2.95,3,164
+6708074,Docklands Delight - CBD + Wifi,35117009,Mel,,Melbourne,-37.818070625525316,144.94893107535708,Entire home/apt,115,3,62,2017-03-17,3.13,1,308
+14408552,KeyPerch 1 Bedroom Apartment,88614527,Yiming,,Melbourne,-37.81898525830434,144.94886935885762,Entire home/apt,125,1,16,2017-03-08,2.58,1,364
+2284332,5 STARS Rated!! Best CBD Location!,11668076,Alex,,Melbourne,-37.810501473380654,144.96318312945291,Entire home/apt,245,2,144,2017-01-30,3.76,2,245
+6708013,Stylish CBD apartment with balcony,21838521,Jessica,,Melbourne,-37.807440611234874,144.95907329130242,Entire home/apt,119,3,51,2017-02-19,2.33,7,317
+11328320,"Bright, leafy North Melbourne apartment",3005082,J,,Melbourne,-37.80119939333858,144.94927881597218,Entire home/apt,190,2,5,2017-03-25,0.41,1,22
+17161012,2 Bed Apartment Melbourne Theatre Precinct,115433297,Lisa,,Melbourne,-37.81078973193104,144.97241121122943,Entire home/apt,201,2,2,2017-03-18,2,1,254
+3646586,5 Star CBD Boutique Apartment Free WiFi,18135904,Aditee,,Melbourne,-37.80986061911143,144.9615006742985,Entire home/apt,239,2,156,2017-03-29,4.99,2,353
+6348867,Carlton CBD Views Wifi Tram Parking,1408673,Little Journey,,Melbourne,-37.8040084464743,144.9648292232825,Entire home/apt,201,1,75,2017-03-29,3.69,5,336
+7888995,Private room with balcony,25169033,Mabel,,Melbourne,-37.82260614522035,144.96028228060774,Private room,60,3,2,2017-03-03,0.13,1,77
+5562438,"Unique, Heritage, Location",14580617,Nicholas,,Melbourne,-37.80345542071487,144.96908404501468,Private room,80,7,4,2017-02-19,0.22,2,350
+17981514,Private Room with Bathroom and balcony!,24508892,Joseph,,Melbourne,-37.81579349322139,144.95357372226013,Private room,88,1,1,2017-04-02,1,9,18
+4055093,Brand New 2 BDRM Melbourne CBD**,18135904,Aditee,,Melbourne,-37.80862783524297,144.9603164039678,Entire home/apt,148,1,15,2016-03-11,0.48,2,0
+6479891,Inner City Pad with Sweeping Views,4177189,Daniella,,Melbourne,-37.82065195606701,144.95788773177887,Private room,100,1,126,2017-04-03,6.18,1,49
+9494568,Female Only,23203101,MELBnB,,Melbourne,-37.81343954824514,144.96319367948604,Shared room,48,1,16,2016-10-08,0.96,3,365
+14049305,62nd floor 2 bedrooms suite in CBD--River View!,61033895,Aroma,,Melbourne,-37.82233109834651,144.95676348147418,Entire home/apt,190,1,66,2017-03-19,7.83,2,271
+12804145,UrbanMinder @ Freshwater II,47763720,UrbanMinder,,Melbourne,-37.82310263350282,144.96134505149598,Entire home/apt,204,2,7,2017-02-21,0.72,23,199
+5208747,Modern 1 Bedroom Near CarltonGarden,26946250,John,,Melbourne,-37.808081972513556,144.96623458045028,Entire home/apt,94,2,105,2017-03-27,4.02,1,34
+8871975,Flatshare (Girl )- Fully furnished,46436516,Ambica,,Melbourne,-37.78333398167002,144.95852886834805,Shared room,35,1,0,,,1,0
+4841450,"1 bedroom Apartment, East Melbourne",3210280,Jill,,Melbourne,-37.80939589965375,144.9865932586729,Entire home/apt,130,3,120,2017-03-26,4.38,1,129
+7462924,"Heritage Deluxe Studio, Flinders Ln",30870639,Melbourne City Stays,,Melbourne,-37.81692170457717,144.9660070036852,Entire home/apt,149,2,9,2016-12-03,0.45,13,351
+16965631,For 9 people with parking,103502484,Hong,,Melbourne,-37.815590481373754,144.95163137270816,Entire home/apt,240,1,7,2017-03-18,3.50,2,116
+8282078,2 Storey Mansion for AFL Final w/e,25241737,Shannon,,Melbourne,-37.816087965438335,144.99018857095348,Entire home/apt,1100,2,0,,,1,0
+12210163,Large 4 bedroom home in Kensington 4km from CBD,62187942,Joe,,Melbourne,-37.79198558041009,144.9191688076608,Entire home/apt,210,3,39,2017-03-25,3.32,1,29
+10254165,Fantastic View apt Melbourne +wifi,47589857,Mason,,Melbourne,-37.811994394627504,144.96041741011192,Entire home/apt,170,1,9,2017-03-22,0.68,4,71
+12279727,位于墨尔本CBD的高层公寓,66164667,Guanglin,,Melbourne,-37.810144418520636,144.96698025751417,Private room,41,15,0,,,1,0
+14999473,Mordern Apt(CBD) 2Beds & 2Baths - Free parking,48129791,Sylvia,,Melbourne,-37.81447038153684,144.951667211334,Entire home/apt,189,2,0,,,4,154
+13033359,Melbourne CBD apartment (Preferred female guest),38048352,Felicia,,Melbourne,-37.812101676162385,144.96833955938337,Shared room,160,2,3,2016-07-07,0.32,1,0
+15458188,"Convenient,2 bedroom apart in CBD- North Melbourne",52484516,Chitra,,Melbourne,-37.79562708552574,144.95110027993192,Entire home/apt,125,2,8,2017-02-24,2.12,1,88
+13754230,LUXURY PENTHOUSE 3BDR INNER CITY + LRG GROUP+WIFI,50626167,Short Stay Plus,,Melbourne,-37.82726388968167,144.95785803834985,Entire home/apt,398,2,51,2017-03-28,5.95,22,227
+4185965,Z - Spectacular Sky View 2BR APARTMENT! (RETIRED),10394006,Daniel,,Melbourne,-37.80796359333351,144.96080378231375,Entire home/apt,10000,365,48,2015-12-06,1.67,15,0
+9330545,Peaceful pocket in Melbourne CBD,14765815,Jillian,,Melbourne,-37.81814101685874,144.96070709705208,Private room,90,1,23,2016-11-27,1.56,1,0
+5814929,3BR Holiday APT on Flinders,14188578,Ping,,Melbourne,-37.82033238720318,144.95523560241108,Entire home/apt,208,2,13,2017-03-28,0.94,2,103
+16572265,"Bed in Living Room, Cozy&Clean, Melbourne CBD",46343513,Slate,,Melbourne,-37.81601612340136,144.95304630725406,Shared room,31,5,0,,,1,0
+17948502,Luxury&Best Location&Great view Apartment 豪华靓房+订制游,116492902,George,,Melbourne,-37.80519679649304,144.9608531069799,Entire home/apt,160,1,1,2017-04-01,1,1,355
+4053731,2 Bedroom City Retreat 5,5138361,Bron Neil And Mark,,Melbourne,-37.823777936855564,144.9671592547555,Entire home/apt,160,2,52,2016-01-26,1.69,15,0
+11441274,2 Bedroom -The Price of a 1 Bedroom,34875238,Nico Apartments,,Melbourne,-37.8279082636641,144.95733783923245,Entire home/apt,195,2,35,2017-02-20,2.78,13,338
+15457026,1BR Melb city apartment with secure carpark!!,38874254,Fiona,,Melbourne,-37.822497486780165,144.96422649617247,Entire home/apt,121,2,15,2017-03-25,3.46,1,155
+8037497,Modern & Spacious CBD NY Style Loft,669279,Chammy,,Melbourne,-37.808190693588294,144.9650889210422,Entire home/apt,100,3,47,2017-03-31,2.55,6,7
+15030963,The Essence in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81612374321179,144.95259652473004,Entire home/apt,128,1,40,2017-03-28,6.59,50,309
+16898750,Harbour View **OPENING SPECIAL**,73274465,Stephen J,,Melbourne,-37.8152778999423,144.93950891594588,Entire home/apt,145,2,6,2017-03-27,2.73,2,167
+7887532,Exclusive Stays - Southpoint,10190138,Tony,,Melbourne,-37.823374347431375,144.9668961175777,Entire home/apt,281,1,6,2016-12-21,0.33,14,362
+16243366,Bombay Stay apartment,21473423,Michael,,Melbourne,-37.82549817917089,144.96150656772184,Private room,90,1,3,2017-03-25,1.23,2,173
+15423373,Art filled modern townhouse in heart of Kensignton,63671775,Dominic,,Melbourne,-37.79271251540115,144.93345934693417,Entire home/apt,350,2,0,,,1,362
+16471945,Harbour Star-Ferris Wheel Luxurious 2BR-1BA,24749898,HugoHome,,Melbourne,-37.815076403115164,144.94063787068217,Entire home/apt,201,1,5,2017-03-18,1.60,22,363
+4061499,At the heart of Melbourne,21065955,Zhiyue,,Melbourne,-37.81746421309704,144.96519362393983,Entire home/apt,136,4,28,2017-01-30,0.94,1,229
+17913717,Living Room Enclosed with a Curtain,122735810,Kevin,,Melbourne,-37.818670066393764,144.95383906396518,Shared room,35,1,0,,,4,70
+16537431,Gorgeous Million $$$$ View Apartment in Melbourne!,40745757,Jeremy,,Melbourne,-37.817466173671974,144.95693599142845,Entire home/apt,170,1,14,2017-03-19,4.83,6,72
+14243664,Allegrõ in Melbourne's CBD,8530753,Jared,,Melbourne,-37.817773540445906,144.9558082839955,Entire home/apt,125,1,47,2017-03-30,5.97,50,343
+16275285,UrbanMinder @ SQ,47763720,UrbanMinder,,Melbourne,-37.80530340363364,144.9627920257532,Entire home/apt,190,2,7,2017-03-15,2.02,23,231
+13162321,Bedroom for 2 GIRLS CBD apartment,14967250,Jo,,Melbourne,-37.80703636098535,144.96183209224327,Shared room,35,3,10,2017-03-16,1.37,15,35
+13817665,Brand New Apartment! Luxury at affordable prices!!,51784844,Dilin,,Melbourne,-37.81152052434863,144.95124617177817,Entire home/apt,123,1,53,2017-04-02,5.91,7,349
+16471874,Melbourne Star Ferris-Wheel Luxurious 2BR-2BA No.1,24749898,HugoHome,,Melbourne,-37.81530563554526,144.93937998548728,Entire home/apt,206,1,6,2017-03-19,2.07,22,358
+15423286,Cozy & Quiet Ensuite Bedroom near Queen Vic Market,9347355,Tanja,,Melbourne,-37.80164535864281,144.95426439658453,Private room,100,1,17,2017-04-02,2.93,1,364
+817457,"Royal Stays 2Bdr ""Breathtaking"" Apt",4170460,Royal Stays,,Melbourne,-37.807162940839014,144.96775900285706,Entire home/apt,225,4,33,2017-02-02,0.64,19,307
+17913653,Living Room Enclosed with a Curtain,122735810,Kevin,,Melbourne,-37.81673352558303,144.95543732176733,Shared room,35,1,0,,,4,69
+11877693,Cozy Chic Apt In The Heart of Melb,30900122,S&S,,Melbourne,-37.817237692293844,144.95640322540905,Entire home/apt,136,1,91,2017-03-30,7.38,8,346
+4380357,Melbourne Paradise Oasis,22744268,David,,Melbourne,-37.82382524530432,144.96702963496148,Entire home/apt,176,2,141,2017-03-16,5.11,2,299
+13522687,2 bedroom apt with Big living area Next to Garden,77661491,Amelia,,Melbourne,-37.83061529485113,144.96874173797178,Entire home/apt,148,2,15,2017-03-08,1.56,12,168
+4282100,Victorian heart of Melbourne,7146549,Natalia And Sebastian,,Melbourne,-37.796839649400155,144.9572538289288,Private room,52,3,20,2017-01-22,0.67,6,310
+7100136,Kensington - Modern apartment,14999999,Chi Kit,,Melbourne,-37.798512484845034,144.92659541472975,Private room,35,2,8,2017-01-24,0.38,3,363
+4282081,Charming Victorian in the CBD,20508247,Simone,,Melbourne,-37.80574740200271,144.9635205951783,Entire home/apt,170,2,51,2017-03-18,1.76,1,349
+14407396,Discovery Melbourne Mixed Dorm #10,71213604,Discovery Melbourne,,Melbourne,-37.80981941772328,144.9593533577136,Shared room,28,1,7,2017-02-11,0.91,67,362
+10510484,Cosy Apartment in CBD Melbourne!,51561439,Chloe,,Melbourne,-37.82035590238177,144.96021393560952,Entire home/apt,115,1,1,2016-02-15,0.07,1,0
+12312707,"North-facing, modern warehouse conversion in CBD",30675883,Jude,,Melbourne,-37.81600378405417,144.95616517541163,Entire home/apt,135,2,48,2017-03-25,5.02,1,327
+17031288,The Floating BnB - Twin share single upper,56159906,Maggie,,Melbourne,-37.81943475981446,144.9443979588252,Shared room,46,1,2,2017-02-06,1.02,12,32
+17096826,Walking distance to the heart of me,84388814,Niall,,Melbourne,-37.80400228149159,144.95609414865805,Private room,52,1,0,,,1,337
+17258135,Spacious apartment in the heart of CBD,99824610,Dee,,Melbourne,-37.81800676440505,144.95953855353076,Entire home/apt,147,3,2,2017-03-25,2,3,43
+8861868,Lovely & tranquil Melbourne living,24164998,Luci,,Melbourne,-37.810002209269555,144.9882700621763,Entire home/apt,199,4,2,2017-01-27,0.12,7,365
+17995833,West Melbourne Terrace: The Study,123672684,Beth,,Melbourne,-37.80700317791135,144.9444154090448,Private room,43,2,0,,,1,86
+14536615,Marketside Luxury - Light-filled CBD apartment,51784844,Dilin,,Melbourne,-37.80553080537231,144.9600310630507,Entire home/apt,117,1,25,2017-03-15,3.47,7,352
+13884891,Ultimate Melbourne CBD Laneway Living!,669279,Chammy,,Melbourne,-37.813181020447566,144.95919069364612,Entire home/apt,130,4,39,2017-03-28,4.90,6,43
+13786572,Huge 1Bed Room Apartment - Heart of Melbourne City,52305974,Ray,,Melbourne,-37.812405433834215,144.96175471467564,Entire home/apt,149,2,9,2017-03-22,1.12,3,347
+13426080,- Fantastic Flinders Studio -,31702277,Richard,,Melbourne,-37.82163905727242,144.95728260787817,Entire home/apt,100,2,44,2017-04-01,5.28,2,5
+7921063,3 Bedroom 2 Bathroom Harbour View,41766844,Lyn,,Melbourne,-37.81372351255427,144.94289645564632,Entire home/apt,450,3,4,2016-06-19,0.28,4,286
+16965029,Japanese-inspired theme unique luxury apartment,108075831,Dreamhome,,Melbourne,-37.80921718262244,144.9517649444184,Entire home/apt,168,1,1,2017-01-29,0.46,3,231
+1760639,"Room in SouthYarra, Melb + Brkfast!",9255960,Poly,,Melbourne,-37.836529720954054,144.98538445877224,Private room,66,2,104,2017-03-18,2.50,2,346
+16407969,Sleeping in the stars!,87832068,Kady,,Melbourne,-37.81397467549433,144.95486658903252,Private room,80,1,10,2017-02-27,3.23,1,147
+5594520,Brand New CBD Apartment on Lonsdale,28370126,Crystal,,Melbourne,-37.81447409480143,144.95418339785488,Private room,100,1,5,2016-03-23,0.20,1,365
+14736770,2BD 2BTH Retro City Style *WIFI PARKING POOL SPA,1739996,Paul,,Melbourne,-37.830610909343456,144.96709805834044,Entire home/apt,100,2,47,2017-04-01,6.50,42,95
+17685889,Awesome apartment in North Melbourne,113730527,Sofia,,Melbourne,-37.803708106574,144.95027773977085,Entire home/apt,90,14,0,,,1,0
+17751414,Classic Melbourne Terrace,19722901,Billie,,Melbourne,-37.80306209313009,144.9511661486642,Entire home/apt,275,2,0,,,1,87
+2710889,Our Southbank Melbourne - Location Location,13874754,Jennifer,,Melbourne,-37.820884677547646,144.96617022170003,Entire home/apt,270,5,15,2017-02-25,0.46,1,306
+4433123,"""THE HUGO"" on Collins Street",14251879,Karen,,Melbourne,-37.81537383649011,144.96464591289933,Entire home/apt,385,5,8,2016-04-11,0.29,4,358
+15555922,Perfect location in city,75872216,ShieTing,,Melbourne,-37.80890706144695,144.96092775280385,Private room,41,7,3,2017-01-29,0.74,1,15
+5476231,Central CBD Studio Apartment,14059214,Alice,,Melbourne,-37.817812508446,144.9667255439973,Entire home/apt,118,2,112,2017-03-13,4.47,2,166
+7036156,Simple room in central location,9586740,Charlotte,,Melbourne,-37.80024064550787,144.97427784979322,Private room,60,1,30,2017-03-19,1.51,2,0
+17915134,Private comfy bedroom in Melbourne CBD.,39420239,Frank,,Melbourne,-37.80774246674283,144.96748455208686,Private room,66,10,0,,,5,75
+16801013,"Opposite QV & State Library, CBD Two bedrooms",47862234,Yu,,Melbourne,-37.80994352896704,144.96625343622705,Entire home/apt,176,1,5,2017-02-24,2.08,8,54
+17161439,The Carlton Creche,24464516,Zee,,Melbourne,-37.79425609771803,144.97079600665882,Entire home/apt,360,3,1,2017-03-27,1,1,4
+10735477,Comfort Zone in Melbourne City 2,29913000,Ming Yu,,Melbourne,-37.807605070021964,144.9678567212333,Entire home/apt,201,2,42,2017-03-17,2.99,5,169
+16507407,Room share available for short term stay(10days),78192825,Renuga,,Melbourne,-37.81401346701102,144.9541016324025,Shared room,25,5,0,,,1,357
+16997559,Chic Laneway loft in unbeatable CBD location!,22458269,Lucas,,Melbourne,-37.81575775590122,144.96994872871147,Entire home/apt,123,1,5,2017-04-02,5,2,65
+16112794,Loft apartment - heart of Melbourne,104446367,Guy,,Melbourne,-37.81805283736479,144.9646221453625,Entire home/apt,121,7,4,2017-02-13,0.92,1,35
+12974615,Cheap lovely room in a great location!,6955381,Yasmin,,Melbourne,-37.80667549811451,144.9428853231109,Private room,31,20,0,,,1,0
+16211080,Melbourne-style Living in 2BR Apt Near Vic Mart,22860147,Adji,,Melbourne,-37.80847782575878,144.95749650191067,Entire home/apt,145,3,6,2017-03-20,2.69,33,18
+10411112,Awesome South Yarra apartment!!,29193748,Hugues,,Melbourne,-37.833562292239435,144.98712949863707,Entire home/apt,90,2,17,2017-01-28,1.17,1,122
+8313943,Carlton-Close to everything,26826963,Noriko,,Melbourne,-37.805329032888956,144.96626913803195,Private room,43,1,4,2017-01-25,0.23,1,0
+16866343,CBD Apartment/a single bed in living room,26113707,Shaoshan,,Melbourne,-37.810397485129634,144.9602302001335,Shared room,72,1,2,2017-03-07,0.86,7,92
+10378251,Amazing City Views- Southbank,35178382,Fahad,,Melbourne,-37.82756096899797,144.958482068809,Entire home/apt,149,3,3,2016-02-09,0.21,1,358
+17488901,Cozy Apartment in CBD,50967666,Irene,,Melbourne,-37.80802049385757,144.96163112024016,Private room,90,1,3,2017-03-17,2.65,1,0
+12876287,Penthouse /Melbourne views/ location,40395576,Greg,,Melbourne,-37.82779825795008,144.96555226088063,Private room,121,1,4,2017-04-01,3.24,1,329
+17128430,Central Central Central,47862234,Yu,,Melbourne,-37.81138771220786,144.96376431412534,Entire home/apt,138,1,3,2017-03-12,2.31,8,60
+16572623,Japanese Style Master Bedroom in City Center,34072221,Alex,,Melbourne,-37.81175931038057,144.95947476752855,Private room,88,1,8,2017-03-20,2.64,3,77
+15458498,Upper level 33rd floor Resort Style Swim & Sauna,41678718,Ken,,Melbourne,-37.81502651721201,144.95273740078903,Entire home/apt,98,1,22,2017-03-18,3.93,15,249
+10576048,Private room with Cityscape in Melbourne CBD,26129617,Wendy,,Melbourne,-37.81930650623662,144.9543474777385,Private room,71,1,42,2017-03-19,2.88,6,10
+15261886,One Room in Modern Converted Warehouse Townhouse,7963962,Mark,,Melbourne,-37.80662598325425,144.9492099402219,Private room,69,1,1,2016-10-05,0.17,2,1
+13555402,Inner city apartment,78069519,Graham,,Melbourne,-37.813045828278625,144.98701715517237,Entire home/apt,176,2,19,2017-03-25,2.78,1,192
+14776135,"Sunny, private room in pretty Kensington",88554015,Tamar And Michael,,Melbourne,-37.7908030120253,144.93168856007003,Private room,69,1,24,2017-03-30,4.14,1,74
+13915816,"Stylish, light-filled inner city apartment",2865066,Quan,,Melbourne,-37.80969504585721,144.96738335546414,Entire home/apt,97,4,24,2017-03-18,2.79,2,53
+16471699,Harbour Star - Ferris Wheel Luxurious 1BR Retreat,24749898,HugoHome,,Melbourne,-37.814785735330624,144.9394794543784,Entire home/apt,126,1,3,2017-03-12,0.96,22,363
+15750802,Where First Impression Counts - Free Nights Stay,19841482,John Litte,,Melbourne,-37.823818574280494,144.96118232768004,Entire home/apt,187,2,10,2017-03-19,2.31,1,232
+14407308,2 Bed 2 Bath Luxury Apartment +Parking(On Request),88599958,Jason,,Melbourne,-37.80637750255096,144.9614887897286,Entire home/apt,176,2,19,2017-02-11,2.73,1,260
+17126676,Stunning Riverview Apartment.,99285161,Thanh Chung,,Melbourne,-37.818667584511196,144.95773141054798,Entire home/apt,128,2,6,2017-04-02,6,1,78
+18011406,Private room with ensuite in heart of Kensington,17457423,Nicholas,,Melbourne,-37.78861589722759,144.92632573705026,Private room,100,2,0,,,1,77
+15377279,Brand New 1 Bedder on the City fringe,44955696,Anthony,,Melbourne,-37.80503718152909,144.942803232489,Entire home/apt,125,5,5,2017-03-28,2.24,1,165
+3953893,Luxury Deco in the Domain,1210450,Edward,,Melbourne,-37.8380993347748,144.98319542066042,Entire home/apt,163,3,21,2017-01-19,0.69,1,0
+10212585,Carlton aparment,52475274,Gonzalo,,Melbourne,-37.807402895600546,144.96213023113648,Private room,110,1,1,2015-12-29,0.06,1,0
+16831660,Luxury house near the city,14999999,Chi Kit,,Melbourne,-37.796476944690795,144.91972545797987,Private room,52,4,3,2017-02-17,1.36,3,28
+13161630,"CARLTON Apt, 5mins walk to Lygon St",50888184,Elizabeth,,Melbourne,-37.79454697857673,144.96623670982632,Entire home/apt,149,1,20,2017-02-23,2.03,1,348
+16340110,Art Noveau Studio,18858205,Kieran&Nick,,Melbourne,-37.81575445531421,144.9662093795739,Entire home/apt,149,1,13,2017-04-01,5.13,4,156
+15651967,2BR with city views and close to everything,7810040,Adahl,,Melbourne,-37.802048944515924,144.96492360586663,Entire home/apt,170,2,12,2017-03-25,2.79,1,324
+9533627,EPIC location next to QUEEN VIC MARKET w/ parking,24404683,Tony,,Melbourne,-37.80801739334494,144.95952675553886,Entire home/apt,110,1,79,2017-03-25,5.54,2,329
+12833902,LUXICO - Hotham St,11914644,Luxico Holiday Homes,,Melbourne,-37.81452268610434,144.98435523909902,Entire home/apt,464,7,0,,,58,1
+16077932,UrbanMinder @ Guild,47763720,UrbanMinder,,Melbourne,-37.82479005499727,144.9658720820297,Entire home/apt,160,2,4,2017-03-08,1.05,23,242
+14672741,InterMēzzo in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81663600450193,144.95395792653696,Entire home/apt,125,1,47,2017-03-30,6.84,50,345
+16274530,"2BD Gorgeous CBD Pad With Spa, Pool and NETFLIX !!",9510598,Emma And Taj,,Melbourne,-37.82101430315591,144.9560925128256,Entire home/apt,170,1,12,2017-03-30,3.87,15,301
+14736701,HEART OF MELBOURNE ONE BEDROOM APARTMENT,60539223,Vlad,,Melbourne,-37.81499959865152,144.9631934638713,Entire home/apt,125,1,2,2017-02-17,0.50,3,242
+8740143,42nd Floor Apartment on Collins St,11312736,Ary,,Melbourne,-37.81866277461524,144.95509492026844,Entire home/apt,220,2,13,2016-09-09,0.76,4,356
+10476825,A Room with a View Studio with Free Carparking,53996734,Karen,,Melbourne,-37.80660752772757,144.96966294580824,Entire home/apt,165,1,44,2017-03-26,3.00,1,362
+14998796,"City, Park Views - Pool, Spa, Gym",5657319,Shannan,,Melbourne,-37.80968079236125,144.95784133264894,Entire home/apt,111,1,30,2017-03-06,5.56,1,144
+17292557,Executive 1 bedroom CBD,116653637,Gwyneth,,Melbourne,-37.81065555108199,144.96113246962648,Entire home/apt,130,2,3,2017-03-22,3,1,338
+11066635,new apartment in cbd,27391483,贺贤,,Melbourne,-37.80470974638796,144.9635528449235,Shared room,50,1,0,,,1,0
+11556994,CBD Yarra River View Garden Home,61033895,Aroma,,Melbourne,-37.820693887112824,144.9581352375983,Private room,80,1,101,2017-04-01,7.99,2,254
+16472216,Skyline Pool and Gym Seaview apartment,42994969,Daniel,,Melbourne,-37.81893230222215,144.95621676033133,Entire home/apt,148,3,1,2017-02-17,0.65,2,172
+18012322,Fantastic CBD location Free Carpark,95545673,Janelle,,Melbourne,-37.82125590913914,144.96637442617737,Private room,100,1,0,,,3,4
+14407825,Discovery Melbourne Mixed Dorm #15,71213604,Discovery Melbourne,,Melbourne,-37.80837207983685,144.9599372556384,Shared room,28,1,0,,,67,364
+15328278,Prime CBD Location with tree top views,20137311,Amelia & Lloyd,,Melbourne,-37.816914755165016,144.97269791241743,Entire home/apt,199,1,32,2017-03-19,6.04,5,348
+17782913,Location Melbourne CBD. 2min walk to Crown Casino!,121414204,Malini,,Melbourne,-37.82840959740967,144.95961590939632,Shared room,39,1,0,,,2,348
+15915130,Lane Loft - Private new Pad for two,56765766,Kym,,Melbourne,-37.796185534342335,144.9220065516666,Entire home/apt,69,2,8,2017-04-01,5.45,1,202
+10508403,"Central, convenient and spacious apartment",19025448,May,,Melbourne,-37.801276988727835,144.97354331708306,Private room,85,2,10,2016-10-01,0.69,1,0
+16537717,Huge Room in Carlton,14410816,Mégane,,Melbourne,-37.79730648202731,144.96598428013613,Private room,69,4,0,,,1,5
+14211160,Majestic in Melbourne's CBD,8530753,Jared,,Melbourne,-37.820572879515666,144.95584595881948,Entire home/apt,128,1,47,2017-03-23,5.83,50,351
+10213461,5 Mins from Melbourne CBD,52481544,Rik,,Melbourne,-37.80750052670349,144.96823597520867,Private room,60,4,2,2016-01-19,0.13,1,0
+14407746,Discovery Melbourne Mixed Dorm #13,71213604,Discovery Melbourne,,Melbourne,-37.808226891285386,144.95801089699088,Shared room,28,1,1,2016-11-04,0.20,67,364
+12179503,Convenient room in North Melbourne,14458762,Roxane,,Melbourne,-37.79873621197867,144.94750005597206,Private room,50,2,5,2017-02-04,1.19,1,0
+17684520,Clean and comfy! FREE WIFI,120452876,Jeremy & Jamie,,Melbourne,-37.806983619622756,144.96665540923277,Entire home/apt,109,1,4,2017-04-01,4,1,149
+16209937,Cozy apartment with central location and amenities,18531820,Denis,,Melbourne,-37.82984587972269,144.96876755417787,Entire home/apt,121,14,1,2017-03-14,1,1,0
+6379494,Amazing CBD View Apartment near Southern Cross,20970851,Sam,,Melbourne,-37.82089139826806,144.9556700984729,Entire home/apt,100,3,108,2017-02-02,5.60,2,9
+17487888,Stunning 2bed 2bthroom apartment in Parkville Vic,118483068,Malcom,,Melbourne,-37.78434853423223,144.9591495941575,Entire home/apt,201,3,0,,,1,359
+16472065,Japanese Style private room in Central City,34072221,Alex,,Melbourne,-37.81005055063662,144.95946950464653,Private room,83,1,5,2017-03-06,1.70,3,77
+17913852,Heart of Melbourne CBD with WiFi and Gym,39862386,Flinders Street Apartments,,Melbourne,-37.81685432490874,144.97154210240285,Entire home/apt,190,3,0,,,2,48
+10997416,$294/w for a Beautiful Room in City,56925881,Damon,,Melbourne,-37.81412621907341,144.96051222886885,Private room,50,1,1,2016-02-24,0.07,2,0
+9197501,The Gallery studio in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.815428141441714,144.9522711310746,Entire home/apt,100,1,94,2017-03-18,5.57,29,126
+17225698,Brand new 2bedroom Apt Locate in Dockland harbour,77661491,Amelia,,Melbourne,-37.81426839254868,144.93896978403737,Entire home/apt,165,2,1,2017-03-19,1,12,172
+17389534,Stylish apartment 5min from the CBD,97428060,Yumie,,Melbourne,-37.80811956497105,144.9475994550066,Private room,66,2,2,2017-03-28,2,1,86
+17913821,Private Room in Melbourne CBD,122735810,Kevin,,Melbourne,-37.8172259792003,144.9546510935344,Private room,45,1,0,,,4,65
+17487829,"Resort living, close to CBD, free carpark & WIFI",47936742,Naomi,,Melbourne,-37.82927882308716,144.9681445985043,Entire home/apt,149,1,5,2017-04-01,5,3,168
+11196363,UrbanMinder @ La Banque,58297295,June,,Melbourne,-37.81342688056483,144.95872446952302,Entire home/apt,195,2,8,2017-01-21,0.61,1,122
+17749962,A nice place to stay,116942122,Jones,,Melbourne,-37.826226705227434,144.9579677092918,Entire home/apt,100,1,4,2017-03-31,4,2,56
+9066409,"Private room, close transport, CBD",47286310,Luke,,Melbourne,-37.799880813600375,144.94881656079846,Private room,38,1,60,2017-03-03,3.47,2,92
+14505880,PLATINUM TOWER 4901,23952359,Matthew & Jason,,Melbourne,-37.82679939679163,144.95805041184872,Entire home/apt,250,3,13,2017-03-31,1.85,11,136
+5481308,"Arts Precinct, quality and comfort",28425753,Josephine,,Melbourne,-37.81859235399952,144.97033244111446,Entire home/apt,132,2,24,2017-03-19,2.09,1,288
+17552422,Melb CBD SKY view 3mins to Melb Central Free WIFI,13638052,Michelle,,Melbourne,-37.810431746968575,144.95874224594007,Entire home/apt,102,1,0,,,2,131
+16798752,Modern room ! Melbourne CBD center!,83850688,Cindy,,Melbourne,-37.80866717353537,144.95858369992385,Private room,89,1,5,2017-03-21,2.05,1,345
+3782573,Light-filled 2BR apartment,6234732,Marine,,Melbourne,-37.79849798920236,144.9468616091193,Entire home/apt,135,4,3,2016-01-05,0.10,1,0
+13227018,1 Bedroom Apartment in Free Tram Zone CBD,59844571,Melissa,,Melbourne,-37.8151540203355,144.95830943369359,Entire home/apt,250,1,0,,,1,0
+14210055,Elm 1 Bedroom Apartment,4776777,Daniella,,Melbourne,-37.829876987503376,144.9691679715221,Entire home/apt,121,3,2,2016-08-28,0.27,1,31
+15946757,Master bedroom near Crown casino@southbank,103517559,Shino,,Melbourne,-37.825471525626675,144.96397148065432,Private room,100,2,5,2017-03-20,1.30,1,88
+9688032,In the heart of Melbourne,1953658,Ian,,Melbourne,-37.8220075419783,144.96496492985838,Private room,75,1,55,2017-03-28,3.40,1,343
+12661098,Modern townhouse in Habour Town,17437374,Harry,,Melbourne,-37.814506495648104,144.93939097798545,Private room,201,1,1,2016-05-26,0.10,1,0
+2723327,Royal Stays 1 Bdr Apt Near Crown,4170460,Royal Stays,,Melbourne,-37.82826211131237,144.95753211697988,Entire home/apt,145,4,10,2017-01-05,0.41,19,357
+10751483,CITY VIEW 2 BEDROOM ON WHITEMAN ST,55440648,Platinum,,Melbourne,-37.827191370831436,144.95661866716125,Entire home/apt,240,5,1,2016-11-06,0.20,2,262
+10638272,The Obsidian in Melbourne's CBD,8530753,Jared,,Melbourne,-37.819249704293725,144.95614092531508,Entire home/apt,119,1,98,2017-03-26,6.81,50,298
+14111645,Discovery Melbourne Mixed Dorm #4,71213604,Discovery Melbourne,,Melbourne,-37.80930584232235,144.95800475750525,Shared room,28,1,16,2017-01-27,1.95,67,364
+13521817,Room for rent - 3 weeks - North Melbourne,9899004,Xavier,,Melbourne,-37.80171230383796,144.94616010225633,Private room,30,6,2,2016-07-30,0.24,1,0
+16831379,Beautiful and comfortable Home,61317121,Eva,,Melbourne,-37.81603660732243,144.95490820124016,Private room,85,1,2,2017-02-02,0.79,1,337
+13849485,Stunning 1BR Apt with City View + Free WiFi,22860147,Adji,,Melbourne,-37.810680575165044,144.95922790350713,Entire home/apt,149,3,26,2017-03-27,2.95,33,146
+16241546,Cosy Private Room,9376904,Liam,,Melbourne,-37.83587217768964,144.97912386794667,Private room,69,1,7,2017-03-25,2.23,1,326
+2413411,"Quiet, yet close to Melbourne City!",12298592,Kevin,,Melbourne,-37.791435057474665,144.92883450620354,Private room,80,2,50,2017-03-31,1.43,1,361
+15412923,Lovely room with lovely view in CBD,34154446,Lynda,,Melbourne,-37.81222544649136,144.95311962776023,Private room,104,1,7,2017-02-02,1.43,1,313
+14111573,Discovery Melbourne Mixed Dorm #3,71213604,Discovery Melbourne,,Melbourne,-37.80820610894646,144.95882161091527,Shared room,28,1,3,2017-01-24,0.38,67,364
+14406475,Southbank Chic,88589192,Ben,,Melbourne,-37.82751439945953,144.9690246387233,Entire home/apt,220,3,1,2016-10-02,0.16,1,319
+17126212,Coze shared bedroomB No.3 closed to CBD,75907027,Darren,,Melbourne,-37.80565047683436,144.96440906648596,Shared room,35,1,2,2017-03-02,1.22,6,190
+4969253,Spacious 2 Bdm Apt in Melbourne CBD,205879,Caroline,,Melbourne,-37.81526508966181,144.97050879396343,Entire home/apt,250,3,28,2017-03-26,1.10,1,170
+16143135,High Studio in Melbourne CBD,24508892,Joseph,,Melbourne,-37.81676427461939,144.9521754815564,Entire home/apt,118,1,14,2017-03-26,3.53,9,165
+15946513,Townhouse 1st flr ensuite studio,22184855,Elizabeth,,Melbourne,-37.80423066828224,144.9529384096386,Private room,110,2,9,2017-03-25,1.93,1,360
+12210926,2br w/Stunning huge private terrace,4318585,Toby,,Melbourne,-37.8258903124582,144.9627959864099,Entire home/apt,249,2,18,2017-03-14,2.27,3,184
+10639999,Cozy 1 bedroom in shared Apt,54935886,Emily,,Melbourne,-37.82435203804636,144.96475669656755,Private room,69,1,0,,,1,365
+8706662,"Central Melb CBD, Collins St 2bedrm",43248352,Lisa,,Melbourne,-37.815971234617855,144.96756408766117,Entire home/apt,210,3,61,2017-03-25,3.38,1,169
+15456891,north facing brand new apartment with lovely view,93086122,Annabelle,,Melbourne,-37.815009575596385,144.95458274035545,Entire home/apt,149,1,20,2017-03-19,5.00,10,295
+11262570,Great location luxurious APT,23929154,Anna,,Melbourne,-37.82139285741448,144.95536156850807,Entire home/apt,201,2,29,2017-01-26,2.27,3,21
+12114548,"Quiet, Spacious, Central Melbourne Entire Home",18633392,Yee,,Melbourne,-37.810549223699304,144.97018087346876,Entire home/apt,370,4,16,2017-03-10,1.75,14,23
+2447957,CBD longstayonly BBQ&pool,2474010,Kirk & Lyn,,Melbourne,-37.81128632939289,144.97217845607298,Entire home/apt,90,5,62,2017-03-09,2.03,2,230
+9001564,Paris End Luxury Apartment Sheraton-Amazing Views,19828291,Avivo,,Melbourne,-37.813410866234655,144.97335478761036,Entire home/apt,225,4,24,2017-03-29,1.44,4,90
+4938333,B3 in Victorian Heart of Melbourne,7146549,Natalia And Sebastian,,Melbourne,-37.79662469942247,144.95736649950973,Private room,50,2,14,2017-03-04,0.52,6,291
+8673883,South Melbourne Apartment with view,45561051,Carolyn,,Melbourne,-37.82899885499,144.9695453593732,Entire home/apt,350,2,2,2016-02-16,0.14,1,363
+16865874,Modern and Stylish Melbourne City Apartment,45332752,Lillian Toh,,Melbourne,-37.80836696873383,144.96027722029774,Private room,121,1,4,2017-02-16,1.82,1,0
+12507693,Large Bright 4 Bdrm Southbank apt,23910988,Neil & Mark,,Melbourne,-37.82564656351198,144.96954540624154,Entire home/apt,300,2,51,2017-03-25,4.64,12,218
+17324614,Shared room in the Melbourne CBD,39420239,Frank,,Melbourne,-37.808239209071225,144.96746917948178,Shared room,50,3,4,2017-03-25,4,5,34
+16243223,Bombay Stay Apartment,21473423,Michael,,Melbourne,-37.82460298555324,144.96161685479032,Private room,100,1,6,2017-03-28,2.02,2,171
+11262483,Large designer apartment in CBD,23559166,Maria,,Melbourne,-37.800946734292246,144.95388230844162,Entire home/apt,79,3,6,2017-01-08,0.44,2,0
+7887378,Exclusive Stays - Century Tower,10190138,Tony,,Melbourne,-37.82304966619882,144.9672901954254,Entire home/apt,430,1,15,2017-03-25,0.89,14,357
+12114425,FreeTramZone- Private Bedroom&Bath opposite SKYBUS,64008211,Caroline,,Melbourne,-37.815179545493265,144.95239612655823,Private room,55,1,46,2017-03-19,3.80,4,21
+13752812,Stunning Views With Free Wi-Fi,79593026,Alex Kelly,,Melbourne,-37.812088202994815,144.94800521308875,Entire home/apt,119,3,13,2017-02-25,1.55,1,254
+11852257,Inner City/Carlton Sanctuary - entire flat,865002,Kym,,Melbourne,-37.80357997781702,144.96502126106958,Entire home/apt,94,2,12,2017-03-31,7.35,1,235
+16136613,Beautiful apartment in leafy Parkville,55344544,Tara,,Melbourne,-37.78723707604847,144.95824281290624,Entire home/apt,60,3,0,,,1,0
+17684944,Apartment with stunning view,45276854,Kim Fong,,Melbourne,-37.80449224299735,144.9545943679609,Entire home/apt,90,3,1,2017-04-01,1,1,0
+16996813,Melbourne Central Business District Apartment,13869628,Derek,,Melbourne,-37.81777500762316,144.95638396306967,Entire home/apt,98,1,14,2017-03-30,7.24,1,63
+12310984,High quality 141m2 3br CBD L2,51984804,Mark,,Melbourne,-37.81018179994454,144.95787018250917,Entire home/apt,300,1,20,2017-03-09,1.89,2,130
+5527974,SLEEP IN THE CLOUDS - 36th FLOOR PENTHOUSE,27185392,Sarah,,Melbourne,-37.82260414651551,144.96048859862444,Private room,89,1,83,2017-03-29,3.37,3,0
+14834055,Luxury Top Floor #2 ~ 2bdm CBD ((Wifi & Car Park)),23146639,Lance,,Melbourne,-37.814490462791696,144.9531395700664,Entire home/apt,189,1,42,2017-03-19,5.92,3,151
+6019471,Modern Luxury House - Close to City,3252696,Brian,,Melbourne,-37.77779427543551,144.94173787546129,Private room,69,1,18,2017-03-28,0.79,3,158
+4938109,Large 2 bedroom City Apartment,20835793,Chris & Wil,,Melbourne,-37.81466084276344,144.9527682060526,Entire home/apt,195,3,73,2017-03-26,2.76,1,58
+17160580,Affordable & nice Melbourne 06 pad with facilities,41370225,Ben,,Melbourne,-37.81517560697409,144.95351390204394,Entire home/apt,98,1,3,2017-04-02,3,10,29
+4774257,City Tower Apt - Free WIFI +Parking,5507453,Ines,,Melbourne,-37.82378995629386,144.96320849284936,Entire home/apt,229,3,68,2017-03-13,2.51,9,333
+7330164,2BR CBD Central Pad & Free WiFi,22860147,Adji,,Melbourne,-37.814358167207644,144.95728994095344,Entire home/apt,208,3,63,2017-03-26,3.07,33,140
+5232991,Designer Melbourne CBD Apartment + Wifi,2793499,Luxuria Property Group,,Melbourne,-37.81557357699692,144.96177206647437,Entire home/apt,189,3,77,2017-04-01,4.16,4,352
+17979751,Charming two storey stable conversion in a mansion,14901966,Jon,,Melbourne,-37.79492765029501,144.97147414699302,Entire home/apt,100,2,0,,,1,130
+12279650,Comfort Zone in Melbourne City 3,29913000,Ming Yu,,Melbourne,-37.80497269425916,144.96249338096086,Entire home/apt,160,2,35,2017-03-06,3.03,5,159
+14342477,Discovery Melbourne Mixed Dorm #6,71213604,Discovery Melbourne,,Melbourne,-37.808578787372724,144.960100966187,Shared room,28,1,5,2017-02-24,0.67,67,364
+4085252,McCrae Street 2bed 2bath Apartment,21189565,Katrina,,Melbourne,-37.82089814627702,144.95032846073138,Entire home/apt,269,2,0,,,1,141
+14702082,City Shared Room,82760859,Angie,,Melbourne,-37.816136801290405,144.95513833805694,Shared room,30,30,0,,,1,147
+6804992,Your own room in trendy Carlton,35621973,Molly,,Melbourne,-37.80010078908392,144.96423480583675,Private room,75,1,0,,,1,0
+14407166,Discovery Melbourne Mixed Dorm #7,71213604,Discovery Melbourne,,Melbourne,-37.80849240629166,144.95790191838407,Shared room,28,1,1,2016-12-09,0.26,67,364
+9277010,New York Loft Style in Heart of CBD,48178329,Tom,,Melbourne,-37.81230436156484,144.96048620270653,Entire home/apt,100,3,47,2017-03-19,2.79,1,46
+8672740,3 level townhouse /w own rooftop!,45555095,Michelle,,Melbourne,-37.80141162177939,144.9582479076599,Entire home/apt,160,2,55,2017-03-12,3.14,3,300
+12572146,One bedroom in CBD/free tram zone.,38713093,Chris,,Melbourne,-37.81583097695978,144.97186388571427,Entire home/apt,105,3,14,2016-12-01,1.25,1,82
+14308782,位于市中心舒适的近新的一室一厅公寓带车位,42339204,Sandy,,Melbourne,-37.816142546042286,144.9528724746465,Entire home/apt,109,1,21,2017-03-26,2.64,1,158
+11326871,Comfy Sofa Bed in Beautiful Flat,3597078,Rosi,,Melbourne,-37.81675683517346,144.95382734097615,Shared room,48,2,18,2017-03-19,1.35,3,87
+8213876,Location is Key,43315231,Aleina,,Melbourne,-37.81690145244627,144.96476339808677,Entire home/apt,121,2,36,2017-01-29,1.97,2,78
+15848813,"Stunning, modern high-rise apartment",102677684,John,,Melbourne,-37.825672107001466,144.960524583576,Private room,66,7,0,,,1,0
+4609375,Carlton 1860's Terrace House,23880137,Robyn,,Melbourne,-37.79460389587676,144.9657175770606,Entire home/apt,278,2,27,2017-01-28,1.27,1,23
+12375404,"Bright,Spacious 2 Bedroom Apartment",9881541,Greg,,Melbourne,-37.823456748166336,144.9617479208186,Entire home/apt,275,5,2,2016-05-23,0.17,1,0
+906586,Top views.3BR/2BTH Sub-penthse nrCasino+wifi+carpk,4853169,Jason,,Melbourne,-37.82412507489055,144.96305777774404,Entire home/apt,320,2,40,2017-03-26,0.84,1,297
+13456725,Bright & Modern NY Style Loft with Pool + Gym,669279,Chammy,,Melbourne,-37.80821236440341,144.96707778320697,Entire home/apt,132,3,49,2017-03-27,5.31,6,52
+15348754,Platinum Tower 4504,23952359,Matthew & Jason,,Melbourne,-37.82776604848171,144.9600551721438,Entire home/apt,300,3,15,2017-03-31,3.08,11,140
+4183353,Central Melbourne courtyard apartment,2185657,Robin,,Melbourne,-37.8168451646586,144.97829123460585,Entire home/apt,121,2,49,2017-03-21,1.66,1,167
+8861920,Attractive 1BR Apartment Melbourne,24164998,Luci,,Melbourne,-37.81046288514869,144.98751139942453,Entire home/apt,128,3,4,2017-02-27,0.39,7,276
+2970895,"Melbourne CBD, Southbank, SB3207",13073237,Michelle,,Melbourne,-37.82375892822061,144.96121360289462,Entire home/apt,149,1,85,2017-03-27,2.60,2,347
+14538028,Modern CBD 17th floor apartment,413907,Barry,,Melbourne,-37.81638835107721,144.95542043535778,Private room,75,1,7,2017-01-05,1.08,1,117
+1135875,Southbank with Breathtaking Views,1374226,Mark & Mike,,Melbourne,-37.82441083710563,144.96633201206964,Private room,90,2,129,2017-03-26,2.75,1,228
+14637305,"Heart of Melbourne CBD, private, quiet, 1-bed apt",73243324,Karen & Michael,,Melbourne,-37.80987903478942,144.96982710537804,Entire home/apt,135,2,19,2017-03-26,2.78,1,285
+15063284,Room in huge CBD Apartment & Venue,9295683,Chloe,,Melbourne,-37.816040579640216,144.963915713207,Private room,121,2,0,,,2,180
+13719787,Friendly sharehouse in Kensington,78039896,Alonso,,Melbourne,-37.791460804769194,144.9272845251939,Private room,56,14,0,,,1,0
+5363951,Petit Collins: 1 bed Melbourne CBD,12040278,Sarah,,Melbourne,-37.8150468344531,144.962135053795,Entire home/apt,201,3,8,2016-12-10,0.31,1,0
+10344665,"""The Travellers Nest""",36247458,Sara,,Melbourne,-37.80722380907654,144.94263365187598,Private room,69,1,54,2017-03-25,3.91,2,285
+17127640,City Gem (private room & bathroom),114953504,Sarah,,Melbourne,-37.804191425716354,144.95906711315754,Private room,73,1,7,2017-03-25,4.20,1,81
+10868916,★Modern style 2 beds in Mel CBD★,45248057,Irene,,Melbourne,-37.81526238015804,144.95366149048155,Entire home/apt,155,1,89,2017-03-20,6.54,4,99
+9200665,Light filled warm close to CBD,47856338,Tim&Naomi,,Melbourne,-37.82615347435504,144.96577890020905,Entire home/apt,211,1,114,2017-04-01,6.68,1,153
+16046255,Manhattan Suite - Melbourne's 'Paris End'.,15874351,Donna,,Melbourne,-37.81196996812541,144.9687141288617,Entire home/apt,160,1,23,2017-03-22,5.85,3,130
+17324220,Just a nice place to stay,116942122,Jones,,Melbourne,-37.8052119431585,144.96311793700409,Private room,62,1,4,2017-04-01,4,2,174
+9262731,Southbank apartment with city views,37525226,Autumn,,Melbourne,-37.83045877807637,144.96787040416166,Entire home/apt,165,3,2,2016-04-01,0.13,1,0
+9229934,Charming vintage townhouse,9151916,Stephanie,,Melbourne,-37.84769142093012,144.98463359921078,Private room,69,1,16,2017-03-25,1.25,1,0
+9170594,Spacious Southbank Apartment,47725392,Lucy,,Melbourne,-37.82569655128561,144.9611795756618,Entire home/apt,170,1,1,2016-01-03,0.07,1,0
+14702189,"Central 2 Bed, City Views, Parking",91434673,Jason,,Melbourne,-37.82604395596267,144.96549224480148,Entire home/apt,176,3,21,2017-03-18,2.89,1,20
+15554141,Nordic - City fringe apartment with amazing views,760849,Bev,,Melbourne,-37.80506507288569,144.95375700567752,Entire home/apt,324,3,2,2016-12-12,0.39,51,365
+16471626,City Fringe 2Bed 2Bath + Car,19162636,Michelle & Mark,,Melbourne,-37.807277526611465,144.9666329050614,Entire home/apt,149,1,4,2017-02-10,1.24,4,0
+16045624,Urban Jungle in the Heart of Melbourne,30900122,S&S,,Melbourne,-37.81449755896612,144.95245011746658,Entire home/apt,163,1,41,2017-03-30,10.17,8,53
+16209471,Art Deco Treasure Parkville.,2269642,Catherine,,Melbourne,-37.78623676181623,144.94138668696525,Entire home/apt,145,1,2,2017-02-14,0.85,1,145
+15062575,2BDR/Large Balcony/Stunning views/Best location,23597742,Ryan,,Melbourne,-37.815487821258806,144.95249797085947,Entire home/apt,149,1,36,2017-02-28,5.37,5,21
+16579364,The Etihad's Corner Apt,99865555,Kevin Yulius,,Melbourne,-37.81359934338447,144.94274314938792,Private room,77,1,26,2017-04-02,10.13,1,14
+8119210,The Centrivo in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81248970131786,144.9598141748947,Entire home/apt,125,1,99,2017-03-30,5.23,50,338
+6093057,"2BD 2Bath appartment, heart of Melb",31621086,Ken,,Melbourne,-37.82100407311272,144.96681147503213,Entire home/apt,225,4,10,2017-01-29,0.48,1,365
+16635397,Nice room in a Victorian house,96310252,Alex,,Melbourne,-37.80310048680614,144.94667581447248,Private room,60,5,2,2017-03-07,0.73,1,0
+15698801,Cozy Master Bedroom + Ensuite!,98325979,Rafael,,Melbourne,-37.81231212277171,144.97165279994496,Private room,75,2,30,2017-03-11,6.04,1,0
+10638246,"Theatre district, spectacular views",7340813,Karen,,Melbourne,-37.8087579863821,144.97002740454363,Entire home/apt,215,2,3,2016-09-17,0.24,1,84
+11326369,Female Only,23203101,MELBnB,,Melbourne,-37.81321848390955,144.9631191340917,Shared room,39,1,5,2016-04-27,0.37,3,365
+6508581,"Warm, Inviting and Private Bathroom",34026716,Noirit,,Melbourne,-37.804532353058,144.96719404732505,Private room,60,2,108,2017-03-24,5.06,1,356
+14342471,2-Great location ! 1br to yourself!,83920789,Haig,,Melbourne,-37.82595036698115,144.95778017255384,Entire home/apt,105,1,30,2017-03-18,3.72,2,330
+17029425,EQ Tower Brand New Modern Apartment 05,111833126,Ironfish EQ,,Melbourne,-37.80997357959611,144.95931123408934,Entire home/apt,140,2,5,2017-03-20,3.06,3,356
+6215964,Large & Quiet Private Room in Heart of the City,32237637,Vinay,,Melbourne,-37.82654506129657,144.95611472506098,Private room,89,2,11,2017-03-25,1.85,1,63
+9161767,Collins St Parisian Style,30373871,Steve,,Melbourne,-37.814829691981245,144.96865636428632,Entire home/apt,195,3,14,2017-01-29,0.96,1,62
+7523333,Across from Crown & Exhibition,39423945,Amanda,,Melbourne,-37.826112914295145,144.95676563682608,Entire home/apt,165,2,42,2017-03-18,2.06,1,302
+13454340,Stylish Art-deco in South Yarra's Domain Precinct.,32814885,Ed,,Melbourne,-37.83563606554074,144.9763250799354,Entire home/apt,125,1,29,2017-03-04,3.88,2,341
+14956372,"Modern CBD Apt - Southern Cross, SPA, Pool & WIFI",94139828,Jasmin,,Melbourne,-37.815901030790926,144.95349476862233,Entire home/apt,118,1,25,2017-03-26,3.64,1,168
+15961253,Cheap and great location!,103651391,Nina,,Melbourne,-37.819481685155175,144.9458290462732,Private room,45,1,19,2017-03-29,5.14,1,60
+10668850,SerenDipity in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81416926350266,144.95664457274677,Entire home/apt,128,1,77,2017-03-28,5.33,50,351
+8506124,Unilodge College House,44791043,Xiao,,Melbourne,-37.80220899771333,144.96480283057042,Private room,201,1,0,,,1,0
+9282006,Mackenzie St Melb luxury apartment,5960422,Catherine,,Melbourne,-37.807199903392664,144.96703978613533,Entire home/apt,701,2,8,2016-12-27,0.55,1,212
+7621372,Melbourne CBD Apartment,32564760,Ashleigh,,Melbourne,-37.810947601586804,144.96948242578586,Entire home/apt,160,2,36,2017-04-01,2.00,1,148
+9434923,CBD Brand New Apartment 1 Bedroom,48901704,Tina,,Melbourne,-37.81034315291292,144.95872011537807,Entire home/apt,110,2,11,2016-07-24,0.66,1,0
+10373888,Swanston St 3 Bdr Penthouse Melb,33610607,Jenny,,Melbourne,-37.80047018698903,144.96148786782192,Entire home/apt,499,2,2,2016-12-09,0.51,5,70
+17156826,Near Cafes MelbUni Parks Tram Bars-Carlton Pad,115386232,Leon,,Melbourne,-37.79398946434897,144.96750591705987,Entire home/apt,84,2,3,2017-03-21,2.31,1,50
+8768220,Convenient CBD apartment & balcony,21838521,Jessica,,Melbourne,-37.80987957419622,144.95593315117995,Entire home/apt,119,4,9,2017-02-19,0.53,7,335
+12602064,Stunning apt on Melbourne Skyline,30900122,S&S,,Melbourne,-37.81503570413686,144.9526118569172,Entire home/apt,128,1,62,2017-01-29,5.41,8,0
+4737699,Premium Collins St Location & Style,932976,Jayne,,Melbourne,-37.81495908110963,144.96552537559214,Entire home/apt,185,2,107,2017-03-18,3.84,2,348
+13945522,Apadment,51771877,Pete,,Melbourne,-37.79699858250125,144.9500403589962,Entire home/apt,90,1,0,,,1,0
+8800934,Stunning Harbour View Studio,46117788,Rebbecca,,Melbourne,-37.81789139178364,144.9459468704348,Entire home/apt,94,1,39,2017-03-25,2.20,1,60
+10144428,Private ensuite in Docklands,52063335,Graciee,,Melbourne,-37.81387596803141,144.94637757206473,Private room,55,1,4,2016-02-07,0.27,1,0
+16152346,Great one bed in Melbourne,105187002,Mengshu,,Melbourne,-37.80536762478387,144.96030927808476,Shared room,46,1,0,,,1,90
+13585021,Central CBD Studio! Furnished in a great Location,63861597,Tina,,Melbourne,-37.815362304420454,144.9522705305251,Entire home/apt,110,1,77,2017-03-19,8.11,5,157
+5982863,2BD/2BTH close to CBD with parking,1456773,Yvette,,Melbourne,-37.79548373582032,144.93113457759404,Entire home/apt,149,2,8,2017-03-10,0.46,1,32
+4869396,Degraves St - Melbourne's Heart,3034913,Luke,,Melbourne,-37.81641398333778,144.96286123027392,Entire home/apt,170,3,102,2017-03-28,3.72,4,344
+10210598,One bedroom near MCG,29779977,Stella,,Melbourne,-37.81732440062365,144.97875566318785,Private room,80,1,3,2016-02-15,0.21,1,364
+1002094,"Little Bourke St, Melbourne",1764883,Jacqui And David,,Melbourne,-37.81058720475417,144.97182318490292,Entire home/apt,149,4,81,2017-03-25,1.72,1,349
+14731902,"6 STAR LUXURY, RIVER VIEW 3BDR 2.5BATH 1CAR + WIFI",50626167,Short Stay Plus,,Melbourne,-37.82249354941695,144.96185091120543,Entire home/apt,429,2,36,2017-04-02,4.89,22,52
+10371826,"Delightful cottage, top location!",50506253,Ambica,,Melbourne,-37.79599242434889,144.94403671852064,Private room,37,4,1,2016-01-11,0.07,1,0
+16949158,Luxury apartment in prime position,49982462,Wayne,,Melbourne,-37.848660343832734,144.98152662727404,Entire home/apt,290,2,2,2017-04-01,2,1,355
+10865266,Modern East Melbourne Apartment Close To The City,53996101,Joanna,,Melbourne,-37.80935822644729,144.98496693690365,Entire home/apt,130,5,0,,,1,28
+16009825,"Great view CBD Apt, Southern cross,Spa,Pool& Wifi",59842021,Fatima,,Melbourne,-37.816115963069755,144.95202513490094,Entire home/apt,138,3,15,2017-03-26,4.17,2,78
+16861773,Melbourne Star Docklands Apartment,112347342,Vina,,Melbourne,-37.81515417958394,144.94044040461796,Entire home/apt,180,1,1,2017-02-08,0.51,1,0
+5524016,Melbourne Soul Sleeps 4-6,23017357,Maria,,Melbourne,-37.81552136373844,144.97184530288976,Entire home/apt,336,2,21,2016-11-07,0.87,2,346
+14862897,cosy room for females near Melbourne University,93086122,Annabelle,,Melbourne,-37.80075859637247,144.94400163199435,Private room,60,1,2,2017-03-18,0.47,10,171
+16369882,Victorian style little house in North Melbourne,3815993,Lalou,,Melbourne,-37.80280732106581,144.9462464073393,Private room,37,1,9,2017-03-29,2.70,1,0
+13454267,Luxury 2 Bed CBD Apartment with Amazing Views,51185711,Long,,Melbourne,-37.81653130071437,144.9525134209422,Entire home/apt,185,1,21,2017-03-25,3.56,1,120
+15387584,CBD Lovely home scure car parking,91646684,Xia,,Melbourne,-37.80239520687642,144.9555798270615,Entire home/apt,121,1,20,2017-03-31,3.51,4,350
+773035,Great Room In Modern Warehouse Apt,275092,Elvis,,Melbourne,-37.815030347981974,144.95315481399402,Private room,110,2,47,2017-03-05,0.88,1,360
+14109617,"CBD private room, close to Flagstaff station&shops",36001475,Mark,,Melbourne,-37.81186588655144,144.9531969978454,Private room,52,3,2,2017-01-06,0.50,3,130
+15289252,The Floating BnB - Private Twin,56159906,Maggie,,Melbourne,-37.81763188455513,144.94405197241545,Private room,87,1,27,2017-03-11,4.76,12,31
+5851991,Modern Luxury House2- Close to City,3252696,Brian,,Melbourne,-37.77878929166131,144.9411587035713,Private room,69,1,123,2017-03-19,5.28,3,134
+14142336,Beautiful Apartment right next to Crown,35178173,Christopher,,Melbourne,-37.82417268661915,144.96015560234946,Private room,85,1,7,2017-03-12,0.87,1,364
+11848551,The Perfect Melbourne Getaway,55073106,Sandra,,Melbourne,-37.826010800697695,144.9655005594292,Entire home/apt,149,2,16,2017-03-25,1.30,1,24
+16468843,Comfortabel mattress in living room -- 近墨大 客厅房,108069456,Sue,,Melbourne,-37.80080978522932,144.96330667568427,Shared room,55,1,2,2017-01-28,0.80,1,86
+8768358,Modern Cosy One-Bedroom Apartment,29953250,Anthony,,Melbourne,-37.81162044303586,144.95709204689211,Entire home/apt,100,1,4,2015-11-01,0.22,1,0
+12995410,"2BD Charming CBD Pad With NETFLIX, SPA and Pool",9510598,Emma And Taj,,Melbourne,-37.82170147525091,144.96011710990047,Entire home/apt,176,1,44,2017-04-01,4.19,15,309
+11848521,2BRM South Bank Oasis in Melbourne,140547,Lisa & Nathen,,Melbourne,-37.82402005025387,144.9670108643916,Entire home/apt,160,3,38,2017-03-27,3.24,1,258
+10079050,"Walk to the City, MCG, Rod Laver",5229572,Roy,,Melbourne,-37.81612239243276,144.977028794805,Entire home/apt,260,1,32,2017-03-19,2.19,1,353
+17746386,Spacious CBD 2Bedroom Studio Apartment,118475696,Chan,,Melbourne,-37.809983460026544,144.96066443816767,Entire home/apt,128,1,0,,,1,113
+11127212,2BD/2Bath Posh CBD Home & NETFLIX!!,9510598,Emma And Taj,,Melbourne,-37.82248071759029,144.96002037196965,Entire home/apt,190,1,72,2017-03-26,5.19,15,274
+51592,Central City Warehouse Apartment,190879,Michelle,,Melbourne,-37.814855786785365,144.96267162309218,Entire home/apt,299,2,121,2017-02-22,1.63,1,334
+10215834,"Historic, iconic and central CBD",52489241,Peter,,Melbourne,-37.82062458259548,144.953493942637,Private room,100,1,45,2017-03-30,3.12,2,363
+12815428,Lygon Gem,42260023,Aaron,,Melbourne,-37.78989916198628,144.96856942930538,Entire home/apt,165,3,40,2017-03-16,3.97,7,347
+8341907,NEST-APARTMENTS *HI FLR*7PPL*WIFI*VIEW*CAR PARK,9198367,Ken,,Melbourne,-37.81508777444192,144.95404092896047,Entire home/apt,159,2,36,2017-03-14,2.20,6,303
+13191562,Sleeping by the Sea - Full Seaview Apartment,24749898,HugoHome,,Melbourne,-37.821188812072855,144.9423636526832,Entire home/apt,225,1,34,2017-03-04,3.37,22,176
+17353116,Amazing private room in Docklands,51217565,Ryan,,Melbourne,-37.81357165565574,144.93971750306656,Private room,48,1,7,2017-03-31,7,1,276
+9914745,28th Floor Spacious 2BR Great Views,50976133,Amy,,Melbourne,-37.826385678652294,144.95787467371755,Entire home/apt,201,5,1,2016-01-10,0.07,2,0
+3397607,Top floor city 3BR amazing water views & location,1234348,Rit,,Melbourne,-37.81505873596708,144.94038654958055,Entire home/apt,370,1,149,2017-04-01,4.50,1,322
+15550815,Private Room in the center of the CBD,90908279,Marine,,Melbourne,-37.810904655524695,144.9701658808402,Private room,92,1,0,,,2,63
+313648,"(1) Stylish, East Melb 1bed apt",1612516,Haydn,,Melbourne,-37.81244723225082,144.98575614430627,Entire home/apt,110,6,45,2017-01-05,0.73,6,271
+17615168,Magnificent 2BR City Apartment Netflix & Car Park,54048076,Gus,,Melbourne,-37.81460311729687,144.95478954116035,Entire home/apt,165,2,6,2017-04-01,6,2,48
+15943993,Urban oasis near the heart of Melbourne City,16639285,Carolyn,,Melbourne,-37.797790063740074,144.92881525511393,Entire home/apt,149,14,1,2017-01-19,0.40,1,126
+13846777,Immerse Yourself in Art & Stunning Top Floor Views,38982241,Adam,,Melbourne,-37.81862039602444,144.9662546471494,Private room,104,2,55,2017-04-02,6.40,1,69
+17385740,HUGE Private Room steps from Carlton & Fitzroy,15429327,Maggie,,Melbourne,-37.79697029732036,144.9746921413942,Private room,48,1,0,,,1,160
+13224194,CBD - 2 single beds,74211447,Monique,,Melbourne,-37.817127553495595,144.96535613601085,Private room,66,1,4,2017-01-01,1.03,1,291
+17916286,"1nfinity ∞ 04 studio! Gym, sauna, pool & much more",41370225,Ben,,Melbourne,-37.81458176739129,144.95361418337475,Entire home/apt,97,1,0,,,10,25
+10232094,Lux Private 1 bed Apt for your stay,52115768,Brian,,Melbourne,-37.80967671894101,144.95889831135352,Entire home/apt,149,1,51,2017-02-15,3.48,5,361
+13286914,City 高层公寓主卧,74955158,媛媛,,Melbourne,-37.80790316575589,144.9668661784516,Private room,64,1,0,,,1,0
+12369080,Comfort in Carlton,42260023,Aaron,,Melbourne,-37.79051538628007,144.96842143206663,Entire home/apt,165,3,45,2017-03-30,4.38,7,148
+4342764,Townhouse 2 Bedroom CITY LOCATION,6902963,Di,,Melbourne,-37.804939982952,144.9572058773248,Entire home/apt,176,2,62,2017-03-18,2.27,1,343
+6472515,"Fairfax Studio 7, Little Collins",30870639,Melbourne City Stays,,Melbourne,-37.8150546587795,144.96050383537235,Entire home/apt,149,3,29,2017-02-23,1.36,13,352
+16008551,Queensize bed in private room,89656733,Sue,,Melbourne,-37.809653200608956,144.96355670182353,Private room,80,1,6,2017-03-22,2.95,4,294
+17515854,Master + Private Room in Leafy Parkville CBD area,7146549,Natalia And Sebastian,,Melbourne,-37.79494039354685,144.95707553802748,Private room,249,1,0,,,6,297
+15746353,Modern convenience perfectly located,101768520,Gosha,,Melbourne,-37.80445732058328,144.95053724880353,Entire home/apt,140,3,1,2016-12-25,0.30,1,5
+12568145,SY Art-deco luxury next to the Royal Botanic gdns,32814885,Ed,,Melbourne,-37.83519056010244,144.98206842841796,Entire home/apt,165,1,29,2017-04-01,4.70,2,294
+16860060,"CBD Entire Apt, City view, 2BR, FREE TRAM ZONE",32106858,Candice,,Melbourne,-37.814643667248916,144.9527932906358,Entire home/apt,139,2,8,2017-03-28,3.48,4,53
+3030853,Meko - Carlton luxury residence,4848120,Katrina,,Melbourne,-37.79672538648088,144.96566382660097,Entire home/apt,250,2,20,2016-12-13,0.67,4,319
+17102112,Docklands Private room with the best view!,14012704,Samuel,,Melbourne,-37.820555691253254,144.94673982411206,Private room,90,5,0,,,1,61
+17907925,Penthouse flat with panoramic views,5495438,Andalib,,Melbourne,-37.8269003291388,144.9590993049546,Private room,72,5,0,,,1,79
+8601660,Perfect location!,16366475,Amy,,Melbourne,-37.78960988588597,144.92697678707137,Private room,48,1,24,2017-03-29,1.46,1,362
+13942811,A hop skip & jump to Crown Casino,4371328,Anthony,,Melbourne,-37.826828504050525,144.9579425821571,Entire home/apt,100,1,26,2017-03-26,3.28,1,94
+12992528,A cosy apartment in the heart of the CBD,71597305,Haydren,,Melbourne,-37.80848492919694,144.9663628781887,Entire home/apt,121,1,0,,,1,68
+9552076,Nice city room,49464843,Anchana,,Melbourne,-37.8118332923605,144.95103490955822,Shared room,55,1,0,,,1,0
+3489931,2 BRM City Resort 4 with FOXTEL,5138361,Bron Neil And Mark,,Melbourne,-37.8254030379723,144.96718846277977,Entire home/apt,160,2,122,2017-03-24,3.68,15,270
+10436797,"CBD fringe Studio,",53761893,Joseph,,Melbourne,-37.804463441416274,144.9626000153826,Entire home/apt,69,7,0,,,1,0
+2310267,A Resort in the City 2 - Southbank,9256292,Pauline,,Melbourne,-37.82348750021613,144.96628075053178,Entire home/apt,170,3,167,2017-03-04,4.41,5,235
+17999833,Premium Loft Style Penthouse with Harbour View,120499064,ICare Property,,Melbourne,-37.820713204817814,144.94121107641894,Entire home/apt,579,1,0,,,2,89
+16760938,Own Me (South Bank new settle whole apartment),108498625,Jie,,Melbourne,-37.82637197695892,144.9638590197171,Entire home/apt,180,1,13,2017-04-01,11.47,1,166
+16365574,"Super Slick, City Fringe apt with Parking",9861209,Martina & Mick,,Melbourne,-37.803341092419934,144.95573156904265,Entire home/apt,117,1,12,2017-04-01,6.55,5,283
+8893901,【Best Location】CBD 1BR Apartment,44696362,Vince,,Melbourne,-37.80947140779215,144.9628460897905,Entire home/apt,111,1,90,2017-04-01,5.06,5,98
+15381476,Carlton Bedroom close to the action!,20646519,Georgette,,Melbourne,-37.80213379207041,144.96589151895495,Private room,75,3,2,2017-03-17,1.40,3,7
+9352147,"2 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.82573427963474,144.96400065381525,Entire home/apt,204,3,1,2016-02-21,0.07,17,358
+10400712,cbd and victoria market location,49964991,Sue,,Melbourne,-37.803739736060834,144.94435096243927,Private room,66,1,0,,,2,365
+16724921,Heart of Melbourne CBD,16515931,Januar,,Melbourne,-37.809592496366946,144.96540546514632,Private room,69,1,2,2017-02-25,1.07,1,59
+13906860,Mel-Uni Village 4,65149000,Meng,,Melbourne,-37.801887763502705,144.9550517582807,Entire home/apt,128,1,3,2016-09-29,0.35,9,247
+15184762,2 BRM City Retreat 9,5138361,Bron Neil And Mark,,Melbourne,-37.823704784584066,144.96793440099074,Entire home/apt,180,2,25,2017-03-24,4.08,15,357
+501257,Deco Luxury on the Botanic Gardens!,1374781,Jack,,Melbourne,-37.82953916712247,144.98572175452068,Entire home/apt,155,2,73,2017-02-28,1.27,2,352
+1061439,Queen room w/private shower 10minsCBD tram@door,5843865,Dianne,,Melbourne,-37.79904959168497,144.94536148204162,Private room,72,3,44,2017-02-16,0.93,2,312
+11776558,**4.5 Star Melbourne Central Living,37274684,Michael,,Melbourne,-37.80768594950538,144.9661389216016,Private room,90,4,15,2017-03-16,1.20,1,332
+1973680,Exclusive Stays - Gallery Tower,10190138,Tony,,Melbourne,-37.82100041867036,144.96567290473726,Entire home/apt,281,1,29,2017-03-13,0.77,14,365
+11022878,Modern Apartment Melbourne CBD (3),50335286,Condotel,,Melbourne,-37.811595423394735,144.95933888472894,Entire home/apt,240,1,28,2017-03-19,2.27,5,358
+15790853,Paris End of Melbourne city,102078496,Shaline,,Melbourne,-37.813301839352214,144.9719639812701,Entire home/apt,350,2,2,2017-03-04,0.83,1,170
+8958453,Melbourne - Central City Apartment,26140212,T S,,Melbourne,-37.81015810696421,144.9690395329345,Entire home/apt,180,1,15,2017-04-01,0.87,1,9
+17500241,2-BR Art-Inspired Home - 2 bathroom & Free Parking,27357959,Canvas-Suites,,Melbourne,-37.80918927515349,144.96626381075254,Entire home/apt,180,1,5,2017-03-31,5,9,125
+4671558,Large NY-style loft in Melbourne's CBD/downtown,21032558,Barb And Fran,,Melbourne,-37.81626789295003,144.95522929864347,Entire home/apt,130,3,130,2017-03-27,4.60,1,73
+16986568,"Waterfront with roof top terrace, close to it all.",94412123,Natalie,,Melbourne,-37.82173344270262,144.95154464853897,Private room,80,2,3,2017-03-27,3,1,99
+17641923,"Modern, Central, CBD 2BR Apt, free wifi, concierge",80621766,Peta,,Melbourne,-37.81006878007406,144.96158072945246,Entire home/apt,250,4,0,,,1,85
+16232891,In the heart of Melbourne CBD!!!,98352696,Henry,,Melbourne,-37.81007364088521,144.96740601460385,Private room,121,1,3,2017-02-23,0.97,2,72
+307615,CBD Huge Warehouse Apartment,1582716,Sharyn,,Melbourne,-37.80846795625053,144.96606133049033,Private room,90,1,73,2017-03-19,1.15,2,333
+9777538,Sweet Home 2 BEDROOMS Apartment At Crown&Southbank,50405671,Jiaqi Claire,,Melbourne,-37.82320702611572,144.96270656794061,Entire home/apt,170,2,93,2017-03-26,6.38,1,40
+12661142,Luxury House in city centre,68789996,Flav,,Melbourne,-37.81157539239897,144.9522995107138,Shared room,35,1,3,2016-06-30,0.30,1,337
+9580748,ABC Accommodation - 534 Flinders 2,3264405,Tina,,Melbourne,-37.81918151732434,144.9570068400577,Entire home/apt,250,2,0,,,2,342
+1847426,A+ Location City Apartment Home w/ Sky Pool,3004829,Osbert C H,,Melbourne,-37.81083884852921,144.9686097276322,Entire home/apt,107,2,193,2017-03-31,4.64,3,312
+16363676,Stanza privata vicino ai Botanic Gardens,18962720,Tamsin,,Melbourne,-37.834471356040254,144.98584662759828,Private room,55,1,5,2017-03-30,2.24,1,87
+6107273,Comfy 1BR with rooftop pool,31688973,Chris,,Melbourne,-37.81147286995559,144.96916293002687,Entire home/apt,122,7,26,2017-02-26,1.23,3,271
+4632666,Be on Cloud9 - Melb CBD Lux 2BR Apt,4924814,Akbar,,Melbourne,-37.81525612714882,144.95236398389602,Entire home/apt,169,2,94,2017-02-26,3.58,4,76
+8073282,Breathtaking View in heart of Melb,42647610,Rodrigo,,Melbourne,-37.81431296723064,144.95219002345468,Entire home/apt,177,1,108,2017-03-17,6.43,1,207
+3326177,Heart of the CBD with park views,11677507,Greg,,Melbourne,-37.81543145864869,144.97452778465288,Private room,121,1,0,,,1,365
+15872093,New York Style *IPNO Luxe Apartments,23588488,Krina,,Melbourne,-37.815462895552365,144.97162285422053,Entire home/apt,364,4,0,,,2,342
+14659641,Lovely 2 Beds apartment in Melbourne City 5,80621455,Bill'S,,Melbourne,-37.81597908540582,144.9544536651408,Entire home/apt,155,1,35,2017-03-26,4.88,9,202
+8532012,"Central Location, Clean, Private Room 5",18633392,Yee,,Melbourne,-37.813927764420455,144.95599175305358,Private room,55,4,23,2017-03-04,1.32,14,88
+16636434,Master Room in Docklands,81610613,Stephanie,,Melbourne,-37.814186760261045,144.94116447451412,Private room,125,1,0,,,1,302
+8466463,Affordable & comfortable city stay,15252801,Ricky,,Melbourne,-37.81000973402974,144.96413422439693,Private room,35,1,11,2017-03-23,0.68,2,14
+15151844,"50+Level, 180° Melb City View, 2BD + 2Bath CBD Apt",95531283,Demetry,,Melbourne,-37.814731585108795,144.95382918991416,Entire home/apt,199,1,42,2017-04-01,8.40,1,250
+14932780,Budget Accommodation - Short Term City Studio 1,6401921,E.J,,Melbourne,-37.81896698428262,144.96105876392812,Entire home/apt,130,3,1,2017-02-24,0.77,4,158
+1165187,Own Qu. rm w/ensuite bath/shower- close to CBD,5843865,Dianne,,Melbourne,-37.79918018385037,144.94503168289455,Private room,72,3,10,2015-03-11,0.24,2,222
+4174441,NEW MODERN 2BR-2BTH APT 270ºC View,10394006,Daniel,,Melbourne,-37.80997152847078,144.95926502399547,Entire home/apt,219,2,97,2017-03-26,3.27,15,69
+13643774,lovely 2 room apartment in CBD,63319209,Chris,,Melbourne,-37.81947835258649,144.95511747372262,Entire home/apt,128,2,47,2017-03-19,5.30,1,274
+17999691,Urban Modern Deluxe Apartment,105051992,James,,Melbourne,-37.81790258340451,144.95599407988834,Entire home/apt,199,2,0,,,2,299
+7155659,Double Room in CBD Apartment,11092749,Winnifred,,Melbourne,-37.811155922544444,144.97025165998616,Private room,90,1,10,2016-01-29,0.54,3,291
+8597307,Grand Final Weekend,45244742,Jenny,,Melbourne,-37.820455455117276,144.9471420295998,Private room,499,1,0,,,1,0
+16101148,Room In beautiful Melbourne Townhouse,30800846,Claire,,Melbourne,-37.797222315135734,144.95241422171927,Private room,35,3,0,,,1,9
+12857114,Lovely spacious apartment in heart of Melbourne,4814928,Simon,,Melbourne,-37.814387920039735,144.98938980510405,Entire home/apt,149,3,4,2017-02-19,0.53,1,0
+15970057,"Stylish, modern inner city apartment",65131102,Graham,,Melbourne,-37.801222771832386,144.95068243072373,Entire home/apt,110,3,1,2017-01-05,0.34,1,67
+10792695,Centre of the city + Free Tram Zone + City views,3242347,Dimity,,Melbourne,-37.815648512378004,144.9652878912398,Entire home/apt,140,4,4,2016-09-30,0.32,1,23
+9973454,Great View apt Core Melbourne+wifi,47589857,Mason,,Melbourne,-37.811597032055566,144.9605415207024,Entire home/apt,170,2,39,2017-02-18,2.55,4,149
+15123482,Marvellous Marina View Suite No.2 /2FreeP,24749898,HugoHome,,Melbourne,-37.82078081336757,144.94142934241395,Entire home/apt,783,1,14,2017-03-18,2.23,22,359
+9056533,Melbourne: this city is now yours,22796471,Anna,,Melbourne,-37.80909928263521,144.95982683756912,Private room,100,1,1,2017-04-01,1,1,173
+3649121,Lovely Room in Kensington,18445762,Janine,,Melbourne,-37.795226582138945,144.9152617138954,Private room,48,2,18,2016-11-05,0.55,2,365
+12475659,1 BEDROOM APARTMENT ON THE YARRA,4454835,Jacqueline,,Melbourne,-37.82171848520074,144.95318131305316,Entire home/apt,121,2,4,2017-03-28,0.61,1,9
+7843350,Funky Laneway apartment with car park,41160472,Richard&Josh,,Melbourne,-37.80996958626074,144.9704191395664,Entire home/apt,170,3,78,2017-03-14,3.95,3,252
+13819102,"Absolute Collins, primely located",14251879,Karen,,Melbourne,-37.81569645736918,144.96508303344035,Entire home/apt,187,2,20,2017-03-25,3.30,4,247
+2223016,Relax in style at Botanical Gardens,509883,Leon,,Melbourne,-37.83700087667703,144.97878887726725,Private room,145,1,0,,,1,0
+16231674,Cosy CBD duplex. Comfortable and welcoming.,44346715,Swati,,Melbourne,-37.804376083144284,144.93103922926878,Private room,35,4,0,,,1,0
+11086993,"Bacchus: Premium architectural icon, great views",390761,Matt,,Melbourne,-37.81320813218149,144.97018164243744,Entire home/apt,210,3,33,2017-03-26,2.76,3,334
+3043855,Absolute Centre 3 b/r Heritage Apt,1375586,Vanessa,,Melbourne,-37.81647658583403,144.95945498992305,Entire home/apt,330,3,139,2017-03-26,3.96,3,109
+16198740,Room really close to the CBD. King sized bed.,105790621,Matteo,,Melbourne,-37.79899997009127,144.9431889368219,Private room,50,10,1,2017-01-08,0.35,1,0
+11021385,Rooftop spa CBD apartment with view,21838521,Jessica,,Melbourne,-37.80488348079192,144.96155869057384,Entire home/apt,119,2,26,2017-03-18,1.85,7,228
+10889873,Apartment in the heart of Melbourne,56433188,Oliver & Jane,,Melbourne,-37.8199818529494,144.95544484990685,Entire home/apt,139,3,36,2017-04-01,2.76,1,349
+8399513,"Spacious 2 bedroom @ QV,Melbourne",8581160,Andrew,,Melbourne,-37.80936494458231,144.96704033214792,Entire home/apt,210,1,34,2017-01-21,1.84,3,0
+17672833,Room with queen bed available for two weeks.,120320693,Angus,,Melbourne,-37.8134039559058,144.94891125308604,Private room,45,2,0,,,1,92
+2819858,"Penthouse Loft w/ City & Bay Views, Rooftop Garden",14425992,Norika,,Melbourne,-37.84636682605854,144.98043989701122,Private room,110,2,42,2017-03-01,1.23,1,360
+14527075,"Bay & City Views, Modern, Central Location",35604373,Leigh,,Melbourne,-37.827177430450725,144.9565904247388,Entire home/apt,119,3,31,2017-03-31,4.31,4,132
+895542,Royal Stays 2bdr Suite - City Views,4170460,Royal Stays,,Melbourne,-37.81400577008219,144.9470885119115,Entire home/apt,199,7,15,2016-09-12,0.30,19,307
+13380157,Private Room available,76046625,Kelly,,Melbourne,-37.80713994933149,144.96046339371557,Private room,45,1,2,2016-07-11,0.22,1,0
+4532749,Southbank Condos,23501564,Kate,,Melbourne,-37.82247176430171,144.96429378439046,Private room,79,2,9,2016-03-30,0.33,1,0
+9054721,CBD BrandNew Apartment Single Room,47239353,Stephanie,,Melbourne,-37.814211408785205,144.95505151833473,Private room,79,1,33,2017-02-24,1.90,1,16
+16165358,Classic Collins Street Apartment,6634465,Rex,,Melbourne,-37.81534414838239,144.96606203502068,Entire home/apt,178,3,5,2017-03-26,3.75,1,339
+9580040,Stylish Southbank Apartment,35733497,"Oh, Melbourne!",,Melbourne,-37.82722508903295,144.958595951851,Entire home/apt,109,1,73,2017-03-18,4.73,3,47
+14002863,"central location, city view,wifi",39999305,Coco,,Melbourne,-37.812771021583494,144.9583905324115,Entire home/apt,132,2,67,2017-03-30,7.91,4,83
+15904244,CBD spacious bedroom,99921119,Christina,,Melbourne,-37.80899416142937,144.9697215814138,Private room,75,1,8,2017-01-21,1.83,2,307
+13610467,Classic Apartment in Great Location,24707729,Daniel,,Melbourne,-37.83490770070618,144.9758788620123,Entire home/apt,89,4,12,2017-03-23,1.46,2,46
+14921153,Central Business location ,93357138,Jessica,,Melbourne,-37.81052119515631,144.95174817353117,Private room,64,1,13,2017-03-16,1.87,1,122
+339340,Apartment Q18 - right in the city ,1722884,Toni,,Melbourne,-37.817803850144465,144.9618160413724,Entire home/apt,157,2,142,2017-03-19,2.29,1,351
+17837459,Spacious bedroom,111385705,流麗,,Melbourne,-37.804630804121885,144.96471281918343,Entire home/apt,309,1,0,,,1,365
+15084917,位於CBD寬廣無際的美景公寓,95458293,Min Kwan,,Melbourne,-37.808809090512945,144.96026038207893,Entire home/apt,149,1,42,2017-03-31,7.73,1,334
+9416061,Modern Apartment Great Views,34875238,Nico Apartments,,Melbourne,-37.826962332688154,144.95657599447028,Entire home/apt,160,1,12,2017-04-02,0.77,13,159
+10104124,Studio Apartment - Carlton,4971509,Nadeen,,Melbourne,-37.79893971451745,144.96858780261744,Entire home/apt,113,2,72,2017-03-26,4.68,15,344
+10299850,City pad near Vic Market,51685763,David,,Melbourne,-37.80982852459777,144.95554879920113,Entire home/apt,121,2,31,2017-03-26,2.14,1,206
+14526853,The Palazzo 2 bedroom 2 bath apt in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81517182831112,144.95509546530485,Entire home/apt,165,1,54,2017-03-19,7.17,29,127
+15749726,'Walwa'- Beautiful home in the heart of Melbourne,22981226,Morgan,,Melbourne,-37.795686572994526,144.96627536493358,Entire home/apt,281,1,0,,,1,154
+16656793,Melbourne City private room (Single Bed),22113463,Tan-Boon,,Melbourne,-37.807327518354285,144.95459485225606,Private room,66,2,3,2017-03-15,1.29,3,63
+15473731,southern cross apartment,97240677,敏,,Melbourne,-37.82772313093174,144.95577697407285,Private room,199,2,0,,,2,364
+13281675,Spacious home Carlton/Fitzroy,2630199,Ellie,,Melbourne,-37.798352462226234,144.97103275295,Private room,41,21,0,,,1,0
+6596986,"Clark, the Transforming Apartment",7509953,Linton,,Melbourne,-37.81767121248587,144.95449394991894,Entire home/apt,149,2,38,2017-03-25,1.71,70,344
+15148565,Melbourne- City centre Apartment,11496155,Wayne,,Melbourne,-37.81529682866665,144.97011562260545,Entire home/apt,125,4,9,2017-03-28,1.59,1,123
+5580296,Modern Near-New City Apartment,28927771,Jun,,Melbourne,-37.81141513124667,144.9514262983004,Private room,159,2,9,2017-02-15,0.46,3,305
+9242191,New York Style Living@Melb CBD,4039880,Linda,,Melbourne,-37.81562491908085,144.95646757628182,Entire home/apt,100,2,71,2017-03-20,4.15,2,134
+15345114,Affordable and Stylish Melbourne City Apartment,96903633,HengandKaren,,Melbourne,-37.8095925961808,144.9622702245153,Entire home/apt,136,1,17,2017-02-28,3.11,1,288
+533969,Your Chic Apt Paris St End Melb CBD,2625631,Rebecca,,Melbourne,-37.812847846370495,144.97515434799035,Entire home/apt,260,3,25,2017-03-25,0.46,1,364
+17385032,Stylish Melbourne Private Room,44394165,Jarrod,,Melbourne,-37.815734636035494,144.9562297263071,Private room,100,1,0,,,2,179
+1877368,Gem Apartments - 3 bedroom city pad,5553847,Kellie,,Melbourne,-37.82537908595383,144.95781354863382,Entire home/apt,339,4,28,2017-03-04,0.70,15,266
+8660343,A little gem in North Melbourne,16118947,Marco,,Melbourne,-37.80135027600284,144.9493244483854,Entire home/apt,80,4,3,2016-11-26,0.17,1,0
+16033138,"CBD modern apt. with garden,pool,sauna&gym",98889528,Leo,,Melbourne,-37.81660886856786,144.95458756743867,Private room,60,1,26,2017-03-21,5.78,1,31
+6202714,Bouverie Apt -Melb CBD free parking,5507453,Ines,,Melbourne,-37.80674255327626,144.96028528532366,Entire home/apt,250,3,47,2017-03-11,2.07,9,341
+17737043,"*NEW* World-Class Luxury 2BD 2BTH, 51st floor",104431444,James,,Melbourne,-37.82177265591616,144.9625048505275,Entire home/apt,249,2,0,,,6,0
+13804870,"Megan, the 2BDR CBD Chief of awesome",7509953,Linton,,Melbourne,-37.813328276003,144.95557122405177,Entire home/apt,201,2,16,2017-03-19,1.90,70,333
+1747852,NEST-apartments *Penthouse*8PPL*Wifi*View* CarPark,9198367,Ken,,Melbourne,-37.808206395246955,144.96622863777876,Entire home/apt,159,1,79,2017-03-01,1.92,6,244
+15870832,"Wimmera Room, Small Room w/ Queen Bed, The Basics",16848054,Shane And Bridget,,Melbourne,-37.818444398673755,144.96153011313316,Private room,60,2,27,2017-03-26,5.79,6,9
+10127147,Comfortable Room with Bay Views,1172882,John & Jeane,,Melbourne,-37.823508877701514,144.96431535272146,Private room,75,1,103,2017-02-15,6.75,1,354
+13052748,Mel-Uni Village,65149000,Meng,,Melbourne,-37.80034937343942,144.9549399926337,Entire home/apt,128,1,15,2017-03-09,1.42,9,203
+16624462,Comfy couch with great CBD view,20895542,Jenna,,Melbourne,-37.81048203469521,144.9607782216943,Shared room,50,1,0,,,1,365
+11381566,Melbourne CBD-Queen Victoria Market-Flagstaff Apt,32316995,Yong,,Melbourne,-37.80994611344836,144.95668447946753,Entire home/apt,109,1,68,2017-04-01,5.15,3,128
+16296765,2 Bedroom modern apartment in CBD,102579857,Nina,,Melbourne,-37.808596301058074,144.95935827238748,Entire home/apt,145,1,26,2017-03-29,8.86,2,246
+6892254,Fabulous Freshwater,13140045,Colin,,Melbourne,-37.82304314680303,144.96269134463208,Entire home/apt,180,1,55,2017-03-26,3.05,2,322
+1747690,Christmas and NYE in Melbourne!,9197599,Daniel,,Melbourne,-37.82947098571334,144.97075226356998,Private room,121,1,0,,,1,365
+1157835,Melbourne Tower Apt - Free Parking,5507453,Ines,,Melbourne,-37.824786261266425,144.96162888775964,Entire home/apt,250,3,61,2017-03-12,1.35,9,336
+5581488,Gorgeous 2 bedroom apartment,28937407,Daisy&Szabi,,Melbourne,-37.819501417255324,144.94672245929306,Entire home/apt,212,2,12,2016-02-01,0.49,1,29
+1418497,"Henrietta, the Lygon St studio",7509953,Linton,,Melbourne,-37.80423918687524,144.96668142223547,Entire home/apt,100,2,121,2017-01-03,2.71,70,334
+7218450,Share Female dorm Melbourne CBD-6,34912515,Pei,,Melbourne,-37.81624942800132,144.95245003079413,Shared room,30,14,5,2016-02-01,0.26,3,90
+4072703,Art deco townhouse -North Melbourne,14432494,Nick & Grant,,Melbourne,-37.80435881182502,144.94306414376587,Entire home/apt,115,3,13,2016-12-28,0.43,1,15
+12330226,"Home, sweet home.",14105123,AnneMarie,,Melbourne,-37.7919576955749,144.92507021654984,Entire home/apt,165,3,0,,,1,0
+6366310,Cozy Heritage CBD Hideaway,100972,Cass & Jeremy,,Melbourne,-37.8098644221649,144.97062471800496,Entire home/apt,115,10,23,2016-11-22,1.06,9,331
+3253291,City in the Sky!,1517201,Ives,,Melbourne,-37.815744881323184,144.95247906495814,Entire home/apt,110,2,168,2017-03-18,4.96,1,111
+209073,Luxury Melbourne CBD Apartment,1029900,Oscar,,Melbourne,-37.816767376469315,144.9758899024552,Entire home/apt,180,7,20,2017-01-29,0.31,1,337
+9806813,The Skyline 1 bd apt in Melbourne CBD+ Fireworks,35789055,Eden+Cony,,Melbourne,-37.81539008052531,144.95364562938678,Entire home/apt,128,1,96,2017-03-22,6.00,29,39
+9319124,2BR CITY APT PARKING+VIEWS-SLEEPS 6,12197796,Nicole,,Melbourne,-37.81720669955522,144.9837520122762,Entire home/apt,100,1,83,2017-03-28,5.72,10,221
+8037356,43rd floor Swanston Street loft,11312736,Ary,,Melbourne,-37.806572219124305,144.96138160295433,Entire home/apt,180,1,26,2017-02-11,1.43,4,365
+16393187,Entire 2 bedroom in best location,89656733,Sue,,Melbourne,-37.808206194387445,144.96333783973643,Entire home/apt,155,1,7,2017-03-24,2.84,4,149
+3184394,"Water Views Apt, Docklands --Free WIFI + Parking -",5507453,Ines,,Melbourne,-37.81506584010858,144.94116631342288,Entire home/apt,250,3,52,2017-03-26,1.59,9,317
+15344584,"Cosy worker's cottage,North Melbourne,15min to CBD",34357179,Selma,,Melbourne,-37.787966376320085,144.93962583551286,Entire home/apt,90,5,1,2017-03-30,0.50,1,265
+16819133,Spacious Accommodation,4971509,Nadeen,,Melbourne,-37.79906078871134,144.96939987488486,Private room,85,2,7,2017-03-12,2.80,15,358
+7384042,Shared room in Melbourne CBD -MALE,35789021,Eric,,Melbourne,-37.81595500592069,144.95231332887582,Shared room,60,3,2,2015-11-21,0.10,4,365
+16168952,New One bedroom apartment In Heart of Docklands,77661491,Amelia,,Melbourne,-37.81393722355158,144.94021079299463,Entire home/apt,110,2,9,2017-03-18,2.31,12,173
+7252225,Heritage Elegance and Style on Bourke Street,24911800,Eugénie,,Melbourne,-37.81454632537318,144.9621985276598,Entire home/apt,169,1,127,2017-04-01,6.25,4,348
+17836220,Private Room in Melbourne CBD,22355588,Nicole,,Melbourne,-37.8094887052003,144.97012078307787,Private room,121,2,1,2017-03-25,1,1,83
+11577458,Luxury pad with a killer view,36183928,Melissa,,Melbourne,-37.81246415451309,144.94453594967078,Entire home/apt,225,2,9,2017-01-21,0.74,1,0
+15804473,"SUNDAY ESCAPE- 2BR,2Bath,1Car,Wifi,Netflix",102270989,Andrew,,Melbourne,-37.829629236459596,144.96758643657813,Entire home/apt,300,2,6,2017-03-21,1.73,1,333
+4696083,Cute Botanic Gardens Nook + Parking,2187145,Sunni,,Melbourne,-37.836286538739934,144.97905221631603,Entire home/apt,109,1,138,2017-03-28,4.90,1,331
+8955933,Room in heart of Melbourne CBD,12784760,Mary,,Melbourne,-37.80952722579793,144.96816240878994,Private room,90,1,0,,,1,0
+13084673,Melbourne CBD style...,1403667,THE CONCIERGE (Aust),,Melbourne,-37.81030369713028,144.96073748105437,Entire home/apt,190,3,2,2017-01-16,0.37,7,365
+17803247,Budget LUXURY 2BR Breakfast Carpark,84687988,Nixon,,Melbourne,-37.80520100792086,144.96224269772324,Entire home/apt,170,2,1,2017-03-27,1,2,361
+17016794,The Floating BnB - Camping on a sailing boat!,56159906,Maggie,,Melbourne,-37.81833651475211,144.94498133252665,Shared room,25,1,9,2017-03-24,5.09,12,0
+15345585,A comfortable room in Kensington.,46887837,Glenn,,Melbourne,-37.79185141246051,144.92610840167532,Private room,45,2,23,2017-03-26,4.11,1,138
+11478962,Private room,51171289,Rodrigo,,Melbourne,-37.82400547473363,144.96508745323501,Private room,85,1,3,2016-04-12,0.24,1,0
+15902482,Crossley Hotel - Huge CBD 2 Bedroom Apartment,103062079,Crossley,,Melbourne,-37.810277326004304,144.97086340970472,Entire home/apt,300,1,0,,,2,106
+8149973,Charming room in converted brewery,36235474,Joy,,Melbourne,-37.812816113243755,144.9868358913646,Private room,80,2,10,2016-11-02,0.53,1,89
+12101329,Private Room for 2 Available,64880602,Sushant,,Melbourne,-37.82416637706356,144.96255040843096,Private room,69,2,0,,,1,0
+7808699,Stay in Melbourne CBD!,41014258,A.P,,Melbourne,-37.81033582182635,144.9690808198187,Entire home/apt,220,2,14,2017-03-27,1.01,1,345
+8136319,Wonderful CBD Penthouse Apartment,42959360,Ben,,Melbourne,-37.807291044362984,144.96699971657986,Private room,62,3,5,2016-03-24,0.33,1,0
+10831465,Classic renovated Victorian style,100972,Cass & Jeremy,,Melbourne,-37.804287249721234,144.95134162268766,Private room,50,12,3,2017-02-24,0.21,9,83
+13117043,Minimalistic Docklands apartment.,48659325,Calvin,,Melbourne,-37.818038814843106,144.94828593519225,Private room,69,2,42,2017-03-23,4.88,1,8
+14984796,1 min away from Queen Victoria Market.,53371616,Yh,,Melbourne,-37.80721115425674,144.9615565694263,Entire home/apt,98,1,31,2017-03-04,4.67,3,0
+6497858,"The Sentinel, Central Southbank",33964239,Jannine,,Melbourne,-37.82772601250116,144.96563242730468,Private room,105,1,121,2017-03-18,5.43,1,364
+11052615,"Large Apt. Pool, spa, gym, tennis",3255715,Robert,,Melbourne,-37.81347563830521,144.94438264415737,Entire home/apt,130,2,26,2017-02-02,1.89,1,301
+16098862,Southbank City View Contemporary Apartment,104940512,Shi Bing,,Melbourne,-37.82064884430467,144.9629317712575,Entire home/apt,149,1,3,2016-12-25,0.78,1,0
+17867693,Cozy queen size bed room near cityB,66840127,Gabriel,,Melbourne,-37.77820931347655,144.93956056869482,Private room,52,1,0,,,7,159
+6620646,Central Laneway 2 Bed Apartment + Wi-Fi,19162636,Michelle & Mark,,Melbourne,-37.81465828725141,144.9699015234546,Entire home/apt,149,2,45,2017-03-19,2.25,4,238
+16491290,Luxury city living - Ensuite room,106694796,Alix,,Melbourne,-37.81717120779338,144.97156225787714,Private room,135,2,1,2017-02-16,0.64,4,175
+2138891,Botanical Garden Apartment -Free WIFI,5507453,Ines,,Melbourne,-37.83650789860372,144.98233801642525,Entire home/apt,121,3,38,2017-02-15,0.98,9,333
+5579535,City 2 Bedrm Apartment with parking,28927771,Jun,,Melbourne,-37.81049586882688,144.95158239501174,Entire home/apt,288,2,21,2016-12-10,1.00,3,305
+8200951,2BR CBD QV Apt feels like home,43252033,Melissa,,Melbourne,-37.810582380305824,144.96680925023398,Entire home/apt,198,3,57,2017-03-19,3.13,1,154
+16786169,Live the High Life in Melbourne,81768270,Joe,,Melbourne,-37.81496333807692,144.9562853889,Entire home/apt,159,2,1,2017-02-09,0.56,1,0
+17015536,"Neo200 Corner Apt, Pool/Gym, Bay Views!",26680323,Luke,,Melbourne,-37.817202934608765,144.9529103308438,Entire home/apt,118,1,6,2017-03-19,3.67,2,56
+8107394,1 bedroom luxury apartment,42808524,Amir,,Melbourne,-37.813945510028645,144.97293042468561,Entire home/apt,110,1,0,,,1,0
+6824648,墨尔本city短出租大房间小房间 15/6/15-12/7/15,35748115,Bier4567,,Melbourne,-37.815232100517036,144.95642759071217,Private room,250,1,0,,,1,0
+13902520,A cosy modern city view house,20757736,Young &,,Melbourne,-37.809514389012676,144.95019605957603,Private room,69,1,38,2017-03-10,4.27,1,73
+17048232,Great townhouse for couples visiting Melbourne,114437004,Helen,,Melbourne,-37.80289574615222,144.94261630446624,Entire home/apt,201,2,1,2017-03-26,1,1,333
+10101405,Funky Converted Warehouse,20152719,Adele,,Melbourne,-37.803716754332186,144.95394290308195,Entire home/apt,281,3,4,2017-01-28,0.28,1,235
+17932943,Large 2BR Fully Equipped Loft Apartment,46913802,Emily,,Melbourne,-37.809135325191676,144.96120228778707,Entire home/apt,180,2,0,,,2,349
+4366982,My Home Room South Yarra Botanic Gardens,4859910,Milo,,Melbourne,-37.838049893133196,144.97890315599477,Private room,87,7,9,2017-03-14,0.80,5,0
+16523902,Cosy studio in North Melbourne,108661173,Smilka,,Melbourne,-37.80007094381451,144.95271791566458,Entire home/apt,105,2,3,2017-01-20,0.96,1,55
+15049326,♪ Cozy 2 beds in Mel CBD ♪,45248057,Irene,,Melbourne,-37.815278313384596,144.95377913847952,Entire home/apt,142,1,43,2017-03-19,7.54,4,55
+12853863,One Bedroom Serviced Apartment,62186449,Louna,,Melbourne,-37.810261185569175,144.98484291319414,Entire home/apt,100,1,10,2017-03-19,1.31,3,365
+17707110,"Small room in CBD. Private, cosy. Unlimited wifi",93978187,Billie,,Melbourne,-37.82029864796119,144.95624603647087,Private room,69,1,1,2017-03-18,1,1,0
+2533223,"2 BR, Southbank, awesome location.",11859179,Katy & Ash,,Melbourne,-37.82725105406686,144.95648846455097,Entire home/apt,195,2,37,2017-03-11,1.03,3,57
+13674315,Heart of Southbank and Free Parking,28093903,Leslie,,Melbourne,-37.82372117437487,144.96269324425262,Entire home/apt,189,1,55,2017-04-01,6.09,5,69
+10215494,Very large master bedroom w ensuite,52491818,Sunny,,Melbourne,-37.821676023206024,144.96203360230672,Private room,149,1,0,,,1,0
+17409848,Fantastic location 1BD Southbank,29050730,Lucinda,,Melbourne,-37.82289707007196,144.9652616930685,Entire home/apt,117,5,0,,,1,25
+9742120,"2BR apartment, pool + gym",10953263,Mike,,Melbourne,-37.81068733286641,144.9848412942927,Entire home/apt,159,2,7,2017-01-29,0.47,2,0
+12658445,Best & Brightest Spot in Melbourne,33696844,Nik,,Melbourne,-37.81589178148152,144.9857730849252,Private room,52,2,61,2017-03-25,5.68,1,89
+17966273,NEW one Bedroom Next Melbourne Uni,77661491,Amelia,,Melbourne,-37.80081915959168,144.95652487123266,Entire home/apt,121,2,0,,,12,166
+329245,"Perfect Location, Romantic & Yours!",1545869,Vanessa,,Melbourne,-37.8129533955144,144.959968322246,Entire home/apt,115,2,63,2016-11-24,1.04,1,276
+16920774,"Botanic Gardens Apartment, central and beautiful",3407656,Bridget,,Melbourne,-37.830301283081845,144.98644004494156,Entire home/apt,94,2,11,2017-03-28,5.41,1,305
+14459465,Charming Victorian Style next to CBD,26385467,Vibhor,,Melbourne,-37.82927141290877,144.9663720401457,Private room,55,1,44,2017-02-20,5.67,1,4
+2073134,FUNKY ART DECO APT,4478006,Jaclyn,,Melbourne,-37.84095622785346,144.98376328967552,Entire home/apt,121,3,29,2017-03-02,0.73,2,270
+16163375,Brand-new parkville apartment with nice view,56034681,Sam,,Melbourne,-37.77841097067897,144.93850480751706,Private room,55,1,6,2017-02-19,1.58,1,302
+14819880,STAR WARS EXPERIENCE: 5 minutes from Melb CBD!!,31026513,Marini,,Melbourne,-37.800822919292,144.95188321331295,Entire home/apt,145,2,24,2017-03-18,3.81,1,78
+7905818,Funky Loft Apartment in City Centre,40082968,Lou,,Melbourne,-37.817165888110566,144.96567769441265,Entire home/apt,170,3,1,2015-09-28,0.05,1,0
+1090065,Sophisticated City Apt (2 bedroom),5553847,Kellie,,Melbourne,-37.82491075851841,144.95735462135008,Entire home/apt,305,4,13,2016-12-20,0.30,15,341
+9237795,Not your average one bed apartment.,9729210,Sofya,,Melbourne,-37.80129508095952,144.951385730571,Entire home/apt,149,2,9,2017-01-18,0.63,1,352
+6034237,"Claude, sophisticated city centre",7509953,Linton,,Melbourne,-37.816995697712905,144.95930272147248,Entire home/apt,128,2,29,2017-02-11,1.25,70,298
+11149726,1 month (September) double bed bedroom,2998426,Olga,,Melbourne,-37.80054249626621,144.95589494014848,Private room,46,5,0,,,1,0
+16851325,Cozy 1 Bedroom Apt Near Melbourne Central,112225862,Cameron,,Melbourne,-37.802317437112116,144.9504270596225,Entire home/apt,87,5,1,2017-02-03,0.50,1,32
+13902199,Jewel of 1bed apt centre Melbourne next Emporium,52115768,Brian,,Melbourne,-37.81306211137156,144.9625281899928,Entire home/apt,125,1,30,2017-04-01,3.69,5,294
+15180153,MCG Residence for two,73095783,Amanda,,Melbourne,-37.81904361500409,144.9794822021288,Entire home/apt,440,2,0,,,1,364
+13141392,Dreamy warehouse loft apartment,51959293,Karla,,Melbourne,-37.80386204016305,144.9517118512982,Private room,50,3,0,,,1,0
+16032095,It is a Good Apartment in Melbourne CBD,50868199,Moonyearn,,Melbourne,-37.81951834726452,144.95452319056713,Private room,121,1,0,,,2,365
+16654672,Spacious apartment in heritage listed building,59397424,Rebecca,,Melbourne,-37.81851397552905,144.959167661981,Private room,69,2,10,2017-03-29,4.11,1,113
+17801548,CBD great location&Amazing high view&Friendly host,98651673,Ian,,Melbourne,-37.8098636106651,144.96695354190572,Private room,93,1,0,,,2,299
+14328132,Private Room w/Carpark in the City!,38071469,Chris & Tino,,Melbourne,-37.818017766381224,144.96410018374917,Private room,83,1,11,2017-02-20,1.45,3,47
+9531445,Art Deco in the Middle of Melbourne,4114071,Tom,,Melbourne,-37.81876966366183,144.96266490705676,Entire home/apt,121,3,39,2017-03-19,2.66,1,8
+13653593,The Azure studio apartment in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.816576195564835,144.9542241457639,Entire home/apt,100,1,33,2017-03-19,3.61,29,100
+15606037,Luxury apartment in Melbourne CBD,99412725,Grace,,Melbourne,-37.80949809476775,144.9660086787001,Private room,66,6,1,2016-12-12,0.27,1,53
+4333844,Apartment directly opposite Crown Casino,22502106,Rish,,Melbourne,-37.825609702755585,144.95670920039854,Private room,52,2,3,2017-03-12,0.10,1,360
+18030867,Quiet Apartment on CBD,44119781,Abby,,Melbourne,-37.82664377916764,144.95894837244975,Private room,50,1,0,,,1,125
+1778493,"Celeste, luxury in the city's heart",7509953,Linton,,Melbourne,-37.816945236414,144.976569453536,Entire home/apt,100,2,42,2017-01-26,1.05,70,112
+17015587,Stunning brand new room in CBD,67416753,Annis,,Melbourne,-37.81487272435673,144.95316294595688,Private room,94,1,3,2017-02-12,1.45,1,0
+17146655,RMIT and Melb University at next door private room,93086122,Annabelle,,Melbourne,-37.80489471535831,144.96179192921053,Private room,69,2,4,2017-02-28,2.40,10,191
+11346169,The Carlton on Rathdowne,59407574,Michael,,Melbourne,-37.797638490631655,144.97113007041062,Entire home/apt,149,7,4,2017-03-21,1.22,1,315
+13377736,Melbourne CBD apartment,55963448,Nancy,,Melbourne,-37.813793381462084,144.96713569661654,Private room,190,1,3,2016-08-07,0.31,1,0
+17244337,"""Sanctuary"" CBD Free Wifi Gym/Pool! Great Location",61915494,Alice,,Melbourne,-37.815411749478955,144.95637317582322,Entire home/apt,128,1,12,2017-04-01,8.00,6,106
+17407560,Cosy Apt@Mel City| Pocket WIFI| 100m to central,107417903,Frangipani,,Melbourne,-37.809299710858724,144.96201282302545,Entire home/apt,190,1,8,2017-03-30,6.32,4,169
+13180487,"Large, sunny & modern 1 bed apartment (62sqm)",4603275,Marta,,Melbourne,-37.80230689768664,144.95222700155156,Entire home/apt,94,7,0,,,1,0
+8723037,"Chic, inner city apartment",1711551,Trish,,Melbourne,-37.8269938032388,144.96799813251704,Private room,90,3,42,2017-03-24,2.37,1,244
+12099117,CENTRAL LOCATION - CBD LUXURY APARTMENT,60539223,Vlad,,Melbourne,-37.813331526967445,144.96376628609644,Entire home/apt,119,1,43,2017-03-12,3.89,3,342
+4812717,"Wendy, 2BR central waterfront apt",7509953,Linton,,Melbourne,-37.8219071561541,144.95174222933528,Entire home/apt,201,2,55,2017-02-24,2.10,70,332
+13808507,108 on Flinders,81256811,Chris,,Melbourne,-37.81715019976375,144.96986462522457,Entire home/apt,135,3,39,2017-02-25,4.29,3,13
+8461825,Room For Rent in Central CBD!!,6113547,Henry,,Melbourne,-37.81545905870693,144.96059862951492,Private room,90,3,0,,,2,0
+3546615,Super Central Melbourne CBD Room,255209,Fen,,Melbourne,-37.81790308480849,144.95935076909407,Private room,140,1,1,2014-08-10,0.03,1,365
+15314854,CBD girls shareroom,14967250,Jo,,Melbourne,-37.81457924521659,144.9537355262325,Shared room,34,3,2,2016-12-31,0.54,15,72
+17881679,"Large Room, 15 mins from CBD",102302687,Kate,,Melbourne,-37.78912379251196,144.9394376166612,Private room,41,1,0,,,1,15
+16948656,Luxury CBD 2BD 2BA + Car Park + Terrace,50352786,Zoe,,Melbourne,-37.81624601561445,144.95338264029422,Entire home/apt,199,1,18,2017-03-19,8.44,2,164
+8002957,Contemporary Flinders Lane Boutique,8334479,Leanne,,Melbourne,-37.81826663421239,144.96316128514178,Entire home/apt,128,2,54,2017-03-19,3.58,1,153
+15572386,Stunning city apartment!,825559,Tikali,,Melbourne,-37.82955064720363,144.96718450369673,Entire home/apt,201,2,9,2017-03-18,2.23,1,354
+13180321,Original Victorian Terrace House near CBD,11084642,Olle,,Melbourne,-37.80724301803664,144.94747591839618,Private room,41,1,1,2016-05-31,0.10,1,0
+9413125,Master room with ensuite WIR,48805891,Joyce,,Melbourne,-37.80174738091394,144.95233592333838,Private room,59,12,1,2016-02-26,0.07,2,0
+12689896,Student room close to CBD,68971791,Sacha,,Melbourne,-37.82403924358321,144.95774833280313,Shared room,16,1,0,,,1,0
+15179165,Modern and comfy CBD apartment in free tram zone,48969204,Barbie,,Melbourne,-37.813443484068245,144.9541006566944,Private room,50,7,2,2017-02-19,1.00,1,86
+15888281,1 bedroom in share house in Carlton!!,19543706,Daniel,,Melbourne,-37.79531834289989,144.97239461173513,Private room,66,2,1,2016-12-25,0.30,1,153
+17079700,Cosy Stay Melb CBD - Share with 1 Person,113915084,Adair,,Melbourne,-37.80364489337569,144.9651420696946,Shared room,35,1,0,,,2,0
+13540738,New New New 2 bedroom Apartm next to Melbourne Uni,77661491,Amelia,,Melbourne,-37.80089047328545,144.95491460152405,Entire home/apt,115,2,14,2017-03-02,1.53,12,154
+16457084,Inãugural in Melbourne's CBD,8530753,Jared,,Melbourne,-37.811948634009525,144.96793857929916,Entire home/apt,128,1,17,2017-03-29,6.99,50,343
+11050354,Melbourne City / CBD Apartment,28927771,Jun,,Melbourne,-37.80996834749531,144.952480581923,Private room,187,2,3,2016-03-08,0.22,3,305
+17440104,Stylish & Spacious 2 Bd apt + City view in Mel CBD,96516540,Lan,,Melbourne,-37.81358985151153,144.95475521682081,Entire home/apt,149,2,3,2017-04-02,3,1,191
+16620903,Park paradise in the heart of Melbourne,3685440,Zoey,,Melbourne,-37.840938227369904,144.9781409596939,Private room,149,1,2,2017-01-30,0.80,1,0
+5282358,2 Bedroom Apartment - 500 m to MCG,27347868,Brent,,Melbourne,-37.816756293881575,144.97659368960655,Entire home/apt,180,2,2,2015-11-23,0.11,1,0
+15637436,Brand new 1 br apt in Melbourne CBD 1,80621455,Bill'S,,Melbourne,-37.81476398850665,144.95356027291086,Entire home/apt,109,2,22,2017-03-30,4.68,9,190
+15833956,Arty City Central APT*Yarra River,20148691,Ally&Adam,,Melbourne,-37.82056566054379,144.95726422449317,Entire home/apt,176,2,17,2017-03-16,3.62,2,8
+14916459,601 Nth Melb Luxury Victorian (4Bed/2.5 Bath),26093122,Kelly,,Melbourne,-37.805568100813254,144.94962000595004,Entire home/apt,325,2,9,2017-03-24,1.76,3,315
+10459998,Bright Botanical Delight,36674575,Magalie,,Melbourne,-37.83546994782948,144.9866916066813,Private room,85,1,0,,,1,0
+14874518,Cute Room: Classic Melb Sharehouse,33718264,Megan,,Melbourne,-37.79326570116581,144.94371465136723,Private room,45,1,1,2016-09-24,0.16,1,92
+5610324,2BR+2Bath Casino Complex Apartment,22860147,Adji,,Melbourne,-37.82260715970469,144.96188725970632,Entire home/apt,270,3,14,2016-11-21,0.68,33,143
+5970756,Amazing CBD Apartment,30996480,Tom,,Melbourne,-37.81225555789158,144.96890519810708,Entire home/apt,94,1,12,2017-03-12,0.79,1,14
+17505074,"Quiet, Spacious, Central Melbourne Private Room 3",18633392,Yee,,Melbourne,-37.81056317134377,144.9701249552712,Private room,69,4,0,,,14,27
+13867786,High Life Luxury 2 Bdrm Apartment,43002649,Tamara,,Melbourne,-37.82359604751777,144.9616214886743,Entire home/apt,180,1,72,2017-03-31,8.28,1,353
+5156655,Moderm City Living at its Finest,22633264,Ki-Ki,,Melbourne,-37.81451501233163,144.97032377052062,Entire home/apt,350,3,4,2016-03-22,0.16,2,89
+14320770,1BR Homey City Apartment + Free WiFi,22860147,Adji,,Melbourne,-37.81212151659671,144.96035930297703,Entire home/apt,136,3,26,2017-03-26,3.44,33,67
+15833871,Luxurious North Melbourne apartment with city view,94544312,Carly,,Melbourne,-37.80135633590491,144.95416665415098,Entire home/apt,97,3,1,2017-03-25,1,1,33
+4989056,Craftsman's 3Br Apartment Carlton,4971509,Nadeen,,Melbourne,-37.79665139624139,144.9684684971368,Entire home/apt,250,2,14,2017-03-25,0.53,15,153
+17571967,3804 PLATINUM TOWER,23952359,Matthew & Jason,,Melbourne,-37.8274707402359,144.95885237124747,Entire home/apt,201,3,0,,,11,167
+17965160,Enjoy all of Melbourne from this perfect location!,122401047,Grant,,Melbourne,-37.821401659033626,144.95682630256,Entire home/apt,239,2,0,,,1,336
+17703014,Modern Nordic One Bedroom Apartment Inner City,120638451,Natalie,,Melbourne,-37.798495879835336,144.95230185994046,Entire home/apt,121,1,1,2017-03-25,1,1,161
+247140,Self Contained Apartment (CBD Edge),1296115,Fiona,,Melbourne,-37.81700475385843,144.97670479538306,Entire home/apt,225,3,50,2017-01-27,0.76,1,352
+9740356,LaTrobe Spacious 2Bedroom Modern Apartment in CBD,41678718,Ken,,Melbourne,-37.810405215213606,144.96119973537668,Entire home/apt,128,1,63,2017-03-17,3.90,15,226
+16523334,1 room available near CBD(Queen Victoria Market),81455927,Shivani,,Melbourne,-37.80346773843219,144.95273470543864,Shared room,35,1,5,2017-02-24,2.73,1,54
+17440832,BUDGET! Near Queen Victoria Market!,30134344,Lydia,,Melbourne,-37.800800511164105,144.9543269979252,Shared room,18,1,1,2017-02-27,0.83,1,0
+17669982,1BD APT in the heart of CBD,63323103,James,,Melbourne,-37.808609919633135,144.9615783526078,Entire home/apt,130,1,1,2017-03-17,1,4,77
+14491459,NEW - StayCentral - NGV Arts Centre retreat; trams,4177728,Chris,,Melbourne,-37.82456458102467,144.96565568919928,Entire home/apt,308,3,3,2017-03-21,0.73,14,344
+827095,Apartment - Heart of Melbourne,4338127,Richard,,Melbourne,-37.826551533246544,144.96684285488251,Entire home/apt,109,2,205,2017-03-25,3.95,1,341
+10235863,Park Lane Apartment East Melbourne,41785885,Rick,,Melbourne,-37.81798241421617,144.97855478670155,Entire home/apt,442,2,4,2017-01-27,0.61,1,353
+17768199,"Modern, Clean 1 BR Apt in CBD",30127326,Bernadette,,Melbourne,-37.79905484101415,144.95402283591343,Private room,71,1,0,,,2,150
+16391885,"Deluxe Large 4BD with Parking, Breathtaking View!",42474207,Steven,,Melbourne,-37.8135277389473,144.95311124413416,Entire home/apt,189,2,22,2017-03-25,6.35,7,134
+16260817,The MihØ in Melbourne's CBD,8530753,Jared,,Melbourne,-37.81199466498263,144.96980364935658,Entire home/apt,125,1,21,2017-03-30,8.75,50,356
+16916165,KUMIS: 2BD/19th Floor Southbank-stunning Bay Views,112955405,Alana @ BnBconnect,,Melbourne,-37.82779117841736,144.96192512128596,Entire home/apt,181,1,7,2017-03-26,5.83,1,340
+15244972,Breathtaking view of Melbourne CBD 2 beds 2 baths,46071026,Naomi,,Melbourne,-37.815948571291145,144.95242045406636,Entire home/apt,198,3,17,2017-03-15,2.97,4,327
+6856355,CBD Room for rent,8663506,Sanna,,Melbourne,-37.81152712100089,144.95726822376756,Private room,69,1,1,2016-01-11,0.07,2,0
+15146658,Wellington Getaway Melbourne - Location Location,96069093,Keith And Karen,,Melbourne,-37.81582953040966,144.97911761593463,Entire home/apt,210,1,11,2017-03-18,1.79,1,281
+10788512,Exclusive Stays - Wrap,10190138,Tony,,Melbourne,-37.82283245981084,144.96298609715765,Entire home/apt,281,1,6,2017-02-26,0.44,14,365
+7150574,"Inner city apt, close to the tennis",503555,Phyl,,Melbourne,-37.81599946840683,144.97855328101713,Private room,45,4,1,2016-02-08,0.07,2,0
+7248605,Deluxe 1 Bedroom,24030407,Christina,,Melbourne,-37.82754902931672,144.95913290770827,Entire home/apt,159,2,7,2016-09-17,0.35,6,331
+4129911,Melbourne CBD pad with NEW YORK style...,1403667,THE CONCIERGE (Aust),,Melbourne,-37.816104111898355,144.9723247177608,Entire home/apt,260,3,18,2017-01-29,0.60,7,214
+14129846,Large Apartment With Balcony View & Carspace,30261722,Daniel,,Melbourne,-37.81727915004176,144.95382264301185,Entire home/apt,119,1,68,2017-03-30,8.06,5,170
+11999929,Comfortable Family Sized 3B/2B CBD,26235512,Jessica,,Melbourne,-37.808727546388354,144.96128247346434,Entire home/apt,320,3,34,2017-03-19,2.81,8,353
+8297122,Loft on Collins Street- 2BR in Heritage Building,20137311,Amelia & Lloyd,,Melbourne,-37.81645884325122,144.96073269949105,Entire home/apt,279,1,90,2017-03-18,4.75,5,357
+15440553,"Escape to Melbourne, Victoria",99023540,Erich,,Melbourne,-37.825724319590485,144.96161818632922,Private room,67,2,11,2017-03-24,2.58,1,334
+16127818,"City Brand-new Lux 2BR/2BA Apt, Free park+wifi",59721522,Danni,,Melbourne,-37.82286735335344,144.96198906372712,Entire home/apt,198,3,2,2017-03-28,0.52,1,3
+13047599,Attic sous les étoiles de Melbourne CBD,30900122,S&S,,Melbourne,-37.81479484530747,144.95228913355163,Entire home/apt,199,1,64,2017-03-28,6.08,8,329
+18028333,Private room in Southbank,54270018,Nat,,Melbourne,-37.822821311188385,144.96039139171208,Private room,69,1,0,,,2,357
+11212527,"2 Bedroom, 1 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.824720786695096,144.96275168311797,Entire home/apt,197,3,1,2016-04-20,0.09,17,364
+16029379,"Stylish, light-filled inner City Apartment!",27607307,Lucy,,Melbourne,-37.82454551505624,144.96221603976147,Private room,75,1,0,,,1,26
+16139208,Comfy place on Lygon street,93437782,Anita,,Melbourne,-37.79271867525562,144.96979151920664,Private room,60,1,0,,,1,153
+11212438,"2 Bedroom, 1 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.82524535680792,144.96121606846563,Entire home/apt,197,3,3,2016-08-14,0.32,17,364
+4960124,Central 1bd apartment with green views,519573,Jennifer And David,,Melbourne,-37.81104731560574,144.97109310391227,Entire home/apt,170,2,13,2017-03-10,0.49,1,331
+14982370,Awesome apartment in Docklands,91912863,Asitha,,Melbourne,-37.81352628028936,144.94166645636994,Private room,117,1,0,,,1,90
+16817360,Paris style apartment in the CBD,35181451,Kylie,,Melbourne,-37.817855872999445,144.9606327879442,Entire home/apt,195,2,4,2017-03-26,1.88,1,364
+11786495,Large studio near the State Library,4815084,Adrian,,Melbourne,-37.8097043887878,144.97017386713213,Entire home/apt,94,10,7,2016-12-29,0.61,1,18
+11345051,A Gem on Flinders St - Modern Apt,34875238,Nico Apartments,,Melbourne,-37.815681608640325,144.9714545440717,Entire home/apt,165,2,12,2017-03-08,0.95,13,314
+10394773,"Cosy, breathtaking Sky Living. (Own room & Toilet)",2451247,Victor,,Melbourne,-37.82656548617695,144.96279953808616,Private room,102,1,26,2017-03-25,1.78,1,365
+9247881,"Melb CBD, cozy 1BR apartment",29504747,Liuyang,,Melbourne,-37.80326452195933,144.96285685904664,Private room,46,3,47,2017-03-19,2.96,1,0
+9714888,Best location in Melbourne CBD,48360896,Martha L.,,Melbourne,-37.8088208921205,144.97095791121217,Private room,45,1,1,2015-12-22,0.06,3,0
+15277164,Carlton apartment city view,95972249,Margit,,Melbourne,-37.79957584966929,144.96504614146167,Entire home/apt,100,2,8,2017-03-25,2.11,2,150
+8428635,Southbank Views 2BR Apartment,43638330,Mathew,,Melbourne,-37.826158235897935,144.95633090075228,Entire home/apt,258,5,0,,,4,53
+16915527,"The Lodge - Bluestone, Brick & Timber in Carlton",25019250,Luke,,Melbourne,-37.79875276508334,144.97127658096196,Entire home/apt,149,2,1,2017-02-19,0.68,8,0
+16292923,"Kayla, a modern and stylish home away from home",7509953,Linton,,Melbourne,-37.82517118666984,144.96712444496015,Entire home/apt,160,2,9,2017-03-25,2.65,70,149
+16260136,Double Room Guest House Carlton GR2,14765754,Valeria,,Melbourne,-37.80125728907076,144.96926051521834,Private room,64,14,0,,,34,365
+8395757,Stunning 2BD Docklands Living,44236683,Angelo,,Melbourne,-37.81473963265475,144.93994159858704,Entire home/apt,170,3,64,2017-02-04,3.51,1,151
+11213801,Lovely room opposite Crown Casino,58417193,Briody,,Melbourne,-37.822972839286415,144.96101633358177,Private room,97,2,22,2017-03-25,1.59,1,346
+9477078,"3 Bedroom, 2 Bathroom Apartment",40081020,28+Nights,,Melbourne,-37.824307573901386,144.96184003636503,Entire home/apt,459,3,4,2017-01-03,0.36,17,356
+12095366,The Eminence in Melb's CBD,8530753,Jared,,Melbourne,-37.817404287961274,144.97271011300398,Entire home/apt,128,1,83,2017-03-25,7.26,50,329
+12097096,Serenity in the Heart of the City,64868312,Cristina,,Melbourne,-37.80839893989259,144.95986324377427,Entire home/apt,140,3,6,2016-10-28,0.65,1,282
+17897023,Private room in Southbank,69963611,Alicia,,Melbourne,-37.825414633441945,144.96126422054567,Private room,55,1,0,,,1,326
+14489124,Amazing unit at Royal Park tower,89410943,Hongfei,,Melbourne,-37.79607256218025,144.9482531330043,Shared room,41,1,0,,,1,0
+7542101,1BR CBD Minimalist Apt + Free Wifi,22352901,Sylvia,,Melbourne,-37.80823782633836,144.96003105518116,Entire home/apt,138,2,75,2017-04-01,4.11,4,342
+9667473,Executive One Bedroom Apartment,37201564,Short,,Melbourne,-37.81737303241483,144.9539825708355,Entire home/apt,121,2,34,2017-03-20,2.13,2,348
+8820072,2BR/2BTH APT - FREE WIFI & NETFLIX (CT1),10394006,Daniel,,Melbourne,-37.81917591634674,144.95468044291692,Entire home/apt,180,2,36,2017-02-02,2.09,15,96
+11933005,Private Room: Excellent Comfort and Great Location,53550628,Davide,,Melbourne,-37.77724385351406,144.9399912425843,Private room,38,1,2,2016-07-22,0.18,1,0
+9672005,"Clean, Inviting Central CBD Flat",49911433,Jennifer,,Melbourne,-37.81207338779735,144.95986988122667,Private room,75,4,1,2016-01-02,0.07,1,0
+5412139,Three storey terrace city views,24180005,Tim,,Melbourne,-37.809748809092085,144.9461839765226,Entire home/apt,250,3,48,2017-03-26,2.03,1,36
+15045925,Modern apartment in perfect location,87156441,William,,Melbourne,-37.829885630580435,144.9685537070163,Entire home/apt,115,1,21,2017-03-21,5.38,2,36
+7968022,The Panorama 1 Bd apt + fireworks in Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.814848707767915,144.9522998183338,Entire home/apt,125,1,91,2017-03-25,4.66,29,163
+17503511,"Spacious Brand New apartment, never lived",62507267,Meng,,Melbourne,-37.80177946404733,144.95742989797643,Entire home/apt,160,2,0,,,1,358
+13702387,Waterfront and park views apartment,53016902,Yanchun,,Melbourne,-37.82072757449278,144.9420048040523,Private room,85,3,20,2017-03-31,2.71,2,334
+6886649,North Melbourne Loft,12149567,Cassie,,Melbourne,-37.802035494493786,144.94751514805094,Private room,69,1,1,2015-06-21,0.05,1,0
+16258295,Perfectly located City Central/CBD Master room,50489339,Ziren,,Melbourne,-37.80669843589501,144.96118490371035,Private room,67,1,5,2017-02-16,1.76,1,54
+1866009,Single Room In Heritage Building,2812963,Medley,,Melbourne,-37.805234710275066,144.96856938526952,Private room,69,1,7,2017-02-13,0.18,5,71
+12256595,In the heart of Theatre district,66000091,Stephanie,,Melbourne,-37.811139625548854,144.97140377143646,Entire home/apt,149,1,2,2016-07-04,0.20,1,0
+17702840,Spacious bright room in East Melbourne Penthouse,2181949,Madeleine,,Melbourne,-37.81737784121379,144.97946733577967,Private room,100,2,0,,,1,359
+10395527,Modern City View Apartment,53524849,Andrew,,Melbourne,-37.78360442882465,144.94025577637282,Entire home/apt,96,91,1,2017-01-02,0.33,1,93
+10001723,Victorian Terrace - North Melbourne,51380882,Daniel,,Melbourne,-37.7959328327168,144.94545070769877,Entire home/apt,121,1,5,2016-01-20,0.32,1,0
+990493,SY XLarge Mod Classic(2 BedR+WIFI),3721646,Alex,,Melbourne,-37.840387911226664,144.985854636069,Entire home/apt,185,2,34,2016-10-16,0.74,16,315
+5676285,Big 2BR + Car Space = Heart Of Melbourne CBD,29406728,Lenny,,Melbourne,-37.81219780026242,144.96355978507432,Entire home/apt,199,2,114,2017-04-02,4.63,2,265
+10755307,Corner Penthouse 3bed2bath,22875365,Sophie,,Melbourne,-37.81700446849677,144.95221895680885,Entire home/apt,250,2,64,2017-03-19,4.42,3,242
+16325880,Luxury Apartment Melbourne Arts Precinct,106854612,Bill,,Melbourne,-37.82902115208152,144.96772970516668,Entire home/apt,195,3,1,2017-01-24,0.43,2,59
+17160744,Beautiful Private Bedroom in CBD,65676639,Latifa,,Melbourne,-37.8142734779948,144.95446058522538,Private room,125,2,0,,,1,181
+12786917,Outstanding Melbourne City Home,2674887,Melanie,,Melbourne,-37.80374191375246,144.9678030248787,Entire home/apt,450,2,56,2017-04-01,5.32,4,306
+5106282,"Logan, 2BED Sky-High SUPER Central",7509953,Linton,,Melbourne,-37.81225999826574,144.97155124101255,Entire home/apt,165,2,39,2017-03-31,1.46,70,288
+12660492,Comfortable Carlton Abode,31065729,Angela,,Melbourne,-37.80495765080497,144.9662143170118,Entire home/apt,149,3,5,2017-03-06,2.94,1,243
+2333255,LUXICO - The Grainger (Fitzroy),11914644,Luxico Holiday Homes,,Melbourne,-37.80114319109739,144.9733426396755,Entire home/apt,953,3,11,2017-03-26,0.38,58,315
+15412916,Connie House MY80(3)&Share Room&,29142947,Suu,,Melbourne,-37.810188490880485,144.96209097560742,Shared room,35,1,3,2016-12-20,0.55,4,265
+15931440,City Home Living (Free Tram Zone),35069663,Yee,,Melbourne,-37.81163283624948,144.9566236755516,Private room,100,1,0,,,4,0
+11048985,Limited time discount! Best CBD location 2 bedroom,25443993,Xavi,,Melbourne,-37.812684006596825,144.9680832276384,Entire home/apt,170,1,39,2017-03-18,2.91,1,0
+432113,Split Level City Centre Apartment!,2148869,Marian And Alan,,Melbourne,-37.82690135811072,144.968054310832,Entire home/apt,220,6,75,2017-01-18,1.26,1,160
+8853460,"Cozy, Affordable bedroom in CBD",44983868,Chae,,Melbourne,-37.804737454140806,144.9580404789509,Private room,48,1,52,2017-03-17,3.10,1,176
+5740492,Melbourne CBD & Convention Centre,27332876,Lisa,,Melbourne,-37.82203131493742,144.953097874865,Entire home/apt,220,3,49,2017-01-31,2.01,1,347
+12654532,Chinatown Pearl Modern 2 bedroom apartment,68743228,Keli Mick,,Melbourne,-37.8098563848223,144.96943960544272,Entire home/apt,201,2,56,2017-03-25,5.01,1,57
+4069702,Spacious Art Deco In Melbourne CBD,21107808,Yassir,,Melbourne,-37.819868362608396,144.9686341928617,Entire home/apt,165,2,33,2017-03-25,1.21,1,89
+10885030,Furnished Modern Serviced Apartment,56400971,Larry,,Melbourne,-37.807822478113835,144.96128629071427,Entire home/apt,100,7,7,2017-01-03,0.67,1,346
+16783227,NEW! 1 Bedroom Apt - Central Melbourne & Southbank,111488436,Peir,,Melbourne,-37.825497923724846,144.95736290654793,Entire home/apt,110,2,0,,,1,245
+15114280,Spacious and Cozy North Mel Flat,91604638,Jon,,Melbourne,-37.799254544074735,144.94845083540525,Shared room,34,2,3,2017-01-24,0.47,1,297
+16227560,Modern apartment with panoramic views of CBD,23930607,Henry,,Melbourne,-37.81492067972334,144.95361190930547,Private room,79,1,20,2017-03-29,5.41,1,145
+11575318,Light Filled Botanical Garden Apt,35242167,Sarkis,,Melbourne,-37.83341552472449,144.98500929659326,Entire home/apt,117,3,0,,,2,0
+16964266,CBD Studio Apartment,4758511,Alessandro,,Melbourne,-37.808770841438424,144.96052488396353,Entire home/apt,140,1,19,2017-04-02,12.13,1,120
+5215366,Unobscured Views of Melbourne,26982483,Kathryn,,Melbourne,-37.827028986826775,144.95683343238613,Private room,94,3,128,2017-04-01,5.07,1,299
+5674140,Walk to the MCG!,4811004,John,,Melbourne,-37.82935957046483,144.9694233003255,Private room,66,3,20,2017-03-17,1.52,2,142
+11343005,Lovely Apartment - in the Heart of Melbourne!,34875238,Nico Apartments,,Melbourne,-37.817203658196966,144.9707706332536,Entire home/apt,165,1,8,2017-01-28,0.61,13,339
+17704852,perfect apartment with amazing view,38799199,Pengyan,,Melbourne,-37.81388966838863,144.95447712435637,Private room,140,1,2,2017-03-21,2,2,17
+9782123,Large Modern Townhouse on City Edge,48981215,Liliana,,Melbourne,-37.81014205571064,144.94686595459874,Entire home/apt,240,2,50,2017-03-18,3.14,1,153
+13014154,Jika Cottage Carlton Experience - inner city,20172489,Liam,,Melbourne,-37.79351254328613,144.97237498334775,Entire home/apt,105,1,13,2017-03-30,13,1,328
+17044586,Private room next to Crown casino,108494550,Jenn,,Melbourne,-37.82580008561416,144.95744317965986,Private room,55,1,0,,,2,170
+17504421,"Quiet, Spacious, Central Melbourne Private Room 2",18633392,Yee,,Melbourne,-37.81012846503339,144.9713960055619,Private room,79,4,0,,,14,28
+17142744,Private Master Room on city edge,17811780,Elaine,,Melbourne,-37.82466307299768,144.9639999909775,Private room,98,2,5,2017-03-02,2.83,3,343
+14848971,IMMACULATE 2bd CBD Views *WIFI POOL GYM SAUNA,1739996,Paul,,Melbourne,-37.81595733609608,144.95494172766638,Entire home/apt,100,2,42,2017-03-30,5.94,42,66
+17929135,Victoria Tower - 3 bedroom apartment,59292713,Mandy,,Melbourne,-37.82403837115514,144.96175297462307,Entire home/apt,300,2,0,,,1,331
+15504295,Panorama 43rd Floor ☼ LARGE 2 bedroom (6 ppl),41678718,Ken,,Melbourne,-37.81635990885986,144.95195751144115,Entire home/apt,145,1,20,2017-03-26,3.55,15,183
+6860272,28th Floor Large Private Rm - Best Location in CBD,35854952,Andrew,,Melbourne,-37.8111981742571,144.9668304109033,Private room,69,2,11,2017-02-05,0.68,1,0
+16257951,Nice Double Room in the CBD,33847256,Melanie,,Melbourne,-37.80911504659875,144.95781283974478,Private room,69,2,6,2017-01-22,1.54,1,0
+1774428,Accommodation Melbourne Carlton,4971509,Nadeen,,Melbourne,-37.79973456689763,144.96868751484357,Private room,66,2,144,2017-03-25,3.52,15,351
+7165629,Cozy house in Carlton,2010373,Simone,,Melbourne,-37.79361301450112,144.97347902331433,Entire home/apt,140,4,1,2015-08-07,0.05,2,0
+16290641,3Bedroom/3Bed Art Deco House close to everything,44148507,Mark,,Melbourne,-37.79064539987005,144.9301556300638,Entire home/apt,250,2,9,2017-03-25,3.38,1,91
+10392391,North Melbourne bedroom & bathroom,7614335,Linda N Gerard,,Melbourne,-37.80506141805498,144.95229096475242,Private room,75,2,28,2016-12-06,1.94,1,0
+16263892,2Bed2Bath High-Lvl~Gym*Spa*Pool~close Mel Central,100810256,Caisy & Kate,,Melbourne,-37.80720671178645,144.96575542265685,Entire home/apt,190,1,27,2017-03-29,7.71,2,317
+8950579,The Urban 1 bd apt Melbourne CBD,46780984,Peggy,,Melbourne,-37.81446343031271,144.95418255353175,Entire home/apt,125,1,85,2017-02-02,4.84,11,171
+5837562,"100x5*, CBD, Sleeps 4, View, Wifi",30015118,Mark,,Melbourne,-37.81091648101555,144.96523758701153,Entire home/apt,153,2,189,2017-03-21,7.91,5,47
+6787864,Charming Victorian era bedroom,35536920,Mick,,Melbourne,-37.795770734848304,144.93013542430933,Private room,55,1,31,2017-03-11,1.50,1,230
+9245476,Melbourne CBD Penthouse,48045071,Lucy,,Melbourne,-37.802367261942415,144.96513333954465,Entire home/apt,201,2,0,,,1,0
+5785393,"6* Luxury, Sthbnk,Free Park/ Wifi",30015118,Mark,,Melbourne,-37.821429745539064,144.96150497455187,Entire home/apt,548,2,36,2017-01-28,1.50,5,90
+9083071,"Sunny, Art Deco CBD apartment",13658247,Lou And David,,Melbourne,-37.8076931963397,144.96667454549512,Entire home/apt,165,2,28,2017-03-18,1.78,1,138
+7182521,Sophisticated Modern Melbourne,12787983,Debra,,Melbourne,-37.81833797623646,144.9558355300599,Private room,100,2,40,2017-03-28,1.92,2,345
+10754236,"King Size Room in Docklands, Harbor",49974581,Jiayi,,Melbourne,-37.81381391145137,144.94344926466007,Private room,50,1,3,2016-02-09,0.21,1,0
+5183642,Modern one bedroom apartment,26810817,Zac,,Melbourne,-37.79937416240418,144.95154482898948,Entire home/apt,121,2,40,2017-01-29,1.63,1,83
+16357437,Park & Sunrise views. Rooftop Pool.,107111584,Charmaine,,Melbourne,-37.81432858631358,144.95250989104085,Entire home/apt,100,1,20,2017-03-31,5.83,3,344
+6133256,Absolute Centre Niagara Lane 3/br,1375586,Vanessa,,Melbourne,-37.812662487164395,144.9617672754052,Entire home/apt,360,3,83,2017-03-26,3.67,3,352
+5608969,Convenient and Cosy University City Life!,9717643,Bea,,Melbourne,-37.804813088361065,144.9580362406147,Entire home/apt,90,2,21,2017-02-02,0.93,1,236
+366848,Your Own Place in Central Melbourne,1852215,Trevor,,Melbourne,-37.81132535304543,144.9727608037524,Entire home/apt,128,6,21,2016-09-08,0.34,1,28
+15996403,Your Resort in Heart of Southbank,81022650,Neo & Yina,,Melbourne,-37.82456516233607,144.96366838609714,Private room,80,1,20,2017-04-01,4.51,1,365
+17175987,"Private room , clean apartment in CBD",115563564,Rachel,,Melbourne,-37.8143625444119,144.95404245202127,Private room,75,1,1,2017-03-27,1,1,343
+9082285,Elegant City Fringe Townhouse,27927860,Lucky,,Melbourne,-37.80017746109181,144.95145389119688,Entire home/apt,210,365,0,,,1,363
+9225689,Modern & Spacious 1 Bdr Apt Carlton,44800835,Francisca,,Melbourne,-37.797358996024464,144.97230461635485,Entire home/apt,100,2,4,2016-03-02,0.29,1,0
+14128541,Cosy 1BD Apt with Dedicated Car Park & Int/Netflex,54898509,Ajmal,,Melbourne,-37.82919868133259,144.9688763441877,Entire home/apt,169,1,24,2017-03-31,3.40,1,296
+15635868,Heart of Melbourne,96754913,Hector,,Melbourne,-37.814853395821686,144.9665032381216,Private room,69,2,3,2017-01-19,0.59,3,53
+13064284,Inner City Gem,11214772,Hillary,,Melbourne,-37.80963145506126,144.9836288559142,Entire home/apt,149,2,7,2016-08-13,0.71,1,1
+17372553,"AMAZING CITY VIEW, STAY WHERE YOU'D WISH TO LIVE!!",113789027,Zee,,Melbourne,-37.82505652635378,144.9462772145092,Private room,56,2,3,2017-03-22,3,1,38
+10163574,The Balinese retreat Melbourne CBD,35789055,Eden+Cony,,Melbourne,-37.81632367535453,144.95218229788313,Entire home/apt,102,1,71,2017-03-22,4.64,29,150
+12817788,STUNNING 2BD PARK & BAY views *WIFI PARKING GYM,1739996,Paul,,Melbourne,-37.84025416400569,144.97769616000735,Entire home/apt,100,2,35,2017-03-23,3.33,42,196
+16963819,Gorgeous QV Apartment With Great 270 Degree View!,113444257,Alice,,Melbourne,-37.812871180241586,144.96158336522046,Entire home/apt,90,1,10,2017-03-16,4.62,1,114
+6329683,Central CBD 2BR Apartment-View&Wifi,9217524,Tung,,Melbourne,-37.80819052799634,144.96297796859545,Entire home/apt,155,2,107,2017-03-11,4.77,2,92
+9147113,Summer Hot! Laying In The Sky CBD Harbour View!,36041520,Angel,,Melbourne,-37.81902152684465,144.95490356129596,Entire home/apt,139,2,100,2017-03-28,5.78,4,65
+7017140,Deluxe Apartment With Terrific View,30900122,S&S,,Melbourne,-37.81580190682373,144.95316682306054,Entire home/apt,136,1,155,2017-03-26,7.80,8,319
+14258903,Great spot close to trams and Victoria Market,42438485,Jonathan & Sonia,,Melbourne,-37.804958106578304,144.9595510632241,Private room,83,2,16,2017-03-07,2.15,1,283
+15995601,"Budget Gem in Melbourne CBD (2BR, 1BT)",59412198,Anubhav,,Melbourne,-37.81053065969282,144.96993746188497,Entire home/apt,94,3,0,,,1,0
+16061115,Cozy home experience-river&sea view,103930474,Crystal,,Melbourne,-37.82668382251061,144.95466992335497,Shared room,59,1,22,2017-03-28,5.08,1,303
+8524495,Bright Southbank Apartment,33464151,Kathy,,Melbourne,-37.82729942697501,144.95812879165015,Entire home/apt,94,1,0,,,1,0
+13963066,Suite Life at Swanston,78357531,Noemie,,Melbourne,-37.8020843457248,144.96477648023534,Entire home/apt,271,2,7,2017-01-22,1.02,3,69
+12360168,COZY&Central*2br*3bd*WIFI*pool*gym,66163268,Mon,,Melbourne,-37.81569942030753,144.9562249049164,Entire home/apt,128,2,31,2017-03-26,4.79,3,140
+16423255,"Sunset View in Heart of CBD, close to everything!",42474207,Steven,,Melbourne,-37.809191265348694,144.96084086393105,Entire home/apt,149,1,21,2017-04-02,6.36,7,148
+15276380,New and private room with great location,96922816,Ximena,,Melbourne,-37.80148699958815,144.95604042900624,Private room,60,1,2,2016-12-02,0.40,1,56
+12922469,"Hanna, Boutique 4BED CBD home",7509953,Linton,,Melbourne,-37.81181967476767,144.97230466660153,Entire home/apt,320,2,27,2017-03-25,2.56,70,314
+11639115,The best location in Melbourne CBD,22456519,Jessie,,Melbourne,-37.817477357213164,144.95507694307585,Private room,85,1,5,2017-02-19,0.59,2,63
+10459437,Studio in the heart of Melbourne,53893873,Graeme,,Melbourne,-37.81656594019116,144.96650719020624,Entire home/apt,98,1,44,2017-03-18,2.99,2,129
+17013040,NEW CBD Modern 2bed2bath apt withCARPARK NBN WIFI,43908482,Lena,,Melbourne,-37.80818459976963,144.96794346308766,Entire home/apt,165,1,11,2017-03-31,6.23,1,246
+2038015,"Luxury view, Heart of Melbourne !",10455729,Chanel,,Melbourne,-37.81796672904471,144.94902696833668,Entire home/apt,180,2,141,2017-03-18,3.52,1,337
+4495583,Beautiful 3BRM 2BATH Apt +WIFI +Carpark +City View,22033650,Song,,Melbourne,-37.82372316884204,144.96554522299667,Entire home/apt,260,2,161,2017-04-01,5.80,2,195
+6592757,Boardgames and Fun in this amazing NEW apartment!,8784947,Morgan,,Melbourne,-37.81372208624251,144.95155651367097,Private room,88,2,40,2017-04-01,1.80,1,4
+7095324,Skyview Private Room on Collins st,12940683,Candy,,Melbourne,-37.82062281613664,144.96000310570753,Private room,79,1,101,2017-04-01,4.90,1,54
+15014083,Mordern 2Beds & 2 Baths(CBD) - Indoor Pool,48129791,Sylvia,,Melbourne,-37.81665575493749,144.95374885775493,Entire home/apt,215,2,20,2017-03-18,3.13,4,340
+6887624,Short-term bedroom at Degraves St,36093257,Marco,,Melbourne,-37.81783658190078,144.96707149194808,Shared room,551,1,0,,,1,0
+15986077,Perfect location for guests/visitors to Melbourne,103871310,Tina And Jurek,,Melbourne,-37.81490229579883,144.93782091765036,Private room,176,1,3,2017-01-21,0.73,2,76
+16323607,Master room with private balcony close to CBD,97057078,Mandy,,Melbourne,-37.80136451638676,144.95501659199454,Private room,100,2,2,2017-02-11,0.71,1,47
+16651281,"Deluxe apt in Heart CBD, close to everything",42474207,Steven,,Melbourne,-37.81023245833518,144.96063287659177,Entire home/apt,169,1,11,2017-03-27,4.23,7,157
+3707861,CITY 2BR APT PARKING + VIEWS-5 BEDS,12197796,Nicole,,Melbourne,-37.814437176257364,144.98673666569266,Entire home/apt,100,1,142,2017-03-29,4.55,10,222
+15537151,Large Two Bedroom Apartment With Free Parking!,30261722,Daniel,,Melbourne,-37.80973776820824,144.96803164706066,Entire home/apt,149,1,15,2017-03-22,2.81,5,345
+13931511,Tranquil Apartment on Tree Lined street near CBD,82791442,(EMAIL HIDDEN),,Melbourne,-37.835604148596616,144.9752908920523,Entire home/apt,176,1,0,,,1,0
+9519951,Cosy & charming 1 bed apartment CBD,46071026,Naomi,,Melbourne,-37.814522037404764,144.9541848898672,Entire home/apt,139,3,54,2017-03-19,3.32,4,309
+16618475,"Melbourne CBD, Great Value for All Traveler.",85982167,Eileen,,Melbourne,-37.813996021372326,144.94609536001454,Shared room,30,1,6,2017-03-08,2.17,6,352
+6232486,SPACE!! SPACE!! SPACE!! 2BED/2BATH + VIEWS - FLT,10394006,Daniel,,Melbourne,-37.808271904577886,144.95969495025088,Entire home/apt,249,2,48,2017-03-14,2.26,15,32
+3605585,Superb melbourne heritage- spacious,18169929,Denise,,Melbourne,-37.8178730286019,144.96225347045066,Entire home/apt,180,2,45,2017-01-21,1.51,2,352
+16947698,CBD Apartment Cosy Room,32106858,Candice,,Melbourne,-37.81439102823033,144.9528693290416,Private room,69,2,0,,,4,43
+13867499,The perfect location by the bank,81965438,Liyan,,Melbourne,-37.826850946871225,144.96020323623145,Private room,69,1,9,2017-02-12,1.09,1,347
+9416673,One Bedroom Suite in Melbourne CBD,1403803,Clarion Suites Gateway,,Melbourne,-37.818762333814384,144.9584378392934,Entire home/apt,110,7,6,2017-01-14,0.38,3,125
+9869733,UrbanMinder @ Spencer II,47763720,UrbanMinder,,Melbourne,-37.81347619139889,144.9523340298231,Entire home/apt,210,2,7,2017-03-08,0.46,23,179
+11999648,"Private Bedroom, central as it gets",64163227,Hari,,Melbourne,-37.810851566011664,144.96710889018337,Private room,66,1,1,2016-04-12,0.08,1,0
+6855067,Modern Converted Warehouse Apt.,11491448,Ruby,,Melbourne,-37.82455632610194,144.96135221348683,Entire home/apt,600,3,3,2016-01-11,0.14,1,0
+15536605,Discovery Melbourne Mixed Dorm #37,71213604,Discovery Melbourne,,Melbourne,-37.809906853013786,144.95855485710464,Shared room,26,1,0,,,67,365
+10528993,City edge Victorian terrace,33941942,William,,Melbourne,-37.81013702115718,144.97851556152148,Private room,149,1,3,2017-01-27,0.22,1,365
+17502641,Bungalow studio close to city,103467514,Lina,,Melbourne,-37.79780755127403,144.92935791299755,Entire home/apt,47,3,0,,,1,88
+12816784,⛄2BD Heart of Melbourne's CBD⛄,51172609,Lisa,,Melbourne,-37.811920866220206,144.96221000384548,Entire home/apt,100,1,75,2017-03-29,7.10,19,38
+2462099,Historical Kensington- 4km from CBD,12591445,Nicky And Sacha,,Melbourne,-37.79065784585285,144.92370054168217,Entire home/apt,1000,3,57,2017-02-19,1.54,2,364
+16716191,"Stay somewhere that you can call ""HOME"", near CBD",106777886,Lee,,Melbourne,-37.78945010889648,144.92167653621533,Private room,59,7,0,,,1,0
+9965945,"Private, Modern, Stunning Views",50976133,Amy,,Melbourne,-37.82645599627292,144.95792488699482,Private room,41,2,0,,,2,0
+6426991,Light Filled Mid-Century Apartment,33537881,Denis,,Melbourne,-37.799579717481635,144.94777758281188,Entire home/apt,90,6,2,2015-07-16,0.09,1,0
+16290152,Melbourne CBD 2 bedroom apartments FREE carparking,91646684,Xia,,Melbourne,-37.80946043410097,144.96364199923582,Entire home/apt,180,1,5,2017-01-30,1.29,4,303
+8789200,"Central Location, Clean, Private Room 8",18633392,Yee,,Melbourne,-37.81568025241671,144.9555516194725,Private room,50,4,23,2017-03-17,1.36,14,76
+17469770,Sunday Apartments,67274495,Kerri,,Melbourne,-37.82965363934437,144.96667939442918,Entire home/apt,300,2,0,,,1,0
+3157388,Melbourne's best at your doorstep,10407482,Yvette,,Melbourne,-37.810776700250194,144.96079123383947,Entire home/apt,121,3,17,2017-01-26,0.50,1,307
+14094655,Dè Albatross in Melb's CBD,8530753,Jared,,Melbourne,-37.81870986116463,144.95485435680231,Entire home/apt,125,1,51,2017-03-25,6.27,50,346
+6820141,"South Yarra, Retro Cool, City Views & Breakfast",31634799,Mark,,Melbourne,-37.83456849386856,144.97880150461293,Entire home/apt,121,2,88,2017-03-26,4.14,5,66
+3556065,Bedroom in large loft with gym+pool,1420731,Em And Erik,,Melbourne,-37.810804827663375,144.9861565193552,Private room,199,1,0,,,1,0
+17142065,Coze bedroom B closed to CBD,75907027,Darren,,Melbourne,-37.805739804700615,144.96223096363272,Private room,90,1,0,,,6,170
+4788502,Garden view CBD apartment with balcony GYM & POOL,6033140,Cath,,Melbourne,-37.815788149089954,144.95551789696856,Entire home/apt,219,2,33,2017-03-04,1.20,2,91
+12325132,The Floating BnB - Private Double,56159906,Maggie,,Melbourne,-37.817713829450796,144.94298770863293,Private room,100,1,28,2017-03-11,4.64,12,16
+1315076,Cosy Apartment in the heart of melb,4455706,Maya,,Melbourne,-37.81609388183879,144.96074710078105,Private room,100,3,51,2017-03-18,1.14,1,347
+17633541,Harbour Dream No.1 3Bed/2Bath Free Parking,24749898,HugoHome,,Melbourne,-37.81964005929607,144.94182434183787,Entire home/apt,454,1,0,,,22,355
+8261882,Your Key to Melbourne City,42731922,Steve,,Melbourne,-37.80994356474748,144.96386776775842,Entire home/apt,145,2,90,2017-04-02,4.75,2,302
+14953855,2 Bedroom Executive - King & Twin Beds,94128211,Christopher,,Melbourne,-37.80073602348723,144.96931929194432,Entire home/apt,294,1,1,2016-09-29,0.16,6,309
+15536369,CBD New 2 BR Apt with Top Floor view & Carpark,99945181,Tony,,Melbourne,-37.81692635357749,144.95485050791464,Entire home/apt,155,1,41,2017-03-30,8.60,1,76
+8261854,Studio apartment with amazing view,43567223,Ray,,Melbourne,-37.81495474109578,144.95280757141973,Entire home/apt,149,2,8,2016-02-15,0.43,1,0
+4264134,Melbourne CBD heritage apartment,18802284,Sonia,,Melbourne,-37.817986302543034,144.96083609472683,Entire home/apt,145,3,60,2017-03-19,2.36,1,337
+5279953,CBD/Botanic Gardens..5min with City/Bay views,24557059,Leigh,,Melbourne,-37.82839418589752,144.970314198692,Entire home/apt,239,3,17,2017-03-26,0.66,1,345
+1937582,Great Melbourne Location Carlton,4971509,Nadeen,,Melbourne,-37.798257305720696,144.96961301880435,Private room,76,2,109,2017-03-19,2.68,15,342
+17141957,Coze bedroom A closed to CBD,75907027,Darren,,Melbourne,-37.80549069337548,144.9636998481028,Private room,69,1,1,2017-03-24,1,6,169
+16683178,568 on Collins,81256811,Chris,,Melbourne,-37.81792854494035,144.9561279692179,Entire home/apt,163,1,17,2017-03-19,6.07,3,4
+3838075,Creative Penthouse,18858205,Kieran&Nick,,Melbourne,-37.81645494046869,144.9635052974399,Entire home/apt,195,1,152,2017-03-23,4.75,4,132
+8523919,Cosy Flinders House Studio,30870639,Melbourne City Stays,,Melbourne,-37.81722195078218,144.96638788428663,Entire home/apt,145,3,19,2017-01-21,1.10,13,361
+17109134,"Kimpton Estate, Warehouse Conversion",39861979,Kerrin,,Melbourne,-37.79830164849882,144.93303239218272,Entire home/apt,149,3,0,,,1,132
+16220866,2 Bedroom 2 Bathroom Deluxe CITY view apartment,41766844,Lyn,,Melbourne,-37.81372698982812,144.9412755889707,Entire home/apt,201,5,0,,,4,357
+13963398,Nice and New Inside North Melbourne,78357531,Noemie,,Melbourne,-37.7998124129279,144.9480125675796,Entire home/apt,260,2,14,2017-04-02,2.23,3,180
+17482427,Discovery Melbourne Mixed Dorm #65,71213604,Discovery Melbourne,,Melbourne,-37.8096746371286,144.95804648860903,Shared room,31,1,0,,,67,365
+12521556,The Arbõry in Melbourne's CBD,8530753,Jared,,Melbourne,-37.815837766168215,144.95400946827544,Entire home/apt,125,1,58,2017-03-25,5.32,50,348
+11243577,"Modern, Spacious in the City Centre",7149792,Alex & Noirit,,Melbourne,-37.81651962484199,144.95401971908578,Entire home/apt,100,1,78,2017-03-24,5.69,3,131
+2212533,Rooftop delight Flinders Ln Apt,11192895,Kevin,,Melbourne,-37.81671821618133,144.9581843385373,Entire home/apt,190,3,58,2017-03-26,1.55,1,230
+8720465,1 Bedroom Apartment,45769794,Jason,,Melbourne,-37.806031930122245,144.96399482176014,Entire home/apt,121,1,2,2017-03-29,0.14,1,357
+16814156,Share room with 2 students CBD,53353147,Juan Camilo,,Melbourne,-37.81535133393935,144.94001465643424,Shared room,30,7,0,,,2,364
+8982579,*NewExecutive in CBD Melbourne!,45719220,Gwyneth,,Melbourne,-37.810492170122835,144.96060459641956,Entire home/apt,138,2,91,2017-03-25,5.23,3,38
+15437882,Waterview Docklands 2BD with Parkin,60553566,Chen,,Melbourne,-37.82544388114049,144.9462271341484,Entire home/apt,169,1,22,2017-03-27,3.86,1,159
+15536182,Discovery Melbourne Mixed Dorm #36,71213604,Discovery Melbourne,,Melbourne,-37.808424117668515,144.95812330356836,Shared room,26,1,0,,,67,365
+921611,COLLINS ST Penthouse CBD Melb,3570625,Kim,,Melbourne,-37.815303812879755,144.96669263033567,Entire home/apt,210,3,102,2017-03-27,2.05,2,132
+15437866,1-BR Art-Inspired CBD Apartment w Fantastic Views,27357959,Canvas-Suites,,Melbourne,-37.82178317242569,144.9568462504258,Entire home/apt,119,1,48,2017-03-28,9.06,9,146
+9179186,UrbanMinder @ Spencer I,47763720,UrbanMinder,,Melbourne,-37.81446386325416,144.95252304252202,Entire home/apt,204,2,7,2016-08-01,0.41,23,147
+7901218,Southbank Apt - Incredible Location,23723312,Michelle,,Melbourne,-37.82672688064431,144.95677091552167,Entire home/apt,195,3,31,2017-02-03,1.82,1,335
+8315640,"Nice Apartment, Perfect Location!",4589703,Andrés,,Melbourne,-37.80102061962052,144.96508775327192,Private room,60,1,8,2016-04-18,0.51,1,0
+6066832,1 Double Bedroom in a Beautiful Loc,31491708,Marie,,Melbourne,-37.78634732385447,144.94067460842118,Private room,60,1,0,,,1,0
+16519822,"Sleek Master Bdr + ensuite. Gym, pool, parking.",38141476,Kasey,,Melbourne,-37.82052617202529,144.94437299050466,Private room,139,1,3,2017-03-08,1.14,2,165
+13505163,Superb Inner City 3BR Apt,71547702,Katherine,,Melbourne,-37.82510291224455,144.97006256670093,Entire home/apt,471,2,18,2017-03-05,2.20,1,169
+17240712,Bright CBD Apartment with State Library View,49069824,Charlee,,Melbourne,-37.80945341123061,144.9635252989842,Entire home/apt,128,1,6,2017-04-02,6,1,332
+9310821,The Ascént in Melbourne's CBD,8530753,Jared,,Melbourne,-37.8190364512619,144.95599046446057,Entire home/apt,125,1,110,2017-03-29,6.57,50,319
+12522110,"Perfect base for River, CBD & Beach",46256443,Valerie,,Melbourne,-37.82195244895438,144.93765717790254,Entire home/apt,109,1,6,2017-03-26,4.74,1,29
+13734517,Massive sun-lit room with own bathroom,10168634,Myungzi,,Melbourne,-37.815511122511175,144.95429373696348,Private room,75,1,1,2016-07-05,0.11,1,0
+9081458,Private Master Suite,29362281,Eve And Andrew,,Melbourne,-37.80451908953418,144.95757798339878,Private room,149,2,0,,,2,0
+12718697,Private room in Southbank,54270018,Nat,,Melbourne,-37.824232266782076,144.9600406316656,Private room,69,1,7,2017-04-02,1.68,2,352
+8358213,"Private, Plush, Prime CBD Position",44056251,Victoria,,Melbourne,-37.810639803766385,144.95246618851135,Private room,121,1,12,2017-03-26,0.70,1,362
+8688227,Melbourne CBD with a view!,21675700,Hugh,,Melbourne,-37.81739110975919,144.95470793443215,Entire home/apt,115,2,6,2016-03-17,0.39,1,0
+1610316,Royal Stays 1Bdr - Inner City Apt,4170460,Royal Stays,,Melbourne,-37.815842923958655,144.94615802684146,Entire home/apt,149,7,17,2017-01-29,0.41,19,342
+17142316,Coze shared bedroomA No.2 closed to CBD,75907027,Darren,,Melbourne,-37.8055198577056,144.96355905895993,Shared room,35,1,0,,,6,169
+8229397,UrbanMinder @ Freshwater Place,43396774,Shivani,,Melbourne,-37.82118861700144,144.96247601081072,Entire home/apt,149,2,11,2016-10-20,0.58,1,186
+8294941,Spacious and convenient 2-bedroom apartment,43737375,Tom,,Melbourne,-37.779234974418934,144.95921812685634,Entire home/apt,140,3,4,2015-10-24,0.22,1,0
+15536677,Discovery Melbourne Mixed Dorm #38,71213604,Discovery Melbourne,,Melbourne,-37.808438464617815,144.9597551229574,Shared room,26,1,0,,,67,365
+8491526,Fantastic 2 Bedroom w Carpark very close to CBD,425121,Liz,,Melbourne,-37.806827454632604,144.94743451741596,Entire home/apt,134,3,23,2017-01-28,1.31,1,86
+8589822,Cozy room in center of Melbourne,45201735,Dani,,Melbourne,-37.825443744709,144.96291638901653,Private room,69,1,17,2016-09-12,0.96,1,18
+3609075,"Foodies, Vinos & the Secret Spots!!",9510598,Emma And Taj,,Melbourne,-37.823662729535265,144.95953455628865,Private room,80,2,42,2017-02-22,1.31,15,76
+5181933,YOUR HOME AWAY FROM HOME - IDEAL WALKING LOCATION!,5592294,Jessie And Thomas,,Melbourne,-37.79973965286268,144.97335669716068,Entire home/apt,165,1,32,2016-12-11,1.23,2,355
+9802223,7 min walk from Melbourne Central,50258915,Cassi,,Melbourne,-37.80676564068782,144.9669589444226,Entire home/apt,94,3,4,2016-12-28,0.32,1,0
+17142251,Coze shared bedroomB No.4 closed to CBD,75907027,Darren,,Melbourne,-37.80635579135068,144.96434312179335,Shared room,35,1,0,,,6,168
+1610201,A whole house 10 mins from CBD!,6331086,Lisa,,Melbourne,-37.787116566664594,144.94081879463826,Entire home/apt,220,2,68,2017-03-25,1.59,1,130
+12718547,"Perfect LOCATION! SECURE, COZY apt & FRIENDLY host",26090745,Sue,,Melbourne,-37.81714009534352,144.96742313324629,Entire home/apt,125,1,58,2017-04-02,5.94,1,317
+14903852,Discovery Melbourne Mixed Dorm #27,71213604,Discovery Melbourne,,Melbourne,-37.8085663643871,144.9600579577007,Shared room,26,1,4,2017-01-03,0.79,67,365
+3430420,2br Spacious & modern in Southbank,4318585,Toby,,Melbourne,-37.82706106457248,144.9672269008672,Entire home/apt,250,1,123,2017-03-29,4.02,3,337
+15140984,CENTRALLY LOCATED CBD 2 BED APARTMENT,75157272,Kimberley,,Melbourne,-37.81983698755024,144.95621149084977,Entire home/apt,275,2,1,2016-10-23,0.18,1,365
+14518371,Majestic CBD Free Wi-Fi Netflix AppleTV! with POOL,61915494,Alice,,Melbourne,-37.81426535461773,144.9538012989292,Entire home/apt,189,1,52,2017-03-29,7.06,6,122
+15239257,Inner-city Apt Walk to Queen Vic Mart + Free WiFi,22860147,Adji,,Melbourne,-37.808854561082065,144.9577904175849,Entire home/apt,149,3,4,2016-12-09,0.67,33,153
+9177162,Central Getaway 2BR 2Bath,30870639,Melbourne City Stays,,Melbourne,-37.815765339791035,144.96301266202804,Entire home/apt,250,3,21,2017-03-19,1.30,13,162
+15075409,CBD Two Bed with Pool and Gym,94873367,Albright,,Melbourne,-37.81620338768553,144.95300699552328,Entire home/apt,145,2,18,2017-03-26,2.92,1,355
+15173701,The Cityview 2 bd one bath apt in Melbourne CBD,46780984,Peggy,,Melbourne,-37.81480138571549,144.95279271224925,Entire home/apt,149,1,32,2017-03-19,4.97,11,158
+16877616,FreeTramZone 2BR2BA Modern Unit Opposite SkyBus,64008211,Caroline,,Melbourne,-37.81500818358928,144.9526974245875,Entire home/apt,155,1,0,,,4,102
+17532964,ST KILDA RD 2BDR 2BATH + NEAR ALBERT PARK + WIFI,50626167,Short Stay Plus,,Melbourne,-37.84762586088806,144.98068564127232,Entire home/apt,220,2,1,2017-03-26,1,22,326
+17369071,S Melbourne CBD Conveniently SHARE HOUSE with FRNZ,96193493,Michael,,Melbourne,-37.816939720264486,144.95344824370915,Shared room,31,1,2,2017-03-29,2,2,175
+15501284,【APC_B】1min to CHINA TOWN★2Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81182856090333,144.9700079252474,Entire home/apt,128,1,14,2017-01-20,2.80,9,169
+16091105,Parkville studio,104878833,Jan,,Melbourne,-37.776555363314756,144.94274131464232,Entire home/apt,90,2,1,2016-12-08,0.23,1,270
+5685583,☆PANORAMA @ Queen Vic Market☆,29362281,Eve And Andrew,,Melbourne,-37.80487717344233,144.95630133409173,Entire home/apt,700,3,50,2017-03-15,2.43,2,310
+15329353,【APC_B】Next to CHINA TOWN★1Bdr Apt + FREE WIFI★,97684398,Apc,,Melbourne,-37.81160319632061,144.9700828152803,Entire home/apt,94,1,10,2017-03-24,1.75,9,166
+16418769,Grand View CBD 2BR Apt,61557463,Limin,,Melbourne,-37.80822002999566,144.96640302482567,Entire home/apt,159,1,21,2017-03-26,6.77,1,161
+5146562,UNBEATABLE Views Heart of Melbourne,26609301,George,,Melbourne,-37.82169039657413,144.95628032768167,Entire home/apt,249,2,57,2017-02-12,2.30,1,94
+14191595,NEW* Contemporary 2 Bed & 2 Bath Apartment,23281766,Rob,,Melbourne,-37.81507397881247,144.9709392134441,Entire home/apt,284,3,17,2017-03-22,2.19,5,148
+10389436,Room @ Gorgeous Southbank Apartment,14346735,James,,Melbourne,-37.82316910647129,144.9618003195517,Private room,115,1,17,2017-03-10,1.16,1,282
+788420,3 Bedroom Apartment City Tower 111,569413,Dina,,Melbourne,-37.8254196751542,144.96133595220698,Entire home/apt,330,1,4,2017-02-25,0.16,10,327
+15140791,Downtown Living: Boutique Chic Apt@CBD central,28228036,Kenneth,,Melbourne,-37.809688704656715,144.95678704174284,Entire home/apt,98,3,34,2017-03-19,5.45,2,56
+16877489,EQ New Aprt/CBD Heart/100m~Central,111721187,Kate,,Melbourne,-37.81054862665537,144.9587013314017,Entire home/apt,125,1,12,2017-03-20,5.90,4,229
+10192822,Bright clean modern and comfortable,9003354,Madeleine,,Melbourne,-37.81005350164606,144.96234876208632,Entire home/apt,149,1,2,2016-01-31,0.14,2,0
+6784937,"Luxury Top Floor Apartment, Sky Gym, Pool, Sauna",23244262,Manda,,Melbourne,-37.81012193209748,144.9662578705432,Private room,85,1,8,2017-04-01,0.50,1,357
+18024324,UrbanMinder @ La Trobe Tower III (1BR),47763720,UrbanMinder,,Melbourne,-37.811179914117005,144.95961492933,Entire home/apt,125,2,0,,,23,365
+15173478,Spacious Southbank Apartment,35733497,"Oh, Melbourne!",,Melbourne,-37.828455906659165,144.95888679168127,Entire home/apt,117,1,25,2017-03-15,3.93,3,61
+10300387,Best location in Melbourne CBD 2,48360896,Martha L.,,Melbourne,-37.808985241863745,144.97073603918736,Shared room,35,1,1,2016-01-19,0.07,3,0
+14452553,Arrow on Swanston Apartment Hotel,89013754,Arrow,,Melbourne,-37.80612676702887,144.96410641296396,Entire home/apt,176,1,2,2016-12-31,0.50,1,90
+16417923,A Comfy home away from home.,45614458,Christiana,,Melbourne,-37.824373190659685,144.9105469757749,Entire home/apt,199,1,1,2017-03-18,1,3,116
+3179602,"City location - MCG, City Views",16123720,Linda,,Melbourne,-37.81579203304817,144.98417701828342,Private room,80,1,61,2017-03-26,1.93,1,353
+16745497,Large 2BDR with balcony and stunning views,23597742,Ryan,,Melbourne,-37.81649558233155,144.95432756585978,Entire home/apt,149,1,6,2017-03-09,2.40,5,140
+14287894,Comfy Apartment with city Views,54564538,Elisha,,Melbourne,-37.803238640314675,144.95621740587174,Entire home/apt,121,3,10,2017-03-18,1.83,1,338
+2622481,"IMMACULATE, LUXURY, LOCATION, PRIVATE, WIFI N/FLIX",13430129,Mark,,Melbourne,-37.815470698693,144.9704449195753,Entire home/apt,176,3,21,2017-03-28,3.89,1,70
+12059636,Sky high. Free parking. Sleeps 9.,4318585,Toby,,Melbourne,-37.825028685257315,144.96294009372554,Entire home/apt,250,1,55,2017-03-26,6.32,3,318
+984021,"(2) Stylish, East Melb 1bed apt",1612516,Haydn,,Melbourne,-37.8130655740291,144.98788316089835,Entire home/apt,110,6,19,2017-01-03,0.47,6,317
+15107023,Connie House MY80(1),29142947,Suu,,Melbourne,-37.80974148623747,144.96088180922868,Entire home/apt,160,1,10,2017-02-25,2.29,4,345
+16843725,Luxury whole floor apartment huge all round views,18169929,Denise,,Melbourne,-37.81636984921001,144.97140501560528,Entire home/apt,350,5,0,,,2,96
+17302469,CBD 1BR Free Wifi close to Melb Central QV,70588508,Chai,,Melbourne,-37.811546941088515,144.9601668804802,Entire home/apt,145,1,3,2017-03-25,3,1,107
+13533620,"Splashed with gorgeous natural light, modern style",77824844,Armin,,Melbourne,-37.82617763881056,144.96049813260296,Private room,62,25,0,,,1,0
+17467956,2BR City Apt Near Queen Vic Market,22860147,Adji,,Melbourne,-37.80642444390175,144.96081854488884,Entire home/apt,201,3,1,2017-03-04,1,33,67
+16351586,CBD clean cozy apt free trams private room,81188764,Elena,,Melbourne,-37.816353965152196,144.9519671677033,Private room,67,1,19,2017-03-29,5.53,3,117
+17369630,Award-Winning Designer Warehouse in Flinders Lane,25019250,Luke,,Melbourne,-37.81394696330101,144.97414350635907,Entire home/apt,165,1,3,2017-03-16,3,8,348
+5565524,Luxurious 2BD apt @ South Yarra,28854721,Heena,,Melbourne,-37.83801849382802,144.9793784849592,Entire home/apt,135,3,82,2017-03-26,3.28,1,246
+4721162,"River, Skyhigh 1 BED Apartment on Flinders St",7509953,Linton,,Melbourne,-37.82072874106849,144.95503895034457,Entire home/apt,149,2,27,2017-03-26,1.25,70,337
+1739234,Innercity pad: the heart of the CBD,7922901,Linette,,Melbourne,-37.80890188957508,144.96564762133008,Entire home/apt,105,2,119,2017-03-27,2.87,1,191
+16189957,2 Bdrm apt & Free Parking! SPA! Views! FOXTEL!!,87195519,Angelo,,Melbourne,-37.804603651070636,144.96285446051084,Entire home/apt,159,1,6,2017-03-19,1.68,3,310
+15665661,❤❤Convenience & comfort❤❤ with 5min walk to City,48805891,Joyce,,Melbourne,-37.80576394884058,144.9621537569874,Private room,58,10,2,2017-01-31,0.48,2,0
+17684223,*CORNER VIEW* Ensuite Lux in Heart of Melbourne!,110398801,James,,Melbourne,-37.80859564906878,144.9679939997462,Private room,42,1,3,2017-04-02,3,2,10
+17369586,UrbanMinder @ Trillium,47763720,UrbanMinder,,Melbourne,-37.80921809329351,144.9665222272345,Entire home/apt,210,2,0,,,23,256
+10947059,Lovely family home in Carlton,56766738,Tamara,,Melbourne,-37.80167444877909,144.96559419953604,Entire home/apt,128,3,0,,,1,0
+7735768,!Huge Modern 2 Bedroom CBD Pad & Netflix!,9510598,Emma And Taj,,Melbourne,-37.81577481971561,144.96415543517324,Entire home/apt,189,1,103,2017-03-18,5.14,15,284
+5376081,Central 1BD with amazing park views,7149792,Alex & Noirit,,Melbourne,-37.80979450072792,144.95762572198865,Entire home/apt,98,1,108,2017-03-27,4.30,3,140
+4786567,Homely Apartment in South Yarra,24674881,Ronald,,Melbourne,-37.837201787494394,144.98588710133888,Private room,25,7,3,2016-01-07,0.11,1,0
+11569535,A truly Melbourne experience...,2122633,Monica,,Melbourne,-37.81773847400292,144.96945982562178,Entire home/apt,180,3,19,2017-03-30,1.51,1,122
+16419198,Southbank by the River - next door to Hamer Hall,9256292,Pauline,,Melbourne,-37.82082109090171,144.96683108131845,Entire home/apt,165,3,7,2017-03-24,2.88,5,42
+15239548,Urban Apt Near Queen Vic Market + Free WiFi,22860147,Adji,,Melbourne,-37.808510891887174,144.95623568465808,Entire home/apt,170,3,3,2016-12-27,0.56,33,146
+7702893,Skyhigh in the Heart of Melb (2BR),38071469,Chris & Tino,,Melbourne,-37.80867095824423,144.9622078752577,Entire home/apt,165,2,77,2017-03-29,3.98,3,87
+16288122,Beautiful Victorian House near Melbourne CBD,71243362,Alexandra,,Melbourne,-37.80051441699845,144.96935046670848,Private room,69,3,1,2017-01-05,0.34,1,0
+10455409,Luxury Living in heart of Melbourne CBD,36605625,Chester,,Melbourne,-37.81336933781084,144.95715241074382,Private room,58,1,51,2017-04-02,5.22,6,319
+2146707,Melbourne CBD Laneway,1904667,Julian,,Melbourne,-37.810610590630574,144.95889945486664,Private room,69,1,2,2015-09-27,0.10,2,0
+10389850,Cosy MasterBR in MelB Best Location,35621214,Vincent,,Melbourne,-37.811201318426264,144.95913962925817,Private room,72,2,43,2017-03-27,2.94,1,114
+6559458,Cosy Baroque Boudoir in Electric Fitzroy,19009837,Ali,,Melbourne,-37.797135633104716,144.9723736485596,Private room,48,1,29,2017-03-25,3.25,1,61
+13142319,Gorgeous home close to the city!,35045992,Belinda,,Melbourne,-37.79526601590197,144.94750345959176,Entire home/apt,182,2,6,2017-03-25,1.10,1,243
+592162,Right in the heart of the City!,2922619,Dean,,Melbourne,-37.81688978057893,144.95371535935564,Entire home/apt,160,2,46,2017-03-19,0.82,1,0
+1902871,Dream City Apartment located in East Melbourne,760849,Bev,,Melbourne,-37.8158021152735,144.97683028635387,Entire home/apt,398,3,1,2015-05-25,0.04,51,355
+17795348,Brand new 2BR luxury apartment in the heart of CBD,121588440,Stephanie,,Melbourne,-37.816212721346645,144.9667296573528,Entire home/apt,180,1,1,2017-03-31,1,1,79
+2689275,Queen Room in beautiful South Yarra,5112056,Patrick,,Melbourne,-37.83801212602602,144.97967357522643,Private room,89,4,70,2016-07-31,1.96,1,90
+8784115,1 Bedroom Apartment,40081020,28+Nights,,Melbourne,-37.82591889163713,144.96394908504215,Entire home/apt,157,3,2,2016-05-22,0.16,17,364
+10127582,Bright. Comfortable. Home.,51784844,Dilin,,Melbourne,-37.81429417904838,144.95137670753172,Entire home/apt,109,1,82,2017-03-20,5.34,7,234
+14319995,Beautiful apartment in South Yarra,234121,Adam,,Melbourne,-37.83885206415842,144.98616693789882,Entire home/apt,117,4,17,2017-03-24,2.66,1,97
+17336544,Brand New 2 Bedroom Apartment in Melbourne CBD,105269322,Luqiang Yu,,Melbourne,-37.808552921211096,144.96067507535113,Entire home/apt,201,1,2,2017-03-23,2,1,361
+16845019,Brand new One Bedroom Apartment 03,111833126,Ironfish EQ,,Melbourne,-37.810466157089834,144.9588514723006,Entire home/apt,140,2,8,2017-03-12,4.00,3,346
+14616784,Lovely Unit nearby City-Female only,24888144,Chen,,Melbourne,-37.809108535875346,144.96803022195826,Shared room,35,1,9,2017-03-06,1.45,2,147
+18024639,UrbanMinder @ La Trobe Tower IV (1BR),47763720,UrbanMinder,,Melbourne,-37.81165396636901,144.96116006818005,Entire home/apt,125,2,0,,,23,365
+17926291,City Heights and Views,2058617,Stay With Style,,Melbourne,-37.8146002676297,144.9684472354728,Entire home/apt,250,3,0,,,24,325
+8489103,East Melbourne - AFL GF Location,37029803,Katie,,Melbourne,-37.8164640283135,144.98839556466638,Entire home/apt,499,1,0,,,1,0
+10127500,Entire CBD apartment -pool&terrace!,24385738,Andrew,,Melbourne,-37.80887917977128,144.95835207481318,Entire home/apt,109,2,2,2016-03-28,0.13,1,0
+9144427,5 stars Apt @ City heart,28228036,Kenneth,,Melbourne,-37.810962454270204,144.95860563414632,Entire home/apt,98,1,94,2017-03-15,5.48,2,0
+7668674,Chic & spacious apartment in CBD,16276382,Ken,,Melbourne,-37.805615313943136,144.96065294865105,Entire home/apt,215,2,10,2016-02-15,0.50,1,0
+6783882,Charming 1950s Melbourne CBD Abode,6591381,Tara,,Melbourne,-37.808528068915805,144.9696654994946,Entire home/apt,100,2,30,2017-02-13,1.38,1,37
+14904090,Discovery Melbourne Mixed Dorm #30,71213604,Discovery Melbourne,,Melbourne,-37.8097172380728,144.9589158150328,Shared room,26,1,1,2017-02-07,0.54,67,356
+4424270,Home away from Home - Southbank Bvd,5724898,Ed + Cindy,,Melbourne,-37.82388834754044,144.96539431774173,Entire home/apt,180,3,67,2017-03-25,2.28,1,352
+17565457,2 bedroom apartment in Melbourne Central,97104757,Saleh,,Melbourne,-37.80974411069408,144.96353498871898,Entire home/apt,130,1,5,2017-03-31,5,1,93
+15238924,Homely Apartment at Queen Vic Market w/ Free Tram,26071585,Stephen,,Melbourne,-37.80423882015342,144.95366760602562,Entire home/apt,391,1,1,2016-10-22,0.18,1,90
+4778965,Melbourne Family Apt 3 bedroom L16,15506768,Joanne,,Melbourne,-37.82257706953164,144.96639262580885,Entire home/apt,275,4,18,2017-03-13,0.87,2,298
+17794821,ST KILDA RD + LVL4+ 2BDR2BATHR WIFI+ ALBERT PARK,50626167,Short Stay Plus,,Melbourne,-37.84659589168206,144.98042927558134,Entire home/apt,220,2,0,,,22,344
+5310202,City apartment Top of the Town,27508887,Lynne,,Melbourne,-37.81069140391113,144.97070094176766,Entire home/apt,400,2,21,2017-03-26,0.90,1,185
+17482026,Discovery Melbourne Mixed Dorm #58,71213604,Discovery Melbourne,,Melbourne,-37.80989150283636,144.95870428420852,Shared room,31,1,0,,,67,365
+14321384,1-BR Art-Inspired Waterfront Apt with Free Carpark,27357959,Canvas-Suites,,Melbourne,-37.824579236125885,144.94160842396764,Entire home/apt,140,1,67,2017-04-01,8.85,9,162
+4101756,Fabulous Flinders St,21277070,Julia,,Melbourne,-37.81683128911461,144.97176554924695,Entire home/apt,185,4,12,2017-02-24,0.45,1,110
+2485201,"INNER CITY, 1BR APARTMENT & PARKING",641211,Peter And Thi-Anh,,Melbourne,-37.808986622857105,144.9483079700852,Entire home/apt,90,1,37,2017-02-13,1.24,1,124
+17318182,Lux Inner City Penthouse Awesome CBD Views 4BR,110044208,Kate - Melbourne Luxury Stays,,Melbourne,-37.82713903923543,144.96808696454514,Entire home/apt,579,1,1,2017-03-09,1,1,331
+15894240,Luxury 3 BRM with spectacular views opposite Crown,23910988,Neil & Mark,,Melbourne,-37.822429650817604,144.9617954329433,Entire home/apt,350,2,13,2017-03-25,2.98,12,193
+15075015,BD 1 On Errol St > Steps from Cafes,95365311,Chantel & Jimmy,,Melbourne,-37.801515555524375,144.94876289228483,Private room,75,2,8,2017-03-19,1.25,3,90
+263871,In The Heart Of The City- Melbourne,1384456,Eliisa,,Melbourne,-37.816948724065526,144.9629509514355,Entire home/apt,128,7,27,2017-02-19,0.53,1,337
+9635514,CBD Vintage Penthouse x 2 Levels,49831198,Oliver,,Melbourne,-37.80906506041278,144.96634822312012,Private room,68,1,1,2016-01-01,0.07,1,0
+13436595,2BR City Apt near QV Market & RMIT,29966837,Tommy,,Melbourne,-37.80847345363311,144.9616308619549,Entire home/apt,130,1,13,2017-02-18,2.01,2,54
+8148594,Private room 10 mins walking to CBD,20787875,Rosana,,Melbourne,-37.79705615281264,144.94873628892174,Private room,35,4,5,2016-03-06,0.30,2,1
+6915756,Modern living at its best (3 bdrm),36247458,Sara,,Melbourne,-37.80652843987152,144.94138068377666,Entire home/apt,170,2,12,2017-02-18,0.57,2,0
+15212590,Newly renovated designer 1878 Victorian Terrace,56653338,Casey,,Melbourne,-37.80691392819892,144.95062926595645,Entire home/apt,780,1,1,2016-11-26,0.23,1,181
+15664684,2BDR Designer Hide Away In Central CBD & car park,23597742,Ryan,,Melbourne,-37.81312571597205,144.9542767258214,Entire home/apt,149,1,40,2017-03-19,8.39,5,110
+4425117,Views! 5mins from Convention Centre,22967916,Chris,,Melbourne,-37.82564806148818,144.94763748530556,Private room,100,2,33,2017-03-25,1.12,1,47
+12879208,Chic comfy bedroom in Southbank,30776899,Zhu Andrew,,Melbourne,-37.82521568667331,144.96296541048594,Private room,69,1,2,2017-01-04,0.28,1,14
+4654444,Bright apartment on city fringe,9394627,Ciara,,Melbourne,-37.81121143652285,144.98371593582203,Private room,94,2,18,2017-03-21,0.68,1,354
+3537489,The Quiet Inner City Garden Apt,17809851,Jaclyn,,Melbourne,-37.805928616272716,144.96721016122584,Private room,79,1,5,2016-12-12,0.17,1,183
+4719940,NEWLY FURNISHED 1-Bdrm apt in CBD!,11668076,Alex,,Melbourne,-37.81117880796898,144.96064741664696,Entire home/apt,149,2,58,2017-02-17,2.11,2,359
+2327860,Nest-Apartments *SeaView*Wifi*CarPark*Hi-flr* 7ppl,9198367,Ken,,Melbourne,-37.814661968091855,144.95151852658782,Entire home/apt,159,1,100,2017-03-19,3.00,6,182
+15597793,Private room one step to CBD,8111105,Fabio,,Melbourne,-37.82415860758134,144.962770868197,Private room,100,1,2,2017-03-18,0.91,2,296
+3310921,Unique B&B in historic 1850 Bakery,16718447,Paul,,Melbourne,-37.81140732997285,144.95119652956126,Private room,155,1,0,,,1,365
+2233901,Melbourne River Views - Great Price,9256292,Pauline,,Melbourne,-37.821948090996344,144.95145450751127,Entire home/apt,201,3,155,2017-03-28,4.10,5,214
+886039,Melbourne City Centre Aptm + Views!,4684437,Kelvin,,Melbourne,-37.80785304437474,144.96177200494006,Entire home/apt,125,6,21,2017-03-14,0.54,1,36
+13468950,Mel-Uni Village 2,65149000,Meng,,Melbourne,-37.80105266712031,144.95552802684438,Entire home/apt,98,1,13,2017-03-04,1.39,9,265
+15362947,Modern 2 bedroom apartment in CBD 9,80621455,Bill'S,,Melbourne,-37.81549980869819,144.95546534661878,Entire home/apt,165,2,20,2017-03-23,3.51,9,191
+10093834,Modern and Top Quality Apartment MELB CBD (1),50335286,Condotel,,Melbourne,-37.8096290034459,144.96028805104768,Entire home/apt,240,1,29,2017-03-18,1.90,5,347
+3966224,Aggies of East Melbourne,20378364,Vikki,,Melbourne,-37.817906320300544,144.9806261738954,Entire home/apt,290,21,9,2015-12-14,0.29,2,234
+14517486,Marvelous CBD Free Wi-Fi with Pool! Great Location,61915494,Alice,,Melbourne,-37.81412680261084,144.95374971460956,Entire home/apt,128,1,51,2017-04-01,6.68,6,104
+15860963,"Shopping heaven in central CBD, free tram & Wi-Fi",47862234,Yu,,Melbourne,-37.81236831204008,144.96199413574655,Entire home/apt,180,1,18,2017-03-16,4.19,8,0
+12159417,Cozy bedroom in Art Deco building,60297512,David,,Melbourne,-37.815635185436356,144.96511891870858,Private room,83,1,24,2016-08-27,1.99,1,0
+17369523,"City Explorers Retreat - Pool, Gym, Wifi",103299467,Kevin,,Melbourne,-37.809775682119216,144.96564119451696,Entire home/apt,180,1,2,2017-03-18,2,2,168
+16123713,"Simple, quiet room, 10mins to CBD & city stations",105152366,Morris,,Melbourne,-37.81873742965824,144.97946185144303,Private room,100,1,4,2017-03-19,1.74,1,17
+13240116,Beautiful 2BDR City Apartment.,47941288,Tom + Susanna,,Melbourne,-37.81635731010878,144.96695069792185,Entire home/apt,100,1,33,2017-03-16,4.74,1,270
+11306800,Living in the heart of Melbourne,32461949,James,,Melbourne,-37.81570285874297,144.96334720023168,Private room,68,1,70,2017-03-26,5.17,1,324
+14407305,Discovery Melbourne Mixed Dorm #8,71213604,Discovery Melbourne,,Melbourne,-37.8097776166413,144.95826598404346,Shared room,28,1,3,2017-03-18,0.59,67,364
+13337037,"Lovely Hip Studio, Child Friendly & Great Location",55508498,Samantha,,Melbourne,-37.821309129229085,144.95604674870236,Entire home/apt,127,2,40,2017-03-31,4.11,1,42
+17039459,Luxury 5 beds apt in CBD with roof garden,42474207,Steven,,Melbourne,-37.81435216707099,144.9543731010637,Entire home/apt,260,2,1,2017-02-16,0.64,7,140
+14903994,Discovery Melbourne Mixed Dorm #29,71213604,Discovery Melbourne,,Melbourne,-37.810017716338095,144.95841346932997,Shared room,26,1,0,,,67,365
+10551307,"Top level water view apt with gym, pool & spa",54419609,Susan,,Melbourne,-37.814162313997045,144.94229125806785,Entire home/apt,79,1,16,2017-03-25,1.09,2,181
+12921759,Le petit apartment in Melbourne CBD,7040169,Prue,,Melbourne,-37.80947719736011,144.97177822169672,Entire home/apt,170,2,15,2017-04-01,1.67,1,276
+5146028,2BR CBD Apartment & Free Wi-Fi,22860147,Adji,,Melbourne,-37.80878755487452,144.95614820561752,Entire home/apt,149,3,66,2017-02-23,2.55,33,140
+9930169,Luxury 3BR/2BTH Penthouse - Carpark+Netflix!,10394006,Daniel,,Melbourne,-37.8148714386645,144.9529058890452,Entire home/apt,349,3,34,2017-03-14,2.44,15,68
+15368955,Great location in CBD-Female only,52617604,Aki,,Melbourne,-37.812457840655355,144.9686896739473,Shared room,35,1,0,,,5,292
+14156467,Amazing Brand New Apartment (walk to CBD),26567071,Jungmi,,Melbourne,-37.8045629638543,144.9620103929177,Entire home/apt,125,1,28,2017-04-01,3.91,1,43
+14970310,"Boutique 2BD apartment, heart of Melbourne + park",87590308,William,,Melbourne,-37.81047795181067,144.97051420960253,Entire home/apt,185,2,13,2017-03-27,4.38,1,319
+7536742,Elegant Victorian restored terrace,6848447,Sandy,,Melbourne,-37.80124346852409,144.96624241682946,Entire home/apt,385,1,89,2017-03-24,4.38,2,300
+15858927,"Nature retreat, enjoy bush, wine, and horse riding",20087236,Aukje,,Cardinia,-37.928028134933754,145.51630601501614,Entire home/apt,99,2,5,2017-04-02,1.47,1,84
+14876672,Modern home where the city meets the country,78789099,Norina,,Cardinia,-38.0616132256577,145.40139847218768,Private room,41,1,11,2016-12-19,1.62,2,180
+17630838,Four Oaks Retreat,40935163,David,,Cardinia,-38.01266146673433,145.72886816364021,Private room,149,1,1,2017-03-30,1,1,350
+6065997,Retro Family Suite,19541821,Margaret,,Cardinia,-37.93534145103456,145.43924866685856,Private room,290,1,0,,,4,343
+6065264,French Provincial Romantic Suite,19541821,Margaret,,Cardinia,-37.935723414335726,145.43930259027874,Private room,240,1,0,,,4,344
+13831387,'Emerald Ridge' Private Guest Room set on 10 acres,33771646,Rebecca,,Cardinia,-37.94577094334146,145.44866228322167,Private room,204,1,0,,,2,349
+3527430,Private room only $40/night,17760085,Scott,,Cardinia,-38.083297586031634,145.45095899112115,Private room,41,2,0,,,1,365
+6464824,Surreal escape from Reality!,15101240,기채 (Susan),,Cardinia,-37.93743961601852,145.48670244710885,Private room,75,1,14,2017-03-04,0.67,1,363
+17929426,TJ home,24374443,Jean,,Cardinia,-38.06819780212502,145.43322992746812,Private room,56,1,0,,,1,169
+14390541,Relax at Billy Buttons,7468042,Jennie,,Cardinia,-37.913221762900164,145.4515415927152,Entire home/apt,94,1,22,2017-03-25,2.82,2,332
+4959536,Cockatoo Springs Retreat,25567103,Wanda,,Cardinia,-37.94400235293829,145.49027392285066,Entire home/apt,149,2,5,2017-03-13,0.20,1,350
+9869444,House in the Hills,50792360,Ian,,Cardinia,-37.92516724849014,145.4665437944336,Private room,110,1,14,2017-03-24,0.92,1,91
+16756762,Lot 19,104045417,Catherine,,Cardinia,-37.96412425246271,145.48001463049584,Entire home/apt,138,1,8,2017-03-19,4.07,1,72
+10656389,Modern House next to Emerald Lake,35104440,Jenn,,Cardinia,-37.928587899471495,145.45494051412427,Entire home/apt,250,2,21,2017-03-04,1.69,1,360
+2899731,"""WHISTLESTOPOVER COTTAGE"" Family&Pet Friendly.",14821227,Lesley,,Cardinia,-37.948285118332336,145.50456814600443,Entire home/apt,260,2,9,2017-02-03,0.29,2,294
+16501082,Cosy Room In Modern House:),38823992,Timothy And Emily,,Cardinia,-38.05949081078549,145.51283038638775,Private room,50,1,0,,,1,91
+5415757,Billy Buttons Bed and Breakfast,7468042,Jennie,,Cardinia,-37.91494051743952,145.45312518403716,Private room,94,1,30,2017-02-26,1.18,2,338
+6240973,Emerald Carriages,32396585,Rob And Kim,,Cardinia,-37.92400954209338,145.44381298330907,Private room,170,1,0,,,1,0
+3235644,Family cottage in central Emerald,16373475,Evelin,,Cardinia,-37.93221586852689,145.44446193209922,Entire home/apt,229,2,11,2017-03-11,0.35,1,349
+12345374,Rainy Hill Retreat,24396301,Prue,,Cardinia,-37.91622393701108,145.51262883861673,Entire home/apt,130,1,31,2017-03-25,3.01,3,354
+7519461,Tuscan cottage 45 minutes from city,4300788,David,,Cardinia,-38.01554435614306,145.38622985171335,Entire home/apt,115,2,43,2017-02-24,2.51,1,164
+10534169,"Peaceful, Relaxing, Quite & Private",17280888,Sam,,Cardinia,-38.07671632708617,145.42941774893487,Private room,69,1,4,2017-01-07,0.30,2,349
+6632159,"Cosy bed room in officer ,victoria",3079104,Thamara,,Cardinia,-38.06268632958815,145.42994466818527,Private room,48,2,0,,,1,365
+13611756,Modern home where the city meets the country,78789099,Norina,,Cardinia,-38.06098320378732,145.40108874105766,Private room,41,1,8,2017-03-09,1.03,2,150
+14125628,4 bedroom house with parking,85182914,Avinash,,Cardinia,-38.06344119981249,145.4899221604896,Private room,100,1,0,,,1,364
+1949180,Signal Box Bed & Breakfast Retreat,4414087,Cherie,,Cardinia,-37.9488324494711,145.54361457315144,Entire home/apt,250,1,14,2017-02-04,0.53,1,355
+4503078,"Horse farm, wildlife,",11701845,Brent,,Cardinia,-37.936024795336806,145.4615375709189,Entire home/apt,225,1,40,2017-03-25,1.59,1,342
+6734424,International Guest Specialists,15325901,Tim,,Cardinia,-38.04394496698928,145.3853599555169,Entire home/apt,100,7,5,2017-01-09,0.25,1,271
+16302573,Gembrook Cosy Cottage,106665348,Linden,,Cardinia,-37.9544719038985,145.5534699462905,Private room,48,1,2,2017-03-12,0.55,1,356
+6407347,Home among The Gum Trees,33418497,Kristina,,Cardinia,-38.04169352588369,145.39332495122838,Entire home/apt,125,2,47,2017-03-19,3.00,1,317
+10274053,Orchard Cottage,52834840,Marie,,Cardinia,-38.02367720115941,145.46365753029622,Entire home/apt,201,1,1,2016-03-15,0.08,1,365
+16336840,The Loft,24396301,Prue,,Cardinia,-37.91708417630178,145.51270977311992,Entire home/apt,130,1,8,2017-03-25,3.64,3,342
+8832368,Whistlestopover Spa Suite,14821227,Lesley,,Cardinia,-37.9467234556646,145.50469340763294,Entire home/apt,220,1,2,2017-01-04,0.65,2,339
+6178248,Beautiful home with a view :),31058644,Trev & Shanna,,Cardinia,-38.0563277305999,145.5125571746255,Private room,50,1,24,2017-03-25,1.13,1,350
+7653436,Escape To The Country & Recharge,26810660,Mae Lee,,Cardinia,-37.990262336476384,145.4817943743083,Private room,94,1,2,2017-01-15,0.65,1,364
+11226350,STUDIO COTTAGE ARTIST RETREAT IN NATURAL SETTING,26832071,Raoul,,Cardinia,-37.91666387773289,145.45642556592836,Entire home/apt,85,1,37,2017-04-01,2.78,2,362
+6802973,Kookaburra Accommodation,35613877,Liz,,Cardinia,-37.95367939367611,145.5541974384974,Entire home/apt,201,1,2,2017-01-20,0.14,1,359
+11554915,Luxury Farmstay in Rural Victoria,61013515,Jane,,Cardinia,-38.01602768893883,145.69937716725485,Entire home/apt,600,1,1,2016-04-05,0.08,1,358
+15651046,Secluded Romantic Couples Retreat,86818458,John,,Cardinia,-37.90677435683101,145.50362868679414,Entire home/apt,281,1,8,2017-03-25,1.68,2,361
+17781967,Bus in Toomuc Valley,37840667,Lyndel,,Cardinia,-37.992730433761494,145.48055864371798,Entire home/apt,85,1,0,,,1,181
+15241606,Emerald View,40760566,John And Angela,,Cardinia,-37.929940566976,145.44224524078405,Entire home/apt,110,1,2,2017-03-07,0.69,1,200
+10247265,"Gembrook, Tranquil farm cottage",4407930,Lisa,,Cardinia,-37.93653580949585,145.55391076439594,Entire home/apt,156,1,10,2017-03-17,1.92,1,303
+17161684,Cosy single room for two!,115438902,Charles / Patricia,,Cardinia,-38.084197189774684,145.4760349331475,Private room,30,1,4,2017-03-28,4,1,98
+10475404,Lake Getaway & Home away Home!!,17280888,Sam,,Cardinia,-38.07525376961737,145.43252481026622,Private room,69,3,5,2016-03-31,0.36,2,349
+7462653,Gembrook Cottages - Bluebells,39089954,Marco,,Cardinia,-37.952105185328904,145.5513679689622,Entire home/apt,250,2,10,2016-10-23,0.51,1,92
+6481318,Avalon Castle - Bed and Breakfast,33868785,Yvonne,,Cardinia,-37.927257101677206,145.51093649370887,Private room,190,1,1,2015-06-09,0.05,1,365
+17333284,"Quiet, private retreat. On one and a quarter acres",116916951,Gillian,,Cardinia,-38.050990449507424,145.3761713070164,Private room,63,2,1,2017-03-19,1,1,136
+10681693,Yuulong Bed & Breakfast,55177580,Lis,,Cardinia,-38.01253970585235,145.4324693192578,Private room,300,1,0,,,1,365
+7798099,Self contained 2 bedroom house.,17310840,Garry,,Cardinia,-37.940191025352775,145.46525328808522,Entire home/apt,201,1,24,2017-03-11,1.70,1,179
+14695813,"A modern, quiet, family cottage.",17996138,Peter,,Cardinia,-38.00190955413818,145.41180586739796,Entire home/apt,189,1,6,2017-03-12,0.86,1,352
+16444920,Manor Park Studio,35838060,Lynne,,Cardinia,-37.91571289829131,145.4548763718604,Entire home/apt,165,1,12,2017-04-02,3.96,1,178
+8907915,Brilynbrook farm stay.Emerald Unit.,46592930,Brian & Lynette,,Cardinia,-37.94851525944289,145.56549590518063,Entire home/apt,185,1,9,2017-03-02,0.59,2,357
+10272679,Lakeside Townhouse,4721887,Anne,,Cardinia,-38.06657421450581,145.45354738373155,Entire home/apt,160,5,4,2017-03-28,0.28,2,261
+9237608,Jinks Creek Artist's Retreat,18169299,Abi,,Cardinia,-38.00569689296888,145.70845875876424,Entire home/apt,600,1,3,2017-03-05,0.34,2,362
+5470169,Bethel House | Farmstead on 50 Acres,28372322,Shami,,Cardinia,-38.14835241944804,145.4366758551912,Entire home/apt,901,1,44,2017-03-25,1.83,1,352
+11331935,Cosy Double Bedroom,52505099,Kritika,,Cardinia,-38.07851929679331,145.47987201699254,Private room,30,1,6,2017-03-16,0.57,3,296
+13465734,Livada Views Retreat - comfort and great views,76993597,Cameron,,Cardinia,-37.94571975200413,145.4627416651148,Entire home/apt,250,2,12,2017-03-01,1.42,1,314
+17798458,Peaceful rainforest retreat in secluded paradise,121623216,Manuel,,Cardinia,-37.950674700426376,145.50874563739455,Entire home/apt,350,2,0,,,1,160
+9204218,Kardinyaa Cottage - 2BR Dandenongs,47874019,Viktoria,,Cardinia,-38.017855171546536,145.41900231378108,Entire home/apt,195,2,7,2017-01-28,0.48,1,353
+15135178,Peaceful farm stay with gorgeous views,95968855,Alison,,Cardinia,-38.043772107208895,145.50362356331416,Private room,69,1,2,2017-02-27,0.42,1,181
+14576501,Warm and welcoming homestay in Emerald,90334286,Annette,,Cardinia,-37.92007025978643,145.44369541833237,Private room,80,1,0,,,1,363
+16773506,Emerald= Gem!,1894646,Michael,,Cardinia,-37.91673982365895,145.44906089039432,Entire home/apt,125,1,2,2017-03-30,1.33,1,149
+2615911,Ttekceba Retreat B/B,13397269,Veronika,,Cardinia,-38.01851616462697,145.42082263185029,Entire home/apt,295,2,73,2017-03-25,,1,356
+3925734,Vintage Lucy Suite,19541821,Margaret,,Cardinia,-37.936290068731765,145.43848908379107,Private room,195,1,0,,,4,333
+9658692,Large Family Townhouse Overlooking Lagoon,4721887,Anne,,Cardinia,-38.070367722934726,145.4370831796447,Entire home/apt,160,5,2,2016-08-29,0.14,2,175
+16770152,Peaceful bush retreat,111329834,Tina,,Cardinia,-37.95158384194246,145.45168161519942,Entire home/apt,94,2,5,2017-03-25,2.94,1,74
+11199015,New home with everything you need,58311905,Heidi,,Cardinia,-38.058868869295765,145.4377769648398,Private room,68,1,6,2017-03-15,2.14,1,353
+16801702,Modern house in quiet street,96298087,Graeme,,Cardinia,-38.07540826018047,145.45453798442594,Private room,73,1,2,2017-03-29,2,1,181
+13131213,"Retreat to the Hills, Dandenong Ranges Melbourne",73132564,Yvette,,Cardinia,-37.91915266794626,145.43903029742307,Entire home/apt,94,2,8,2016-11-18,0.79,1,0
+13719560,Warley Cottages - Beech Cottage,42960734,James,,Cardinia,-37.97908685055922,145.58492729982152,Entire home/apt,229,1,0,,,1,178
+15453176,Highgrove at Guys Hill,94865743,Ruth And John,,Cardinia,-38.00988476135704,145.3973529438101,Private room,48,1,6,2017-03-14,1.32,1,52
+8957043,Brilynbrook farmstay.Sapphire Unit.,46592930,Brian & Lynette,,Cardinia,-37.94692687591184,145.56250235475383,Entire home/apt,165,1,4,2017-03-11,1.79,2,352
+9512350,Felicia - Beaconsfield Upper,49289362,Pranav,,Cardinia,-38.02576070899232,145.4305243419034,Private room,189,1,0,,,1,365
+6465770,Self Contained cottage on 10 acres,33771646,Rebecca,,Cardinia,-37.94545700536677,145.45148201000515,Entire home/apt,265,1,5,2017-03-25,0.23,2,348
+5187265,RUSTIC TREEHOUSE OASIS APARTMENT IN EMERALD FOREST,26832071,Raoul,,Cardinia,-37.91683341664311,145.45752119951803,Entire home/apt,199,1,141,2017-03-25,5.75,2,345
+16520511,home close to park and bus stop and train.,108625927,Ann,,Cardinia,-38.07883284573541,145.46945370669613,Private room,66,2,1,2017-03-18,1,1,74
+13010882,Beautiful and peaceful manion.,68957567,Karen,,Cardinia,-38.00074957802394,145.41067334279825,Private room,121,1,0,,,1,90
+17123303,Cockatoo Cottages,86818458,John,,Cardinia,-37.90651697303195,145.50217339071952,Entire home/apt,250,1,2,2017-03-18,2,2,362
+6066519,Spa Apartment,19541821,Margaret,,Cardinia,-37.9357956203915,145.44010923105583,Private room,270,1,0,,,4,335
+8226675,2 storey home with wonderful views,35544155,Tony,,Cardinia,-38.02668390360022,145.44160145028667,Entire home/apt,400,7,0,,,1,0
+3605516,Jinks Creek Cottage,18169299,Abi,,Cardinia,-38.028490287602764,145.7229381453997,Entire home/apt,250,1,4,2017-03-11,0.26,2,363
+17893734,"Cardinia Road, Officer",122580211,Deepak,,Cardinia,-38.0744101274141,145.42974032322374,Private room,60,1,0,,,1,175
+4457005,Brand New Modern Townhouse,20128026,Wendy,,Banyule,-37.74350296398315,145.04590981949644,Private room,79,3,0,,,1,364
+3047493,Magnificent Architect Design Home,15516081,Brian,,Banyule,-37.76521043340925,145.03433287810356,Entire home/apt,128,7,1,2015-01-03,0.04,1,0
+13473153,Rosanna Getaway - 15 minutes from Melbourne CBD,50701003,K&K,,Banyule,-37.74299279282421,145.06734434512504,Private room,35,1,3,2016-11-29,0.56,1,87
+10814318,Leafy Ivanhoe loft/views/eco design,11022443,Margaret,,Banyule,-37.772135474109795,145.03720942440404,Entire home/apt,90,2,6,2017-03-08,0.44,2,282
+5146070,Nice room 20km from CBD,26605653,Do,,Banyule,-37.732125272396374,145.0944550885224,Private room,85,1,0,,,1,0
+8555125,Second gem in the burbs,16927244,Suzanna,,Banyule,-37.71824709590521,145.06884820042754,Private room,35,2,15,2016-09-18,0.84,2,336
+3116556,Charming & Quaint 1920's Estate,9016190,Steve,,Banyule,-37.73975999249488,145.13338857685133,Private room,75,1,0,,,2,0
+17469049,3 Bedroom Home w/ Patio,55378067,Frances,,Banyule,-37.74355172716589,145.04963771214787,Entire home/apt,180,2,0,,,1,108
+16060081,A single room at lower plenty,18802448,Lin,,Banyule,-37.72415948930622,145.1151876894747,Private room,45,1,3,2017-01-12,0.72,2,1
+13332755,Hostel Style Room,55069054,Del,,Banyule,-37.70328833579972,145.09485154674903,Private room,18,1,18,2017-01-20,1.95,4,0
+15274811,NEW - Luxurious Mansion Rosanna Heidelberg Ivanhoe,4177728,Chris,,Banyule,-37.74489337010429,145.05932937609526,Entire home/apt,689,1,4,2017-03-29,1.64,14,362
+13916314,Comfy Room in vegan family home,55069054,Del,,Banyule,-37.704495748937745,145.09551192934433,Private room,26,1,17,2017-01-01,1.94,4,0
+14920515,"Big Suburban house, single bed, 30min drive toCity",53102891,Amy,,Banyule,-37.721477076220395,145.0686956946557,Private room,45,6,6,2017-03-26,0.99,4,179
+10661019,LARGE VEGAN FAMILY HOME,55069054,Del,,Banyule,-37.70400559530572,145.09575604478735,Private room,30,1,41,2017-03-27,2.96,4,0
+9827054,Spacious Apartment in leafy Rosanna,6159822,Bronwen,,Banyule,-37.72935177307246,145.06277840520784,Entire home/apt,121,1,12,2017-02-17,0.79,1,320
+5435108,Welcoming Ivanhoe Home near Austin,7641031,Peter,,Banyule,-37.76254152156823,145.05097513445529,Private room,55,1,39,2017-03-26,1.57,1,347
+16003871,House in Bundoora tram to city,104036710,昊华,,Banyule,-37.70254401012151,145.06348332812655,Private room,69,3,1,2016-11-27,0.23,1,0
+3547060,"Old world charm, cosy, clean,comfy",16080809,Jane,,Banyule,-37.752911414343565,145.06646034658763,Private room,69,2,7,2017-02-24,0.23,2,313
+13180862,"Eaglemont, the place to be!",27624761,Kirstie,,Banyule,-37.76337228250087,145.0645660035244,Private room,85,1,0,,,1,90
+10756074,Autumn Special Cozy Family Studio:),55621164,Sainan,,Banyule,-37.72538059562542,145.11422689718046,Entire home/apt,75,1,50,2017-03-29,3.50,2,327
+16989096,Relaxing bedroom in Eaglemont.,4533300,Aude & Francois,,Banyule,-37.76283230777172,145.06568499982902,Private room,79,1,1,2017-03-29,1,1,181
+14919788,"Big Spacious Suburban house, 30min drive from city",53102891,Amy,,Banyule,-37.71939735489537,145.06900874148982,Private room,54,6,4,2017-03-19,2.22,4,178
+15413039,"Spacious, quiet & modern 1 bedroom apartment",3202291,Adam,,Banyule,-37.771186233539375,145.04563908228494,Entire home/apt,125,2,8,2017-01-25,1.60,2,302
+11644823,Self contained private bungalow 13K from Melb CBD,33882987,Pradeep,,Banyule,-37.77047873865182,145.05352813866375,Entire home/apt,69,2,33,2017-03-27,2.56,1,324
+4245647,Lovely room with morning sun.,8223131,Lis,,Banyule,-37.744150007956755,145.04471787819827,Private room,60,1,25,2017-03-31,0.84,1,252
+7230071,Double Bedroom with friendly family vibe.,37857119,Emily,,Banyule,-37.74654800336013,145.05082212279024,Private room,28,7,1,2017-01-26,0.44,1,271
+14656092,Private room close to CBD & Airport,77718664,Stephy,,Banyule,-37.771926170225775,145.0418060068626,Private room,50,2,11,2017-03-28,1.83,1,359
+17109733,Comfortable and private room,110561886,Trang,,Banyule,-37.73757104338292,145.05307291635728,Private room,50,1,1,2017-02-18,0.67,1,0
+14920331,"Big quiet house, balcony, doublebed",53102891,Amy,,Banyule,-37.719812820920104,145.0688524333957,Private room,45,6,3,2017-03-11,0.57,4,164
+17325412,Furnitured room for short stay,35047040,Santina,,Banyule,-37.75750448156047,145.06102582678213,Private room,56,1,4,2017-03-18,2.73,3,363
+4795117,"Fabulous location, easy transport!",16231014,Natalie,,Banyule,-37.74478760464517,145.05765964374885,Private room,79,1,0,,,1,0
+16455784,墨尔本民宿短租房,35047040,Santina,,Banyule,-37.75741059719627,145.06076512958217,Private room,55,3,1,2017-03-18,1,3,152
+17260187,Affordable cosy room in quiet suburb,50874170,Kat,,Banyule,-37.705356250954104,145.0859616169916,Private room,41,1,3,2017-03-25,3,1,276
+15317025,Self-contained Rosanna Retreat and Breakfast,26133484,Karen,,Banyule,-37.738934604985154,145.0643471320864,Entire home/apt,130,1,6,2017-01-30,1.10,1,239
+16988313,Single Room for Rent in Rosanna,105254697,Rong,,Banyule,-37.73855134480443,145.0724271437635,Private room,45,1,0,,,5,20
+16136454,Private Room for Rent in Rosanna,105254697,Rong,,Banyule,-37.73842424073992,145.07101743356847,Private room,45,1,1,2017-02-15,0.63,5,20
+2046410,Melbourne Villa,9522866,Vivian,,Banyule,-37.756326658364124,145.06297142539788,Entire home/apt,176,2,10,2017-02-27,0.32,2,362
+8993695,House in Heidelberg Heights,46978076,Elton,,Banyule,-37.7496716842886,145.0473360227552,Entire home/apt,52,1,10,2017-02-27,0.89,1,342
+4175175,Darebin Parklands/serenity & views,11022443,Margaret,,Banyule,-37.77125625803316,145.03794160559517,Private room,90,2,24,2017-02-14,0.81,2,283
+16429747,Stunning apt in Ivanhoe/Eaglemont with CBD views,107714552,John,,Banyule,-37.761207863325595,145.05410693173735,Entire home/apt,88,1,5,2017-04-02,3.06,1,224
+14043289,"Modern room in peaceful location, Heidelberg",24526370,Mary-Lou,,Banyule,-37.74635555601914,145.08609601226982,Private room,59,1,5,2017-03-15,0.89,1,274
+12137449,2 BEDROOM APARTMENT NEAR HOSPITALS,16266564,Leigh,,Banyule,-37.75646384262417,145.06403617079187,Entire home/apt,201,3,5,2017-02-25,0.45,4,250
+17216688,Large sun filled bungalow,2018699,Frankie,,Banyule,-37.75023226924002,145.0407077104456,Private room,38,1,4,2017-03-30,3.64,2,363
+17325394,Single room available,35047040,Santina,,Banyule,-37.75870382746372,145.06030577680855,Private room,45,1,1,2017-03-26,1,3,365
+9975388,3 Bedroom Modern Townhouse @ Heidelberg Heights,51258221,Kristy,,Banyule,-37.745452579852,145.0507006256721,Entire home/apt,199,1,0,,,1,25
+11225360,172 lower plenty Rosana,50848364,Bluedoor,,Banyule,-37.74011113559266,145.06907430492234,Entire home/apt,130,5,11,2017-03-01,0.89,2,304
+276160,Nature at your doorstep 15k to CBD Melb,1424949,Sharon,,Banyule,-37.76262859284866,145.07259311995278,Private room,41,1,12,2017-03-23,0.40,1,289
+12116072,'Briar Lodge' self-contained unit,28478870,Jo,,Banyule,-37.70877727441035,145.12299020161078,Entire home/apt,98,2,7,2017-02-18,0.85,1,351
+16444644,Close to everything!!!,107849392,Andrea,,Banyule,-37.74759595925295,145.07100117342512,Entire home/apt,56,1,0,,,1,232
+17613228,Prince apartment,94581175,锦航,,Banyule,-37.72572088546945,145.12823423010437,Entire home/apt,819,1,0,,,1,180
+4768185,Center of Heidelberg Apartment,16266564,Leigh,,Banyule,-37.75785227661267,145.064836820889,Entire home/apt,180,3,7,2017-01-19,0.27,4,245
+16532656,Backyard Glamping,33800219,Alethea,,Banyule,-37.74538277210978,145.0429257874131,Entire home/apt,22,1,25,2017-04-02,8.72,1,305
+16664114,"Delightful, Cozy & Modern 2 Bedroom House",19717864,Majid,,Banyule,-37.75583293740205,145.04191577807168,Entire home/apt,145,2,7,2017-03-17,2.84,1,203
+11161787,5 Star Comfort with City Convenience.,58046094,Jill,,Banyule,-37.73825932636628,145.0360964433616,Entire home/apt,250,1,14,2017-03-28,1.01,1,363
+14076899,Renovated 1920s 3 bedroom large Period Home.,83637600,Gary,,Banyule,-37.760791628266844,145.06756311368062,Entire home/apt,125,7,4,2017-03-29,0.89,1,211
+17910557,Large sun filled bungalow hideaway,2018699,Frankie,,Banyule,-37.75183671415649,145.04557037711086,Private room,43,1,0,,,2,175
+9698899,Haven on the Hill,50085733,Debbie,,Banyule,-37.694811458570356,145.13226553824327,Private room,100,1,11,2017-03-27,0.92,2,361
+13893835,Close to everything,82300866,Maria,,Banyule,-37.74412175828025,145.0413930979319,Private room,35,1,13,2017-02-20,1.46,1,238
+17190184,One bedroom for rent - access to all amenities,91596250,Martina,,Banyule,-37.73350685284718,145.0570206665125,Private room,30,14,0,,,2,357
+8998572,Cosy Retreat With Leafy Green Views,46999493,Ian,,Banyule,-37.7421395943228,145.0713711724844,Private room,35,3,28,2017-03-02,2.07,1,99
+2979844,Melbourne Ivanhoe Heidelberg Austin Cozy Safe Home,14209110,Thisbe,,Banyule,-37.75689059470117,145.05343233738586,Private room,59,1,15,2017-03-23,0.79,1,343
+16338974,"Spacious, secluded Montmorency apartment",36901243,Wendy,,Banyule,-37.71819106713396,145.13426530251263,Entire home/apt,84,1,7,2017-03-12,2.63,1,71
+14766155,Lovely Melbourne/Ivanhoe stay : ),89918992,Darren,,Banyule,-37.76364420563153,145.041286251398,Private room,69,3,1,2016-10-12,0.17,1,362
+1019243,Bedroom with Ensuite at Ivanhoe,1635845,Susanne,,Banyule,-37.77990292791809,145.04243154619547,Private room,75,1,22,2017-03-18,0.66,2,184
+10685806,Rennovated Spacious double bedroom,27968601,Annabelle,,Banyule,-37.74400669629472,145.04476050050883,Private room,45,2,0,,,1,0
+14524995,Christmas Holiday Family Resort Home,79186485,Matthew,,Banyule,-37.766082236239704,145.05639116661237,Entire home/apt,849,5,0,,,1,115
+13193866,"Sunny, spacious townhouse bedroom, with carpark",73873316,Jenna,,Banyule,-37.745823619162024,145.05983659097922,Private room,59,1,0,,,1,0
+997505,Comfortable Elegance in Ivanhoe,1635845,Susanne,,Banyule,-37.78306674816073,145.0400483240347,Entire home/apt,105,5,12,2015-01-14,0.25,2,110
+13831644,Mandall Avenue - peaceful creek frontage,81572188,Ian,,Banyule,-37.769808237555104,145.03312745672082,Entire home/apt,178,1,8,2017-03-25,0.94,1,147
+16572756,RosannaSuper Located 2BDR Apartment,55621164,Sainan,,Banyule,-37.744308995136805,145.0654719035964,Entire home/apt,106,1,12,2017-04-01,4.68,2,341
+15186110,Welcoming family home and garden in Ivanhoe.,12222936,Helen,,Banyule,-37.762155709307116,145.04592776961542,Private room,55,1,8,2017-03-31,1.55,1,349
+10055880,Double Rooms In Heidelberg,51605768,Kevin,,Banyule,-37.74468861420959,145.0575357673029,Private room,66,1,0,,,1,365
+14474127,Peaceful Oasis in the heart of Heidelberg,83650113,Matt,,Banyule,-37.75265192719898,145.06712569303866,Entire home/apt,69,1,31,2017-03-09,4.13,1,1
+7163995,Heidelberg Historical Central Lovel,16080809,Jane,,Banyule,-37.75251806400402,145.06411463521118,Private room,60,1,5,2017-02-24,0.25,2,307
+16135439,"Comfortable Room for Rent in Heidelberg, Melbourne",105254697,Rong,,Banyule,-37.752269673561415,145.07224890887585,Private room,55,1,2,2017-03-14,0.64,5,184
+16999120,Studio like Home close to the city,113900705,Nik,,Banyule,-37.75695163415247,145.05615437627986,Entire home/apt,130,1,0,,,1,297
+9759360,Room 1 - Montservat 2 single beds,49746998,Dianna,,Banyule,-37.702873037047134,145.08088051343626,Shared room,90,1,0,,,1,365
+13884691,Walk to train station & plaza,82199994,Belinda,,Banyule,-37.72421848428244,145.10358779468382,Private room,41,1,0,,,1,0
+15821851,"Room in lush ivanhoe, house mostly to yourself!",184524,Jason,,Banyule,-37.76429781180012,145.0307665877344,Private room,45,5,0,,,1,91
+11461965,Modern 2BDR APT+WIFI in Inner Northern suburbs,6249260,Dion,,Banyule,-37.74309719496859,145.0663639691083,Entire home/apt,121,3,0,,,1,0
+8226956,The English House,34953062,,,Banyule,-37.727544369826916,145.12330138006803,Entire home/apt,126,2,23,2017-03-26,1.33,1,362
+5105289,Leafy Oasis handy to Austin & MCG,7788416,Pip,,Banyule,-37.760368443947335,145.05656882802606,Private room,115,1,17,2017-03-25,0.69,1,340
+11660369,Spacious light courtyard stylish,39540816,Lucinda,,Banyule,-37.73718869779592,145.04919825118242,Entire home/apt,64,1,0,,,1,0
+3210450,3 Bedroom Apartment Heidelberg,16266564,Leigh,,Banyule,-37.74858750567436,145.066785351204,Entire home/apt,220,2,5,2016-12-03,0.29,4,1
+16579922,Luxury apartment living in suburbia,31954484,Jacinta,,Banyule,-37.76924364723202,145.04509576407722,Entire home/apt,84,2,1,2017-01-14,0.37,1,9
+1077126,Private room in Melbourne Northeast,5927414,Armita,,Banyule,-37.708275837878624,145.10448631702198,Private room,31,1,24,2017-01-21,0.97,1,346
+15365875,Haven on the Hill - St Helena. Victoria. 5 R00MS,50085733,Debbie,,Banyule,-37.693299772677385,145.13507591493905,Private room,98,1,5,2017-03-04,1.52,2,354
+784043,4 Bedroom Melbourne Home & Garden,4133993,Kim,,Banyule,-37.73070794994978,145.089952219487,Entire home/apt,450,5,0,,,1,365
+8418992,Gem in the burbs the heart of Melb!,16927244,Suzanna,,Banyule,-37.71688086834539,145.0710647839035,Private room,35,2,17,2017-02-25,0.93,2,308
+7698601,The house in Viewbank,40436748,Max,,Banyule,-37.74470716748378,145.09019717057686,Private room,35,1,1,2015-08-19,0.05,1,0
+1352762,STUDIO 1 with Private En-Suite Bath,7342833,Mo,,Banyule,-37.73721149511059,145.0528304915085,Private room,41,1,144,2017-03-12,3.21,3,330
+13662780,Cute Mini Guest room in beautiful vegan household,55069054,Del,,Banyule,-37.70405191025971,145.09601760208298,Private room,20,1,1,2016-07-21,0.12,4,0
+9532518,Comfortable & Spacious Living: Bundoora,49378601,Jason,,Banyule,-37.70264558048152,145.05981150522047,Entire home/apt,180,3,17,2017-03-30,1.05,1,150
+17050229,Peaceful. Homely. 20 mins to CBD.,25447692,Inga,,Banyule,-37.76592747491121,145.04887256239326,Private room,45,2,7,2017-03-29,6.56,1,70
+5127176,white house on the Hill,26503622,Maryam,,Banyule,-37.729626349380425,145.09271679200933,Private room,80,1,0,,,1,365
+16247089,"Master bedroom en-suite, walk-in robe, great view",73913579,David & Lily,,Banyule,-37.71925545852509,145.10348906003827,Private room,70,1,0,,,1,91
+376421,A fantastic B&B in Heidelberg Melbourne,1892688,Brett,,Banyule,-37.753036745400614,145.07013912055,Private room,176,1,2,2016-09-30,0.06,1,365
+14718187,Room for rent with All amenities,91596250,Martina,,Banyule,-37.735104892055894,145.05900964704597,Private room,30,1,3,2017-03-30,0.69,2,149
+5696505,Ivanhoe Modern Apartment,29533844,Charlie,,Banyule,-37.7718052365053,145.04899697728555,Entire home/apt,105,1,12,2016-02-10,,1,0
+5761661,Appartment next to quiet river,29424193,Demian,,Banyule,-37.71208809563004,145.10906361653895,Entire home/apt,45,21,0,,,1,0
+17033310,2 BR & 1 Bathroom House in Viewbank,105254697,Rong,,Banyule,-37.73610162918687,145.08480481732852,Entire home/apt,100,1,1,2017-03-27,1,5,184
+483719,Quiet Studio Next to Train Station ,9082,Dennis,,Banyule,-37.74208619943394,145.0654081886653,Private room,60,1,20,2016-03-08,0.36,1,306
+16406940,Gorgeous home in a fantastic location!!,58546310,Samanta,,Banyule,-37.6988026579765,145.11760688427282,Private room,73,1,2,2017-03-31,0.98,1,115
+8508705,Comfy bedrooms / off street parking,43249784,Paul,,Banyule,-37.740513307657515,145.04841521964244,Private room,45,1,7,2016-09-25,0.42,1,361
+3071226,Holiday stay in central Heidelberg,9448107,Bec,,Banyule,-37.7529707030072,145.06627626974264,Entire home/apt,130,1,47,2017-03-29,1.41,1,349
+15847116,Townhouse with great accomodation,102658716,Dharshika,,Banyule,-37.767858196236844,145.03900679335334,Private room,50,1,8,2017-02-27,1.66,1,361
+16135947,"Room for Rent in Rosanna, Melbourne",105254697,Rong,,Banyule,-37.738351280480956,145.07117796909267,Private room,55,1,2,2017-03-11,0.63,5,20
+5196342,Montmorency Stay,4196149,Eileen,,Banyule,-37.712040751007564,145.12494652969158,Private room,59,2,8,2015-11-21,0.32,1,359
+3578439,Luxurious Apartment in Heidelberg,16266564,Leigh,,Banyule,-37.74809228969612,145.06557440715446,Entire home/apt,220,3,17,2017-03-31,0.62,4,30
+2969943,Charming & Quaint 1920's Estate,9016190,Steve,,Banyule,-37.7395042106711,145.13326237807817,Private room,75,1,6,2015-07-17,0.22,2,0
+5516578,Close to LaTrobe University and 1hr by bus to City,28611521,Francis,,Banyule,-37.739829334017955,145.04706385836795,Private room,35,4,17,2017-03-06,0.76,1,66
+14920406,"Big Suburban house, quiet, natural,30minDriveCity",53102891,Amy,,Banyule,-37.721354223736576,145.06847436231138,Private room,42,6,3,2017-03-13,0.51,4,153
+4305196,"Sunny, spacious apartment in Heidelberg Vic",590003,Barbara,,Banyule,-37.75279757969045,145.0587715736167,Entire home/apt,225,2,10,2017-03-25,0.33,1,349
+4533245,Luxury Leafy Home. 10k from Melb.,23367383,Georgia,,Banyule,-37.7643489775783,145.06681478360727,Entire home/apt,397,3,1,2016-01-01,0.07,1,0
+12689769,37 Joynt st Macleod,50848364,Bluedoor,,Banyule,-37.72527327930251,145.06476804535922,Entire home/apt,165,2,17,2017-04-01,1.56,2,297
+13770332,Comfy private suite for better life!舒适的中国家庭独立房间出租,39348848,Michael,,Banyule,-37.72546034359843,145.07608068244602,Private room,33,2,6,2017-01-17,0.73,1,32
+12459539,Luxury Bedroom& Bathroom,6538747,Marie,,Banyule,-37.75965867465332,145.05531539604144,Private room,69,1,3,2016-11-29,0.30,1,365
+9016891,Peaceful Room Close to Everything!,4543744,Karen,,Banyule,-37.744516239536026,145.0366392181936,Private room,41,1,20,2016-12-01,1.15,1,0
+10754268,Family Home - Convenience & Comfort,55609167,Linley,,Banyule,-37.764885654117236,145.05742339070835,Entire home/apt,400,1,6,2017-02-18,0.44,1,365
+16060488,Deep House Suite,18802448,Lin,,Banyule,-37.724941738990935,145.11570270977037,Private room,62,2,11,2017-03-04,3.24,2,204
+15304724,Spacious light filled family home,8965914,Jessica,,Banyule,-37.751740473652994,145.04895268199706,Entire home/apt,170,2,0,,,1,87
+6695919,Beautiful Melbourne House!,1710243,Duncan,,Banyule,-37.76505485521399,145.03593302883834,Private room,48,1,46,2017-03-27,2.23,1,349
+5840884,pretty house in Melbourne,30327250,Stephen,,Banyule,-37.74099647866541,145.03927527458265,Private room,69,1,8,2017-03-04,0.34,2,355
+1803184,STUDIO 2 with private En-Suite Bath,7342833,Mo,,Banyule,-37.73586934044879,145.05436695188564,Entire home/apt,55,1,100,2017-03-24,2.46,3,277
+13240832,A cozy and quiet place.,72191437,Kiyomi,,Banyule,-37.74292965045202,145.0516818305527,Private room,28,1,1,2016-05-28,0.10,1,0
+16220545,Perfect Location to City Tram/Shopping/University,36611556,Catherine,,Banyule,-37.70064456176997,145.06284344784186,Entire home/apt,90,2,2,2017-03-15,0.70,1,180
+6065346,pretty house close to transport,30327250,Stephen,,Banyule,-37.73976127017174,145.04057821786313,Private room,55,1,6,2017-03-22,0.47,2,337
+7210280,Yun Star Studio!(Self-Contained),37754540,Yun J,,Banyule,-37.762361644502306,145.03375953997465,Entire home/apt,90,1,66,2017-03-28,3.37,1,320
+7902535,A bungalow in charming back garden.,35530672,Eva,,Darebin,-37.780702583927884,144.99242023827057,Private room,50,3,5,2017-03-14,0.29,1,0
+17831019,beautiful big room,121944006,Lee,,Darebin,-37.75007166278467,145.0158312022718,Shared room,97,1,0,,,1,180
+17268740,"Room in Californian Bungalow in Regent, Melbourne",116432650,Stuart,,Darebin,-37.72557150595874,144.9903083901207,Private room,45,1,0,,,1,232
+11927622,Townhouse perfect for easy living!,26773933,Prue,,Darebin,-37.76264790822238,144.9901421287603,Entire home/apt,100,21,0,,,1,0
+5553882,Neat compact flat in great location,19560581,Ian,,Darebin,-37.775405312050665,145.01778745681455,Entire home/apt,68,1,47,2017-03-22,1.94,2,273
+9885169,Lovely home in a quiet suburb,2098790,Alice,,Darebin,-37.743502081653226,145.01760584384354,Entire home/apt,80,7,6,2016-05-17,0.40,1,0
+16242163,Cosy room near Latrobe and RMIT! Tram stop infront,60699213,Sunny,,Darebin,-37.72368184957653,145.0255836284331,Private room,39,1,2,2017-03-26,2,1,365
+14222302,Ivanhoe townhouse with serenity and comfort,3763689,Andy,,Darebin,-37.761731596468806,145.02770524589832,Entire home/apt,131,5,0,,,1,0
+15237598,Bedroom for 1 or 2 NO KITCHEN,58060729,Victor,,Darebin,-37.76828999210792,145.01238736933644,Private room,35,1,13,2017-03-18,2.18,2,338
+17269232,Cute Thornbury one bedroom apartment,24240025,Jess,,Darebin,-37.75725284833772,145.00775588327605,Entire home/apt,64,1,6,2017-03-25,6,1,5
+14581954,2 WEEKS ACCOMMODATION NORTHCOTE APARTMENT,90386210,Stephen,,Darebin,-37.778342609038965,144.99173564763612,Entire home/apt,35,13,0,,,1,0
+6717652,Stunning family home in Melbourne,28727962,Sian,,Darebin,-37.77750593931855,145.0217565090042,Entire home/apt,225,2,2,2015-12-24,0.13,1,0
+6095081,Large room in West Preston,31631356,Patrick,,Darebin,-37.75061191941551,144.9923401205438,Private room,35,1,0,,,1,0
+11699233,Beautiful flat 2 min to High Street,3384,Maya,,Darebin,-37.75881413624809,145.00321113747032,Entire home/apt,115,2,11,2017-02-12,1.04,1,13
+8094288,Architecturally Designed Warehouse,42741803,Daniel,,Darebin,-37.782777276875045,145.00913313561097,Private room,80,1,19,2017-03-25,1.00,2,362
+13381130,Private Room In A Quaint Little Home In Preston,68020750,Tahlia,,Darebin,-37.7314134335947,144.9920103932167,Private room,35,14,0,,,1,0
+3605555,Melbourne inner city home,4284236,Michael,,Darebin,-37.77901381988156,145.02356015078584,Private room,400,2,17,2016-03-15,0.58,1,364
+17302152,"Luxury home in Preston, Melbourne",116741176,Michael,,Darebin,-37.7461859283987,144.98809144859257,Entire home/apt,250,2,0,,,2,365
+14745962,Private bedroom in a gorgeous heritage house,91887371,Emily,,Darebin,-37.7785013948962,145.030429449102,Private room,100,4,0,,,1,90
+14057864,Bright and large room in Fairfield,48462471,Alberto,,Darebin,-37.76763999020818,145.02172913660488,Private room,20,7,0,,,1,0
+2983163,Old school comfort in Northcote ,6329593,Andrea,,Darebin,-37.78021784251959,145.00076028777676,Private room,100,1,1,2017-03-20,1,1,82
+984105,"2 Level Townhouse, Trendy Northcote",5140392,Michael & Belle,,Darebin,-37.76829413007261,144.9947820250095,Entire home/apt,140,2,193,2017-04-01,4.03,2,163
+5146229,Hotel Style Accomidation,26599264,Brad,,Darebin,-37.734711704250394,145.00335181601324,Private room,79,1,0,,,1,365
+17532282,Amazing House in Northcote!,11556765,Bob And Celine,,Darebin,-37.76727610590953,144.98547932361294,Entire home/apt,90,15,0,,,2,97
+4890500,Cute 1BD home with private garden,25161327,Monica,,Darebin,-37.78042393521379,145.01914362283497,Entire home/apt,100,14,2,2015-02-28,0.08,1,0
+787961,Lovely Light Filled Northcote Apartment,4079281,Joanna,,Darebin,-37.76973838008581,144.9971922011678,Entire home/apt,130,1,105,2017-03-25,1.99,1,234
+14156938,Boho Central Thornbury,85584476,Lisa-Natalia,,Darebin,-37.75451326122396,145.00651964361865,Entire home/apt,79,1,24,2017-03-26,3.14,1,330
+5063129,"spacious, light, great location",16630634,Amanda,,Darebin,-37.76603809178252,145.01560364901573,Private room,47,2,24,2017-02-05,0.91,1,349
+10127649,Perfect Summer Launching Pad,51974934,Rose,,Darebin,-37.75741496262781,144.99127017663614,Entire home/apt,81,1,2,2016-02-16,0.14,1,0
+10475320,Spacious 2 Bedroom Fairfield Home,51470693,Bradley,,Darebin,-37.773272290620675,145.0190927499586,Entire home/apt,176,5,0,,,2,0
+2490850,Bright 1 bedroom in Thornbury,1188483,Susanne,,Darebin,-37.75233747152848,144.98948738187616,Entire home/apt,100,2,56,2017-02-27,1.51,1,346
+12028424,Large light filled unit,11186484,Madeleine,,Darebin,-37.76333328300957,145.00896975106343,Entire home/apt,69,2,3,2017-01-27,0.33,1,14
+9865830,1 Bdrm Apt by Fairfield Boathouse,20882015,Melinda,,Darebin,-37.78358741047116,145.01202139880405,Entire home/apt,66,1,12,2017-01-09,0.85,1,0
+9865831,Nice cozy room in the best area,50569653,Maz And Paz,,Darebin,-37.77851854063017,145.0172185828996,Private room,50,1,5,2017-02-26,2.08,1,352
+9865876,Sunny private room in Preston,4612247,Katharina,,Darebin,-37.75232868702513,145.01543285798377,Private room,62,1,29,2017-03-30,1.90,1,87
+6133533,Feel at Home,31819736,Umar,,Darebin,-37.69950443683211,145.02083575839703,Private room,75,1,0,,,1,0
+9798089,"Light, spacious & welcoming home!",2100696,Greta,,Darebin,-37.775224909395945,144.99511377181605,Private room,75,1,0,,,2,117
+11996040,Home far away from Home.,64140248,Emeka,,Darebin,-37.73378669097981,145.02514234847504,Entire home/apt,69,3,7,2017-02-12,0.57,1,4
+68482,Charming house inner Melbourne,59786,Eleni,,Darebin,-37.758610284310116,144.98927741713635,Entire home/apt,140,5,5,2016-01-06,0.13,3,182
+8391641,Stylish & Quiet Apartment,11335611,Robbie,,Darebin,-37.75269759118722,144.98389386435394,Entire home/apt,128,3,12,2017-03-27,0.79,2,351
+15993856,Northcote Market Garden,685148,Jim,,Darebin,-37.768397647764,144.99212751307547,Entire home/apt,128,14,1,2017-01-30,0.47,1,51
+6098014,Cute apartment close to the action,1502774,Larissa,,Darebin,-37.754614418619006,145.0096139292706,Entire home/apt,80,3,48,2017-03-24,2.04,1,0
+8719532,Thornbury House,45765410,Katherine,,Darebin,-37.756057978264444,144.99847195335252,Entire home/apt,110,5,8,2017-02-04,0.56,1,7
+9736057,Stylish 4 bdrm in Prime Location!,39284596,Erynn,,Darebin,-37.7773161197526,145.0157578023908,Entire home/apt,350,2,31,2017-03-18,2.08,2,286
+9847345,You're welcome in Westgarth!,1973693,Lissanne (Liss),,Darebin,-37.77894910293466,145.00852646785407,Private room,60,2,18,2017-03-26,1.14,1,179
+659358,Modern Room With Bath In Luxury Apt,3203732,Rachel,,Darebin,-37.76746214736195,144.99606330086763,Private room,66,1,3,2013-10-27,0.06,3,365
+17547834,Sunny Private Room in Northcote Terrace House,4372714,Dylan,,Darebin,-37.77709589778886,144.9912174777004,Private room,69,1,2,2017-03-26,2,1,63
+4722593,"Spacious, light & comfy room",5311913,Caitlyn,,Darebin,-37.760703805414344,145.00605974825586,Private room,50,1,3,2016-12-30,0.12,1,0
+9080214,City views in wonderful Northcote,38231585,Hanna,,Darebin,-37.77674146790575,144.9946422567035,Entire home/apt,90,3,1,2016-01-05,0.07,1,0
+12193237,Beautiful bright room with 2 bikes!,25209840,Caitlin,,Darebin,-37.77801563910169,144.99108001309165,Private room,90,1,7,2016-12-16,0.58,2,364
+17337846,Beautiful French Provincial Home,29405286,Ran,,Darebin,-37.711824342143814,145.05044739620988,Private room,59,2,5,2017-03-29,4.41,1,338
+14142262,"Affordable, close to train station!",85282662,Holly,,Darebin,-37.70814229067501,145.0077643500364,Private room,50,1,6,2017-03-25,0.71,1,156
+13700805,"Great located, quiet and private flat !!!",4058251,Evi,,Darebin,-37.752323648473826,144.98243332403862,Entire home/apt,90,2,12,2017-03-20,1.55,1,61
+15470315,The beauty of the bush in the city,79809839,Tavis,,Darebin,-37.77581254482349,144.98956650068837,Private room,66,1,15,2017-03-21,2.73,2,103
+16191224,Sunny Garden Bedroom in Northcote!,8330270,Laura,,Darebin,-37.76659041548929,144.99851320449903,Private room,75,2,4,2017-02-27,1.64,2,84
+7937185,"Small, Sunny room in Northcote",41855254,Frosty,,Darebin,-37.775715477767385,145.00716388731607,Private room,50,1,25,2016-12-11,1.40,1,351
+4465636,Beautiful fully furnished room,17985195,Emily,,Darebin,-37.73617995974811,144.99089825121274,Private room,300,1,0,,,1,365
+11612355,Most comfy couch you will sleep on,47659938,Joe,,Darebin,-37.73329657488253,145.02549406648666,Shared room,24,1,17,2016-12-17,1.31,1,160
+7329937,Here's something a bit different!,6389411,Ann And Donna,,Darebin,-37.74610130910338,144.98979539702074,Private room,85,2,15,2017-03-01,0.76,1,340
+12655729,Kings of Keon,33963033,Orsi,,Darebin,-37.752362468736656,144.99114499401406,Private room,35,1,3,2016-08-08,0.29,1,135
+12719024,"Tidy, pet friendly on request",69151339,Shae,,Darebin,-37.724888690688736,144.99730715217018,Entire home/apt,100,10,1,2016-04-30,0.09,1,358
+13283920,Family oasis in Northcote on Merri Creek,46102208,Sarah,,Darebin,-37.78393224594556,144.99887291791106,Entire home/apt,180,1,21,2017-04-01,2.54,1,63
+3201561,Handy to just about everything,6171462,Wendy,,Darebin,-37.77461293918076,144.98980508388385,Private room,69,2,15,2017-03-21,0.56,2,363
+11737629,Private room in Melbourne,7964928,Tatchy,,Darebin,-37.7044543980931,145.01290989367146,Private room,50,1,0,,,1,0
+2900070,Stunning Views on High St Hill,14822519,"Andrew ,Karen, Dave",,Darebin,-37.773582604050205,145.00167424639292,Private room,79,2,27,2017-03-28,0.77,1,336
+16620741,"Bright, modern townhouse in hip Thornbury",22558034,Alistair & Andreia,,Darebin,-37.761062848690244,145.01065892501572,Entire home/apt,170,7,0,,,2,66
+6366502,Cosy and Quiet Apartment,23669863,Mike,,Darebin,-37.77020229651524,144.99303068787506,Entire home/apt,69,2,9,2015-12-28,0.40,1,0
+9905471,Two story apartment with city views,49825570,Jorgie,,Darebin,-37.782363395745456,145.0145651296818,Entire home/apt,180,1,1,2016-01-02,0.07,1,0
+12633301,Light Filled Seventies Retro Flat,22113566,Brendan,,Darebin,-37.777032086553604,145.01124073847836,Entire home/apt,94,2,46,2017-03-26,4.07,1,92
+6825314,City views in a great location!,35752107,Ren,,Darebin,-37.77651194228924,145.00362063209047,Entire home/apt,85,3,5,2016-07-03,0.24,1,0
+12688697,Completely yours..enjoy,38464271,Warren,,Darebin,-37.75147289830559,145.00084364298627,Entire home/apt,94,3,4,2016-07-21,0.44,1,0
+15738265,New Spacious Double Room with Ensuite (Furnished),3509761,Izabela,,Darebin,-37.749621895223186,145.0029943535983,Private room,55,1,4,2017-02-04,0.86,1,332
+5435631,"Cute room, close to train and shops",2058957,Sarah,,Darebin,-37.716445043005855,145.0051023338411,Private room,41,1,34,2017-03-12,1.42,2,157
+7775699,Bright apartment in quiet street,15834446,Kathryn,,Darebin,-37.737428677208946,144.98431479290844,Entire home/apt,100,3,3,2016-10-11,0.22,1,307
+17577434,Cosy and comfortable home with modern amenities,11553411,Tajette,,Darebin,-37.72091856328026,144.98597603609872,Entire home/apt,121,7,0,,,1,0
+7921034,Russell and John,41769221,Russell,,Darebin,-37.78181099748148,144.9995421134386,Private room,149,2,0,,,1,365
+10105160,In the heart of Thornbury,13836586,Ross,,Darebin,-37.76081590422388,145.00325760835256,Private room,80,1,0,,,1,91
+8720318,Comfortable room in stylish apart,11335611,Robbie,,Darebin,-37.752777674687344,144.98545509199198,Private room,56,2,11,2016-11-11,0.63,2,353
+7810344,ST .GEORGES MOTORINN,41118188,Michael,,Darebin,-37.75942836297396,144.99475689591574,Private room,380,1,0,,,1,365
+5480926,"Quiet, Spacious Room in Northcote",28386355,Pieter,,Darebin,-37.779576474330575,145.0127836476324,Private room,60,1,7,2015-04-05,0.28,1,0
+8656155,Room for rent in Thornbury flat,45489433,Emily,,Darebin,-37.757481650277526,145.01194346972827,Private room,28,7,0,,,1,0
+15577699,Good price in a convenient location,20823485,John,,Darebin,-37.71619247667771,145.0111094151457,Private room,18,1,5,2017-01-10,1.18,2,28
+9186660,2 bed modern townhouse w/ garage,2506585,Zoe,,Darebin,-37.762029345428466,144.99094015419942,Entire home/apt,190,1,2,2017-01-13,0.13,2,12
+9512701,Northcote Sharehouse Private Room,49290986,Ana,,Darebin,-37.78069707992489,144.99838682843085,Private room,30,7,0,,,1,0
+2565893,A homely room in Fairfield,5644485,Jeremy & Claire,,Darebin,-37.77547430158087,145.0168489076663,Private room,60,1,26,2017-04-01,0.84,1,88
+3942174,Bali H'ai Cabin,2240482,Bronwen,,Darebin,-37.7596122821259,145.00514452505345,Private room,43,2,15,2016-01-20,0.48,2,358
+16690260,NEW 1 bed apart 10km north Melbs with TRAM@door,110514182,Jaklina,,Darebin,-37.729584727146246,144.99217360307162,Entire home/apt,94,2,0,,,1,337
+1845099,Modern room & PRIVATE BATHROOM,9639080,Danzae,,Darebin,-37.76678352453882,145.00206577572877,Private room,69,1,24,2016-03-05,0.60,3,365
+11741053,"Funky, quiet apartment off High St",61862135,Ian,,Darebin,-37.77567879901108,144.99675718272792,Entire home/apt,73,2,2,2016-04-24,0.17,1,0
+4626149,Light and airy room-close to city,59786,Eleni,,Darebin,-37.75887074754101,144.98889819867935,Private room,50,2,17,2017-03-16,0.79,3,208
+10493856,"Cosy, comfortable and sunlit room",52874277,Lillian,,Darebin,-37.76560887672641,145.0076980955894,Private room,30,1,1,2016-03-01,0.08,1,0
+9777604,Flat in the heart of Northcote,18517924,Colette,,Darebin,-37.77800431220496,144.99857770146807,Entire home/apt,80,1,8,2016-09-04,0.53,1,0
+10231758,Modern Townhouse in Northcote,45697880,Frank,,Darebin,-37.76275602797069,144.9922433050618,Entire home/apt,110,2,1,2016-01-22,0.07,1,0
+3878539,Room available short term Preston,20047388,Suse,,Darebin,-37.73428559189205,145.00101649259932,Private room,80,1,0,,,1,0
+5222011,"Bright, modern flat, great location",19560581,Ian,,Darebin,-37.775208755051835,145.01983401962764,Entire home/apt,85,1,72,2017-03-31,2.75,2,299
+15708629,Location Location Location!,54146374,Kate,,Darebin,-37.77384993284057,144.99541098852757,Private room,46,1,2,2017-04-02,2,1,56
+17080366,"Light, bright and just right",35827424,Zoe,,Darebin,-37.751658118300284,145.0020794975288,Entire home/apt,121,2,5,2017-03-30,4.29,1,298
+17658148,Lakeside Retreat Breakfast Wi-Fi City Latrobe RMIT,41973097,Kristi,,Darebin,-37.713575582005525,145.00384088744724,Private room,45,1,0,,,3,92
+17049702,"Private & light-filled, minutes from trams",93380607,Caroline,,Darebin,-37.74471690336487,145.0121570899014,Private room,41,2,5,2017-03-22,2.59,1,75
+16920305,Cosy sweet apartment in the heart of Thornbury!,26554019,Dona,,Darebin,-37.75331498466435,145.00816503942949,Entire home/apt,89,2,6,2017-03-25,4.00,1,86
+5777543,Comfy room in a great location,29971149,Alexander,,Darebin,-37.76137854936829,145.00481390025345,Private room,35,1,1,2015-04-17,0.04,1,0
+2004964,Comfortable light-filled home,9670542,Janet,,Darebin,-37.774523109073186,144.9925171137228,Entire home/apt,176,3,9,2016-02-28,0.25,2,137
+13379749,Large Room in Lovely Location,76041349,Lisa,,Darebin,-37.75820618381499,145.0002194028307,Private room,41,1,0,,,1,0
+11378897,Rustic attic room in Arts Warehouse,9934913,Genevieve & Esala,,Darebin,-37.77340952767965,144.99835226588897,Private room,48,1,28,2017-01-20,2.12,1,51
+12295477,Red Roof Cottage - cosy warm light,49671714,Fiona,,Darebin,-37.765010754419635,145.0047905195881,Entire home/apt,149,5,0,,,1,0
+9908051,welcoming Northcote apartment,26566556,Caroline,,Darebin,-37.77165120366812,145.0004556610194,Entire home/apt,115,3,52,2017-01-13,3.43,1,141
+10360954,A Roomshare Melbourne Preston,35789465,Diego,,Darebin,-37.748397775162275,145.00468231150188,Shared room,28,5,19,2017-03-07,1.30,3,162
+13737305,Private room with loft. Perfect for backpackers.,48647883,Rhys,,Darebin,-37.7813815976515,144.99979352235928,Private room,30,1,0,,,1,0
+6529613,Comfy townhouse sleeps 6 close to MCG trainline,1113676,Mark,,Darebin,-37.755374512026236,144.98267504396674,Entire home/apt,201,5,3,2015-07-22,0.14,1,0
+16912726,Room in stylish new Reservoir Home,62579251,Pip,,Darebin,-37.71302256632011,145.01860995032536,Private room,48,1,7,2017-03-25,3.13,1,99
+16587251,A true family home with plenty of outdoor area's,93993716,Alan,,Darebin,-37.72836671429287,144.99546749957466,Private room,100,2,1,2017-03-26,1,1,181
+15835783,Amazing staying in Melbourne/Northcote!,12819030,Simone,,Darebin,-37.77056535501931,144.99332644549284,Private room,41,1,7,2017-03-19,1.53,1,188
+10166934,Cute townhouse on treelined street.,4027447,Zoe,,Darebin,-37.77913369754703,145.03116991816717,Private room,62,2,36,2017-04-01,2.36,1,30
+7901595,Garden Bungalow on Melbourne edge.,40461661,Roben,,Darebin,-37.77670643363865,144.99248271604054,Entire home/apt,69,7,5,2017-03-06,0.26,1,33
+7781073,"Quiet, elegant Northcote studio",8757163,Ross,,Darebin,-37.77615809210525,145.00027441636894,Entire home/apt,90,1,50,2017-01-27,3.08,1,309
+8327631,Stunning Light Home In Thornbury,3147100,Lucy,,Darebin,-37.75512871469975,145.00194460802442,Entire home/apt,130,10,1,2015-11-13,0.06,1,0
+9577188,Studio in the Heart of Northcote,36216736,Marg,,Darebin,-37.77623058593011,144.9959384256197,Entire home/apt,87,2,46,2017-04-01,3.28,1,80
+10523124,Our Front Room -Northcote,3546073,Sandra & Andrew,,Darebin,-37.78232889749365,144.9982655495555,Private room,66,2,9,2017-03-27,0.62,4,179
+15346428,Immaculate Boutique Alphington Townhouse,35242167,Sarkis,,Darebin,-37.779900815985265,145.02540446526123,Entire home/apt,170,2,17,2017-04-01,3.13,2,315
+3449646,Cosy 2 BR unit in great location,3796986,Mel,,Darebin,-37.7556677012898,144.99664158146214,Entire home/apt,100,3,17,2016-06-21,0.52,1,96
+14860770,"Scenic views, close to public transport",88426962,Lizhong,,Darebin,-37.7160373738282,145.06493110182538,Private room,100,2,0,,,1,365
+10301587,Northcote 3 Bed House 6km from CBD,6628188,Linda,,Darebin,-37.774267546046836,145.0083450972303,Entire home/apt,201,3,5,2017-01-01,0.38,1,212
+17111840,Rustic home in central Northcote,114727564,John,,Darebin,-37.77152091755509,144.9969387642914,Private room,60,2,3,2017-03-29,3,1,66
+13181803,Modern quiet apartment ur own room,2672522,Claudio,,Darebin,-37.7215783901996,145.0028230085557,Private room,39,1,3,2016-12-16,0.48,1,0
+12870742,Spacious light filled sanctuary,3552841,Lewis (And Sashi),,Darebin,-37.74245501057352,145.01018237536658,Entire home/apt,140,2,0,,,1,0
+16989973,Lakeside Retreat Breakfast Wi-Fi City Latrobe RMIT,41973097,Kristi,,Darebin,-37.713835784405106,145.00289284694418,Private room,45,1,15,2017-04-02,8.04,3,259
+13942559,"Luxury Room In An Amazing, Warm Townhouse",6526518,Jiveny,,Darebin,-37.77435158101075,145.00281158845377,Private room,50,2,3,2017-02-11,0.60,1,17
+10532144,Stay in our Spare Room High St Northcote,3546073,Sandra & Andrew,,Darebin,-37.78053865322931,144.99643321016268,Private room,67,3,13,2017-01-27,1.26,4,350
+14432173,Cozy and quiet northside apartment,2980649,Beth,,Darebin,-37.76803690899208,145.0217062418765,Entire home/apt,79,4,18,2017-03-26,2.89,2,160
+16693384,Townhouse reservoir-summerhill shopping center,110553363,Lixia,,Darebin,-37.71848886932748,145.02647420906567,Private room,39,1,6,2017-03-09,2.37,1,58
+9658081,Sunny room in beautiful Northcote home,8182723,Alicia,,Darebin,-37.77001252731912,145.00907262186053,Private room,31,4,3,2016-09-25,0.20,1,0
+13285715,Vintage-Vibe Van,19412968,Katrina,,Darebin,-37.741690072407266,145.00377339688342,Private room,41,1,18,2017-03-20,2.74,2,175
+3148184,Light filled apartment and garden.,15983524,Jim,,Darebin,-37.78131755003965,145.0075746646634,Entire home/apt,90,2,52,2017-04-01,1.54,1,336
+15776198,Light & bright room in quiet green oasis,3193167,Kate & Steve,,Darebin,-37.72657671850245,144.98459857097657,Private room,48,1,5,2017-03-19,1.22,1,74
+7551539,Queen Room | Perfectly Located,837796,Georgina,,Darebin,-37.767323282820236,144.99837916639157,Private room,35,2,5,2016-03-20,0.36,1,0
+10092123,THIS COMFY ROOM IN GREAT 3 BED HOME,4337512,Anthony,,Darebin,-37.765743065687836,145.0096972700768,Private room,97,7,0,,,1,0
+16071369,"Location! Lush, light, aircon home",104579656,Peter,,Darebin,-37.78200844607814,144.9972430826066,Entire home/apt,121,1,27,2017-03-21,6.86,1,66
+13417291,Stunning apartment in the heart of Northcote.,1801903,Kate,,Darebin,-37.76872399856165,144.9983460748462,Entire home/apt,101,2,16,2017-03-25,2.00,2,47
+7553039,Spacious Bedroom w/private bath next to Latrobe U,39587459,Yifan,,Darebin,-37.7112512777155,145.04916449843503,Private room,80,1,1,2017-03-24,1,1,64
+5749677,2BD LAKESIDE UNIT,22155576,Carmen,,Darebin,-37.71366157785064,144.98729843064933,Entire home/apt,109,1,65,2017-01-29,2.91,4,342
+15425618,Sunny flat with lovely courtyard,38994140,Sarah,,Darebin,-37.75748530648543,145.00177472952322,Entire home/apt,80,3,23,2017-03-28,4.21,1,88
+12976232,Northside Garden Oasis,9800790,Rebecca,,Darebin,-37.7759161613807,145.00887696851174,Entire home/apt,245,3,2,2016-08-07,0.25,1,0
+16759909,Private studio near public transport,71016183,Maree,,Darebin,-37.78274218614204,145.00692241214034,Entire home/apt,107,2,11,2017-03-28,4.71,1,4
+5749898,Beautiful home in fab Northcote,5283867,Loretta,,Darebin,-37.766361891093396,145.00893470957462,Entire home/apt,229,2,4,2017-03-17,0.16,1,339
+10861724,Spacious room in cosy share house,51452888,Sarah,,Darebin,-37.73502438864326,145.02246332935317,Private room,30,1,0,,,1,0
+11418795,Large room in veg-friendly home,59963071,Dakini,,Darebin,-37.76351672240757,144.99168633856678,Private room,60,1,1,2016-04-01,0.08,2,0
+12893366,2BR House in Trendy Northcote,403434,Gary,,Darebin,-37.76998328531409,144.99939743938575,Entire home/apt,121,1,48,2017-03-30,4.50,1,81
+16695394,2 B/R Apartment 8km from Melbourne Central,110573639,Frank,,Darebin,-37.75299898119144,145.00222238235378,Entire home/apt,89,7,0,,,1,21
+16560843,Perfect for a city break,26755274,Sophie,,Darebin,-37.76651548050292,144.9911142308193,Private room,52,1,4,2017-03-17,1.35,1,142
+8617176,Close to city and Airport (x2 double beds),45331541,Micheline,,Darebin,-37.73797936355464,144.98677945602654,Private room,66,1,12,2017-01-24,0.87,2,339
+4622909,Awesome church conversion cityviews,22930747,Kevin,,Darebin,-37.77500231222154,144.99762324308148,Entire home/apt,350,2,74,2017-03-18,2.64,1,270
+8830418,Trendy comfortable Townhouse,21161811,Shaun And Audrey,,Darebin,-37.74629295078272,145.00573074333454,Private room,68,1,11,2017-03-27,0.62,1,356
+4671421,Retro Retreat in Northcote,2363971,Janelle,,Darebin,-37.77094557778893,145.00674775002358,Entire home/apt,121,2,17,2017-03-08,0.69,1,342
+15745129,Family Retreat in the heart of Preston,20094670,Michael,,Darebin,-37.74042102621408,145.02094421925744,Entire home/apt,225,2,2,2017-03-25,0.82,1,117
+212485,Reservoir by the lake,768156,Anita,,Darebin,-37.7109430202601,144.98865920718296,Private room,50,2,1,2011-12-10,0.02,1,365
+10695608,B Roomshare Preston Melbourne.,35789465,Diego,,Darebin,-37.75004379255953,145.00318928614624,Shared room,28,3,8,2017-03-21,0.62,3,122
+13418031,"""Sheoaks"", private and peaceful",76465811,Graham,,Darebin,-37.778508098890846,145.02739433897645,Entire home/apt,90,2,12,2017-04-01,1.34,1,333
+13024259,Cosy room with double bed!,42946390,Gina & Antonio,,Darebin,-37.76160703621042,144.99686099512047,Private room,50,1,9,2017-01-05,1.45,1,75
+11550277,Edwardian charm in Northcote,1801903,Kate,,Darebin,-37.76346413761309,144.99507903282768,Entire home/apt,185,3,20,2017-03-18,1.78,2,297
+15060311,little house,95216861,Xin,,Darebin,-37.710160073588305,145.051394671366,Private room,80,1,0,,,1,180
+6135304,"Close to PT, shops, bars & cafes",9067340,Fatima,,Darebin,-37.7621220595802,145.00411921921835,Private room,149,1,0,,,1,365
+2244243,Modern light filled townhouse ,8722125,Bronwen,,Darebin,-37.76145749290944,145.01109446360894,Entire home/apt,180,1,51,2016-12-11,1.69,1,336
+6829122,Entire 2 bedroom 50s home,278755,Ali,,Darebin,-37.754416960373014,144.98177474890684,Entire home/apt,100,14,1,2015-07-09,0.05,1,35
+10040503,Spacious Edwardian Period Home,51525886,Mauro,,Darebin,-37.73639959947864,144.9902241629489,Private room,48,2,39,2017-03-27,2.54,2,282
+6349737,short term,33079758,Kate,,Darebin,-37.77253549821369,145.0015501545236,Private room,149,14,0,,,1,0
+16430349,New house + electronic garage door,107406825,Philip And Libby,,Darebin,-37.71206710127097,145.01349736538705,Entire home/apt,94,2,8,2017-04-01,3.12,1,252
+14169380,Greswell Villa Bundoora,83421224,Katie,,Darebin,-37.713563445447846,145.05599304033666,Entire home/apt,180,2,0,,,1,316
+17642873,"Clean, bright spacious 3br home",30004081,Matthew,,Darebin,-37.70640843989246,145.0050678718193,Entire home/apt,75,6,0,,,1,346
+17347986,"Lovely, light, spacious room in Northcote",1582425,Ambarisa,,Darebin,-37.775611170026686,144.9931026889226,Private room,33,10,0,,,1,33
+17347879,Spacious older style home with great outdoor space,117203308,Emma,,Darebin,-37.763255496440884,145.01198828492073,Private room,35,3,1,2017-03-08,1,1,28
+16430502,Brand New Townhouse in Thornbury,13054755,David,,Darebin,-37.75407150422972,145.01043815559146,Entire home/apt,139,2,4,2017-03-24,1.64,1,260
+14032456,"Relaxing Flexibility in Thornbury, Melbourne",84032978,Greg,,Darebin,-37.75579793225132,145.00137653201975,Entire home/apt,67,7,1,2016-10-08,0.17,1,0
+17740703,Northcote light-filled bedroom & private den/study,753098,Jennie,,Darebin,-37.77694159847367,145.00860158119482,Private room,60,1,0,,,1,67
+11089342,Northcote Vibes,188606,Alexandra,,Darebin,-37.77642307129081,144.9975270708857,Private room,58,1,12,2017-01-18,0.93,1,307
+16271615,Stylish Northcote Sanctuary,106414738,Janet,,Darebin,-37.76594619711147,144.99295975683134,Entire home/apt,163,1,17,2017-03-18,4.43,1,62
+9418264,Homely apartment minutes from city,28668725,Lucy,,Darebin,-37.77661788400445,144.99476885592395,Entire home/apt,100,7,0,,,1,0
+13416091,Beautiful Art Deco house in the heart of Northcote,1293459,Sophie,,Darebin,-37.77637732773897,144.9956297596742,Entire home/apt,67,5,1,2016-07-12,0.11,1,0
+12138185,Gorgeous 3BR home in ideal location,62482013,Rachel,,Darebin,-37.75673294890102,144.99778786657933,Entire home/apt,121,3,8,2016-08-14,0.83,1,0
+4113059,Light filled Apartment In Fantastic Location,11056226,Andy,,Darebin,-37.778667955795974,144.9974147783723,Private room,80,1,14,2017-03-18,0.47,1,363
+8831694,Architecturally Designed Warehouse,42741803,Daniel,,Darebin,-37.78364360802999,145.00609319863776,Entire home/apt,180,3,0,,,2,0
+822054,Gorgeous New Fun Light Filled Home!,4316715,Mary,,Darebin,-37.76347870170277,145.01087449848538,Private room,100,1,0,,,1,365
+475855,Northside in Preston + wifi,2358976,Kirsten,,Darebin,-37.732424169025414,144.98809388625216,Private room,50,2,60,2017-03-16,1.04,1,179
+5469649,Sweet 2BR home close to train/shops,2058957,Sarah,,Darebin,-37.71707253679104,145.00428525156798,Entire home/apt,85,2,15,2017-01-06,0.60,2,6
+16696304,TRENDY NORTHCOTE APT WITH VIEWS + PARKING-SLEEPS 4,12197796,Nicole,,Darebin,-37.768530214527615,145.0021176132779,Entire home/apt,599,3,5,2017-03-26,1.79,10,23
+5685507,Oliver's Paddock,10713586,Jasmin,,Darebin,-37.76989821840779,144.99525375206258,Entire home/apt,145,3,59,2017-03-20,2.43,1,100
+13255592,"Great location, clean and modern",22595760,Jessica,,Darebin,-37.748894261141395,145.00391410422682,Entire home/apt,110,2,1,2016-06-12,0.10,1,0
+8571651,Charming Mid 20th Century Home,45112882,Sharon,,Darebin,-37.70498962224684,145.05407804006805,Entire home/apt,125,4,16,2017-03-31,0.97,1,345
+15915787,Centrally located close transport,103258461,Yvonne,,Darebin,-37.74310030327164,145.00327912046475,Private room,50,1,7,2017-03-03,1.60,1,77
+9782238,Family home in trendy Northcote,50426790,Sarah,,Darebin,-37.77645022918446,145.01592259482993,Entire home/apt,250,7,0,,,1,90
+4703307,Stunning Art Deco home in Thornbury,24313122,Rob,,Darebin,-37.752635821903034,144.99196407260146,Private room,80,1,0,,,1,365
+1950793,Inner City Tranquility,6124629,Michelle,,Darebin,-37.76033895820228,144.9853783210779,Entire home/apt,135,2,38,2017-03-26,0.96,1,88
+10372167,New Cosy 2BR apartment Near Tram,53390041,Wei,,Darebin,-37.74883902061934,145.00337924678138,Entire home/apt,105,2,63,2017-03-20,4.28,2,253
+17384582,"Comfortable, convenient, private in Alphington",5901274,Kathy,,Darebin,-37.77660033465508,145.0277666535421,Entire home/apt,195,3,0,,,4,112
+9652145,Cosy country home minutes from CBD.,27436025,Jasmine,,Darebin,-37.78090153526059,145.00049754183848,Private room,48,1,27,2017-04-01,1.84,1,252
+16304116,Sunny Garden Home in Northcote!,8330270,Laura,,Darebin,-37.76513298415043,144.99825324588483,Entire home/apt,240,1,1,2017-02-04,0.51,2,74
+4146562,"Spacious & vintage styled,home",20288620,Rosie,,Darebin,-37.775019956630224,144.99810179587507,Private room,58,4,4,2015-09-03,0.13,1,89
+12239027,Spacious room in charming Northcote,2245530,Amy,,Darebin,-37.77766083486876,145.01036212843277,Private room,48,2,1,2017-03-11,1,1,78
+12503970,Beautiful sunny family home,36692181,Katie,,Darebin,-37.73812093811964,144.99976501273315,Entire home/apt,92,1,1,2016-07-08,0.11,1,0
+16139743,Home Away from Home - New townhouse near Thornbury,10579905,Cam And Phil,,Darebin,-37.75030061860474,145.0064899508901,Entire home/apt,94,2,4,2017-03-18,1.25,1,9
+6604319,"Kelly, 3BED home great for families",7509953,Linton,,Darebin,-37.76731166318682,145.0055518396765,Entire home/apt,180,2,22,2017-03-28,1.01,70,243
+16696891,Inner-City Warehouse Conversion,55857273,Lauren,,Darebin,-37.74323637495294,145.0002825867042,Entire home/apt,130,5,1,2017-03-30,1,1,8
+3753585,Great fun sharehouse in Northcote,17950487,New,,Darebin,-37.77749473883796,144.99545903631878,Private room,72,1,0,,,1,0
+11814544,C Room-share At Preston Melbourne,35789465,Diego,,Darebin,-37.75028856796973,145.00413731505714,Shared room,28,5,8,2017-03-28,0.64,3,171
+9586861,REGENT HOUSE,49622751,Ping,,Darebin,-37.72891078330635,145.0051583922641,Entire home/apt,138,3,2,2016-03-26,0.15,1,48
+8001546,"The Eyrie, retreat close to city",2570363,Genevieve,,Darebin,-37.77358508138662,145.03116322769748,Entire home/apt,130,2,20,2017-01-30,1.06,1,0
+8276038,Northcote Family Home Melbourne Close to MCG/City,43147791,JIll,,Darebin,-37.78275396140411,145.0021430283491,Entire home/apt,295,180,1,2016-09-25,0.16,1,365
+12797603,Bright and airy new apartment,69714149,Megan,,Darebin,-37.7766743070205,144.99099477329102,Entire home/apt,115,3,4,2016-11-20,0.38,1,169
+4868177,Location location!,25041308,Meagan,,Darebin,-37.779030602247516,144.9901858782641,Entire home/apt,94,1,13,2017-01-21,0.48,1,51
+17427003,Classy tranquil master room,49123931,Chiaki,,Darebin,-37.766656733044215,144.98778929122398,Private room,55,1,6,2017-03-30,4.62,1,135
+9946982,light filled room in thornbury,9024954,Lucie,,Darebin,-37.760239797607554,144.99966247909114,Private room,88,1,0,,,1,365
+6080354,Private studio,31561942,Jennifer,,Darebin,-37.751929360965924,144.99176877051207,Private room,66,2,58,2017-03-24,2.46,1,347
+5117711,Double room in arty house ,22509877,Sally,,Darebin,-37.78277048301452,144.99535048735362,Private room,50,2,5,2015-10-05,0.19,1,364
+8801457,New townhouse nr Westgarth Village,46120320,Mark,,Darebin,-37.77878795536001,144.99137474605266,Entire home/apt,159,1,1,2015-10-18,0.06,1,0
+3001550,Charming home on tree lined street.,2343583,Kirsten And Nadia,,Darebin,-37.764331916161744,144.99472901765498,Private room,69,1,83,2017-03-25,2.51,1,337
+17779912,Light and Bright Apartment with a Furry Friend,8224547,Kelli,,Darebin,-37.751435867503794,145.00086724831377,Entire home/apt,60,7,0,,,1,2
+16966260,Room in a cool and funky house,58642239,Tajmina,,Darebin,-37.77130567628253,145.00500493847358,Private room,35,5,2,2017-03-18,0.90,1,64
+16873421,Relaxing Purple House Good Access to the City,112464382,Paris,,Darebin,-37.70960149720562,145.04961194828547,Private room,41,3,0,,,1,28
+8277749,2BR apartment AVAIL. JULY,24609603,Rosie,,Darebin,-37.76998941557641,144.99931483252024,Entire home/apt,201,2,11,2016-12-27,0.60,1,141
+5644944,"Bohemian retreat, north side.",3050801,Crystal,,Darebin,-37.77443286208408,144.99843284652937,Private room,60,3,19,2017-01-17,1.16,1,115
+3395427,A Gem in the North,16880687,Cecilia And Kuldeep,,Darebin,-37.75104198530099,145.0025868539467,Private room,73,21,41,2016-03-26,1.28,1,337
+7688053,Northcote hideaway for city lovers,5127563,Madeleine,,Darebin,-37.77650613387144,145.00045644684798,Entire home/apt,75,2,2,2016-01-02,0.10,1,4
+16601073,Enjoy the comforts of home in Melbourne's North,38793944,Vimal,,Darebin,-37.751656957002695,145.0017651183658,Private room,54,2,11,2017-03-25,4.58,1,14
+15847430,Cosy 3BD in the heart of Preston,8451854,Christina,,Darebin,-37.75041376515362,145.01741992856665,Private room,73,5,7,2017-03-01,1.45,1,60
+16802496,Modern room in beautiful Northcote,70732737,Jade,,Darebin,-37.76230856192076,144.98958993339008,Private room,75,2,4,2017-03-25,1.74,1,153
+9889608,Northcote Home for Xmas,10936007,Bryn,,Darebin,-37.76648940236949,145.01347463405597,Entire home/apt,94,7,0,,,1,0
+7764040,Northcote Home,4406672,Kate,,Darebin,-37.77479174982516,145.00286558433936,Private room,35,4,3,2017-01-05,0.24,1,0
+17812884,Classic victorian terrace in beautiful Northcote,3753473,Teresa,,Darebin,-37.765083511496485,144.99265419211062,Entire home/apt,100,7,0,,,1,62
+12210417,Beautiful Townhouse in Northcote,1156012,Lauren,,Darebin,-37.77699046317935,145.01437859400832,Entire home/apt,100,4,0,,,1,0
+9686465,Peaceful and comfy,9098274,Charlotte,,Darebin,-37.76460062334795,145.00891189322527,Entire home/apt,90,1,1,2016-01-02,0.07,1,0
+9686469,Toddler friendly home in Preston,50033927,Elizabeth,,Darebin,-37.73278547450874,144.99658215958823,Entire home/apt,130,5,1,2016-01-02,0.07,1,0
+17780188,Bright and airy 3 bedroom 2 bathrm home & parking,5901274,Kathy,,Darebin,-37.776454496467935,145.0263846539595,Entire home/apt,240,4,0,,,4,97
+7164370,Modern Two Bedroom with Courtyard,417655,Dave,,Darebin,-37.7602108831024,144.9946958563548,Entire home/apt,100,3,18,2016-07-08,0.89,1,2
+15749631,2 bed apartment in a great location,101796267,Abbie,,Darebin,-37.74827057861824,145.0050726627143,Private room,50,1,1,2016-12-26,0.30,1,90
+4542987,Beautiful home - Great Location!,23556511,Chris And Ingrid,,Darebin,-37.76488971762469,144.99057111655696,Entire home/apt,140,3,12,2016-11-20,0.44,1,201
+12210709,"Studio, garden setting 8K from city",59698290,Louise,,Darebin,-37.748708486214085,145.01022661667045,Private room,66,2,0,,,1,0
+4575864,Light filled room in vegetarian home,8290934,Alyssa,,Darebin,-37.73493802232891,145.00853970223207,Private room,41,2,3,2017-04-02,2.00,2,90
+10146622,Chemical free and convenient place,16069736,Ryoko,,Darebin,-37.737202432738414,144.99964644273703,Private room,41,1,19,2017-03-16,1.32,1,341
+15404500,Perfect unit in awesome Northside,14772262,Andy,,Darebin,-37.78246736036679,145.00835722912265,Private room,37,1,5,2017-02-23,0.97,2,319
+16246857,Classy 3 bed/2bath in Superb Inner City Location,39284596,Erynn,,Darebin,-37.76922689260806,144.9983296013618,Entire home/apt,198,2,7,2017-03-28,3.62,2,258
+7463277,Double Room in cosy Northcote home,307336,Josiah,,Darebin,-37.76719966037216,144.99026761289718,Private room,50,2,1,2015-07-29,0.05,1,0
+2251468,"Quiet, spacious apartment Northcote",3202291,Adam,,Darebin,-37.77485579808316,144.9930060934481,Entire home/apt,125,2,63,2017-01-01,1.64,2,344
+16680295,Double room in charming 2 bedrooms house,29613906,Eva,,Darebin,-37.758441406696406,144.99283690704382,Private room,50,1,10,2017-03-25,3.95,2,70
+41836,CLOSE TO CITY & MELBOURNE AIRPORT,182833,Diana,,Darebin,-37.697294180802764,145.00081557170424,Private room,50,1,97,2017-03-26,1.25,1,360
+15388470,Best of both worlds!,79809839,Tavis,,Darebin,-37.774344487371216,144.99018546827708,Private room,59,1,8,2017-03-20,1.45,2,162
+9758121,Inner City Leafy Haven,184268,Tamaryn,,Darebin,-37.7814845761672,144.9936346220289,Entire home/apt,94,2,0,,,1,0
+16736781,3 level townhouse only 6km for CBD,22559679,Sarah,,Darebin,-37.76767386514444,145.0010543352905,Private room,69,2,5,2017-03-08,2.11,1,179
+13660398,Big Bright room above shop,25526615,Steph,,Darebin,-37.76647265230054,144.99240695490266,Private room,35,1,3,2016-07-21,0.32,2,0
+16116122,Self contained 1 bedroom bungalow,51291401,Carolyn,,Darebin,-37.73200882185947,145.0068221572456,Entire home/apt,90,2,3,2017-02-04,1.14,1,157
+11973871,"Private room, airy house with pool!",17534039,Gael,,Darebin,-37.784095743674946,144.99759315242036,Private room,60,1,3,2016-05-31,0.26,1,364
+16342158,"Studio apartment, Glorious balcony, Best spot ever",102962893,Jake,,Darebin,-37.77066348484114,144.99884693951515,Entire home/apt,69,3,0,,,1,0
+4778533,Sanctuary in inner urban Fairfield,2040558,Jen,,Darebin,-37.76879478031331,145.02105190465485,Private room,59,1,5,2017-01-24,0.48,1,0
+5164205,"Comfy, compact, cool + ensuite",5837854,Joel And Don,,Darebin,-37.749502272360125,145.00153744626692,Private room,59,4,27,2017-02-27,1.09,1,165
+17559871,"Brand new apartment, great location!!",11131085,Kate,,Darebin,-37.77654553436473,144.9974525527082,Entire home/apt,350,1,1,2017-03-18,1,1,66
+16245566,"Bright, Northcote apartment",7906534,Nick,,Darebin,-37.778327412807975,144.99818319886052,Entire home/apt,100,2,13,2017-03-01,3.48,1,110
+11592937,Room in two Bed House in Preston,61325342,Annika,,Darebin,-37.74477047592874,145.02267635589783,Private room,28,3,17,2017-03-07,1.31,1,42
+11499422,New Entire All-In-One Studio,45270445,Vanessa,,Darebin,-37.77926760988549,145.03084078401486,Private room,50,1,13,2016-09-12,0.98,1,0
+12346301,"transport, bars, cafes,restaurants!",62704700,Laura,,Darebin,-37.75759361195707,144.99521088097822,Entire home/apt,85,2,46,2017-03-06,4.12,1,71
+17573350,Leafy quiet room with private entrance,14255347,Jacqui,,Darebin,-37.74649832354603,144.98352559996297,Private room,68,1,3,2017-03-26,3,1,86
+3007449,"Huge room, arty eclectic home +cats",1258139,Julian And Eleanore,,Darebin,-37.76826727617934,144.9980234910482,Private room,68,1,47,2017-02-05,1.41,1,341
+9067003,"Close, walking to La trobe university",45800936,Gary,,Darebin,-37.712141339954435,145.05267533264612,Private room,41,3,6,2017-02-17,0.36,3,355
+13739275,Cosy room next to the park,15291215,Benny,,Darebin,-37.7699354649216,145.00606102851845,Private room,92,1,0,,,1,365
+8511028,BEST home for your stay,4811548,Wyn And Geoff,,Darebin,-37.72690598311288,144.991964657489,Entire home/apt,149,3,46,2017-03-27,2.78,1,346
+2419620,"Friendly, Comfortable & Convenient",7205589,Kristen & Ankit,,Darebin,-37.77552625902253,145.01262851376765,Private room,72,1,34,2017-02-18,0.96,1,287
+4451272,One bedroom house in Northcote,12627425,Caroline,,Darebin,-37.775180670238,145.0053896816632,Entire home/apt,100,2,3,2017-01-20,0.12,2,122
+2419661,2 bedroom Northcote home,12367048,Clare & Tim,,Darebin,-37.77529998213803,145.0110177669093,Entire home/apt,149,2,0,,,1,0
+10051218,Large Room in Great Complex,6692228,Kishka,,Darebin,-37.763942675322475,145.02236867033744,Private room,45,1,7,2017-02-27,0.48,2,146
+1072806,"Alphington convenience, parking, private bathroom",5901274,Kathy,,Darebin,-37.77772660981799,145.02796351277016,Private room,64,1,53,2017-03-26,1.11,4,90
+1238200,Whole house next to Merri Creek Northcote,1183983,Anton,,Darebin,-37.78528003891983,144.99833149950092,Entire home/apt,130,1,5,2017-02-18,1.97,1,112
+5825864,Preston Modern Penthouse Apartment,28733777,Jei,,Darebin,-37.75008512934749,145.002628035528,Entire home/apt,189,2,90,2017-03-20,3.70,1,259
+10642806,Rezzy Resort 3 -Reservoir Melbourne,53129262,Alice,,Darebin,-37.72223885053594,145.0215453015761,Entire home/apt,110,2,17,2017-02-02,1.21,2,346
+17258783,Kitsch animal lover's home from home,17656535,Catherine,,Darebin,-37.73644694208977,145.0129225037791,Private room,45,1,1,2017-03-16,1,1,67
+11264021,Northcote on the cusp of Fitzroy,235291,Douglas,,Darebin,-37.775771380613506,144.9896534371011,Entire home/apt,201,3,5,2017-01-22,0.38,1,7
+10954085,Nice & Cosy House near Transport,15442038,Paul,,Darebin,-37.77970817029783,145.03125503559392,Private room,58,3,33,2017-03-28,2.36,1,356
+3273397,Beautiful house - walk everywhere!,2450502,Ana & Justin,,Darebin,-37.746454745899875,145.00175599936546,Entire home/apt,245,3,8,2017-01-28,0.24,1,35
+16055822,Light filled room in Thornbury with huge backyard,104562296,Caitlin,,Darebin,-37.76373735052459,145.0185951059994,Private room,26,5,0,,,1,0
+8616748,Californian bungalow in Preston,45329127,Jules,,Darebin,-37.73810167388248,145.009653363301,Entire home/apt,149,1,0,,,1,0
+16260007,A happy place with great hosts,96127123,Andy,,Darebin,-37.69923042982181,145.00964565336426,Private room,48,1,2,2017-02-17,0.51,1,118
+10124296,Modern apartment & amazing balcony,6447741,Alastair,,Darebin,-37.764957049821405,144.99942085691566,Entire home/apt,69,7,0,,,1,0
+15301675,P1. $28 per night Share room,14967250,Jo,,Darebin,-37.730962930196306,144.99402872578378,Shared room,35,7,3,2017-02-01,0.56,15,269
+10910771,Modern two storey townhouse,56550960,Vincent,,Darebin,-37.730307346732076,144.99158255037145,Private room,48,1,12,2017-03-03,0.86,1,349
+17985201,Modern and light filled 1BR Apartment - Cityview,5562005,Mina,,Darebin,-37.76516903578369,144.99824820639668,Entire home/apt,89,1,0,,,1,13
+10386546,Victorian Home with Yoga Studio,13075376,Tara,,Darebin,-37.763584215832324,144.99779553317228,Entire home/apt,750,10,0,,,2,0
+8911992,Sunny room in funky apartment,9510556,Emma,,Darebin,-37.72839798823833,145.0199889471515,Private room,41,2,32,2017-03-12,1.87,1,341
+14187656,Centrally located apartment with dedicated parking,4907171,Angy And Sahil,,Darebin,-37.776360547368306,145.0176811098151,Entire home/apt,66,1,29,2017-03-20,3.83,2,154
+15515554,Urban sanctuary in the heart of Northcote,2418728,Neisha,,Darebin,-37.77582179864954,144.9984424895605,Private room,79,1,13,2017-03-05,2.60,2,32
+12156160,2BR ground floor flat w character!,59963071,Dakini,,Darebin,-37.76303353867835,144.99177754923247,Entire home/apt,121,7,0,,,2,0
+5979434,Modern Melbourne Living,634401,Natasha,,Darebin,-37.76724166867818,144.99989316569236,Entire home/apt,94,3,3,2015-06-24,0.13,1,0
+10550931,Northern Delight,12494339,Julie,,Darebin,-37.71820114654545,145.01596218516858,Private room,45,1,1,2016-03-19,0.08,1,184
+13663579,Cosy Private Room close to everything :),24550719,Anna,,Darebin,-37.73564365160122,145.0019993697872,Private room,28,7,0,,,1,0
+8908358,Quaint house in preston.,22867866,Tye,,Darebin,-37.73993150961861,145.00651177192475,Entire home/apt,100,1,0,,,1,0
+7875169,Great location close to city,6987177,Shannon,,Darebin,-37.75508595966414,145.00898976086174,Entire home/apt,300,7,1,2016-01-05,0.07,1,0
+8654783,Californian Bungalow 1933 Preston,20957523,Maurice,,Darebin,-37.7404952705423,145.0123202736667,Entire home/apt,145,2,12,2017-03-25,1.07,1,298
+12479630,Two-bed apartment at the back of a family home.,28930212,Nikki,,Darebin,-37.73631085057053,145.01169167569228,Entire home/apt,130,2,18,2017-03-27,2.39,1,47
+13627156,SUBLET Room in Dreamy Preston Bungalow,4209017,Chloe,,Darebin,-37.74899716598442,144.98735887262168,Private room,25,20,0,,,1,0
+13107013,Sunny self contained granny flat in my back garden,72850101,Angela,,Darebin,-37.71831416151135,145.02130948799618,Private room,42,2,38,2017-04-01,3.62,1,259
+257149,Sunny 2BR Melbourne flat 7kms CBD,504534,Lanie,,Darebin,-37.76294155205965,144.9963986086171,Entire home/apt,129,2,84,2017-03-23,1.31,1,324
+7959317,Furnished room with Wifi access,41697811,Johan-Gauri,,Darebin,-37.717023142527665,145.02001097144958,Private room,25,1,3,2016-11-11,0.17,1,168
+13366441,Studio shop Front Northcote,25526615,Steph,,Darebin,-37.7651805209956,144.99070968617832,Private room,69,1,0,,,2,0
+17626321,Parc Hotel Bundoora,119862672,Samantha,,Darebin,-37.710290834017215,145.05036816091737,Entire home/apt,149,1,2,2017-03-11,2,2,362
+16381201,Urban sanctuary in the heart of Northcote,2418728,Neisha,,Darebin,-37.77320800346805,144.99786430157565,Entire home/apt,90,1,7,2017-03-31,2.04,2,30
+16315720,Gorgeous comfort in Melbourne's cool Inner-North,6763885,Mark,,Darebin,-37.75662128995801,145.0052942249238,Entire home/apt,60,5,1,2017-01-05,0.33,1,0
+15246,Large private room-close to city,59786,Eleni,,Darebin,-37.758970717393446,144.98922790666975,Private room,50,2,26,2017-03-13,0.34,3,132
+15135799,Student Accommodation - Hotel Style Living,4966672,Le Student 8,,Darebin,-37.745798837233295,145.0081925111114,Private room,55,7,0,,,1,365
+17594118,Ultra Modern King Single room in Thornbury,17744091,Andrew,,Darebin,-37.755661643892985,144.99277815733436,Private room,41,2,2,2017-03-19,2,1,315
+8911143,"Beautiful, bright and clean home 30mins from City",3303514,Gabrielle,,Darebin,-37.768789684804204,144.99977457649717,Private room,47,1,9,2017-03-13,2.08,1,50
+1439519," Friendly, comfortable. ",7732175,Jenny,,Darebin,-37.74945993626583,144.9880251349948,Private room,69,1,0,,,1,365
+4487082,Spacious room in the inner north,966964,Rhiannon,,Darebin,-37.74987699177303,145.00473625254048,Private room,45,2,12,2017-03-30,0.79,1,61
+13300729,Cozy light filled 1 BD w/ courtyard,9569665,Ash,,Darebin,-37.76704877903192,144.99320002417005,Entire home/apt,100,4,5,2017-03-19,0.50,1,341
+15607791,Mid-Century Apartment,1472692,Charlotte,,Darebin,-37.74057552352812,144.9988093919557,Private room,35,2,9,2017-03-23,1.68,1,141
+11499519,"Transport, Location, Comfort (TLC)",48621879,Eleanor,,Darebin,-37.78282424928865,144.99785982569858,Entire home/apt,100,2,6,2017-01-15,0.46,1,49
+17006286,Lakeside Retreat Breakfast Wi-Fi City Latrobe RMIT,41973097,Kristi,,Darebin,-37.713944167944284,145.0034158052892,Private room,45,1,3,2017-02-28,1.88,3,182
+5895184,Beautiful Northcote Getaway,234808,Matt,,Darebin,-37.774337763808425,144.9981345173654,Entire home/apt,100,2,1,2015-12-01,0.06,1,0
+2001075,"Quiet Alphington house, parking, private bathroom",5901274,Kathy,,Darebin,-37.7776856550074,145.02806626041405,Private room,50,1,27,2017-03-31,0.67,4,91
+17496721,Bedroom for 1 or 2 double bed,58060729,Victor,,Darebin,-37.76778622080025,145.0108198616667,Private room,35,1,2,2017-03-18,2,2,163
+16580315,Close to city and airport,68295885,Tim,,Darebin,-37.71238453357035,144.9991339836455,Private room,50,1,7,2017-03-03,2.53,1,344
+5044557,Unique Stay in Northcote Warehouse ,6555218,Natalie,,Darebin,-37.78331720541451,145.00680880197802,Private room,69,5,7,2017-03-29,0.27,2,353
+6824981,Spacious room in beautifully renovated house,12100440,Caroline,,Darebin,-37.70349142779918,145.0241644679852,Private room,45,1,0,,,1,90
+13269457,Townhouse in great location,27257361,Drew And Renee,,Darebin,-37.73878402457634,144.99710297455522,Entire home/apt,130,3,23,2017-02-18,2.28,1,139
+17758708,Rustic Creative Room,58086619,Autumn,,Darebin,-37.742405696104285,145.00752697102794,Private room,55,3,0,,,1,178
+16218746,Beautiful terrace with courtyard in ideal location,654602,Luisa,,Darebin,-37.77931859429935,144.99516060794505,Entire home/apt,180,5,1,2016-12-22,0.29,1,82
+4520612,"Whole Apartment, 1 bed and study!!!",22260026,Gayatri,,Darebin,-37.751624985323716,145.00178297477478,Entire home/apt,97,3,1,2015-01-06,0.04,1,0
+7797187,Great spot in Melbourne Inner North,20922613,Stacey,,Darebin,-37.7832876558539,145.01782135329677,Private room,59,2,21,2017-03-26,1.34,2,353
+16022192,Lush Thornbury Oasis,104209321,Jules,,Darebin,-37.753492862438605,144.98981239635924,Entire home/apt,69,1,8,2017-01-30,2.42,1,9
+16816822,Spacious bedroom plus sunroom/studio close to tram,111683327,Helen,,Darebin,-37.74539370090544,144.9893811036956,Private room,41,1,2,2017-03-20,2,1,110
+2554560,"Location, Location close to cafes..",2678219,Christine,,Darebin,-37.77314999358426,144.99954387507205,Private room,85,2,13,2017-02-13,0.55,1,344
+4810951,Beautiful room in Northcote.,17905975,Mimi,,Darebin,-37.776456514825455,144.99987892267941,Private room,50,2,36,2017-03-26,1.29,1,339
+847063,Cosy 3 bedroom home!,2591026,Melissa,,Darebin,-37.77716047876785,145.02026410635705,Entire home/apt,275,4,9,2017-02-09,0.18,3,181
+1271637,Lovely room leafy Thornbury oasis!,1365041,Leanne,,Darebin,-37.751512186790855,144.9834498534199,Private room,28,5,2,2014-05-05,0.05,1,85
+12686411,Park and river-side apartment,68950238,Claire,,Darebin,-37.78378964086145,145.0104899389373,Private room,60,1,10,2017-03-18,2.26,1,63
+14347428,Oberon,20685070,Neriman,,Darebin,-37.732203011442806,145.02030668934586,Private room,70,3,0,,,1,339
+9795256,Cosy classic comfy caravan,19412968,Katrina,,Darebin,-37.74262735038885,145.00380362519624,Private room,45,1,39,2017-03-19,3.36,2,167
+5280899,Modern Apartment Near Tram Line,1382711,Phoebe,,Darebin,-37.74889877094036,145.0018792049871,Entire home/apt,121,1,113,2017-03-18,4.51,2,340
+13399170,Modern apartment close to everything,10392674,Thomas,,Darebin,-37.748067369762126,145.00239985379883,Entire home/apt,149,4,0,,,1,0
+9740467,Spacious Garden Views- 3 bdrm house,50255388,Ana And Sandra,,Darebin,-37.719367017779796,144.99983219173754,Entire home/apt,130,4,20,2016-06-27,1.29,1,0
+6453078,Charming 1BR flat in Thornbury,22232672,Guy,,Darebin,-37.7634906038795,144.99478222564647,Entire home/apt,90,2,31,2017-02-28,1.39,1,284
+16578386,Charming freestanding 3br terrace,72188956,Adam,,Darebin,-37.76389601941921,145.0035511897385,Entire home/apt,198,5,3,2017-03-22,1.15,1,335
+13549169,BIG ROOM IN BELL ST *PRESTON,46722771,Daniela,,Darebin,-37.748270425798424,145.01174565581823,Private room,22,13,0,,,1,0
+9696214,small room cls 2 La trobe uni,45800936,Gary,,Darebin,-37.717713102906636,145.0522138394003,Private room,41,2,5,2017-01-27,0.35,3,37
+15116530,Cozy amazing city view apartment,95787340,Alan,,Darebin,-37.73847725483604,144.99851739515626,Private room,75,3,0,,,2,362
+14543035,Cozy home with large queen room,632036,Yvonne,,Darebin,-37.76242215612593,145.02282950998736,Private room,38,2,11,2017-03-15,1.79,1,73
+8975575,Outstanding apartment close to CBD,45342835,Natalia,,Darebin,-37.78406690084684,145.01282295725687,Entire home/apt,110,2,1,2016-05-22,0.09,1,0
+14086672,A Lovely Place to Rest Your Head,84710374,Alessia & Sam,,Darebin,-37.69928031694596,145.00233702295662,Private room,41,2,1,2016-08-07,0.12,1,0
+10318301,Sunny modern apartment with balcony,3231155,Janet,,Darebin,-37.77551168484763,145.00570515694935,Private room,41,1,1,2016-10-07,0.17,1,6
+4944780,Elegance & Charm - one tram to city,1223775,Nicole,,Darebin,-37.77953737743766,144.99347051327538,Private room,60,2,30,2016-02-08,1.14,1,153
+4387674,Sunny room with garden view,7097024,Kelly,,Darebin,-37.75706720399669,144.9830895873908,Private room,45,4,36,2017-03-24,1.21,1,175
+17560418,Share our beautiful Thornbury home near High St,30133373,Nat & John,,Darebin,-37.75814496106682,144.99395340624082,Private room,55,1,6,2017-03-28,6,1,168
+11531019,"Spacious, bright Art Deco House",43560868,Jaq,,Darebin,-37.76057056611799,144.99082561934094,Private room,35,2,4,2016-04-17,0.32,2,0
+17785708,Large room in warehouse apartment Northcote,121474104,Nikki,,Darebin,-37.7697353952805,145.01666717410413,Private room,50,2,1,2017-03-30,1,1,87
+10992804,Rezzy Resort 1 -Reservoir Melbourne,53129262,Alice,,Darebin,-37.722353655649044,145.02070039247397,Entire home/apt,105,2,10,2017-02-05,0.90,2,358
+10883822,"Friendly, sunny Northcote home",380898,Kirsty,,Darebin,-37.772247627346694,144.99661111687752,Private room,69,1,13,2017-03-29,7.36,2,356
+17854541,Liam - The family home for real living,7509953,Linton,,Darebin,-37.7702653109962,145.00813340127212,Entire home/apt,201,2,0,,,70,365
+16885974,New Listing Available Now,73260443,Jo,,Darebin,-37.72944845384204,145.05877317795824,Private room,60,2,0,,,1,70
+6548319,Darebin Rd.,22866774,Lisa And Jim,,Darebin,-37.76449576956673,145.0027516059213,Private room,56,7,7,2017-01-21,0.50,1,352
+15757606,"Private Room, Pool, Gym&Sauna - Fairfield -1 guest",101576256,Jenny,,Darebin,-37.76115436613183,145.02252756879685,Private room,48,2,2,2016-12-23,0.45,1,157
+6940938,Little gem in the best spot in town,15981524,Louise,,Darebin,-37.76592602404073,144.99847652546893,Entire home/apt,100,2,0,,,1,0
+1873255,Modern room with Private Bathroom,9639080,Danzae,,Darebin,-37.76816707461436,145.00331341632608,Private room,48,1,12,2017-02-17,0.31,3,344
+4777440,Welcome to my Beautiful Townhouse,6679534,Kc,,Darebin,-37.73195786882414,144.98724288458217,Private room,48,2,9,2017-04-01,3.65,2,159
+6350249,"Modern, and cosy 2BD with parking",14393327,Thibault,,Darebin,-37.77610672745946,145.00364839753848,Entire home/apt,80,1,5,2016-11-27,0.32,1,0
+3336347,Cosy room in great location,2591026,Melissa,,Darebin,-37.78163337347805,145.02397350385039,Private room,60,2,5,2017-02-24,0.15,3,365
+14679049,Private bedroom in Preston,6731617,Stevie,,Darebin,-37.747793163811835,144.99280980208266,Private room,50,1,5,2017-01-30,0.73,1,0
+13847301,Cozy Double Bedroom- Perfect Inner-North Location,18106123,Carla,,Darebin,-37.776647866844996,144.99171359161735,Private room,42,1,1,2016-07-16,0.11,1,0
+16409517,Tranquil Garden Unit in Thornbury,61162014,Rachelle,,Darebin,-37.76323980386805,145.01043678992843,Entire home/apt,67,2,4,2017-03-26,1.30,1,14
+10619724,Private room with double bed.,6513118,Elvira,,Darebin,-37.71417060175875,145.0397069808909,Private room,41,1,13,2017-01-05,0.98,1,318
+2647621,Private Ground Floor Apartment,13553840,Hara,,Darebin,-37.777554992473945,145.00495409739605,Entire home/apt,109,2,8,2017-03-13,0.69,1,2
+14575151,"Stylish, Relaxed Pet Friendly Villa",61546872,Liz,,Darebin,-37.70621652566189,145.052211211393,Entire home/apt,176,4,0,,,2,365
+17049484,Private room in vegetarian home,8290934,Alyssa,,Darebin,-37.73600197344135,145.00829559816756,Private room,20,2,0,,,2,11
+12118350,Share my lovely home near High St,5054181,Danielle,,Darebin,-37.76162276746261,145.002932393549,Private room,43,5,9,2017-03-28,0.76,1,77
+6978292,Great spot in Inner North - 1 bedroom apartment,20922613,Stacey,,Darebin,-37.78179405652788,145.01653930497818,Entire home/apt,90,3,1,2016-08-06,0.12,2,0
+12215321,Beautiful scandinavia designed home,25209840,Caitlin,,Darebin,-37.777521195893236,144.99265646568682,Entire home/apt,100,4,3,2017-01-13,0.26,2,12
+7299378,Spacious room with queen size bed,34322524,Mary,,Darebin,-37.76871159137315,145.01772052900944,Private room,69,1,0,,,1,365
+15294158,"Spacious apartment, large balcony right on High St",62087995,Natalie,,Darebin,-37.76581805291914,144.9986776722817,Entire home/apt,149,2,7,2017-03-10,1.23,1,0
+14773051,"Spacious, private room in peaceful garden setting",8887629,Chanel,,Darebin,-37.73143255411982,144.98970414774504,Private room,90,2,0,,,1,179
+9827251,"Light, spacious & welcoming home!",2100696,Greta,,Darebin,-37.77478259700934,144.99531138104786,Entire home/apt,130,3,2,2017-01-01,0.15,2,360
+16016714,Spacious modern house in reservoir,22305653,Anna,,Darebin,-37.69620206613283,145.01778485746092,Private room,60,1,3,2017-03-27,3,1,168
+16338263,Private room in friendly spacious share house,101910006,Ada,,Darebin,-37.73571362872755,144.98491045988428,Private room,20,2,2,2017-01-19,0.70,1,0
+173426,Beautiful Northcote home with heart -close to city,804527,Tania,,Darebin,-37.76315408202412,144.98577538370978,Private room,52,2,12,2017-03-24,0.18,1,2
+8944214,Lovely double-fronted home & garden,38808093,Marcia,,Darebin,-37.78098763238648,144.99930961973442,Entire home/apt,143,1,1,2016-04-30,0.09,1,0
+17126623,THIS IS THE LIFE!,26934051,Teodora,,Darebin,-37.75101820472089,145.0022493492714,Private room,45,1,5,2017-03-21,3.85,1,90
+12736588,Friendly sharehouse in vibrant area,47493458,Julian,,Darebin,-37.75791615970579,145.00647837971923,Private room,2500,3,0,,,1,0
+12834881,Modern apartment with city views,2980649,Beth,,Darebin,-37.75400301845364,145.00533867580668,Entire home/apt,94,4,6,2016-07-23,0.62,2,0
+10886956,Room in Funky Thornbury,12340786,Paul,,Darebin,-37.759781257695174,144.9997868080363,Private room,42,7,3,2017-01-07,0.23,3,320
+17421281,Great little private studio with lots of light,7996271,Richard,,Darebin,-37.778288723214196,145.00651226521072,Entire home/apt,110,3,0,,,1,0
+10341863,Seventies apartment,43077817,Hugo,,Darebin,-37.775429154439884,144.99785796804372,Private room,41,2,17,2017-03-19,1.32,1,350
+15848282,P2. $28/ per night Share room,14967250,Jo,,Darebin,-37.73221610465403,144.99339703751556,Shared room,35,5,4,2017-01-13,0.91,15,246
+9656918,Heart of Northcote retreat,2876528,Gavin,,Darebin,-37.77060180916225,144.99745963468686,Private room,41,3,18,2017-03-27,1.12,1,351
+10476058,Quiet Thornbury Healthy Retreat,25747549,Lauren,,Darebin,-37.75998273008007,145.02070865413864,Private room,60,4,0,,,1,89
+17911548,Unique Stay in Northcote Warehouse,6555218,Natalie,,Darebin,-37.781527679236106,145.00730896728177,Private room,80,2,0,,,2,89
+5593537,"New, vibrant apartment to yourself",26704462,Jenny,,Darebin,-37.76862836860063,145.01278483999437,Entire home/apt,100,2,73,2017-03-20,2.98,1,250
+4380033,Mediterranean Garden Cottage,22742885,Cherie,,Darebin,-37.76100828486277,145.01433825894134,Entire home/apt,94,1,68,2017-03-26,2.40,1,325
+17225075,Northcote - Modern Apartment,116001241,Richard,,Darebin,-37.76776546644211,145.0030483941524,Entire home/apt,89,3,1,2017-03-25,1,1,94
+9915813,Melbourne Guest House,9522866,Vivian,,Darebin,-37.77581712248298,145.02184131841418,Private room,121,3,0,,,2,365
+3201330,Comfy pocket in the thick of it,6171462,Wendy,,Darebin,-37.77288080561784,144.98988916960298,Private room,75,2,29,2017-03-20,0.97,2,359
+4541222,Comfortable Room + Private Bathroom,17088003,Jannah,,Darebin,-37.77664873028008,144.99127903086767,Private room,100,2,2,2015-02-25,0.07,1,363
+15977246,Merry Creek Bungalow,50558318,Thomas,,Darebin,-37.76999586873034,144.9910518891787,Entire home/apt,85,1,10,2017-03-03,2.21,1,273
+16665329,"A huge classic 50's brick home, great for familes!",1966130,Sarah-Jane,,Darebin,-37.722326258892174,144.99323147756792,Entire home/apt,149,3,3,2017-02-18,1.23,1,150
+17779270,Budget price/Full facilities/Convenient transport,121410942,Yingqing,,Darebin,-37.6963107693279,145.01576866053904,Private room,41,1,4,2017-03-29,4,1,167
+10373670,Modern 2 BR apartment Near Tram,53390041,Wei,,Darebin,-37.74775803251916,145.00276714020995,Entire home/apt,110,2,48,2017-03-19,3.30,2,243
+13551833,Lovely house in Thornbury,40746653,Adam,,Darebin,-37.75400061814107,144.99881495356186,Entire home/apt,45,7,0,,,1,0
+2264124,Bali Ha'i Suburban Oasis,2240482,Bronwen,,Darebin,-37.75872641740397,145.00472406748244,Private room,66,1,21,2016-01-12,0.59,2,364
+641296,Modern Townhouse in Cool Northcote,3203732,Rachel,,Darebin,-37.767771668622295,144.99616109687054,Entire home/apt,339,1,45,2017-01-31,0.81,3,360
+6081060,Cosy cottage in funky Thornbury,102532,Natalie,,Darebin,-37.76047825302274,145.01918430456337,Entire home/apt,140,3,0,,,1,0
+6438998,Double Room in Tranquil Northcote,22964286,Ciaran,,Darebin,-37.780735059664565,145.00530209697018,Private room,39,1,2,2015-06-03,0.09,1,0
+8830881,Beautiful Californian bungalow...,36847969,Simon,,Darebin,-37.754187422340735,144.99277189688232,Entire home/apt,149,2,4,2017-01-23,0.27,1,0
+17547467,Spacious Inner City Charm,55840563,Ruth,,Darebin,-37.76210460200624,145.00770781494495,Private room,41,1,0,,,1,169
+17641903,Parc Hotel Bundoora,119862672,Samantha,,Darebin,-37.709194508324074,145.0501096605238,Entire home/apt,249,1,0,,,2,179
+8761731,Beautiful clean home in Melbourne,45945005,Bernadette,,Darebin,-37.75771106201391,145.01923522734828,Entire home/apt,121,7,5,2016-01-13,0.32,1,0
+16691541,Spacious Edwardian 1910 Period Home,51525886,Mauro,,Darebin,-37.73803396356194,144.99072331419757,Entire home/apt,90,2,1,2017-03-20,1,2,299
+11022518,Top Location in Bundoora,57197507,Lin,,Darebin,-37.7012769036041,145.05639290611308,Entire home/apt,128,2,5,2017-02-16,0.38,1,63
+16741156,Private Room in a Modern Townhouse,51676188,Luzmila,,Darebin,-37.78066652849236,145.02391343344823,Private room,50,1,8,2017-03-31,3.08,1,74
+16304122,Sunny Northcote Room,106680535,Thea,,Darebin,-37.77179765089716,145.01586524992044,Private room,41,1,2,2016-12-23,0.55,1,355
+11513808,Creative room&space in Preston,49738410,Jenni And Mark,,Darebin,-37.733793403904116,145.01320253681632,Private room,38,2,23,2017-02-26,1.76,2,161
+4016089,Comfort in convenient location,20823485,John,,Darebin,-37.71107585455427,145.00491578400164,Private room,50,1,2,2017-03-15,0.11,2,92
+8727838,single room walking 2 La trobe Uni,45800936,Gary,,Darebin,-37.712085908612245,145.0546823173476,Private room,45,2,6,2016-12-03,0.33,3,37
+16919680,Peaceful open plan townhouse in trendy Thornbury.,22705427,Michelle,,Darebin,-37.76373519066031,145.01043382151235,Private room,84,1,2,2017-03-04,1.62,1,87
+5905490,Spacious 2 Bedroom Modern Unit ,30673338,Thea,,Darebin,-37.78234624746714,145.01017610822942,Entire home/apt,149,1,1,2015-07-10,0.05,1,336
+16457379,THE GREY ROOM BY THE LAKE,22155576,Carmen,,Darebin,-37.71387536497288,144.98746542409577,Private room,45,1,1,2017-01-27,0.45,4,359
+7314332,"Great double room, Northcote",31572145,Laura,,Darebin,-37.771917076192004,145.00687660610348,Private room,50,14,1,2015-09-11,0.05,1,0
+1779098,Queen Bea - Melbourne,9341015,Renae And Odette,,Darebin,-37.765121338225725,144.9933226538608,Entire home/apt,190,4,37,2015-12-14,0.89,1,342
+15705461,Comfy unit in the heart of Fairfield,3499434,Bree,,Darebin,-37.78249950927216,145.01882848619522,Entire home/apt,100,2,2,2017-01-03,0.62,1,67
+2468742,Light & spacious Northcote studio,12627425,Caroline,,Darebin,-37.77682916218569,145.0067857637804,Entire home/apt,100,2,84,2017-02-12,2.39,2,142
+13380549,Creek Studio,12908042,Vicki,,Darebin,-37.784392868347574,144.99782428205793,Entire home/apt,115,1,43,2017-03-12,4.37,1,137
+16198601,Preston Urban Holiday House,6692656,James,,Darebin,-37.73439088629729,145.01313422507542,Private room,69,4,0,,,1,0
+16653363,Restore and relax in style,10138094,Jaci,,Darebin,-37.78365053914725,144.999318183623,Private room,75,1,4,2017-02-24,2.14,1,359
+10660038,Beautiful one-bedroom apt,13214243,Tania,,Darebin,-37.75973793098513,144.99834390404496,Entire home/apt,77,2,0,,,1,78
+16164924,"Beautiful, spacious, bright apartment",15456685,Kate,,Darebin,-37.77396912163457,144.99781553719833,Entire home/apt,149,1,3,2017-04-03,0.82,1,126
+17737793,Light-filled mezzanine with balcony in Thornbury,19605323,Ali,,Darebin,-37.76076249700926,144.99823465177386,Entire home/apt,140,7,0,,,1,66
+15116267,Cozy 1 bedroom with city view,95787340,Alan,,Darebin,-37.7369217433445,144.9991877244898,Private room,75,1,0,,,2,364
+13117022,"Home away from Home, Great for Families & Friends!",6243675,Meyvin,,Darebin,-37.709255617095316,145.01861990582688,Entire home/apt,90,2,2,2017-01-09,0.64,1,236
+8947181,Top Floor w/ Ensuite in Artsy Home,2506585,Zoe,,Darebin,-37.76278374696352,144.99042640257082,Private room,73,1,21,2017-03-28,1.21,2,7
+8332114,Private and very comfortable studio,23233948,Andrea,,Darebin,-37.769490539120206,144.9862558124305,Private room,85,1,72,2017-03-25,4.07,1,157
+16949950,Family home in trendy and safe Thornbury,11308903,Anthony,,Darebin,-37.76003203999983,145.00933191285105,Entire home/apt,173,6,0,,,1,38
+15779462,"Luxury Room In Amazing Openplan Townhouse,& Garden",9183639,Tobi,,Darebin,-37.77478007508851,145.00302107552594,Private room,50,1,3,2017-03-26,0.67,1,61
+13214037,"Private room in sunny, top floor apartment",7340235,Kylie,,Darebin,-37.778797894939416,145.0009577876622,Private room,55,1,18,2017-03-28,1.91,1,177
+17226547,Modern Penthouse Apartment over working Auto Shop[,1616284,Stephen,,Darebin,-37.768596988774654,145.02100025869873,Entire home/apt,93,3,8,2017-04-01,6.00,1,154
+17768683,Stylish double bedroom with ensuite,116741176,Michael,,Darebin,-37.745739101260185,144.9867300953809,Private room,100,1,1,2017-04-02,1,2,181
+16844042,Spacious family living in Kingsbury,53792776,Max,,Darebin,-37.714545047205505,145.04253216868602,Entire home/apt,130,1,0,,,1,184
+16457238,Beautiful house on St Georges Road,29613906,Eva,,Darebin,-37.758922264771506,144.99256783287424,Entire home/apt,110,2,4,2017-02-25,1.20,2,5
+12138308,"Beautiful, bright & spacious room",25867484,Alexia,,Darebin,-37.775910732562075,144.9905961906974,Private room,38,7,1,2016-07-25,0.12,1,0
+16134646,Sunlit and spacious bedroom with balcony,7056975,Bridget,,Darebin,-37.7821462745589,145.0202842906078,Private room,51,2,5,2017-03-18,1.24,1,82
+9640873,"Great Apartment, Great Complex",6692228,Kishka,,Darebin,-37.76480151517811,145.02262033187014,Private room,42,2,7,2017-03-02,0.43,2,80
+10554043,"Private Twin bedded Room, Preston.",49738410,Jenni And Mark,,Darebin,-37.735363473144695,145.01290005366963,Private room,38,2,33,2017-03-27,2.77,2,348
+16194357,Victorian beauty,62706514,Leila,,Darebin,-37.74035174299485,145.00696510310019,Entire home/apt,100,3,4,2017-02-18,1.07,1,64
+5447836,Lilypad - centre of the action!,17218091,Sooz,,Darebin,-37.758022436485334,145.0003820836691,Entire home/apt,100,1,9,2017-03-30,0.58,1,309
+17145913,Private bedroom near train stations and CBD,35128132,Tatiana,,Darebin,-37.77985618066017,145.01701224814101,Private room,80,1,3,2017-02-22,1.73,1,1
+2662255,Entire Apartment in Thornbury,9269969,Nay,,Darebin,-37.75469629358773,144.9807713221312,Entire home/apt,100,3,18,2016-08-16,0.55,1,34
+13442772,2 bedroom inner city surrounded by trees Northcote,17087339,Rebecca,,Darebin,-37.78348853536992,145.00105616874467,Entire home/apt,80,90,6,2016-10-15,0.64,1,0
+17641092,7km from Melbourne CBD - trendy Northcote,120000598,Karina,,Darebin,-37.77601798738234,144.9922116805275,Entire home/apt,201,2,2,2017-04-01,2,1,327
+12555966,Family friendly house in Northcote,13327093,Annette,,Darebin,-37.768400406723345,144.98694271229098,Entire home/apt,250,2,16,2017-03-30,2.00,1,352
+1219635,Spacious Garden Cottage in Preston,6653757,"Dan, Amy, Auley And Romy",,Darebin,-37.74002797615913,145.01766174901033,Entire home/apt,149,1,18,2017-01-16,0.39,1,106
+13047405,Stylish Northcote Home!,72203141,Sasha,,Darebin,-37.774918528495505,144.99862703651257,Private room,30,14,0,,,1,0
+12653908,The Travellers Den,5018187,Seán,,Darebin,-37.778562334063785,145.0321238627169,Private room,50,1,11,2017-03-25,1.28,1,66
+13178022,Melbourne the Authentic Way,73689541,Bec,,Darebin,-37.76852402769387,144.99395222884365,Private room,72,1,17,2017-04-01,1.69,1,2
+9282513,Thornbury Oasis,18169834,Gemma And Darren,,Darebin,-37.759363415439495,144.990646585642,Private room,45,2,13,2016-04-14,0.78,1,0
+18030467,Inner city one bedroom secure flat,631618,Toby,,Darebin,-37.76834464191937,144.99291720508737,Entire home/apt,80,1,0,,,1,362
+11327925,Large master bedroom with en suite.,2939832,Becky & Mik,,Darebin,-37.742568392107685,144.98146659648586,Private room,85,1,0,,,1,181
+3448175,Comfortable room in peaceful home,17378588,Helen,,Darebin,-37.761202204179064,144.99341548644398,Private room,69,2,10,2017-03-24,0.30,1,302
+15734716,"Sunny, friendly house in a great location",101666114,Amie,,Darebin,-37.761719584401426,144.9907627119412,Private room,45,1,5,2017-03-28,1.74,1,105
+11852103,A taste of home away from home...,63169769,Siobhan,,Darebin,-37.76847679005639,144.99287483642442,Private room,54,1,1,2016-12-09,0.26,1,153
+2561141,Studio apartment in garden setting,9670542,Janet,,Darebin,-37.774302328776386,144.99216740461964,Entire home/apt,75,7,33,2017-02-07,0.95,2,33
+13752471,Beautiful 3 story town house in great location,31549796,Anica,,Darebin,-37.78358766986247,144.99786399478856,Entire home/apt,90,2,13,2017-01-14,1.74,1,0
+5280543,"Beautiful, family-friendly, urban sanctuary",1754249,Jess And Ruth,,Darebin,-37.77716237221046,145.00134900595796,Entire home/apt,149,14,4,2015-08-02,0.17,1,109
+9869407,Stylish 2 bedroom in Thornbury,529168,Stephanie,,Darebin,-37.7613681372886,145.0016326066269,Entire home/apt,176,30,4,2016-12-31,0.28,1,309
+9082383,Family home. Funky Northcote.,4702532,Victoria & Remco,,Darebin,-37.76441380427741,145.00676387601953,Entire home/apt,149,5,4,2017-01-06,0.26,1,0
+10232803,In funky Thornbury village,12340786,Paul,,Darebin,-37.759335080285936,145.00037698022587,Private room,41,3,2,2017-02-02,0.14,3,0
+660882,Modern Apt In Vibrant Northcote,3203732,Rachel,,Darebin,-37.768037802279615,144.99610934747903,Entire home/apt,130,1,28,2016-03-22,0.51,3,365
+15008709,Close to city and Airport (Single bed),45331541,Micheline,,Darebin,-37.73774497574085,144.98579337373113,Private room,60,1,9,2017-03-26,1.86,2,350
+6427696,"Bed & private bathroom in bright, modern townhouse",22558034,Alistair & Andreia,,Darebin,-37.7624466123617,145.01048016366684,Private room,63,1,51,2017-03-25,2.37,2,278
+5186313,WELCOME TO THE LAKEHOUSE. WIFI/BREAKFAST INCLUDED.,22155576,Carmen,,Darebin,-37.713272482125895,144.98782128881385,Private room,45,1,37,2017-03-02,1.45,4,357
+12784633,Homely Heritage Victorian Cottage,18125153,Trem,,Darebin,-37.772754594139236,145.00460408814422,Entire home/apt,267,3,1,2016-07-16,0.11,1,0
+693216,High St Northcote Big Old Charming Family Home,3546073,Sandra & Andrew,,Darebin,-37.78184749788694,144.99810605014096,Private room,73,3,56,2017-03-12,1.03,4,361
+5214534,2 bedroom home in the inner north,23645940,Dayna,,Darebin,-37.759976387594804,145.00804354016626,Entire home/apt,100,7,1,2016-08-15,0.13,1,0
+2268691,Cosy cottage.. luv a Labrador?,11584037,Lorraine,,Darebin,-37.75157699840905,144.99326472941527,Private room,48,2,81,2017-03-27,2.14,1,353
+17558878,SPACIOUS 3BR TOWNHOUSE GREAT RATE,380898,Kirsty,,Darebin,-37.77173839651348,144.9966904274389,Entire home/apt,212,2,0,,,2,1
+4372230,Hideaway gem close to the action,22690991,Annie,,Darebin,-37.75492432042552,145.00167839877687,Entire home/apt,109,2,15,2017-02-17,2.56,1,0
+9240931,private comfortable space - 10ks away from cbd,48029420,The Shed,,Darebin,-37.77724246867856,145.0284130370038,Entire home/apt,125,1,30,2017-03-31,1.80,1,231
+9373745,In funky Thornbury village,12340786,Paul,,Darebin,-37.76134400462793,144.99970444968613,Private room,42,2,9,2017-03-15,0.60,3,306
+12158975,Funky self contained studio-flat. Inner East.,64838947,Angel,,Darebin,-37.72878773271084,145.01969150856306,Entire home/apt,52,3,25,2017-03-19,2.09,1,298
+15009760,Cosy Home in Great Inner City Suburb,1440269,Ali,,Darebin,-37.75974252991679,145.00574449474513,Entire home/apt,128,1,5,2017-03-25,1.06,1,12
+15619743,Beautiful historic home in Thornbury village,1262143,Elliot,,Darebin,-37.761576363067626,145.0015015309501,Entire home/apt,160,7,1,2017-02-09,0.56,1,137
+16619725,Nice room in relaxed apartment w/ friendly couple,91205232,Lindsay,,Darebin,-37.72984230721961,145.0059591204208,Private room,50,1,0,,,1,11
+15991099,Bungalow in sunny Northcote!,25919803,Tanya,,Darebin,-37.7671708999209,145.00693138772806,Entire home/apt,59,1,6,2017-03-27,1.38,1,47
+10393094,Gorgeous Double Room & Yoga Studio,13075376,Tara,,Darebin,-37.75942098550558,144.994619267767,Private room,149,1,0,,,2,0
+17893705,Sunny plant-filled unit w/balcony!,4206057,Courtney,,Darebin,-37.75098435612403,144.98862425823827,Entire home/apt,79,2,0,,,1,195
+9701133,"Lovely rooms in Edwardian home Preston, Melbourne",50095650,Mariani,,Darebin,-37.74090330433795,144.99002169348415,Private room,31,7,0,,,1,365
+13549868,"Beautiful house close to train, trams and shops",8188553,Emily,,Darebin,-37.77306109032818,144.995094468972,Entire home/apt,160,14,5,2016-11-11,0.54,1,0
+10998648,"Cosy, light filled house",116839,Girija,,Darebin,-37.7719568981682,144.9993895700417,Private room,111,3,0,,,1,91
+17466630,West Bend Cottage,96081664,Sarah,,Darebin,-37.78168311183369,144.99242056904671,Entire home/apt,110,2,2,2017-03-18,2,1,45
+2165149,Spacious Family Home 9km from CBD,11047470,Sara,,Darebin,-37.74486088511812,144.9944744824509,Entire home/apt,499,5,15,2016-02-21,0.40,1,358
+952100,Fantastic Apt - Fabulous Northcote!,4228692,Claire,,Darebin,-37.76732616274905,144.99976366894407,Entire home/apt,100,2,67,2017-02-18,1.39,1,175
+17137675,2 bedroom light-filled Northcote townhouse,4612615,Jonathon,,Darebin,-37.76258135762659,144.99113856826702,Entire home/apt,155,2,0,,,1,81
+887275,Melbourne Airport only 10mins,210716,Theresa,,Brimbank,-37.72058872048936,144.85830083791075,Private room,64,1,79,2017-03-27,1.55,1,358
+17214593,Close from station.Quite & peaceful,115889177,Jamil,,Brimbank,-37.746322944449865,144.81213252010602,Private room,59,1,1,2017-03-04,1,3,1
+7974186,Central location,42084242,Michael,,Brimbank,-37.79291833011769,144.82978969729572,Private room,41,1,0,,,1,0
+7903355,"1 bedroom, 2 beds. Parking available",41674916,Maggie,,Brimbank,-37.789598521993796,144.82625504760628,Private room,34,2,8,2017-02-12,0.43,1,362
+10370178,Relaxed living in the burbs,21273545,Sammy,,Brimbank,-37.77839611871103,144.80246001622297,Private room,66,1,1,2016-12-10,0.26,1,90
+15879593,Close to every thing,102942861,Eli,,Brimbank,-37.75266521616312,144.8230455480597,Private room,100,1,0,,,1,364
+15849703,"Single bedroom, private, near city & airport",102685987,Cherry,,Brimbank,-37.80466917666789,144.7946006706315,Private room,29,2,8,2017-03-08,2.64,2,32
+16443153,Sunny Garden Lifestyle,24741069,Vonne,,Brimbank,-37.795138129403306,144.82122034993117,Private room,38,1,2,2017-03-20,0.70,1,80
+6998707,"Close to airport, quiet location",36670562,Linda,,Brimbank,-37.733875800522874,144.82310552934965,Private room,69,1,4,2017-03-21,0.28,1,365
+8591440,3 Mins to Train! __ LUXURY HOME! __COUPLES OK!,45213924,Tipu,,Brimbank,-37.730311131313925,144.797081076751,Private room,20,2,6,2017-03-03,1.13,1,0
+12630637,Cozy home with nice food,65534307,Ying,,Brimbank,-37.77128480809565,144.83440654355582,Private room,30,1,21,2017-03-14,1.89,2,303
+10365546,5 stars accommodation,53348856,Ref,,Brimbank,-37.710186166246615,144.77344141740207,Private room,130,1,0,,,1,365
+17348879,Quite and peaceful....close to CBD,115889177,Jamil,,Brimbank,-37.747715985517246,144.81034502858256,Private room,59,1,4,2017-03-31,3.64,3,0
+11877057,Home away from Home-family friendly,63328351,Derek,,Brimbank,-37.79419927449159,144.81497136195762,Private room,98,1,2,2017-03-20,0.64,1,365
+16005906,Private. Easy Airport &City Access,43061842,Michelle,,Brimbank,-37.712386359424535,144.8023556661308,Private room,75,1,11,2017-03-24,2.75,1,40
+12957077,$60/night in Taylors Lakes,58012308,Bernadett,,Brimbank,-37.708744221649035,144.7853264499723,Entire home/apt,50,5,0,,,1,0
+16990816,Single room single bed family house,113790158,Thanh,,Brimbank,-37.74598509029944,144.82409489083275,Private room,50,1,2,2017-03-25,1.40,1,176
+4145613,Private Room for rent fully furnished with wifi.,21483644,Sandy,,Brimbank,-37.78277940995855,144.8184493965492,Private room,60,1,1,2017-03-26,1,1,362
+11518408,"STUDIO,NO SHARING AT ALL, 15min Airport, 25min CBD",60717838,Jessy,,Brimbank,-37.71476160647648,144.82405272851256,Entire home/apt,66,1,46,2017-04-01,3.64,1,273
+10338786,Family Home,53206436,Michael,,Brimbank,-37.7197391236582,144.8033359257042,Entire home/apt,60,1,3,2016-02-09,0.21,1,0
+12272871,Melbourne suburban home,66110996,Cherish,,Brimbank,-37.71792133727595,144.7984076346526,Private room,90,1,0,,,1,365
+7017645,Cheap home close train station,36785676,Penny,,Brimbank,-37.78949474690142,144.82343762345087,Private room,35,1,0,,,1,0
+16147057,Rooms to share in a furnished House,49986556,ThiLee,,Brimbank,-37.725267042951394,144.77939734157655,Private room,26,1,2,2017-03-15,2,2,84
+9654541,Villa MAXWELD 78 - Melbourne 3 Bdrm,15651267,Serviced Houses Australia Hosted By,,Brimbank,-37.780079607307464,144.79847530168922,Entire home/apt,178,2,9,2017-02-10,0.59,46,337
+9687743,Self-contained unit 25km from CBD,50038799,Natalia,,Brimbank,-37.75013818785791,144.815260346895,Entire home/apt,88,2,34,2017-03-13,2.10,1,46
+16405287,A clean room for short stay,44617840,Raymond,,Brimbank,-37.790907569959195,144.84196236645113,Private room,25,2,5,2017-02-23,1.69,3,360
+11112250,Lovely house looking for travellers,57727404,Angelina,,Brimbank,-37.76632095221948,144.84966986969505,Private room,41,5,0,,,2,91
+978562,Best West of Melbourne WiFi & Spa 3,1533260,Ryan,,Brimbank,-37.78342685886793,144.7567001027121,Private room,45,1,50,2017-03-08,1.14,9,268
+7065799,VILLA ROWAN - MELBOURNE,15651267,Serviced Houses Australia Hosted By,,Brimbank,-37.72960842398436,144.82388557990245,Entire home/apt,195,2,5,2017-02-10,0.28,46,347
+16246310,Villa MAXWELD 78A - Melbourne 3 Bdrm,15651267,Serviced Houses Australia Hosted By,,Brimbank,-37.780123341766135,144.79887261002227,Entire home/apt,180,2,1,2017-02-03,0.49,46,334
+6930068,Queen size bed & private bathroom,36329659,Paul,,Brimbank,-37.703638610870605,144.75233797882598,Private room,43,2,30,2017-02-23,1.45,1,347
+12524423,"WALKING,STATION 12MIN,30MIN TO CITY",67845964,Stan,,Brimbank,-37.74114764722304,144.80846427199236,Private room,30,1,0,,,1,0
+11878143,Two storey well-appointed Californian Bungalow,63334576,Paul,,Brimbank,-37.79000946271884,144.8365087031747,Private room,69,2,6,2017-03-25,0.75,1,362
+17214739,Close to transport.Quite & peaceful,115889177,Jamil,,Brimbank,-37.74762808913104,144.81088044164918,Private room,59,2,2,2017-02-28,1.50,3,0
+5894079,"Cosy, Cute Clean and Safe Cottage ",11933472,Xavier,,Brimbank,-37.788045940041165,144.81271170428553,Private room,56,1,0,,,1,0
+5338463,Spirit of Place,27664712,Heather,,Brimbank,-37.7178097961283,144.7695190059375,Private room,149,1,0,,,1,365
+17830816,Fully Equipped Camper Van,7973342,Maruś,,Brimbank,-37.78012735219285,144.80336032936765,Entire home/apt,100,3,0,,,1,362
+17655511,yi jing,120144114,Smith,,Brimbank,-37.73070575551105,144.81402780984916,Entire home/apt,187,1,0,,,1,181
+4568089,Nice Place close to Mel Int Airport,23680004,Fady,,Brimbank,-37.71020516840534,144.77789541860102,Private room,48,3,0,,,1,0
+15657161,Gorgeous & eclectic 3 bedroom home,66731065,Jason,,Brimbank,-37.70834431749139,144.8746480764601,Entire home/apt,149,1,7,2017-03-08,1.65,2,345
+8583407,An affordable room for travellers,44617840,Raymond,,Brimbank,-37.79029416867074,144.84207607409232,Private room,30,2,13,2017-03-14,1.46,3,357
+12841921,Private Bedroom n Bathroom,23950308,Jasmine,,Brimbank,-37.75820390532764,144.81122619927433,Private room,45,1,9,2017-03-02,0.84,1,288
+10842900,Great Ocean Room,51482340,Nan,,Brimbank,-37.79024540295866,144.83896136345876,Private room,30,1,1,2016-08-04,0.12,2,0
+8616749,Comfortable Bungalow set in garden.,41228535,Ian,,Brimbank,-37.78886021637573,144.81498822742245,Entire home/apt,66,1,75,2017-04-01,4.65,1,307
+315513,"Best, west of Melbourne-Wifi & spa2",1533260,Ryan,,Brimbank,-37.783095527234735,144.75773804997468,Private room,41,1,47,2016-12-10,0.75,9,344
+9315839,"Comfortable, quiet, easy access to airport/cbd",43803546,Gundy,,Brimbank,-37.73839194997829,144.82385720985152,Private room,60,1,1,2017-03-26,1,1,64
+17016092,New 3 bedroom townhouse close to all amenities,107718936,Phuong,,Brimbank,-37.702292519123795,144.76980905857454,Private room,94,2,1,2017-03-25,1,1,159
+5298926,Comfy Caravan,27447530,Joe,,Brimbank,-37.78665464829041,144.84374414631142,Private room,28,3,36,2016-12-23,1.40,1,246
+14539198,The Best west of Melbourne WiFi & Spa-Whole house,1533260,Ryan,,Brimbank,-37.78298932343306,144.75712941933523,Entire home/apt,300,3,1,2017-01-02,0.33,9,0
+10027184,Relaxed Spacious Eco-Friendly Home,51482340,Nan,,Brimbank,-37.791545228826614,144.84145803642423,Private room,25,3,24,2017-02-27,1.66,2,67
+15387546,St Albans Bed&Breakfast,68383212,Ibrahim,,Brimbank,-37.73353990529875,144.81520255224424,Private room,1000,1,0,,,1,365
+12432296,Rooms to share in a furnished House,49986556,ThiLee,,Brimbank,-37.723942289500776,144.77760578603164,Private room,26,1,3,2017-03-18,0.59,2,355
+15834688,Suburban Sanctuary,14493651,Michelle,,Brimbank,-37.74891511458091,144.8068182634755,Entire home/apt,110,2,4,2017-03-26,1.11,1,61
+16591855,Cozy home with delicious food,65534307,Ying,,Brimbank,-37.771740065710226,144.83520667608627,Private room,35,1,7,2017-03-13,2.53,2,325
+13419938,Melbourne Airport Accomodation (Double bedroom),16475607,Joe,,Brimbank,-37.7418016415987,144.85126903601102,Private room,62,1,39,2017-03-27,4.66,2,90
+16195076,Melbourne airport one bedroom unit,66731065,Jason,,Brimbank,-37.7079244331592,144.8749832502017,Entire home/apt,100,1,0,,,2,365
+13735598,Cosy Room with own bath room.,24023612,Leonard,,Brimbank,-37.77836201343878,144.8226413007914,Private room,38,1,13,2017-03-16,1.91,1,167
+17987551,Top floor fully serviced apartment in Sunshine CBD,123573043,Maurice,,Brimbank,-37.78038717204247,144.8331520065736,Entire home/apt,197,1,0,,,1,181
+8296434,10mins Melb airport. 20mins to cbd,43743521,Naomi,,Brimbank,-37.72026284265375,144.8527089220169,Entire home/apt,60,1,88,2017-03-31,4.73,1,70
+10231730,Family home with garden,46400467,Nora,,Brimbank,-37.785962286760565,144.84451397379652,Private room,35,2,11,2017-01-26,0.77,1,352
+7167842,"VILLA MONARMA- MELBOURNE, Sleeps 9",15651267,Serviced Houses Australia Hosted By,,Brimbank,-37.730612087285735,144.82616250898886,Entire home/apt,201,2,0,,,46,349
+13932998,A nice room in western suburb,44617840,Raymond,,Brimbank,-37.79056510259372,144.84203507283388,Private room,30,1,14,2017-03-17,1.79,3,359
+16975742,OLD WORLD CHARM CLOSE TO AIRPORT,113578570,Norma,,Brimbank,-37.724376162862484,144.8285953203503,Private room,60,1,3,2017-03-04,2.20,1,180
+15100900,Classic Charmer 10km from CBD,72068327,Milos,,Brimbank,-37.789065430117866,144.8449227983937,Entire home/apt,145,2,22,2017-04-02,4.23,1,111
+297350,"Best, west of Melbourne-Wifi & Spa1",1533260,Ryan,,Brimbank,-37.7848377699722,144.7562491608146,Private room,66,1,176,2017-03-20,2.79,9,339
+16550315,"Private bedroom, queen bed, close to city&airport",102685987,Cherry,,Brimbank,-37.790701163791816,144.7917308381442,Private room,48,2,4,2017-02-06,1.50,2,5
+5537818,Room with Queen bed,4414926,Jasna,,Frankston,-38.18354937564983,145.1419083830733,Private room,66,2,15,2017-03-18,1.05,2,362
+5014557,By the Sea,25864850,Jane,,Frankston,-38.09249806722562,145.12609202046252,Private room,41,1,4,2016-05-30,0.15,1,0
+11993329,Single bedroom,57558995,Eva,,Frankston,-38.14303569255963,145.15314780486494,Private room,42,1,19,2017-02-09,1.61,2,364
+12413798,"Private Peacful, large space, swimming pool,dvds",29888278,Judy,,Frankston,-38.190446977558516,145.13770194452576,Entire home/apt,80,2,5,2017-03-24,2.54,1,12
+4325565,Relax Near Beach/Private Suite/Free Wi-Fi,3890006,Carolyn,,Frankston,-38.12405844017786,145.12751722633408,Private room,84,1,78,2017-03-19,2.71,1,332
+13402895,Q,76292968,Maurice,,Frankston,-38.08061063553348,145.2167510808498,Private room,110,1,0,,,3,365
+12453042,BRAESIDE on Skye in Frankston.,41807014,Glenise,,Frankston,-38.13204958900052,145.13616821117137,Private room,60,1,16,2017-02-21,1.85,1,356
+12436060,Family Home close to everything,1717874,Ken,,Frankston,-38.14122658984955,145.13977526106865,Entire home/apt,130,2,0,,,1,200
+2723499,Mornington Peninsula Gateway,13937517,Debbie,,Frankston,-38.1612466605973,145.11317407927262,Entire home/apt,149,2,37,2017-03-14,1.09,1,0
+17766391,Bright and clean home,116930512,Dan,,Frankston,-38.15403620864436,145.13108036898308,Private room,41,1,0,,,1,186
+17499916,Wake up across the road from the beach!,15735185,Jolene,,Frankston,-38.12747457347213,145.12398093741024,Entire home/apt,126,2,0,,,1,351
+17532745,By the Beach - Frankston,27026177,Debra,,Frankston,-38.14710760026034,145.11719909018308,Entire home/apt,190,2,0,,,2,261
+5673806,Frankston T/House-Champagne Stays,27026177,Debra,,Frankston,-38.1542698439739,145.1272613042909,Entire home/apt,250,3,11,2017-03-04,0.51,2,316
+15205315,Uptown Frankston - Comfy Private Single Room,193031,Vicki,,Frankston,-38.14778868353366,145.1416738310894,Private room,45,3,11,2017-03-19,1.88,4,343
+15377688,Seaview Haven,21146240,Melodie,,Frankston,-38.174033251489945,145.11747540893506,Entire home/apt,565,2,0,,,1,114
+16428192,Set on the bank of a tranquil lake.,107704088,Julia,,Frankston,-38.13986685639294,145.21689486079828,Private room,100,1,1,2017-03-17,1,1,363
+9870669,Convenient to Frankston Hospital and Monash Uni.,3356770,Sharon,,Frankston,-38.15818602700298,145.13097441073495,Private room,60,2,10,2017-02-03,0.68,1,178
+10119393,mornington peninsula apartment,51930675,Neil,,Frankston,-38.16294028721184,145.1053204954775,Entire home/apt,184,1,0,,,1,365
+17503849,Mi Casa Su Casa,109019411,George And Nadiya,,Frankston,-38.10405893494258,145.13031636282855,Entire home/apt,149,1,0,,,1,325
+14889433,Convenient and Quiet,93408825,Simon,,Frankston,-38.15481908754458,145.17563951130944,Entire home/apt,130,1,25,2017-03-12,3.73,1,145
+8820630,"Self contained, large & near beach",12919508,Shane & Nuan,,Frankston,-38.110679753406544,145.1289703941427,Entire home/apt,100,1,41,2017-03-24,2.72,3,343
+16690133,Sweetwater Retreat,110509327,Mike,,Frankston,-38.16603404148389,145.12808862668993,Entire home/apt,229,2,2,2017-03-18,2,2,57
+16099702,Retro-resort Style Beach House,1223979,Paige,,Frankston,-38.147150534062014,145.15025312592695,Private room,135,1,0,,,1,180
+5675315,Family Entertainer Morn. Peninsula,29427269,Alix,,Frankston,-38.19054093160293,145.12635205241895,Entire home/apt,700,2,25,2017-01-28,1.03,1,332
+2251522,Paradise Between Beach & River - FREE WIFI,11019304,Alex,,Frankston,-38.09889434539781,145.1282222527015,Entire home/apt,191,3,13,2017-02-16,0.42,2,325
+3420169,Feel at home,17241114,Mark,,Frankston,-38.103717017369625,145.19312519554674,Private room,121,1,0,,,1,365
+11972666,Students & Happy Travellers Welcome,63951716,Lesley,,Frankston,-38.18376390755425,145.13829224198085,Private room,48,2,2,2016-11-04,0.31,1,237
+4868105,Very Private&Near Beach+FREE WiFi,12919508,Shane & Nuan,,Frankston,-38.11291356695285,145.128592271821,Private room,79,1,93,2017-03-12,3.40,3,357
+16945681,Sandhurst Golf ..Your hidden Gem .,55854065,David,,Frankston,-38.081498472976584,145.2020002377219,Private room,66,2,1,2017-02-25,0.79,1,365
+11950557,Private oasis 5 minutes to beach,51466391,Trish,,Frankston,-38.13577832934305,145.14686369614935,Entire home/apt,176,2,18,2017-03-12,1.67,2,327
+16336872,Welcome to Roseblade Estate,56787006,Barb,,Frankston,-38.17720581951321,145.11597683615503,Entire home/apt,155,1,12,2017-04-01,3.75,1,73
+10436413,Birdswood Retreat Bed & Breakfast - Platinum Room,53759241,Jeff,,Frankston,-38.18366175960911,145.1645532499812,Private room,149,1,0,,,2,361
+9650067,Soulful living in Seaford Melbourne,49890374,Tanya And Tim,,Frankston,-38.10928341841573,145.15741440544596,Entire home/apt,118,5,1,2016-01-06,0.07,1,1
+8478513,Double Bedroom in Cottage,17067121,Aaron,,Frankston,-38.14091401418451,145.13355304476,Private room,35,1,32,2016-11-16,1.89,1,346
+17480572,De Stoof,109523107,Irene,,Frankston,-38.08886428792145,145.1743267252947,Entire home/apt,106,7,0,,,1,61
+13646757,Modern family home,79220550,Sharon,,Frankston,-38.15518113696208,145.15389264734807,Entire home/apt,100,7,0,,,1,0
+14889669,Whole private top level with balcony at the beach,79401405,Angelina,,Frankston,-38.14877822261991,145.11902265920813,Private room,115,1,1,2017-03-31,1,1,340
+5684857,Frankston South Treetops,14772028,Maryanne,,Frankston,-38.171473629844314,145.1110692426675,Private room,80,1,51,2017-03-29,2.06,1,317
+5817136,Cute Little Unit opposite the beach,5975480,Kirsten,,Frankston,-38.12818838315063,145.124924303997,Entire home/apt,90,2,2,2016-03-20,0.16,1,0
+2869157,Cosy peaceful farm-style meets city,13651352,Helen & Peter,,Frankston,-38.14880944814867,145.21307359630302,Private room,85,1,8,2016-06-14,0.22,2,365
+12591181,Relaxing Family Friendly House,68299992,Neale,,Frankston,-38.16070230995267,145.12260218597433,Entire home/apt,300,1,0,,,1,0
+6079415,Great study den,31265014,David,,Frankston,-38.15492806409764,145.1421941031965,Private room,50,1,1,2016-10-29,0.19,2,364
+6079416,Great Bayside Location,31265014,David,,Frankston,-38.16443062501909,145.1391484138964,Entire home/apt,98,2,8,2017-03-25,0.36,2,347
+10526905,Gateway to peninsula - private flat,54280466,Fiona,,Frankston,-38.16790943158792,145.12921252345336,Entire home/apt,100,1,70,2017-03-19,4.85,1,314
+4048002,Coastal City Modern Stylish Stay,19655570,Vanessa,,Frankston,-38.14737531326703,145.125239011384,Private room,75,2,2,2014-10-31,0.07,2,365
+6276314,Beachfront Townhouse,32621570,Sue,,Frankston,-38.13367589439465,145.12206321228882,Entire home/apt,215,3,22,2017-03-21,1.01,1,314
+16467461,Beachfront apartment with beautiful bay views.,108053035,Michelle,,Frankston,-38.08751908485485,145.12553915566224,Entire home/apt,250,1,0,,,1,365
+9817307,Parkview Suites - 4 Bedroom Retreat,35999258,Penina,,Frankston,-38.15386704979799,145.1411285321928,Entire home/apt,281,7,1,2016-04-04,0.08,1,0
+8474988,Cosy and Quiet 2 B/Room Granny Flat,44631682,Lesley,,Frankston,-38.11048307409515,145.17661223972888,Entire home/apt,107,2,5,2016-02-07,0.29,1,337
+10707631,"Great backyard, great kitchen house",55328527,Silvio,,Frankston,-38.14551600556764,145.16151481906536,Entire home/apt,176,1,0,,,1,0
+9064476,ROOM TO STAY LOCAL TO PENINSULA,2376285,Lou,,Frankston,-38.16441109324312,145.19745543551366,Private room,104,1,0,,,1,365
+5591692,Seaford SeaScape,28991257,Christine,,Frankston,-38.11441620592415,145.12735623939693,Entire home/apt,100,3,26,2017-03-22,1.13,1,249
+10146625,real bed at nice & big deck under covered- bayside,48123266,Marilyn,,Frankston,-38.14007471796447,145.13428951772948,Shared room,18,1,12,2017-03-08,0.78,2,358
+15227549,Isle of Serenity on Long Island Main House,47934920,Yiqian,,Frankston,-38.13402698863946,145.12198490744564,Entire home/apt,250,1,4,2017-04-01,0.97,4,346
+16148604,Seaford Beachside-Twin Bedded/Sitting Room,11854734,Neville,,Frankston,-38.10806341389445,145.13384406608995,Private room,55,1,12,2017-03-22,4.29,1,102
+10572909,Room with Queen Bed - 2,4414926,Jasna,,Frankston,-38.183748807726346,145.14241814656626,Private room,56,2,6,2016-03-13,0.42,2,356
+4925162,Sandy Toes - Cottage by the Sea FREE WIFI,11019304,Alex,,Frankston,-38.09648681616959,145.1259389229748,Entire home/apt,190,2,18,2017-03-29,0.67,2,344
+5661304,The Sands Seaford,29347427,Greg,,Frankston,-38.104357608208474,145.12700101473845,Entire home/apt,149,7,1,2017-01-08,0.35,1,1
+15942337,A Tranquil place to stay,103482184,Gwen,,Frankston,-38.08033442214538,145.20424850020046,Private room,66,1,7,2017-03-25,2.16,1,177
+10776864,Embrace the warmth!,35811993,Heather,,Frankston,-38.161604625176764,145.13065724905118,Private room,60,1,4,2017-03-09,0.88,3,364
+15198873,Lakewood family home,96517024,Vickie,,Frankston,-38.16877736178325,145.16225488921654,Private room,60,14,0,,,1,91
+11498211,Room in Frankston South,60549705,Bahar,,Frankston,-38.184514786564755,145.1464130038662,Private room,69,1,0,,,2,343
+9890463,Seaford - relaxing by the sea,38306289,Pam,,Frankston,-38.113303658436,145.1302321169897,Private room,75,1,35,2017-03-24,5.44,1,358
+11589355,BEACH & EN SUITE. FRANKSTON.,59505723,Deborah,,Frankston,-38.13830574378073,145.12032093223178,Private room,85,2,8,2017-03-13,0.64,1,275
+10313308,langwarrinBedandBreaskfast.com.au.,33172321,George,,Frankston,-38.12343391436911,145.19468387513797,Entire home/apt,121,1,3,2016-06-14,0.24,1,329
+2909545,"Private, Quiet Queen room ",14864677,Elizabeth,,Frankston,-38.10115626863242,145.14051434450562,Private room,96,1,1,2014-12-09,0.04,1,365
+13417679,Golf and lifestyle estate heaven!,76292968,Maurice,,Frankston,-38.08057089054026,145.21651451403372,Private room,100,1,0,,,3,365
+15790675,Davey's Bay Retreat,41668222,Mornington Peninsula Holiday Accomm,,Frankston,-38.16275673257849,145.10145092593413,Entire home/apt,800,2,1,2017-02-02,0.48,3,336
+5995277,Walk to Beach.Private RoomFree Wifi,12919508,Shane & Nuan,,Frankston,-38.11132274031018,145.13101355093318,Private room,73,2,27,2017-03-04,1.14,3,357
+13401262,Modern private ensuite room,37506904,Tracey,,Frankston,-38.16710551418712,145.13737553395924,Private room,69,2,5,2017-02-09,1.46,1,210
+15789612,Colin Hyett By Design,41668222,Mornington Peninsula Holiday Accomm,,Frankston,-38.182266770561725,145.17781816248925,Entire home/apt,499,2,0,,,3,362
+4978407,1 Bedroom: a home away from home...,25072327,Quest,,Frankston,-38.136511883829435,145.12419156150193,Entire home/apt,210,1,2,2016-03-22,0.12,2,365
+5373507,The Pool House,5247469,Sally (And Gary),,Frankston,-38.19211294726284,145.2087893132801,Entire home/apt,320,2,11,2016-06-14,0.61,3,364
+10155837,Alicudi Retreat,50624633,Anne,,Frankston,-38.18536314181308,145.13171125800324,Entire home/apt,121,2,19,2017-03-26,1.24,1,2
+9824603,Queen size bed with built in robe,50601756,Joel,,Frankston,-38.15720732466537,145.1629021427795,Private room,88,1,0,,,1,0
+2586776,Pool House by the Bay,12341813,Sally,,Frankston,-38.17340421043122,145.11521674530087,Entire home/apt,125,1,51,2016-09-29,1.42,1,120
+12216654,Beachside Living,41668222,Mornington Peninsula Holiday Accomm,,Frankston,-38.13355533915254,145.12136358016966,Entire home/apt,201,4,0,,,3,316
+3534015,Beauty Lake retreat,17793037,Sandra,,Frankston,-38.147961233090655,145.1221017209669,Entire home/apt,168,2,43,2017-03-17,1.31,1,160
+11229155,Private Light Room with Double Bed,57558995,Eva,,Frankston,-38.1439590389049,145.1517275666172,Private room,55,1,22,2017-03-12,1.73,2,241
+15416357,Dream House on Long Island,47934920,Yiqian,,Frankston,-38.13403088620022,145.121813202994,Entire home/apt,399,1,6,2017-03-11,1.07,4,342
+9139846,"Studio/unit, beautiful gardens",47600522,Carole,,Frankston,-38.16459901643986,145.1337691077645,Entire home/apt,79,1,96,2017-03-18,5.77,1,327
+9632600,Sandhurst Club Bed & Breakfast,4582064,Louise,,Frankston,-38.07952339250028,145.21676432188622,Private room,75,2,4,2017-02-27,0.25,2,211
+16478643,"New, clean, close to Frankston City",41499253,Megan,,Frankston,-38.15424248043359,145.1215466189785,Private room,62,1,1,2017-03-18,1,1,364
+13873970,frankston CBD @bargain price in the clean house,48123266,Marilyn,,Frankston,-38.141578925053956,145.13534722035993,Private room,22,1,4,2017-03-14,1.29,2,317
+10023184,"Close to Mornington peninsula,",51466391,Trish,,Frankston,-38.13688569146058,145.14736836026478,Entire home/apt,176,1,12,2017-03-09,1.02,2,343
+14575919,Kookaburra Cottage,5247469,Sally (And Gary),,Frankston,-38.19162354985997,145.20790279839966,Entire home/apt,380,2,0,,,3,365
+16443261,Self contained unit near beach with amenities.,107582307,Martine,,Frankston,-38.15881214328711,145.11043722797055,Entire home/apt,71,1,21,2017-03-28,6.18,1,149
+9037582,Tulloch Brae#2,35811993,Heather,,Frankston,-38.16044538590016,145.13121296686387,Private room,66,1,20,2017-04-02,1.32,3,362
+4777736,Newly Renovated 1 bedroom apartment,6206455,Julie,,Frankston,-38.144205673122485,145.13855513979917,Entire home/apt,90,3,1,2016-10-25,0.19,1,365
+7427098,Large Room 5min walk to beach,32481779,Leah & Ally,,Frankston,-38.136732871606526,145.12577379343713,Private room,60,1,29,2017-03-26,1.43,1,82
+353243,Resort Style Stop over ,1789382,Betty,,Frankston,-38.14896282746351,145.20915247950768,Private room,100,1,0,,,1,365
+70004,King Single in Beautiful House,193031,Vicki,,Frankston,-38.149307817866,145.1418967831164,Private room,59,3,20,2016-10-27,0.53,4,365
+15846830,"Great Location, New Beach Bungalow",21409495,Mary,,Frankston,-38.14498057426107,145.13693155922607,Entire home/apt,90,1,28,2017-03-25,5.87,1,329
+2089641,"Sandhurst Club Modern Home - Golf, Beach, Rest",4582064,Louise,,Frankston,-38.07857025815945,145.21812247827611,Entire home/apt,149,2,8,2017-01-05,0.23,2,117
+6006011,"Modern, fully-equipped house",29181687,Toby,,Frankston,-38.13891641151437,145.1455912855177,Entire home/apt,160,7,0,,,1,0
+4873688,Studio: a home away from home...,25072327,Quest,,Frankston,-38.137954044585406,145.12388615236742,Entire home/apt,180,1,5,2016-11-26,0.30,2,365
+2327079,Light-filled room for 2 or 3,11888929,Jody & Chris,,Frankston,-38.11119295642035,145.13083162628098,Private room,41,2,22,2017-02-16,0.63,1,337
+13629653,private peninsula home,28417052,Hanna,,Frankston,-38.168373717180195,145.13042582037764,Entire home/apt,250,3,0,,,1,0
+4711401,Beach House on beautiful Longisland,23361245,Nic,,Frankston,-38.137592001964215,145.12080631206732,Entire home/apt,450,3,9,2017-03-15,0.33,1,351
+997517,Kanturk Country Retreat hideaway,5247469,Sally (And Gary),,Frankston,-38.189773953607265,145.20910430432644,Entire home/apt,978,2,17,2016-05-08,0.41,3,363
+15226453,Isle of Serenity on Long island Guesthouse,47934920,Yiqian,,Frankston,-38.13389358785816,145.12202940846427,Entire home/apt,149,1,7,2017-02-28,1.62,4,345
+13423547,Sandhurst club lifestyle for all,76292968,Maurice,,Frankston,-38.077991006627485,145.20531635475538,Private room,100,1,0,,,3,362
+3821278,Coastal City Modern Aspect,19655570,Vanessa,,Frankston,-38.150173844584835,145.1238825645332,Private room,75,2,26,2017-02-04,0.81,2,358
+17287912,Boutique light-filled retreat,4334979,Natasha,,Frankston,-38.16958999640095,145.13492909638515,Entire home/apt,152,4,0,,,1,26
+4618018,Mornington Peninsula Paradise,369770,Julia,,Frankston,-38.168611644599444,145.11223285900243,Private room,75,2,56,2017-03-26,2.03,1,343
+13454209,Birdswood Retreat Bed & Breakfast - The Gold Room,53759241,Jeff,,Frankston,-38.184562494728695,145.1648050349816,Private room,140,1,0,,,2,356
+15115697,Cozy Beachside Self Contained Unit,71924649,Tahnee And Andrew,,Frankston,-38.15729408767108,145.11064157322315,Entire home/apt,83,1,28,2017-03-26,4.54,1,149
+9619551,Private resort living,49767054,Rachael-Anne,,Frankston,-38.18863482484301,145.12622368458196,Entire home/apt,498,7,0,,,1,0
+8357965,Beach only 1 minute walk - New Modern Villa for 5!,24638543,Kathryn,,Frankston,-38.13175579272695,145.12450136716814,Entire home/apt,176,1,31,2017-04-01,1.68,1,39
+44082,Queen Room in Beautiful House,193031,Vicki,,Frankston,-38.14932045433776,145.14156886702006,Private room,69,3,18,2017-02-26,0.24,4,352
+16396968,Uptown Frankston - Retreat style private bedroom,193031,Vicki,,Frankston,-38.14917771675586,145.14174125597816,Private room,47,4,0,,,4,164
+3885015,Absolute Beachfront,4945476,Kyle,,Frankston,-38.1334828563928,145.12286276699555,Entire home/apt,210,6,2,2015-05-10,0.07,1,365
+16604378,"""Bay Dreamer"" on Olivers Hill",109557999,Jazz,,Frankston,-38.154331723099496,145.10914502334472,Private room,100,1,7,2017-03-21,2.63,1,364
+4205222,GREENWOOD HOLIDAY RENTAL,21818004,Lorraine,,Frankston,-38.1058065134457,145.12621033190058,Entire home/apt,94,7,0,,,1,90
+17143049,Superbly spacious luxury living,115254453,Vicki,,Frankston,-38.16616590112723,145.13751669910096,Entire home/apt,94,2,2,2017-04-01,2,2,158
+17146701,"Whole house, kids will be entertained",62085291,Javier,,Frankston,-38.09587169358119,145.19379829987867,Entire home/apt,96,2,0,,,1,0
+10001744,Tulloch Brae #1,35811993,Heather,,Frankston,-38.16141776968449,145.1304863537596,Private room,69,1,7,2017-03-04,0.61,3,346
+16161922,Quiet house near Mornington Peninsula,31487919,Tim,,Frankston,-38.13582907892386,145.2087269374169,Private room,45,1,11,2017-03-15,2.84,2,340
+15400451,"Private, Peaceful Retreat.",98526919,Pamela/Richard,,Frankston,-38.175005854931776,145.11472192166474,Entire home/apt,94,2,0,,,1,172
+10439682,Frankston room,53781361,Bianca,,Frankston,-38.16599656134069,145.1597096457353,Private room,30,1,0,,,1,0
+15932010,tb pad. An experience.,9981934,TB Take Me There,,Frankston,-38.16519534389018,145.1279476845766,Entire home/apt,315,1,4,2017-01-29,1.28,1,350
+17700816,901/435 Nepean Highway Frankston,104950838,Adrian,,Frankston,-38.14167366008478,145.12066558480404,Entire home/apt,275,1,0,,,1,38
+5642428,Brand New House - Great Privacy!,29242685,Andrea,,Frankston,-38.16160806955386,145.12575612438786,Entire home/apt,126,2,6,2017-01-05,0.25,1,2
+17110032,2 bed apartment - beach and shops at your door.,58509967,Lynne,,Frankston,-38.13781138367506,145.12257132904364,Entire home/apt,121,2,1,2017-04-02,1,1,359
+2666941,Cosy peaceful farm-style meets city,13651352,Helen & Peter,,Frankston,-38.149917128177115,145.21494369760705,Private room,84,1,11,2017-03-11,0.31,2,338
+6066222,Queen Bedroom near Mornington Peninsula,31487919,Tim,,Frankston,-38.13739481194125,145.2103825265719,Private room,45,1,47,2017-03-19,2.06,2,154
+16979642,Hidden Treasure near Seaford beach,43466082,Lana,,Frankston,-38.122008642169895,145.13075303150006,Entire home/apt,149,1,2,2017-04-01,2,1,174
+2257114,Double room in Resort Style home,1846883,Romina,,Frankston,-38.10484885700144,145.14190972564103,Private room,48,2,19,2016-07-14,0.49,1,343
+6392309,Seaford: Great value & near Beach!,4376527,Susan,,Frankston,-38.128246184229916,145.1352073946385,Entire home/apt,130,3,10,2016-12-12,0.47,1,310
+12708925,Sunningdale Bed & Breakfast,19252713,Joy,,Frankston,-38.15690635768451,145.1175006024732,Private room,121,2,5,2017-03-06,1.69,1,365
+2132193,5 Stars By The Bay,10879179,John,,Frankston,-38.164933823185045,145.10590888187014,Private room,60,2,67,2017-02-02,1.77,1,186
+3752438,Award Winning Beach Front Villa,19144074,"Zhao, Graeme & Ivana",,Frankston,-38.14219906537491,145.1207875597531,Entire home/apt,350,2,20,2017-03-04,0.67,1,344
+16561479,Large Beachfront House,10341593,John,,Hobsons Bay,-37.87096182703468,144.82591098659861,Entire home/apt,400,7,0,,,1,80
+17572822,Penthouse with water views - Available for EASTER,119334173,Kim,,Port Phillip,-37.8836396650953,144.97751009659592,Entire home/apt,295,1,0,,,1,172
+16679759,Entire home/apartment in Mount Eliza,110360759,Nicola,,Frankston,-38.17419122810772,145.10519035660815,Entire home/apt,170,2,4,2017-03-12,1.56,1,177
+11067050,KOOKABURRA LODGE,57444485,Ang,,Frankston,-38.19224769242622,145.1176513002825,Private room,94,1,5,2017-03-25,3.85,1,346
+17098792,Right at beach with water views from guest areas,114397934,Eileen,,Kingston,-38.08173008134636,145.11888874906765,Private room,55,2,7,2017-04-02,6.18,1,56
+16604556,"Whole house, private beach, simply irresistible",26130797,Melanie,,Frankston,-38.16796377573174,145.10108552587963,Entire home/apt,125,1,13,2017-03-25,4.33,1,29
+16815274,Aurora Ridge - Fully selfcontained private retreat,111855014,Ali,,Yarra Ranges,-37.5378900262913,145.3780274293501,Entire home/apt,260,1,3,2017-03-25,3,1,172
diff --git a/week6/tests.py b/week6/tests.py
index 6965e6f9..b46ea6d1 100644
--- a/week6/tests.py
+++ b/week6/tests.py
@@ -8,7 +8,7 @@
import sys
import os
-sys.path.append(os.path.dirname(__file__)[:-5])
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
from codeHelpers import test, test_flake8, completion_message
WEEK_NUMBER = 6
diff --git a/week8/exercise1.py b/week8/exercise1.py
index fb212330..9930cdd6 100644
--- a/week8/exercise1.py
+++ b/week8/exercise1.py
@@ -1,10 +1,161 @@
+# -*- coding: UTF-8 -*-
"""
-Docstring
+I'm in UR exam.
+
+This is the same as the weekly exercises, fill in the functions,
+and test them to see if they work.
+
+You've got an hour.
"""
from __future__ import division
from __future__ import print_function
+import time
+
+
+def greet(name="Towering Timmy"):
+ """Return a greeting.
+
+ return a string of "Hello" and the name argument.
+ E.g. if given as "Towering Timmy" it should return "Hello Towering Timmy"
+ """
+ return ("Hello " + name)
+
+
+def three_counter(input_list=[1, 4, 3, 5, 7, 1, 3, 2, 3, 3, 5, 3, 7]):
+ """Count the number of 3s in the input_list.
+
+ Return an integer.
+ TIP: the test will use a different input_list, so don't just return 5
+ """
+ return input_list.count(3)
+
+
+def fizz_buzz():
+ """Do the fizzBuzz.
+
+ This is the most famous basic programming test of all time!
+
+ "Write a program that prints the numbers from 1 to 100. But for
+ multiples of three print "Fizz" instead of the number and for
+ the multiples of five print "Buzz". For numbers which are
+ multiples of both three and five print "FizzBuzz"."
+ from https://blog.codinghorror.com/why-cant-programmers-program/
+
+ Return a list that has an integer if the number isn't special, and a string
+ if it is. E.g. [1, 2, "Fizz", 4, "Buzz", 6, 7, ...]
+ """
+ fizzBuzzList = []
+ for i in range(1, 101):
+ if i % 3 == 0:
+ fizzBuzzList.append("Fizz")
+ elif i % 5 == 0:
+ fizzBuzzList.append("Buzz")
+ elif i % 15 == 0:
+ fizzBuzzList.append("FizzBuzz")
+ else:
+ fizzBuzzList.append(i)
+ return fizzBuzzList
+
+
+def put_behind_bars(input_string="very naughty boy"):
+ """Interleave the input_string with pipes.
+
+ Given any string, interleave it with pipes (| this character)
+ e.g. "very naughty boy" should return "|v|e|r|y| |n|a|u|g|h|t|y| |b|o|y|"
+ TIP: make sure that you have a pipe on both ends of the string.
+ """
+ return '|' + '|'.join(input_string) + '|'
+
+
+def pet_filter(letter="a"):
+ """Return a list of animals with `letter` in their name."""
+ pets = ["dog", "goat", "pig", "sheep", "cattle", "zebu", "cat", "chicken",
+ "guinea pig", "donkey", "duck", "water buffalo",
+ "western honey bee", "dromedary camel", "horse", "silkmoth",
+ "pigeon", "goose", "yak", "bactrian camel", "llama", "alpaca",
+ "guineafowl", "ferret", "muscovy duck", "barbary dove",
+ "bali cattle", "gayal", "turkey", "goldfish", "rabbit", "koi",
+ "canary", "society finch", "fancy mouse", "siamese fighting fish",
+ "fancy rat and lab rat", "mink", "red fox", "hedgehog", "guppy"]
+ return [i for i in pets if letter in i]
+
+
+def best_letter_for_pets():
+ """Return the letter that is present at least once in the most pet names.
+
+ Reusing the pet_filter, find the letter that gives the longest list of pets
+ TIP: return just a letter, not the list of animals.
+ """
+ import string
+ the_alphabet = string.lowercase
+ j = {}
+ for letter in the_alphabet:
+ j[letter] = pet_filter(letter)
+ return max(j, key=lambda x: len(j[x]))
+
+
+def make_filler_text_dictionary():
+ """Make a dictionary of random words filler text.
+
+ There is a random word generator here: http://www.setgetgo.com/randomword/
+ The only argument that the generator takes is the length of the word.
+
+ Return a dictionary where the keys are numbers, and the values are lists of
+ words. e.g. {3: ['cat','pop','cow'], ...}
+ Use the API to get the 3 words.
+ The dictionary should have the numbers between 3 and 7 inclusive.
+ (i.e. 3, 4, 5, 6, 7 and 3 words for each)
+ TIP: to add an argument to a URL, use: ?argName=argVal e.g. ?len=
+ TIP: you'll need the requests library
+ """
+ import requests
+ url = 'http://www.setgetgo.com/randomword/get.php?len='
+
+ def func(n):
+ return requests.get(url+str(n))
+ return {k: [func(k).text for _ in range(3)] for k in range(3, 7+1)}
+
+
+def random_filler_text(number_of_words=200):
+ """Make a paragraph of random filler text.
+
+ Using the dictionary returned by make_filler_text_dictionary, make a
+ paragraph of text using randomly picked words. Each word should be a random
+ length, and a random one of the 3 words.
+ Make the paragraph have number_of_words words in it.
+ Return it as a string
+ TIP: you'll need the random library
+ Bonus: extra mark if you get the paragraph to start with a
+ capital letter and end with a full stop.
+ """
+ import random
+ pass
+
+
+def fast_filler(number_of_words=200):
+ """Reimplement random filler text.
+
+ This time, the first time the code runs, save the dictionary to a file.
+ On the second run,if the file already exists use it instead of going to
+ the internet.
+ Use the filename "dict_racey.words"
+ TIP: you'll need the os library
+ TIP: you'll probably want to use json dumps and loads to get the dictionary
+ into and out of the file. Be careful when you read it back in, it'll
+ convert integer keys to strings.
+ """
+ pass
-def function_that_returns_something():
- print("week 8, ready for action!")
- return True
+if __name__ == '__main__':
+ print(greet())
+ print(three_counter())
+ print(fizz_buzz())
+ print(put_behind_bars())
+ print(pet_filter())
+ print(best_letter_for_pets())
+ print(make_filler_text_dictionary())
+ print(random_filler_text())
+ print(fast_filler())
+ for i in range(10):
+ print(i, fast_filler())
diff --git a/week8/tests.py b/week8/tests.py
index d847315b..366dd03f 100644
--- a/week8/tests.py
+++ b/week8/tests.py
@@ -1,57 +1,167 @@
# -*- coding: UTF-8 -*-
-"""
+"""Run the tests.
+
This file tests your code. It'll check that the work in each
of the exercise files does what it's supposed to.
"""
-
from __future__ import division
from __future__ import print_function
-import sys
+import imp
import os
-sys.path.append(os.path.dirname(__file__)[:-5])
-from codeHelpers import test, test_flake8, completion_message
+import sys
+import string
+sys.path.append(os.path.dirname(os.path.dirname(__file__)))
+from codeHelpers import completion_message
+from codeHelpers import ex_runs
+from codeHelpers import nyan_cat
+# from codeHelpers import syntax_error_message
+from codeHelpers import test
+from codeHelpers import test_flake8
+from codeHelpers import Timeout
WEEK_NUMBER = 8
-
-
-def ex1runs():
+testResults = []
+
+
+def exam_test(expected,
+ args,
+ function_to_test,
+ finishing_function=None,
+ extra_message=""):
+ print(extra_message)
+ template = ("{n}:\n"
+ " given: {a}\n"
+ " expected: {e}\n"
+ " got: {g}\n")
try:
- import exercise1
- return exercise1.function_that_returns_something()
+ got = function_to_test(*args)
+ if finishing_function:
+ print("raw", got)
+ got = finishing_function(got)
+ if len(args) == 0:
+ args = "* no args *"
+ elif len(args) == 1:
+ args = args[0]
+ # else:
+ # args = args
+ message = template.format(n=function_to_test.__name__,
+ a=args,
+ e=expected,
+ g=got)
+ testResults.append(test(got == expected, message))
except Exception as e:
- print("\nThere is a syntax error", str(e))
- return False
-
-
-def syntax_error_message(e):
- print("something went wring with the import.\nProbably a syntax error.")
- print("does this file run properly on its own?\n" + str(e))
- return False
-
-
-def theTests(path_to_code_to_check=""):
- print("\nWelcome to week {}!".format(WEEK_NUMBER))
- print("May the odds be ever in your favour.\n")
-
- testResults = []
-
- # stack the test here #
- testResults.append(
- test(test_flake8("week{}/exercise1.py".format(WEEK_NUMBER)),
- "Exercise 1: pass the linter"))
-
- testResults.append(
- test(ex1runs(),
- "Exercise 1: EXPLAIN TEST HERE"))
+ message = template.format(n=function_to_test.__name__,
+ a=args,
+ e=expected,
+ g=e)
+ testResults.append(test(False, message))
+
+
+def theTests(path_to_code_to_check="."):
+ """Run all the tests."""
+ print("\nWelcome to the exam!")
+ print("May the odds be ever in your favour.\nEspecially today!")
+
+ ex1path = "{}/week{}/exercise1.py".format(path_to_code_to_check,
+ WEEK_NUMBER)
+
+ if ex_runs(path_to_code_to_check, exNumber=1, weekNumber=WEEK_NUMBER):
+ exam = imp.load_source("exercise1", ex1path)
+
+ testResults.append(test(test_flake8(ex1path), "pass the linter"))
+
+ exam_test("Hello the Queen", ["the Queen"], exam.greet)
+ exam_test("Hello Pr♂nc♀♂", ["Pr♂nc♀♂"], exam.greet)
+
+ exam_test(4, [[3, 3, 3, 3, 1]], exam.three_counter)
+ exam_test(0, [[0, 1, 2, 5, -9]], exam.three_counter)
+
+ fizza = [1, 2, 'Fizz', 4, 'Buzz', 'Fizz', 7, 8, 'Fizz', 'Buzz', 11,
+ 'Fizz', 13, 14, 'FizzBuzz', 16, 17, 'Fizz', 19, 'Buzz',
+ 'Fizz', 22, 23, 'Fizz', 'Buzz', 26, 'Fizz', 28, 29,
+ 'FizzBuzz', 31, 32, 'Fizz', 34, 'Buzz', 'Fizz', 37, 38,
+ 'Fizz', 'Buzz', 41, 'Fizz', 43, 44, 'FizzBuzz', 46, 47,
+ 'Fizz', 49, 'Buzz', 'Fizz', 52, 53, 'Fizz', 'Buzz', 56,
+ 'Fizz', 58, 59, 'FizzBuzz', 61, 62, 'Fizz', 64, 'Buzz',
+ 'Fizz', 67, 68, 'Fizz', 'Buzz', 71, 'Fizz', 73, 74,
+ 'FizzBuzz', 76, 77, 'Fizz', 79, 'Buzz', 'Fizz', 82, 83,
+ 'Fizz', 'Buzz', 86, 'Fizz', 88, 89, 'FizzBuzz', 91, 92,
+ 'Fizz', 94, 'Buzz', 'Fizz', 97, 98, 'Fizz', 'Buzz']
+ exam_test(fizza, [], exam.fizz_buzz)
+
+ exam_test("|a| |s|e|r|i|a|l| |k|i|l|l|e|r|",
+ ["a serial killer"],
+ exam.put_behind_bars)
+ exam_test("|a| |b|a|r|t|e|n|d|e|r|",
+ ["a bartender"],
+ exam.put_behind_bars)
+
+ exam_test(['red fox'], ["x"], exam.pet_filter)
+ exam_test([], ["q"], exam.pet_filter)
+ exam_test(['pig', 'sheep', 'guinea pig', 'pigeon', 'alpaca', 'guppy'],
+ ["p"],
+ exam.pet_filter)
+
+ exam_test("e", [], exam.best_letter_for_pets)
+
+ exam_test(175,
+ [],
+ exam.make_filler_text_dictionary,
+ lambda x: len(str(x)))
+
+ exam_test(True,
+ [50],
+ exam.random_filler_text,
+ lambda x: len(x.split(" ")) == 50 and len(x) > 3*50)
+
+ exam_test(True,
+ [1000],
+ exam.random_filler_text,
+ lambda x: len(x.split(" ")) == 1000 and len(x) > 3*1000)
+
+ exam_test(True,
+ [100],
+ exam.fast_filler,
+ lambda x: len(x.split(" ")) == 100 and len(x) > 3*100)
+ exam_test(True,
+ [10],
+ exam.fast_filler,
+ lambda x: x[0] in string.uppercase and x[1] in string.lowercase,
+ "Test if fast_filler is capitalised")
+ exam_test(True,
+ [10],
+ exam.fast_filler,
+ lambda x: x[-1] == ".",
+ "Test if fast_filler finishes with a .")
+
+ #
+ # try:
+ # with Timeout(1):
+ # for _ in range(10):
+ # exam.fast_filler(1000)
+ # testResults.append(
+ # test(True,
+ # "subsiquent fast_filler"))
+ # except Timeout as t:
+ # testResults.append(
+ # test(False,
+ # "subsiquent fast_filler probably wasn't fast enough"))
+ # except Exception as e:
+ # testResults.append(
+ # test(False,
+ # "subsiquent fast_filler failed" + str(e)))
print("{0}/{1} (passed/attempted)".format(sum(testResults),
len(testResults)))
if sum(testResults) == len(testResults):
- message = "Rad, you've got all the tests passing!"
+ print(nyan_cat())
+ message = "Cowabunga! You've got all the tests passing!"
completion_message(message, len(message) + 2)
- return {"of_total": sum(testResults), "mark": len(testResults)}
+ return {"of_total": len(testResults),
+ "mark": sum(testResults),
+ "results": testResults}
if __name__ == "__main__":