M1_5_6_sourcing-and-dbs_with_output.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# APIs and Databases\n",
    "## A very superficial intro\n",
    "\n",
    "In this notebook we will explore how we can get data using APIs as well as where/how this data can be stored and processed.\n",
    "\n",
    "We will look at the following technologies:\n",
    "\n",
    "The requests library to work with REST APIs\n",
    "JSON - the most commonly used format for *unstructured* data (don't confuse with unstructured as in text or images)\n",
    "MongoDB - a popular NoSQL that natively handles JSON type data (we will be using MLab in the cloud rather than a local installation)\n",
    "\n",
    "Finally we will also have a look at SQL. For better or worse SQL type databases are still around and will be around in the foreseable future. Therefore, we need to get some basics.\n",
    "\n",
    "**For this tutorial we will need access to a MongoDB instance**\n",
    "\n",
    "If you like to use it you can install the free [MongoDB community edition on your machine](https://docs.mongodb.com/manual/administration/install-community/)\n",
    "\n",
    "However, it is much much easier and faster (for now) to use a hosted online version. You can get 500mb free space to play around from mLab https://mlab.com/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import requests as rq\n",
    "import json\n",
    "import time, random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pymongo import MongoClient\n",
    "# c = MongoClient() if you connect locally\n",
    "\n",
    "# Please enter your credentials in the different fields\n",
    "\n",
    "\n",
    "\n",
    "connection = MongoClient('ds151282.mlab.com', 51282)\n",
    "db = connection['sds-fun']\n",
    "db.authenticate('sds', 'aausds2018')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MongoDB\n",
    "MongoDB is as mentioned NoSQL which means that it uses a hierarchical structure format (for the lack of a better expression). It stores BSON (binary JSON files) as so called documents within collections within Databases.\n",
    "Why is that great?\n",
    "\n",
    "There is no schema and you can basically drop arbitrary JSON chunks into a MongoDB collection\n",
    "\n",
    "![](https://docs.mongodb.com/manual/_images/data-model-denormalized.bakedsvg.svg)\n",
    "\n",
    "JSON data is overall equal to Python dictionaries and thus collections of key-value pairs with nested other dictionaries and/or lists."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Requests\n",
    "\n",
    "The requests library allows us to interact with APIs by making GET or POST calls. Every time you post something on e.g. Facebook, your phone is making a POST requests to and Facebook API endpoint sending the text or picture along with some metadata. When obtaining data we mostly use GET requests (which is kind of logical). Actually we can use the requests GET with any kind of URL, and will receive whatever is hiding behind this URL (usually some HTML output) sent back by the server.\n",
    "\n",
    "Note, that recurrent requests are heavy on servers and generate traffic. People runnig pages don not like that. Therefore, be nice and build in some sleep-timers into your loops when running many requests on some page. OR THE'LL BAN YOU!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "response = rq.get('https://nomadlist.com/@trevorgerhardt.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "response_json = json.loads(response.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(response_json)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's bring our data into MongoDB\n",
    "\n",
    "Most important commands for you:\n",
    "\n",
    "\n",
    "```\n",
    "collection = db.collection\n",
    "\n",
    "collection.insert_one(some_dict)\n",
    "collection.insert_many(sequence of dicts) # you can also pass a pandas dataframe as a list of dictionaries with .to_dict() attached\n",
    "\n",
    "collection.count\n",
    "\n",
    "collection.find_one()\n",
    "\n",
    "cursor = collection.find()\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We'll create a new collection\n",
    "people1 = db.people1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.InsertOneResult at 0x7fbc3a7a3750>"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# And put in the parsed JSON\n",
    "people1.insert_one(response_json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Is it in there?\n",
    "\n",
    "people1.find_one()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get some more data in and automize the \"harvesting\"\n",
    "We can for example extract the list of all followers of our initial person\n",
    "Turns out the uuids can also be used in the Nomadlist API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Let's make a list of ids of people that we would like to take out of the DB\n",
    "harvestlist = response_json['followers'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-175-feb602fd03c8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mharvestlist\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mq\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'https://nomadlist.com/'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.json'\u001b[0m \u001b[0;31m# contructs the query for the GET call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mq\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# grab the data form the API\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus_code\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m502\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m404\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# securety measures. Continue the loop in case an error pops up\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m         \u001b[0;32mcontinue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/requests/api.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     71\u001b[0m     \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'allow_redirects'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 72\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'get'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     73\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     74\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/requests/api.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/requests/sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    506\u001b[0m         }\n\u001b[1;32m    507\u001b[0m         \u001b[0msend_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 508\u001b[0;31m         \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    509\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    510\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/requests/sessions.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    616\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    617\u001b[0m         \u001b[0;31m# Send the request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 618\u001b[0;31m         \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    620\u001b[0m         \u001b[0;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/requests/adapters.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    438\u001b[0m                     \u001b[0mdecode_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    439\u001b[0m                     \u001b[0mretries\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 440\u001b[0;31m                     \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    441\u001b[0m                 )\n\u001b[1;32m    442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    599\u001b[0m                                                   \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout_obj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    600\u001b[0m                                                   \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 601\u001b[0;31m                                                   chunked=chunked)\n\u001b[0m\u001b[1;32m    602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    603\u001b[0m             \u001b[0;31m# If we're going to release the connection in ``finally:``, then\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    344\u001b[0m         \u001b[0;31m# Trigger any extra validation we need to do.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    345\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 346\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_conn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    347\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    348\u001b[0m             \u001b[0;31m# Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_validate_conn\u001b[0;34m(self, conn)\u001b[0m\n\u001b[1;32m    848\u001b[0m         \u001b[0;31m# Force connect early to allow us to validate the connection.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    849\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'sock'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# AppEngine might not have  `.sock`\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m             \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\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    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    852\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_verified\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    282\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    283\u001b[0m         \u001b[0;31m# Add certificate verification\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 284\u001b[0;31m         \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_conn\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    285\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    286\u001b[0m         \u001b[0mhostname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhost\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    139\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    140\u001b[0m             conn = connection.create_connection(\n\u001b[0;32m--> 141\u001b[0;31m                 (self.host, self.port), self.timeout, **extra_kw)\n\u001b[0m\u001b[1;32m    142\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    143\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mSocketTimeout\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/urllib3/util/connection.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[1;32m     71\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0msource_address\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m                 \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource_address\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m             \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msa\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     74\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0msock\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     75\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# A API friendly loop to extract the data for our 40 people\n",
    "\n",
    "for i in harvestlist:\n",
    "    q = 'https://nomadlist.com/'+str(i)+'.json' # contructs the query for the GET call\n",
    "    res = rq.get(q) # grab the data form the API\n",
    "    if res.status_code in [502,404]: # securety measures. Continue the loop in case an error pops up\n",
    "        continue\n",
    "    people1.insert_one(json.loads(res.content)) # put the data into the DB\n",
    "    time.sleep(random.uniform(0.5,1)) # chill between 0.5 and 1 sec. Primitively simulate human behaviour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people1.count() #did it work?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cursor = people1.find() # Now we have the data we can take it out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': ObjectId('5b97867a0a90b6f385ca4c62'),\n",
       " 'success': 'true',\n",
       " 'photo': 'https://nomadlist.com/assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       " 'background': 'https://nomadlist.com/assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75-bg.jpg',\n",
       " 'username': '@nefer_l',\n",
       " 'location': {'now': {'city': 'Charlottesville',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'latitude': 38,\n",
       "   'longitude': -78,\n",
       "   'epoch_start': 1513296000,\n",
       "   'epoch_end': 1514678400,\n",
       "   'date_start': '2017-12-15',\n",
       "   'date_end': '2017-12-31'},\n",
       "  'next': {'city': None,\n",
       "   'country': None,\n",
       "   'country_code': None,\n",
       "   'latitude': 0,\n",
       "   'longitude': 0,\n",
       "   'epoch_start': 0,\n",
       "   'epoch_end': 0,\n",
       "   'date_start': '1970-01-01',\n",
       "   'date_end': '1970-01-01'},\n",
       "  'previously': {'city': None,\n",
       "   'country': None,\n",
       "   'country_code': None,\n",
       "   'latitude': 0,\n",
       "   'longitude': 0,\n",
       "   'epoch_start': 0,\n",
       "   'epoch_end': 0,\n",
       "   'date_start': '1970-01-01',\n",
       "   'date_end': '1970-01-01'}},\n",
       " 'stats': {'cities': 14, 'countries': 5, 'followers': 49, 'following': 304},\n",
       " 'map': 'https://nomadlist.com/assets/img/cards/nomadtrips-79d6a8d1d1659f6eb824844ba3e97b75.png',\n",
       " 'trips': [{'epoch_start': 1513296000,\n",
       "   'epoch_end': 1514678400,\n",
       "   'date_start': '2017-12-15',\n",
       "   'date_end': '2017-12-31',\n",
       "   'length': '16 days',\n",
       "   'place': 'Charlottesville',\n",
       "   'place_slug': 'united-states',\n",
       "   'place_url': 'https://nomadlist.com/united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 38,\n",
       "   'longitude': -78,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/new-york-city-ny-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': []},\n",
       "  {'epoch_start': 1507075200,\n",
       "   'epoch_end': 1513296000,\n",
       "   'date_start': '2017-10-04',\n",
       "   'date_end': '2017-12-15',\n",
       "   'length': '2 months',\n",
       "   'place': 'San Diego',\n",
       "   'place_slug': 'san-diego-ca-united-states',\n",
       "   'place_url': 'https://nomadlist.com/san-diego-ca-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 32,\n",
       "   'longitude': -117,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/san-diego-ca-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@traveladdict19',\n",
       "     'user_id': 'd3dd30f08f4500354ac7557a49857e0d'},\n",
       "    {'username': '@camerondare',\n",
       "     'user_id': '8dc2b0025932dcbc3c39e9d40c33ed69'},\n",
       "    {'username': '@amyyli', 'user_id': '0615630d0a62e9d4b22c76d8d748dad3'},\n",
       "    {'username': '@samfeder', 'user_id': '7381ac2b2679e65e628d0f9e83913ad4'},\n",
       "    {'username': '@fabrejulien',\n",
       "     'user_id': '43d06c61543248285bf12b925b990188'},\n",
       "    {'username': None, 'user_id': '932d8494ec158c208d2f35e9831a07ee'},\n",
       "    {'username': '@joelrunyon', 'user_id': '105c6ebe206147bd0e4d3dca1d99594f'},\n",
       "    {'username': '@pri143u', 'user_id': '8b561e6122133f935c7c162ff2b75557'},\n",
       "    {'username': '@kaleiwhite', 'user_id': 'c08d6657fdcb99ccc9d08f73e187f4ea'},\n",
       "    {'username': '@purmasc', 'user_id': 'eb9f43c4a6bcd1717205a45c28fbfcc0'},\n",
       "    {'username': None, 'user_id': '41ca0ab854a386c5fe70ea878a08bed2'}]},\n",
       "  {'epoch_start': 1506384000,\n",
       "   'epoch_end': 1507075200,\n",
       "   'date_start': '2017-09-26',\n",
       "   'date_end': '2017-10-04',\n",
       "   'length': '8 days',\n",
       "   'place': 'Madison',\n",
       "   'place_slug': 'madison-wi-united-states',\n",
       "   'place_url': 'https://nomadlist.com/madison-wi-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 43,\n",
       "   'longitude': -89,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/madison-wi-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': []},\n",
       "  {'epoch_start': 1506038400,\n",
       "   'epoch_end': 1506297600,\n",
       "   'date_start': '2017-09-22',\n",
       "   'date_end': '2017-09-25',\n",
       "   'length': '3 days',\n",
       "   'place': 'Tigerton',\n",
       "   'place_slug': 'united-states',\n",
       "   'place_url': 'https://nomadlist.com/united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 44,\n",
       "   'longitude': -89,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/new-york-city-ny-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': []},\n",
       "  {'epoch_start': 1468281600,\n",
       "   'epoch_end': 1474502400,\n",
       "   'date_start': '2016-07-12',\n",
       "   'date_end': '2016-09-22',\n",
       "   'length': '2 months',\n",
       "   'place': 'Playa del Carmen',\n",
       "   'place_slug': 'playa-del-carmen-mexico',\n",
       "   'place_url': 'https://nomadlist.com/playa-del-carmen-mexico',\n",
       "   'country': 'Mexico',\n",
       "   'country_code': 'MX',\n",
       "   'country_slug': 'mexico',\n",
       "   'latitude': 20,\n",
       "   'longitude': -87,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/playa-del-carmen-mexico-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@geo_care',\n",
       "     'user_id': 'cc6952c95983406a4c2b743acbad2a29'},\n",
       "    {'username': None, 'user_id': 'tw748153035789078528'},\n",
       "    {'username': '@travelingpm',\n",
       "     'user_id': '77428a2d7ca91798c9f78eccfe2ad73a'},\n",
       "    {'username': '@dansafunnyman',\n",
       "     'user_id': 'd5bf5df40f96ed66b7f035a6d417f7d1'},\n",
       "    {'username': '@thewinevagabond',\n",
       "     'user_id': 'bf55869fc34d67863a4429136dcaa9e9'},\n",
       "    {'username': '@kylefromohiocom',\n",
       "     'user_id': '78502e919f431cf5066945842ddec04c'},\n",
       "    {'username': '@mrtnzlml', 'user_id': '35dc7aa637a3aedeac390623749db92f'}]},\n",
       "  {'epoch_start': 1464912000,\n",
       "   'epoch_end': 1477094400,\n",
       "   'date_start': '2016-06-03',\n",
       "   'date_end': '2016-10-22',\n",
       "   'length': '5 months',\n",
       "   'place': 'San Diego',\n",
       "   'place_slug': 'san-diego-ca-united-states',\n",
       "   'place_url': 'https://nomadlist.com/san-diego-ca-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 32,\n",
       "   'longitude': -117,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/san-diego-ca-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@uibiquity',\n",
       "     'user_id': '451b946e25a3494ca2d75e8384206589'},\n",
       "    {'username': '@ianhunter', 'user_id': '2b7e2ffef45c93c13a4a29fa06fcff69'},\n",
       "    {'username': None, 'user_id': '17747dd5e63368c394c95a3c3ca0f912'},\n",
       "    {'username': '@ctotheameron',\n",
       "     'user_id': '240114cfc927de64f5334b93a77ae0c6'},\n",
       "    {'username': None, 'user_id': '3f426abbc081e0a1606da3e0fa5bcf27'},\n",
       "    {'username': '@mallorymcgowan',\n",
       "     'user_id': '65e11aa85e8ac7502e409fa55ab0f09c'},\n",
       "    {'username': '@jonnaro', 'user_id': '9439db055adeb4b85771b40f638ea60c'},\n",
       "    {'username': '@charmbtrippin',\n",
       "     'user_id': '6c1384c79232f032ed2c42e04f3f64d3'},\n",
       "    {'username': '@zhanna', 'user_id': '0c867b0d5b0c576b4fab6a6efc28e601'},\n",
       "    {'username': '@mrfairweather',\n",
       "     'user_id': '12a75a944175b08e6b6383b00bfdd8b5'},\n",
       "    {'username': '@mfrezz', 'user_id': '5d7e71c3b5291f571a1f0f2bc29c20f1'},\n",
       "    {'username': None, 'user_id': 'cfb5dca51237105ae37698482f3c4409'},\n",
       "    {'username': '@joelrunyon', 'user_id': '105c6ebe206147bd0e4d3dca1d99594f'},\n",
       "    {'username': '@ph0n33z', 'user_id': '05d92a3d9255cc0bcb24b712bb14caf6'},\n",
       "    {'username': '@gtmcknight', 'user_id': '91b8dc3178cc075493c2bb75ff909bec'},\n",
       "    {'username': '@kaleiwhite', 'user_id': 'c08d6657fdcb99ccc9d08f73e187f4ea'},\n",
       "    {'username': '@joshua', 'user_id': 'afd94c3cb1daeea8a709840257343e53'},\n",
       "    {'username': '@redromina', 'user_id': '65b7da796df1d0ae3a0f8d2c1f0c9565'},\n",
       "    {'username': '@willwong', 'user_id': '41ddb183fe2b4f2779ebcd5f9652b4cc'},\n",
       "    {'username': '@savannah_leona',\n",
       "     'user_id': 'e190ea24daffe966128717b06c9d2087'},\n",
       "    {'username': None, 'user_id': '5357ce5cd712c775bab377bccc424ad4'},\n",
       "    {'username': '@jeffmadduxcpa',\n",
       "     'user_id': 'dde43d96a16b5cd6d2bc52daca8018bb'},\n",
       "    {'username': '@solra', 'user_id': 'b0ac0cc697da23214d4c45f8f6c55efc'}]},\n",
       "  {'epoch_start': 1463443200,\n",
       "   'epoch_end': 1464912000,\n",
       "   'date_start': '2016-05-17',\n",
       "   'date_end': '2016-06-03',\n",
       "   'length': '17 days',\n",
       "   'place': 'Orange City',\n",
       "   'place_slug': 'united-states',\n",
       "   'place_url': 'https://nomadlist.com/united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 43,\n",
       "   'longitude': -96,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/new-york-city-ny-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': []},\n",
       "  {'epoch_start': 1462233600,\n",
       "   'epoch_end': 1463356800,\n",
       "   'date_start': '2016-05-03',\n",
       "   'date_end': '2016-05-16',\n",
       "   'length': '13 days',\n",
       "   'place': 'Seattle',\n",
       "   'place_slug': 'seattle-wa-united-states',\n",
       "   'place_url': 'https://nomadlist.com/seattle-wa-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 47,\n",
       "   'longitude': -122,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/seattle-wa-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@krisdeleon',\n",
       "     'user_id': 'cad200fd0d7570e97fe6d2a4e76e89a8'},\n",
       "    {'username': '@buizachristina',\n",
       "     'user_id': 'b94dfa8d1896a0dee41891639543d040'},\n",
       "    {'username': '@stefan', 'user_id': 'b140256c57ae7d7299a12111c9b9944d'},\n",
       "    {'username': '@ctotheameron',\n",
       "     'user_id': '240114cfc927de64f5334b93a77ae0c6'},\n",
       "    {'username': None, 'user_id': 'tw151969072'},\n",
       "    {'username': '@chmarti4', 'user_id': '037fe2875902ec967f886a0cdd016ea8'},\n",
       "    {'username': '@rafaelmagu', 'user_id': '30a80659315b2ffe5c604e31cd87fd33'},\n",
       "    {'username': '@theprivileges',\n",
       "     'user_id': 'bfa2b2073378a5de445aa9a885055884'},\n",
       "    {'username': '@rfmoerdowo', 'user_id': '1af96a08779f54600cc8d1b4353de3dc'},\n",
       "    {'username': None, 'user_id': 'f12b9a74159e45a8ac5cda1f845057ff'},\n",
       "    {'username': '@theunixbeard',\n",
       "     'user_id': 'af80ab97c9f26de7b7ff456794ca8be8'},\n",
       "    {'username': '@wimdodson',\n",
       "     'user_id': 'f6dbb76306e94c945dd95eb5c0aca4db'}]},\n",
       "  {'epoch_start': 1461888000,\n",
       "   'epoch_end': 1462147200,\n",
       "   'date_start': '2016-04-29',\n",
       "   'date_end': '2016-05-02',\n",
       "   'length': '3 days',\n",
       "   'place': 'Bellingham',\n",
       "   'place_slug': 'bellingham-wa-united-states',\n",
       "   'place_url': 'https://nomadlist.com/bellingham-wa-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 48,\n",
       "   'longitude': -122,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/bellingham-wa-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': []},\n",
       "  {'epoch_start': 1461369600,\n",
       "   'epoch_end': 1461888000,\n",
       "   'date_start': '2016-04-23',\n",
       "   'date_end': '2016-04-29',\n",
       "   'length': '6 days',\n",
       "   'place': 'Oakland',\n",
       "   'place_slug': 'oakland-ca-united-states',\n",
       "   'place_url': 'https://nomadlist.com/oakland-ca-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
       "   'latitude': 37,\n",
       "   'longitude': -122,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/oakland-ca-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@nicknovitski',\n",
       "     'user_id': '5b8bf2be5febb211604f96f1d91c4fe4'},\n",
       "    {'username': None, 'user_id': '2dfe50307067c84b6f52ef2431770e8a'}]},\n",
       "  {'epoch_start': 1461283200,\n",
       "   'epoch_end': 1461283200,\n",
       "   'date_start': '2016-04-22',\n",
       "   'date_end': '2016-04-22',\n",
       "   'length': '1 day',\n",
       "   'place': 'Barcelona',\n",
       "   'place_slug': 'barcelona-spain',\n",
       "   'place_url': 'https://nomadlist.com/barcelona-spain',\n",
       "   'country': 'Spain',\n",
       "   'country_code': 'ES',\n",
       "   'country_slug': 'spain',\n",
       "   'latitude': 41,\n",
       "   'longitude': 2,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/barcelona-spain-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': None,\n",
       "     'user_id': '242f6329e378e8549dca332ad7743562'},\n",
       "    {'username': '@chrispreynolds',\n",
       "     'user_id': 'f859ee979ff57bbc6583253eea243bd1'},\n",
       "    {'username': '@highhermitage',\n",
       "     'user_id': 'c9e48a75e403e99c459970194b77c551'},\n",
       "    {'username': '@tylertringas',\n",
       "     'user_id': '8ace8643c9cd0d4beb08f10e51db87d1'},\n",
       "    {'username': '@sam', 'user_id': '5790e139f58c19e0109b2d311fe5ad6b'},\n",
       "    {'username': '@johnnybd', 'user_id': '4f48fa70bcbe7380b9dec19f0d045b9c'},\n",
       "    {'username': '@10kjuan', 'user_id': '99c0b85f87f65ccb44ad743ba3759318'},\n",
       "    {'username': '@tijmensmit', 'user_id': 'ff0f153759f11353a7e969a7de37f4df'},\n",
       "    {'username': '@spunkypixels',\n",
       "     'user_id': '17c0363e6cd1fd82eec9058294ff6ef3'},\n",
       "    {'username': '@lexrodba', 'user_id': '0f71ad0cad7e91675322bf4cb4187437'},\n",
       "    {'username': '@keeg', 'user_id': '101d09ab7ddf9989142dc033ba46d724'},\n",
       "    {'username': '@pimterry', 'user_id': '8a1aabc40d859fcb786eb4d28b95d299'},\n",
       "    {'username': '@cetitania', 'user_id': '57ab80988e02a2e333e6ada97f7d1f2e'},\n",
       "    {'username': '@manyluv0', 'user_id': 'eab37e97164f844ae1d1a925a8332818'},\n",
       "    {'username': None, 'user_id': 'f4626567137ff5e0ddb6de1aa70bcfa6'},\n",
       "    {'username': '@aleksrk', 'user_id': 'd34b85ecc91abd2910d4617e0f21daad'},\n",
       "    {'username': '@svanevik', 'user_id': '634640623c48eb505a121187a3921fcc'}]},\n",
       "  {'epoch_start': 1453680000,\n",
       "   'epoch_end': 1461196800,\n",
       "   'date_start': '2016-01-25',\n",
       "   'date_end': '2016-04-21',\n",
       "   'length': '3 months',\n",
       "   'place': 'Valencia',\n",
       "   'place_slug': 'valencia-spain',\n",
       "   'place_url': 'https://nomadlist.com/valencia-spain',\n",
       "   'country': 'Spain',\n",
       "   'country_code': 'ES',\n",
       "   'country_slug': 'spain',\n",
       "   'latitude': 39,\n",
       "   'longitude': 0,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/valencia-spain-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@k08as',\n",
       "     'user_id': '7fb012193d3e85925fd3228e2ad2d5e6'},\n",
       "    {'username': '@jblemee', 'user_id': '390932d3eed77135012a9accca4b2c59'},\n",
       "    {'username': '@marcelhagedoorn',\n",
       "     'user_id': '3d4aea9487f65675f23b15e175c4cec6'}]},\n",
       "  {'epoch_start': 1448582400,\n",
       "   'epoch_end': 1454198400,\n",
       "   'date_start': '2015-11-27',\n",
       "   'date_end': '2016-01-31',\n",
       "   'length': '2 months',\n",
       "   'place': 'Chiang Mai',\n",
       "   'place_slug': 'chiang-mai-thailand',\n",
       "   'place_url': 'https://nomadlist.com/chiang-mai-thailand',\n",
       "   'country': 'Thailand',\n",
       "   'country_code': 'TH',\n",
       "   'country_slug': 'thailand',\n",
       "   'latitude': 16,\n",
       "   'longitude': 103,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/chiang-mai-thailand-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@mogosselin',\n",
       "     'user_id': '880b5e8c07d1d0c2af82731dbaadcfc5'},\n",
       "    {'username': '@maiahariton',\n",
       "     'user_id': 'b8dc60deb06cab32aeb09cea66a9d453'},\n",
       "    {'username': '@darren', 'user_id': '95253de353414122b4af4ab7e373da2e'},\n",
       "    {'username': '@jumponweb', 'user_id': '2cb9cb6721c3a0bc65a78c1a16ab6640'},\n",
       "    {'username': '@maxpogorelov',\n",
       "     'user_id': 'ae4f476666dcadd78c2cebbc18901175'},\n",
       "    {'username': '@jwadeone', 'user_id': '4e6631421e908e699059ae6fa4f74be5'},\n",
       "    {'username': '@kevmar08', 'user_id': 'd143019de1b5ce0243ec71ef544e9b38'},\n",
       "    {'username': '@dylanofmoore',\n",
       "     'user_id': 'c06b09ca2f69967f87c80e4f954d9a57'},\n",
       "    {'username': '@aaleksandar',\n",
       "     'user_id': 'dd00a07ff8c49b129f455036f335deb8'},\n",
       "    {'username': '@zegreengeekette',\n",
       "     'user_id': 'd63779ae83d9a6b536828942d4507cef'},\n",
       "    {'username': '@mrsergejl', 'user_id': '8b95701704fec8d0c28638c43de67c7d'},\n",
       "    {'username': '@magician11', 'user_id': 'c024d9130a383dbe0e1c055fbd8a5ef4'},\n",
       "    {'username': '@askeertmann',\n",
       "     'user_id': 'fbf2faa4d31317a510ce686d0facb3a1'},\n",
       "    {'username': '@tomhunt88', 'user_id': '31aac123299ac1bcb7190a5c1510f4b9'},\n",
       "    {'username': '@jancbeck', 'user_id': 'bc95dd453fa568bec8a8c21c919bc126'},\n",
       "    {'username': '@adambard', 'user_id': '33198102fdb40ac643b18e33d4ee4d12'},\n",
       "    {'username': '@estelainspiral',\n",
       "     'user_id': '8d79ade19cc10bcc9241b57a89ca1f57'},\n",
       "    {'username': '@voskovek', 'user_id': '5a3c92e2627a56a1ccd9cfa73bc0941e'},\n",
       "    {'username': '@brecht', 'user_id': '937a508bfc4e251327ab85d0d1b7ab2c'},\n",
       "    {'username': '@uibiquity', 'user_id': '451b946e25a3494ca2d75e8384206589'},\n",
       "    {'username': None, 'user_id': 'tw23506157'},\n",
       "    {'username': '@rauan', 'user_id': '11942504f075a77f0464bf267be0b94e'},\n",
       "    {'username': '@threadalist',\n",
       "     'user_id': '2a2e516eca5ef2c764ee397d8e0a14d9'},\n",
       "    {'username': '@harishchouhan',\n",
       "     'user_id': 'd02da2293e2b033825b24f37c85a332f'},\n",
       "    {'username': None, 'user_id': 'e5bce28aa297e921eb2b6aa4e4e983fc'},\n",
       "    {'username': '@ellen', 'user_id': 'd6e798590af1431d717e1bb2133324bb'},\n",
       "    {'username': '@skatkov', 'user_id': 'b124afa5c3e928048c273b0ea7a85f13'},\n",
       "    {'username': '@moltar', 'user_id': '361b073b390b1e7a9d26601c6d29edc4'},\n",
       "    {'username': '@philhudson91',\n",
       "     'user_id': '7cf1db9776af6e270236e33d33d6e930'},\n",
       "    {'username': '@ctotheameron',\n",
       "     'user_id': '240114cfc927de64f5334b93a77ae0c6'},\n",
       "    {'username': '@nicolekelner',\n",
       "     'user_id': '472c3e1550881d91fedb02b8e705cc29'},\n",
       "    {'username': '@jonathandwagner',\n",
       "     'user_id': '29baf146bd7ea2126f373b321a76a3cb'},\n",
       "    {'username': '@basicallydan',\n",
       "     'user_id': 'ba4f58129529ab060d72c06cf6047386'},\n",
       "    {'username': '@matousvins', 'user_id': '78f66f54ea79acbf92bd62fe06e57db9'},\n",
       "    {'username': '@ingodibella',\n",
       "     'user_id': 'cbf6dd7a7360046a68adeaca17d8589a'},\n",
       "    {'username': '@anafl', 'user_id': '6d283c5c3f8cd65cf5c93bcb2b3baeaa'},\n",
       "    {'username': None, 'user_id': '9bdb1147f8d0648ce089153d5f4d3335'},\n",
       "    {'username': '@nunoarruda', 'user_id': 'f63a699e5e67b39fd62f835bcf1e8b20'},\n",
       "    {'username': '@refuseillusion',\n",
       "     'user_id': '1298154e9486cb0d7e9929b3b6afd38e'},\n",
       "    {'username': '@lopesrosanna',\n",
       "     'user_id': '178e9e9f2861234ff5ba019c7ed8efd6'},\n",
       "    {'username': '@theyough', 'user_id': '8eff527b843f64e9de9d1af5e1ff7d39'},\n",
       "    {'username': '@mm', 'user_id': 'dbb4429087ae09e0ed771bdb7e3766b3'},\n",
       "    {'username': '@hmigneron', 'user_id': 'ff6f5f6daf380d2dda5edce058337373'},\n",
       "    {'username': '@dschnurr', 'user_id': '7a046d27b9f249cb1ad923be5bd4ec89'},\n",
       "    {'username': '@vladgsk', 'user_id': '1949d838753fa53a152d685c3dd84be3'},\n",
       "    {'username': '@dunjalazic', 'user_id': '4843121af46c710c99518aa2270c250f'},\n",
       "    {'username': '@acbarron', 'user_id': '6b01b20ea65dc46fbef7d40b04731340'},\n",
       "    {'username': '@joseclimaco',\n",
       "     'user_id': 'dd2e3d23cfa9c28b41da754af5e99da7'},\n",
       "    {'username': '@niklasmodess',\n",
       "     'user_id': 'e308353d68158f1741677735b0548233'},\n",
       "    {'username': '@alxmhe', 'user_id': 'b4d2ee1c2943e5678c90cb9012f09e14'},\n",
       "    {'username': '@clareharrison30',\n",
       "     'user_id': '57f08a2afba986077a10d4fd2401d33c'},\n",
       "    {'username': '@stacey', 'user_id': '6510eae30f974b52337bae017681cda2'},\n",
       "    {'username': '@thetwopct', 'user_id': '1463124c1c31535114ca8ac0b3a6a5da'},\n",
       "    {'username': '@alicroft', 'user_id': '7eb45af53f40bcdd4dbdb541bdc6c26f'},\n",
       "    {'username': '@davidlorincz',\n",
       "     'user_id': '4657506ebdb9a3bd127df336491ccb24'},\n",
       "    {'username': '@go_ginger_go',\n",
       "     'user_id': '975ec12c8cab771f842e5f753f217642'},\n",
       "    {'username': '@wanderingdev',\n",
       "     'user_id': 'd564ecee80eb80f3b3548e8858d2934a'},\n",
       "    {'username': '@jtcchan', 'user_id': 'ffa10f5bb112c76812544666bebfdf68'},\n",
       "    {'username': '@iramalama', 'user_id': 'f9c75adb4680e6784e248f5cd346d771'},\n",
       "    {'username': '@isabellabrookes',\n",
       "     'user_id': 'af1874d0190e396a39dea889d753748e'},\n",
       "    {'username': '@zsoltee', 'user_id': 'd6bb5b24c560bc4b3c57ec56e61fe5d6'},\n",
       "    {'username': '@lufo', 'user_id': 'c38d413c4732118e99f1a98ba2ee2a61'},\n",
       "    {'username': '@danny', 'user_id': '99663c42d69c77bfaf7d311d289988d5'},\n",
       "    {'username': '@olhuz', 'user_id': 'fc609a19166b4b6c114b68505f0bd57b'},\n",
       "    {'username': '@lukasfingerle',\n",
       "     'user_id': 'bd58c0178507c00a5fb1e837ae565268'},\n",
       "    {'username': '@cristymx', 'user_id': '9f14b6bec292eab8c894b689174713b0'},\n",
       "    {'username': '@jayzus', 'user_id': 'e32491f842ddbbf34c08ba03fc9b745f'},\n",
       "    {'username': '@val', 'user_id': 'a3ace69e8e183b6f4a7fd3808049767c'},\n",
       "    {'username': None, 'user_id': '18fda77cffba30243dfdd1df1ad5e57d'},\n",
       "    {'username': '@camemco', 'user_id': 'e51360950d2e5f9324227271b1c247ee'},\n",
       "    {'username': '@dgioulakis', 'user_id': '0975811f6d54d5f9dcca5a9d068fb566'},\n",
       "    {'username': '@chmanie', 'user_id': '312c4948c8f1d0a44dec066e30e63f67'},\n",
       "    {'username': '@mariasokolova',\n",
       "     'user_id': '1c10c0cda7f65a5e2a310660786e1b15'},\n",
       "    {'username': '@ninoskopac', 'user_id': '8d89c871ae153c4b01fe5f3c61ff379e'},\n",
       "    {'username': '@steph_danforth',\n",
       "     'user_id': '0392aea92ecac867a66aecc3086d0557'},\n",
       "    {'username': '@dotnet', 'user_id': '2d71f79e318c0df68f4f4c4392cb1cc8'},\n",
       "    {'username': '@willows_gate',\n",
       "     'user_id': 'cd53f1ed6b1ada0f61537a9e3e966585'},\n",
       "    {'username': '@dgwolff', 'user_id': 'b19a39486937763263f8d4c806975d4d'},\n",
       "    {'username': '@jtompl', 'user_id': '76a355a146fc5444bb493ef230740c10'},\n",
       "    {'username': '@kevnull', 'user_id': 'ff96d6cb07d3e216ad5fb34ad032fcd2'},\n",
       "    {'username': '@paulrose', 'user_id': '1ca58753fe22718a98915000cfbac212'},\n",
       "    {'username': '@khassett', 'user_id': 'dfd3763ecfef091fd3c6a0188e34b3f8'},\n",
       "    {'username': '@loetjvr', 'user_id': '679402a1e0b2803807250278866ed744'},\n",
       "    {'username': '@neilsteel', 'user_id': 'cf1218e039ccd98e9962c1f06c5b538a'},\n",
       "    {'username': '@nickdanforth',\n",
       "     'user_id': '4b660551dae06239af63e4a162f136c2'},\n",
       "    {'username': '@eot_fly', 'user_id': 'ceb9a82180ceb8a112be00d199c13e99'},\n",
       "    {'username': '@herzflimmern',\n",
       "     'user_id': '0af50c5c8e70b5ce33b95d92210d06ef'},\n",
       "    {'username': '@tomaslau', 'user_id': '979cd97273eabaec19667e05961c0568'},\n",
       "    {'username': '@travelingtoad',\n",
       "     'user_id': 'f9e917d9c68993b2ef15d988cf9be0ce'},\n",
       "    {'username': '@travelingpm',\n",
       "     'user_id': '77428a2d7ca91798c9f78eccfe2ad73a'},\n",
       "    {'username': '@globe_trottah',\n",
       "     'user_id': '12a2512c060121e097e6dded96abf390'},\n",
       "    {'username': '@bengoa', 'user_id': '9e8001d97054c41b1f46b2293a17bd6d'},\n",
       "    {'username': '@simonplend', 'user_id': '0eb11842806f99bbd6698679ffb049b6'},\n",
       "    {'username': '@cartogram', 'user_id': '865d62e6547d96091f0006d1cb5a4e40'},\n",
       "    {'username': None, 'user_id': 'tw596465666'},\n",
       "    {'username': '@independentian',\n",
       "     'user_id': 'e2c3abfe17a08bcf175ca3d658b2646a'},\n",
       "    {'username': '@rodcul', 'user_id': 'ca71080253814175840523f1448284d4'},\n",
       "    {'username': '@mirjamderuiter',\n",
       "     'user_id': 'cafe660a05f079747adfbfc6b130e74a'},\n",
       "    {'username': '@silveruby', 'user_id': '0b67a8c56a85f837ef5e4e6c6af2982c'},\n",
       "    {'username': '@alvinsj', 'user_id': '68c753157aefb215465de05c38a865cd'},\n",
       "    {'username': None, 'user_id': 'tw31023161'},\n",
       "    {'username': '@cjroth', 'user_id': '65522ace7bc03891996c35e075e69a20'},\n",
       "    {'username': '@charmbtrippin',\n",
       "     'user_id': '6c1384c79232f032ed2c42e04f3f64d3'},\n",
       "    {'username': None, 'user_id': 'be3aaca1835f72cc402e86597fc41a4e'},\n",
       "    {'username': None, 'user_id': 'cdbd38b6382818404f367cf632233a95'},\n",
       "    {'username': '@pbaumann', 'user_id': '37c5dd50982c1aac16192b35727021a2'},\n",
       "    {'username': '@georgebaltak',\n",
       "     'user_id': '3e4c2e2d75435314cc8fc5b2f84d9357'},\n",
       "    {'username': '@hbayati01', 'user_id': 'c07a60ca0ce16f635e51b729f1f11517'},\n",
       "    {'username': '@haxpor', 'user_id': 'd0146f4fd15086c8553b4d2ab6f06795'},\n",
       "    {'username': None, 'user_id': 'f12b9a74159e45a8ac5cda1f845057ff'},\n",
       "    {'username': None, 'user_id': 'bbf0fb073cb0f1d4e3cb0973dc5ea27f'},\n",
       "    {'username': '@arcaballero',\n",
       "     'user_id': '76b01f06d2b6c830ee2f9850c3059348'},\n",
       "    {'username': '@harryneelam',\n",
       "     'user_id': '45fe0f547ec8ace9d079e995c921d952'}]},\n",
       "  {'epoch_start': 1448150400,\n",
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       "   'date_end': '2015-11-27',\n",
       "   'length': '5 days',\n",
       "   'place': 'San Diego',\n",
       "   'place_slug': 'san-diego-ca-united-states',\n",
       "   'place_url': 'https://nomadlist.com/san-diego-ca-united-states',\n",
       "   'country': 'United States',\n",
       "   'country_code': 'US',\n",
       "   'country_slug': 'united-states',\n",
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       "   'longitude': -117,\n",
       "   'place_photo': 'https://nomadlist.com/assets/img/cities/san-diego-ca-united-states-100px.jpg',\n",
       "   'user_photo': 'https://nomadlist.com//assets/img/users/79d6a8d1d1659f6eb824844ba3e97b75.jpg',\n",
       "   'overlaps': [{'username': '@namtrok',\n",
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       "    {'username': '@kallemoen', 'user_id': '27312398c41a8a9dfca5f33e44a069b5'},\n",
       "    {'username': '@joshua', 'user_id': 'afd94c3cb1daeea8a709840257343e53'}]},\n",
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       "   'date_end': '2015-11-20',\n",
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       "   'place': 'Seattle',\n",
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       "   'place_url': 'https://nomadlist.com/seattle-wa-united-states',\n",
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       "    {'username': '@robertbenj', 'user_id': 'e9366a6e70282fed1c18758437f65cc1'},\n",
       "    {'username': None, 'user_id': 'tw724690812328677376'},\n",
       "    {'username': '@theprivileges',\n",
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       "    {'username': None, 'user_id': 'f12b9a74159e45a8ac5cda1f845057ff'},\n",
       "    {'username': '@theunixbeard',\n",
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       "    {'username': None, 'user_id': 'tw748153035789078528'},\n",
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       "    {'username': None, 'user_id': '35dbc026e87753134f1355a992f14d52'},\n",
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       "   'image': '/assets/img/users/48ff3d181fc1bc9e403e1dc0c2e337cc.jpg'},\n",
       "  '0410309130c8ce23ff8d2a995f5bc2da': {'user_id': '0410309130c8ce23ff8d2a995f5bc2da',\n",
       "   'username': 'melissahui',\n",
       "   'image': '/assets/img/users/0410309130c8ce23ff8d2a995f5bc2da.jpg'},\n",
       "  '903482aab1f6edd5167d8f2a41006ce5': {'user_id': '903482aab1f6edd5167d8f2a41006ce5',\n",
       "   'username': 'yago1',\n",
       "   'image': '/assets/img/users/903482aab1f6edd5167d8f2a41006ce5.jpg'},\n",
       "  'c4407a525aa69f6b66daa7e79332281e': {'user_id': 'c4407a525aa69f6b66daa7e79332281e',\n",
       "   'username': 'mikecastro26',\n",
       "   'image': '/assets/img/users/c4407a525aa69f6b66daa7e79332281e.jpg'},\n",
       "  '8d899c0c2abfcd6c64e3a38b0b60a437': {'user_id': '8d899c0c2abfcd6c64e3a38b0b60a437',\n",
       "   'username': 'ericvan',\n",
       "   'image': '/assets/img/users/8d899c0c2abfcd6c64e3a38b0b60a437.jpg'},\n",
       "  '3bfbbaff43410fe56825aa37a36369a1': {'user_id': '3bfbbaff43410fe56825aa37a36369a1',\n",
       "   'username': 'kalitherapy',\n",
       "   'image': '/assets/img/users/3bfbbaff43410fe56825aa37a36369a1.jpg'},\n",
       "  'e5d853ca2e434885a8c36c05bfb0a983': {'user_id': 'e5d853ca2e434885a8c36c05bfb0a983',\n",
       "   'username': 'chris_moen1',\n",
       "   'image': '/assets/img/users/e5d853ca2e434885a8c36c05bfb0a983.jpg'},\n",
       "  '007d34a1100c1446395dfbd12ad0fdc1': {'user_id': '007d34a1100c1446395dfbd12ad0fdc1',\n",
       "   'username': 'ashukumar27',\n",
       "   'image': '/assets/img/users/007d34a1100c1446395dfbd12ad0fdc1.jpg'},\n",
       "  'a7752863be6c6d1ece16a6b5419ccd6c': {'user_id': 'a7752863be6c6d1ece16a6b5419ccd6c',\n",
       "   'username': 'jonsunandco',\n",
       "   'image': '/assets/img/users/a7752863be6c6d1ece16a6b5419ccd6c.jpg'},\n",
       "  '5924839f468a06d3ce72174c7fd8a710': {'user_id': '5924839f468a06d3ce72174c7fd8a710',\n",
       "   'username': 'kultvar',\n",
       "   'image': '/assets/img/users/5924839f468a06d3ce72174c7fd8a710.jpg'},\n",
       "  '57f08a2afba986077a10d4fd2401d33c': {'user_id': '57f08a2afba986077a10d4fd2401d33c',\n",
       "   'username': 'clareharrison30',\n",
       "   'image': '/assets/img/users/57f08a2afba986077a10d4fd2401d33c.jpg'},\n",
       "  'ae118b712c4bfbf9d6ab563558777668': {'user_id': 'ae118b712c4bfbf9d6ab563558777668',\n",
       "   'username': 'gustavkotkas',\n",
       "   'image': '/assets/img/users/ae118b712c4bfbf9d6ab563558777668.jpg'},\n",
       "  '0afea4b560e1032f1dff0f11b9ff0b28': {'user_id': '0afea4b560e1032f1dff0f11b9ff0b28',\n",
       "   'username': 'ppccat',\n",
       "   'image': '/assets/img/users/0afea4b560e1032f1dff0f11b9ff0b28.jpg'},\n",
       "  'cad200fd0d7570e97fe6d2a4e76e89a8': {'user_id': 'cad200fd0d7570e97fe6d2a4e76e89a8',\n",
       "   'username': 'krisdeleon',\n",
       "   'image': '/assets/img/users/cad200fd0d7570e97fe6d2a4e76e89a8.jpg'},\n",
       "  '1c10c0cda7f65a5e2a310660786e1b15': {'user_id': '1c10c0cda7f65a5e2a310660786e1b15',\n",
       "   'username': 'mariasokolova',\n",
       "   'image': '/assets/img/users/1c10c0cda7f65a5e2a310660786e1b15.jpg'},\n",
       "  '68daff4ce404d7d03a7dc394624706fd': {'user_id': '68daff4ce404d7d03a7dc394624706fd',\n",
       "   'username': 'taavikalvi',\n",
       "   'image': '/assets/img/users/68daff4ce404d7d03a7dc394624706fd.jpg'},\n",
       "  '91889ccaeab13a38ff98aca27b4f9153': {'user_id': '91889ccaeab13a38ff98aca27b4f9153',\n",
       "   'username': 'stretford_dogs',\n",
       "   'image': '/assets/img/users/91889ccaeab13a38ff98aca27b4f9153.jpg'},\n",
       "  'd2d1647f7b727dae53f5accdd1aec190': {'user_id': 'd2d1647f7b727dae53f5accdd1aec190',\n",
       "   'username': 'jonbstrong',\n",
       "   'image': '/assets/img/users/d2d1647f7b727dae53f5accdd1aec190.jpg'},\n",
       "  '2e67f934ca75ac0e7440f08f0d74002f': {'user_id': '2e67f934ca75ac0e7440f08f0d74002f',\n",
       "   'username': 'allnacho',\n",
       "   'image': '/assets/img/users/2e67f934ca75ac0e7440f08f0d74002f.jpg'}},\n",
       " 'frequest_visits': {'seattle-wa-united-states': 3,\n",
       "  'san-diego-ca-united-states': 3,\n",
       "  'valencia-spain': 2,\n",
       "  'buenos-aires-argentina': 1,\n",
       "  'boston-ma-united-states': 1,\n",
       "  'chiang-mai-thailand': 1,\n",
       "  'barcelona-spain': 1,\n",
       "  'oakland-ca-united-states': 1,\n",
       "  'bellingham-wa-united-states': 1,\n",
       "  'playa-del-carmen-mexico': 1,\n",
       "  'madison-wi-united-states': 1},\n",
       " 'longest_stays': {'san-diego-ca-united-states': 218,\n",
       "  'seattle-wa-united-states': 216,\n",
       "  'valencia-spain': 175,\n",
       "  'playa-del-carmen-mexico': 72,\n",
       "  'chiang-mai-thailand': 65,\n",
       "  'madison-wi-united-states': 8,\n",
       "  'oakland-ca-united-states': 6,\n",
       "  'boston-ma-united-states': 5,\n",
       "  'bellingham-wa-united-states': 3,\n",
       "  'buenos-aires-argentina': 1,\n",
       "  'barcelona-spain': 0},\n",
       " 'legal': 'By using this data, you agree to the terms at https://nomadlist.com/legal (also please link back)'}"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cursor.next()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We can be a bit more selective\n",
    "cursor = people1.find({'location.now.country':'Indonesia'},{'_id':0,'username':1,'stats':1}) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see the query construction in mongo is very different from what you have seen in Python or R or what you'll find in SQL. It is all {} and not really nice. But that is to some extent due to the fact that Mongo is mostly by machines for machines. Something you'll have to learn (and/or look up) if you want to work with MongoDB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Creating a pandas DF from a Mongo cursor is however not difficult.\n",
    "indonesia_df = pd.DataFrame(list(cursor))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stats</th>\n",
       "      <th>username</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'cities': 15, 'countries': 9, 'followers': 1,...</td>\n",
       "      <td>@abbygmcclain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{'cities': 13, 'countries': 7, 'followers': 29...</td>\n",
       "      <td>@andreyazimov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'cities': 62, 'countries': 34, 'followers': 1...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               stats       username\n",
       "0  {'cities': 15, 'countries': 9, 'followers': 1,...  @abbygmcclain\n",
       "1  {'cities': 13, 'countries': 7, 'followers': 29...  @andreyazimov\n",
       "2  {'cities': 62, 'countries': 34, 'followers': 1...      @tomaslau"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indonesia_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cities</th>\n",
       "      <th>countries</th>\n",
       "      <th>followers</th>\n",
       "      <th>following</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>292</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62</td>\n",
       "      <td>34</td>\n",
       "      <td>152</td>\n",
       "      <td>464</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cities  countries  followers  following\n",
       "0      15          9          1          1\n",
       "1      13          7        292         49\n",
       "2      62         34        152        464"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We can also unpack nested dictionaries (here the stats column)\n",
    "pd.DataFrame([x[1] for x in indonesia_df.stats.iteritems()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mongo has many integrated complex functions for working with \"BigData\". Why not inside Pandas? A database will handle data on disk rather than in memory, index things for fast access and much more. \n",
    "\n",
    "One really useful but unfortunately complex (I have to look it up every time I use it) is aggregation of nested elements. \n",
    "\n",
    "MongoDB works with so called aggregation pipelines with a killer syntax :-/ \n",
    "\n",
    "In the following we will try to unpack or \"unwind\" the trips that are nested within every user-document. Why would we do that? Because you would like to analyse travel behavior on the micro level (individual trips).\n",
    "Want to know more? https://docs.mongodb.com/manual/reference/operator/aggregation-pipeline/\n",
    "\n",
    "Below we will create one of these pipelines combining match (a filtering function), project (for selecting what should be returned) and unwind (for disaggregation of nested arrays)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Return only trips of people that are in Indonesia at the moment (strange query but not wrong)\n",
    "cursor = people1.aggregate([{'$match':{'location.now.country':'Indonesia'}},\n",
    "                            {'$project':{'_id':0,'username':1,'trips':1}},\n",
    "                            {'$unwind':'$trips'}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Or just return all trips\n",
    "cursor = people1.aggregate([{'$project':{'_id':0,'username':1,'trips':1}},\n",
    "                            {'$unwind':'$trips'}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1823"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(list(cursor))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unfortunately we cannot pass this directly to pandas and will have to unpack a bit using a simple loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "StopIteration",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mStopIteration\u001b[0m                             Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-195-82e6c44f4252>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mtrips\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mcursor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0mdoc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcursor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnext\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      5\u001b[0m     \u001b[0mtrip\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'trips'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mtrip\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'username'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'username'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pymongo/command_cursor.py\u001b[0m in \u001b[0;36mnext\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    235\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mcoll\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatabase\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fix_outgoing\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpopleft\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcoll\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    236\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 237\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    238\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    239\u001b[0m     \u001b[0m__next__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mStopIteration\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Unpacking the returned documents. Basically we just need to enter the \"trips\" key. We also add the username.\n",
    "trips = []\n",
    "while cursor:\n",
    "    doc = cursor.next()\n",
    "    trip = doc['trips']\n",
    "    trip['username'] = doc['username']\n",
    "    trips.append(trip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Now we can create a dataframe\n",
    "trips_df = pd.DataFrame(trips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1823 entries, 0 to 1822\n",
      "Data columns (total 17 columns):\n",
      "country         1823 non-null object\n",
      "country_code    1798 non-null object\n",
      "country_slug    1823 non-null object\n",
      "date_end        1823 non-null object\n",
      "date_start      1823 non-null object\n",
      "epoch_end       1823 non-null int64\n",
      "epoch_start     1823 non-null int64\n",
      "latitude        1823 non-null int64\n",
      "length          1823 non-null object\n",
      "longitude       1823 non-null int64\n",
      "overlaps        1613 non-null object\n",
      "place           1823 non-null object\n",
      "place_photo     1823 non-null object\n",
      "place_slug      1823 non-null object\n",
      "place_url       1823 non-null object\n",
      "user_photo      1823 non-null object\n",
      "username        1823 non-null object\n",
      "dtypes: int64(4), object(13)\n",
      "memory usage: 242.2+ KB\n"
     ]
    }
   ],
   "source": [
    "trips_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>date_end</th>\n",
       "      <th>date_start</th>\n",
       "      <th>epoch_end</th>\n",
       "      <th>epoch_start</th>\n",
       "      <th>latitude</th>\n",
       "      <th>length</th>\n",
       "      <th>longitude</th>\n",
       "      <th>overlaps</th>\n",
       "      <th>place</th>\n",
       "      <th>place_photo</th>\n",
       "      <th>place_slug</th>\n",
       "      <th>place_url</th>\n",
       "      <th>user_photo</th>\n",
       "      <th>username</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>united-states</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2017-12-15</td>\n",
       "      <td>1514678400</td>\n",
       "      <td>1513296000</td>\n",
       "      <td>38</td>\n",
       "      <td>16 days</td>\n",
       "      <td>-78</td>\n",
       "      <td>[]</td>\n",
       "      <td>Charlottesville</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/new-yo...</td>\n",
       "      <td>united-states</td>\n",
       "      <td>https://nomadlist.com/united-states</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/79d6a8...</td>\n",
       "      <td>@nefer_l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>united-states</td>\n",
       "      <td>2017-12-15</td>\n",
       "      <td>2017-10-04</td>\n",
       "      <td>1513296000</td>\n",
       "      <td>1507075200</td>\n",
       "      <td>32</td>\n",
       "      <td>2 months</td>\n",
       "      <td>-117</td>\n",
       "      <td>[{'username': '@traveladdict19', 'user_id': 'd...</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/san-di...</td>\n",
       "      <td>san-diego-ca-united-states</td>\n",
       "      <td>https://nomadlist.com/san-diego-ca-united-states</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/79d6a8...</td>\n",
       "      <td>@nefer_l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>united-states</td>\n",
       "      <td>2017-10-04</td>\n",
       "      <td>2017-09-26</td>\n",
       "      <td>1507075200</td>\n",
       "      <td>1506384000</td>\n",
       "      <td>43</td>\n",
       "      <td>8 days</td>\n",
       "      <td>-89</td>\n",
       "      <td>[]</td>\n",
       "      <td>Madison</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/madiso...</td>\n",
       "      <td>madison-wi-united-states</td>\n",
       "      <td>https://nomadlist.com/madison-wi-united-states</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/79d6a8...</td>\n",
       "      <td>@nefer_l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>united-states</td>\n",
       "      <td>2017-09-25</td>\n",
       "      <td>2017-09-22</td>\n",
       "      <td>1506297600</td>\n",
       "      <td>1506038400</td>\n",
       "      <td>44</td>\n",
       "      <td>3 days</td>\n",
       "      <td>-89</td>\n",
       "      <td>[]</td>\n",
       "      <td>Tigerton</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/new-yo...</td>\n",
       "      <td>united-states</td>\n",
       "      <td>https://nomadlist.com/united-states</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/79d6a8...</td>\n",
       "      <td>@nefer_l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>mexico</td>\n",
       "      <td>2016-09-22</td>\n",
       "      <td>2016-07-12</td>\n",
       "      <td>1474502400</td>\n",
       "      <td>1468281600</td>\n",
       "      <td>20</td>\n",
       "      <td>2 months</td>\n",
       "      <td>-87</td>\n",
       "      <td>[{'username': '@geo_care', 'user_id': 'cc6952c...</td>\n",
       "      <td>Playa del Carmen</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/playa-...</td>\n",
       "      <td>playa-del-carmen-mexico</td>\n",
       "      <td>https://nomadlist.com/playa-del-carmen-mexico</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/79d6a8...</td>\n",
       "      <td>@nefer_l</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         country country_code   country_slug    date_end  date_start  \\\n",
       "0  United States           US  united-states  2017-12-31  2017-12-15   \n",
       "1  United States           US  united-states  2017-12-15  2017-10-04   \n",
       "2  United States           US  united-states  2017-10-04  2017-09-26   \n",
       "3  United States           US  united-states  2017-09-25  2017-09-22   \n",
       "4         Mexico           MX         mexico  2016-09-22  2016-07-12   \n",
       "\n",
       "    epoch_end  epoch_start  latitude    length  longitude  \\\n",
       "0  1514678400   1513296000        38   16 days        -78   \n",
       "1  1513296000   1507075200        32  2 months       -117   \n",
       "2  1507075200   1506384000        43    8 days        -89   \n",
       "3  1506297600   1506038400        44    3 days        -89   \n",
       "4  1474502400   1468281600        20  2 months        -87   \n",
       "\n",
       "                                            overlaps             place  \\\n",
       "0                                                 []   Charlottesville   \n",
       "1  [{'username': '@traveladdict19', 'user_id': 'd...         San Diego   \n",
       "2                                                 []           Madison   \n",
       "3                                                 []          Tigerton   \n",
       "4  [{'username': '@geo_care', 'user_id': 'cc6952c...  Playa del Carmen   \n",
       "\n",
       "                                         place_photo  \\\n",
       "0  https://nomadlist.com/assets/img/cities/new-yo...   \n",
       "1  https://nomadlist.com/assets/img/cities/san-di...   \n",
       "2  https://nomadlist.com/assets/img/cities/madiso...   \n",
       "3  https://nomadlist.com/assets/img/cities/new-yo...   \n",
       "4  https://nomadlist.com/assets/img/cities/playa-...   \n",
       "\n",
       "                   place_slug  \\\n",
       "0               united-states   \n",
       "1  san-diego-ca-united-states   \n",
       "2    madison-wi-united-states   \n",
       "3               united-states   \n",
       "4     playa-del-carmen-mexico   \n",
       "\n",
       "                                          place_url  \\\n",
       "0               https://nomadlist.com/united-states   \n",
       "1  https://nomadlist.com/san-diego-ca-united-states   \n",
       "2    https://nomadlist.com/madison-wi-united-states   \n",
       "3               https://nomadlist.com/united-states   \n",
       "4     https://nomadlist.com/playa-del-carmen-mexico   \n",
       "\n",
       "                                          user_photo  username  \n",
       "0  https://nomadlist.com//assets/img/users/79d6a8...  @nefer_l  \n",
       "1  https://nomadlist.com//assets/img/users/79d6a8...  @nefer_l  \n",
       "2  https://nomadlist.com//assets/img/users/79d6a8...  @nefer_l  \n",
       "3  https://nomadlist.com//assets/img/users/79d6a8...  @nefer_l  \n",
       "4  https://nomadlist.com//assets/img/users/79d6a8...  @nefer_l  "
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Moving on to SQL\n",
    "\n",
    "We will be using SQLite, a very simple SQL database (often used in mobile devices). Not as powerful as PosgreSQL or MySQL but easier to work with. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# First we need to import the sqlite driver\n",
    "import sqlite3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Establish a connection and create a DB file on disk\n",
    "db = sqlite3.connect('db_training.db')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We can actually write directly from Pandas to SQL\n",
    "\n",
    "trips_df[['country', 'country_code', 'country_slug', 'date_end', 'date_start',\n",
    "       'epoch_end', 'epoch_start', 'latitude', 'length', 'longitude', 'place', 'place_photo', 'place_slug', 'place_url',\n",
    "       'user_photo', 'username']].to_sql('trips', db)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('trips',)]"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's read a bit manually\n",
    "# First we find out which tables we can ses in the connected DB\n",
    "cursor = db.cursor()\n",
    "cursor.execute(\"SELECT name FROM sqlite_master WHERE type='table';\")\n",
    "cursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sqlite3.Cursor at 0x7fbc38be4420>"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find trips to Indonesia\n",
    "\n",
    "mycat = db.cursor()\n",
    "mycat.execute(\"\"\"SELECT * FROM trips WHERE country = 'Indonesia'\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mycat.fetchall())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We can pass the cursor directly to Pandas (similar to MongoDB)\n",
    "indonesia_df1 = pd.DataFrame(mycat.fetchall())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>48</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>1483142400</td>\n",
       "      <td>1482883200</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 days</td>\n",
       "      <td>116</td>\n",
       "      <td>Lombok</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>2016-12-27</td>\n",
       "      <td>1482883200</td>\n",
       "      <td>1482796800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-21</td>\n",
       "      <td>2016-11-16</td>\n",
       "      <td>1482278400</td>\n",
       "      <td>1479254400</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>74</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-12-01</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>1417392000</td>\n",
       "      <td>1412121600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>75</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>2014-09-01</td>\n",
       "      <td>1412121600</td>\n",
       "      <td>1409529600</td>\n",
       "      <td>-7</td>\n",
       "      <td>1 month</td>\n",
       "      <td>110</td>\n",
       "      <td>Java</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>139</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-02-07</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>1517961600</td>\n",
       "      <td>1515369600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/39ebe6...</td>\n",
       "      <td>@mfonne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>140</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>1515369600</td>\n",
       "      <td>1515110400</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/39ebe6...</td>\n",
       "      <td>@mfonne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>141</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>1515110400</td>\n",
       "      <td>1512864000</td>\n",
       "      <td>-8</td>\n",
       "      <td>26 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/39ebe6...</td>\n",
       "      <td>@mfonne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>274</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-05</td>\n",
       "      <td>2016-11-07</td>\n",
       "      <td>1480896000</td>\n",
       "      <td>1478476800</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>334</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-05-03</td>\n",
       "      <td>2015-05-02</td>\n",
       "      <td>1430611200</td>\n",
       "      <td>1430524800</td>\n",
       "      <td>1</td>\n",
       "      <td>1 day</td>\n",
       "      <td>104</td>\n",
       "      <td>Batam City</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>335</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-05-03</td>\n",
       "      <td>2015-04-28</td>\n",
       "      <td>1430611200</td>\n",
       "      <td>1430179200</td>\n",
       "      <td>-7</td>\n",
       "      <td>5 days</td>\n",
       "      <td>113</td>\n",
       "      <td>Probolinggo</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>336</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-05-01</td>\n",
       "      <td>2015-04-28</td>\n",
       "      <td>1430438400</td>\n",
       "      <td>1430179200</td>\n",
       "      <td>-6</td>\n",
       "      <td>3 days</td>\n",
       "      <td>106</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/jakart...</td>\n",
       "      <td>jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com/jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>337</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-04-24</td>\n",
       "      <td>2015-03-27</td>\n",
       "      <td>1429833600</td>\n",
       "      <td>1427414400</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>397</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>2015-10-05</td>\n",
       "      <td>1444694400</td>\n",
       "      <td>1444003200</td>\n",
       "      <td>-8</td>\n",
       "      <td>8 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/d14301...</td>\n",
       "      <td>@kevmar08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>634</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>2016-10-15</td>\n",
       "      <td>1477180800</td>\n",
       "      <td>1476489600</td>\n",
       "      <td>-8</td>\n",
       "      <td>8 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Denpasar</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/denpas...</td>\n",
       "      <td>denpasar-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/denpasar-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9ad2a5...</td>\n",
       "      <td>@martinb3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>691</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-03-04</td>\n",
       "      <td>2017-02-15</td>\n",
       "      <td>1488585600</td>\n",
       "      <td>1487116800</td>\n",
       "      <td>-8</td>\n",
       "      <td>17 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/6510ea...</td>\n",
       "      <td>@stacey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>694</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>2017-01-15</td>\n",
       "      <td>1486080000</td>\n",
       "      <td>1484438400</td>\n",
       "      <td>-8</td>\n",
       "      <td>19 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/6510ea...</td>\n",
       "      <td>@stacey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>717</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>2015-10-05</td>\n",
       "      <td>1444694400</td>\n",
       "      <td>1444003200</td>\n",
       "      <td>-8</td>\n",
       "      <td>8 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/6510ea...</td>\n",
       "      <td>@stacey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>732</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>2018-09-01</td>\n",
       "      <td>1538265600</td>\n",
       "      <td>1535760000</td>\n",
       "      <td>-8</td>\n",
       "      <td>29 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/ac25a5...</td>\n",
       "      <td>@abbygmcclain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>761</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>2017-04-03</td>\n",
       "      <td>1491350400</td>\n",
       "      <td>1491177600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>778</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-26</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>1451088000</td>\n",
       "      <td>1451001600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Lembongan</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>779</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>2015-12-24</td>\n",
       "      <td>1451001600</td>\n",
       "      <td>1450915200</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>780</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>2015-12-21</td>\n",
       "      <td>1450828800</td>\n",
       "      <td>1450656000</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>829</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-04-16</td>\n",
       "      <td>1467244800</td>\n",
       "      <td>1460764800</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/47b7f1...</td>\n",
       "      <td>@gustav</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>830</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-04-16</td>\n",
       "      <td>2016-03-17</td>\n",
       "      <td>1460764800</td>\n",
       "      <td>1458172800</td>\n",
       "      <td>-6</td>\n",
       "      <td>1 month</td>\n",
       "      <td>107</td>\n",
       "      <td>Bandung</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/bandun...</td>\n",
       "      <td>bandung-indonesia</td>\n",
       "      <td>https://nomadlist.com/bandung-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/47b7f1...</td>\n",
       "      <td>@gustav</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>834</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td></td>\n",
       "      <td>2015-10-15</td>\n",
       "      <td>0</td>\n",
       "      <td>1444867200</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/383444...</td>\n",
       "      <td>@dnlhtz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>937</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>1512864000</td>\n",
       "      <td>1512086400</td>\n",
       "      <td>-8</td>\n",
       "      <td>9 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/https://fb-s-b-a.akamaih...</td>\n",
       "      <td>@xyliaburos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>938</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>2017-10-30</td>\n",
       "      <td>1512086400</td>\n",
       "      <td>1509321600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/https://fb-s-b-a.akamaih...</td>\n",
       "      <td>@xyliaburos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>992</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-11-05</td>\n",
       "      <td>2018-08-23</td>\n",
       "      <td>1541376000</td>\n",
       "      <td>1534982400</td>\n",
       "      <td>8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/1f4ec5...</td>\n",
       "      <td>@andreyazimov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>994</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-08-21</td>\n",
       "      <td>2018-02-27</td>\n",
       "      <td>1534809600</td>\n",
       "      <td>1519689600</td>\n",
       "      <td>-8</td>\n",
       "      <td>6 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/1f4ec5...</td>\n",
       "      <td>@andreyazimov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1142</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-06</td>\n",
       "      <td>2016-11-16</td>\n",
       "      <td>1483660800</td>\n",
       "      <td>1479254400</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1193</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-04-29</td>\n",
       "      <td>2015-04-14</td>\n",
       "      <td>1430265600</td>\n",
       "      <td>1428969600</td>\n",
       "      <td>-8</td>\n",
       "      <td>15 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1201</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-12-21</td>\n",
       "      <td>2014-11-13</td>\n",
       "      <td>1419120000</td>\n",
       "      <td>1415836800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1202</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-12</td>\n",
       "      <td>2014-11-12</td>\n",
       "      <td>1415750400</td>\n",
       "      <td>1415750400</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Abiansemal</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1203</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-12</td>\n",
       "      <td>2014-11-10</td>\n",
       "      <td>1415750400</td>\n",
       "      <td>1415577600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1204</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>1415491200</td>\n",
       "      <td>1415491200</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Batubulan</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1205</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014-11-07</td>\n",
       "      <td>1415491200</td>\n",
       "      <td>1415318400</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1216</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-07-23</td>\n",
       "      <td>2014-07-20</td>\n",
       "      <td>1406073600</td>\n",
       "      <td>1405814400</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1217</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-07-20</td>\n",
       "      <td>2014-07-18</td>\n",
       "      <td>1405814400</td>\n",
       "      <td>1405641600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Amed, Bali</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1218</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-07-18</td>\n",
       "      <td>2014-07-06</td>\n",
       "      <td>1405641600</td>\n",
       "      <td>1404604800</td>\n",
       "      <td>-8</td>\n",
       "      <td>12 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1337</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>1545091200</td>\n",
       "      <td>1539820800</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/201a40...</td>\n",
       "      <td>@pixel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1399</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-04-18</td>\n",
       "      <td>2018-03-20</td>\n",
       "      <td>1524009600</td>\n",
       "      <td>1521504000</td>\n",
       "      <td>-8</td>\n",
       "      <td>29 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/dcd2a4...</td>\n",
       "      <td>@wimgz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1459</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-07-12</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>1468281600</td>\n",
       "      <td>1467331200</td>\n",
       "      <td>-8</td>\n",
       "      <td>11 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/20d81c...</td>\n",
       "      <td>@tla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1471</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-07-06</td>\n",
       "      <td>2015-06-22</td>\n",
       "      <td>1436140800</td>\n",
       "      <td>1434931200</td>\n",
       "      <td>-8</td>\n",
       "      <td>14 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/20d81c...</td>\n",
       "      <td>@tla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1494</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>2019-01-07</td>\n",
       "      <td>1551744000</td>\n",
       "      <td>1546819200</td>\n",
       "      <td>8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1498</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-11-10</td>\n",
       "      <td>2018-09-27</td>\n",
       "      <td>1541808000</td>\n",
       "      <td>1538006400</td>\n",
       "      <td>8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1501</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-09-12</td>\n",
       "      <td>2018-07-16</td>\n",
       "      <td>1536710400</td>\n",
       "      <td>1531699200</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1555</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-28</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>1485561600</td>\n",
       "      <td>1480550400</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1561</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-04-30</td>\n",
       "      <td>2016-04-02</td>\n",
       "      <td>1461974400</td>\n",
       "      <td>1459555200</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1566</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-01-08</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>1452211200</td>\n",
       "      <td>1449532800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1567</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>1449532800</td>\n",
       "      <td>1447113600</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1574</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-04-17</td>\n",
       "      <td>2015-02-24</td>\n",
       "      <td>1429228800</td>\n",
       "      <td>1424736000</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1586</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2014-11-14</td>\n",
       "      <td>1416355200</td>\n",
       "      <td>1415923200</td>\n",
       "      <td>-8</td>\n",
       "      <td>5 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1587</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-14</td>\n",
       "      <td>2014-10-22</td>\n",
       "      <td>1415923200</td>\n",
       "      <td>1413936000</td>\n",
       "      <td>-8</td>\n",
       "      <td>23 days</td>\n",
       "      <td>115</td>\n",
       "      <td>South Kuta</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1597</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>1482019200</td>\n",
       "      <td>1479600000</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9136b6...</td>\n",
       "      <td>@heathhlee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1676</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-02</td>\n",
       "      <td>2016-11-02</td>\n",
       "      <td>1480636800</td>\n",
       "      <td>1478044800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/896e81...</td>\n",
       "      <td>@florianbuerger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1683</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-31</td>\n",
       "      <td>2017-01-03</td>\n",
       "      <td>1485820800</td>\n",
       "      <td>1483401600</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/02c0e3...</td>\n",
       "      <td>@thatuxdude</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1696</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-02</td>\n",
       "      <td>2016-11-02</td>\n",
       "      <td>1480636800</td>\n",
       "      <td>1478044800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/c9ec63...</td>\n",
       "      <td>@stefanfeser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1715</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-03-30</td>\n",
       "      <td>2015-02-28</td>\n",
       "      <td>1427673600</td>\n",
       "      <td>1425081600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Jimbaran</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/c9ec63...</td>\n",
       "      <td>@stefanfeser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1764</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2016-12-25</td>\n",
       "      <td>1483228800</td>\n",
       "      <td>1482624000</td>\n",
       "      <td>-6</td>\n",
       "      <td>7 days</td>\n",
       "      <td>106</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/jakart...</td>\n",
       "      <td>jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com/jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/b6a007...</td>\n",
       "      <td>@b123400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0          1   2          3           4           5           6   \\\n",
       "0     48  Indonesia  ID  indonesia  2016-12-31  2016-12-28  1483142400   \n",
       "1     49  Indonesia  ID  indonesia  2016-12-28  2016-12-27  1482883200   \n",
       "2     51  Indonesia  ID  indonesia  2016-12-21  2016-11-16  1482278400   \n",
       "3     74  Indonesia  ID  indonesia  2014-12-01  2014-10-01  1417392000   \n",
       "4     75  Indonesia  ID  indonesia  2014-10-01  2014-09-01  1412121600   \n",
       "5    139  Indonesia  ID  indonesia  2018-02-07  2018-01-08  1517961600   \n",
       "6    140  Indonesia  ID  indonesia  2018-01-08  2018-01-05  1515369600   \n",
       "7    141  Indonesia  ID  indonesia  2018-01-05  2017-12-10  1515110400   \n",
       "8    274  Indonesia  ID  indonesia  2016-12-05  2016-11-07  1480896000   \n",
       "9    334  Indonesia  ID  indonesia  2015-05-03  2015-05-02  1430611200   \n",
       "10   335  Indonesia  ID  indonesia  2015-05-03  2015-04-28  1430611200   \n",
       "11   336  Indonesia  ID  indonesia  2015-05-01  2015-04-28  1430438400   \n",
       "12   337  Indonesia  ID  indonesia  2015-04-24  2015-03-27  1429833600   \n",
       "13   397  Indonesia  ID  indonesia  2015-10-13  2015-10-05  1444694400   \n",
       "14   634  Indonesia  ID  indonesia  2016-10-23  2016-10-15  1477180800   \n",
       "15   691  Indonesia  ID  indonesia  2017-03-04  2017-02-15  1488585600   \n",
       "16   694  Indonesia  ID  indonesia  2017-02-03  2017-01-15  1486080000   \n",
       "17   717  Indonesia  ID  indonesia  2015-10-13  2015-10-05  1444694400   \n",
       "18   732  Indonesia  id  indonesia  2018-09-30  2018-09-01  1538265600   \n",
       "19   761  Indonesia  ID  indonesia  2017-04-05  2017-04-03  1491350400   \n",
       "20   778  Indonesia  ID  indonesia  2015-12-26  2015-12-25  1451088000   \n",
       "21   779  Indonesia  ID  indonesia  2015-12-25  2015-12-24  1451001600   \n",
       "22   780  Indonesia  ID  indonesia  2015-12-23  2015-12-21  1450828800   \n",
       "23   829  Indonesia  ID  indonesia  2016-06-30  2016-04-16  1467244800   \n",
       "24   830  Indonesia  ID  indonesia  2016-04-16  2016-03-17  1460764800   \n",
       "25   834  Indonesia  ID  indonesia              2015-10-15           0   \n",
       "26   937  Indonesia  ID  indonesia  2017-12-10  2017-12-01  1512864000   \n",
       "27   938  Indonesia  ID  indonesia  2017-12-01  2017-10-30  1512086400   \n",
       "28   992  Indonesia  id  indonesia  2018-11-05  2018-08-23  1541376000   \n",
       "29   994  Indonesia  id  indonesia  2018-08-21  2018-02-27  1534809600   \n",
       "..   ...        ...  ..        ...         ...         ...         ...   \n",
       "42  1142  Indonesia  ID  indonesia  2017-01-06  2016-11-16  1483660800   \n",
       "43  1193  Indonesia  ID  indonesia  2015-04-29  2015-04-14  1430265600   \n",
       "44  1201  Indonesia  ID  indonesia  2014-12-21  2014-11-13  1419120000   \n",
       "45  1202  Indonesia  ID  indonesia  2014-11-12  2014-11-12  1415750400   \n",
       "46  1203  Indonesia  ID  indonesia  2014-11-12  2014-11-10  1415750400   \n",
       "47  1204  Indonesia  ID  indonesia  2014-11-09  2014-11-09  1415491200   \n",
       "48  1205  Indonesia  ID  indonesia  2014-11-09  2014-11-07  1415491200   \n",
       "49  1216  Indonesia  ID  indonesia  2014-07-23  2014-07-20  1406073600   \n",
       "50  1217  Indonesia  ID  indonesia  2014-07-20  2014-07-18  1405814400   \n",
       "51  1218  Indonesia  ID  indonesia  2014-07-18  2014-07-06  1405641600   \n",
       "52  1337  Indonesia  id  indonesia  2018-12-18  2018-10-18  1545091200   \n",
       "53  1399  Indonesia  ID  indonesia  2018-04-18  2018-03-20  1524009600   \n",
       "54  1459  Indonesia  ID  indonesia  2016-07-12  2016-07-01  1468281600   \n",
       "55  1471  Indonesia  ID  indonesia  2015-07-06  2015-06-22  1436140800   \n",
       "56  1494  Indonesia  id  indonesia  2019-03-05  2019-01-07  1551744000   \n",
       "57  1498  Indonesia  id  indonesia  2018-11-10  2018-09-27  1541808000   \n",
       "58  1501  Indonesia  ID  indonesia  2018-09-12  2018-07-16  1536710400   \n",
       "59  1555  Indonesia  ID  indonesia  2017-01-28  2016-12-01  1485561600   \n",
       "60  1561  Indonesia  ID  indonesia  2016-04-30  2016-04-02  1461974400   \n",
       "61  1566  Indonesia  ID  indonesia  2016-01-08  2015-12-08  1452211200   \n",
       "62  1567  Indonesia  ID  indonesia  2015-12-08  2015-11-10  1449532800   \n",
       "63  1574  Indonesia  ID  indonesia  2015-04-17  2015-02-24  1429228800   \n",
       "64  1586  Indonesia  ID  indonesia  2014-11-19  2014-11-14  1416355200   \n",
       "65  1587  Indonesia  ID  indonesia  2014-11-14  2014-10-22  1415923200   \n",
       "66  1597  Indonesia  ID  indonesia  2016-12-18  2016-11-20  1482019200   \n",
       "67  1676  Indonesia  ID  indonesia  2016-12-02  2016-11-02  1480636800   \n",
       "68  1683  Indonesia  ID  indonesia  2017-01-31  2017-01-03  1485820800   \n",
       "69  1696  Indonesia  ID  indonesia  2016-12-02  2016-11-02  1480636800   \n",
       "70  1715  Indonesia  ID  indonesia  2015-03-30  2015-02-28  1427673600   \n",
       "71  1764  Indonesia  ID  indonesia  2017-01-01  2016-12-25  1483228800   \n",
       "\n",
       "            7   8         9    10           11  \\\n",
       "0   1482883200  -8    3 days  116       Lombok   \n",
       "1   1482796800  -8     1 day  115       Canggu   \n",
       "2   1479254400  -8   1 month  115       Canggu   \n",
       "3   1412121600  -8  2 months  115         Ubud   \n",
       "4   1409529600  -7   1 month  110         Java   \n",
       "5   1515369600  -8   1 month  115       Canggu   \n",
       "6   1515110400  -8    3 days  115         Ubud   \n",
       "7   1512864000  -8   26 days  115       Canggu   \n",
       "8   1478476800  -8   28 days  115         Ubud   \n",
       "9   1430524800   1     1 day  104   Batam City   \n",
       "10  1430179200  -7    5 days  113  Probolinggo   \n",
       "11  1430179200  -6    3 days  106      Jakarta   \n",
       "12  1427414400  -8   28 days  115         Ubud   \n",
       "13  1444003200  -8    8 days  115         Ubud   \n",
       "14  1476489600  -8    8 days  115     Denpasar   \n",
       "15  1487116800  -8   17 days  115       Canggu   \n",
       "16  1484438400  -8   19 days  115       Canggu   \n",
       "17  1444003200  -8    8 days  115         Ubud   \n",
       "18  1535760000  -8   29 days  115       Canggu   \n",
       "19  1491177600  -8    2 days  115       Canggu   \n",
       "20  1451001600  -8     1 day  115    Lembongan   \n",
       "21  1450915200  -8     1 day  115         Ubud   \n",
       "22  1450656000  -8    2 days  115       Canggu   \n",
       "23  1460764800  -8  3 months  115         Ubud   \n",
       "24  1458172800  -6   1 month  107      Bandung   \n",
       "25  1444867200  -8     1 day  115         Ubud   \n",
       "26  1512086400  -8    9 days  115       Canggu   \n",
       "27  1509321600  -8   1 month  115         Ubud   \n",
       "28  1534982400   8  2 months  115       Canggu   \n",
       "29  1519689600  -8  6 months  115       Canggu   \n",
       "..         ...  ..       ...  ...          ...   \n",
       "42  1479254400  -8  2 months  115       Canggu   \n",
       "43  1428969600  -8   15 days  115         Ubud   \n",
       "44  1415836800  -8   1 month  115         Ubud   \n",
       "45  1415750400  -8     1 day  115   Abiansemal   \n",
       "46  1415577600  -8    2 days  115         Ubud   \n",
       "47  1415491200  -8     1 day  115    Batubulan   \n",
       "48  1415318400  -8    2 days  115         Ubud   \n",
       "49  1405814400  -8    3 days  115         Ubud   \n",
       "50  1405641600  -8    2 days  115   Amed, Bali   \n",
       "51  1404604800  -8   12 days  115         Ubud   \n",
       "52  1539820800  -8  2 months  115       Canggu   \n",
       "53  1521504000  -8   29 days  115       Canggu   \n",
       "54  1467331200  -8   11 days  115         Ubud   \n",
       "55  1434931200  -8   14 days  115         Ubud   \n",
       "56  1546819200   8  2 months  115       Canggu   \n",
       "57  1538006400   8   1 month  115       Canggu   \n",
       "58  1531699200  -8  2 months  115       Canggu   \n",
       "59  1480550400  -8  2 months  115       Canggu   \n",
       "60  1459555200  -8   28 days  115         Ubud   \n",
       "61  1449532800  -8   1 month  115         Ubud   \n",
       "62  1447113600  -8   28 days  115       Canggu   \n",
       "63  1424736000  -8  2 months  115         Ubud   \n",
       "64  1415923200  -8    5 days  115         Ubud   \n",
       "65  1413936000  -8   23 days  115   South Kuta   \n",
       "66  1479600000  -8   28 days  115       Canggu   \n",
       "67  1478044800  -8   1 month  115       Canggu   \n",
       "68  1483401600  -8   28 days  115       Canggu   \n",
       "69  1478044800  -8   1 month  115       Canggu   \n",
       "70  1425081600  -8   1 month  115     Jimbaran   \n",
       "71  1482624000  -6    7 days  106      Jakarta   \n",
       "\n",
       "                                                   12  \\\n",
       "0   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "1   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "2   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "3   https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "4   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "5   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "6   https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "7   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "8   https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "9   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "10  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "11  https://nomadlist.com/assets/img/cities/jakart...   \n",
       "12  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "13  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "14  https://nomadlist.com/assets/img/cities/denpas...   \n",
       "15  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "16  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "17  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "18  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "19  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "20  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "21  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "22  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "23  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "24  https://nomadlist.com/assets/img/cities/bandun...   \n",
       "25  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "26  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "27  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "28  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "29  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "..                                                ...   \n",
       "42  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "43  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "44  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "45  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "46  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "47  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "48  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "49  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "50  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "51  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "52  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "53  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "54  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "55  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "56  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "57  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "58  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "59  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "60  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "61  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "62  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "63  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "64  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "65  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "66  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "67  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "68  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "69  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "70  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "71  https://nomadlist.com/assets/img/cities/jakart...   \n",
       "\n",
       "                         13                                             14  \\\n",
       "0                 indonesia                https://nomadlist.com/indonesia   \n",
       "1     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "2     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "3       ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "4                 indonesia                https://nomadlist.com/indonesia   \n",
       "5     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "6       ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "7     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "8       ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "9                 indonesia                https://nomadlist.com/indonesia   \n",
       "10                indonesia                https://nomadlist.com/indonesia   \n",
       "11        jakarta-indonesia        https://nomadlist.com/jakarta-indonesia   \n",
       "12      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "13      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "14  denpasar-bali-indonesia  https://nomadlist.com/denpasar-bali-indonesia   \n",
       "15    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "16    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "17      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "18    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "19    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "20                indonesia                https://nomadlist.com/indonesia   \n",
       "21      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "22    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "23      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "24        bandung-indonesia        https://nomadlist.com/bandung-indonesia   \n",
       "25      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "26    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "27      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "28    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "29    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "..                      ...                                            ...   \n",
       "42    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "43      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "44      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "45                indonesia                https://nomadlist.com/indonesia   \n",
       "46      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "47                indonesia                https://nomadlist.com/indonesia   \n",
       "48      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "49      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "50                indonesia                https://nomadlist.com/indonesia   \n",
       "51      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "52    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "53    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "54      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "55      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "56    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "57    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "58    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "59    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "60      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "61      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "62    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "63      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "64      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "65                indonesia                https://nomadlist.com/indonesia   \n",
       "66    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "67    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "68    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "69    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "70                indonesia                https://nomadlist.com/indonesia   \n",
       "71        jakarta-indonesia        https://nomadlist.com/jakarta-indonesia   \n",
       "\n",
       "                                                   15               16  \n",
       "0   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "1   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "2   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "3   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "4   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "5   https://nomadlist.com//assets/img/users/39ebe6...          @mfonne  \n",
       "6   https://nomadlist.com//assets/img/users/39ebe6...          @mfonne  \n",
       "7   https://nomadlist.com//assets/img/users/39ebe6...          @mfonne  \n",
       "8   https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "9   https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "10  https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "11  https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "12  https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "13  https://nomadlist.com//assets/img/users/d14301...        @kevmar08  \n",
       "14  https://nomadlist.com//assets/img/users/9ad2a5...        @martinb3  \n",
       "15  https://nomadlist.com//assets/img/users/6510ea...          @stacey  \n",
       "16  https://nomadlist.com//assets/img/users/6510ea...          @stacey  \n",
       "17  https://nomadlist.com//assets/img/users/6510ea...          @stacey  \n",
       "18  https://nomadlist.com//assets/img/users/ac25a5...    @abbygmcclain  \n",
       "19  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "20  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "21  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "22  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "23  https://nomadlist.com//assets/img/users/47b7f1...          @gustav  \n",
       "24  https://nomadlist.com//assets/img/users/47b7f1...          @gustav  \n",
       "25  https://nomadlist.com//assets/img/users/383444...          @dnlhtz  \n",
       "26  https://nomadlist.com/https://fb-s-b-a.akamaih...      @xyliaburos  \n",
       "27  https://nomadlist.com/https://fb-s-b-a.akamaih...      @xyliaburos  \n",
       "28  https://nomadlist.com//assets/img/users/1f4ec5...    @andreyazimov  \n",
       "29  https://nomadlist.com//assets/img/users/1f4ec5...    @andreyazimov  \n",
       "..                                                ...              ...  \n",
       "42  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "43  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "44  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "45  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "46  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "47  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "48  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "49  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "50  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "51  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "52  https://nomadlist.com//assets/img/users/201a40...           @pixel  \n",
       "53  https://nomadlist.com//assets/img/users/dcd2a4...           @wimgz  \n",
       "54  https://nomadlist.com//assets/img/users/20d81c...             @tla  \n",
       "55  https://nomadlist.com//assets/img/users/20d81c...             @tla  \n",
       "56  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "57  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "58  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "59  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "60  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "61  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "62  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "63  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "64  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "65  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "66  https://nomadlist.com//assets/img/users/9136b6...       @heathhlee  \n",
       "67  https://nomadlist.com//assets/img/users/896e81...  @florianbuerger  \n",
       "68  https://nomadlist.com//assets/img/users/02c0e3...      @thatuxdude  \n",
       "69  https://nomadlist.com//assets/img/users/c9ec63...     @stefanfeser  \n",
       "70  https://nomadlist.com//assets/img/users/c9ec63...     @stefanfeser  \n",
       "71  https://nomadlist.com//assets/img/users/b6a007...         @b123400  \n",
       "\n",
       "[72 rows x 17 columns]"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indonesia_df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We can also ask pandas to perform the query for us\n",
    "indonesia_df2 = pd.read_sql_query(\"\"\"SELECT * FROM trips where country = 'Indonesia'\"\"\", db)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>country</th>\n",
       "      <th>country_code</th>\n",
       "      <th>country_slug</th>\n",
       "      <th>date_end</th>\n",
       "      <th>date_start</th>\n",
       "      <th>epoch_end</th>\n",
       "      <th>epoch_start</th>\n",
       "      <th>latitude</th>\n",
       "      <th>length</th>\n",
       "      <th>longitude</th>\n",
       "      <th>place</th>\n",
       "      <th>place_photo</th>\n",
       "      <th>place_slug</th>\n",
       "      <th>place_url</th>\n",
       "      <th>user_photo</th>\n",
       "      <th>username</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>48</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>1483142400</td>\n",
       "      <td>1482883200</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 days</td>\n",
       "      <td>116</td>\n",
       "      <td>Lombok</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>2016-12-27</td>\n",
       "      <td>1482883200</td>\n",
       "      <td>1482796800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-21</td>\n",
       "      <td>2016-11-16</td>\n",
       "      <td>1482278400</td>\n",
       "      <td>1479254400</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>74</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-12-01</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>1417392000</td>\n",
       "      <td>1412121600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>75</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>2014-09-01</td>\n",
       "      <td>1412121600</td>\n",
       "      <td>1409529600</td>\n",
       "      <td>-7</td>\n",
       "      <td>1 month</td>\n",
       "      <td>110</td>\n",
       "      <td>Java</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/3a0464...</td>\n",
       "      <td>@flowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>139</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-02-07</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>1517961600</td>\n",
       "      <td>1515369600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/39ebe6...</td>\n",
       "      <td>@mfonne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>140</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>1515369600</td>\n",
       "      <td>1515110400</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/39ebe6...</td>\n",
       "      <td>@mfonne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>141</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>1515110400</td>\n",
       "      <td>1512864000</td>\n",
       "      <td>-8</td>\n",
       "      <td>26 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/39ebe6...</td>\n",
       "      <td>@mfonne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>274</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-05</td>\n",
       "      <td>2016-11-07</td>\n",
       "      <td>1480896000</td>\n",
       "      <td>1478476800</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>334</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-05-03</td>\n",
       "      <td>2015-05-02</td>\n",
       "      <td>1430611200</td>\n",
       "      <td>1430524800</td>\n",
       "      <td>1</td>\n",
       "      <td>1 day</td>\n",
       "      <td>104</td>\n",
       "      <td>Batam City</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>335</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-05-03</td>\n",
       "      <td>2015-04-28</td>\n",
       "      <td>1430611200</td>\n",
       "      <td>1430179200</td>\n",
       "      <td>-7</td>\n",
       "      <td>5 days</td>\n",
       "      <td>113</td>\n",
       "      <td>Probolinggo</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>336</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-05-01</td>\n",
       "      <td>2015-04-28</td>\n",
       "      <td>1430438400</td>\n",
       "      <td>1430179200</td>\n",
       "      <td>-6</td>\n",
       "      <td>3 days</td>\n",
       "      <td>106</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/jakart...</td>\n",
       "      <td>jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com/jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>337</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-04-24</td>\n",
       "      <td>2015-03-27</td>\n",
       "      <td>1429833600</td>\n",
       "      <td>1427414400</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9f8d1d...</td>\n",
       "      <td>@reustle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>397</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>2015-10-05</td>\n",
       "      <td>1444694400</td>\n",
       "      <td>1444003200</td>\n",
       "      <td>-8</td>\n",
       "      <td>8 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/d14301...</td>\n",
       "      <td>@kevmar08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>634</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>2016-10-15</td>\n",
       "      <td>1477180800</td>\n",
       "      <td>1476489600</td>\n",
       "      <td>-8</td>\n",
       "      <td>8 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Denpasar</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/denpas...</td>\n",
       "      <td>denpasar-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/denpasar-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9ad2a5...</td>\n",
       "      <td>@martinb3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>691</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-03-04</td>\n",
       "      <td>2017-02-15</td>\n",
       "      <td>1488585600</td>\n",
       "      <td>1487116800</td>\n",
       "      <td>-8</td>\n",
       "      <td>17 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/6510ea...</td>\n",
       "      <td>@stacey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>694</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>2017-01-15</td>\n",
       "      <td>1486080000</td>\n",
       "      <td>1484438400</td>\n",
       "      <td>-8</td>\n",
       "      <td>19 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/6510ea...</td>\n",
       "      <td>@stacey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>717</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>2015-10-05</td>\n",
       "      <td>1444694400</td>\n",
       "      <td>1444003200</td>\n",
       "      <td>-8</td>\n",
       "      <td>8 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/6510ea...</td>\n",
       "      <td>@stacey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>732</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>2018-09-01</td>\n",
       "      <td>1538265600</td>\n",
       "      <td>1535760000</td>\n",
       "      <td>-8</td>\n",
       "      <td>29 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/ac25a5...</td>\n",
       "      <td>@abbygmcclain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>761</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>2017-04-03</td>\n",
       "      <td>1491350400</td>\n",
       "      <td>1491177600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>778</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-26</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>1451088000</td>\n",
       "      <td>1451001600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Lembongan</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>779</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>2015-12-24</td>\n",
       "      <td>1451001600</td>\n",
       "      <td>1450915200</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>780</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>2015-12-21</td>\n",
       "      <td>1450828800</td>\n",
       "      <td>1450656000</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/acfa8c...</td>\n",
       "      <td>@kytwb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>829</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-04-16</td>\n",
       "      <td>1467244800</td>\n",
       "      <td>1460764800</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/47b7f1...</td>\n",
       "      <td>@gustav</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>830</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-04-16</td>\n",
       "      <td>2016-03-17</td>\n",
       "      <td>1460764800</td>\n",
       "      <td>1458172800</td>\n",
       "      <td>-6</td>\n",
       "      <td>1 month</td>\n",
       "      <td>107</td>\n",
       "      <td>Bandung</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/bandun...</td>\n",
       "      <td>bandung-indonesia</td>\n",
       "      <td>https://nomadlist.com/bandung-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/47b7f1...</td>\n",
       "      <td>@gustav</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>834</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td></td>\n",
       "      <td>2015-10-15</td>\n",
       "      <td>0</td>\n",
       "      <td>1444867200</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/383444...</td>\n",
       "      <td>@dnlhtz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>937</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>1512864000</td>\n",
       "      <td>1512086400</td>\n",
       "      <td>-8</td>\n",
       "      <td>9 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/https://fb-s-b-a.akamaih...</td>\n",
       "      <td>@xyliaburos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>938</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>2017-10-30</td>\n",
       "      <td>1512086400</td>\n",
       "      <td>1509321600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/https://fb-s-b-a.akamaih...</td>\n",
       "      <td>@xyliaburos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>992</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-11-05</td>\n",
       "      <td>2018-08-23</td>\n",
       "      <td>1541376000</td>\n",
       "      <td>1534982400</td>\n",
       "      <td>8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/1f4ec5...</td>\n",
       "      <td>@andreyazimov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>994</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-08-21</td>\n",
       "      <td>2018-02-27</td>\n",
       "      <td>1534809600</td>\n",
       "      <td>1519689600</td>\n",
       "      <td>-8</td>\n",
       "      <td>6 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/1f4ec5...</td>\n",
       "      <td>@andreyazimov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1142</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-06</td>\n",
       "      <td>2016-11-16</td>\n",
       "      <td>1483660800</td>\n",
       "      <td>1479254400</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1193</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-04-29</td>\n",
       "      <td>2015-04-14</td>\n",
       "      <td>1430265600</td>\n",
       "      <td>1428969600</td>\n",
       "      <td>-8</td>\n",
       "      <td>15 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1201</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-12-21</td>\n",
       "      <td>2014-11-13</td>\n",
       "      <td>1419120000</td>\n",
       "      <td>1415836800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1202</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-12</td>\n",
       "      <td>2014-11-12</td>\n",
       "      <td>1415750400</td>\n",
       "      <td>1415750400</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Abiansemal</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1203</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-12</td>\n",
       "      <td>2014-11-10</td>\n",
       "      <td>1415750400</td>\n",
       "      <td>1415577600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1204</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>1415491200</td>\n",
       "      <td>1415491200</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 day</td>\n",
       "      <td>115</td>\n",
       "      <td>Batubulan</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1205</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014-11-07</td>\n",
       "      <td>1415491200</td>\n",
       "      <td>1415318400</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1216</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-07-23</td>\n",
       "      <td>2014-07-20</td>\n",
       "      <td>1406073600</td>\n",
       "      <td>1405814400</td>\n",
       "      <td>-8</td>\n",
       "      <td>3 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1217</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-07-20</td>\n",
       "      <td>2014-07-18</td>\n",
       "      <td>1405814400</td>\n",
       "      <td>1405641600</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Amed, Bali</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1218</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-07-18</td>\n",
       "      <td>2014-07-06</td>\n",
       "      <td>1405641600</td>\n",
       "      <td>1404604800</td>\n",
       "      <td>-8</td>\n",
       "      <td>12 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/a8906a...</td>\n",
       "      <td>@levelsio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1337</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>1545091200</td>\n",
       "      <td>1539820800</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/201a40...</td>\n",
       "      <td>@pixel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1399</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-04-18</td>\n",
       "      <td>2018-03-20</td>\n",
       "      <td>1524009600</td>\n",
       "      <td>1521504000</td>\n",
       "      <td>-8</td>\n",
       "      <td>29 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/dcd2a4...</td>\n",
       "      <td>@wimgz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1459</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-07-12</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>1468281600</td>\n",
       "      <td>1467331200</td>\n",
       "      <td>-8</td>\n",
       "      <td>11 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/20d81c...</td>\n",
       "      <td>@tla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1471</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-07-06</td>\n",
       "      <td>2015-06-22</td>\n",
       "      <td>1436140800</td>\n",
       "      <td>1434931200</td>\n",
       "      <td>-8</td>\n",
       "      <td>14 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/20d81c...</td>\n",
       "      <td>@tla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1494</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>2019-01-07</td>\n",
       "      <td>1551744000</td>\n",
       "      <td>1546819200</td>\n",
       "      <td>8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1498</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>id</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-11-10</td>\n",
       "      <td>2018-09-27</td>\n",
       "      <td>1541808000</td>\n",
       "      <td>1538006400</td>\n",
       "      <td>8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1501</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2018-09-12</td>\n",
       "      <td>2018-07-16</td>\n",
       "      <td>1536710400</td>\n",
       "      <td>1531699200</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1555</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-28</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>1485561600</td>\n",
       "      <td>1480550400</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1561</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-04-30</td>\n",
       "      <td>2016-04-02</td>\n",
       "      <td>1461974400</td>\n",
       "      <td>1459555200</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1566</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-01-08</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>1452211200</td>\n",
       "      <td>1449532800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1567</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>1449532800</td>\n",
       "      <td>1447113600</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1574</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-04-17</td>\n",
       "      <td>2015-02-24</td>\n",
       "      <td>1429228800</td>\n",
       "      <td>1424736000</td>\n",
       "      <td>-8</td>\n",
       "      <td>2 months</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1586</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2014-11-14</td>\n",
       "      <td>1416355200</td>\n",
       "      <td>1415923200</td>\n",
       "      <td>-8</td>\n",
       "      <td>5 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/ubud-b...</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/ubud-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1587</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2014-11-14</td>\n",
       "      <td>2014-10-22</td>\n",
       "      <td>1415923200</td>\n",
       "      <td>1413936000</td>\n",
       "      <td>-8</td>\n",
       "      <td>23 days</td>\n",
       "      <td>115</td>\n",
       "      <td>South Kuta</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/979cd9...</td>\n",
       "      <td>@tomaslau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1597</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>1482019200</td>\n",
       "      <td>1479600000</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/9136b6...</td>\n",
       "      <td>@heathhlee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1676</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-02</td>\n",
       "      <td>2016-11-02</td>\n",
       "      <td>1480636800</td>\n",
       "      <td>1478044800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/896e81...</td>\n",
       "      <td>@florianbuerger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1683</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-31</td>\n",
       "      <td>2017-01-03</td>\n",
       "      <td>1485820800</td>\n",
       "      <td>1483401600</td>\n",
       "      <td>-8</td>\n",
       "      <td>28 days</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/02c0e3...</td>\n",
       "      <td>@thatuxdude</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1696</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2016-12-02</td>\n",
       "      <td>2016-11-02</td>\n",
       "      <td>1480636800</td>\n",
       "      <td>1478044800</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Canggu</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com/canggu-bali-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/c9ec63...</td>\n",
       "      <td>@stefanfeser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1715</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2015-03-30</td>\n",
       "      <td>2015-02-28</td>\n",
       "      <td>1427673600</td>\n",
       "      <td>1425081600</td>\n",
       "      <td>-8</td>\n",
       "      <td>1 month</td>\n",
       "      <td>115</td>\n",
       "      <td>Jimbaran</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/canggu...</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>https://nomadlist.com/indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/c9ec63...</td>\n",
       "      <td>@stefanfeser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1764</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>indonesia</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2016-12-25</td>\n",
       "      <td>1483228800</td>\n",
       "      <td>1482624000</td>\n",
       "      <td>-6</td>\n",
       "      <td>7 days</td>\n",
       "      <td>106</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>https://nomadlist.com/assets/img/cities/jakart...</td>\n",
       "      <td>jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com/jakarta-indonesia</td>\n",
       "      <td>https://nomadlist.com//assets/img/users/b6a007...</td>\n",
       "      <td>@b123400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    index    country country_code country_slug    date_end  date_start  \\\n",
       "0      48  Indonesia           ID    indonesia  2016-12-31  2016-12-28   \n",
       "1      49  Indonesia           ID    indonesia  2016-12-28  2016-12-27   \n",
       "2      51  Indonesia           ID    indonesia  2016-12-21  2016-11-16   \n",
       "3      74  Indonesia           ID    indonesia  2014-12-01  2014-10-01   \n",
       "4      75  Indonesia           ID    indonesia  2014-10-01  2014-09-01   \n",
       "5     139  Indonesia           ID    indonesia  2018-02-07  2018-01-08   \n",
       "6     140  Indonesia           ID    indonesia  2018-01-08  2018-01-05   \n",
       "7     141  Indonesia           ID    indonesia  2018-01-05  2017-12-10   \n",
       "8     274  Indonesia           ID    indonesia  2016-12-05  2016-11-07   \n",
       "9     334  Indonesia           ID    indonesia  2015-05-03  2015-05-02   \n",
       "10    335  Indonesia           ID    indonesia  2015-05-03  2015-04-28   \n",
       "11    336  Indonesia           ID    indonesia  2015-05-01  2015-04-28   \n",
       "12    337  Indonesia           ID    indonesia  2015-04-24  2015-03-27   \n",
       "13    397  Indonesia           ID    indonesia  2015-10-13  2015-10-05   \n",
       "14    634  Indonesia           ID    indonesia  2016-10-23  2016-10-15   \n",
       "15    691  Indonesia           ID    indonesia  2017-03-04  2017-02-15   \n",
       "16    694  Indonesia           ID    indonesia  2017-02-03  2017-01-15   \n",
       "17    717  Indonesia           ID    indonesia  2015-10-13  2015-10-05   \n",
       "18    732  Indonesia           id    indonesia  2018-09-30  2018-09-01   \n",
       "19    761  Indonesia           ID    indonesia  2017-04-05  2017-04-03   \n",
       "20    778  Indonesia           ID    indonesia  2015-12-26  2015-12-25   \n",
       "21    779  Indonesia           ID    indonesia  2015-12-25  2015-12-24   \n",
       "22    780  Indonesia           ID    indonesia  2015-12-23  2015-12-21   \n",
       "23    829  Indonesia           ID    indonesia  2016-06-30  2016-04-16   \n",
       "24    830  Indonesia           ID    indonesia  2016-04-16  2016-03-17   \n",
       "25    834  Indonesia           ID    indonesia              2015-10-15   \n",
       "26    937  Indonesia           ID    indonesia  2017-12-10  2017-12-01   \n",
       "27    938  Indonesia           ID    indonesia  2017-12-01  2017-10-30   \n",
       "28    992  Indonesia           id    indonesia  2018-11-05  2018-08-23   \n",
       "29    994  Indonesia           id    indonesia  2018-08-21  2018-02-27   \n",
       "..    ...        ...          ...          ...         ...         ...   \n",
       "42   1142  Indonesia           ID    indonesia  2017-01-06  2016-11-16   \n",
       "43   1193  Indonesia           ID    indonesia  2015-04-29  2015-04-14   \n",
       "44   1201  Indonesia           ID    indonesia  2014-12-21  2014-11-13   \n",
       "45   1202  Indonesia           ID    indonesia  2014-11-12  2014-11-12   \n",
       "46   1203  Indonesia           ID    indonesia  2014-11-12  2014-11-10   \n",
       "47   1204  Indonesia           ID    indonesia  2014-11-09  2014-11-09   \n",
       "48   1205  Indonesia           ID    indonesia  2014-11-09  2014-11-07   \n",
       "49   1216  Indonesia           ID    indonesia  2014-07-23  2014-07-20   \n",
       "50   1217  Indonesia           ID    indonesia  2014-07-20  2014-07-18   \n",
       "51   1218  Indonesia           ID    indonesia  2014-07-18  2014-07-06   \n",
       "52   1337  Indonesia           id    indonesia  2018-12-18  2018-10-18   \n",
       "53   1399  Indonesia           ID    indonesia  2018-04-18  2018-03-20   \n",
       "54   1459  Indonesia           ID    indonesia  2016-07-12  2016-07-01   \n",
       "55   1471  Indonesia           ID    indonesia  2015-07-06  2015-06-22   \n",
       "56   1494  Indonesia           id    indonesia  2019-03-05  2019-01-07   \n",
       "57   1498  Indonesia           id    indonesia  2018-11-10  2018-09-27   \n",
       "58   1501  Indonesia           ID    indonesia  2018-09-12  2018-07-16   \n",
       "59   1555  Indonesia           ID    indonesia  2017-01-28  2016-12-01   \n",
       "60   1561  Indonesia           ID    indonesia  2016-04-30  2016-04-02   \n",
       "61   1566  Indonesia           ID    indonesia  2016-01-08  2015-12-08   \n",
       "62   1567  Indonesia           ID    indonesia  2015-12-08  2015-11-10   \n",
       "63   1574  Indonesia           ID    indonesia  2015-04-17  2015-02-24   \n",
       "64   1586  Indonesia           ID    indonesia  2014-11-19  2014-11-14   \n",
       "65   1587  Indonesia           ID    indonesia  2014-11-14  2014-10-22   \n",
       "66   1597  Indonesia           ID    indonesia  2016-12-18  2016-11-20   \n",
       "67   1676  Indonesia           ID    indonesia  2016-12-02  2016-11-02   \n",
       "68   1683  Indonesia           ID    indonesia  2017-01-31  2017-01-03   \n",
       "69   1696  Indonesia           ID    indonesia  2016-12-02  2016-11-02   \n",
       "70   1715  Indonesia           ID    indonesia  2015-03-30  2015-02-28   \n",
       "71   1764  Indonesia           ID    indonesia  2017-01-01  2016-12-25   \n",
       "\n",
       "     epoch_end  epoch_start  latitude    length  longitude        place  \\\n",
       "0   1483142400   1482883200        -8    3 days        116       Lombok   \n",
       "1   1482883200   1482796800        -8     1 day        115       Canggu   \n",
       "2   1482278400   1479254400        -8   1 month        115       Canggu   \n",
       "3   1417392000   1412121600        -8  2 months        115         Ubud   \n",
       "4   1412121600   1409529600        -7   1 month        110         Java   \n",
       "5   1517961600   1515369600        -8   1 month        115       Canggu   \n",
       "6   1515369600   1515110400        -8    3 days        115         Ubud   \n",
       "7   1515110400   1512864000        -8   26 days        115       Canggu   \n",
       "8   1480896000   1478476800        -8   28 days        115         Ubud   \n",
       "9   1430611200   1430524800         1     1 day        104   Batam City   \n",
       "10  1430611200   1430179200        -7    5 days        113  Probolinggo   \n",
       "11  1430438400   1430179200        -6    3 days        106      Jakarta   \n",
       "12  1429833600   1427414400        -8   28 days        115         Ubud   \n",
       "13  1444694400   1444003200        -8    8 days        115         Ubud   \n",
       "14  1477180800   1476489600        -8    8 days        115     Denpasar   \n",
       "15  1488585600   1487116800        -8   17 days        115       Canggu   \n",
       "16  1486080000   1484438400        -8   19 days        115       Canggu   \n",
       "17  1444694400   1444003200        -8    8 days        115         Ubud   \n",
       "18  1538265600   1535760000        -8   29 days        115       Canggu   \n",
       "19  1491350400   1491177600        -8    2 days        115       Canggu   \n",
       "20  1451088000   1451001600        -8     1 day        115    Lembongan   \n",
       "21  1451001600   1450915200        -8     1 day        115         Ubud   \n",
       "22  1450828800   1450656000        -8    2 days        115       Canggu   \n",
       "23  1467244800   1460764800        -8  3 months        115         Ubud   \n",
       "24  1460764800   1458172800        -6   1 month        107      Bandung   \n",
       "25           0   1444867200        -8     1 day        115         Ubud   \n",
       "26  1512864000   1512086400        -8    9 days        115       Canggu   \n",
       "27  1512086400   1509321600        -8   1 month        115         Ubud   \n",
       "28  1541376000   1534982400         8  2 months        115       Canggu   \n",
       "29  1534809600   1519689600        -8  6 months        115       Canggu   \n",
       "..         ...          ...       ...       ...        ...          ...   \n",
       "42  1483660800   1479254400        -8  2 months        115       Canggu   \n",
       "43  1430265600   1428969600        -8   15 days        115         Ubud   \n",
       "44  1419120000   1415836800        -8   1 month        115         Ubud   \n",
       "45  1415750400   1415750400        -8     1 day        115   Abiansemal   \n",
       "46  1415750400   1415577600        -8    2 days        115         Ubud   \n",
       "47  1415491200   1415491200        -8     1 day        115    Batubulan   \n",
       "48  1415491200   1415318400        -8    2 days        115         Ubud   \n",
       "49  1406073600   1405814400        -8    3 days        115         Ubud   \n",
       "50  1405814400   1405641600        -8    2 days        115   Amed, Bali   \n",
       "51  1405641600   1404604800        -8   12 days        115         Ubud   \n",
       "52  1545091200   1539820800        -8  2 months        115       Canggu   \n",
       "53  1524009600   1521504000        -8   29 days        115       Canggu   \n",
       "54  1468281600   1467331200        -8   11 days        115         Ubud   \n",
       "55  1436140800   1434931200        -8   14 days        115         Ubud   \n",
       "56  1551744000   1546819200         8  2 months        115       Canggu   \n",
       "57  1541808000   1538006400         8   1 month        115       Canggu   \n",
       "58  1536710400   1531699200        -8  2 months        115       Canggu   \n",
       "59  1485561600   1480550400        -8  2 months        115       Canggu   \n",
       "60  1461974400   1459555200        -8   28 days        115         Ubud   \n",
       "61  1452211200   1449532800        -8   1 month        115         Ubud   \n",
       "62  1449532800   1447113600        -8   28 days        115       Canggu   \n",
       "63  1429228800   1424736000        -8  2 months        115         Ubud   \n",
       "64  1416355200   1415923200        -8    5 days        115         Ubud   \n",
       "65  1415923200   1413936000        -8   23 days        115   South Kuta   \n",
       "66  1482019200   1479600000        -8   28 days        115       Canggu   \n",
       "67  1480636800   1478044800        -8   1 month        115       Canggu   \n",
       "68  1485820800   1483401600        -8   28 days        115       Canggu   \n",
       "69  1480636800   1478044800        -8   1 month        115       Canggu   \n",
       "70  1427673600   1425081600        -8   1 month        115     Jimbaran   \n",
       "71  1483228800   1482624000        -6    7 days        106      Jakarta   \n",
       "\n",
       "                                          place_photo  \\\n",
       "0   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "1   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "2   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "3   https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "4   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "5   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "6   https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "7   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "8   https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "9   https://nomadlist.com/assets/img/cities/canggu...   \n",
       "10  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "11  https://nomadlist.com/assets/img/cities/jakart...   \n",
       "12  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "13  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "14  https://nomadlist.com/assets/img/cities/denpas...   \n",
       "15  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "16  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "17  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "18  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "19  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "20  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "21  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "22  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "23  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "24  https://nomadlist.com/assets/img/cities/bandun...   \n",
       "25  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "26  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "27  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "28  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "29  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "..                                                ...   \n",
       "42  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "43  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "44  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "45  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "46  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "47  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "48  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "49  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "50  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "51  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "52  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "53  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "54  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "55  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "56  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "57  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "58  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "59  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "60  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "61  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "62  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "63  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "64  https://nomadlist.com/assets/img/cities/ubud-b...   \n",
       "65  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "66  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "67  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "68  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "69  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "70  https://nomadlist.com/assets/img/cities/canggu...   \n",
       "71  https://nomadlist.com/assets/img/cities/jakart...   \n",
       "\n",
       "                 place_slug                                      place_url  \\\n",
       "0                 indonesia                https://nomadlist.com/indonesia   \n",
       "1     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "2     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "3       ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "4                 indonesia                https://nomadlist.com/indonesia   \n",
       "5     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "6       ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "7     canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "8       ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "9                 indonesia                https://nomadlist.com/indonesia   \n",
       "10                indonesia                https://nomadlist.com/indonesia   \n",
       "11        jakarta-indonesia        https://nomadlist.com/jakarta-indonesia   \n",
       "12      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "13      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "14  denpasar-bali-indonesia  https://nomadlist.com/denpasar-bali-indonesia   \n",
       "15    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "16    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "17      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "18    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "19    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "20                indonesia                https://nomadlist.com/indonesia   \n",
       "21      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "22    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "23      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "24        bandung-indonesia        https://nomadlist.com/bandung-indonesia   \n",
       "25      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "26    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "27      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "28    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "29    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "..                      ...                                            ...   \n",
       "42    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "43      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "44      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "45                indonesia                https://nomadlist.com/indonesia   \n",
       "46      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "47                indonesia                https://nomadlist.com/indonesia   \n",
       "48      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "49      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "50                indonesia                https://nomadlist.com/indonesia   \n",
       "51      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "52    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "53    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "54      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "55      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "56    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "57    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "58    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "59    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "60      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "61      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "62    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "63      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "64      ubud-bali-indonesia      https://nomadlist.com/ubud-bali-indonesia   \n",
       "65                indonesia                https://nomadlist.com/indonesia   \n",
       "66    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "67    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "68    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "69    canggu-bali-indonesia    https://nomadlist.com/canggu-bali-indonesia   \n",
       "70                indonesia                https://nomadlist.com/indonesia   \n",
       "71        jakarta-indonesia        https://nomadlist.com/jakarta-indonesia   \n",
       "\n",
       "                                           user_photo         username  \n",
       "0   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "1   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "2   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "3   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "4   https://nomadlist.com//assets/img/users/3a0464...          @flowen  \n",
       "5   https://nomadlist.com//assets/img/users/39ebe6...          @mfonne  \n",
       "6   https://nomadlist.com//assets/img/users/39ebe6...          @mfonne  \n",
       "7   https://nomadlist.com//assets/img/users/39ebe6...          @mfonne  \n",
       "8   https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "9   https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "10  https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "11  https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "12  https://nomadlist.com//assets/img/users/9f8d1d...         @reustle  \n",
       "13  https://nomadlist.com//assets/img/users/d14301...        @kevmar08  \n",
       "14  https://nomadlist.com//assets/img/users/9ad2a5...        @martinb3  \n",
       "15  https://nomadlist.com//assets/img/users/6510ea...          @stacey  \n",
       "16  https://nomadlist.com//assets/img/users/6510ea...          @stacey  \n",
       "17  https://nomadlist.com//assets/img/users/6510ea...          @stacey  \n",
       "18  https://nomadlist.com//assets/img/users/ac25a5...    @abbygmcclain  \n",
       "19  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "20  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "21  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "22  https://nomadlist.com//assets/img/users/acfa8c...           @kytwb  \n",
       "23  https://nomadlist.com//assets/img/users/47b7f1...          @gustav  \n",
       "24  https://nomadlist.com//assets/img/users/47b7f1...          @gustav  \n",
       "25  https://nomadlist.com//assets/img/users/383444...          @dnlhtz  \n",
       "26  https://nomadlist.com/https://fb-s-b-a.akamaih...      @xyliaburos  \n",
       "27  https://nomadlist.com/https://fb-s-b-a.akamaih...      @xyliaburos  \n",
       "28  https://nomadlist.com//assets/img/users/1f4ec5...    @andreyazimov  \n",
       "29  https://nomadlist.com//assets/img/users/1f4ec5...    @andreyazimov  \n",
       "..                                                ...              ...  \n",
       "42  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "43  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "44  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "45  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "46  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "47  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "48  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "49  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "50  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "51  https://nomadlist.com//assets/img/users/a8906a...        @levelsio  \n",
       "52  https://nomadlist.com//assets/img/users/201a40...           @pixel  \n",
       "53  https://nomadlist.com//assets/img/users/dcd2a4...           @wimgz  \n",
       "54  https://nomadlist.com//assets/img/users/20d81c...             @tla  \n",
       "55  https://nomadlist.com//assets/img/users/20d81c...             @tla  \n",
       "56  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "57  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "58  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "59  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "60  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "61  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "62  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "63  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "64  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "65  https://nomadlist.com//assets/img/users/979cd9...        @tomaslau  \n",
       "66  https://nomadlist.com//assets/img/users/9136b6...       @heathhlee  \n",
       "67  https://nomadlist.com//assets/img/users/896e81...  @florianbuerger  \n",
       "68  https://nomadlist.com//assets/img/users/02c0e3...      @thatuxdude  \n",
       "69  https://nomadlist.com//assets/img/users/c9ec63...     @stefanfeser  \n",
       "70  https://nomadlist.com//assets/img/users/c9ec63...     @stefanfeser  \n",
       "71  https://nomadlist.com//assets/img/users/b6a007...         @b123400  \n",
       "\n",
       "[72 rows x 17 columns]"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indonesia_df2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- If you want to learn more about working with SQL: https://www.dataquest.io/blog/python-pandas-databases/\n",
    "- There is also a great intro course on Datacamp: https://www.datacamp.com/courses/intro-to-sql-for-data-science"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sqlite3.Cursor at 0x7fbc38be4570>"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a cursor object\n",
    "cursor = db.cursor()\n",
    "cursor.execute('''\n",
    "    CREATE TABLE trips_mapping('index' INTEGER PRIMARY KEY, place_slug TEXT)\n",
    "''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in indonesia_df2.iterrows():\n",
    "    insert = i[1][['index','place_slug']]\n",
    "    cursor.execute('''INSERT INTO trips_mapping('index', place_slug) VALUES(?,?)''', tuple(insert))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>place_slug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>48</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>74</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>75</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>139</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>140</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>141</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>274</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>334</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>335</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>336</td>\n",
       "      <td>jakarta-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>337</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>397</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>634</td>\n",
       "      <td>denpasar-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>691</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>694</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>717</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>732</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>761</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>778</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>779</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>780</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>829</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>830</td>\n",
       "      <td>bandung-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>834</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>937</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>938</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>992</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>994</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1142</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1193</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1201</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1202</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1203</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1204</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1205</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1216</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1217</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1218</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1337</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1399</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1459</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1471</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1494</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1498</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1501</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1555</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1561</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1566</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1567</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1574</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1586</td>\n",
       "      <td>ubud-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1587</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1597</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1676</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1683</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1696</td>\n",
       "      <td>canggu-bali-indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1715</td>\n",
       "      <td>indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1764</td>\n",
       "      <td>jakarta-indonesia</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    index               place_slug\n",
       "0      48                indonesia\n",
       "1      49    canggu-bali-indonesia\n",
       "2      51    canggu-bali-indonesia\n",
       "3      74      ubud-bali-indonesia\n",
       "4      75                indonesia\n",
       "5     139    canggu-bali-indonesia\n",
       "6     140      ubud-bali-indonesia\n",
       "7     141    canggu-bali-indonesia\n",
       "8     274      ubud-bali-indonesia\n",
       "9     334                indonesia\n",
       "10    335                indonesia\n",
       "11    336        jakarta-indonesia\n",
       "12    337      ubud-bali-indonesia\n",
       "13    397      ubud-bali-indonesia\n",
       "14    634  denpasar-bali-indonesia\n",
       "15    691    canggu-bali-indonesia\n",
       "16    694    canggu-bali-indonesia\n",
       "17    717      ubud-bali-indonesia\n",
       "18    732    canggu-bali-indonesia\n",
       "19    761    canggu-bali-indonesia\n",
       "20    778                indonesia\n",
       "21    779      ubud-bali-indonesia\n",
       "22    780    canggu-bali-indonesia\n",
       "23    829      ubud-bali-indonesia\n",
       "24    830        bandung-indonesia\n",
       "25    834      ubud-bali-indonesia\n",
       "26    937    canggu-bali-indonesia\n",
       "27    938      ubud-bali-indonesia\n",
       "28    992    canggu-bali-indonesia\n",
       "29    994    canggu-bali-indonesia\n",
       "..    ...                      ...\n",
       "42   1142    canggu-bali-indonesia\n",
       "43   1193      ubud-bali-indonesia\n",
       "44   1201      ubud-bali-indonesia\n",
       "45   1202                indonesia\n",
       "46   1203      ubud-bali-indonesia\n",
       "47   1204                indonesia\n",
       "48   1205      ubud-bali-indonesia\n",
       "49   1216      ubud-bali-indonesia\n",
       "50   1217                indonesia\n",
       "51   1218      ubud-bali-indonesia\n",
       "52   1337    canggu-bali-indonesia\n",
       "53   1399    canggu-bali-indonesia\n",
       "54   1459      ubud-bali-indonesia\n",
       "55   1471      ubud-bali-indonesia\n",
       "56   1494    canggu-bali-indonesia\n",
       "57   1498    canggu-bali-indonesia\n",
       "58   1501    canggu-bali-indonesia\n",
       "59   1555    canggu-bali-indonesia\n",
       "60   1561      ubud-bali-indonesia\n",
       "61   1566      ubud-bali-indonesia\n",
       "62   1567    canggu-bali-indonesia\n",
       "63   1574      ubud-bali-indonesia\n",
       "64   1586      ubud-bali-indonesia\n",
       "65   1587                indonesia\n",
       "66   1597    canggu-bali-indonesia\n",
       "67   1676    canggu-bali-indonesia\n",
       "68   1683    canggu-bali-indonesia\n",
       "69   1696    canggu-bali-indonesia\n",
       "70   1715                indonesia\n",
       "71   1764        jakarta-indonesia\n",
       "\n",
       "[72 rows x 2 columns]"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_sql_query(\"\"\"SELECT * FROM trips_mapping\"\"\", db)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Close DB when finished\n",
    "db.close()"
   ]
  }
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