content/part2/06_points.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Point Patterns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> [`IPYNB`](../content/part2/06_points.ipynb)\n",
    "\n",
    "> **NOTE**: some of this material has been ported and adapted from \"Lab 9\" in [Arribas-Bel (2016)](http://darribas.org/gds15/labs/Lab_09.html).\n",
    "\n",
    "This notebook covers a brief introduction on how to visualize and analyze point patterns. To demonstrate this, we will use a dataset of all the AirBnb listings in the city of Austin (check the Data section for more information about the dataset).\n",
    "\n",
    "Before anything, let us load up the libraries we will use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import mplleaflet as mpll"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us first set the paths to the datasets we will be using:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Adjust this to point to the right file in your computer\n",
    "listings_link = '../data/listings.csv.gz'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The core dataset we will use is `listings.csv`, which contains a lot of information about each individual location listed at AirBnb within Austin:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5835 entries, 0 to 5834\n",
      "Data columns (total 92 columns):\n",
      "id                                  5835 non-null int64\n",
      "listing_url                         5835 non-null object\n",
      "scrape_id                           5835 non-null int64\n",
      "last_scraped                        5835 non-null object\n",
      "name                                5835 non-null object\n",
      "summary                             5373 non-null object\n",
      "space                               4475 non-null object\n",
      "description                         5832 non-null object\n",
      "experiences_offered                 5835 non-null object\n",
      "neighborhood_overview               3572 non-null object\n",
      "notes                               2413 non-null object\n",
      "transit                             3492 non-null object\n",
      "thumbnail_url                       5542 non-null object\n",
      "medium_url                          5542 non-null object\n",
      "picture_url                         5835 non-null object\n",
      "xl_picture_url                      5542 non-null object\n",
      "host_id                             5835 non-null int64\n",
      "host_url                            5835 non-null object\n",
      "host_name                           5820 non-null object\n",
      "host_since                          5820 non-null object\n",
      "host_location                       5810 non-null object\n",
      "host_about                          3975 non-null object\n",
      "host_response_time                  4177 non-null object\n",
      "host_response_rate                  4177 non-null object\n",
      "host_acceptance_rate                3850 non-null object\n",
      "host_is_superhost                   5820 non-null object\n",
      "host_thumbnail_url                  5820 non-null object\n",
      "host_picture_url                    5820 non-null object\n",
      "host_neighbourhood                  4977 non-null object\n",
      "host_listings_count                 5820 non-null float64\n",
      "host_total_listings_count           5820 non-null float64\n",
      "host_verifications                  5835 non-null object\n",
      "host_has_profile_pic                5820 non-null object\n",
      "host_identity_verified              5820 non-null object\n",
      "street                              5835 non-null object\n",
      "neighbourhood                       4800 non-null object\n",
      "neighbourhood_cleansed              5835 non-null int64\n",
      "neighbourhood_group_cleansed        0 non-null float64\n",
      "city                                5835 non-null object\n",
      "state                               5835 non-null object\n",
      "zipcode                             5810 non-null float64\n",
      "market                              5835 non-null object\n",
      "smart_location                      5835 non-null object\n",
      "country_code                        5835 non-null object\n",
      "country                             5835 non-null object\n",
      "latitude                            5835 non-null float64\n",
      "longitude                           5835 non-null float64\n",
      "is_location_exact                   5835 non-null object\n",
      "property_type                       5835 non-null object\n",
      "room_type                           5835 non-null object\n",
      "accommodates                        5835 non-null int64\n",
      "bathrooms                           5789 non-null float64\n",
      "bedrooms                            5829 non-null float64\n",
      "beds                                5812 non-null float64\n",
      "bed_type                            5835 non-null object\n",
      "amenities                           5835 non-null object\n",
      "square_feet                         302 non-null float64\n",
      "price                               5835 non-null object\n",
      "weekly_price                        2227 non-null object\n",
      "monthly_price                       1717 non-null object\n",
      "security_deposit                    2770 non-null object\n",
      "cleaning_fee                        3587 non-null object\n",
      "guests_included                     5835 non-null int64\n",
      "extra_people                        5835 non-null object\n",
      "minimum_nights                      5835 non-null int64\n",
      "maximum_nights                      5835 non-null int64\n",
      "calendar_updated                    5835 non-null object\n",
      "has_availability                    5835 non-null object\n",
      "availability_30                     5835 non-null int64\n",
      "availability_60                     5835 non-null int64\n",
      "availability_90                     5835 non-null int64\n",
      "availability_365                    5835 non-null int64\n",
      "calendar_last_scraped               5835 non-null object\n",
      "number_of_reviews                   5835 non-null int64\n",
      "first_review                        3827 non-null object\n",
      "last_review                         3829 non-null object\n",
      "review_scores_rating                3789 non-null float64\n",
      "review_scores_accuracy              3776 non-null float64\n",
      "review_scores_cleanliness           3778 non-null float64\n",
      "review_scores_checkin               3778 non-null float64\n",
      "review_scores_communication         3778 non-null float64\n",
      "review_scores_location              3779 non-null float64\n",
      "review_scores_value                 3778 non-null float64\n",
      "requires_license                    5835 non-null object\n",
      "license                             1 non-null float64\n",
      "jurisdiction_names                  0 non-null float64\n",
      "instant_bookable                    5835 non-null object\n",
      "cancellation_policy                 5835 non-null object\n",
      "require_guest_profile_picture       5835 non-null object\n",
      "require_guest_phone_verification    5835 non-null object\n",
      "calculated_host_listings_count      5835 non-null int64\n",
      "reviews_per_month                   3827 non-null float64\n",
      "dtypes: float64(20), int64(14), object(58)\n",
      "memory usage: 4.1+ MB\n"
     ]
    }
   ],
   "source": [
    "lst = pd.read_csv(listings_link)\n",
    "lst.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It turns out that one record displays a very odd location and, for the sake of the illustration, we will remove it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5832</th>\n",
       "      <td>-5.093682</td>\n",
       "      <td>43.214991</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      longitude   latitude\n",
       "5832  -5.093682  43.214991"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "odd = lst.loc[lst.longitude>-80, ['longitude', 'latitude']]\n",
    "odd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lst = lst.drop(odd.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Point Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most straighforward way to get a first glimpse of the distribution of the data is to plot their latitude and longitude:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.jointplot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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CIAhCd5B4EQRBELqDxIsgCILQHSReBEEQhO4oa2FehmGMAJ4BwABIAbgOQBTApsnHXSzL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\nV5gVNfIZicRLsrVI3+EwP7j72UmVLbIZjSXLlpXY1BgoaNT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      "text/plain": [
       "<matplotlib.figure.Figure at 0x119faacf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"longitude\", y=\"latitude\", data=lst);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now this does not neccesarily tell us much about the dataset or the distribution of locations within Austin. There are two main challenges in interpreting the plot: one, there is lack of context, which means the points are not identifiable over space (unless you are so familiar with lon/lat pairs that they have a clear meaning to you); and two, in the center of the plot, there are so many points that it is hard to tell any pattern other than a big blurb of blue.\n",
    "\n",
    "Let us first focus on the first problem, geographical context. The quickest and easiest way to provide context to this set of points is to overlay a general map. If we had an image with the map or a set of several data sources that we could aggregate to create a map, we could build it from scratch. But in the XXI Century, the easiest is to overlay our point dataset on top of a web map. In this case, we will use [Leaflet](http://leafletjs.com/), and we will convert our underlying `matplotlib` points with `mplleaflet`. The full dataset (+5k observations) is a bit too much for leaflet to plot it directly on screen, so we will obtain a random sample of 100 points:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe src=\"data:text/html;base64,<head>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css" />
  <style>
    #map9544db76e650473a8c6606aa693002d0 {
      height:100%;
    }
  </style> 
</head>
<body>
  <div id="map9544db76e650473a8c6606aa693002d0"></div>
<script text="text/javascript">
var map = L.map('map9544db76e650473a8c6606aa693002d0');
L.tileLayer(
  "http://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
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if (gjData.features.length != 0) {
  var gj = L.geoJson(gjData, {
    style: function (feature) {
      return feature.properties;
    },
    pointToLayer: function (feature, latlng) {
      var icon = L.divIcon({'html': feature.properties.html, 
        iconAnchor: [feature.properties.anchor_x, 
                     feature.properties.anchor_y], 
          className: 'empty'});  // What can I do about empty?
      return L.marker(latlng, {icon: icon});
    }
  });
  gj.addTo(map);
  
  map.fitBounds(gj.getBounds());
} else {
  map.setView([0, 0], 1);
}
</script>
</body>\" width=\"100%\" height=\"360\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NOTE: `mpll.display` turned off to be able to compile the website,\n",
    "#       comment out the last line of this cell for rendering Leaflet map.\n",
    "rids = np.arange(lst.shape[0])\n",
    "np.random.shuffle(rids)\n",
    "f, ax = plt.subplots(1, figsize=(6, 6))\n",
    "lst.iloc[rids[:100], :].plot(kind='scatter', x='longitude', y='latitude', \\\n",
    "                      s=30, linewidth=0, ax=ax);\n",
    "mpll.display(fig=f,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This map allows us to get a much better sense of where the points are and what type of location they might be in. For example, now we can see that the big blue blurb has to do with the urbanized core of Austin.\n",
    "\n",
    "### `bokeh` alternative\n",
    "\n",
    "Leaflet is not the only technology to display data on maps, although it is probably the default option in many cases. When the data is larger than \"acceptable\", we need to resort to more technically sophisticated alternatives. One option is provided by `bokeh` and its `datashaded` submodule (see [here](https://anaconda.org/jbednar/nyc_taxi/notebook) for a very nice introduction to the library, from where this example has been adapted).\n",
    "\n",
    "Before we delve into `bokeh`, let us reproject our original data (lon/lat coordinates) into Web Mercator, as `bokeh` will expect them. To do that, we turn the coordinates into a `GeoSeries`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from shapely.geometry import Point\n",
    "xys_wb = gpd.GeoSeries(lst[['longitude', 'latitude']].apply(Point, axis=1), \\\n",
    "                      crs=\"+init=epsg:4326\")\n",
    "xys_wb = xys_wb.to_crs(epsg=3857)\n",
    "x_wb = xys_wb.apply(lambda i: i.x)\n",
    "y_wb = xys_wb.apply(lambda i: i.y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are ready to setup the plot in `bokeh`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-banner\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"efa98bda-2ccf-4dbf-ae97-94033d60c79b\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    delete window._bokeh_onload_callbacks\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.11.1.min.js'];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      Bokeh.$(\"#efa98bda-2ccf-4dbf-ae97-94033d60c79b\").text(\"BokehJS successfully loaded\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i](window.Bokeh);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure, output_notebook, show\n",
    "from bokeh.tile_providers import STAMEN_TERRAIN\n",
    "output_notebook()\n",
    "\n",
    "minx, miny, maxx, maxy = xys_wb.total_bounds\n",
    "y_range = miny, maxy\n",
    "x_range = minx, maxx\n",
    "\n",
    "def base_plot(tools='pan,wheel_zoom,reset',plot_width=600, plot_height=400, **plot_args):\n",
    "    p = figure(tools=tools, plot_width=plot_width, plot_height=plot_height,\n",
    "        x_range=x_range, y_range=y_range, outline_line_color=None,\n",
    "        min_border=0, min_border_left=0, min_border_right=0,\n",
    "        min_border_top=0, min_border_bottom=0, **plot_args)\n",
    "    \n",
    "    p.axis.visible = False\n",
    "    p.xgrid.grid_line_color = None\n",
    "    p.ygrid.grid_line_color = None\n",
    "    return p\n",
    "    \n",
    "options = dict(line_color=None, fill_color='#800080', size=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And good to go for mapping!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bokeh.models.renderers.GlyphRenderer at 0x1052bb5f8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NOTE: `show` turned off to be able to compile the website,\n",
    "#       comment out the last line of this cell for rendering.\n",
    "p = base_plot()\n",
    "p.add_tile(STAMEN_TERRAIN)\n",
    "p.circle(x=x_wb, y=y_wb, **options)\n",
    "#show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can quickly see, `bokeh` is substantially faster at rendering larger amounts of data.\n",
    "\n",
    "The second problem we have spotted with the first scatter is that, when the number of points grows, at some point it becomes impossible to discern anything other than a big blur of color. To some extent, interactivity gets at that problem by allowing the user to zoom in until every point is an entity on its own. However, there exist techniques that allow to summarize the data to be able to capture the overall pattern at once. Traditionally, kernel density estimation (KDE) has been one of the most common solutions by approximating a continuous surface of point intensity. In this context, however, we will explore a more recent alternative suggested by the [`datashader`](https://github.com/bokeh/datashader) library (see the [paper](http://www.crest.iu.edu/publications/prints/2014/Cottam2014OutOfCore.pdf) if interested in more details).\n",
    "\n",
    "Arguably, our dataset is not large enough to justify the use of a reduction technique like datashader, but we will create the plot for the sake of the illustration. Keep in mind, the usefulness of this approach increases the more points you need to be plotting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# NOTE: `show` turned off to be able to compile the website,\n",
    "#       comment out the last line of this cell for rendering.\n",
    "\n",
    "import datashader as ds\n",
    "from datashader.callbacks import InteractiveImage\n",
    "from datashader.colors import viridis\n",
    "from datashader import transfer_functions as tf\n",
    "from bokeh.tile_providers import STAMEN_TONER\n",
    "\n",
    "p = base_plot()\n",
    "p.add_tile(STAMEN_TONER)\n",
    "\n",
    "pts = pd.DataFrame({'x': x_wb, 'y': y_wb})\n",
    "pts['count'] = 1\n",
    "def create_image90(x_range, y_range, w, h):\n",
    "    cvs = ds.Canvas(plot_width=w, plot_height=h, x_range=x_range, y_range=y_range)\n",
    "    agg = cvs.points(pts, 'x', 'y',  ds.count('count'))\n",
    "    img = tf.interpolate(agg.where(agg > np.percentile(agg,90)), \\\n",
    "                         cmap=viridis, how='eq_hist')\n",
    "    return tf.dynspread(img, threshold=0.1, max_px=4)\n",
    "    \n",
    "#InteractiveImage(p, create_image90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The key advandage of `datashader` is that is decouples the point processing from the plotting. That is the bit that allows it to be scalable to truly large datasets (e.g. millions of points). Essentially, the approach is based on generating a very fine grid, counting points within pixels, and encoding the count into a color scheme. In our map, this is not particularly effective because we do not have too many points (the previous plot is probably a more effective one) and esssentially there is a pixel per location of every point. However, hopefully this example shows how to create this kind of scalable maps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kernel Density Estimation\n",
    "\n",
    "A common alternative when the number of points grows is to replace plotting every single point by estimating the continuous observed probability distribution. In this case, we will not be visualizing the points themselves, but an abstracted surface that models the probability of point density over space. The most commonly used method to do this is the so called kernel density estimate (KDE). The idea behind KDEs is to count the number of points in a continious way. Instead of using discrete counting, where you include a point in the count if it is inside a certain boundary and ignore it otherwise, KDEs use functions (kernels) that include points but give different weights to each one depending of how far of the location where we are counting the point is.\n",
    "\n",
    "Creating a KDE is very straightfoward in Python. In its simplest form, we can run the following single line of code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b11fcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(lst['longitude'], lst['latitude'], shade=True, cmap='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, if we want to include additional layers of data to provide context, we can do so in the same way we would layer up different elements in `matplotlib`. Let us load first the Zip codes in Austin, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EXdlHlgad6U5Ca2trWrRoAcDbt2/R1tbmwoUL1K2bvPusadOmXLhwIZVBV6xYkWfPngHJ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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f9bd550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "zc = gpd.read_file('../data/Zipcodes.geojson')\n",
    "zc.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And, to overlay both layers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Jjx8/4v79+6e6sIv5TQrLsggGg6IqaJfJZCgUChfW85DaoK2rOuX1ek8lJDs7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oi7M4eD0dHR2PvMbrdDp9OlrLysrq6iuroaFEWhsbERPRk0Y29sbMDtdmNlZeXZjmtfXl4+m4bv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1209cf9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "\n",
    "zc.plot(color='white', linewidth=0.1, ax=ax)\n",
    "\n",
    "sns.kdeplot(lst['longitude'], lst['latitude'], \\\n",
    "            shade=True, cmap='Purples', \\\n",
    "            ax=ax);\n",
    "\n",
    "ax.set_axis_off()\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--\n",
    "## `bokeh` alternative\n",
    "\n",
    "pts.head()\n",
    "\n",
    "from sklearn.neighbors import KernelDensity\n",
    "from sklearn.grid_search import GridSearchCV\n",
    "\n",
    "# Setup kernel\n",
    "kde = KernelDensity(metric='euclidean',\n",
    "                    kernel='gaussian', algorithm='ball_tree')\n",
    "# Bandwidth selection\n",
    "gs = GridSearchCV(kde, \\\n",
    "                {'bandwidth': np.linspace(0.1, 1.0, 30)}, \\\n",
    "                cv=3)\n",
    "%time cv = gs.fit(pts[['x', 'y']].values)\n",
    "bw = cv.best_params_['bandwidth']\n",
    "kde.bandwidth = bw\n",
    "# Fit the KDE\n",
    "kde.fit(pts[['x', 'y']].values)\n",
    "\n",
    "# Build a mesh\n",
    "minX, minY = pts[['x', 'y']].values.min(axis=0)\n",
    "maxX, maxY = pts[['x', 'y']].values.max(axis=0)\n",
    "bbox = [minX, minY, maxX, maxY]\n",
    "mn = 100\n",
    "mx = np.linspace(minX, maxX, mn)\n",
    "my = np.linspace(minY, maxY, mn)\n",
    "mxx, myy = np.meshgrid(mx, my)\n",
    "mxxyy = np.hstack((mxx.reshape(-1, 1), myy.reshape(-1, 1)))\n",
    "# Fit to the KDE\n",
    "d = kde.score_samples(mxxyy).reshape(mn, mn)\n",
    "\n",
    "print pts.min()['x'], pts.min()['y']\n",
    "\n",
    "print pts.max()['x'], pts.max()['y']\n",
    "\n",
    "mxxyy.max(axis=0)\n",
    "\n",
    "from bokeh.plotting import figure, show\n",
    "\n",
    "p = base_plot()\n",
    "p.add_tile(STAMEN_TERRAIN)\n",
    "\n",
    "p.image(image=[d], x=minX, y=minY, dw=maxX-minX, dh=maxY-minY, \\\n",
    "        alpha=0.001, palette=\"Blues9\")\n",
    "\n",
    "show(p)\n",
    "-->"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise\n",
    "\n",
    "> *Split the dataset by type of property and create a map for the five most common types.*\n",
    "\n",
    "Consider the following sorting of property types:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "property_type\n",
       "House              3549\n",
       "Apartment          1855\n",
       "Condominium         106\n",
       "Loft                 83\n",
       "Townhouse            57\n",
       "Other                47\n",
       "Bed & Breakfast      37\n",
       "Camper/RV            34\n",
       "Bungalow             18\n",
       "Cabin                17\n",
       "Tent                 11\n",
       "Villa                 7\n",
       "Treehouse             7\n",
       "Earth House           2\n",
       "Chalet                1\n",
       "Hut                   1\n",
       "Boat                  1\n",
       "Tipi                  1\n",
       "Name: property_type, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lst.property_type.groupby(lst.property_type)\\\n",
    "                 .count()\\\n",
    "                 .sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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