ontario_postal_codes_plot.ipynb

ontario_postal_codes_plot.ipynb

{
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   "cell_type": "markdown",
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    "id": "view-in-github"
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   "source": [
    "<a href=\"https://colab.research.google.com/gist/samik-saha/c8c565e5bf4d2d203c210d90573141ef/ontario_postal_codes_plot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 527
    },
    "colab_type": "code",
    "id": "jSzBK7kF4Iqv",
    "outputId": "d637f06f-88a4-4a9f-d5c0-63c33439ccdf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting matplotlib\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/19/7a/60bd79c5d79559150f8bba866dd7d434f0a170312e4d15e8aefa5faba294/matplotlib-3.1.1-cp37-cp37m-manylinux1_x86_64.whl (13.1MB)\n",
      "\u001b[K     |████████████████████████████████| 13.1MB 3.3MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: python-dateutil>=2.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from matplotlib) (2.8.0)\n",
      "Collecting kiwisolver>=1.0.1 (from matplotlib)\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/93/f8/518fb0bb89860eea6ff1b96483fbd9236d5ee991485d0f3eceff1770f654/kiwisolver-1.1.0-cp37-cp37m-manylinux1_x86_64.whl (90kB)\n",
      "\u001b[K     |████████████████████████████████| 92kB 28.5MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting cycler>=0.10 (from matplotlib)\n",
      "  Downloading https://files.pythonhosted.org/packages/f7/d2/e07d3ebb2bd7af696440ce7e754c59dd546ffe1bbe732c8ab68b9c834e61/cycler-0.10.0-py2.py3-none-any.whl\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from matplotlib) (2.4.2)\n",
      "Requirement already satisfied: numpy>=1.11 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from matplotlib) (1.17.2)\n",
      "Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from python-dateutil>=2.1->matplotlib) (1.12.0)\n",
      "Requirement already satisfied: setuptools in /srv/conda/envs/notebook/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib) (41.2.0)\n",
      "Installing collected packages: kiwisolver, cycler, matplotlib\n",
      "Successfully installed cycler-0.10.0 kiwisolver-1.1.0 matplotlib-3.1.1\n"
     ]
    }
   ],
   "source": [
    "!pip install geopandas\n",
    "!pip install pandas_bokeh\n",
    "!pip install matplotlib"
   ]
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   "execution_count": 12,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "eifCqwy94LH6"
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      ],
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Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1325\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1325\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1325' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1325\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas\n",
    "import pandas as pd\n",
    "import pandas_bokeh\n",
    "import matplotlib.pyplot as plt\n",
    "pandas_bokeh.output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "mKbj9tMC4TV0",
    "outputId": "cd77bc07-f1b2-4a64-b8c1-6eda9f7e3228"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2019-09-22 15:14:01--  http://www12.statcan.gc.ca/census-recensement/2011/geo/bound-limit/files-fichiers/gfsa000b11a_e.zip\n",
      "Resolving www12.statcan.gc.ca (www12.statcan.gc.ca)... 205.193.226.138\n",
      "Connecting to www12.statcan.gc.ca (www12.statcan.gc.ca)|205.193.226.138|:80... connected.\n",
      "HTTP request sent, awaiting response... 302 Found\n",
      "Location: https://www12.statcan.gc.ca/census-recensement/2011/geo/bound-limit/files-fichiers/gfsa000b11a_e.zip [following]\n",
      "--2019-09-22 15:14:01--  https://www12.statcan.gc.ca/census-recensement/2011/geo/bound-limit/files-fichiers/gfsa000b11a_e.zip\n",
      "Connecting to www12.statcan.gc.ca (www12.statcan.gc.ca)|205.193.226.138|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 65516799 (62M) [application/x-zip-compressed]\n",
      "Saving to: ‘gfsa000b11a_e.zip’\n",
      "\n",
      "gfsa000b11a_e.zip   100%[===================>]  62.48M  1.80MB/s    in 35s     \n",
      "\n",
      "2019-09-22 15:14:37 (1.78 MB/s) - ‘gfsa000b11a_e.zip’ saved [65516799/65516799]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget http://www12.statcan.gc.ca/census-recensement/2011/geo/bound-limit/files-fichiers/gfsa000b11a_e.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "colab_type": "code",
    "id": "Kq5giaN54n-T",
    "outputId": "4e0323f3-65cb-4c61-b86e-77578df5d376"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  gfsa000b11a_e.zip\n",
      "  inflating: gfsa000b11a_e.shx       \n",
      "  inflating: gfsa000b11a_e.dbf       \n",
      "  inflating: gfsa000b11a_e.prj       \n",
      "  inflating: gfsa000b11a_e.shp       \n",
      "  inflating: 92-179-g2011001-eng.pdf  \n"
     ]
    }
   ],
   "source": [
    "!unzip gfsa000b11a_e.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 696
    },
    "colab_type": "code",
    "id": "e8WmLBaA4vfB",
    "outputId": "784c8219-8cad-4299-a976-afca11a864af"
   },
   "outputs": [],
   "source": [
    "canada = geopandas.read_file(\"./gfsa000b11a_e.shp\")\n",
    "ontario = canada[canada['PRUID'] == '35']\n",
    "\n",
    "# Sample data to plot\n",
    "df=pd.DataFrame({'PCODE': ['P0V','P0L','P0T','P0Y', 'P0G', 'P2N'], 'A':[6,3,5,2,2,4] })\n",
    "\n",
    "# Join ontario dataset with sample data\n",
    "new_df=ontario.join(df.set_index('PCODE'), on='CFSAUID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8zr0zAxAANvI"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"cf658d53-38eb-4232-9817-2676e51eeedf\" data-root-id=\"2095\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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72,3673,3674,3675,3676,3677,3678,3679,3680,3681,3682,3683,3684,3685,3686,3687,3688,3689,3690,3691,3692,3693,3694,3695,3696,3697,3698,3699,3700,3701,3702,3703,3704,3705,3706,3707,3708,3709,3710,3711,3712,3713,3714,3715,3716,3717,3718,3719,3720,3721,3722,3723,3724,3725,3726,3727,3728,3729,3730,3731,3732,3733,3734,3735,3736,3737]},\"selected\":{\"id\":\"2217\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2216\",\"type\":\"UnionRenderers\"}},\"id\":\"2144\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"2109\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2096\",\"type\":\"Title\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2116\",\"type\":\"MercatorTicker\"},{\"attributes\":{},\"id\":\"2216\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"attribution\":\"&copy; <a href=\\\"https://www.openstreetmap.org/copyright\\\">OpenStreetMap</a> contributors,&copy; <a href=\\\"https://cartodb.com/attributions\\\">CartoDB</a>\",\"url\":\"https://tiles.basemaps.cartocdn.com/light_all/{z}/{x}/{y}@2x.png\"},\"id\":\"2138\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"2118\",\"type\":\"MercatorTickFormatter\"}],\"root_ids\":[\"2095\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"d31d66f5-aa7c-4a6c-a373-32d5f57595ed\",\"roots\":{\"2095\":\"cf658d53-38eb-4232-9817-2676e51eeedf\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2095"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.plotting.figure.Figure\">Figure</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'2095', <span id=\"2280\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">above&nbsp;=&nbsp;[],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">align&nbsp;=&nbsp;'start',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">aspect_ratio&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">aspect_scale&nbsp;=&nbsp;1,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">background&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">background_fill_alpha&nbsp;=&nbsp;{'value': 1.0},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">background_fill_color&nbsp;=&nbsp;{'value': '#ffffff'},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">below&nbsp;=&nbsp;[MercatorAxis(id='2106', ...)],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">border_fill_alpha&nbsp;=&nbsp;{'value': 1.0},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">border_fill_color&nbsp;=&nbsp;{'value': '#ffffff'},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">center&nbsp;=&nbsp;[Grid(id='2114', ...), Grid(id='2123', ...), Legend(id='2156', ...)],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">css_classes&nbsp;=&nbsp;[],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">disabled&nbsp;=&nbsp;False,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">extra_x_ranges&nbsp;=&nbsp;{},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">extra_y_ranges&nbsp;=&nbsp;{},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">frame_height&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">frame_width&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height_policy&nbsp;=&nbsp;'auto',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">hidpi&nbsp;=&nbsp;True,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">left&nbsp;=&nbsp;[MercatorAxis(id='2115', ...)],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">lod_factor&nbsp;=&nbsp;10,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">lod_interval&nbsp;=&nbsp;300,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">lod_threshold&nbsp;=&nbsp;2000,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">lod_timeout&nbsp;=&nbsp;500,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">margin&nbsp;=&nbsp;(0, 0, 0, 0),</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">match_aspect&nbsp;=&nbsp;False,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_height&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_width&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_border&nbsp;=&nbsp;5,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_border_bottom&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_border_left&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_border_right&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_border_top&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_height&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_width&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_alpha&nbsp;=&nbsp;{'value': 1.0},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_cap&nbsp;=&nbsp;'butt',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_color&nbsp;=&nbsp;{'value': '#e5e5e5'},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_dash&nbsp;=&nbsp;[],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_dash_offset&nbsp;=&nbsp;0,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_join&nbsp;=&nbsp;'bevel',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">outline_line_width&nbsp;=&nbsp;{'value': 1},</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">output_backend&nbsp;=&nbsp;'webgl',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">plot_height&nbsp;=&nbsp;400,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">plot_width&nbsp;=&nbsp;600,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">renderers&nbsp;=&nbsp;[TileRenderer(id='2139', ...), GlyphRenderer(id='2148', ...)],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">reset_policy&nbsp;=&nbsp;'standard',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">right&nbsp;=&nbsp;[ColorBar(id='2160', ...)],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">sizing_mode&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[],</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">title&nbsp;=&nbsp;Title(id='2096', ...),</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">title_location&nbsp;=&nbsp;'above',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">toolbar&nbsp;=&nbsp;Toolbar(id='2130', ...),</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">toolbar_location&nbsp;=&nbsp;'right',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">toolbar_sticky&nbsp;=&nbsp;True,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">visible&nbsp;=&nbsp;True,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width&nbsp;=&nbsp;None,</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width_policy&nbsp;=&nbsp;'auto',</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">x_range&nbsp;=&nbsp;DataRange1d(id='2098', ...),</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">x_scale&nbsp;=&nbsp;LinearScale(id='2102', ...),</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">y_range&nbsp;=&nbsp;DataRange1d(id='2100', ...),</div></div><div class=\"2279\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">y_scale&nbsp;=&nbsp;LinearScale(id='2104', ...))</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  var expanded = false;\n",
       "  var ellipsis = document.getElementById(\"2280\");\n",
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       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
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       "</script>\n"
      ],
      "text/plain": [
       "Figure(id='2095', ...)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.plot_bokeh(simplify_shapes=20000, category=\"A\", colormap=\"Spectral\", hovertool_columns=[\"CFSAUID\",\"A\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "include_colab_link": true,
   "name": "ontario_postal_codes_plot.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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