Municipal_Analysis.ipynb

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   "source": [
    "## Municipal Analyis of Natal"
   ]
  },
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   "source": [
    "###### An analysis of Municipal Schools and Health Units in Natal, Brazil\n",
    "\n",
    "The data were collected in http://ckan.imd.ufrn.br/"
   ]
  },
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   "source": [
    "### Health Units"
   ]
  },
  {
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   "source": [
    "In this section we look at the amount of practitioners who work in the health units and how the units are distributed on the city."
   ]
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   "source": [
    "from src.data.get_health_units import GetHealthUnits\n",
    "\n",
    "# Data collection of health units\n",
    "health_units = GetHealthUnits.get()"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "#### Geographic visualization"
   ]
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     "text": [
      "100%|██████████| 39/39 [00:02<00:00, 15.76it/s]\n"
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7ff710112c88>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from src.visualization.map.health_units_map import HealthUnitsMap\n",
    "\n",
    "# Generates a map showing the localization of each unit\n",
    "hu_map = HealthUnitsMap(health_units)\n",
    "hu_map.generateMap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 39/39 [00:00<00:00, 94937.82it/s]\n"
     ]
    },
    {
     "data": {
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\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7ff6e818bcf8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from src.visualization.heatmap.health_units_heatmap import HealthUnitsHeatmap\n",
    "\n",
    "# Generates a heat map of each unit by its amount of employees\n",
    "hu_heatmap = HealthUnitsHeatmap(health_units)\n",
    "hu_heatmap.generateMap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bokeh.io import output_notebook, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"927d14cf-3b15-4133-97d2-1bc881d99f72\">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",
       "  var force = true;\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. 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",
       "    if (window.Bokeh !== undefined) {\n",
       "      document.getElementById(\"927d14cf-3b15-4133-97d2-1bc881d99f72\").textContent = \"BokehJS successfully loaded.\";\n",
       "    } else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\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",
       "  };var element = document.getElementById(\"927d14cf-3b15-4133-97d2-1bc881d99f72\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '927d14cf-3b15-4133-97d2-1bc881d99f72' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      document.getElementById(\"927d14cf-3b15-4133-97d2-1bc881d99f72\").textContent = \"BokehJS is loading...\";\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"927d14cf-3b15-4133-97d2-1bc881d99f72\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"46210994-8d55-42f3-9cf2-4b556eb784cf\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
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       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
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       "            var render_items = [{\"docid\":\"8f6ffd08-c57c-4a24-858b-1040972807d6\",\"elementid\":\"46210994-8d55-42f3-9cf2-4b556eb784cf\",\"modelid\":\"b77fe219-a37a-4059-869f-b8981fa5ed6f\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
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       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
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       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"46210994-8d55-42f3-9cf2-4b556eb784cf\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\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));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.visualization.charts.employees_by_region import EmployeesByRegion\n",
    "\n",
    "employeesByReg = EmployeesByRegion(health_units)\n",
    "practitionersByRegions = employeesByReg.plot('Practitioners by sanitary districts')\n",
    "\n",
    "output_notebook()\n",
    "show(practitionersByRegions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"aff8c4d8-abcf-4d4b-a048-db6e80cdfea7\">Loading BokehJS ...</span>\n",
       "    </div>"
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       "\n",
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       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. 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",
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       "\n",
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       "    window._bokeh_is_loading = js_urls.length;\n",
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       "\n",
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       "    function(Bokeh) {\n",
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       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
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       "\n",
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       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
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       "\n",
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       "\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",
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       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
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       "      window._bokeh_timeout = Date.now() + 0;\n",
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       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. 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",
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       "       \"</code>\\n\"+\n",
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       "  \n",
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       "      if (window._bokeh_is_loading > 0) {\n",
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       "  }(this));\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.visualization.charts.places_by_region import PlacesByRegion\n",
    "\n",
    "placesByReg = PlacesByRegion(health_units)\n",
    "unitsByReg = placesByReg.plot('Health units by region')\n",
    "\n",
    "output_notebook()\n",
    "show(unitsByReg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Municipal Schools"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section we look at the amount of teachers who work in the municipal schools and how those schools are distributed on the city."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from src.data.get_mun_schools import GetMunicipalSchools\n",
    "\n",
    "# Data collection of municipal schools\n",
    "schools = GetMunicipalSchools.get()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Geographic visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 146/146 [00:08<00:00, 19.00it/s]\n"
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    },
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                var html_31c0190feb37477da7e2ceeef8001027 = $('<div id="html_31c0190feb37477da7e2ceeef8001027" style="width: 100.0%; height: 100.0%;">CMEI PROFA CARMEM MARIA REIS</div>')[0];
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                var html_1df448b3000a41888aeefa0e44386680 = $('<div id="html_1df448b3000a41888aeefa0e44386680" style="width: 100.0%; height: 100.0%;">ESC MUL PROFA JOSEFA BOTELHO</div>')[0];
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            var marker_45643698de5d4b6abfdbf8edd285f59a = L.marker(
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                var html_53d06eec37314766871a026b0ed9050f = $('<div id="html_53d06eec37314766871a026b0ed9050f" style="width: 100.0%; height: 100.0%;">CMEI PROFA MARIA DOS MARTIRIOS LISBOA DE MENEZES</div>')[0];
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            var marker_c47c4a6770e2449b8adfb2ab6b12a5a5 = L.marker(
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            var marker_0dcc4e64970c43b99871ef7d71cff282 = L.marker(
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            var marker_8c07a967f7fb475ab9e8827741c659f0 = L.marker(
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            var marker_75a7e66cf16041ad9c1051d85b4a5cfc = L.marker(
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                var html_2926c7732bfe49ee92c67aa912370b8a = $('<div id="html_2926c7732bfe49ee92c67aa912370b8a" style="width: 100.0%; height: 100.0%;">ESC MUL PROFA TEREZINHA PAULINO DE LIMA</div>')[0];
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            var marker_cde8563ad5974112abc643dfbe46434d = L.marker(
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                var html_e360c30119c34facbb4751d158655ebd = $('<div id="html_e360c30119c34facbb4751d158655ebd" style="width: 100.0%; height: 100.0%;">ESC MUL PROFA LOURDES GODEIRO</div>')[0];
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            var marker_eb134888cf2145edbbbcf5f42d1bf404 = L.marker(
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                var html_6f258e6e55334dbca45dc7320c79d3bd = $('<div id="html_6f258e6e55334dbca45dc7320c79d3bd" style="width: 100.0%; height: 100.0%;">CMEI MARIA CELONI CAMPOS</div>')[0];
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            var marker_84423c4147114b13b9843df2770f48e8 = L.marker(
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            var marker_8c1ce6c3041146ee835c2ebaf4e93a0f = L.marker(
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            var marker_bf02cd663d724e6d9dc0c00ec5458f2b = L.marker(
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            var marker_f49fab6eed0948de874f65b0e42f63aa = L.marker(
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                var html_97dd89741bbb4e159152d042820f2568 = $('<div id="html_97dd89741bbb4e159152d042820f2568" style="width: 100.0%; height: 100.0%;">CMEI PROFA MARIA EUNICE DAVIM</div>')[0];
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            var marker_40d519377d0241f8986a86eb99870b79 = L.marker(
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            var marker_423edf524fde409eade4e50dcb01cf1f = L.marker(
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            var marker_4888d4a2d8ca47da9308238298c3ae3a = L.marker(
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                var html_c518479781704b259a3a4e98951a617f = $('<div id="html_c518479781704b259a3a4e98951a617f" style="width: 100.0%; height: 100.0%;">ESC MUL SÃO JOSÉ</div>')[0];
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            var marker_160ff9d84fe6421999e9205ca956a858 = L.marker(
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            var marker_164ca2ee3e4043cc90ecf1048d3574c3 = L.marker(
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                popup_267ed64cf9e2455caf37ca9b4e798ba8.setContent(html_077d4a3f352846378537fe10f73a8b17);
            

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            var marker_5881fb6e283c472096c873894725cd0a = L.marker(
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            var marker_2d8a18107c1547ffbbcfc1bace958b9f = L.marker(
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            var marker_730ec86b372648f6ac20694675cafd30 = L.marker(
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            var marker_366579f124b344f08a1d488623cdedd8 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_75d8411d094d425eaba58f4d8039abcc = L.AwesomeMarkers.icon({
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            var popup_e13b8f8c6ebd4fac94eb43c339120305 = L.popup({maxWidth: '300'});

            
                var html_1bba8852da594e47b6de75ca7e2af6f8 = $('<div id="html_1bba8852da594e47b6de75ca7e2af6f8" style="width: 100.0%; height: 100.0%;">ESC MUL PROF AMADEU ARAÚJO</div>')[0];
                popup_e13b8f8c6ebd4fac94eb43c339120305.setContent(html_1bba8852da594e47b6de75ca7e2af6f8);
            

            marker_366579f124b344f08a1d488623cdedd8.bindPopup(popup_e13b8f8c6ebd4fac94eb43c339120305);

            
        
    

            var marker_98edf572503b4774b66c79cfab29e35b = L.marker(
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                {
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_f0c4fa94538f4630a181b08e8e90c0b4 = L.AwesomeMarkers.icon({
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                var html_53c39d6c77f247ef83e5790f539358a7 = $('<div id="html_53c39d6c77f247ef83e5790f539358a7" style="width: 100.0%; height: 100.0%;">ESC MUL JOÃO XXIII</div>')[0];
                popup_a9be00227a6b4bd5996be147b977e944.setContent(html_53c39d6c77f247ef83e5790f539358a7);
            

            marker_98edf572503b4774b66c79cfab29e35b.bindPopup(popup_a9be00227a6b4bd5996be147b977e944);

            
        
    

            var marker_eee11eee3452482fb892decd35929bf8 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_4eac3b5605ed42058f13676d36befba8 = L.AwesomeMarkers.icon({
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                    markerColor: 'green',
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            var popup_fb8f6f97fce54394901e0c6a8fe477a0 = L.popup({maxWidth: '300'});

            
                var html_ef474a8d524549b6a6a5045a304591ef = $('<div id="html_ef474a8d524549b6a6a5045a304591ef" style="width: 100.0%; height: 100.0%;">CMEI JESUS BOM PASTOR</div>')[0];
                popup_fb8f6f97fce54394901e0c6a8fe477a0.setContent(html_ef474a8d524549b6a6a5045a304591ef);
            

            marker_eee11eee3452482fb892decd35929bf8.bindPopup(popup_fb8f6f97fce54394901e0c6a8fe477a0);

            
        
    

            var marker_6676b87af6a341b8b8deea828da384d9 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_9e06ba8096e5477a98f4eda4255c6154 = L.AwesomeMarkers.icon({
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                var html_801ed74a8405414fae158acea0e5de88 = $('<div id="html_801ed74a8405414fae158acea0e5de88" style="width: 100.0%; height: 100.0%;">ESC MUL PROF BERILO WANDERLEY</div>')[0];
                popup_aa332c5747054f55b9d29e4c1dbd6650.setContent(html_801ed74a8405414fae158acea0e5de88);
            

            marker_6676b87af6a341b8b8deea828da384d9.bindPopup(popup_aa332c5747054f55b9d29e4c1dbd6650);

            
        
    

            var marker_e658ac0b0d7847e3877d1e9a68c22dd9 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_79f5034742914ab8b5ae232876e55827 = L.AwesomeMarkers.icon({
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                var html_bcd405b4602f41488043e721e83dca2d = $('<div id="html_bcd405b4602f41488043e721e83dca2d" style="width: 100.0%; height: 100.0%;">ESC MUL PREF MÁRIO LIRA</div>')[0];
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            marker_e658ac0b0d7847e3877d1e9a68c22dd9.bindPopup(popup_9280599214fa40c89ae8afbcc6034c0b);

            
        
    

            var marker_5473b0cc36a84603840c59abe6fa536c = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_24d3aad770e649cb8be539ec5f181e37 = L.AwesomeMarkers.icon({
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                var html_0ae365ee831b4b22852f0976ea6047f0 = $('<div id="html_0ae365ee831b4b22852f0976ea6047f0" style="width: 100.0%; height: 100.0%;">ESC MUL PROF ZUZA</div>')[0];
                popup_a6be51e9beac428bbb6f7e9874c4e932.setContent(html_0ae365ee831b4b22852f0976ea6047f0);
            

            marker_5473b0cc36a84603840c59abe6fa536c.bindPopup(popup_a6be51e9beac428bbb6f7e9874c4e932);

            
        
    

            var marker_f1eb19289587484b906377b794b0122c = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_aec66b68c36c4780aa41183c2b556dac = L.AwesomeMarkers.icon({
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                var html_d0bb3b006eb9418ab5fca80b266832b9 = $('<div id="html_d0bb3b006eb9418ab5fca80b266832b9" style="width: 100.0%; height: 100.0%;">ESC MUL PROFA MARECI GOMES DOS SANTOS</div>')[0];
                popup_4848da2c925a4e7ba29b5a1c4b9c84cb.setContent(html_d0bb3b006eb9418ab5fca80b266832b9);
            

            marker_f1eb19289587484b906377b794b0122c.bindPopup(popup_4848da2c925a4e7ba29b5a1c4b9c84cb);

            
        
    

            var marker_29d4a9dd84574c08a53b9bca478ae0be = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_8bb349b8cdc44ce7b5f4203ce15b05b9 = L.AwesomeMarkers.icon({
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                var html_0960f0a0b69a47968f36fd65d29d6b47 = $('<div id="html_0960f0a0b69a47968f36fd65d29d6b47" style="width: 100.0%; height: 100.0%;">CMEI BOM SAMARITANO</div>')[0];
                popup_9ac04d48dcc541c0938ab354157d300e.setContent(html_0960f0a0b69a47968f36fd65d29d6b47);
            

            marker_29d4a9dd84574c08a53b9bca478ae0be.bindPopup(popup_9ac04d48dcc541c0938ab354157d300e);

            
        
    

            var marker_2cdbb80bd4d0484d8b07c466fdc4f940 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_b56b573ace08463891d31e5c002fb05b = L.AwesomeMarkers.icon({
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                marker_2cdbb80bd4d0484d8b07c466fdc4f940.setIcon(icon_b56b573ace08463891d31e5c002fb05b);
            
    
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                var html_4c0a0dfc168e4050a7ce69da54c21c25 = $('<div id="html_4c0a0dfc168e4050a7ce69da54c21c25" style="width: 100.0%; height: 100.0%;">CMEI CLARA CAMARÃO</div>')[0];
                popup_66cdaee4bf5b468eadc99dfe87e17051.setContent(html_4c0a0dfc168e4050a7ce69da54c21c25);
            

            marker_2cdbb80bd4d0484d8b07c466fdc4f940.bindPopup(popup_66cdaee4bf5b468eadc99dfe87e17051);

            
        
    

            var marker_777f54997ca54fa88c88f9db19a7a448 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_83b6e2ac7dea4ce8a61fd4019693b218 = L.AwesomeMarkers.icon({
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                var html_e68cb2a320814a8c9ab97c66ab320075 = $('<div id="html_e68cb2a320814a8c9ab97c66ab320075" style="width: 100.0%; height: 100.0%;">CMEI SANTA MÔNICA</div>')[0];
                popup_f0c389bac7894aeaaac2cced19291566.setContent(html_e68cb2a320814a8c9ab97c66ab320075);
            

            marker_777f54997ca54fa88c88f9db19a7a448.bindPopup(popup_f0c389bac7894aeaaac2cced19291566);

            
        
    

            var marker_d1745e588b75404499b07ca97a3bb00a = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_8237912d6685458793caaa8ed27f073f = L.AwesomeMarkers.icon({
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                var html_8b1bad025cf148c4a2a5137c94e6f679 = $('<div id="html_8b1bad025cf148c4a2a5137c94e6f679" style="width: 100.0%; height: 100.0%;">ESC MUL PROFA EMÍLIA RAMOS</div>')[0];
                popup_7ec0821d759e4c7a898ac519a1a73c92.setContent(html_8b1bad025cf148c4a2a5137c94e6f679);
            

            marker_d1745e588b75404499b07ca97a3bb00a.bindPopup(popup_7ec0821d759e4c7a898ac519a1a73c92);

            
        
    

            var marker_4968d14a8b6446f3b9c3c93ada0cb331 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_96f5dad44dec40d79e6c877540e61d4f = L.AwesomeMarkers.icon({
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                var html_ccfd57f49c0a4e1e8c24b541fe841617 = $('<div id="html_ccfd57f49c0a4e1e8c24b541fe841617" style="width: 100.0%; height: 100.0%;">ESC MUL PROF ANTÔNIO CAMPOS E SILVA</div>')[0];
                popup_e0780a78248a43b5b46d053a6c2c5f27.setContent(html_ccfd57f49c0a4e1e8c24b541fe841617);
            

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            var marker_0867ef1d2c6e4a3e80c97c669ea26c9f = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_d514a1b2929b449faab0a54176fa4d04 = L.AwesomeMarkers.icon({
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                popup_88417aabe7134e22a783a779d54c17af.setContent(html_17945d37b7d041aeb8561cdb25ac3cc4);
            

            marker_0867ef1d2c6e4a3e80c97c669ea26c9f.bindPopup(popup_88417aabe7134e22a783a779d54c17af);

            
        
    

            var marker_8c5101ee0a694f5ab7f3bc03a64e6600 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_f00ee87beeea43489e0ca86c9776d2d2 = L.AwesomeMarkers.icon({
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                var html_40ab6e93bf104119aa02f6bfdef9f7f7 = $('<div id="html_40ab6e93bf104119aa02f6bfdef9f7f7" style="width: 100.0%; height: 100.0%;">ESC MUL JORNALISTA ERIVAN FRANÇA</div>')[0];
                popup_6cb1e2d4d1f7412a971f8d062e712b71.setContent(html_40ab6e93bf104119aa02f6bfdef9f7f7);
            

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            var marker_450ae3e8517745b88b8bea90eeadf810 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_01c15356c81b4c15b462f19b357c222e = L.AwesomeMarkers.icon({
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                var html_312ba8f48c1341e494bbd593926b8fd3 = $('<div id="html_312ba8f48c1341e494bbd593926b8fd3" style="width: 100.0%; height: 100.0%;">CMEI PROFA MARIA LUIZA SANTOS DE SOUZA</div>')[0];
                popup_d10a50f124654b7c98a4e589bb25b45e.setContent(html_312ba8f48c1341e494bbd593926b8fd3);
            

            marker_450ae3e8517745b88b8bea90eeadf810.bindPopup(popup_d10a50f124654b7c98a4e589bb25b45e);

            
        
    

            var marker_d6ef27af701c48e3ac0ec022fc3e74b4 = L.marker(
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_05156cbe3c6d4c93a93c76419005c91d = L.AwesomeMarkers.icon({
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                var html_2659760293604a0db0b972b163ac9208 = $('<div id="html_2659760293604a0db0b972b163ac9208" style="width: 100.0%; height: 100.0%;">CMEI HAYDEE MONTEIRO BEZERRA DE MELO</div>')[0];
                popup_2429a973fc904152881b9048c833894c.setContent(html_2659760293604a0db0b972b163ac9208);
            

            marker_d6ef27af701c48e3ac0ec022fc3e74b4.bindPopup(popup_2429a973fc904152881b9048c833894c);

            
        
    

            var marker_aec437f6d2bd4d639888c1bb49e38283 = L.marker(
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                )
                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

                var icon_a7d803bc5ede45019dd4e2c41fb5f59e = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'green',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
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                    icon: 'info-sign',
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                    markerColor: 'green',
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                    extraClasses: 'fa-rotate-0'
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                var html_820bf976f9cd421182eb36cfdd37855f = $('<div id="html_820bf976f9cd421182eb36cfdd37855f" style="width: 100.0%; height: 100.0%;">CMEI PROFA MARIA DA PIEDADE DE MELO E SILVA</div>')[0];
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                [-5.8238123,-35.25385139999999],
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                )
                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

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                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'green',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
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                [-5.7616717,-35.2534827],
                {
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                    }
                )
                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

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                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
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                var html_111410001e2c478283156a8b1823923d = $('<div id="html_111410001e2c478283156a8b1823923d" style="width: 100.0%; height: 100.0%;">ESC MUL PROFA IAPISSARA AGUIAR</div>')[0];
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

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                    icon: 'info-sign',
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                    extraClasses: 'fa-rotate-0'
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                [-5.8324405,-35.2400724],
                {
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                    }
                )
                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

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                [-5.7969209,-35.1868928],
                {
                    icon: new L.Icon.Default()
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                .addTo(map_6266fa845ef945bfbb878fb1901d60f9);
            
    

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                    icon: 'info-sign',
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                    prefix: 'glyphicon',
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7ff6e2076748>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from src.visualization.map.mun_schools_map import MunicipalSchoolsMap\n",
    "\n",
    "# Generates a map showing the localization of each unit\n",
    "# The green ones are CMEIs and the blue ones, Esc Mul\n",
    "ms_map = MunicipalSchoolsMap(schools)\n",
    "ms_map.generateMap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 146/146 [00:00<00:00, 123386.74it/s]\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x7ff6e1afb588>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from src.visualization.heatmap.mun_schools_heatmap import MunicipalSchoolsHeatmap\n",
    "\n",
    "# Generates a heat map of each school by its amount of teachers\n",
    "ms_heatmap = MunicipalSchoolsHeatmap(schools)\n",
    "ms_heatmap.generateMap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bokeh.io import output_notebook, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
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DEFINIDO\"}],\"color\":[\"#f22c40\"],\"employees\":[572],\"fill_alpha\":[0.8],\"height\":[572.0],\"label\":[{\"employees\":572,\"regions\":\"N\\u00c3O DEFINIDO\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"regions\":[\"N\\u00c3O DEFINIDO\"],\"width\":[0.8],\"x\":[\"N\\u00c3O 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       "            var render_items = [{\"docid\":\"25dcab8a-5506-4639-bbc2-5cd5735310f2\",\"elementid\":\"e57c26eb-c730-491b-b769-b2e2d26ff947\",\"modelid\":\"066e4ef0-25bc-433e-b4fd-3e149557c850\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"e57c26eb-c730-491b-b769-b2e2d26ff947\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\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));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.visualization.charts.employees_by_region import EmployeesByRegion\n",
    "\n",
    "employeesByReg = EmployeesByRegion(schools)\n",
    "teachersByRegions = employeesByReg.plot('Teachers by local region')\n",
    "\n",
    "output_notebook()\n",
    "show(teachersByRegions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"eb3ff354-c319-4621-a494-4ee0d4fa0cca\">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",
       "  var force = true;\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. 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",
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       "      document.getElementById(\"eb3ff354-c319-4621-a494-4ee0d4fa0cca\").textContent = \"BokehJS successfully loaded.\";\n",
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       "      setTimeout(display_loaded, 100)\n",
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       "\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",
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       "    if (js_urls == null || js_urls.length === 0) {\n",
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       "      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",
       "  };var element = document.getElementById(\"eb3ff354-c319-4621-a494-4ee0d4fa0cca\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'eb3ff354-c319-4621-a494-4ee0d4fa0cca' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      document.getElementById(\"eb3ff354-c319-4621-a494-4ee0d4fa0cca\").textContent = \"BokehJS is loading...\";\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"eb3ff354-c319-4621-a494-4ee0d4fa0cca\")).parents('.cell').data().cell;\n",
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       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
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       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "  \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));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.visualization.charts.places_by_region import PlacesByRegion\n",
    "\n",
    "placesByReg = PlacesByRegion(schools)\n",
    "schoolsByReg = placesByReg.plot('Schools by region')\n",
    "\n",
    "output_notebook()\n",
    "show(schoolsByReg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"acd82887-7808-4c7a-bf42-b953c1e2996d\">Loading BokehJS ...</span>\n",
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       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
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       "\n",
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       "     \"<div style='background-color: #fdd'>\\n\"+\n",
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       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. 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",
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       "\n",
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       "\n",
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       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
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       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
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       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
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       "      var cell = $(document.getElementById(\"acd82887-7808-4c7a-bf42-b953c1e2996d\")).parents('.cell').data().cell;\n",
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       "\n",
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       "\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",
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       "  }\n",
       "}(this));"
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       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
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       "       \"<div style='background-color: #fdd'>\\n\"+\n",
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       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
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       "       \"<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",
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       "          display_loaded();\n",
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       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"2da8cc42-a132-4de5-9f87-e46e994da13c\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\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));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.visualization.charts.teachers_education import TeachersEducationPlot\n",
    "\n",
    "# Chart summarizing teachers education\n",
    "teacEduc = TeachersEducationPlot(schools)\n",
    "teacEducPlot = teacEduc.plot()\n",
    "\n",
    "output_notebook()\n",
    "show(teacEducPlot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Municipal Schools vs. Health Units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a briefly summary of Schools and Health Units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bokeh.io import output_notebook, show\n",
    "from bokeh.models.widgets import Panel, Tabs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
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       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
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       "      if (window.Bokeh !== undefined) {\n",
       "        document.getElementById(\"d0dd835e-d630-46b8-b64d-380aea2c0c07\").textContent = \"BokehJS successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\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",
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       "        };\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",
       "    };var element = document.getElementById(\"d0dd835e-d630-46b8-b64d-380aea2c0c07\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'd0dd835e-d630-46b8-b64d-380aea2c0c07' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
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       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
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       "        var cell = $(document.getElementById(\"d0dd835e-d630-46b8-b64d-380aea2c0c07\")).parents('.cell').data().cell;\n",
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       "  \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",
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       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.visualization.charts.places import PlacesPlot\n",
    "from src.visualization.charts.employees import EmployeesPlot\n",
    "\n",
    "placesPlot = PlacesPlot(health_units, schools)\n",
    "placesFigure = placesPlot.plot()\n",
    "tab1 = Panel(child = placesFigure, title = 'Places')\n",
    "\n",
    "empPlot = EmployeesPlot(health_units, schools)\n",
    "empFigure = empPlot.plot()\n",
    "tab2 = Panel(child = empFigure, title = 'Employees')\n",
    "\n",
    "output_notebook()\n",
    "show(Tabs(tabs = [tab1, tab2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "### REQUIREMENTS\n",
    "\n",
    "### Libraries necessary to run this IPython Notebook\n",
    "\n",
    "!pip install folium\n",
    "!pip install geocoder\n",
    "!pip install tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Rubem Kalebe**"
   ]
  }
 ],
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