source/examples/cookbook/map_california_housing.ipynb

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   "source": [
    "# Visualizing Spatial Information - California Housing\n",
    "\n",
    "This demo shows a simple workflow when working with geospatial data:\n",
    "\n",
    " * Obtaining a dataset which includes geospatial references.\n",
    " * Obtaining a desired geometries (boundaries etc.)\n",
    " * Visualisation \n",
    " \n",
    "In this example we will make a simple **proportional symbols map** using the `California Housing` dataset in `sklearn` package."
   ]
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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "\n",
    "from lets_plot import *"
   ]
  },
  {
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    "LetsPlot.setup_html()"
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   "source": [
    "## Prepare the dataset"
   ]
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MedInc</th>\n",
       "      <th>HouseAge</th>\n",
       "      <th>AveRooms</th>\n",
       "      <th>AveBedrms</th>\n",
       "      <th>Population</th>\n",
       "      <th>AveOccup</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Value($)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.3252</td>\n",
       "      <td>41.0</td>\n",
       "      <td>6.984127</td>\n",
       "      <td>1.023810</td>\n",
       "      <td>322.0</td>\n",
       "      <td>2.555556</td>\n",
       "      <td>37.88</td>\n",
       "      <td>-122.23</td>\n",
       "      <td>452600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.3014</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6.238137</td>\n",
       "      <td>0.971880</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>2.109842</td>\n",
       "      <td>37.86</td>\n",
       "      <td>-122.22</td>\n",
       "      <td>358500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.2574</td>\n",
       "      <td>52.0</td>\n",
       "      <td>8.288136</td>\n",
       "      <td>1.073446</td>\n",
       "      <td>496.0</td>\n",
       "      <td>2.802260</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.24</td>\n",
       "      <td>352100.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.6431</td>\n",
       "      <td>52.0</td>\n",
       "      <td>5.817352</td>\n",
       "      <td>1.073059</td>\n",
       "      <td>558.0</td>\n",
       "      <td>2.547945</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>341300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.8462</td>\n",
       "      <td>52.0</td>\n",
       "      <td>6.281853</td>\n",
       "      <td>1.081081</td>\n",
       "      <td>565.0</td>\n",
       "      <td>2.181467</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>342200.0</td>\n",
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       "  </tbody>\n",
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       "   MedInc  HouseAge  AveRooms  AveBedrms  Population  AveOccup  Latitude  \\\n",
       "0  8.3252      41.0  6.984127   1.023810       322.0  2.555556     37.88   \n",
       "1  8.3014      21.0  6.238137   0.971880      2401.0  2.109842     37.86   \n",
       "2  7.2574      52.0  8.288136   1.073446       496.0  2.802260     37.85   \n",
       "3  5.6431      52.0  5.817352   1.073059       558.0  2.547945     37.85   \n",
       "4  3.8462      52.0  6.281853   1.081081       565.0  2.181467     37.85   \n",
       "\n",
       "   Longitude  Value($)  \n",
       "0    -122.23  452600.0  \n",
       "1    -122.22  358500.0  \n",
       "2    -122.24  352100.0  \n",
       "3    -122.25  341300.0  \n",
       "4    -122.25  342200.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import fetch_california_housing\n",
    "\n",
    "california_housing_bunch = fetch_california_housing()\n",
    "data = pd.DataFrame(california_housing_bunch.data, columns=california_housing_bunch.feature_names)\n",
    "\n",
    "# Add $-value field to the dataframe.\n",
    "# dataset.target: numpy array of shape (20640,)\n",
    "# Each value corresponds to the average house value in units of 100,000.\n",
    "data['Value($)'] = california_housing_bunch.target * 100000\n",
    "data.head()"
   ]
  },
  {
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   "execution_count": 4,
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    "execution": {
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   "outputs": [],
   "source": [
    "# Draw a random sample from the data set.\n",
    "data = data.sample(n=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Static map\n",
    "\n",
    "Let's create a static map using regular `ggplot2` geometries.\n",
    "\n",
    "Various shape files related to the state of California are available at https://data.ca.gov web site.\n",
    "\n",
    "For the purpose of this demo the Calofornia State Boundaty zip was downloaded from \n",
    "https://data.ca.gov/dataset/ca-geographic-boundaries and unpacked to `ca-state-boundary` subdirectory."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use `geopandas` to read a shape file to GeoDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geodata is provided by © OpenStreetMap contributors and is made available here under the Open Database License (ODbL).\n"
     ]
    },
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CA</td>\n",
       "      <td>California</td>\n",
       "      <td>MULTIPOLYGON (((-124.32694 40.61620, -124.3118...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  state  found name                                           geometry\n",
       "0    CA  California  MULTIPOLYGON (((-124.32694 40.61620, -124.3118..."
      ]
     },
     "execution_count": 5,
     "metadata": {},
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    }
   ],
   "source": [
    "#CA = gpd.read_file(\"./ca-state-boundary/CA_State_TIGER2016.shp\")\n",
    "\n",
    "from lets_plot.geo_data import *\n",
    "\n",
    "CA = geocode_states('CA').scope('US').inc_res(2).get_boundaries()\n",
    "CA.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keeping in mind that our target is the housing value, fill the choropleth over the state contours using `geom_map()`function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Make a plot out of polygon and points\n",
    "\n",
    "The color of the points will reflect the house age and\n",
    "the size of the points will reflect the value of the house."
   ]
  },
  {
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"Longitude\",\n",
       "\"y\":\"Latitude\",\n",
       "\"size\":\"Value($)\",\n",
       "\"color\":\"HouseAge\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"alpha\":0.8\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"WgAH0D\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x22895bdd600>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The plot base \n",
    "p = ggplot() + scale_color_gradient(name='House Age', low='red', high='green')\n",
    "\n",
    "# The points layer\n",
    "points = geom_point(aes(x='Longitude',\n",
    "                        y='Latitude',\n",
    "                        size='Value($)',\n",
    "                        color='HouseAge'), \n",
    "                    data=data,\n",
    "                    alpha=0.8)\n",
    "\n",
    "# The map\n",
    "p + geom_polygon(data=CA, fill='#F8F4F0', color='#B71234')\\\n",
    "  + points\\\n",
    "  + theme_void()\\\n",
    "  + ggsize(600, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive map\n",
    "\n",
    "The `geom_livemap()` function creates an interactive base-map super-layer to which other geometry layers are added."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configuring map tiles\n",
    "\n",
    "By default *Lets-PLot* offers high quality vector map tiles but also can fetch raster tiles from a 3d-party Z-X-Y [tile servers](https://wiki.openstreetmap.org/wiki/Tile_servers).\n",
    "\n",
    "For the sake of the demo lets use *CARTO Antique* tiles by [CARTO](https://carto.com/attribution/) as our basemap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:57:33.533837Z",
     "iopub.status.busy": "2024-04-26T11:57:33.533837Z",
     "iopub.status.idle": "2024-04-26T11:57:33.550432Z",
     "shell.execute_reply": "2024-04-26T11:57:33.549699Z"
    }
   },
   "outputs": [],
   "source": [
    "LetsPlot.set(\n",
    "    maptiles_zxy(\n",
    "        url='https://cartocdn_c.global.ssl.fastly.net/base-antique/{z}/{x}/{y}@2x.png',\n",
    "        attribution='<a href=\"https://www.openstreetmap.org/copyright\">© OpenStreetMap contributors</a> <a href=\"https://carto.com/attributions#basemaps\">© CARTO</a>, <a href=\"https://carto.com/attributions\">© CARTO</a>'\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Make a plot similar to the one above but interactive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:57:33.550432Z",
     "iopub.status.busy": "2024-04-26T11:57:33.550432Z",
     "iopub.status.idle": "2024-04-26T11:57:33.612798Z",
     "shell.execute_reply": "2024-04-26T11:57:33.612798Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"iPavQa\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"name\":\"House Age\",\n",
       "\"aesthetic\":\"color\",\n",
       "\"low\":\"red\",\n",
       "\"high\":\"green\",\n",
       "\"scale_mapper_kind\":\"color_gradient\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"livemap\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"tiles\":{\n",
       "\"kind\":\"raster_zxy\",\n",
       "\"url\":\"https://cartocdn_c.global.ssl.fastly.net/base-antique/{z}/{x}/{y}@2x.png\",\n",
       "\"attribution\":\"<a href=\\\"https://lets-plot.org\\\">© Lets-Plot</a>, <a href=\\\"https://www.openstreetmap.org/copyright\\\">© OpenStreetMap contributors</a> <a href=\\\"https://carto.com/attributions#basemaps\\\">© CARTO</a>, <a href=\\\"https://carto.com/attributions\\\">© CARTO</a>\"\n",
       "},\n",
       "\"geocoding\":{\n",
       "\"url\":\"https://geo2.datalore.jetbrains.com/map_data/geocoding\"\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"geom\":\"polygon\",\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"Longitude\",\n",
       "\"y\":\"Latitude\",\n",
       "\"size\":\"Value($)\",\n",
       "\"color\":\"HouseAge\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"alpha\":0.8\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"iPavQa\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x22895bdf880>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + geom_livemap()\\\n",
    "  + geom_polygon(data=CA, fill='white', color='#B71234', alpha=0.5)\\\n",
    "  + points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adjust the initial viewport\n",
    "\n",
    "Use parameters `location` and `zoom` to define the initial viewport."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:57:33.612798Z",
     "iopub.status.busy": "2024-04-26T11:57:33.612798Z",
     "iopub.status.idle": "2024-04-26T11:57:33.675523Z",
     "shell.execute_reply": "2024-04-26T11:57:33.675523Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"KNlxJ4\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"name\":\"House Age\",\n",
       "\"aesthetic\":\"color\",\n",
       "\"low\":\"red\",\n",
       "\"high\":\"green\",\n",
       "\"scale_mapper_kind\":\"color_gradient\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"livemap\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"location\":{\n",
       "\"type\":\"coordinates\",\n",
       "\"data\":[-118.15,33.96]\n",
       "},\n",
       "\"zoom\":7.0,\n",
       "\"tiles\":{\n",
       "\"kind\":\"raster_zxy\",\n",
       "\"url\":\"https://cartocdn_c.global.ssl.fastly.net/base-antique/{z}/{x}/{y}@2x.png\",\n",
       "\"attribution\":\"<a href=\\\"https://lets-plot.org\\\">© Lets-Plot</a>, <a href=\\\"https://www.openstreetmap.org/copyright\\\">© OpenStreetMap contributors</a> <a href=\\\"https://carto.com/attributions#basemaps\\\">© CARTO</a>, <a href=\\\"https://carto.com/attributions\\\">© CARTO</a>\"\n",
       "},\n",
       "\"geocoding\":{\n",
       "\"url\":\"https://geo2.datalore.jetbrains.com/map_data/geocoding\"\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"geom\":\"polygon\",\n",
       "\"data\":{\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"Longitude\",\n",
       "\"y\":\"Latitude\",\n",
       "\"size\":\"Value($)\",\n",
       "\"color\":\"HouseAge\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"alpha\":0.8\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"KNlxJ4\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x22895cfcca0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Pass `[lon,lat]` value to the `location` (near Los Angeles)\n",
    "p + geom_livemap(location=[-118.15, 33.96], zoom=7)\\\n",
    "  + geom_polygon(data=CA, fill='white', color='#B71234', alpha=0.5, size=1)\\\n",
    "  + points"
   ]
  }
 ],
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