{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.3"
    },
    "colab": {
      "name": "03 - Visualizing Geospatial Data #bigdive.ipynb",
      "provenance": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UEdC_9BfTH3R",
        "colab_type": "text"
      },
      "source": [
        "# Visualizing Geospatial Data\n",
        "inspired from scipy2018-geospatial\n",
        "\n",
        "## goals of the tutorial\n",
        "- plot a map with matplotlib\n",
        "- choropleth map (pysal - mapclassify)\n",
        "- folium\n",
        "\n",
        "**based on the open data of:**\n",
        "- [ISTAT](https://www.istat.it/it/archivio/222527) Italian National Institute of Statistic \n",
        "\n",
        "\n",
        "### requirements\n",
        "- python knowledge\n",
        "- pandas\n",
        "\n",
        "### status \n",
        "*\"the map is not the territory\"*\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C6Y29aAmTSAL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "try:\n",
        "  import rtree\n",
        "except ModuleNotFoundError as e:\n",
        "  !apt-get install libspatialindex-dev\n",
        "  !pip install rtree\n",
        "  import rtree"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QKdZxfwpTH3W",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "try:\n",
        "  import pysal as pi\n",
        "except ModuleNotFoundError as e:\n",
        "  !pip install pysal\n",
        "  import pysal as pi"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-WX7V9JdTH3k",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "try:\n",
        "  import folium\n",
        "except ModuleNotFoundError as e:\n",
        "  !pip install folium\n",
        "  import folium"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ayBUgyrQTtQX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "try:\n",
        "  import geopandas as gpd\n",
        "except ModuleNotFoundError as e:\n",
        "  !pip install geopandas\n",
        "  import geopandas as gpd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1YS3sdNkTH3u",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import requests, zipfile, io\n",
        "from shapely.geometry import Point"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uW696X61TH34",
        "colab_type": "text"
      },
      "source": [
        "## data setup\n",
        "based on the previous tutorial"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Dr0VreYUBrf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "libraries = pd.read_csv('https://github.com/napo/geospatial_bigdive/raw/master/data/territorio.zip', compression='zip', sep=';')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3eXitOtAUHe6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "libraries.latitudine = pd.to_numeric(libraries.latitudine.str.replace(\",\",\".\"))\n",
        "libraries.longitudine = pd.to_numeric(libraries.longitudine.str.replace(\",\",\".\"))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0_WzKWmDUOBt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# we need shapely to create the Point geometry\n",
        "from shapely.geometry import Point"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L1jkRG_eUScE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "outputId": "6ba1994f-7d53-4aca-9a6a-7ab92f04fa30"
      },
      "source": [
        "libraries = gpd.GeoDataFrame(\n",
        "    libraries.drop(['longitudine', 'latitudine'], axis=1),\n",
        "    crs={'init': 'epsg:4326'},\n",
        "    geometry=[Point(xy) for xy in zip(libraries.longitudine, libraries.latitudine)])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
            "  return _prepare_from_string(\" \".join(pjargs))\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dlrVsQLxUhFr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "if not os.path.exists('Limiti01012020'):\n",
        "    # download the data\n",
        "    zip_file_url = 'http://www.istat.it/storage/cartografia/confini_amministrativi/generalizzati/Limiti01012020.zip'\n",
        "    #request the file\n",
        "    r = requests.get(zip_file_url)\n",
        "    z = zipfile.ZipFile(io.BytesIO(r.content))\n",
        "    #unzip the file\n",
        "    z.extractall()\n",
        "    # read the file"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KqxCeZbSTH37",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "outputId": "f916b110-312e-44c1-e978-63588b10f5b0"
      },
      "source": [
        "italian_regions=gpd.read_file('Limiti01012020' + os.sep + 'Reg01012020' + os.sep + 'Reg01012020_WGS84.shp')\n",
        "italian_regions = italian_regions.to_crs(epsg=3857)\n",
        "#libraries = libraries.to_crs(epsg=3857)\n",
        "%time"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 3 µs, sys: 0 ns, total: 3 µs\n",
            "Wall time: 4.77 µs\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M-vGjS3fTH4E",
        "colab_type": "text"
      },
      "source": [
        "# GeoPandas visualization functionality\n",
        "\n",
        "**Basic plot**\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wFS95BCXTH4G",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "outputId": "22d285c2-7319-4a23-d524-38111317f1c6"
      },
      "source": [
        "italian_regions.plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0595e84438>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 206
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6FYyvrZFTH4P",
        "colab_type": "text"
      },
      "source": [
        "**Coloring based on column values** "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "19Hn0syDTH4R",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "7d208bec-16ab-4a8a-c330-e3656d94d967"
      },
      "source": [
        "italian_regions.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['COD_RIP', 'COD_REG', 'DEN_REG', 'SHAPE_AREA', 'SHAPE_LEN', 'geometry'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 207
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A3HKb0ngTH4Z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "outputId": "e86e014a-f153-4ba1-9ce4-30c2b9860c82"
      },
      "source": [
        "italian_regions.plot(column='DEN_REG')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f05b17ecf28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 208
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aHPEHX4gTH4h",
        "colab_type": "text"
      },
      "source": [
        "**Adjusting the figure size**\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "12POmD7PTH4j",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "outputId": "2cda9315-b89e-4ae7-b262-7ebe1c79bd23"
      },
      "source": [
        "italian_regions.plot(column='DEN_REG',figsize=(15, 15))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0596bfe470>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 209
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Hrksi-i1TH4r",
        "colab_type": "text"
      },
      "source": [
        "**Adding a legend**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9VXnrlHeTH4t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "outputId": "b3d9ed23-cbec-4246-c176-8fcbd091e25d"
      },
      "source": [
        "italian_regions.plot(column='DEN_REG',legend=True,figsize=(15, 15))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0596712748>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 210
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PPCBpAt7TH44",
        "colab_type": "text"
      },
      "source": [
        "**Removing the box / x and y coordinate label**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nes9zvG-TH5A",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        },
        "outputId": "045e5add-e8c0-414f-cba1-627615039843"
      },
      "source": [
        "ax = italian_regions.plot(column='DEN_REG',legend=True,figsize=(15, 15))\n",
        "ax.set_axis_off()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jqN6FXH3TH5N",
        "colab_type": "text"
      },
      "source": [
        "**Change of the color scale**\n",
        "\n",
        "the color scale can be chosen to make those offered by [maptplotlib](https://matplotlib.org/users/colormaps.html)\n",
        "\n",
        "DEN_REG is a categorical variable that must highlight each region well without creating confusion, therefore it is suggested to [choose](https://matplotlib.org/users/colormaps.html#list-colormaps) a color scale from among those described as *divergent*\n",
        "\n",
        "![](https://camo.githubusercontent.com/314c4f9be13d1fef2a6c30a03ee9135ac0e311d9/68747470733a2f2f6d6174706c6f746c69622e6f72672f5f696d616765732f677261797363616c655f30315f30332e706e67)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j-cxSGJSTH5R",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        },
        "outputId": "903dcf0e-02d1-4b9a-f5ee-c4149289e11d"
      },
      "source": [
        "ax = italian_regions.plot(column='DEN_REG',legend=True,figsize=(15, 15),cmap=\"RdYlBu\")\n",
        "ax.set_axis_off()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_Ucs08JCTH5a",
        "colab_type": "text"
      },
      "source": [
        "**highlight the edges**\n",
        "\n",
        "Borders can be highlighted using the linewidth and edegecolor parameters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jzrR1iAYTH5c",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        },
        "outputId": "75e1f7a6-c2ee-4f61-b5ae-fc5b9f5b7790"
      },
      "source": [
        "ax = italian_regions.plot(column='DEN_REG',legend=True,figsize=(15, 15),cmap=\"RdYlBu\", edgecolor = \"lightgrey\", linewidth = 0.5)\n",
        "ax.set_axis_off()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0mBj0eA8TH5l",
        "colab_type": "text"
      },
      "source": [
        "**add labels to the map**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IRchvseqTH5m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 393
        },
        "outputId": "f74a9c72-1bbe-4d07-cbdb-2e02f233271d"
      },
      "source": [
        "italian_regions.representative_point()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0      POINT (870867.560 5664917.605)\n",
              "1      POINT (820619.812 5736864.147)\n",
              "2     POINT (1077904.065 5726969.108)\n",
              "3     POINT (1249127.896 5842585.084)\n",
              "4     POINT (1346267.707 5739357.178)\n",
              "5     POINT (1452884.848 5799092.185)\n",
              "6     POINT (1077857.246 5500754.785)\n",
              "7     POINT (1241310.951 5533746.121)\n",
              "8     POINT (1249000.235 5377046.330)\n",
              "9     POINT (1383737.893 5311055.663)\n",
              "10    POINT (1475385.296 5362600.647)\n",
              "11    POINT (1390821.709 5164962.257)\n",
              "12    POINT (1541879.407 5204748.578)\n",
              "13    POINT (1628075.167 5118841.107)\n",
              "14    POINT (1660211.957 4976021.160)\n",
              "15    POINT (1871900.032 4994490.301)\n",
              "16    POINT (1795446.427 4941868.031)\n",
              "17    POINT (1851194.567 4727206.086)\n",
              "18    POINT (1573754.106 4505855.266)\n",
              "19    POINT (1013600.518 4876439.058)\n",
              "dtype: geometry"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 214
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yyezhawlTH5t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "outputId": "34767e73-138c-40ac-ad25-1ea4a470f830"
      },
      "source": [
        "italian_regions.representative_point().plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0596b87dd8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 215
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VpfuttVHTH51",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "representative_points = gpd.GeoDataFrame(italian_regions.representative_point()).reset_index()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ky_P-FxeTH56",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 677
        },
        "outputId": "837cb8a3-c4ef-4b41-927f-a93aabf1efa6"
      },
      "source": [
        "representative_points"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>POINT (870867.560 5664917.605)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>POINT (820619.812 5736864.147)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>POINT (1077904.065 5726969.108)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>POINT (1249127.896 5842585.084)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>POINT (1346267.707 5739357.178)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>POINT (1452884.848 5799092.185)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>POINT (1077857.246 5500754.785)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>POINT (1241310.951 5533746.121)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>POINT (1249000.235 5377046.330)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>POINT (1383737.893 5311055.663)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>POINT (1475385.296 5362600.647)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>POINT (1390821.709 5164962.257)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>12</td>\n",
              "      <td>POINT (1541879.407 5204748.578)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>13</td>\n",
              "      <td>POINT (1628075.167 5118841.107)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14</td>\n",
              "      <td>POINT (1660211.957 4976021.160)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>15</td>\n",
              "      <td>POINT (1871900.032 4994490.301)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>POINT (1795446.427 4941868.031)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>POINT (1851194.567 4727206.086)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>POINT (1573754.106 4505855.266)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>POINT (1013600.518 4876439.058)</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    index                                0\n",
              "0       0   POINT (870867.560 5664917.605)\n",
              "1       1   POINT (820619.812 5736864.147)\n",
              "2       2  POINT (1077904.065 5726969.108)\n",
              "3       3  POINT (1249127.896 5842585.084)\n",
              "4       4  POINT (1346267.707 5739357.178)\n",
              "5       5  POINT (1452884.848 5799092.185)\n",
              "6       6  POINT (1077857.246 5500754.785)\n",
              "7       7  POINT (1241310.951 5533746.121)\n",
              "8       8  POINT (1249000.235 5377046.330)\n",
              "9       9  POINT (1383737.893 5311055.663)\n",
              "10     10  POINT (1475385.296 5362600.647)\n",
              "11     11  POINT (1390821.709 5164962.257)\n",
              "12     12  POINT (1541879.407 5204748.578)\n",
              "13     13  POINT (1628075.167 5118841.107)\n",
              "14     14  POINT (1660211.957 4976021.160)\n",
              "15     15  POINT (1871900.032 4994490.301)\n",
              "16     16  POINT (1795446.427 4941868.031)\n",
              "17     17  POINT (1851194.567 4727206.086)\n",
              "18     18  POINT (1573754.106 4505855.266)\n",
              "19     19  POINT (1013600.518 4876439.058)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 217
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M4z3b19TTH6A",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "representative_points = representative_points.rename(columns={0:'geometry'}).set_geometry('geometry')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "debXFIUXTH6E",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "outputId": "fc892210-793f-4bf9-d70a-9f28a3fd5b6f"
      },
      "source": [
        "representative_points.plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f05967c19b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 219
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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U2JzIHdS0QNKb+fs+K+m6pn3nSnop//yu6WFNS5vqeV7Se5KOyvd15XNqKyJq+wc4AzgZeL7N/vOBhwABpwO/zLcfRba6xFHAkfnPR/agni823gc4r1FP/vtWYEoJn9EC4P4W2ycA/wf8MfAxYD3wJ72oadSxF5CtGNLVz6ndn1qfgSJiNfDGfg5ZBNwZmTXAZEmfAhYCj0bEG5EtW/ko0HLVvSLriYin8vcDWANMT33P1Jr241RgS0S8HBG/J1s7alEJNX0duKuI9z0QtQ5QB6YBv276fVu+rd32XlpMdnZsCOARSWslLelxLX8mab2khyT9ab6t9M9I0ifI/mP7WdPmnn5OHpFaQZLOIgvQ/KbN8yNiJF8B/VFJL+b/U3fb/5A9C/aOpPPJFlOryuqDFwBPRkTz2aqnn9Ogn4FGgE83/T4939Zue9dJ+jzZauiLommRsogYyf/eDtxL1oTquoh4KyLeyX9+EDg4X4WwtM+oySWMar71+nMa9ADdB1yW98adDrwZEb8hW3HvHElHSjoSOCff1lWSZgD3AN+IiM1N2w+RdFjj57yelj1UXajpDyUp//lUsu/MTuAZYJak4yR9jOzLfF8vasprOQI4E/h507aef061bsJJuousF2mKpG3APwIHA0TErcCDZD1xW4DfAZfn+96Q9H2yLwnA9aOaCd2q5zrgk8Cy/Du7N7KnjY8B7s23TQRWRMTDqfV0WNNXge9I2gvsAS6JrLtrr6S/JfuPZQJwe0Rs7FFNAF8BHomI3zb90659Tm1rzbv+zOwADHoTziyJA2SWwAEyS+AAmSVwgKy2xnootcXxF0vaJGmjpBUd/Rv3wlldSToDeIfsecfPjXHsLOBu4OyI2CXp6Pxm7H75DGS11eqhVEmfkfRw/qzcLyQdn++6Aril8TBvJ+EBB8gGz3Lgqog4BfgesCzfPhuYLelJSWskdfT0fa2fRDBrJulQsjFXP82fVgD4eP73RLKHZBeQPde3WtLciNi9v9d0gGyQHATsjogTW+zbRjaA8V3gFUmbyQL1TItj93lBs4EQEW+RheNr8MGQ/saw+ZVkZx/yp81nk41E3i8HyGorfyj1aWCOpG2SFgOXAoslrQc28uEo2lXATkmbgMeBpc3DSdq+h7uxzQ6cz0BmCRwgswQOkFkCB8gsgQNklsABMkvgAJkl+H/CrXqMTyhrRwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jBY34vTUTH6L",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "labels = italian_regions.DEN_REG.to_frame().reset_index()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R960MPHaTH6P",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "representative_points = representative_points.merge(labels,on=\"index\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ltJliUXVTH6T",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "representative_points = representative_points.rename(columns={'DEN_REG':'names'})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y1bA2EAUTH6Z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 677
        },
        "outputId": "f6119723-0acd-4960-8ca9-8b2740abaf76"
      },
      "source": [
        "representative_points"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>geometry</th>\n",
              "      <th>names</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>POINT (870867.560 5664917.605)</td>\n",
              "      <td>Piemonte</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>POINT (820619.812 5736864.147)</td>\n",
              "      <td>Valle d'Aosta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>POINT (1077904.065 5726969.108)</td>\n",
              "      <td>Lombardia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>POINT (1249127.896 5842585.084)</td>\n",
              "      <td>Trentino-Alto Adige</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>POINT (1346267.707 5739357.178)</td>\n",
              "      <td>Veneto</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>POINT (1452884.848 5799092.185)</td>\n",
              "      <td>Friuli Venezia Giulia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>POINT (1077857.246 5500754.785)</td>\n",
              "      <td>Liguria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>POINT (1241310.951 5533746.121)</td>\n",
              "      <td>Emilia-Romagna</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>POINT (1249000.235 5377046.330)</td>\n",
              "      <td>Toscana</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>POINT (1383737.893 5311055.663)</td>\n",
              "      <td>Umbria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>POINT (1475385.296 5362600.647)</td>\n",
              "      <td>Marche</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>POINT (1390821.709 5164962.257)</td>\n",
              "      <td>Lazio</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>12</td>\n",
              "      <td>POINT (1541879.407 5204748.578)</td>\n",
              "      <td>Abruzzo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>13</td>\n",
              "      <td>POINT (1628075.167 5118841.107)</td>\n",
              "      <td>Molise</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14</td>\n",
              "      <td>POINT (1660211.957 4976021.160)</td>\n",
              "      <td>Campania</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>15</td>\n",
              "      <td>POINT (1871900.032 4994490.301)</td>\n",
              "      <td>Puglia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>POINT (1795446.427 4941868.031)</td>\n",
              "      <td>Basilicata</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>POINT (1851194.567 4727206.086)</td>\n",
              "      <td>Calabria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>POINT (1573754.106 4505855.266)</td>\n",
              "      <td>Sicilia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>POINT (1013600.518 4876439.058)</td>\n",
              "      <td>Sardegna</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    index                         geometry                  names\n",
              "0       0   POINT (870867.560 5664917.605)               Piemonte\n",
              "1       1   POINT (820619.812 5736864.147)          Valle d'Aosta\n",
              "2       2  POINT (1077904.065 5726969.108)              Lombardia\n",
              "3       3  POINT (1249127.896 5842585.084)    Trentino-Alto Adige\n",
              "4       4  POINT (1346267.707 5739357.178)                 Veneto\n",
              "5       5  POINT (1452884.848 5799092.185)  Friuli Venezia Giulia\n",
              "6       6  POINT (1077857.246 5500754.785)                Liguria\n",
              "7       7  POINT (1241310.951 5533746.121)         Emilia-Romagna\n",
              "8       8  POINT (1249000.235 5377046.330)                Toscana\n",
              "9       9  POINT (1383737.893 5311055.663)                 Umbria\n",
              "10     10  POINT (1475385.296 5362600.647)                 Marche\n",
              "11     11  POINT (1390821.709 5164962.257)                  Lazio\n",
              "12     12  POINT (1541879.407 5204748.578)                Abruzzo\n",
              "13     13  POINT (1628075.167 5118841.107)                 Molise\n",
              "14     14  POINT (1660211.957 4976021.160)               Campania\n",
              "15     15  POINT (1871900.032 4994490.301)                 Puglia\n",
              "16     16  POINT (1795446.427 4941868.031)             Basilicata\n",
              "17     17  POINT (1851194.567 4727206.086)               Calabria\n",
              "18     18  POINT (1573754.106 4505855.266)                Sicilia\n",
              "19     19  POINT (1013600.518 4876439.058)               Sardegna"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 223
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5GnIGfaXTH6c",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x_ZXGmy2TH6g",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 887
        },
        "outputId": "d8f477a0-61e8-447a-ac5e-964b2b143f79"
      },
      "source": [
        "f, canvas = plt.subplots(1,figsize = (15, 15))\n",
        "italian_regions.plot(ax=canvas,figsize=(15,15))\n",
        "representative_points.plot(ax=canvas,color='yellow')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VBGXSwNXTH6m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 887
        },
        "outputId": "59dbaa87-e60e-4a06-cffd-b5f3411f001b"
      },
      "source": [
        "texts = []\n",
        "canvas = italian_regions.plot(figsize = (15, 15), color = \"whitesmoke\", edgecolor = \"lightgrey\", linewidth = 0.5)\n",
        "\n",
        "for x, y, label in zip(representative_points.geometry.x, representative_points.geometry.y, representative_points[\"names\"]):\n",
        "    texts.append(plt.text(x, y, label, fontsize = 8))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KQYOXxLSTH6r",
        "colab_type": "text"
      },
      "source": [
        "# Chroloplet maps\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7uZgf_myTH6t",
        "colab_type": "text"
      },
      "source": [
        "... setup the data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QBTEtTi5TH6v",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "total_people_regions=pd.read_csv('https://raw.githubusercontent.com/napo/geospatial_bigdive/master/data/italian_population_regions.csv')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-qPpm5EATH6z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "b5ceec84-b27a-4019-be27-c60fc855c357"
      },
      "source": [
        "total_people_regions.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Unnamed: 0', 'DEN_REG', 'Tipo di indicatore demografico', 'Value'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 262
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZUmARZaiTH61",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "3970af78-aaf2-4622-dc25-4e7e336be9de"
      },
      "source": [
        "total_people_regions.head(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>DEN_REG</th>\n",
              "      <th>Tipo di indicatore demografico</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>Piemonte</td>\n",
              "      <td>popolazione al 1º gennaio</td>\n",
              "      <td>4375865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>Valle d'Aosta</td>\n",
              "      <td>popolazione al 1º gennaio</td>\n",
              "      <td>126202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Liguria</td>\n",
              "      <td>popolazione al 1º gennaio</td>\n",
              "      <td>1556981</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>Lombardia</td>\n",
              "      <td>popolazione al 1º gennaio</td>\n",
              "      <td>10036258</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Trentino-Alto Adige</td>\n",
              "      <td>popolazione al 1º gennaio</td>\n",
              "      <td>1067648</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0              DEN_REG Tipo di indicatore demografico     Value\n",
              "0           0             Piemonte      popolazione al 1º gennaio   4375865\n",
              "1           1        Valle d'Aosta      popolazione al 1º gennaio    126202\n",
              "2           2              Liguria      popolazione al 1º gennaio   1556981\n",
              "3           3            Lombardia      popolazione al 1º gennaio  10036258\n",
              "4           4  Trentino-Alto Adige      popolazione al 1º gennaio   1067648"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 263
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eiP56ZAFTH68",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "ccc4ca0d-a1d3-4448-e4ee-f666c1b7725a"
      },
      "source": [
        "total_people_regions.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>20.00000</td>\n",
              "      <td>2.000000e+01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>9.50000</td>\n",
              "      <td>3.024199e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>5.91608</td>\n",
              "      <td>2.534702e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.00000</td>\n",
              "      <td>1.262020e+05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>4.75000</td>\n",
              "      <td>1.178566e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>9.50000</td>\n",
              "      <td>1.802432e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>14.25000</td>\n",
              "      <td>4.565731e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>19.00000</td>\n",
              "      <td>1.003626e+07</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Unnamed: 0         Value\n",
              "count    20.00000  2.000000e+01\n",
              "mean      9.50000  3.024199e+06\n",
              "std       5.91608  2.534702e+06\n",
              "min       0.00000  1.262020e+05\n",
              "25%       4.75000  1.178566e+06\n",
              "50%       9.50000  1.802432e+06\n",
              "75%      14.25000  4.565731e+06\n",
              "max      19.00000  1.003626e+07"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 264
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7fDaTKXhTH6_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "outputId": "75394c3a-73ba-4e88-886f-75bbd9740e60"
      },
      "source": [
        "total_people_regions[total_people_regions.Value == total_people_regions.Value.min()][[\"DEN_REG\",\"Value\"]]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>DEN_REG</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Valle d'Aosta</td>\n",
              "      <td>126202</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         DEN_REG   Value\n",
              "1  Valle d'Aosta  126202"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 265
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DQW5itdITH7E",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "outputId": "02a507c3-6cf3-4858-e453-6cabc3fe93d3"
      },
      "source": [
        "total_people_regions[total_people_regions.Value == total_people_regions.Value.max()][[\"DEN_REG\",\"Value\"]]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>DEN_REG</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Lombardia</td>\n",
              "      <td>10036258</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     DEN_REG     Value\n",
              "3  Lombardia  10036258"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 266
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u39cc7nmTH7I",
        "colab_type": "text"
      },
      "source": [
        "### .. now we can start with the choropleth maps :)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-aWStjWhTH7J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "geo_people_italian_regions = italian_regions.merge(total_people_regions,on=\"DEN_REG\").reset_index()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pRExqd8ITH7M",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b8ff44a1-34d5-4490-c9b3-d3338f217c11"
      },
      "source": [
        "ax = geo_people_italian_regions.plot(column='Value',cmap=\"PuRd\", legend=True,edgecolor = \"darkgrey\", linewidth = 0.5, figsize=(10,10))\n",
        "ax.set_axis_off()\n",
        "%time"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 3 µs, sys: 0 ns, total: 3 µs\n",
            "Wall time: 5.25 µs\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KJt7KLZQTH7R",
        "colab_type": "text"
      },
      "source": [
        "\n",
        "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
        "<b>REFERENCE</b>\n",
        "\n",
        "mapclassify - a module of PySal - offers different function to create choroloplet maps\n",
        "<ul>\n",
        "    <li>An overview of all methods provided by Mapclassify can be found here: <a href=\"https://github.com/pysal/mapclassify\"https://github.com/pysal/mapclassify</a></li>\n",
        "</ul>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qjrh1bDmR3O9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import mapclassify"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "loRm2uNATH7S",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "quartilies=mapclassify.EqualInterval(geo_people_italian_regions.Value,k=4)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eGBPkq1jTH7V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8819423d-233a-4619-b321-a381fee28939"
      },
      "source": [
        "quartilies"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "EqualInterval                     \n",
              "\n",
              "         Interval            Count\n",
              "----------------------------------\n",
              "[  126202.00,  2603716.00] |    11\n",
              "( 2603716.00,  5081230.00] |     6\n",
              "( 5081230.00,  7558744.00] |     2\n",
              "( 7558744.00, 10036258.00] |     1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 271
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pdJl1sWhTH7Y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9354400b-7dcd-4da4-ccff-9823bc6d6e3d"
      },
      "source": [
        "geo_people_italian_regions.assign(cl=quartilies.yb).plot(column='cl',cmap=\"PuRd\", edgecolor = \"darkgrey\", linewidth = 0.5, figsize=(10,10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0596b399e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 272
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JpxDLdMoTH7d",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "quantiles=mapclassify.Quantiles(geo_people_italian_regions.Value)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_4K8bbQRTH7i",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2b699497-8db2-40c3-e553-67bf0289d086"
      },
      "source": [
        "geo_people_italian_regions.assign(cl=quantiles.yb).plot(column='cl',cmap=\"PuRd\", edgecolor = \"darkgrey\", linewidth = 0.5, figsize=(10,10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0595ee3588>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 274
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MituKrKPTH7o",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8c478cf6-c6d6-4bb7-d1f9-1c8d2e61795c"
      },
      "source": [
        "geo_people_italian_regions.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['index', 'COD_RIP', 'COD_REG', 'DEN_REG', 'SHAPE_AREA', 'SHAPE_LEN',\n",
              "       'geometry', 'Unnamed: 0', 'Tipo di indicatore demografico', 'Value'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 275
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DWh94ot9TH7s",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "percentile=mapclassify.Percentiles(geo_people_italian_regions.Value)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3emMxK_oTH7z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b813f5d4-bd98-432f-92dc-0b468e0a90dc"
      },
      "source": [
        "percentile.bins"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([  160837.29      ,   541255.5       ,  1802431.5       ,\n",
              "        5833843.3       ,  9249740.64999999, 10036258.        ])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 277
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o8d9LCqmTH73",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8bb58f96-85cd-432f-f7c4-c8d9a3d9ada2"
      },
      "source": [
        "geo_people_italian_regions.assign(cl=percentile.yb).plot(column='cl',cmap=\"PuRd\", edgecolor = \"darkgrey\", linewidth = 0.5, figsize=(10,10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0595ec70f0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 278
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3xXXnK1KTH77",
        "colab_type": "text"
      },
      "source": [
        "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
        "<b>Natural Breaks</b>\n",
        "<p>\n",
        "The Jenks optimization method, also called the Jenks natural breaks classification method, is a data clustering method designed to determine the best arrangement of values into different classes. \n",
        "</p><br/>\n",
        "(source: <a href=\"https://en.wikipedia.org/wiki/Jenks_natural_breaks_optimization\">https://en.wikipedia.org/wiki/Jenks_natural_breaks_optimization</a>)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0FrT6bWVTH78",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "natural_breaks=mapclassify.NaturalBreaks(geo_people_italian_regions.Value)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sPCZUNM6TH8A",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c6491893-78d5-4391-d50f-c9164142063e"
      },
      "source": [
        "geo_people_italian_regions.assign(cl=natural_breaks.yb).plot(column='cl',cmap=\"PuRd\", edgecolor = \"darkgrey\", linewidth = 0.5, figsize=(10,10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f05964caf28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 280
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VsWfdT9ETH8E",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0c22f5d9-0071-4eca-9427-17f8d70cfbab"
      },
      "source": [
        "natural_breaks.bins"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([  884640.,  1956687.,  4452629.,  5896693., 10036258.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 281
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IAmhIHTYTH8H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "fisher_jenks=mapclassify.FisherJenks(geo_people_italian_regions.Value)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9pyZsDw4TH8K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "52b0ef87-961c-472e-ef8e-623c9e0537e9"
      },
      "source": [
        "fisher_jenks.bins"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([  884640,  1956687,  4452629,  5896693, 10036258])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 283
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wG0ZmKbhTH8O",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "142fbb87-ce3a-4a1b-d8c5-2f69a5dedf52"
      },
      "source": [
        "geo_people_italian_regions.plot(linewidth = 0.5, figsize=(10,10),column='Value', cmap='PuRd', scheme='fisher_jenks');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7uO5vP1mSS0rs6irMj7wF/zfvJr554gefbFX/y63Q2lTUZAngCRT3/kIUkvSflLBk1wjJrhFCDx4gumWScS8F9e9ci+EuzOLwP/zX/0x67MATW/jOO/6U/U9sIZ3ITGg5vHk7VirFSPexSZMlwFM/uPuU45d/8GYuvPmNU45v78OP4aRzU14uH+yqKlwXnDfj66SXLCLhOrMoeqGYboO6BdXMX9VUtBiEKDRpYZaoVPcoxz/3KDp5jmn5GqyBKN6O2rzHtPknv6Rry/NnP+fHv2Tzj3+Jv7qStnWr2PvwU3gDFeeeFKQ1T37/52x8y/X4ggHcPh/v/q9/Ze+jTzN0eOKW9URcHg8uXxCnhLfG1McHcTVW4yTTZ+xnmY3qOz5GosjdzlpD4+K6osYgRKFJC7MEacuh7+tPnztZjonvyN2yjrN54PPfyPrc+GiYvQ8/BZDVDNpEOML3b/m/3H7l28dfMwyDyz/4rinFaKVSHHth65TeU2ipN12Dcftf4L9g5bTeb9Xl/+HoXBzLIT6au2UxQpQDSZglSLkMWj5+GUYwu018Y1uPkTwwlNetlfr3H2bwUHfern+C2/dSN2PfvkP85l++PuVrVNSVdstHmSbKNEm/7434NkxjnendD2KUwD6UfQeGcJzy2iFGiJmQLtkSZVZ5afqzSzj2Tw+d81wnlubYZx7B01FL/c1r8S6cfKPl6YgOjfBv19xMZGAop9edyJHnXuD2q9/B0R17SCeSJEJTK05et2gB1S2LSnam7CkcB8M/9XHI6A9/i+uJHfhecxHOFZsypfCKwE47xEeTHH2hl0CtH3+Nj6p5QcwCjacLUWjSwixh3kU1eBZWZ31+6uAwI3e/iHZy+wH6y3/8EgMHj+T0mpNJRmPs/v0ThPsGppwsAV73qb8vj2RJpqWp3/06gq+fegk/6+BxIl+7m8Stn8lDZNlJx9MceqabVCzNcE+Ioy/0cezFPlKxNOmEJWXxxKwjCbPEeabYWow/30vogX05u/8L9z3Ejl8/lLPr5dvj3/5usUOYEnN4lNTOw9N+vzMcwWdPvn9ooY0ej7D3sUPseeQgR56b2jpaIUqdJMwSl9jdP+X3DP9sJ4k9AzO+9/2fv4OvXv8++vcdmvG1CqV1zfnFDiFrWmvS3/0VqX0zK5U3evNt+Iby310+VYH6/BfTEKKQJGGWKG059P7bE1j906jR6mhCD+zHGoyNTwRyHCfrSUGJcIRf3fZl/vfv/hVdZpM6GpcsLnYIWfNt3Zmz7b308cGcXCdXAnV+6hZkP5wgRDmQST8lxg4nSewbJPFi/4yWi8S2HiO29RgVm1qped1K7rrtsyy77AI2vuW1aMfBdE3+T7/tngf4xT98cdr3Lqa69o5ih3AGIx7H7BtEVwZRkShqx17S2w8QnkFX7Ck8Ljh/cclUNwrU+Vm4fj6GKc/jYnaRhFli+u94hsTumXennhB7pofeZ/fwyB0/4JGv/4C7P/E52taex/t++G94AxN3ma1+zZUopfK6TCUfrvzoB/AG6osdxinch7tJfuWnxHsGwTTAzm2L3Xvx+Xj/9CaSujRmptYtrKFpeUNJLHsRItfkEbDEpI5OfWbouQQs//gmz4OHutl2zwP87vZvT3hu17M7+MUnby+7ZPmKW9/DmtfeWOwwzuBUV2KH45kvcpwsVZUfz5+/jWQJPPd6Kty0rWmmZWWjJEsxaxX/N02Mc1I2rjo/qXBuZz0ayqBt5Qr2PvkMAPNXr5iwgs4zP/pfvvOOj5ZdsgRYdvllOV9OkwvmwSO4m2pJTqME3rlU3HQlKbs0kpPLY1LdUlnsMITIK2lhlpDkngFSh0fycu35re0AVNRW8847Pk2g7szlKoZplmWyrF3QSrBhXrHDyOzkYp1axFbv7Sa5N/tauFMR/f79JdOa81f7ih2CEHknLcwiS+weyMxmtRxGfrErL/fYpw/w6D0/B+Dlf/w22je9bMLzVl17WVmOXV76/j8GirdzhxGKoL7/C2JP7MTweQh+7O0kz8uUvFPLF+bvxikLj50q+hZfylDULXjpAezEz49SpZHMhcgVSZg55tgO6aSF2+cGNFqDOclswfjufnq/9Aew8rd04wCH+J///Or48pAHPn8Hj95xJx/65bdZdukFAKSTSbbd8wAPfvm7ZZcsAdLxGIZLFbTCj2t4FH7xEMrlIrltH+muzHpZJ5bEeW43RlszdjCArsvz0op4EiqKmzC1ozmy/Ritq5swTINDz3SjDMXiCxdImTwxq0jCzBHHcbBSDkpltj5KxV/a21F7TEyXccYTd+TxrrwmyyPGUe76zlfPWEuZCIX5ynXv5tqPv5/r/+GjKKVY8vJOBg50sf/xzXmLJ1/u/afPU9nURNPytQW7pxWoIP3Qdpz4mePNkV/8AX79FN5lrcSP5Xl9pLs0foUToSQHnjwyPo5suk1JlmLWkTHMHHBsBytp49gO9gQJ0ErZaA3ppIXj6PFWXPpY7mfEnnDc6Ocn3/8yjjXxxpCpWJyn77wHrTUuj4fa1mZWveoygg2lvdPHZPY/+jiF6AE0QpnNqT33PYKTTE1+ou2Q3HUEezT3k31ONvpH/4T7sc0YZvG7P0+edGW45KNFzD7yU30SrTXJWHrCpHeClbJJJy2stI3WGittk0pkEuHZpOKZ66biaZKxNMloCmsgPx+mITPCj/77S6TjZ9+vsHf3AX5925fHv164YTX/dPBRNrz5NXmJK5+2/OTnQPqc582E53/ux/7Mf+L63j1E/udRKJFZuZGv3U3ivbdhuoqfNE9oWlpa62GFyIWsEqZS6pBS6nml1Fal1Bl9dkqpvxo7tlUptUMpZSul6rJ5bymxrUz5uEyL8KUPQ601tmWTTmUSpW05WCmbZDyNlZrejgwacGJnaaHMwN7QbhLhaFbnPvm9n52yp6EvGOAVt779LO8oTRtuegNa528szxwNEf75Y6QO9RK99xl0auKWe7HoaAJ3Fht1F0KwoYKqpmCxwxAi56bSwrxSa71Oa915+gGt9efHjq0DPgE8rLUeyua9peBEQjzRstRaY6cd7LRNKpHGsTXppI2dPq3lOcMGhu/8ppldYBLLqlZkfW7//sOnFFfv3XuQb731w3mIKr+2/vyXqDwusTD3d+W88ECuJb55T0l0zVY1BfP6byFEseSjS/btwH/n4bo5o7VGOy8lyXTSJp20TxmDsdI26ZQ9lizz05qwI/nZlqnKDrLwZdnt2nHJe28iNjyKY2daytvuvp/Y8Ghe4sonx7JQxsRPMIapMEwHY5rzY1QqRfJnD88gusJIPr4D79DwpMe9O/fidil8ThpfLDL+uieX84YUVDZK61LMTtn+qmjgfqWUBu7QWn9jopOUUhXAdcCHp/reQrJS9lnHKQsnP0/hjnZIxrLrntv+i9/xxH/+lIqaKt7z/dt56vs/z0tMhXD0+WeZv2bj+PISw6X43e2fZ8cvfwNAsD4zrrZhQycXbHg5ycs2wVmK0EPm4crzm8cI7y+PvR0Tdz2I7y1XYT2yFX3DFdiWxpeMkfzevYR+/xxVf/suRj/9A7xXrMX3piugOkj6Rw9ivPM1OHYOxmQ1DBwapnl5w8yvJUSJUdmsu1NKtWqte5RS84AHgI9orR+Z4Ly3AjdrrV83jffeCtwKsHDhwo2HD+doJ4cJpJNWSSTM4395L+TiQ+okjra5a+v3ObBla06vWw78VVXc+rOfAdC/fye9u/fwuy9+9ZRz6urqeWvrBdi9o/j//a9wKs/eGtK2hf3hz2OPZDcmXEqqPv4O2LCS8Ps+jY5OPgHMqKvEf8dfY810HasCNHj8bhqX1mGYBsGGCgxD5haK8qKU2jLREGJWLUytdc/Y//uUUj8HLgDOSHrA2zitOzbb9461PL8B0NnZmdfph06JjEX5L2gj/ocjOb2mZTgcfG57Tq9ZLuKhEDvv/yUHn3yafY88MeE5r9t0FfYzXags1wh6D3WTqKwoy4QZ+uydmf7Wc0xQ0raDkYO9wQK1fgL1FYT7ovQ83wuAN+hh0YZW3L7SWC8qxEyc89FPKRVQSlWe+DPwKmDHBOdVA5cD90z1vQVXIiW7ql6/MuejyB7t5pVvfWduL1pGHvjclyZNlu3ti/E+l6nr6r941TlblwCMRkgf6c9liIWVxWxePRrF+q9fzfhWdQtqaOyoY/GFC1hxxWI8FW6SkRT7Hj/McM9oyTyoCjFd2XxcNwGPKaW2AU8Dv9Ja36eUer9S6v0nnfdG4H6tdfRc781V8NNVKgWrld9N8xdejVGb28LV6wLrqWpuzOk1Z4Nr2zeAlZncZF53cXZvGgrlMaLSkdqyZ8aTf6LDMex05u/X5THpuGAB/mofju1w9IU+dj90gESeJroJUQhZjWEWWmdnp968OX9LNjMzY0tnHd3gFx4l3Z3bqj8WNiNmiDt/8qWynPWaa1dfejVLXhibGWoaVL71Cli6gOTKpZmShak07uERVDhCsmMhyjTxbH+R8Of+u+SXk+SEYeC9eBV8+G2nvOwNevBVejFMg5GjoQm3UFOGwuN307yyAX+1H/OkKj9WyuLg092kYpmiEr5KL+2drVI2T5S0GY1hzjaGqTDdxpnrKosguaM358kSwIWJX3slWQKVVdUsP64YLzFhO4Tv/H3m2KdvxampxnhxP+GvZCYM+dYvwf2ypSQf2TY3kiWA45B6dg8BlyI9NvmncUkdjR11KCOzg03LykYGDg3Tf2BoPHEaLoO2Nc0EGyom3J3E5XHRtraZnud7SUZSJMJJEuEkgbqKgn57QuTCnEyYSincHhemK1PVp5hjK66G/H1wKKV4zbtu4d4ffKcsdyHJlZsuuhZ788SzrlPfuxd7YBRr4KWu18Rz+0k8t79Q4ZUMHU+hntkB68+nflENjYvrxpOgUgoUNC6uo7atCjvtkIym8AY8eAOes17XX+mjaUUDXVuOAnB8dz8dFy4smaERIbI1p+d7G4bC7TEx3Qamuzh/FWZzJZ5l+Sl4XmH7WVTRTkVtnreYKmGvveo1uCZJlgDJXUdOSZZzXeyHD+Dv6aFpWcOk+1m6PC68AQ9V84LnTJYnKIPxKkSJcIquZ3tO2dFHiHIwJ1uYJ1NGprWptcax9YRjNPlk9YSwjkfOfeI0dSeOnFIrdi5ZvXotrTtHc7BgYhYzDQKbllNx/iK8S1owgj4qzl+Y89J2Lo9JRa2fyNiGA9GhOP0HhmjNU3lIIfJhzifMcZrCJsuxew1+7Ul0LH8TkM53r2Loiqt5/O7yreAzXZe6F2CnynhJSJ613vYu6t5yGe6GqrzeJxFOMtQdwjJTmC4D23KYt7Seho7avN5XiFyThDlmxqnScnBCSTAU8ae7CVzZARPNBEzbDP7H06T3D4PPVZAtoupr5uhT/FyZsDNFFesW0/r/3knlpasLcj9v0EPz8gaGjrhJGEm8AQ8NHbWTdvkKUaokYY4xDIVSanqTYyyH43/3W0i81FJMbD+OZ2k9gVcsxKjxgwKra5Sh72zBCY9t65UozNKWBu8cXZNZkd342lxhVPpp+8ebqX/XVagClqtTSqFMRUO7tChFeZOEebKxWphT4QzG6P/iE2ckv3R3iHR3iOhDBzMvGECRGjzVThW+ykDWe2TOFo5XfrxPCF5yHou+/H68Hc3FDkWIsiWfKCcxDIV9chep48BpT+I6kkQnbRLbjmPU+Bj5/tbskmwRewe92o2/umrOJUzbbcztaeCmQe0bLqbh5qsIXnq+dIEKMUOSME9iug2UUlhj5b1iDx2i4qrF48etwyMM3D5xndJSd+Nrb2Vb1zM88+tfFzuUgrFMzZzslFWK+rdfTvPHbsS7aF6xoxFi1pCEeRLDMFBunVlikraJPt5FfOsxzIYKAq9YxOCXnyx2iNPWYNVyVcs1BG+q4sGf/qjY4RREUjlzK2Eairo3v4LGP76OwMalxY5GiFlHEuZplFK4vS4Sh0ewB2PYg5DuGiXxbHlsIHw2SimW1Z/HYz4v6cTsL4KdduxznzQLuOorqf+jV9LwrqukRSlEHs3pIZ6z8S1voOpVS1GzbB+/OquazlddW+ww8s5QitFEBPO8+RiV/mKHkxfV120ksGk5q576Eq1/9xW9Kr8AACAASURBVDZJlkLk2ezKBjlWd9NqghctoO/rT2P1z54JM2tbNvG0+17s9OwtTeZozR+efYoHImHmNTXzBhYVO6ScqnnDxXR866OgdUGXiAgxl0nCPBdDYYcSxY5ixtLKYsgYxcZix8H8bZ1WSiKRzC4wm85fD1uHihxN7iifmwWffs9YQXSZ+SpEoUjCPIfo5h50snzGwtLKwuUYgMJRDiaZakNHdDe/+PF3iI/MvULjQffs6pJteNfVuJtqih2GEHOOJMyziD3fy+ivdhc7jCn53cF76dm/l2QsxkVXvYYNgQ0AtKpWFqxcyZ4nny5yhIXl91dQkzRmVQH2QOeyYocgxJwkgx+TcNI2gz/MsihBiUipNJHQCP0Huwj1DvDAj39AnzkAwP177plzyRIgHo/x0LEXMOfXofwelK+8F5oYlX5qrr+g2GEIMSdJwpyE4TbxLiyvbq8n+x5j39Nbxr/WjsOe/hfZZe9h3+ZnixhZce3e/SLRtiCP14Z4qjGK8rqLHdK0VV62GsNf3klfiHIlXbJnEdjUSuy58ll/ubplA4dXvUjPzj3jrz32s/8pYkSl43v3/XT8zy1XXseCbcNFjGb6AhulO1aIYpEW5iS07WBHUsUOY0pq0kGqG+boziRT8MCjv2OoswVzUfn9XclaSyGKRxLmaexoCp22GblnF0N3bi92OFOiUPgrgsUOo+RZVpq77r+bH+x/lPAFbcUOZ0rSvSPFDkGIOUu6ZMdEt/QQfvAgqaMh3M2VJA+U47o9RWVlDR0b1nLw2W3FDqbkhUOj/Obph3jTxqsxt3ej06W/fMgI+oodghBzlrQwASeWZvDO7SR2D+CEUyT3DoJdRtNjxyilaK5uo7/rSLFDKRtDQ4N864Gf8EJHefwqjNz9h+ltci6EmLHy+JTIEW07WKMvVe2xIykGf7iNY59/FCc0O4qR17iqSUZjxQ6j7PQNDqDKYPZp6PfbCP12a7HDEGJOmhMJM/rsUUIPHWToR8/T/fHf0P/NzVgjcexQgsgTXaS7Z0/1mxqrig/d/I+Y7mIvnVBj/539nI5VqwFwebx5j+hsjnR38bPUHtSaBUWNIxtGGS+LEaKczeoxTDuaIvpUN0M/2n5KAYLo093EX+zDiaTKqjBBtnzay1ve86f89zf/teD3/ujffJEfff/faF+xivNWb+K7X/rU2BFFsLqayOhLk1Y+/omvESfB9mV/4OIFl/PD+79G154XCx4zZAocuNxu1JGhzI+EoUh0LiAwlMI+0AtOCf2gmHPiOVeIkjOrf/OS+4YY+u/tEyZFJzw7k+UJjUYDwfragtxr4xWv5N0f/Xuuf+ctHDl+gPfc/HGu3Pg64vHI+Dlen58PfOifM7HNb+Oia65ny97H8RgeLmq5FJ2wePuNHylIvJMJh0b5n/ALhDa18nD9KHc98mueTHVj1pbWzOPELhmjFqIYVClOIOjs7NSbN898Rw2tNX1ffpL4jt4cRFV+DtLFj7/1xbxdP1BVzS0f+gcqht1gOSifCx00YGBs/WqDhxFnlO/82z/Sft753Hjpe3GCBruPPc9Kz0pCtQmqBl/qilW1Hj7z+Q/mLd7puOayV9KxI1zsME5hBHws/9U/UrGmvdihCDErKaW2aK07T399VrcwlVJUXtFR7DCKJmBWTPi6y+Nh8cZ1XPz6G2Z0/Q98+J+p6DfBcgDQCeulZAkwkKJmyM9ffuiL3HjVLei4hepPsbT1fHD0KckSQA+n+ODHP4s/cHKLrrjbV714cA+HX1aN2VSDcX5prNl0ogn2v+NzpI6V49InIcrXrB7DBHA3lVZ3WiH58LFo7WqqGxoZPHaUnp27aV6+hOuveAcNdh2Octhe+zDR4akvhjcMA/eozqpXW4dOrZjk6rUmPbcq5OejH/kcP7zrS1x3w7uo8dZxqH8ve3Y+x7bHH55ynDPVfaSL7iNdGErxjmtvZOJHkMJLHx1k97V/x9Kf/A3+laWRyIWY7WZ1lyxkumV10gIU/d94hvjzc6t71sJCA25cvJDeyVLvUkzHxDW2T+bX7rmNcP/glK/btGAR7331XxRuMoyCPfZefvadf6dYg891dQ1cuLaThS+G0anJk34hueZV0/HtP6PyklXFDkWIWWNOdslCplvW8LkxfC6Uxyx2OAXnwoV7rCPhfPcqvI5nPFkCXHX9W1j/qmumtAzFMAzed9PHCztzVMNy13I+8dGvsmrTRQC87JJLqa4/ez3YuqZmlr5sPde97T0zDmFoaIB7H7yPF9oV5rLmGV8PANOg5g1XU3nFJlBT/3W0+kbZ+/pPceCWLzH8i6dyE5MQYkKzvoV5snRflJ6/fSDn150Nfn/sAZ7+1a+yOnfjFa/kmqWvzXNEZ2EoRmri1Iz46QsM853b/9/EpxkGf/Xxr2IZNi7H5LOfyW5C0dqXX86+57cSDY2ecWz52o2goHv/Xlafdz4b3S3YL/acO+SqIJWXrMMzfykA2tE4MQvlNtBxa/z7ctV5wQWj9/+O5L6urOI92ZKffILqq9dN+X1CiJdM1sKc9WOYJ0vun3rX41zhONnVUfUHK7n0ktdCX54DOhtHUzPkAzRNNHLFDTfx0D13cXpX7Rvf+yFUfwo3oCoUf/KXt7Fr17M8/9RjjAz0j5/nD1bywY9+Gk/UQHsVDKZQ697ME0cexkqnaJjXysL5S7Eda3yikrrUBabCdgaJ9EXxLGpBWzbxF/aB7ZwRcu3rr0LHAtgjp1aU0tZJ5zoaayBTiar6VVfRf/RHeNvnk9h5APeCJoKdaxj++W8n/WtpeM81VF21dmp/l0KIrM2pFubIL3czck9xFsaXuoSR5I6f/DPxkbNXPfrgxz97xuzWklDv4cEtv2D7k4/hDwS45g3vYLGrA52c4EHAZZCoc9ix5xkWd6yi3q49Y2JStpTflZkdPPZr5Gr2EXrkURI79gFQ0Xk+wc716JTrjGR5LkbQgzJB+RVO2EGnHUYfvBer98wHP7M2yMtevAPlnlPPwELkhbQwgYr1LST3DxLfUczmUWnyOV5ef9Mfc9d3v4KdTk96XsAMApMfL5rBFFe2X8uVHdeCy4C0g7YnaTVbDr4+6KzZBMOgmf6+p+PdqScufTxB1WWXktx7mIb33ITdr7H6bGDqO6E4J/ZjHesZNmt9EyZLgOrrNkqyFCLPZv2kn5N5Wqto+uglBC4u/XqhxdChF/Kn7/k0tW0tk57zyNO/JNpoF3t55OQ0kD6zS7SQrOMJaq9/M3Z/bntvTum+PU3926/I6b2EEGeaUwnzhMb3baTxgxfgXVqHa16Axv+zCXdbVbHDKgkaB6Umz4ZP/fZevvKZv4S60t/ZY7Zxwinmvf9mqq668JTXfctbCV68skhRCTF3zNk+nMD6+QTWz0drjVKKQGcr0S099H9zc1nuhZkrXsdN/fz5DB05etbzhpxh6ggUKCoBELigjdobVzHwX9WEfp9ZQlJ9/SZaP/lOlDEnn32FKKg5mzBPOLk15V1aD0oxq6uyn4NSBtesewMrV26gd6CH7gN7OfrinlPOCVRVU+GWZFlo3o5aXHUVNPzJhSQP7mfwzt+w8HO34G4uTJF9IeY6eSw9SXLv4Hhd1Lmsyg5yvnsVV7Vcw2UvP3W9pcvj5YMf/jQ+mTdVcN4ldWhHo2MW8z5wPUt//ilJlkIU0JxvYZ6sYuN8XI0VWP2xYodSMmpcNVQ1NRDqHQDgQx/7F8y+EpwlO8t52mvwdmSSo3teAPe8AH7mFTkqIeYWaWGeRCmFUSGTWU5WY1Vxyw3/d/zrO7/7ryTnleoU2dnL0yqT0oQoNkmYp6l57QrMGl+xwygpfQzg8mSKFfQf7SZpJ4oc0dxj1vqLHYIQc54kzDFaa5xYGu/SeuretqbY4ZScy1/7JpasXktNfSNBo7LY4cw5hk9GT4QoNvktHDN053bCDx1EeUy8i+fORArVFEBtnI/z+wOZFxJnVqRpb1/Jwqp2LlhyKdoE+qdfGUdMT/Lw1PcsFULkliRMwBqMEX7kEAA6ZZPYNVDcgApEA+rydsIazDeuAgW+n+08I2mayoU9IkmymJL7h8bXDAshikO6ZAGz2od73txbV2hetojI2JJT23Kw0w7Gtcug4tS9MZUhH9LFZg/FiW87XuwwhJjTJGEC8Rf7SPdHix1GwTmPHMbjPXVT7ajfRex1KzBOqrdr1/hIveE8XM1B3B01hQ5TjIk+e/bqS0KI/JIuWSD88KFZVw5PA+bqeRC30I6DHozBBFtYuRxO2avDGft7sNtrYMtRzPUtxJfVk05ahF6+ENBULqnDODgCfhe62of1+NQ3OhZTlz4eKXYIQsxpczphaq2Jv9CXqfAzy5jXLSNc+dKaUr/HxPjhdgDUompURy163xAqYYF5ZpdrzHIw3nReJoEmM1tYaUMBilCtH8aWOShHU3VlB2ogRvr53vx/Y3OZVKESoqjmbMLUlkP/N54h9tyxYoeSH6d1tifSNsGXNWE/34vqbCVsKFRTEO1M3rJ2smh1a0Mx2lCBu8aHd+9gZjNlkRdKlpYIUVRzdgzTGoiVVbI0VjVivOm8Mw/4TAh4MNY2o90G1HgxOucTDp5asUhrsNY04bqwjcjYJJ6zJcupSrsMKfiQZ8ptnvskIUTezNlHVldjBa6mIFZveYwLWetbiKdsvDevxbuzD+vZY+AxSd14Pi4F0aQNy+sxTJVZejBB910acDXmZzawcnTZ/F2Wq1T3KDptS+IUokjmbMJUpkHDu9bR/50t2EPxYodzVsb6FhJjrcFk0iK5pI7gkjrQYKVsTu4EzXSjTtxytFI24Tx161XvGyKdZYPVqPJiVnoyW6kpcKLpkv83KAU6KclSiGKas12yAL4VDdS9dQ2U+DJD3RPCPq3FGAEiJRK3J22TznKNoKpwowxFuidMujtE+kgIeyiOZ1F1nqMsfzppzcnlT0KUijmdMCGzC0TgwgXnPrGIdF8Un3dmLUPTbRCo9WO6DVw+M6cPCRW7BjACbtyLa3Ff0Ip59WLcFy+Y8B6uWj/2yJnF21OHR3E1VOQuqFlKihcIUTxztkv2hGP/8ghOpHTLvmkDjKX1JJLTn33a0FFL/aJaTLeBYzs4jmb0aIjYaCZxhXtn1moZPX8erpUNpE/uLqzz43vdCjyPdY13t3qX1U+6hMes82MNyD6k5xJ58ghVr1xS7DCEmJPmfMJUrtJuZKu3riEyzfV3gTo/9YtqCdZXjJe3M10mJtDQXgeA4zgkO1Kk4xaxkTiJUJJEJImdzv6e2lCkjTPH1hJeF77FtThJC/e8AOlj4UmvYQ/F8S6rI3lkdMIC8CIjfTSEdrSUKxSiCOZ0wnTiaYygZ8IuwpJQ5yc6jWTpqXBT3VKZaVWe44HAMAz8VT78VVDVFATAcTTxkThDXaOE+mY28zUxvxJvpYfUQ4cmm4s0Lrl3COV34VpYTbprFFwKrNlVgWmmdNrB6o/iHvu3EkIUTmk3r/LM8Ltp+cTlKE8Jzjz0uzCX10/5bZWNAdo7W5m3pP6cyXIyhqEI1FXQtrYZc6ybtWFxHcH6qY8xJrwuRhsCuOZXZXW+jluku0YxKj0opXDNwaL455LYN/sqUwlRDuZ0wgQwPCZNf/Hy0kqa9X6MdS2EFmQ/c1QZisUXLmDh+vm4fe5zvyEL2tH4q7wYpkHj4joWbWxl8UULqJhGgYLIha24l9Zlfb4TTqHTDjply2Sg08S2SBF2IYohq4SplDqklHpeKbVVKbV5guNXKKVGx45vVUr9w0nHrlNK7VZK7VNK/XUug88V35I6vEuy/zDPu2uWEJ/CriAuj0nbmiZ8Vd6chmGYBos2trLkkoXjE179VT7aN7WxYF0Lpjv75y3bNIiuaZrybif2SAInlsazSHZJOSF5aAStpataiEKbSgvzSq31Oq115yTHHx07vk5r/SkApZQJfA14NbAKeLtSatXMQs6Ppj+7BN+KhmKHkXHPLuwp7J7S0FFLVVNl3jYX9vjdp0wyUUpRNS9Iy8p5U7pO2mUwsnE+zutWYE6h4pATS2NHkniX1WMEPXiX1+PpqJ2waPxc4ISTUlVJiCLId5fsBcA+rfUBrXUK+BFwQ57vOS3KUJhjO3AUm3F5x5TqvMZHk3mMZnJVTUEWrm/BmMpYqVLEfS7UeVN7OLEH4yT3DuJEUiT3DJI6OIy7pRKm0MqdTaKbe4odghBzTrafNhq4Xym1RSl16yTnXKyU2qaUulcpdf7Ya63AkZPO6R57rSTVvnEV1a9eRt3b1uBpL14XoLKyX1bhr/LSVKSWsTIUlY1Bll/aztKXL8I1hXFgq9I74+IJ6e4Q3oU1eJfXYxZhnNOsr8DTUYsK5GbMeCpCDx7EScnyGyEKKdtlJa/QWvcopeYBDyildmmtHznp+LPAIq11RCn1GuBuYNlUAhlLxLcCLFy4cCpvzRlXnZ/aN2VyfeVVi4k80UVi1wDxHb0FLW6gB2KYjYEzyuFNxBPw4J5hFaCZMt0mptuk48IFDHWNMHh45Jzv0Qo861rQw3GsQ+c+fzLJ/UMAeJfUYReo8IFrXgAj4EYnbVIHh/EsqiEVnf73MB1OKMnwT56n/uZ1Bb2vEHNZVi1MrXXP2P/7gJ+T6Wo9+XhIax0Z+/OvAbdSqgHoAU6uO9c29tpE9/iG1rpTa93Z2Ng45W8k15RSVL58EY23bKTpzy9B+aeelIyAG3drFUxxeYez9TieLMbngg0V42snS4HH76Z5RSONi889gco2FaOLa3I2Ozl5cBhPISZuKcDRpA6OkD6aKcRgR5K4Wirzf+/ThB8+JF2zQhTQObOAUioAGFrr8NifXwV86rRzmoFerbVWSl1AJhEPAiPAMqVUB5lE+TbgHTn+HvLOu7CG1tteyfCPnyf6zLk/oIygB520qLnhPAKdrfT83W9xsmgtqrYq9FAcY0F1ZruuCZhug6qmIPWLavEGPBOeU2zzltZjekyO7+qf9Jykx4XLckiuaEAtr8e9o29GLU0cndm82gDG/qpdLUFw9PgOH+nj4ekVQjAVnrYqMA3skcQZJfzswThGpRfv0rpMQlUKO5zEOpb/iTn9396CWevHV0qzvIWYpbJpNjUBPx+bgekC7tRa36eUej+A1vo/gDcDH1BKWUAceJvOzHu3lFIfBn4DmMB3tNYv5OH7yDtXtY+G920keGk7ylSEHz1M9MnM8KzymLjmBai8rB13cyXepXWZknsarMEYTjyNBszrlsFwHPup7jOG79TCaqIXLcB1YhLLBONTbp+LxRcuwFXkLths1LZVZXatRtG7d2DCSUyWy8Aaa33X1PphJgkTSPeEMvt9ao0VSmIPJzJJdIx3aR3JfUMTvteo8mL4XFh9Z9bV9S6um7QG7glOOEky/NLkK09H7TS/iymyHPq++iQtf3s57gYp8iBEPqlSXM/V2dmpN28+Y7lnSUkfj5Duj2L1Rqi8ogNUZo/N09mRFMc+8zD25e2caG94vCZuW2Ps7EePxHG6RjHXNMHCGsJn6fpduH4+lXnaADqfEpEkR7YeIxVLA2CYamzfzpf4ExbeY2FIO1lvFTYZ17wAZrVvwiTnag5iVrhJHhh+6UVTYVb7wFAvjYMa4JoXxImlcUJJ3PMrM8tbsiijeOL+6b4I7qYgeqy3IJXF2O50eTpqaf7YKzBKqQCHEGVKKbVloiWUkjALINk1Qt/244R9rglbWi6PiZWyUWqsUTaBQJ2f9s62PEeaP7HhON07jpOOWzSf14i3wsORrUfHE6cnbZMaa21WP9qV93WG7rYqlNdFav/Q+C4qrsYAZq0PHI01nMAezCRPV1MQZapM8fgp/Loovwsdz7Rwz7ZTS6741zTR+P4LJGkKMUOTJcy5uYitwLwLa3CFU5PuMGGNdb+e7dmloqY01ohOV0Wtn44LF1DVHGSkJ4S/ysuKK5cQGKtPmxobZ6zujRZkUX66O4QTyhRDODHT1uqPktwzSHLf0HiyBLB6I5kJPlN8tjyRLD0LqkkWoP5r/Plejv7j74k83Z33ewkxF0nCLIBEOMlQvT+riT+TUbOgqo3b42LBy1poWlZPKm5hGIqF61qobqnEX+OjocaP9ejhgsVj9Uczrb4pFImYDieRnnKynS6rL8rgD7aSnuEuM0KIM5X+7JEyF+6PcGTrzMbkqpqD1C+cPbVUg/UBrHSmVW2YBq2rm0BnCiEkGwMM/2wnid0DRY4yBwyFd3HtpBON8kXHLfq+8iTNH78MM1iaM6mFKEfSwswzrZlRoWx/jY+21c0YE0woKmcu90vjbEqp8e5q7+I6mv7sEgIXLZjsrWXD1RgoeLI8IX08wvEvPIY1WqJ7vQpRhmbXp3CJcRyH0bHF7dNV3Vw56djnbKVcBg3v3UDg4vJOmobfVZAC8e7WKhpu2XhGLeR0T4hjn36Y+Iv9sruJEDkgXbJ54Dia0PEww92jxLJYhnA2qWjhSvKVEmUoGt69HnskQeLFyQsglLLUoZFM2bw8LScxKj0EL15IzQ3noQzF4Pe3nnGOPRSn94uPY17URvK8RvzVPpqWNUyp7q8QIkNamHkw3D1Kz47eGSfLuoU1tJw3tS20ZhNlGjT+SSdGZW73+SwkO5ycVlnFbCi3Se2N52N4TLTtZFq0E9BAekkdyUiKkZ4Q+x47xOBh2VNTiKmShJkHsZH4jN6vDMXCDfNpLpX9OYvIrPRS99bVxQ5j2uyhOO55+Sk2oUyF4zhorRndM4B9lt1LEumXZmjblsPx3f3seeQQ8ZCMcQqRLUmYOWSnbfr2DRIdnH7CrKjxMW9pPZUNgbxtCF1uAhe0Fa7UXB7kqsD8yTRgu00OPt7F4S099A7ESN+4Cnwmqq3q1PtXuCdclmQlLQ5v6SERLs5+qkKUG0mYOXTsxX76Dwxhp6e+T6E36KFlZSPtm9poaC/f5JAPSimqrl5S7DCmLd0Txj0/h7uZ1PlJv/NlJK7owEETHYpjp20cDep1K7Gu6Dhl2adqqJh0Q3I77XBoc4+0NIXIgkz6ySFjitt4uTwmnoCHyoYKatuqMd0yEWMyntbCb5+VK04sjRNL426twhqOo8dq6k6XsaiG9ATdr1bKztQrTlpUrmrE2dmP8eplhIOesxZnsNM2B5/upratmuYVDdKzIcQkJGHmUHVzJcPdo2c9J1Dnx+1zUTkvSGWjdLtmy9NWjbulMlPPtUyle0K45gWwHAfD68IZnXpXqDbAXtU44W42J7PXt6DWNpMyDUhaZz0XQDuaoa4RUrEUC9a2zLp1v0LkgiTMHPJXe8daiRrt6PHC4t6gh4oaP1VNQYJjtVPF1PlWNpR1woRM6TrlMXFCSYyAG6PSi3V88jJ23mX16KQFSpHqi2C8ejmRcyRLgNiJc6ZYjjEyEKN7+3Ha1rZgzLH1v0KciyTMHDJMg/bOVlxeE8NlkggniQ3HqZlfJevecsDdUr7dsifTY8nMiaZxomm8y+pI7p24IpCTsDB8Jskjo2AYRApQCCHcH6V72zHa1jRPeZhBiNlMEmaO+U5aM1hR7aOi2lfEaGYXT1t1sUPIi+TeIYygB7PKi1HhJnUsgnteAOUysEcT4DHxLqjBCiWpDCWJ1/ux0tMv5J+NcH+Ug890s3B9C26fO6/3EqJcSMIUZcNVV95bnJ2NE0nhRFKZjcjdJqmDmQ2uzRofqe5QplsWYPNR/O01hJfU5n0HlEQ4ycGnu1m4fv4pD4JCzFXS3yLKhpoLs4j1S122APZI4qVkCRjnN6LcBgGjML+66YTFwWe6Z1yMQ4jZQBKmKB+mKkgx81Kkqr2oRdVYC6uxF9UQtfPbJXsyx8qs1RzuCUk5PTGnSZesKBtONAX23PzAVld0EPaYkJx6UYxc0I7m6Au9hPsjNK9oxOOXcU0x90jCFGXDPS+Iq6ECayBW7FAKRs2vJHFFx/iG28UW7osSGYhR01JJ0/KG8WIbWmtZUyxmPemSFWWlnHcumQ7naBifdWqyVIbCExhr4RUhR2lHM9wTYt8TXQx1j2KnbQYPj9C3f1C6bMWsJi1MUVbcjYHxGaRzgfKY1G+Yj9GdGT9UhqJuUS0j3aOkYmkqGwKE+6NFic1KWhzb2cexnX3jrxkug4ZFUgtZzE6SMEVZ8b+smeizR6dcwaZcNf7lyzF9bhqX1p/yumM5oClaspzM0OERquYFZYxTzErSJSvKwomuPjuUmDPJ0r2wGrMpeMprVtqif98Aod7Jy+kVUzphsfexQwx2jRQ7FCFyTlqYoiycmFDiW1KXGbebxUNlRq2Phg9diFF1ZpUo02WiTIOGjlrCfREalzfQt2cAl8dFbLhE1krqTHetELONJExRVryL6/C0187qcUzfeY0YDYEJjymlaOioA6Ci1o/b76ZtbQsAfXsGiJTIDGJnjvQCiLlFumRF2QlsnF/sEPIq9sQRhv7j6XN2PbvHxgmVUiilqO+oLZki/6O9EUmaYtaRhCnKTuVl7dS8bmWxw8gfBbXvXg9T3pDcRdPKRtRp23IZLoN5y+rxVRVuSY6dshk9Xt5bsQlxOkmYomiSB4ZwEukpv8/wu6l5/UqClyzMQ1TFVfn6FTT+9WWoac4y9VV6WbCuBU+Fm8p5Afw1PmrbqqicFzwjkebb0JERWZcpZhUZwxRF42oIoDzT/xGsfu0KIk905TCi4qp8zXICVy2Z8XXcfjfz1zRjjrVQTyStihof8ZHEjK+frUQ4RTKSkp1OxKwhLUxRNGaVd0atHld9BY3v35TDiIor/Nt9DH7hUchBYXXzpO5cpRTJSIqRntCMrztVob7SXP4ixHRIwhRlSxmKivXzMYKeYoeSGymHdHeY9MFhnNHctgRd3uJMBgodl4QpZg9JmKK8Kai8dFGxo8ipwa8+Rf9nH8npNU23ScOS+nOfmGPJaIpkNFXw+wqRD5IwRVlTSuFd3lCUIuT5pGMW5HjCTLC+Zv+LngAAIABJREFUoqAzZU8YODQsk3/ErCAJU5S9itVNNLxvY7HDyCmzKQBKoaMpki/05uy6Lm/h5/mN9IRKpwqREDMgCVPMCsGLFuA7f16xw8gZuzdK/20PkT4ymmlB54DWGp2DCUXTMdw9WpT7CpFLkjDFrBHY1FrsEGbGYxC8ajGYiqo3raL+A5vwrGwEd24m7CilaD5v3niFoEIK9UWlvqwoe7IOU8wavhW5aYkVjWEQfP1Kgq9dDkb+nmV9QQ/p+NQLRszEiU2nGxfXFfS+QuSStDDFrOGqq0C5y/dH2r+mKfOHPCZLgJq2qqJM/gkPlNbenUJMVfl+ughxGmUozFp/scOYFv9FbVS+enlB7uWp8OANFH7tanwkQVq6ZUUZky5ZMasYAQ9QPi0Z98Jqat+3AaOmcIleO5pYAUvknWxEumVFGZMWpphVyq1Ltu7WTQVNlgBDXSMFH8M8YfR4WNZkirJVXp8uQpyLXV4fxqoI+1dWz6+kdU1zwe8LkIykiA7JmkxRniRhilnFSZTXGFm6COsTXR4X3koP3iLV4A31Sn1ZUZ4kYYqC0loTf6Evb9e3Q8UZm5s2W0PKLvhtlVKYReq+LlZ3sBAzJQlTFFRiZz/939qMHU7m/NpOLI0TLq9C38N3bqPvUw+CU/iuZMMszq9/IpyUcUxRliRhioJKdo/ibgqOzWbNrcT+wZxfM9+c4QRmYwBmsC/odHkqitMla6Vs0mXWdS4EyLISUWDBC9oIXtg2o42jJ+IkLWJbjub0moUSeEVxtidLRnLfys9WbCSOpwgl+oSYCWlhioJy1fpx5WEZRej+fUQe78r5dQvBu6Lw+1QCVBSxyEOx1oEKMRPSwhSzglntA0D5XfhXN2F4THTaId0bIdU1AiU8ZKY8xfk19FR48FZ6SBZh3DfSH0Wv1Cg1yzYyFbOaJEwxK1Ss///s3XecXWWd+PHPc865vUzvk8lk0iEhIQYk0hFQbFjW3rAstp991742sKy4WHbVlUV0dVVsiKAioIgoNaEmhEB6Mr3fuf3ec87z+2OSkEmm3Jm55dyZ5/168Urmluc8M2Hu9zzt+20idu9BvGvqqHrFKROeyw7EGfnNk46csnUtq4QSnMUE8IY9NJ/aQP/uIeJDiaJeO5sySUXT+MLeol5XUeZDTckqC4Ie8tD4sXOpeMnqk55z1QWof/eZVL/htBL0bHquloqSXl/TNSpbwrgDLnyVXhpW1+Z9fXkqw4dVjUylvKiAqSwYQtfQpqkdGdyypCSZdaaT+MdBzK6xkvZBaAJ/pY/mUxsI1gZoe05z4aqZiPGRrb/SS2oshV2C4zSKMlcqYCplK9sfJ/LnPQDYlg2APPLnZBKP9SJLkCRgOjXvPwujOVTSPri8BhXH9cFwG9R11EwYabr989jRKsDlM/BVeHD7XKTG0iRGU6SiGTLx8jo3qyxuKmAqZSty2zOM/OpJrHjm2CF8Mc1hfD1U/BqQk5GaBZ4k4Zcvx7W8Gkq88UXTNYwTNh65Ay6qWivwV/loXFNHZUt4zu17/G6ySZNkJE0mMTHLT6oACSwUpVDUph/FsaRlY6dNhKGjuXUSj/eQ3NFP4KxWZMoidv8hPO2V6DkkQZC2JLmzcCn5cuKKIISfsTvvwBwaI3bvvSy/+xqE4axp4qOqljy7vmpmTBBMu9vY5TEwsxbSlrh8Btmkib/SO+0RksRoksrmuQdjRSkmFTAVR4o/3MXgDx5GZm30Kh+1V5zOyM1Pke0cI9M1Nj61akms2MxTelJKMgdHiW/rKkLPp+A2Gb7xj7iX1GMOja9ZZg4NkLj3SQLnO28z0olsU854NMflM5BIbNPGTFvohjbjecvYYAIp1fESpTyoKVnFkRKP9SCz4+uR1kiSvm/cR7bzSKA5OErmcAThMQhuWTJjW0IIPMuqaP7chdS8ZSPhF6zAvbSyoP0/kczoVL7kXDKHJ45ye/7tx4z88HZkxpmp4qSUJEaSRHqm35jkCbpJjKYw0xa2JZG2xDKnXk8+KpsyVbkvpWyoEabiSOELO4g/2HlsVONeUoE0bcKXLMeo9pM+NEr0rn34T2/OuU3d7yZ0bjswHgjMoQTRvx1g7M97IYcP9/kQCISnmerXXsbwL2479njmQB+9X/0loZc/D8Nd2s0/k7FMi54jU9kimUL6Jj83qelzHyEO7h8mWOOf8/sVpVhUwFQcydNRTdOnLwAxPkI0R5L41jWALZEC9JYgo7c8Rf9/P0TrVRfPun0hBK7aANWvOpXA5hZ6/+MfyGSBR3lSAzFxvVJ4XbT8x5UYVc4LlgDJe5/E+OndaMtbiF3/B4JvvoT0RVsQ2vjklDswvns2HZ97ya74cJJMMqtyyyqOpwKm4lie46ZN3Uc3oGgCARhhL0v+4zLMPCQQ9yytpPJlaxj5xY55tzUtl0V868MTHgpdsIHgxacX9rrzkH2mi/jt24BtAER/cBsh0yZz2bnoLh3d0ElG5p8XdqQzQsPK2nm3oyiFlNMaphDigBBiuxDiMSHEtkmef6MQ4okjr7lPCLEh1/cqylxomobud+Opz8/ILLilDeYxrZgLaQnS+3onPDZ2+8OM/vhOsv2jJ73eHImS7R4saJ9mEvvHkyc9ltk1nuRe2jIvwRJg6OCoKvmlON5sRpgXSimn+u3dD5wvpRwRQlwGXAc8N8f3KkrJ6QE34Ys6GPvLvoIVcxa2RvWrX8jwL59dw0RKeq++kf5v/Y6Wa96J0VJL8qGnkaZJ7O4nSO3qpPHTr6fiNecVpE9Tid62FS3gIbH1mZOeSz+6mworS0rmbwpV2pLepwdYsqEpb20qSr6JXCqfCyEOAJtzCXpCiCpgh5SyZbbvPWrz5s1y2zY1GFWKzxxKMPR/j5Hckeczmy4Lc2g/iUd3YQ5FJ3+NEDDF7+Oymz+Lb9PK/PbpBKM/+TPBF57B6I1/ZeDbtyDT069Lhj/zZtKnnpy7dz6Wb2nD65AEE8riJYR4WEq5+cTHcx1hSuAOIYQEvi+lvG6a174DOO4WelbvVRQyPVHcTaXZBGPU+Km4bBXJXYN52TkrpUR4E2R7Oone/chML57yqWz3ML5N8+7OMeZIlKFv/w53ewOjv/o7Rn0Fsb9tR376f3NuQ25YDXmeRe3bPcTSTbnvfFaUYso1YJ4jpewSQtQDdwohdkkp7znxRUKICxkPmOfM4b1XAlcCtLW1zfobURaG1O4hRn67k9q3b8JVGyjotaQtJ63M4V1Vi399A4lHe+bXvpQId5Thn/9hXu0AWJOscc6HHvARufVBzBnaNVY0471wE6k7tuJas5TkXx5Gqwjg3rgCU86Q+mcOYoNxxvqihBucuWtYWdxyCphSyq4jf/YLIX4LnAlMCHpCiNOA64HLpJRDs3nvkeevY3ztk82bN6sSBouUu62CqlecUpS8r7a00Zk8LV3wnKXIrEXyqQGwZve/o9QGkek02YFB4g/szEdXidxyP74ta/Guzc/NZHLb0+gh34wBM/C5t5MyvLgu3oKUksA7L8c0JRKQs/y55KrnqQH8Vb6T8tsqSqnNuEtWCBEQQoSO/h24FNhxwmvagJuAN0spn5nNexXleJrHwLuyBs1T+A9LXZ86h6v/tEbq37+FyhfPfo3OHBpm9NZ78hYsARKP7CV6ywPzasOKJkntPEj3h77Hgdd9lfTe6UfQrnXtZL0+AGxbIiWYZuHvZc2MxeHHe7HtwiaTUJTZyuVTqQH47ZFcjwbwMynln4QQ7waQUv438FmgBvjukdeZRxZMJ31v3r8LRSkAoQlCF3Uweuuu3GceDYv4QycfxciHbNcg0raPJQ3IlbRtzN5h+q/+OZHfP5T7G0sYrxIjSbp29NG6vlHlmVUcY8aAKaXcB2yY5PH/Pu7v7wTemet7FaVcaH4XaCL3aVlTp/JlLyLx6DZSR84r5svozffjPW0ZvuesxLO2jaFv3Uz4lWfjWdky7fuitzxA5we+N+vrZXcewCttLEoTsMZ6YwxXjFKztKok11eUE6lFAkWZhjmUmPUaJmkPvvVr8x4wAXq/+DO0oA9PRyPJnYeoeOOFk74utfMgRkMVRk2Y4KWb8KxoJr2ne1bX8jx3LZbQyPfGntnofXoQ25bUtlepkaZScipgKsoJpJRkDkdwt1aMJ4DP6T02IBAuG5ktbBEgO5Yk+cR+MPQpa2lGf/8QWsiLq7WO7o/9ADs+u4w8ofdcTua8M7CKsGY5k/7dQwgEtcvUSFMpLRUwFeUEmZ4oPV/+G8LnQibGD+/rVT6EW8fsi036nvTBR8kc6sMcjCBcOuhFqJxnWkRvfRD30jqCl048Y5052Evk1lmsV54gesNthM/fRFo6o7h13+5BsqksjavrJj0KpCjFoAKmopxA9xggQR4pTh3YsoTat21CpkySO/rJ9sdI7x8h9czgeIUTfYTEo7uPJR6QWQuyVlH62nvVz6h770sw+yMELj4dV2M16Wc6iT+0e34NpzPE3v8NQle/k1S4uLVDpzJ8OEIymqZ1XSNuv6psohSfCpjKoiSlZPCGR6h504aTjrAYNX6WXPNCBm7YRmrXIIEtSxBCIHwuAmc8u8FGmjbJHX0M/vyOabP0FNrAd38PQPvqVkau/xPDP70LOz7/Ki72wCiMjIFDAiZAcjTF3vsPUre8hpq2SjXaVIoqp1yyxaZyyS5uUsopN3iYI0k0v2ve5zTT+0fo/dZ9VLx4FZWXTJ6j1YplkJaNUTF50eTjpZ7poueaXzNy033z6td8aAHvrNcqp+O5cCPi3a9GFigZ/XzVdVRTt7xabQZS8m6qXLJFWGhRlNmZ7gNw+BfbifxpntONgGdZFTVv2ED20NiUr9GD7pyCJYB3VQvL/ueDrL79atxL6ubdv7nIZ7AESP/1MfRb78YwnBmQhg+NYuUh36+i5EqNMJWykukeQ6/wogfceWlPZq3xTTp5lO0b5cB7/ovo37bntd1Sca/vQHzq7aXuxqSCtX6WbGhCK8YmK2XRUCNMZUFwN4fzFiyBvAdLAFdDJSt+/Slqr7g4722XQnZ/j2PXCmODCQ5s7cQs0iYrZXFTAVNRTmBnLTKHI/NqQ2gaS/797fjWt+enUyUkY0n0P9yDpjszaCbH0gzuGy51N5RFQAVMRTmB0DXIQ3AQhs7Sb74LzV/+BZHjP74d18NPOjZoDh8apX/vkGM3KCkLgwqYinICoQnczeG8tOXf2EHNGy7IS1ulNvbvPyP5mk/jzXfV6DyQEgb2DrN/ayep6PyP1OSbVJuTFgQVMBWlwKpfd36pu5BX2Zv/hlNLVSYjKfbef4jDT/QQH0nilE2NwlAftQuB+ldUlAILnL6cqledXepu5Cz4/ldS8ZPP4D598vOpek0FdokqmORqrDfGga2d7HvgMPHhRKm7oywQKmAqShH4y2jzj75pNSnDi/aJKwj+6kuE/+0tAIiAl9BHXkPmvM1FKSSdD6lomuRY4ado7bTpmNGsUjgOnVhRlIWl9q0XM/SLe0g9dbjUXZmS0dFM4D2Xk/IGAJC2JGsDp6wi/MuryNiCjKSU1b7mxCrwkRMrmiY7nMCr6nYueGqEqShFoIf9tHzujcWpYjJHgbdfRqp18mLUaUuUMl3uvJgZq6CjPztt4mmtKFj7inM497dXURaY8MUbab3qLaXuxtTaJw+W5W60a4yu7X1kU9mCtO+qDYwfRVIWPPWvrChFIoSg5vXnowV9pe7KpOTe3Ipll6PoYBzLkgUfbSoLm1rDVJQi0sN+lv7nu7GTGQKnL2f0T9vo/tIvwCx9arexq/6X4M+/iHUkntjWwgkstmljWzYmYJkWuktHNzRV6USZFRUwFaXIql521rG/N65qIfCcley+/IslrakJgGmR/ebPcZ+9nvj/3Erok28mtaT8p2n9VV4aVtUdS9Au5fi6ppmx0DSB0AW6oaFpasJNmZ6qVqIoDmCOxOi99ib6v/uHUndlAs/mVXj/6QIyy5Zil2HaOc3QWHZmK8wwkhSawOXWVdUTBVDVShTF0YyqIC1feBMVl530O1pS6W3PEPnEdWQ/+R28ZgrdobUxp7JkY9OMwRLGj9BkUia2VZoUdk4cuCgnUyNMRXGY4V/9nZ5rfkN6b0+pu3ISrSqI/7pPki2DxAWhhgD1K2pn/T7DraNpYs6jTSklMmOheSZf8ZK2xBxKYI0kyRyOkNozTOrpATSvgV7lo+pVp+LtqJ7TtZX8mGqEqQKmojiQnTHZ//ZvELlt5t8Dze/BThQv4bjeVk/gHS8hvaqjaNcE8ATdpGOZnF/ffGo9vsq57UjO7Own8psnx4+M+AwwJdK00EIeAqc349/cjBACaUusSIpsT5TMoQjpAyNkDoxiDiXwrq7Fu6oWaVpYsQzWSBJzKEm2PwbTbKgSHoPKl64mdMGyKYOuUlhTBUz1r6EoDqS5DZb+53vY+dwPYQ5Fp32tLPI0onWoH9k7BEUMmDXLqqhsDmNmLA4+3AkzfMtLN7dgzCfYGBrWUBJrKHnSU4mtXYifGAhDx05kpgx+qacHST09OOtLy7TJyK+fxBpNUfnytSpoOohaw1QUhzKqgjR+9FUzvk6mC3Mgfzri/E1Fu1bN0vFgCePTpa2nNdF+Riu1HZOnoqtsDs0vWAKZ3UPTPi+TJnY0Pe1Icb7iWztVsHQYFTAVxcFq33wRekWg1N04iUimC74BKFjrZ8nGJipbJ9Ym9QTc6G6diqYw9StOXuurWlI5r+tmD4wQv3v/vNrIB2ssTaY/VupuKMdRAVNRHEzze6i8/KyZX1hk5t8fxbzqBrQf3YJrisAptPkF1Oq2StwB97SvCTWEJnzdvK4BbZ61J7VKb8mPxAIgIX6/c5P1L0YqYCqKw1W97Lml7sJJ4jfcRuaJvSRvf4jE+67B/fD2k15jfuI/8e49gNee25Rx/57pp0WP0t3jH2ONa2rxVXjndK3jaRVeNJ8zpkJVjlpnUf8aiuJwnhXNpe7CtOz+UaJf/wW+aAQAlyEwbvkr5v5eIp+5nsgbv4AvNjbrdlOxdE4J0/1VfhpW1xKoyc/UdXpbN3Y09924haIFXPhOrS91N5TjOOM2SlGUKbmbazDqKzD7I7N6n3DpyALXgjze6JXX4N64nPi+buTYxN2l8WtvxP+ZKyCVIeUPztiWv8pLdVtlTunq6lfUzLXLk9Ibg6AJKGFmI83vov69z8WzTNXYdBJ1DlNRyoAZTTLym3/Q+/WbyPYM5/Qe4XGVZAftTIyOZvyvuRBxyjJSrolTqC3rG3D5XCBBd+sl6Z/MWAx/8z6y3dMf5ymUwJYl1LxpI1qJvn9FJS5QlAXBTmXo+/bv6L32t0UdPRZK6FdXo/k9pGNpKlvCVLc5Y0SVPTDC6I8fwxo++RxmIYUvXk7Vq9fNe8OUMj8ql6yiLACa103Tx17Nqt9/AaNhfscnnMD+zi9pXlVDx5aljgmWqW1dDH3z/uIGS0Oj8vK1Klg6nAqYilKGAptXsup3n8PVnN/1u2KL3/0Eey/9ZElLmx2dZbNTJpEfPcLo/z1evIvrguDZbSz590upfMlqFSwdTgVMRSlT3pXNrPrD58t+pJnZ34fZNfsUcvmQPTjK8DX/wOwcI/Gn3SQf6y3atY0aP02fPJ/aKzahh+d/HEYpPBUwFaWMedrqWfHzjyN80x/wd7qhH91Zkuuah0bJdkcZ/Po/iBU5u0/jx87Bs7S8b3YWGxUwFaXM+Td00HbtlaXuxrwYVTMfNSkEvaE019X8Loxqf0murcydCpiKsgDUvOZc6t/z4lJ3Y87iD+8Gs/i7fu2x0iQosDMWsoTnPJW5UQFTURaIls+/kcCZq0rdjTnJ7O0ZTxZQZNn9uZ1pzTvTJtunEquXGxUwFWWBEIbO0u+8D+F1lbors1b5yrMnfG0XKeGC/8Jl+De3FOVaJ4o/qBKrlxsVMBVlAfF2NFL/7vKamvVt6KD2Ay+HI2nw7FSGzrdfS/LRPRx+239w+G3/QeyObWT7RvJ+bb02QOj16/Ftbsp72zOJ/eMgdsos+nWVuVMBU1EWmKZ/fRXuJXWl7kbuDI3jM44NfOVGYn/fwf5XXU30L48R/ctjHHrntzj4T1eT2nkwr5eWpsXoT/5M12e/hdHgy2vbM7EiaYZ+9jhOzLamTE4lX1eUBUbzumn7xj/jaq5BprN0f/kXjN35aKm7NanAljXEH3iazrdfy5If/QsAsb8dKRV2wiagzMF+9r/s8/g3dBC6dBP+s0/Fu64952v1ffbHBC44jeBFG0k+tpeh/7qF5JMHyXaNlxGL3n8voTOfhzmYysv3lov4/YfBktS8eQNaGU6lLzYql6yiLHBSSnq++ivG7nwUicSOpUjv7Slpn4Jb1mJG4qR2HgLGS5i1fvf9eNa0knx4N/tf8cWc2glsWUPlK86m4nUXTPq8tGyErpHpGmTvef+CzFqELjyN5I6DmAOTVH/RNere9mqs4eJOvmlhD+GLlxM+fxmaXwXOUlPJ1xVlkZO2jTiyTph4bB+H/vUHJB7ZU5K+BM5aTfyBpyc8FjxvHeEXnYHwuun+5A+RydyOfGghHyvv+wZ6RQBzJIpRFcJOZRj+7q0MfP+PhM5dR+y+p7BjueWGrX/v2zB7izfKPJ4WcBG+dCXh53egedQEYKmogKkoygQya9L5uf9j4Pu3Ff3akwXM+TBqQhi1YczBMZq+/DZif3mMkV/eM+t2at/6Cuxo6dPUaQEX1a8/jcDmFoSutpoU21QBU93CKMoiJVwGrV96K5rPQ983by7utUV+g4A5FMUcGq9fefhd355zO8LljBSDdjzL4PUPM/zLHdS8bj2BM1pL3SUFtUtWURY1IQTNn34tweetLep1rRynR4tt7K/3YdRrCJczPhrtsTQD121j8MePktjep7IDlZiaklVmLZVMkx5Lo7t0AlV+hFAlicpdYvsBdl3w8Wlf4+loxE5lyXYP5eWaeoUfK5LIS1v5VvP6FyPT4VJ34yRayENgczOVL1uLHnTGaHghUlOySt643S6SdhJ/0IeUUgXMBcC/vp3wCzYxdvsjxx4THhdVl59F8Kw1CJdB9avPQbgMMp2DDN90LwPfv41s7+yTCQTOXEVqdzfWiHNTw43+6e9UvugCZDaLHmjAimfBtEvdLexomuhf9xPf2kXo3HYqX7oa4dJL3a1FQ40wlSlJKZG2xLJsogMxqlvGSxGZGQvLtNDdOoN7h2lYVQugAmeZG7n1QfZfcS0A/o0dLLv+g3iWNU75ejuZoedrv6b/e79HZp89M+lub6D+n19A5vAgQzf+DVdDFamnOwHQwn5cNSHS+/sK+83kkRYO4F3Vjm/F6chM8RPET8fdXkn4og78G5vQfOo4Sr6oXbLKrCXHUgwfjhDpiSJtSaDGz5INjVhZm/hwgnQ8y/DBEZrX1WNlbGqWVpW6y8o8ZLqGePrST2PUV7D6tqvQvLlN+SW2H6D32puI3PEIRnWYdY98G+Ean7ySlg22zaFP/oj4g0+PB06r9CO12ap9x2uQSQ/SoansNL+LypeuIXTBMoThjPXXcqYCpjInhx7tJjoQB0DTBU1r6gk1BEiNpcmksphpi2w6i+EyqF5agWGoWf5yNtcpdikl6b09DP7kLuqvfCHultqTnu+99rf0fPkX+epqUdVe8UrsMU+puzEjz4oaql+7Dk+7unmdD7WGqcyblDB0aJTR3jHS0QwNq2pwB1wgwV/lVcFyAZjrtLoQAu+KZlq/8KYpn2/66CuRWZPea34zny4WXfB5GxF6GEiXuiszSu8ZoudLf8PVEsbdGqby8rW46gKl7taCoT7hlElZloWVtickhpa2JBV99kOja0c/dR3V1HZUIRCkYincfjeapqaElMk1ffzVxB96hujRfLFlwLf2dKyR0mT+mats1xjZrjHiD3bibqvAv6GJ4HntGJWlT8pQztQnmzJBbCiBtCWJ4SS77z1AbHD6bf+DB0Yw0xY9uwbo2TlAcjSFZTlrY4TiHEIIWr98RVnt7Mz070d48zS20MC9sprAee35aS8HmUMRRm/dRe+/30PkT7tJ7uxXZcXmSK1hlhnbsokNJQjXB/ParpSSrh19RHqis35vw8pa+vYMgoRgbYCajgqClWoaSJlaz9d/Q89XflnqbuSs6pWXIJi4LosmYDaJBLwGdR85G71+/HfD6ouRfKiT2F/25bGnOXbllDoCm1sIPHcJmrt8bl6KRW36WQCklOy97xCZZJb2M1rxV+RvemWkK0L3k/1zeq8Q4+ubALpLZ+lzmvGGPOqYiTIlmTV58qyPkDlQPsdLwhdvITs0QmDDKQhNJ759J4ENZ2INPztdW/W2TbhX1iBTWTIHRrGGEnjXNWAns1ijKbybmk9qN7W1i9GfPl7Mb+UYvdKLf2MTgc0tuJdVqeB5hNr0swDEBhMYHp1MMos7j2eukmMpep4amPP7j7/naj+jBc0QmBkLl6q2oExBuAxq33Qh3VffWOqu5Gzsz/cDkHx017HH0ns78a5oI7D5dDxrWvBsGD+3KvwuvNX+Y6/Tgal+Y72bm9F+/zR2pPjrpNZoiujd+4nevR/h0ghd2EHFi1eh+1UWocmoEWaZiA7ESI6lqeuoxjZt9DysAUk5vonn0KPdmOn5rzvqbp2V5yxF0zSEpkaXyvRSu7vZedaHS92NvPGsaGL5XV+b8/tjt+widlfxp2dPZNT6qX7tenwbGhftLNFUI0y16adMxIaSBKrH87bmK1j27x5i3wOH8xIsAYI1fg5s7cLMWsQG43lpU1m4PCuaCF1wWqm7kTfpPT1YkxWlzpVDYpM5mKD/Ow/S9ek7yfY7N31hKeQUMIUQB4QQ24UQjwkhThr6iXHfFkLsEUI8IYTYdNxzbxVC7D7y31vz2fnFQkpJbCg+pw05UzcKoz1j+WsPiPREySQy7HvgEPGRJN07+0nHcysCrCw+QgiW3fADI763AAAgAElEQVQhPB1Tp98rN6ntcx8hWmPOOudpDiTo+9b9xLd24cSZyFKYzQjzQinlxsmGqcBlwMoj/10JfA9ACFENfA54LnAm8DkhhEpBMUuZZJbGtbU0ra3LW5v9e4fyNrI8nm2NZ4qpX1EzntjAr/JblpPU7u6iXs+oCLDshx9G8zs/i04u9KrQ7N9k2mR29pPc2pX/Ds2T2R9n4Lqt9H/3Qayx8jqLWgj5mpK9HPixHPcAUCmEaAJeANwppRyWUo4AdwIvzNM1FwXbtul5sp9oTzxv6wlj/TEG98++ykSuQvWB8aljQ1+0ayBOZlkW5vDksxXelSfv4iw0/7p2mj/92qJfN99Cl5yO9/QVs3+jJpCWfey4iRMlH+ul5yv3YEWdNQoutlwDpgTuEEI8LIS4cpLnW4DDx33deeSxqR5XciQQWJaNOY8qCbZlY2UtsmmT4c4InY/35LGHzwo1BahtryJY4yebMokeV75JTc06h53OTKguMvbXx0nuKe3opvaKS3A1lvfkU+27Xzy3N2oCz/pG6j51PrUfeh6utgqM5hDV7zoD76am/HZyHszBBL3X3ot0QJmzUsl13/85UsouIUQ9cKcQYpeU8p58duRIIL4SoK2tLZ9NlzWhCZZsaKJrRx+WaaPPohKBlJJkJEX3zn4y8WzB1yFifQmidpxg3I+ZHqZhZS2maTHaNYYv5MXj3BvoRcXl94HfB4A5EiO58xDhCzeUtE+a103tW59Pz7//uqT9mAtXay3NX307vs2r5t2W0V5JzQe3IFMmIuDGvbaO4WiazO7hPPR0/rKdYwz/cjsVL1yFUe0rdXeKLqdPXyll15E/+4HfMr4eebwuYMlxX7ceeWyqxye7xnVSys1Sys11dflbq1sI3D4XQkDX9l7kLDKLDOwbZv9DnaRjmaIs2h/tW2wgQWoszWhPBGnbVDQGsW1bbRxwIL0yQPD89aXuBgAVLzqj1F3ISfCC01j223+j49bP0/CJ17DsN58hcN768Qwe+aBriMCz5yCDFy3PT7t5Ev3rfrqvvntR7qCdMWAKIQJCiNDRvwOXAjtOeNktwFuO7JY9C4hIKXuA24FLhRBVRzb7XHrkMWUWzIxFYjRFdCBO5/ZerKyFtMeLO08VhOLDSYYOjBa5pxNFumP0PTOElbHRXEKtZzqQEILAuvZSdwMA39o2MJyfaSZ29xMY1WG8G5ZT896XYjTVFPR6rvbKgrY/F3Y0Tc9X7iH2YOeiuhHOZUq2AfjtkQ87A/iZlPJPQoh3A0gp/xv4I/AiYA+QAN525LlhIcRVwNYjbX1RSumMuYUyMnxo9NjobawvxlhfDLfPhWYINF2jaW09nqAbM2ORGksT6Y3m9wjKPIz1xvBVeKlsnMPuQaUk5loTc76ErqEHvFS/7jwitz9yLG2eb2MHdVdcTPCstRz+1I+I3lWaNHJHLfnO/8PVVrxZMOFzEbx0ObE79hbtmrmwYxkGr9+GncwSOr99UdwQq0w/DmdmLPbcexArW54VQLwhD0uf04zhVmnyFiJrLIEe9s/8whxk+0fZseF9nLrtW7gaq4k/upc9r7yKNXd9Fe+K8d270rLZ85qvEL37ibxcc048LtY+/l2Ev4ilsqRk6Bv3kT00j8QIBeRqDVP5olX4T29GzGKfhVOpTD9laqQrUrbBEsATcKtguUBZ8RRWNIEVy8/5PKMqSPt1H0BmLYSu4T9tGet3/c+xYAnjo9COH34Y33PmcHwjX9JZRn/9j+JeUwhqPnI2wUtL+H1PI9s5xsB12zj8L7cx+JPHSO7om9V+i3KhPskczizzunWR3ijesIeapZWLYspmMdEDXvTA3EZZI7c+SPDM1RjVQYTLIPH4PrJ9o1S99LnHXqO5DZjkZksP+1n1m89w4N3/SXp/H6mnO+f8PcyV0Esz1gi+aBWZ/cMTd83qgsDz2rAiKTyn1GF2x7BGkqS2F78SjB3PErvnALF7DqBXeAk9v4Pw85cvmCooKmA6WHIsxfBhZ07BzMbAviGq2ypUwFQAsJMZDn/8Bsy+UYyGSlb97nMYNWF8s9h8pId8LP/px5BSsv/KbzN6032F6/AkjJrSrclXv+8sEvccYOymnQDUvPdMXB3VyFgG4XeBroGU2CMpRn/+eMmOpFiRFKM37STxSDf17zkTozo/U/elpKZkHcwX9lKz1Hk75GZNgmMySyslJ20bTAuEQBg6ma5B3K21cxq1CSFouPKyAvRyen1f+xXZg6Wr5ek/dyl6Q4Daj52Da3nN+M8y5BkPlgBCoFX7qH73mbhaS7vhLnNglK7P3sXQTTuwzPJdXgK16cfxbNOmf98wQwcKl8quGHwVXto3t6CVaCpLcRYrmgQpER4Xwm3MefYhsf0A3V/+BWN3PJLnHubA46LjV5/Cu9GZ64oASEnklztI3n945tcWgbutAv9zWvAsq0IPezCqfWh5rO2bL6qAdJnSDC1v56FLKRlJYVsSbWEsZSjzpIfmnyUm9UwXB97zX6Semj4Y1L/nxdS/58VE7nyEzk/+CJnJ076AdJZ9L/sC/rNWs/QnH0N4HFh0WQj0kHP6lTkUIXPcTt/Q8zsIvWwVhsddFjfTKmA6XDZlEhtMlLob8+YOuDAWyMK/UlpHd+V2feFnkwZLvSpI2zeuJLnjIMknD9LyxTchNI26Ky7B3VTN3jddA3ncwVn92gsQbueNko6K3+uM0eVJDI3MgVGGr3uEwDlthDa3lrpHM1IB08GsrMWe+w4SqPaRjmfKept2NmliZa28FL9WFreDH/gekT9uBU2j+rXnUXHpJoyaEN1f/RWe9gZa/u31uBqrJuy4PariBc+h9eq30Pmp/81LXzyrWgi/6mycvEaveXUsJ9ZzN23Se4eP/T24qQWhOffnCCpgOpoQArfPoGlNHfu3diJtSbg+yHBn5MhGmvIhbUlsKEG4Iah2yypzZg5HGf39Q4Qv3kjjh1+Bf9NyNH38Jmz1uetyaqPuyssYu3t7XtY90890EfnF36j4p3NBd+bNoHtZFcmhZKm7Ma3U04PEt3YRfK6zR5nOnzRexDRDo+mUBizTpqqlghXPW0rjmjpCdeVZ9qPziV6iA0681VWcSmZNMl2D2Knx8nDStFh921Ws+NnHCZ6xak73jUII2q55B8Kbn2nUrn/9AXsu+jh21IFLJ1KSfKy31L3IiVHj/OonKmA6nL/Cizfooa6jGt01XpDZEyzf6vTR/jiWVd5by5XiyXQNsf8d36LvhtuRUuKqryRwXJYffY6jOndrLXVXXJKvbpLZ30e2czBv7eWTq7E8brCHfvo4WYffUKuAWYYqm8o3kflo9xhD+0tbRUUpH572Blb/6Sqa3vvSvE/l177jBXltL37fzry2lxdC4D0ttyLUmt+Ff1MTwXOX4irBZ0y2c4zBHz6C5eBi82oNswx5Am4aVtcyuHcYqwyrn3uCztnmrixe3o5GguecSuwfT+alPS1PU7z55tvcTPSPz0z5vBbyUPWKtQS3tB1LnG6NpRj9/dNE/7q/WN0EIL17iJ4v/Y3Gj52LUVnE5PY5UiPMMlW7tIpQfXlMtRxPM7SyXYNVFp7GD708b231fulG0jsP5q29fLGTJlqVd9KNvN61dbR84SJC57ZPqDKih71Uv2Y9tW/fRPiS4hawNgfidH7idgZ/8pjjilSrgFnGyjHwVDaHy+KAsrI4hC88jfAlp+elLTuWYv/rvgKWs2Z9jJYw9Z+7iMZrLwPvs5OKgTNbafjAFvTQyXsi7LRJdiRBcEsbVa9eh15d5A05liR2zwG6P38XsQedc45UfXKVsWBNeQVMw6PTsKq21N1QlAmaP/XavLVlj8bZf/nnsfocmMpSCCpevhYA7+paat++acralZrHwFUTwIqmifzhGazh0hxLkVmbwesfJrmjdHl7j6cCZjnThOMP+h7PG/KglVF/lcXBf9oy/Bs78tZe8on9PH3GB0qanH0qvrOWUPev51D7zufMmOxeaAJpSYQu0AKlXZ/tv24ryV0DJe0DqIBZ1pKRVNlk/wk3BmlcXVfqbijKpPwb879Ot/vcf6H7I9/Pe7vz5WmvwqjMbYrVqPRScdkqWq6+hNBF+bupmC2ZNBm8/mGsaLpkfQAVMMtafNiBB6UnUdUSpnV9I56A2h2rOE9qdzfxbVPvIp2PTNdQQdqdKyEEumv2H/t60E3N60+j+YvPJ3zxcoSn+AcsrEiK7qvvJtM9VvRrH6UCZhmraq2gbVMzbgeWxznKV+Gl6ZR6lQ5PcaTR3z/Eros/RXJHYXa3Jh7Z46gMQC6PPq/fRXdTiOrXrqfhQ1uofOUpeFbU5LF3M7OGk/R/50FktjTJT1TALGMuj0GoNsCKc5bi8jrwSK2A5lNVsFScy05lsGMF3NCSztL5we+NF8wuMcOl522HundFDZWXraLhQ1uo/8BZaGEPwmtg1PpxL63Et6GR4PPa8G1sxKgPgJ6/zwCzP87ADx7GTuepTNssOPBTVpktIQS1y6rpeaq/1F2ZoLa9Cm8Zp/FTFj5ZhCMgsT8/xq7176L23S+m9oOvKPj1pjKXqdiZaB4D//pGlnztBeObECe5OZZSIk0bsz9O6ulBsgMxon/eN6/rJh7uZtCS1L/v5Io0haRGmAuEma+iuHlU2RIudRcUZUqjf36Uzk/+qCjXsuNpRn79j6JcazKGa35TsTMRujZl+0IINJeOuyVM+KIOqv5pHdVvOx2mONKSq8QTvWS6irueqQLmAhEfcs46yVG6SlCgOJi7vpLwxRvRq4JFuV79/3tpUa4zmUKMLudK0zVCZ7Ti6aiaX0O2JHJbYTZrTcU5P0VlzqSUpOPZUnfjJGaJFuYVJRf+05ax7LoPcOqD36DmzRcV7DpawEP9h19B+BVnF+wa0xFTTJWWknDp+E5tmHc7dqq4M2sqYC4A0paOPI+ZSTgviCvKiYyaMG3XvAN363FZqPKYYKPtBx+h9sOvRLhLs5vd5XZmYWs9PP/9Dem9w5ijqTz0JjcqYC4QtsPyVwL07R5ESucFckU5kXAZrPrTVXT870c5be8PWPv3a/IyVevb0IF/y9o89HBudENzbO7m4PPaCF24bF5t2LEMsfsP5alHM3PmT1KZFaEJR5bMysSzJIp496co8+FuqqbyJWdiVAbxrVnCsv/5wLzbNIejUKDp0GwyQyaRIZvKYls2UkqsrIWZHv9aaALDoaNLGP/cqnr1OsIvXDmvdsbu2ENqT3ESRKiAuQAIIRyb1Lzz8R7MjFrLVMpP+MINrHviOwTPOWXObQTPPTWPPZoo2p/g8KM9HHq4mwMPHqbriV4OPNTJwW3djHaN4fYajlu7PJHm0qm6fC1G49xH83YsQ7YnmsdeTU0FzAXC8DrzTtLMWOy59yDRgXipu6Ios+ZuqaXjRx8ldN66Wb/XqAvT+Nk3FaBXRxwXC6WEdCwDgNvvomFlreOD5VHC0PAsm/uOWaPWj3dtcfJUq8QFC4CUkkhXce6w5sLKWmRTagOQUp6MqiArfv1pnrrg46R2Tr5eFr7kdBo/eDmu1loyhwbo+86tuFpqEf7CJO6QUpIYmTxDUbghiD7PM47FlO2PkXxy7klXKl+6BldtcUodqoBZxqIDcWJDcRKjKVJjpc3iPx3Do1PRGCp1NxRl7jRB+IL1kwbM0Hnr6PjhR9B84/sIPEvqMKqD2K7C7Yo10+axEeWJjBIkRp8rM5pGeMaTGqTGZl++S6/w4FlVvHy25XMbopwkUOXDNm1HB0uAcEMI3eXMKWNFyYllE3r+Rtbc8zWE59lAWP2ac1lx02eOBcujfGvb8C9vLFh3pquDm4yUz0Y7I+TBqPARfF7brN+rV3pp+dIlRRtdghphlh3LHN8NZ7h0NEMjk3ReSrwTBapyq72nKE4lDJ2KC04DYM1dXyXxxH5SOw/R+C+vmjYlnOHWJ2x6Gz40SiqaJtwQRNMFyUiaUH2ATMLEG3JheHIblUb7pt4TUG7nn+20SfTu/bN+X/iSFWhFHk2rgFlmNF0gxPjEgJmxSIwWsNJCnngrnXfkRVHmyremFd+a1pxea7h0bNvGNiXRvhgjhyMAJI87bjXaNYbb76Ipx8w3ZsZk5PDolM8nIylSsXTZFD7QPAbe1bWk9w7n/B7h0gid3164Tk1BTcmWmePvZg23jm44f6rTSjkvqYKiFIvhMrAtm/5pzgp6gu5pz0wenwBktHOM6fKBGB69rNYxYXzjjl6d+0yU0RAs+ugSVMAse07M8HOi4WnuhhVlodM0QXaGadL4UGLCVKqU8tjXo10RDj/SzaFHuhg+OIo2ww7Y5lMaMMpsz4AwNOrf+1z0itxGxZ62ygL3aHLldRuiTCClpLI5TKQ3SvMp9bh8Lnp29pOKOmcTkGZoNOchybKilLNQXQCX1yA7RbJw25L07x6koilEfCiBbUmSkRTB2gCpWBrzyPtGOiN4Q1MHlZZTGwjVFW8TTD55llZS/76zGPjBNsxp1miBkqXcVCPMMnP8/yhCCJpPqad9cwsVjSH8FV6q2yoKlYlrblQqWUVBaILgDLs507EM/buHiA8nj+10jQ3GjwXLo6a6Ia5qrSj7GrSeZVU0fvp8fOumv8m2k6XZ2KQCZpmZbEeeJ/DsppqKpnDBclfOhW3ZJB1+7EVRisG2C7d8ort0Gop4HrGQDJ+b+vc9l+o3bkCbYjTtXVGa71VNyS4Ax1cjsLKWo0p9uf0u/BXeUndDUUpLQipSuBvHprV1ZbEBMFfC0AhfsIzg2W2YgwnsRJaRm54k/cz4xinNV5pSaWqEucCkY84azfkrVbBUFKGJgk2X6i6NcMP8S5E5kebScTeF8C6vpvHDZxN+wUpcLeEZp2wLRY0wFwDbso+NMsf6YiXuzUQub2nuBBXFaTyBwvwuuLyuskm0Ph/C0Kj+p1ORrzqlZN+vCpgLwPChCN6wG8NjMNI5VuruTKCSrivKOF9lYTJeZVNZbNtG0xbHhGEpbw4Wx094gdN0Qe+uQaL9ziuhZZnOPyeqKMVguHTcBVh7s7I2hx/rUb9rRaAC5gLg8rtIxzMMHhgpdVdO4vartHiKAuNHwoRemNFRbDCBLOAuXGWcCpgLQPZIAnbbgXeYoVp/qbugKI4gxMxnMefe+MTd8kphqJ/wAuAJOnMUZ3gMfOpIiaIcU7+iZtrSXHOlaYLhw5GSZcBZLFTAXACsrDXzi0pA2lLd9SrKcTRNFOSolW1J+p4Z5OAj3ZMmCimHnNPlQO2SXQCCtQE8ATfp+OQV2EvFylpYWUsVj1aU41S2hIkPF6YsX3wowb6hQ2iGxtFxrMvnIh1L07yugcqm8k6dV2oqYC4AQjj3DtK2JLo6iqkoxwSqCr+uf/x+ButI7tmu7X1o2sJNclAMar5sAUjHM1NWQSgloYlpa/wpymLk8hrTVhwppP69Q45dwikHKmAuAJFeZ2X3OaqqJVyQDQ6KUu6aT60nMIuCyfmSjmXY+8Bh4iOFmRJe6FTALHPpRIYhB56/BPBVegtaoUFRypUv7GXpc1pKkms5m8xyYGsnnU/0OnJmyslUwCxjtmnTtb3PUdVJjpcYTS2adF2KMltCCBpW1Zbs+pHeKHvvP0jXk30MHx5VR1JyoD7NythI99ixQrNOdDShgqIok/NX+qjrqC7Z9a2szWjXGD1PDZBQ07QzUgGzjFU0hUqyDpIrVdpLUWZW11GN21/6reR9u4cw1YagaamAWcZ0Q0MznPlPKDRBdVtFqbuhKI4nNEFFU6jU3SAZSbHv/kOM9cXU9OwUnPlpq+RkrDfmyAolABWNwQVVAV5RCqmiofQBEyCbMjn8eA977j3o2LPdpaQCZhlLRU9OgeUUwZoCJZlWlAXIHXDhKkDpr7mqaq1QaS0noX4iZayyJYTL68xkTYZD+6UoTiSEcFQGnlCduuGdjAqYZcwT8NB2ejM4MDdAbDCu1kEUZRZ8Jcr+cyJ/pRdPwJkVkEpNBcwy5w15HLHD7kTZlKmOlSjKLPgdsuPd8KjZoank/JMRQujANqBLSvmSE577BnDhkS/9QL2UsvLIcxaw/chzh6SUL5t3r5Vj4sMJMvFsqbsxgTvgouXUBpUWT1FmwXDrCE2UPBGJU5d5nGA2P5kPAk8BJ9WHkVJ++OjfhRDvB04/7umklHLjnHuoTCk2FOfQoz2l7sZJqloqVLBUlFkSQqAbGmamtGch0/EMUkqEUL/DJ8ppSlYI0Qq8GLg+h5e/Hvj5fDqlzMyyLDqf6C3Y3ejR852artGwspaW9Q34K705Tdc4cYpYUcqBE85VxwYTRHqjpe6GI+U6wvwm8DFg2sNCQoilwDLgruMe9gohtgEm8FUp5c1z6ajyLDNrYrgMWk5t4NDjPZDnmNm4uo6q1jBdT/bhr/RR01YJQGVTGMu0ifRG6dnZP+X73Q7aHq8o5WS82Hrpl1iGD0VUselJzHg7I4R4CdAvpXw4h/ZeB/xaSnn8nMJSKeVm4A3AN4UQy6e4zpVCiG1CiG0DAwO59H1RyWZM+vcNsff+Q1jZ8QPFofpg3g88N6yqpWZpJZqu0bqukarmib80uqFR3VrB0k3NGJ7JExNEB5yZTEFRnE53wAgTUFm6ppDLv87ZwMuEEAeAG4GLhBD/N8VrX8cJ07FSyq4jf+4D7mbi+ubxr7tOSrlZSrm5rq4ut94vIpGuKAN7hseTFRyXgKNxTS2+ivzkbPUE3NQsrTz2tdDElFNEwdoALesajtwRn/BcjZ9spvR3yYpSbnRX6QOmZmiOOhPqJDP+60gpPymlbJVStjMeEO+SUr7pxNcJIdYAVcD9xz1WJYTwHPl7LePBd2ee+r6o1C6rIljrB0AikXL8P8Nt4Pa78rL2Eajxz2qhP1gTYOU5S2laW8/yLW2EG4Mse+4SfBVeDJfaaacos+V1wFnMQJVPleWbwpw/1YQQXwS2SSlvOfLQ64Ab5cTT6muB7wshbMaD81ellCpgzlFVawWaoeHyGsSHk4x2j2FbNg0ra3H7XAzsG55X+2Z69ucmdZdO9ZLx6ZuaJZX4wuO/8GqHnaLMXrA2QN/uoZL2QUqQtlQ73Scxq4Appbyb8WlVpJSfPeG5z0/y+vuA9XPunTJBuD5IuH58qiQdzxDpGd/JlhpLU7+yZt7tx4cSZNMmrjkeXPZVesmks3i8KkuIosyFJ+hG0wW2VbqzmLHBOGP9MSoanZEQ3knUuLtMeYPPTt1kUyZun4vVFyyjrqN6zpk6LNNm6ODonPskhFDBUlHmQQiBN1z6OrKRnih2iRMoOJEKmGXKG3YfW7f0htzj64Zug/oVNdSvmHsF96PTq4qilMbRvQqlFB2Is/e+g8SGEqXuiqOogFmmdEOntr0KAHfAPWHNMDGSnFObLq8x5VERRVGKo2ZpJcGa0gdNf6XXEf1wEhUwy9jRmnUn7qwL1c9+S7jh0Wnb1Kx2xylKiWmalpc9CfMVdkhRaydRn45lzHDrtJ3eRFXrxGnUUF2AttObyXWjqstr0L65dcK6qKIopeMLe0t+FtI27ZlftMiow3JlLlDtx7Ym/o8thCBUF0B36ZgZC00X1C6rZvjwKGZ6YmJnb8hD2+lNuLwqnZ2iOMmSDU2M9cfofrIfK5u/hOy6SydU58dX4cV3ZIPRoUe7sbL2sRq2TWvqqGhSI8wTqYC5AGj6yRMF8eEEtmUTbgzStLYeXdeobqvg8GM9JEaSSAkun8GSjSpYKopTheuDjHRGiA3Of/NNqD5A9ZJKAtW+k85Jt21qxu13Y2UsIn1Rqtsqp2hlcVMBc4HyVXppP2MJmiYwjqSv0zWdJRubSY4lifbHaVhZO2mwVRTFOeabBMQX9tC0tn7aFJpHR5q6oR3bTKicTAXMMjdVRg5N0/AEXCc9pxsaweoAwepAsbqoKMp8zDVeCqhfXkNte9WssvaoLF1TUwGzzE33i6BGj4pS/o5WJ5qNYG2AhpU1jshNu5CoT1RFUZQpmENjHP74DVjxVEmub9uS1Fh6Vu+pXVbF0k3NKlgWgAqYiqIoUxi763HM4Sh6oDTp6uJDiZN2wU/HG/JQ1zH3TF/K9NSUrKIoyhSqX30u1a8+tyTXllIy0hmZ1XuOFn9XCkP9ZBVFUUpISomZNklF08fOQUpb0rWjj+hAPOd2vCEP4UZV+LmQ1AhTUZRJxR/eQ8/Xf8Pyn/4rQqVMLAgpJYce7T52zlJ36firvKTG0mRTs6tPW72kQqW2LDAVMBVFmZS7pYa2a/9ZBcsCMDMWkd4okZ4oycizG4qsrEW0P/dR5fH69gxR0RRSU7IFpAKmoiiTcjUuzgPstmmBZaN5CpMBa/jwKD27BiDP5SatjDX3M5tKTtStiKIoyhE937oZG4lwFabMnZmxChIsj7IyKmF6IamAqSiKckTTB1+OYRgFm4YWYjw/bKGk45mCta2ogKkoygKR7Rtl+Df3HttpOpno33cQvWcHmZ7hIvbsWbpLp3V9I5XNhakEogJmYamAqShKWTFHYtjp7EmPaz43kT9tI9s9eTCUWZP97/gmu19xFfGtzxS6m1MSmqD51AZCdfnP52ymZ7ezVpkdFTAVRSkrAzfcgTk4dtLjetjPsv/5IO6WmknfJ1wGpz76XzR/7g34TmkrdDenJYRgycYmNF3t0iknKmAqilJWmj76yimD4kz0gJfGD1yOd0Uzfd/9Pbsu/hSJJ/bnuYe5SUbS2FZ+d//M9uymMjsqYCqKsihF/riVxKN7STy2ryTXT4wk895mRq1hFpQKmIqiLEoNH3o5nmUNVL18S0muHx2I5b1NaxaJ2pXZU4kLFEVZlCouPh3juhBmNIEe9hf12vHhBInR/JcM8wTceW9TeZYaYSqKsmiZAxFGfj39UZRC6Ns9lPc2hSaoXz63tV0lNypgKoqyeLl0er76S0Z/90DRLplJZCfkj80LAUs2Nqmi0QWmpmQVRT/MtoQAABjKSURBVFm0Ki7ayKpbPle060kp6XqyL+/ttpzaQKg2/+c6lYlUwFQUZVELnLGqaNcy02Zed8e6vAZNa+sLkgRBOZkKmIqiKEWSjKTn3YbQBKH6ANWtlfgrvQhNJT8oFhUwFUVR5mnk1gfp+8bNVL/uPOrefinCOLnaiWXa9O+d32afypYwTWvqVM3LElEBU1EUZRrmSAw7kcLdUnvSc1JKer72a3qv+Q1ISeLxffR963fUveMF1L3rMvSAFyklyUiK7if755Uc3Rf20LhaBctSUgFTURRlGprPzegft1L7xgsnPB7b+gy9X/8NY39+7NhjruYaVt3yWVxt9cSHEgxsP0Q6kcU255dQQNMFrRua0A0VLEtJBUxFUWYksyZWLEX3l39B6xfehOZfPMcXkjsOYtSEsdNZktsPENv6DCM33UfikT0nvbb+XZfhWdbI8OEIPU/1560Pzac24Pa58taeMjcqYCrKAmfFUmDbOWezMYfGGLvrcQJnrsaztB4pJd1f+gUjN99P5vAAQhM0fvSVuOorC9zzwoo/vAfvmlb0gHfa1/V97w+M3nx/Tm0Kz3hQE3kcCNZ2VFPRWJj6mcrsqICpKAtc7P6n6PzUj2j96tuoeP7GGV9/8EPXEfnjVoyaELVvvZjoPTuIb9t97PmB62/Hs7yJ+isvK2S38yq9vxd3ewPWaJyxu58g+eQh+r/7ezwdjaz+09XowcmDZt93bs05WBq1Yapf+TwAgjV+hBDzziDkr/JRv7x6Xm0o+aMCpqIscOGLNyI/IRm84U7CF21AiKmPIUT/8SRjfxlfkzOHovRe+9tJX2cORQvS10IY/u19HPjnb+NeUkumawiOS1Ceeuowuy76BO7WWqRl0/7d9+FuqSG1t4e+/7qVoR//JefrNP/b6zFqwgC4vC58ld55nbn0hjws2dA07b+XUlwqYCrKAmXFUpiDETKHB8gc6CPbOzzjezSfB5nOztz2WGLC19neETLdQwQ2rZhzfwsh8cR+Dr7/eyAlmUMDk74mvbeH9N4eAPa95ev4N3Yw9PO/5fRzOMpoqKTmdecf+9q27XntiAWoWlKB4T75eIpSOipgKsoCFd/2DHte+1U4Mi0oU1lGbrqP6ledPeV7fOuWogV92LHpR0YD191G4tG9+E9fjsyYRG5/GKMuzNq//ntev4f5SDyxn71v+BoymXvgSjy2b071MWvfevGEs5fDhyJYGWvW7RzP5VUfz06j/kUUZYGQUpLe30f0nu3ItEnft34H5sQP7cP/+gP869vxrmo56f3xR/bQ/cWfzxgsj71+6zPEtz5z7GvN70FKWdIpRCuaJL23h+Ff/4OBH96BTOU+Spwro76Cune8YMJjoboAg/uGseZxnMSnEqk7jgqYirJAyGSGA+/+TxIPn3zc4SgrEmfX8z9J61euoPZNFwGQ6Rqi95s3M/i/f56wvjdb6b099H3jZho+dDlCy32bqJQSLJvU7i58a9tyfp+dzJB86hD+9e0kth8gcvsj9P7HTcdG1MUg3Abt33kvrtrwhMc9ATcuvwtrbG6p8Ay3jq6mYx1HBUxFKTOZrsGTss5kR6Ic/sj/TBssj7ITaQ5//AYidzxC5vAAye0H8xZkur90I8O/vY9l138Q3+rWaV9rRuJ0X/VzIn/chhVLIrMm9e960fjoV9eIPbCLwOaVBJ6zAldT9fjIVdOI3LYVKaH/v24h+eShvPR7rpo/9VrCF5288zg5liKTmPvo1lfpVZt9HEgUu3BqLjZv3iy3bdtW6m4oSlGZIzGSOw8ROvuUKV8jpWTfO75Jxw8+BFIipUTTdTJdg+w47X1F7O3Mat7yfIJb1lL5wudMOANqjsQY/NGd9H33D1jDue+2FS4dadpFHUFOJ/z8jSy/8eOTjqYzySx77j2ItOfW1/YzWglU+ebbRWWOhBAPSyk3n/i4GmEqikPoYT+H/+V6Vv7233A1Vk36GiEEy2/48NEvODoGGfvL48Xp5CwM/fgvDP34LwyetYbQ89ZiDkdJPL6fxPYDJ62t5kJm57eJJp9czTW0f//9U049u30u6pZX07979snW/VU+/JXTJ1NQSkMFTEVxCKFrtF/3AbK9I5MGzORThxj9w1Ya/t9L0bzuCc8dv/nGaeIP7CL+wK5SdyN/NEH7f/8/jKrgtC+rba9C0wS9Tw/m3LTu0mg5tUFNxzqUCpiK4iD+9e1TPmenssR3HmT/O75F9avPoerlW4Dx3a1DN/6tSD1U6t526bTT5kcJIahZWkWwJsBw5yiZRBbDY2C4dbwhD4ZbJxVNkxxLI4TAHXARrAng9qucsU6lAqailInA6ctZccNHkLZ9LHFA7MFdJJ46DHNcK1Nmx3tKG82ffcOs3uMJuv9/e3ceJVdZp3H8+1T1kk530kmbjiR0OhtkYQtgsxkRRA5BwgRFRBxWjXDEIeLAKMqozEFUdEaHI4uIGQ86zoijEzA6IwiCwjGyJCYQlmEJBAyLSSBkJUunfvNHVUgTOunbSVfdqurnc06dVN379q3f2925T9+l3pcRk4Z3u66xJdn4vlYePFeMWYVRJkPNkO2nAxumjKV+/IgUK+ofNKCWfX72xZ2OO2vVz4FpVsEGHjiWrStWvzm0mxVP80mHUTPMs4b0Zw5Ms0pWk2XTUy+lXUXVyzTWM/rb55Op8/XF/syBaVbBVv7oLl684idpl1H1xnxvVuL5RK16OTDNKljrJ6fRlOCOTdt9Qz54FEOmH5Z2GVYGHJhmFUwSwy+cnnYZ1Ssj2r56TtpVWJlwYJpVuJrhzWmXUL1yQedra9KuwsqEA9Oswg3YZyR17a1pl1G9/BlXK3BgmlW4muZGxv3oUrLNjajWU0L1pcbDJzDwoLFpl2FlwoFpVgUGHjSW/Rdey5QXfsyIyz+KGup6/iLrUePhE9MuwcqIA9OsStQ0N5Kpq2HEpafSOnNa2uVUvmyGvb/8sbSrsDLiwDSrQq0zTyDT6CHc9kSmoR6y3kXadh583awK1bcPp/075/P8RTdQ1z6cIScfTtORk8gOaUQSuU1b2LB4KZ2vruXVn9xN54rVaZdcdupGthCbO1G9R/exPEWZzF7eVUdHR8yfPz/tMswq3tZ1G3scLPyNJ5fx9ClXOjS7yA4eyIS7vkbD+JFpl2IpkLQgIjp2XJ74fIOkrKSFkn7dzbrzJK2QtKjw+GSXdedKerrwOHf3u2BmvZVkZo2GiW2Mvu7CElRTGdRQx8S7vu6wtLfpzSnZi4EngME7Wf+ziLio6wJJLcAVQAcQwAJJcyNi1e4Ua2bF0Xz8IbR+choDDxkPW3Osuedhcps7WXPnQmJzZ9rlldQ7L/obBni6NOtGosCU1AZMB74GXNKL7U8D7oyI1wrbuRM4EfhpL+s0syIb9c1PvPn8HWe+D4BVv/wTz11wLXRuTauskms5dWraJViZSnpK9hrg80BuF20+LOkRSb+QNKqwbG/gL13aLCssM7MKMPSUo5j026sgo7RLKZnc5i1pl2BlqsfAlHQysDwiFuyi2a+AMRFxEHAn8KPeFiLpAknzJc1fsWJFb7/czIpk4JRxjL7+79Iuo2Q6V3rsWOtekiPMqcAMSUuBW4DjJL1lAr6IeDUiNhVezgbeVXj+IjCqS9O2wrK3iYibIqIjIjpaWz0uplk5ecfpR9P0nv4xjVhuo48wrXs9BmZEfDEi2iJiDHAGcHdEnNW1jaSuV8hnkL85COAO4ARJQyUNBU4oLDOzCjPhl1cw6luf6LlhhVP/OftsvbTbw1hIulLSjMLLz0h6TNLDwGeA8wAKN/t8FXio8Lhy2w1AZlZ5WmdO44CHr6flI0enXUrRbF23Me0SrEx54AIz67WIYNWt81h6wbVQhvuQPbHX5z7MyC+cnnYZlqI9HrjAzGwbSbScOpXR13+aAZNHkW0ZVDV30v71mtt4fOqlrHvg/9iycg3Rjz5SY7vmI0wz2yORy4FE58o1bHjkOZaccXXVTLqcHdLIXpeeyjs/fXLapVgJ+QjTzIpCmQySqG1tpvn9BzPhV/9Edkhj2mX1idz6jay8+S7W3vto2qVYGXBgmlmfajpyEpPv+xcaDhqTdil7bPhnP8i4my9hwORRPTe2qufANLM+VzeyhbYrz0YNdWmXskeaDhlPw37t1LY2p12KlQEHppkVxaCjD2C/P36boR86Ku1Sdttfb/gfyvE+D0uHA9PMiqZ+9HDGzv4s7d85n+bphzHomANRXeXMW79h4RJWzZlHbuPmtEuxMlA5v7lmVrGGnXs8w849HoB1Dz7JUx/4SsoVJZNbv5HVv/0zQ2cckXYpVgb8sRIzK6mIYM2dC1k1Zx6Ry9Hy4anUj92LravXkx3axJa/vs7a+x5l/QNPsva+x8piYITaES0M2Gck+9z6JeSx86rezj5W4iNMMyspSTSfcCjNJxxK5HIo89YrQwP2GcmgqfmB3jcueZmXvv4zVt+xgHgjvdOiW15+jczA+tTe38qDr2GaWWp2DMsdDRg/grGzL2b/B65h0HsPKFFV3Rvz/VnEJs9k0p85MM2srEmidmQL+8z5Eq0zp6VWx5Izv8Xzn7nRd832Yz4la2Zlb9t1w7arz6Nz1VpWzZlX0vfPDh7IPj+9jC3LV5Nbt5HsoIaSvr+VBwemmVUMZTKMvvZCNj37ChsWPVuS96wbPZyWjx3DwCnjSvJ+Vr58StbMKkpmQB1jbpyFarNFf6+W049m/wevYeTnTiv6e1n5c2CaWcUZsO/Iol/PbDxiIqO/+ylUU/xgtsrgwDSzijTi8o+SHTywOBuvyTLu5ktQra9a2XYOTDOrSNnGAYz4wkeKsu2mIyZSO3xIUbZtlcuBaZay2NKZdgkVa+gpR0Gmb0feyTQ1MO7Hl/bpNq06ODDNUvTqLX9gUfu5vPKvt7L+oafSLqfi1O41lIb9R/fpNutGtlAzpKlPt2nVwYFpliLVZInNnbx01S08fdrXWXvvo2mXVHHG3DiLTGPfDVvX+O7JfbYtqy6+om2WopbT3sP6h55ixew7yK17g9V3/jn1IeAqTcOkNqY8dzNvPLqULSvXsOauRbw+9362vLJqt7bno0vbGR9hmqWs7Rvn0TBlLKqvZfBxB6ddTkVSNsPAKeNofv/BjPrGeRzw8PUMv3D6bm1r1a3z6Fy9vo8rtGrgI0yzlCmTYdJvv0Zuw6bifUyin1FNlrarziE7tIn1C55my7KVvPHYC9TuNZTWmdMYeOh41s17gleuuQ225t7ytZufX86GRc8y+JgDU6reypUD06wMqCbrsCyCEZeeCkBucyeblrxE/bgRqCaLshkGH3sQTUdOZPlNt9N8wqG8/usHWfuHxQCsf+gpmo6aTKbOu0jbzr8NZlb1MnU1NExuf9vyQe+b8uZp8GFnH8fi/T9FblMnZDNlMXG1lRcHppn1W9tmQQFQbQ0T77iK3MbN3YarmQPTzKygfuxeaZdgZcx3yZqZmSXgwDQzM0vAgWlmZpaAA9PMzCwBB6aZmVkCDkwzM7MEHJhmZmYJODDNzMwScGCamZkl4MA0MzNLwIFpZmaWgAPTzMwsAQemmZlZAg5MMzOzBByYZmZmCTgwzczMEnBgmpmZJeDANDMzS8CBaWZmloAD08zMLAEHppmZWQIOTDMzswQcmGZmZgk4MM3MzBJwYJqZmSXgwDQzM0vAgWlmZpaAA9PMzCwBB6aZmVkCDkyzfia3aQtLP3Vd2mWYVRwHplk/k6mvZcyNF6VdhlnFcWCamZkl4MA0MzNLwIFpZmaWgAPTzMwsgcSBKSkraaGkX3ez7hJJj0t6RNLvJI3usm6rpEWFx9y+KtzMzKyUanrR9mLgCWBwN+sWAh0RsUHShcC3gI8W1r0REQfvWZlmZmbpSnSEKakNmA7M7m59RNwTERsKL+8H2vqmPDMzs/KQ9JTsNcDngVyCtjOB33R5PUDSfEn3S/pgbws0MzMrBz2ekpV0MrA8IhZIOraHtmcBHcAxXRaPjogXJY0D7pa0OCKWdPO1FwAXALS3t/eiC2ZmZsWX5AhzKjBD0lLgFuA4ST/ZsZGk44F/BGZExKZtyyPixcK/zwK/Bw7p7k0i4qaI6IiIjtbW1t72w8zMrKh6DMyI+GJEtEXEGOAM4O6IOKtrG0mHAN8nH5bLuywfKqm+8HwY+fB9vA/rN+tXIoLIJbkyYmZ9rTd3yb6FpCuB+RExF/hnoAn4uSSAFyJiBjAZ+L6kHPlwvjoiHJhmu0kS5P+Pvc2Gx58nNnVSP3o4ZDPUNDeWuDqz6qaISLuGt+no6Ij58+enXYZZRdn88musX7iElT+4na1rNjDpd99IuySziiRpQUR07Lh8t48wzay81I1ooW5EC0NPOozcG5vTLses6nhoPLMqlGmoS7sEs6rjwDQzM0vAgWlmZpaAA9PMzCwBB6aZmVkCDkwzM7MEHJhmZmYJODDNzMwScGCamZkl4MA0MzNLwIFpZmaWgAPTzMwsAQemmZlZAg5MMzOzBByYZmZmCTgwzczMEnBgmpmZJeDANDMzS8CBaWZmloAD08zMLAEHppmZWQIOTDMzswQcmGZmZgk4MM3MzBJQRKRdw9tIWgE8n3YdXQwDVqZdRAn0h366j9WhP/QR+kc/y7GPoyOidceFZRmY5UbS/IjoSLuOYusP/XQfq0N/6CP0j35WUh99StbMzCwBB6aZmVkCDsxkbkq7gBLpD/10H6tDf+gj9I9+VkwffQ3TzMwsAR9hmpmZJeDA7ELSiZKelPSMpC90s75d0j2SFkp6RNJJadS5JyT9UNJySY/uZL0kfbfwPXhE0qGlrnFPJejjmYW+LZY0T9KUUte4p3rqY5d2h0nqlHRaqWrrS0n6KelYSYskPSbpD6Wsry8k+H1tlvQrSQ8X+vjxUte4pySNKuw7Hy/04eJu2pT/vici/Mifls4CS4BxQB3wMLDfDm1uAi4sPN8PWJp23bvRz/cChwKP7mT9ScBvAAFHAg+kXXMR+vhuYGjh+QeqsY+FNlngbuB/gdPSrrlIP8shwONAe+H18LRrLkIfLwe+WXjeCrwG1KVddy/7OAI4tPB8EPBUN/vXst/3+Ahzu8OBZyLi2YjYDNwCnLJDmwAGF543Ay+VsL4+ERH3kv8PtzOnAD+OvPuBIZJGlKa6vtFTHyNiXkSsKry8H2grSWF9KMHPEWAW8N/A8uJXVBwJ+vm3wJyIeKHQvuL6mqCPAQySJKCp0LazFLX1lYh4OSL+XHi+FngC2HuHZmW/73Fgbrc38Jcur5fx9h/oPwFnSVpG/q/2WaUpraSSfB+qyUzyf9VWFUl7Ax8Cvpd2LUU2ARgq6feSFkg6J+2CiuA6YDL5P9AXAxdHRC7dknafpDHAIcADO6wq+32PA7N3PgbcHBFt5E8f/Lskfw8rlKT3kQ/My9KupQiuAS6r5B1rQjXAu4DpwDTgy5ImpFtSn5sGLAJGAgcD10kavOsvKU+Smsif9fhsRKxJu57eqkm7gDLyIjCqy+u2wrKuZgInAkTEnyQNID8OYsWdBtqFJN+HiifpIGA28IGIeDXteoqgA7glfxaPYcBJkjoj4rZ0y+pzy4BXI2I9sF7SvcAU8tfIqsXHgasjf6HvGUnPAZOAB9Mtq3ck1ZIPy/+IiDndNCn7fY+PjrZ7CNhX0lhJdcAZwNwd2rwAvB9A0mRgALCipFUW31zgnMIda0cCqyPi5bSL6kuS2oE5wNkRUU071jdFxNiIGBMRY4BfAJ+uwrAE+CXwHkk1kgYCR5C/PlZNuu533glMBJ5NtaJeKlx//TfgiYj4zk6alf2+x0eYBRHRKeki4A7ydxf+MCIek3QlMD8i5gKXAj+Q9PfkL8SfV/irr2JI+ilwLDCscC32CqAWICJuJH9t9iTgGWAD+b9uK0qCPn4FeAdwQ+EIrDMqZPDnbRL0sSr01M+IeELS7cAjQA6YHRG7/KhNuUnws/wqcLOkxeTvIL0sIsptdo+eTAXOBhZLWlRYdjnQDpWz7/FIP2ZmZgn4lKyZmVkCDkwzM7MEHJhmZmYJODDNzMwScGCamVlVSDopQZf2p3cZEP4/e2zvu2TNzKwaSHovsI78mLQH9NB2X+C/gOMiYpWk4T2NRewjTDMzqwrdDWQvabyk2wtjDd8naVJh1fnA9dsmYkgycL8D08zMqtlNwKyIeBfwD8ANheUTgAmS/ijpfkkn9rQhj/RjZmZVqTDY+7uBnxdG9QKoL/xbA+xLfpSlNuBeSQdGxOs7254D08zMqlUGeD0iDu5m3TLyk1RvAZ6T9BT5AH1oVxszMzOrOoUpxJ6T9BHIDwIvaUph9W3kjy6RNIz8KdpdDmrvwDQzs6pQGMj+T8BEScskzQTOBGZKehh4DDil0PwO4FVJjwP3AJ/raao/f6zEzMwsAR9hmpmZJeDANDMzS8CBaWZmloAD08zMLAEHppmZWQIOTDMzswQcmGZmZgk4MM3MzBL4f0V3efcAaVqdAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SpDbxbHhTH86",
        "colab_type": "text"
      },
      "source": [
        "# Folium"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IuZz4JnSTH87",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import folium"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oKjAl5dsSwmT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "libraries_turin_wgs84 = libraries_turin.to_crs(\"epsg:4326\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4Bx0miC5TH8-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "center_point_turin = libraries_turin_wgs84.unary_union.envelope.centroid"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iMrkGJ_6TH8_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e96a7eed-06c9-4cb6-9e26-87c0b3754090"
      },
      "source": [
        "map_turin = folium.Map([center_point_turin.y,center_point_turin.x], zoom_start=11, tiles=\"OpenStreetMap\")\n",
        "folium.GeoJson(libraries_turin_wgs84.to_json()).add_to(map_turin)\n",
        "map_turin"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
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    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
    <meta name="viewport" content="width=device-width,
        initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
    <style>#map_9664942b198f4905833b07e7115c44e3 {
        position: relative;
        width: 100.0%;
        height: 100.0%;
        left: 0.0%;
        top: 0.0%;
        }
    </style>
</head>
<body>    
    
    <div class="folium-map" id="map_9664942b198f4905833b07e7115c44e3" ></div>
</body>
<script>    
    
    
        var bounds = null;
    

    var map_9664942b198f4905833b07e7115c44e3 = L.map(
        'map_9664942b198f4905833b07e7115c44e3', {
        center: [45.0750873374279, 7.6841481],
        zoom: 11,
        maxBounds: bounds,
        layers: [],
        worldCopyJump: false,
        crs: L.CRS.EPSG3857,
        zoomControl: true,
        });


    
    var tile_layer_e8d37803cdc146d2912ab60968410557 = L.tileLayer(
        'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
        {
        "attribution": null,
        "detectRetina": false,
        "maxNativeZoom": 18,
        "maxZoom": 18,
        "minZoom": 0,
        "noWrap": false,
        "opacity": 1,
        "subdomains": "abc",
        "tms": false
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"provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "0116699446", "url": "www.toicmanzoni.gov.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.72606840000003, 45.0996293], "type": "Point"}, "id": "10428", "properties": {"cap": 10156.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO0999", "codice-sbn": "BCTT5", "comune": "Torino", "denominazione": "Biblioteca civica Rita Atria", "email": "biblioteca.ritaatria@comune.torino.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "strada San Mauro 26", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "01101129170", "url": null}, "type": "Feature"}, {"geometry": {"coordinates": [7.689769900000001, 45.06427830000001], "type": "Point"}, "id": "10429", "properties": {"cap": 10123.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1006", "codice-sbn": "PBEM6", "comune": "Torino", "denominazione": "Biblioteca dell'Istituto Suore di San Giuseppe", "email": "biblioteca.ssg@libero.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "via G. Giolitti, 29-31", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 011.8122590", "url": "http://www.istitutosuoredisangiuseppe.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.661933800000041, 45.08538389999998], "type": "Point"}, "id": "10430", "properties": {"cap": 10144.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1007", "codice-sbn": "BCTTR", "comune": "Torino", "denominazione": "Punto di lettura e prestito Cartiera", "email": "ilmangialibro.cartiera@gmail.com", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "via Fossano 8", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "3294674357", "url": "http://www.cartiera.org/biblioteca"}, "type": "Feature"}, {"geometry": {"coordinates": [7.7072275, 45.05650269999999], "type": "Point"}, "id": "10431", "properties": {"cap": 10131.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1011", "codice-sbn": "PBEM7", "comune": "Torino", "denominazione": "Biblioteca Provinciale Lasalliana", "email": "gabriele.pomatto@gmail.com", "fax": "+39 011.81329504", "frazione": null, "highlight": {}, "indirizzo": "Strada comunale S. Margherita, 132", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 011.8132901", "url": null}, "type": "Feature"}, {"geometry": {"coordinates": [7.6919198, 45.06986400000001], "type": "Point"}, "id": "10432", "properties": {"cap": 10124.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1012", "codice-sbn": "TO0YA", "comune": "Torino", "denominazione": "Biblioteca del Ce.Se.Di. della Citt\u00e0 Metropolitana di Torino", "email": "marco.crosio@cittametropolitana.torino.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "via GAUDENZIO FERRARI 1", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "0118613605", "url": "http://www.cittametropolitana.torino.it/istruzione/cesedi/"}, "type": "Feature"}, {"geometry": {"coordinates": [7.682781266270469, 45.056232137371985], "type": "Point"}, "id": "10434", "properties": {"cap": 10125.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1016", "codice-sbn": "BCTT7", "comune": "Torino", "denominazione": "Biblioteca civica Natalia Ginzburg", "email": "biblioteca.ginzburg@comune.torino.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "via CESARE LOMBROSO 16", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "01101137672", "url": "http://www.comune.torino.it/cultura/biblioteche/sedi_orari/ginzburg.shtml"}, "type": "Feature"}, {"geometry": {"coordinates": [7.6963587, 45.064833299999975], "type": "Point"}, "id": "10436", "properties": {"cap": 10124.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1019", "codice-sbn": "TO0YO", "comune": "Torino", "denominazione": "Biblioteca del Centro di Ricerche sulla Libera Muratoria - CRSL-M", "email": "info@crsl-m.org", "fax": "+39 0118125722", "frazione": null, "highlight": {}, "indirizzo": "Piazza Vittorio Veneto, 19", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0118177867", "url": "http://www.crsl-m.org/index.php"}, "type": "Feature"}, {"geometry": {"coordinates": [7.67466060000004, 45.076280899999986], "type": "Point"}, "id": "10437", "properties": {"cap": 10122.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1020", "codice-sbn": "UTOYP", "comune": "Torino", "denominazione": "Biblioteca Rete italiana di cultura popolare", "email": "biblioteca@reteitalianaculturapopolare.org", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via del Carmine 14", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 3935766183", "url": "www.reteitalianaculturapopolare.org"}, "type": "Feature"}, {"geometry": {"coordinates": [7.70149660000004, 45.07468259999998], "type": "Point"}, "id": "10440", "properties": {"cap": 10153.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1203", "codice-sbn": "UTOBB", "comune": "Torino", "denominazione": "Biblioteca Norberto Bobbio dell'Universit\u00e0 degli Studi di Torino", "email": "biblioteca.bobbio@unito.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Lungo Dora Siena, 100A", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": null, "url": null}, "type": "Feature"}, {"geometry": {"coordinates": [7.683562747329691, 45.08141139865749], "type": "Point"}, "id": "10441", "properties": {"cap": 10152.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1204", "codice-sbn": "BCTT8", "comune": "Torino", "denominazione": "Biblioteca della Scuola Holden", "email": "biblioteca@scuolaholden.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "piazza BORGO DORA 49", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "0116632812", "url": "http://www.scuolaholden.it/biblioteca/"}, "type": "Feature"}, {"geometry": {"coordinates": [7.626449471163941, 45.0746435592754], "type": "Point"}, "id": "10444", "properties": {"cap": 10139.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1217", "codice-sbn": "BCTCP", "comune": "Torino", "denominazione": "CENTRO DI DOCUMENTAZIONE E BIBLIOTECA PEDAGOGICA", "email": "documentazione.memoria@comune.torino.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "corso FRANCIA 285", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "01101139218", "url": "http://www.comune.torino.it/centromultimediale/01_biblioteca.htm"}, "type": "Feature"}, {"geometry": {"coordinates": [7.643653599999998, 45.066586599999994], "type": "Point"}, "id": "10446", "properties": {"cap": 10141.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1220", "codice-sbn": "PBEN5", "comune": "Torino", "denominazione": "Biblioteca \"M. Mazzarello\"", "email": "archiviostorico.nizza@fma-ipi.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Cumiana, 2", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 389.0719054", "url": "http://www.mazzarello.it/"}, "type": "Feature"}, {"geometry": {"coordinates": [7.689008599999969, 45.069603199999996], "type": "Point"}, "id": "10448", "properties": {"cap": 10124.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1222", "codice-sbn": "UTOAR", "comune": "Torino", "denominazione": "Biblioteca dell'Archivio Storico dell'Universit\u00e0 degli studi di Torino", "email": "archivio.storico@unito.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "via G. VERDI 8", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "0116704882", "url": "http://www.archiviostorico.unito.it/it?"}, "type": "Feature"}, {"geometry": {"coordinates": [7.678304984061471, 45.07237797526479], "type": "Point"}, "id": "10450", "properties": {"cap": 10122.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1230", "codice-sbn": "BCTCM", "comune": "Torino", "denominazione": "Biblioteca e Centro di Documentazione Maurice GLBTQ", "email": "info@mauriceglbt.org", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Stampatori 10", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 01119765594", "url": "http://www.mauriceglbt.org/biblioteca-e-documentazione-maurice-glbtq/"}, "type": "Feature"}, {"geometry": {"coordinates": [7.66992149999999, 45.03989949999999], "type": "Point"}, "id": "10451", "properties": {"cap": 10126.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1231", "codice-sbn": "BCTUN", "comune": "Torino", "denominazione": "Biblioteca del Circolo Unicredit di Torino", "email": "biblioteca@craltounicredit.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Nizza 150", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 01119411081", "url": "http://www.craltounicredit.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.70157229999995, 45.062480099999995], "type": "Point"}, "id": "10453", "properties": {"cap": 10131.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1233", "codice-sbn": null, "comune": "Torino", "denominazione": "La Bi(m)blioteca - Scuola primaria Roberto D'Azeglio", "email": "segreteria.dd.dazeglio@gmail.com", "fax": "+39 0118192681", "frazione": null, "highlight": {}, "indirizzo": "Via Santorre di Santarosa 11", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0118192681", "url": "http://www.scuolarobertodazeglio.gov.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.69381180000005, 45.05613189999999], "type": "Point"}, "id": "10454", "properties": {"cap": 10131.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1234", "codice-sbn": null, "comune": "Torino", "denominazione": "La Bi(m)blioteca - Scuola primaria Don Giovanni Bosco", "email": "segreteria.dd.dazeglio@gmail.com", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Manara 10", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0116601900", "url": "http://www.scuolarobertodazeglio.gov.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.7093339000000505, 45.0561172], "type": "Point"}, "id": "10455", "properties": {"cap": 10131.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1235", "codice-sbn": null, "comune": "Torino", "denominazione": "La Bi(m)blioteca - Scuola dell'infanzia Villa Genero", "email": "segreteria.dd.dazeglio@gmail.com", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Strada Santa Margherita 77", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0118193236", "url": "http://www.scuolarobertodazeglio.gov.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.65648967539369, 45.075358105993594], "type": "Point"}, "id": "10456", "properties": {"cap": 10138.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1236", "codice-sbn": "UTO63", "comune": "Torino", "denominazione": "Bibllioteca della Fondazione 1563 per l'Arte e la Cultura", "email": null, "fax": "+39 0114401450", "frazione": null, "highlight": {}, "indirizzo": "Piazza Bernini 5", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0114401409", "url": "http://archiviostorico.fondazione1563.it/"}, "type": "Feature"}, {"geometry": {"coordinates": [7.653500000000008, 45.08102999999999], "type": "Point"}, "id": "10459", "properties": {"cap": 10145.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1239", "codice-sbn": "BCTGR", "comune": "Torino", "denominazione": "Biblioteca sarda Gramsci", "email": "info@associazionegramsci.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Musin\u00e8 5", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 011740227", "url": "http://associazionegramsci.org/"}, "type": "Feature"}, {"geometry": {"coordinates": [7.643690300000001, 45.08017379999999], "type": "Point"}, "id": "10460", "properties": {"cap": 10145.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1240", "codice-sbn": "BCTUT", "comune": "Torino", "denominazione": "Punto di servizio bibliotecario I ragazzi e le ragazze di Utoya", "email": "puntobibliotecario.utoya@comune.torino.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Zumaglia 39", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 01101128485", "url": "http://www.comune.torino.it/cultura/biblioteche/sedi_orari/utoya.shtml"}, "type": "Feature"}, {"geometry": {"coordinates": [7.696090000000026, 45.06617589999998], "type": "Point"}, "id": "10462", "properties": {"cap": 10124.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1242", "codice-sbn": "BCTLA", "comune": "Torino", "denominazione": "Biblioteche delle donne di L\u00e0adan", "email": "bibliotechelaadan@gmail.com", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Vanchiglia 3", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0118122519", "url": "http://www.laadan.it"}, "type": "Feature"}, {"geometry": {"coordinates": [7.7021226, 45.061638699999996], "type": "Point"}, "id": "10470", "properties": {"cap": 10131.0, "codice istat comune": 1272, "codice istat provincia": 1, "codice-isil": "IT-TO1251", "codice-sbn": "BCTPA", "comune": "Torino", "denominazione": "Biblioteca per l'inclusione del Centro Paideia", "email": "biblioteca@fondazionepaideia.it", "fax": null, "frazione": null, "highlight": {}, "indirizzo": "Via Moncalvo, 1", "provincia": "Torino", "regione": "PIEMONTE", "style": {}, "telefono": "+39 0110462400", "url": "https://centropaideia.org/attivita/biblioteca/"}, "type": "Feature"}], "type": "FeatureCollection"},
            {
            }
        ).addTo(map_9664942b198f4905833b07e7115c44e3 );
        geo_json_21fc24c63e7c4345a6cff9f97d2203c6.setStyle(function(feature) {return feature.properties.style;});
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7f0595e8d3c8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 288
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "68CfNZWdTH9C",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "map_turin.save(\"turin.html\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DGqrCHXrXzD9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9c2b8116-023a-4167-fe3b-27dd711f26f4"
      },
      "source": [
        "from google.colab import files\n",
        "files.download(\"libraries_turin.geojson\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_d4ce9221-5a48-4cc2-8a31-8eb6ffe5d766\", \"libraries_turin.geojson\", 113671)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LJAjf4EkXg3J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "libraries_turin_wgs84.to_file(\"libraries_turin.geojson\",driver=\"GeoJSON\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_AN5z95qTH9E",
        "colab_type": "text"
      },
      "source": [
        "##  heatmap with folium"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-DSXXWnBTH9F",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from folium.plugins import HeatMap"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mF0Es3eYTH9J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "heat_data = [[row['geometry'].y,row['geometry'].x] for index, row in libraries_turin_wgs84.iterrows()]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xo5OoLZpTH9L",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "map_torino = folium.Map(location=[center_point_turin.y, center_point_turin.x],\n",
        "                    zoom_start = 12) "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7l3e7EtgTH9P",
        "colab_type": "code",
        "colab": {
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        "outputId": "7ec56004-7473-41a7-82ab-55c12af330d2"
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      "source": [
        "HeatMap(heat_data).add_to(map_torino)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.plugins.heat_map.HeatMap at 0x7f05954fc908>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 293
        }
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      "execution_count": null,
      "outputs": [
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              "<folium.folium.Map at 0x7f05b1866a58>"
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      "metadata": {
        "id": "5EV0q3YTUADN",
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      "source": [
        "---\n",
        "# Exercise\n",
        "- create an image map with the distribution of the number of people on the municipalities of an italian province  (tip: check http://demo.istat.it for the data)\n",
        "- create a heatmap with folium with the libraries of an italian city\n",
        "---"
      ]
    }
  ]
}