02_Data_Visualization_With_Python.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "02_Data_Visualization_With_Python.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/annemariet/tutorials/blob/master/02_Data_Visualization_With_Python.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DGuHvnsSONmw",
        "colab_type": "text"
      },
      "source": [
        "#Introduction"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9E2BjmY3xqcP",
        "colab_type": "text"
      },
      "source": [
        "## Context"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EEZFOdXnOkDf",
        "colab_type": "text"
      },
      "source": [
        "**Prerequisite:** We assume in this workshop that basic notions of Python are already mastered (data types and variables, data operations, dataframes, conditional statements, etc.). \n",
        "\n",
        "**Content:** Understand data visualization fundamentals and learn how to leverage it via Python's main libraries (MatplotLib, Seaborn, Bokeh, etc.) \n",
        "\n",
        "**Length:** 3h\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XW6E9nJpxVyu",
        "colab_type": "text"
      },
      "source": [
        "## Colab Hosted Jupyter Notebook 101"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jEspw0UHxbPJ",
        "colab_type": "text"
      },
      "source": [
        "Before starting the workshop, take a few minutes to play with a new Notebook. Mainly, \n",
        "\n",
        "\n",
        "*  Hosted and shared. \n",
        "*  Librairies & Installation.\n",
        "*  Environment (CPU, GPU, TPU).\n",
        "\n",
        "Now let's look at \n",
        "*  Basic operations in Python.\n",
        "*  Markup and Structure of an Notebook.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5Vwr-FAFPb8x",
        "colab_type": "text"
      },
      "source": [
        "#Basics of Data Visualization with MatplotLib"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "30L93SWWPdmW",
        "colab_type": "text"
      },
      "source": [
        "##Summary – Why data visualization?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_iwTy_UePiSm",
        "colab_type": "text"
      },
      "source": [
        "**It is said that an image is worth a thousand words.** Actually, an image can say it all if it’s properly shaped and well presented. As such, it’s a powerful tool to tell a story, explain a phenomenon or raise a case and defend a plan. \n",
        "\n",
        "**Here’s a great example:** you want to hire more people and want your boss to understand why quickly?\n",
        "\n",
        "(**source:** \"Storytelling with Data\" by Cole Nussbaumer Knafli)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5g1WGmqnWQPD",
        "colab_type": "text"
      },
      "source": [
        "<img src=\"https://drive.google.com/uc?export=view&id=15z0k7blZYXfL1ud14im6aEoyhuWtvWzN\" style=\"width: 500px; max-width: 100%; height: auto\" title=\"DataViz Illustration.\" />"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BRYEQthHYknr",
        "colab_type": "text"
      },
      "source": [
        "**Note:** It doesn’t always need to be a complex display; But to get there, you need to master a few visualization concepts & tools. The purpose of this workshop is to get you there by exploring a few topics. \n",
        "\n",
        "**But first let’s start by the basics, MatPlotLib.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kPD4mp4aZfnP",
        "colab_type": "text"
      },
      "source": [
        "## Introduction to MatplotLib"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GabfEZmqZlW6",
        "colab_type": "text"
      },
      "source": [
        "[MatplotLib](https://matplotlib.org/) is a free open source library that enable fast and powerful 2D data visualization. It’s is often the way to go to start exploring data in Python. \n",
        "Other libraries build on MatplotLib to offer off-theshelve advanced visualisation tools (e.g., [seaborn](https://seaborn.github.io/), [holoviews](http://holoviews.org/), [ggplot](http://ggplot.yhathq.com/), [basemap](http://matplotlib.org/basemap) and [cartopy](http://scitools.org.uk/cartopy/docs/latest)). \n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jlP-cJ8BaMhC",
        "colab_type": "text"
      },
      "source": [
        "###PyPlot"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T9_R5vb2aP7V",
        "colab_type": "text"
      },
      "source": [
        "**Pyplot is MatplotLib’s main visualization module.** It was designed to mimic Matlab while being used in Python for free. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Co0gohj-aS57",
        "colab_type": "text"
      },
      "source": [
        "**Note:** MatPlotLib has also a nother module, pylab ; “pylab combines pyplot with numpy into a single namespace. This is convenient for interactive work, but for programming it is recommended that the namespaces be kept separate” (source)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GYiZ5fVjaWxS",
        "colab_type": "text"
      },
      "source": [
        "**In this workshop, we’ll focus on Pyplot as it is the visualization module.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wre2-sWseIUk",
        "colab_type": "text"
      },
      "source": [
        "###First Steps with PyPlot "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SovPlvMweOxj",
        "colab_type": "text"
      },
      "source": [
        "**GOAL:** Before diving into MatPlotLib's technicalities, explore a simple example of data visualization: generate data, prepare data to be displayed, and annotate the plot. \n",
        "\n",
        "**Note: ** this first example is available on MatplotLib's website. We modified its code a bit in order to focus only on MatplotLib & Pandas (instead of Numpy). \n",
        "\n",
        "**We assume that you know how DataFrames work.** "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z7zEQYtHkeBD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Import Libraries\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TTGTYgseo_sZ",
        "colab_type": "text"
      },
      "source": [
        "Usually you would import your data from a csv or a database. But for the sake of the exercise, we'll create a dataframe from scratch. Click on the execute button (left of \"Data Preparation\").\n",
        "\n",
        "If you want to explore the code behind it, double click on it. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PCymbTgEoHgb",
        "colab_type": "code",
        "cellView": "both",
        "colab": {}
      },
      "source": [
        "#@title Data Preparation (click on the execute button)\n",
        "#Data Preparation - usually you have already a dataframe ready to be explored. But for the sake of this workshop we'll start by setting up one from scratch. \n",
        "df = pd.DataFrame({\n",
        "        'menMeans':[20, 35, 30, 35, 27],\n",
        "        'womenMeans':[25, 32, 34, 20, 25],\n",
        "        'menStd':[2, 3, 4, 1, 2],\n",
        "        'womenStd':[3, 5, 2, 3, 3]})"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gv3I73INohkA",
        "colab_type": "code",
        "outputId": "4b05862b-42fc-4631-e728-3cca296d275e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "#Explore the DataFrame\n",
        "df.head()"
      ],
      "execution_count": 0,
      "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>menMeans</th>\n",
              "      <th>womenMeans</th>\n",
              "      <th>menStd</th>\n",
              "      <th>womenStd</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>35</td>\n",
              "      <td>32</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>30</td>\n",
              "      <td>34</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>35</td>\n",
              "      <td>20</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>27</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   menMeans  womenMeans  menStd  womenStd\n",
              "0        20          25       2         3\n",
              "1        35          32       3         5\n",
              "2        30          34       4         2\n",
              "3        35          20       1         3\n",
              "4        27          25       2         3"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NYYTMytCopPa",
        "colab_type": "code",
        "outputId": "8fc3f817-086e-427c-8df3-19fbdb0c4039",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        }
      },
      "source": [
        "#We focus on plotting a bar chart\n",
        "\n",
        "l_col = len(df.values) # the x locations for the groups\n",
        "ind = list(range(l_col))\n",
        "width = 0.5       # 1 means that all bars are connected. Less than 1 creates a space between bars. \n",
        "\n",
        "# Plotting functionality based on the available data in the DataFrame.\n",
        "p1 = plt.bar(ind, df['menMeans'], width, yerr=df['menStd'])\n",
        "p2 = plt.bar(ind, df['womenMeans'], width,\n",
        "             bottom=df['menMeans'], yerr=df['womenStd'])\n",
        "\n",
        "# Axes definition\n",
        "plt.ylabel('Scores')\n",
        "plt.title('Scores by group and gender')\n",
        "plt.xticks(ind, ('G1', 'G2', 'G3', 'G4', 'G5'))\n",
        "plt.yticks(list(range(0, 81, 10)))\n",
        "plt.legend((p1[0], p2[0]), ('Men', 'Women'))\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEICAYAAABYoZ8gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngvlfAIyUUt3sxNQAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uBu3XSGxd0u3",
        "colab_type": "text"
      },
      "source": [
        "#Matplotlib's Anatomy"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uLkTAHrVtqod",
        "colab_type": "text"
      },
      "source": [
        "Let's dive in and explore how a PyPlot display is decomposed. You'll have to manipulate its components in order to get the expected result.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MCQDX9bFvZRQ",
        "colab_type": "text"
      },
      "source": [
        "## PyPlot Display Objects"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D7PR3W7Ivibv",
        "colab_type": "text"
      },
      "source": [
        "**MatPlotLib's key aspects:** \n",
        "\n",
        "\n",
        "**Figure:** Every display in Matplotlib is contained in a single box or object, refered to as **Figure**. It encapsulates everything. \n",
        "\n",
        "**Axes:** Within a Figure, you can have a single or several \"Axes\". each \"Axes\" object represents a two dimensional plot, with:\n",
        "*   **Title:** Name of the Axes ; it usually summarizes what we expect to see in the plot.\n",
        "*   **xAxis & yAxis:** Orthogonal axes that support the plotted data in 2D.\n",
        "*   **xLabel & yLabel:** Name of xAxis and yAxis ; usually it help reading the plot and understanding the displayed data.\n",
        "*   **xTicks & yTicks:** there are two types, minor and major ticks. They decompose xAxis and yAxis into smaller parts (easier to read)\n",
        "*   **\"lines\":** This is the data to display\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CX_XQUF-d45s",
        "colab_type": "text"
      },
      "source": [
        "![MatplotLib's Anatomy](https://matplotlib.org/_images/sphx_glr_anatomy_001.png)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TSQ0omyR8hmX",
        "colab_type": "text"
      },
      "source": [
        "## Can you draw it yourself?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eDLEYzXaOtVL",
        "colab_type": "text"
      },
      "source": [
        "### Build the basic frame, axes and lines."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XD1scGdtPk8K",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "data = np.linspace(0.5, 3.5, 100)\n",
        "\n",
        "#Transform Data as f1=3+cos(x) and f2=1+cos(1+3x/4)/2\n",
        "Y1 = 3+np.cos(data)\n",
        "Y2 = 1+np.cos(1+data/0.75)/2\n",
        "\n",
        "#Create a figure object\n",
        "fig = \n",
        "\n",
        "#Add Axes via the subplot function.\n",
        "ax = \n",
        "#ax = fig.subplots(1,1)\n",
        "\n",
        "#Define xaxis and yaxis limites \n",
        "\n",
        "#Plot lines!! Include Label information as well.\n",
        "\n",
        "plt.show()\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TNP8R7xYOvLs",
        "colab_type": "text"
      },
      "source": [
        "### Add Title, Labels & Legend"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WOiXLETuKcPl",
        "colab_type": "code",
        "outputId": "b24c44e3-b9a8-4584-e0ab-072600dfb0f9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        }
      },
      "source": [
        "# title, axes labels, legend\n",
        "\n",
        "# add a grid\n",
        "\n",
        "fig"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAH5CAYAAABHxN11AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeVxWZf7/8dfFIqSiKFiYmiuYiYq7\naIu0l2kbWlYmLZJtVk7zm0n7TstkU5M5TdNimgVNjZXWNJGVzZRmJmqaS6YBoZlaLqAiqCjg9fvj\nviFENm84nPu6+DwfDx63nnPucz7v+/Dgus8517mO0lojhBBCCDMEuF2AEEIIIWpPGm4hhBDCINJw\nCyGEEAaRhlsIIYQwiDTcQgghhEGk4RZCCCEMIg23EKLOlFKTlFIblVKHlVJaKXV/A2//YqXUMqXU\nfu/2P/BOX6yUkntehVWk4RZ+Syk11ftHWCulurtcS5K3jiQ36/BHSqnrgb8DhcBzwGPA8gbcfifg\nP0Bn4DXv9t9uqO0L0dCC3C5AiMoopRRwO6ABBUwAHnS1KFGVK0pftda/uLD9C4FQ4Hda639VmHcz\n0LThSxLCOXLELfzVxUAnIBXYCYxXSjVxtSJRldMBXGq0y7YPnLB9rfXPWusfGrgeIRwlDbfwVxO8\nr7OBt4BI4OrKFlRKPeo9jT1cKZWolFqplDqklNqrlHpbKdWukvf0V0r9XSm1zrtcoVIqSyn1rFKq\nVYVlFwOve//7ernT99p7mrZ0uZZKqb8opTK869unlFqolLqwku0P977/UaXUAKXUp0qpPO973lNK\ndfAu18WbYY/3+vEipVSfCuua613XeVV8Ptd6579Q6Sd94vIhSqk/KqW+836OB5RSXymlxlT2uQMJ\n3v+XfS612EaMUuoppdQqb7YjSqmtSqlZSqn2taxzuHdbj3knLSpXw3DvMpVe4/ZmfFQptdm77S1K\nqSe807V3n5dfPqXi/q5Yh1Lq0QrTF3unN1FK/cn7e3FEKZVSYbmx3v263/t7s0kp9bBSKqQ2n4No\nfORUufA7SqnTgFFAptZ6mVLqAPA7IBl4p5q33uV934fAl8Bg4Dqgj1IqTmt9pNyyE/B8EfgS+B+e\nL7H9gcnAZUqpwVrrfO+yKcB+4Eo811LXllvPfm/N4cDXwFnAN3iu9UYCY4DPlFJ3aq1fqaTmgcAf\nvHXMBnoB1wCxSqkrgaXAD8AbQEfvvP8qpbporQu863gZuN77+XxZyTbu8L7OrPRTK8d7VmMhcJ53\nuy/iOdWcCLzj/RyneBdf7H1N8tb2GLV3DTARWAQsA44CPfFcHhmplBqgtd5Rwzp+8m5zuLfeVO80\nyr2ewHsZ5j1gBJAFvAAEe3P0PIkMtfUenv38CfABsLtcLa8BtwDbvcvtB4YAfwYuUEpdpLUudqAm\nYTKttfzIj1/9AH/Ec237oXLTVgHHgG6VLP+od/kDQK8K8/7lnTemwvSOQGAl67rNu/wfKkxP8k5P\nqqLmV7zzXwFUuenRQB5wBOhUbvpw7/IauLHCuuZ4p+8FplaY93/eefdVmL4BT+ewiArTu3g/t69r\n+dk/5F3/x0BQuemn4mkMNTC0wnsWe/6UnNQ+bgeEVDL9YqAEePkk1lW6/4dXMu+E2oBx3uWXAE3K\nTQ/H82VFA4srvCfFO71TJdso3ZePVrZtYD0QWcn7Sn+n3gdOqSLTfZVllp/G/SOnyoVfKdcp7Rie\no8xSKfzWSa0qz2utv6swbbb3dVD5iVrrrVrrkkrW8RqeLwCXnETNTYCbgAI8XzbKTs1qrbOA54Em\neDpKVbRUa/1WhWmp3tc84KkK80o/k7gK018GQvA0BuVNwPO5VXa0X5lb8TQYk3W5Iz2t9W48R4Hg\n2T91orXeoY8/A1I6/TPge07i8/fBeO/rw1rro+W2vZ/fMtan/9Na51Qy/T6gGLhVa324wrw/A7nA\njQ7UIwwnp8qFvzkf6Aos1MefKv0X8CyQpJR6WGtdVMl7V1UybZv3teJ162A8p5Cvx3N6uyXH9/k4\n4bp4NbrjOZ38tdZ6byXzvwAeBvrWsubSTlZrK/lyUfqZVLwO/AaeRj4Zz+dUmjEJ2Ae8W30EUEqF\nAd2AHbryDl1feF8ry3FSvF/QbvTW1wfP/gkst8jRSt5WX/ri+WK4rJJ5Sx3Y3sqKE5RSTfHkzgHu\n93wcJzgC9HCgHmE4abiFv0n2vqaUn6i13quUSgOuxXOteX4l791fybTSo8bACtPfwXONezOe69Y7\n8fyhBLgfz9FrbbX0vv5axfzS6eGVzMurZFpxVfO01sXeP/LBFabnK6XeBCYqpRK01ovwXO+PAp7T\nWhdWHwGoW46TNQPP5/wrnmvqO4DSo84kPJcynNIS2Ksrv3a8y4Ht7axkWis8Z0LaAI84sE1hMWm4\nhd9QSrUBrvL+d65Sam4ViyZTecNd2+0MwNNo/w+4rPwfcKVUAPD/TnKVpQ1sVBXz21ZYzikv4+nw\ndQeeTl+lndJm1fL9DZJDKXUqMAnPdfmh+rdOgKXzx9Zl/bVwAGitlAqqpPE+rYr3HPO+VvY3s9ov\nMuUvnZRT+hmu0Vr3q+79QlQkDbfwJ+PxXAtezfE9t8sbBVyolOqstd7i43a6eV8/rOQP9yDglEre\nU3rKuuKRO0AGcAhP7/Vw77XS8hK8r9/6Umxtaa3XK6W+Bq5WSg3GMzDJEq31plq+P18plQ10UUpF\ne6/Pl1dfObrguSzxWSWNdnvvfCetwXNJZiieDmrlnV3Fe/Z5XzsAP1aYN+BkC9BaFyilvgd6KqVa\nV3GJRYhKSec04U9KO57dpbW+vbIfvL22qVsHqZ+8r8PLT/QeCb5YxXtyva9nVJzh7eD0FhBGhc5N\nSqmueI4ui4B/+lrwSXgZz5ef9/B8TjXeAlbBa973PaOUKvuSopSKxNOjvXSZuvjJ+3p2hW00x9OZ\n0OkDitIOfk+ocoP6KKVa8lvGikqvUx/XOVIp1QtPJzNfzMCzr17z3k54HKVUK6WUHI2LE8gRt/AL\n3gEzYoDvtNYndOYpZw4wFbhFKfVIFdcpa/INnnuur1FKLcPTIek04DI8R8+VjQCWjueo+n6lVAS/\nXbf8h9Y6D88tbOcA9yilBuI5VV16H3cYcE8dzhCcjHnA3/B0rsvBc6vRyZiO53O4ElinlPoYT8e7\n0XhuCfur1rpOHbi01juVUm/j6Ri4Vin1GZ7rzhfhuaVtLSf2mq9Pb3i3fSmwQSn1IZ4+A9fi+d3o\nzm+nxkv9B88932O9ZwVW4PkSV3pv/xhOktb6NaVUfzzjD2QrpRYCPwOt8Yy7fi6egX8mnuy6hd3k\niFv4i9IjmVerW0hr/ROea9NtgZG+bMjbU3sUnqPT0/EcEZ/t3fYleI6OK75nH54/7BvxdJ76s/en\nlXf+XiAe+CsQgWcgl9F4jtQu1Vq/5EutJ6vc0T9ASmW3XNXi/Rfh+XIEcC+eSxhZwA1a6z/UU6m3\nAU/iuSxxN57P/SM8p68d7QvgveZ8NZ79F4wn45V4bsO7x7vYgQrvKQQuwNM7P9a7XBfgBjy/R77W\ncjee3+N0PJc2JuP53WwJPINnIB8hjqMq7zchhDCVd7jOc4HulVynFtVQSl0EfAY8pbV+yO16hKiM\nHHELYRGl1CA8w38ulEa7akqp0yuZFsFvA978u2ErEqL25Bq3EBZQSt2J57r2LXiuz8q9wdWboTwP\na1kG7MEzoM1leK4vv1JDPwshXCUNtxB2+AOexmczME4anhq9j6dD4kg892EX4hlqdY73Rwi/Jde4\nhRBCCIPINW4hhBDCII433EqpQKXUGqXUR5XMC1FKvaOU+lEptaKyh9QLIYQQ4jcNccR9H1DVkIu3\nAfu01t3wDBrxdAPUI4QQQhjL0YbbO8LQCKoeVKN00APwPDTiAlXF8+2EEEII4fwR93N4nrRUcfjA\nUu3wPi/ZO3RlHp5Rp4QQQghRCcduB1NKXQHs1lqv9o5DXZd1JeN9TnNwcHD/kJDfHpXcsaPnsb1b\nt24tmxYZGUlERATZ2dkUF3uGsg4NDaVjx47s2rWL/ft/e3hT165dKSwsZMeOHWXToqKiaNmyJRkZ\nGWXTmjdvTrt27dixYwcFBQVl07t3705eXh47d/72yN127doRGhpKdnZ22bTw8HBOO+00tm7dSmGh\n59HIQUFBdO3aldzcXHJyciSTYZkiIiJo3ry5VZls3E+SyexMQUFB5OTkWJUpIiKC1atX52it2+AD\nJ+/jHgaMUkpdDoQCLZRSb2qtbyq3zA48j8nbrpQKwjM+b27FFWmtZ+F9pvCAAQP0qlWrHCxbCCGE\ncJZSamvNS1XOsVPlWuuHtNbttdad8DyJ54sKjTbAh3geYACQ6F2m2hvLc3NPaNetkZKS4nYJjpBc\n5rE1m+Qyj83ZfNXg93ErpR5XSo3y/ncOEKGU+hHPU3H+WNP7y5+GsE1qamrNCxlIcpnH1mySyzw2\nZ/NVgwx5qrVeDCz2/vtP5aYX4nn0oRBCCCFqQcYqF0KIRqioqIjt27eXdbDyV4888gibNlU1FIj/\nCw0NpX379gQHB9fbOo0bqzw2NlZv2LDB7TIckZGRQffu3d0uo95JLvPYmk1y/WbLli2EhYURERGB\nPw+fUVhYSGhoqNtl+ERrTW5uLvn5+XTu3Pm4eUqp1VrrAb6sV8YqF0KIRqiwsNDvG23TKaWIiIio\n97MaxjXc5e+Hs83EiRPdLsERkss8tmaTXMczodE2/W++E5+xcQ23EEIIOwQGBhIXF0efPn3o168f\ny5YtA+Cnn34iNjbWse1++OGHPPXUU/W+3qSkJObPn1/v661IOqcJIYRwxSmnnMLatWsBWLhwIQ89\n9BBffvml49sdNWoUo0aNqnlBP2XcEXdkZKTbJThm/PjxNS9kIMllHluzSS7/deDAAVq1anXC9M8+\n+4x77rmn7P9XXHEFixcvLpsXHx9Pv379GD169HFDmJZ6/vnnOeuss+jduzfXX3894BnUpXSd2dnZ\nDBkyhF69evHwww/TvHlzABYvXszw4cNJTEzkzDPP5MYbb6S0M/fjjz/OwIEDiY2NJTk5mYbu5G3c\nEXdEhH3PIDlSXMK0BZu4+fJEt0txRFJSktslOMLWXGBvNslVucfSvmfjLwfqpxivs05vwSMje1a7\nzOHDh4mLi6OwsJBff/2VL7744oRlwsLCKn1vTk4OTzzxBP/73/9o1qwZTz/9NDNmzOBPf/rTccs9\n9dRTbNmyhZCQkOPGNi913333cd999zF27Fhmzpx53Lw1a9bw/fffc/rppzNs2DC+/vprzj77bO65\n556y7YwbN46PPvqIkSNHVpu1Phl3xF1+sHdbbNhxgHmrtnPhs4uZNHcNmbvy3S6pXiUm2vmFxNZc\nYG82yeVfSk+V//DDD3z66afcfPPNJxy97t69u9L3Ll++nI0bNzJs2DDi4uJITU2ttCNb7969ufHG\nG3nzzTcJCjrxWDU9PZ3Roz3jgN1www3HzRs0aBDt27cnICCAuLg4fvrpJwAWLVrE4MGD6dWrF198\n8QXff/+9L/F9ZtwRd+kTYmzSv2Mrlv4hgfPvmsbnIUNJW/8Ll/dqywMXxtDt1OZul1dnto4vb2su\nsDeb5KpcTUfGDSE+Pp6cnBz27Nlz3HSlFMeO/fZk6NJbq7TWXHTRRcydO7fa9S5YsIAlS5aQlpbG\ntGnT+O6772pdU/knUQYGBlJcXExhYSF33XUXq1atokOHDjz66KMNPoiNcUfctopoHkLrbV+x9A/n\nc9fwriz6YTcX/+1LHpy3jm17D7ldnhBCOOqHH36gpKTkhMuh7dq1Y+3atRw7doxt27axcuVKAIYM\nGcLXX3/Njz/+CMDBgwfJzMw87r2l70lISODpp58mLy/vhOvgQ4YM4b333gPg7bffrrHO0kY6MjKS\ngoKCBulFXpFxR9ymjqBTG9HR0bRq1oTfX3ImtwzrzMzF2byxfCv/WbuDcUM6cc/53WjdrInbZZ60\n6Ohot0twhK25wN5sksu/lF7jBs8RdGpqKoGBgcctEx8fz4IFCzjrrLPo0aMH/fr1A6BNmzakpKQw\nduxYjhw5AsATTzxBTExM2XtLSkq46aabyMvLQ2vNpEmTCA8PP279zz33HDfddBPTpk3j0ksvpWXL\nltXWHB4ezoQJE4iNjSUqKoqBAwfW+XM4WcYNedrYnse9M6+Q5/6XyburttGsSRATh3fltrM7Exoc\nWPObhRCiCps2baJHjx5ul+G6Q4cOccopp6CU4u2332bu3Ln85z//qddtVPZZN6ohT3ft2uV2CY6Z\nPn36CdOiWoby1LW9+fT+cxncpTXPLMzggme/JG3dLw1+C4KvKstlA1tzgb3ZJJd5du7c6ej6V69e\nTVxcHL179+all17i2WefdXR79cG4hruy7vy2WLBgQZXzYk4L49XxA/nXhMG0OCWYe+euIXFmOuu3\n+//nUV0uk9maC+zNJrnMk5eX5+j6zznnHNatW8f69etZsmQJ3bp1c3R79cG4hruxG9o1ko/uPZun\nrunF1tyDXPni1zz0/nfsPXjU7dKEEEI0AGm4DRQYoLh+0Bl88eBwbhnamXdXbSNh+mLeXL6VY8fM\nOH0uhBDCN8Z1TouLi9OlY9vaJicnx6chXTN25vPIhxtYvnkvcR3CefLqXpx1egsHKvSNr7n8na25\nwN5skus3pnROKyoqIjg42O0y6qTRd05r6BvdG1LFexBrq3tUGHMnDOFv1/Vh295DjHxhKdMWbOTQ\nUf8YrMbXXP7O1lxgbzbJZZ7SW73Eb4xruHfs2OF2CY6ZOnWqz+9VSnF13/Z8/rvzGDOgA7O/2sLF\nf1vCksw9Nb/ZYXXJ5c9szQX2ZpNc/qX0sZ6xsbGMHDmy0s7H1f3Nf/TRR2vdo37VqlVMmjTJ51rr\no4b6YlzDLaoX3rQJf7mmF/MmxtMkKICbX1vJ5HfXsv+QdF4TQviX0rHKN2zYQOvWrXnxxRcd29aA\nAQN4/vnnHVt/Q5KG21IDO7Xm40nncO/53fhw7S9cOGMJC7939n5IIYTwVXx8/HFH18888wwDBw5k\n1KhRPPLII2XTp02bRkxMDGeffTYZGRmVrmvevHnExsbSp08fzj33XMDzmM4rrrgCgD179nDRRRfR\ns2dPbr/9djp27EhOTg4//fQTPXr0YMKECfTs2ZOLL76Yw4cPAzB79mwGDhxInz59uPbaazl0yL2h\nqI0b8jQqKsrtEhwzefLkel1faHAgv7u4O5fFtuXBeeu445+rGdXndB4b1ZNWDTh0an3n8he25gJ7\ns0muKnzyR9hZ+4dv1EpUL7jsqVotWlJSwueff85tt90GeJ6znZWVxcqVK9m3bx8333wzS5YsoVmz\nZrz99tusXbuW4uJi+vXrR//+/U9Y3+OPP87ChQtp165dpaffH3vsMc4//3weeughPv30U+bMmVM2\nLysri7lz5zJ79mzGjBnDe++9x0033cQ111zDhAkTAHj44YeZM2cO9957ry+fTJ0Z13DXNI6syZx6\nnutZp7fgP/cM4+XF2fzjiyzSN+fy9LW9OP/M0xzZXkUN+ZzahmRrLrA3m+TyL6Vjle/YsYMePXpw\n0UUXAZ6G+7PPPqNv374AFBQUkJWVRX5+PldffTVNmzYFYNSoUZWud9iwYSQlJTFmzBiuueaaE+Yv\nXbqUf//73wBceumltGrVqmxe586dy8ZP79+/f9mjPDds2MDDDz/M/v37KSgo4JJLLqmfD8EHxjXc\nVZ0asUFCQgKLFi1yZN3BgQFMuiCaC3ucxuR313JryiquH9iBh684i+Yhzv4aOJnLTbbmAnuzSa4q\n1PLIuL6VXuM+dOgQl1xyCS+++CKTJk1Ca81DDz3EHXfcQUZGBt27dwc8DwSpjZkzZ7JixQoWLFhA\n//79Wb16da1rqvgoz9JT5UlJSXzwwQf06dOHlJQUFi9eXPug9UyucTcypUffE8/ryrurtnHZ35ew\neutet8sSQjRiTZs25fnnn+fZZ5+luLiYSy65hNdee63sEZw7duxg9+7dnHvuuXzwwQccPnyY/Px8\n0tLSKl1fdnY2gwcP5vHHH6dNmzZs27btuPnDhg3j3XffBTxH9/v27auxxvz8fNq2bUtRURFvvfVW\nHRPXjTTcjVBIUCB/vOxM3r0jHoDRM9OZ8d9MikuO1fBOIYRwRt++fenduzdz587l4osv5oYbbiA+\nPp6RI0eSmJhIfn4+/fr147rrrqNPnz5cdtllVT5S8/e//z29evUiNjaWoUOH0qdPn+PmP/LII3z2\n2WfExsYyb948oqKiCAsLq7a+P//5zwwePJhhw4Zx5pln1ltun2itjfqJiorStnrooYcafJsHDh/V\nD7yzRnf8w0f6qheX6q05B+t9G27kagi25tLa3myS6zcbN250oJL6t23btnpfZ2FhoS4qKtJaa71s\n2TLdp0+fet9GeZV91sAq7WM7aNyQp43tedwN5aP1v/DQ+9+BhmnX9GJUn9PdLkkI4SBThjx1QlZW\nFmPGjOHYsWM0adKEl156qcqj9/rQ6Ic8tXnktClTpri27St6n84n951DTFQYk+au4f/NX1dvQ6a6\nmctJtuYCe7NJLvNs37693tcZHR3NmjVrWLduHd98842jjbYTjGu4Szsr2Cg9Pd3V7bdv1ZR3kodw\n7/ndmLd6O6Ne+JrMXfl1Xq/buZxiay6wN5vkMs/BgwfdLsHvGNdwC2cFBQbwu4u789Ztg9l/qIhR\nLyxl3qptNb9RCGEc0y6VmsiJz1gablGpod0i+fi+s+nboRW/n7+e3727jsNHS9wuSwhRT0JDQ8nN\nzZXG20Faa3JzcwkNDa3X9UrnNFGtkmOav3+exT++yKL7aWG8fFN/Okc2c7ssIUQdFRUVsX37dqsf\nlewPQkNDad++/QnPFK9L5zTjGu7o6GidlZXldhmOSEtL89uhC7/M3MN9b6+huETzTGJvLuvVttbv\n9edcdWFrLrA3m+Qyj63ZGlWv8p077X3C1YwZM9wuoUrnxbRhwaRz6Hpqc+5861v+8vGmWg/Y4s+5\n6sLWXGBvNsllHpuz+cq4hlu4p134Kbx7xxBuHHwGryzZzM2vrSS34IjbZQkhRKMiDbc4KSFBgUy7\nuhd/TezNqq37GPmPpazffuJj84QQQjjDuIa7Xbt2bpfgmGnTprldQq2NGdCB9yYORSnF6Jnp/HtN\n1YMkmJTrZNiaC+zNJrnMY3M2XxnXcNd3t3p/EhMT43YJJ6VX+5b8555hxHUI54F31vHERxsrve5t\nWq7asjUX2JtNcpnH5my+Mq7hzs7OdrsEx4wePdrtEk5aZPMQ3rx9MOPjO/Lq0i3ckvINeYeKjlvG\nxFy1YWsusDeb5DKPzdl8ZVzDLfxPcGAAj10Zy9PX9mL55lyueulrftxt79C0QgjhJmm4Rb25buAZ\n/GvCEA4cLuLql75mccZut0sSQgjrGNdwh4eHu12CY0aMGOF2CXU2sFNr/nPPMNq3asqtKd/w2tIt\nXH65+bkqY8P+qoqt2SSXeWzO5ivjRk6TIU/NcOhoMfe/vZbPNu7ixsFn8OiongQHGvc9UQghHNGo\nRk7bunWr2yU4Jjk52e0S6k3TJkHMvKk/E8/rylsrfibp9ZXkHS6q+Y0GsWl/VWRrNsllHpuz+cqx\nhlspFaqUWqmUWqeU+l4p9VglyyQppfYopdZ6f26vab02D4hv2xjsAQGKP152JpHZn7Byy16ufXkZ\n2/YecrusemPb/irP1mySyzw2Z/OVk0fcR4DztdZ9gDjgUqXUkEqWe0drHef9edXBeoRLwnK+541b\nB7Mn/whXvfg13/68z+2ShBDCWI413Nqj9J6gYO9PnS+oBwUF1XUVfisiIsLtEhwRERFBfNcI3r9r\nKM1Cghg7azkL1v/qdll1Zuv+AnuzSS7z2JzNV452TlNKBQKrgW7Ai1rrP1SYnwT8BdgDZAIPaK23\nVbKeZCAZICIion+vXr3K5s2cOROAiRMnlk0bP348SUlJJCYmkpubC0B0dDSzZs1i+vTpLFiwoGzZ\nefPmkZmZydSpU8umTZ48mZEjR5KQkFA2LT4+nieffJIpU6aQnp5eNn3RokWkpaUd9wSbadOmERMT\nc9zAASNGjODBBx8kOTm57NRPREQE8+fPJyUlhdTU1EaRacI9D7Ar5iqOhLXj4jYFvDJ5DKNHjzY6\nk437STJJJsnkbKa6dE5Da+34DxAOLAJiK0yPAEK8/74D+KKmdXXq1Enb6vXXX3e7BEdUzHX4aLG+\n683VuuMfPtL/98F3urjkmDuF1ZGt+0tre7NJLvPYmg1YpX1sUxukV7nWer+34b60wvRcrXXpcyFf\nBfrXtK6cnJz6L9BPlP+mZpOKuUKDA/nH2L4kn9uFN9K3csc/V3P4aIlL1fnO1v0F9maTXOaxOZuv\nnOxV3kYpFe799ynARcAPFZZpW+6/o4BNTtUj/EtAgGLK5T14/MqefP7DLsbOXi7P9hZCiFpw8oi7\nLbBIKbUe+Ab4r9b6I6XU40qpUd5lJnlvFVsHTAKSHKxH+KGb4zsx86b+bPr1AIkz09mae9DtkoQQ\nwq8ZN3JabGys3rBhg9tlOCIjI4Pu3bu7XUa9q02u1Vv3clvqKoICFK8lDaR3e/8f2tbW/QX2ZpNc\n5rE1W6MaOU3YqX/H1rx351BCggK5ftZylmTucbskIYTwS8Y13DYPeVr+lgGb1DZX1zbNef+uoXSM\naMatKd/wwZodDldWN7buL7A3m+Qyj83ZfGVcwy3sdlqLUN65YwgDOrXi/nfWMnvJZrdLEkIIvyIN\nt/A7LUKDSb11EJf3imLax5v4yyebMK0vhhBCOMW48UMjIyPdLsEx48ePd7sER/iSKyQokH+M7Uer\npht45cvN7C04yl+u6UWQHz0a1Nb9BfZmk1zmsTmbr4zrVS7P425ctNY8978s/v55Fhf2OI0XbuhL\naHCg22UJIUSdNKpe5dnZ2W6X4JjExES3S3BEXXIppXjgopiygVrGv7aSA4X+8VxvW/cX2JtNcpnH\n5my+Mq7hLi4udrsEx5QOom+b+sh1c3wnnrsujtVb9zF21nJy/GCUNVv3F9ibTXKZx+ZsvjKu4RaN\n15Vx7Zh98wCy9xQwZmY6O017a2sAACAASURBVPYfdrskIYRocMY13KGhoW6X4Jjo6Gi3S3BEfeZK\nOPNU3rxtMHsKjjD65WVk7ymo+U0OsXV/gb3ZJJd5bM7mK+mcJoz0/S953DxnJQCptw4itl1LlysS\nQojaa1Sd03bt2uV2CY6ZPn262yU4wolcPU9vybsT4wkJCmDsrOWs+mlvvW+jJrbuL7A3m+Qyj83Z\nfGVcw71//363S3DMggUL3C7BEU7l6tqmOfPuHEpkWAjj5qzkq6yGHd/c1v0F9maTXOaxOZuvjGu4\nhSivXfgpvHtHPB0jmnJbyioWfr/T7ZKEEMJR0nAL47UJC+Ht5CGcdXoL7nrrW79/OIkQQtSFcZ3T\n4uLi9Nq1a90uwxE5OTlWDunaULkKjhQzIXUVy7fk8uTVvRg76AxHt2fr/gJ7s0ku89iarVF1Tiss\nLHS7BMdkZma6XYIjGipX85AgXr9lIMNj2vDQ+98xZ+kWR7dn6/4Ce7NJLvPYnM1XxjXcO3bYexp0\n6tSpbpfgiIbMFRocyCvjBnBZbBR//mgjL3yR5di2bN1fYG82yWUem7P5yriGW4iaNAkK4B9j+3J1\n33ZM/yyT6Qsz5LGgQghrGPdYTyFqIygwgGdH9yE0OIAXFv1IYVEJU0f0QCnldmlCCFEnxjXcUVFR\nbpfgmMmTJ7tdgiPcyhUQoHjy6l6EBAXy6tItFBaX8PioWAIC6qfxtnV/gb3ZJJd5bM7mK+N6lcuQ\np+Jkaa15+tMMZn6ZzZgB7fnLNb0JrKfGWwghfNGoepVnZGS4XYJjEhIS3C7BEW7nUkrxh0u7c/+F\n0by7aju/e3ctxSXH6rxet3M5ydZskss8NmfzlXGnyoXwhVKK+y+MITgwgGcWZlBUonnu+jiCA437\n7iqEaOSk4RaNyt0J3QgJCuCJBZs4WnKMF2/oR5MgabyFEOYw7i9W8+bN3S7BMfHx8W6X4Ah/y3X7\nOV14bFRP/rtxFxPfXE1hUYlP6/G3XPXJ1mySyzw2Z/OVdE4TjdZbK7Yy9d8bODemDbPG9Sc0ONDt\nkoQQjUSj6pxm88hpU6ZMcbsER/hrrhsHd+Sv1/bmq6w93Jb6DYePntyRt7/mqg+2ZpNc5rE5m6+M\na7gLCgrcLsEx6enpbpfgCH/ONWZgB6Yn9iE9O5dbUlZy6Ghxrd/rz7nqytZskss8NmfzlXENtxD1\n7dr+7fnbdXGs3LKXpNe+oeBI7RtvIYRoaNJwCwFcGdeO58f2ZfXP+xj/2kryC4vcLkkIISolndOE\nKOeT737l3rlr6NW+Jam3DqJFaLDbJQkhLNSoOqfl5eW5XYJj0tLS3C7BESbluqxXW164oR/fbc/j\n5jkrOVDNkbdJuU6Wrdkkl3lszuYr4xrunTt3ul2CY2bMmOF2CY4wLdelsVG8fFN/vv8lj3GvriDv\nUOWNt2m5Toat2SSXeWzO5ivjGm4hGsJFZ53GzJv6s+nXfG6aU3XjLYQQDU0abiGqcEGP03hlXH8y\nduZz45zl7D901O2ShBDCvIa7Xbt2bpfgmGnTprldgiNMzpVw5qm8cnN/MncVcOOrK45rvE3OVRNb\ns0ku89iczVfGNdyhoaFul+CYmJgYt0twhOm5Erqfyqxx/cnaXcANs1ew76Cn8TY9V3VszSa5zGNz\nNl8Z13BnZ2e7XYJjRo8e7XYJjrAh1/DupzL75gH8uMdz5L3v4FErclXF1mySyzw2Z/OVcQ23EG45\nL6ZNWeN9w6srKAk6xe2ShBCNkDTcQpyE82La8OrNA9i8p4CdZ45m70HpsCaEaFjGNdzh4eFul+CY\nESNGuF2CI2zLdW5MG14dP4CSZpHcMHu5lY23bfuslOQyj83ZfCVDngrho6+y9nB76io6RzbjXxOG\n0LpZE7dLEkIYolENebp161a3S3BMcnKy2yU4wtZc/3xmKq+OH8CWnIPcMHs5uQVH3C6p3ti6zySX\neWzO5ivjGu7CwkK3S3BMVlaW2yU4wuZc50S3Yc74gWzJOciNr66wpvG2eZ/ZyNZcYHc2XznWcCul\nQpVSK5VS65RS3yulHqtkmRCl1DtKqR+VUiuUUp2cqkcIp5wdHWll4y2E8E9OHnEfAc7XWvcB4oBL\nlVJDKixzG7BPa90N+BvwdE0rDQoKqvdC/UVERITbJTiiMeSyrfFuDPvMJrbmAruz+apBOqcppZoC\nS4E7tdYryk1fCDyqtU5XSgUBO4E2upqipHOa8GdLs3K4LfUbOkc2463bBxPRPMTtkoQQfshvO6cp\npQKVUmuB3cB/yzfaXu2AbQBa62IgD6j261Vubq4TpfqFlJQUt0twRGPKdXZ0JK8lmX/k3Zj2mQ1s\nzQV2Z/NVQx1xhwP/Bu7VWm8oN30DcKnWerv3/9nAYK11ToX3JwPJACEhIf3j4+PL5s2cOROAiRMn\nlk0bP348SUlJJCYmljX00dHRzJo1i+nTp7NgwYKyZefNm0dmZiZTp04tmzZ58mRGjhxJQkJC2bT4\n+HiefPJJpkyZQnp6etn0RYsWkZaWdtwzY6dNm0ZMTMxxQ/WNGDGCBx98kOTk5LLOFhEREcyfP5+U\nlBRSU1Mlk2GZSnNVlunicfeS1fYCggr3M+zIKlJeecGITDbuJ8lkdqbU1FQiIiKsypSUlFSnI+4G\nu49bKfUn4JDWenq5aSd9qjwsLEzn5+c7X7ALEhISWLRokdtl1LvGmuvrH3O4NcXM0+aNdZ+ZytZc\nYG82vzxVrpRq4z3SRil1CnAR8EOFxT4Exnv/nQh8UV2jLYRJhnWz47S5EMK/OHbErZTqDaQCgXi+\nILyrtX5cKfU4sEpr/aFSKhT4J9AX2Atcr7XeXN16Y2Nj9YYNG6pbxFgZGRl0797d7TLqXWPPZeKR\nd2PfZ6axNRfYm60uR9yO3VultV6Pp0GuOP1P5f5dCMgz24TVSo+8b035hhtfXWFM4y2E8E/GjZxm\n85Cn5Tsw2ERy/dZ4/5Rrxmlz2WdmsTUX2J3NV8Y13EKYalg3zyAtpjTeQgj/JA23EA2ofON9w+wV\n5EjjLYQ4ScY13JGRkW6X4Jjx48fXvJCBJNfxhnWL5LXxA9m61/NUMX9svGWfmcXWXGB3Nl/J87iF\ncMmyH3O4NfUbzmjdlH9NGEKkdFgTotHwy/u4nZKdne12CY5JTEx0uwRHSK7KDfV2WPt57yHGzlrO\nnnz/OfKWfWYWW3OB3dl8ZVzDXVxc7HYJjrF1HHbJVbWhXSN5PWkQ2/cdZuzs5ezO94/nzcs+M4ut\nucDubL4yruEWwjbxXSN4/ZaB7Nh3mLGzlrP7gH803kII/2Rcwx0aGup2CY6Jjo52uwRHSK6aDekS\nQcotA/k1r5DrZy9nl8uNt+wzs9iaC+zO5ivpnCaEH/nmp70kvbaSU1uEMnfCEKJa2vtFVYjGrFF1\nTtu1a5fbJThm+vTpNS9kIMlVewM7tSb11kHsPlDI9bPS+TXvcL1vozZkn5nF1lxgdzZfGddw79+/\n3+0SHFP+2bI2kVwnZ0Cn1rxx22ByCo5y3SvL2bG/4Rtv2WdmsTUX2J3NV8Y13EI0Bv07tuKftw1i\n38GjXPdKOtv2HnK7JCGEn5CGWwg/1feMVrx5+2AOHC7i+lnL+TlXGm8hhIGd0+Li4vTatWvdLsMR\nOTk5Vg7pKrnqZsOOPG58dQVNmwQyd8IQOkU2c3ybss/MYmsusDdbo+qcVlho7z2umZmZbpfgCMlV\nN7HtWjJ3whAKi0q4blY62XsKHN+m7DOz2JoL7M7mK+Ma7h07drhdgmOmTp3qdgmOkFx1d9bpLZib\nPITiEs31s5bz4+58R7cn+8wstuYCu7P5yriGW4jG6syoFrydPASA615Zzg87D7hckRDCDdJwC2GQ\n6NPCeCd5CMGBAYydtZwNO/LcLkkI0cCMa7ijoqLcLsExkydPdrsER0iu+tWlTXPeuWMITZsEccPs\n5azbVv9jG8g+M4utucDubL4yrle5DHkqhMe2vYe44dXl7D9YRMqtA+nfsbXbJQkhaqlR9SrPyMhw\nuwTHJCQkuF2CIySXMzq0bsq7d8QTGRbCuDkrWb65/h5/6HY2p0gu89iczVfGNdxCiN+0bXkK7yQP\noV34KSS9vpKvsva4XZIQwmHScAthuFNbhPJ28hA6RzbntpRV/G+jvQ/iEUIY2HA3b97c7RIcEx8f\n73YJjpBczotoHsLbE4bQ4/QWTHxzNQvW/1qn9flTtvokucxjczZfSec0ISySX1jErSnfsHrrPp5J\n7MO1/du7XZIQohKNqnOazSOnTZkyxe0SHCG5Gk5YaDCptw4ivmsEv5u3jjeXb/VpPf6YrT5ILvPY\nnM1XxjXcBQXOj9PslvT0dLdLcITkalhNmwQxZ/xALuxxKg9/sIFZS7JPeh3+mq2uJJd5bM7mK+Ma\nbiFEzUKDA3n5pv5c0bstT378A3/7byamXRYTQlQuyO0ChBDOCA4M4O/X96Vpk0D+/nkWBUeKeXhE\nD5RSbpcmhKgD6ZwmhOWOHdM8/tFGUpb9xHUDOvDkNb0IDJDGWwg3NarOaXl59j5UIS0tze0SHCG5\n3BUQoHhk5FlMOr8b76zaxqS313C0+Fi17zEl28mSXOaxOZuvjGu4d+7c6XYJjpkxY4bbJThCcrlP\nKcXki7sz5fIzWbD+Vya8sYrDR0uqXN6kbCdDcpnH5my+Mq7hFkL4Lvncrvzlml4sydrDuDkryDtc\n5HZJQoiTJA23EI3M2EFn8I+xfVm3fT9jZy1nT/4Rt0sSQpwE4xrudu3auV2CY6ZNm+Z2CY6QXP7n\nit6nM/vmAWzOKWDMK+ls23vouPkmZ6uO5DKPzdl8ZVzDHRoa6nYJjomJiXG7BEdILv80vPupvHX7\nYHILjpA4cxmZu/LL5pmerSqSyzw2Z/OVcQ13dvbJjwJlitGjR7tdgiMkl//q37E1706MR2sYPTOd\nb3/eB9iRrTKSyzw2Z/OVcQ23EKJ+nRnVgvfuHEp402BunL2CRRm73S5JCFENabiFEHRo3ZT5E4fS\npU0zJqSuoiCih9slCSGqYFzDHR4e7nYJjhkxYoTbJThCcpmhTVgIbycPYVDn1uzpNoJXv9rsdkn1\nzrZ9VsrWXGB3Nl/JkKdCiOMcKS7hgXfW8vF3O5lwTmceuqwHATJEqhD1qlENebp1q2/PFzZBcnKy\n2yU4QnKZJSQokKIvX+Hm+I7M/moLD7y7tsYhUk1h6z6zNRfYnc1Xxj0drLCw0O0SHJOVleV2CY6Q\nXOb5MSuLWaN6clqLUJ5ZmEFuwVFevqkfYaHBbpdWJ7buM1tzgd3ZfGXcEbcQomEopbg7oRvPJPYm\nfXMu172ynF0H7P3iLIQpHGu4lVIdlFKLlFIblVLfK6Xuq2SZ4UqpPKXUWu/Pn2pab1CQcScJai0i\nIsLtEhwhucxTPtvoAR2YM34AW3MPcs1Lxw/UYhpb95mtucDubL5yrHOaUqot0FZr/a1SKgxYDVyl\ntd5YbpnhwINa6ytqu17pnCaEOzbsyOOWlG84UlTCrJsHMKSL/EEVwld+2TlNa/2r1vpb77/zgU1A\nnQcaz83Nresq/FZKSorbJThCcpmnsmyx7Vry/p1DaRMWws1zVvKftTsavrA6snWf2ZoL7M7mqwa5\nxq2U6gT0BVZUMjteKbVOKfWJUqpnTevKycmp5+r8R2pqqtslOEJymaeqbB1aN+X9O4fR94xw7nt7\nLS98kYVJt5Taus9szQV2Z/OV4xeMlVLNgfeA+7XWByrM/hboqLUuUEpdDnwARFeyjmQgGSAkJISE\nhISyeTNnzgRg4sSJZdPGjx9PUlISiYmJZUfo0dHRzJo1i+nTp7NgwYKyZefNm0dmZiZTp04tmzZ5\n8mRGjhx53Hbi4+N58sknmTJlCunp6WXTFy1aRFpa2nEPe582bRoxMTHHjbE7YsQIHnzwQZKTk8t6\nSUZERDB//nxSUlLKfjkTEhKsywSQkZFhXabSXDZlKv3dA8pqqCxT1+juXH3BRKZ/lsnMN98j8qf/\novQxv85Uup8SEhKs2U/lf/dSUlKsyzR+/HgA6zIlJSVRF44OwKKUCgY+AhZqrWfUYvmfgAFa6yoP\nq8PCwnR+vrmdY6qTkJDAokWL3C6j3kku89Qmm9aav/0vi+c/z2Jo1whevrE/LZv69+1itu4zW3OB\nvdnqco3byc5pCkgF9mqt769imShgl9ZaK6UGAfPxHIFXWVRsbKzesGGDIzW7LSMjg+7du7tdRr2T\nXOY5mWzvrd7OH99fT4fWTXk9aSAdI5o5XJ3vbN1ntuYCe7P5Zec0YBgwDji/3O1elyulJiqlSs8b\nJAIblFLrgOeB66trtIUQ/ufa/u1587bB7D14lKte/JqVW/a6XZIQVjNurHI5VW4eyWUeX7JtyTnI\nbSnfsG3fIZ68uhejB3RwqDrf2brPbM0F9mbz1yNuIUQj0jmyGf++axiDOrfm9/PX85ePN1FyzKwD\nAyFMIA23EKLetGwaTMotgxg3pCOvLNlM8huryC8scrssIaxiXMMdGRnpdgmOKb31wTaSyzx1yRYc\nGMCfr4rlz1f2ZHHmHq5+aRk/5Rysx+p8Z+s+szUX2J3NV8Zd45YhT4Uwx7LsHO5661u0hhdu6Ms5\n0W3cLkkIv9CornFnZ2e7XYJjEhMT3S7BEZLLPPWVbWjXSD68+2yiWoQy/rWVzF6y2dWR1mzdZ7bm\nAruz+cq4hru4uNjtEhxj6zjskss89ZntjIimvHfXUC7pGcW0jzdx39trOXy0pN7WfzJs3We25gK7\ns/nKuIZbCGGe5iFBvHRjP35/SXfS1v/CNS8vY9veQ26XJYSRjGu4Q0ND3S7BMdHRJwzTbgXJZR4n\nsimluDuhG68lDWTHvkNc8Y+lLMrYXe/bqY6t+8zWXGB3Nl9J5zQhRIPbmnuQiW9+yw87D3D/BTHc\ne343AgKU22UJ0WAaVee0Xbt2uV2CY6ZPn+52CY6QXOZxOlvHiGa8f+dQro5rx9/+l8mtqd+w7+BR\nR7cJ9u4zW3OB3dl8ZVzDvX//frdLcEz5R9TZRHKZpyGyndIkkGfH9OHPV8Wy7MdcrvjHUtb8vM/R\nbdq6z2zNBXZn85VxDbcQwh5KKcYN6cj8O+NRCsa8ks7rX29x9ZYxIfydNNxCCNf1bh/OgnvP4byY\nU3ksbSN3/HM1eYdkqFQhKmNc57S4uDi9du1at8twRE5OjpVDukou87iVTWvNnKVbePrTHzg1LJR/\n3NCXfme0qrf127rPbM0F9mZrVJ3TCgsL3S7BMZmZmW6X4AjJZR63simluP2cLsybONRz6nxmOi8u\n+rHenjJm6z6zNRfYnc1XxjXcO3bscLsEx0ydOtXtEhwhuczjdra4DuEsmHQOl8RG8czCDMbNWcGu\nA3X/0u52LqfYmgvszuYr4xpuIUTj0PKUYF4Y25e/XtubNT/v59LnlrDw+51ulyWE66ThFkL4LaUU\nYwZ24KNJZ9Ou1Snc8c/V/GH+egqO2PvMAiFqYlzDHRUV5XYJjpk8ebLbJThCcpnH37J1bdOc9+8c\nxt0JXXl39TYu//tXrN6696TX42+56outucDubL4yrle5DHkqROO2csteJr+7ll/2H2bCuV144MIY\nQoMD3S5LiJPSqHqVZ2RkuF2CYxISEtwuwRGSyzz+nG1Q59Z8ct85XDewA698uZlRLyxlw468Wr3X\nn3PVha25wO5svjKu4RZCiLDQYP5yTW9ev2Ug+w8VceWLXzN9YQZHit15zrcQDUkabiGEsRK6n8p/\nHziPq+La8cKiH7nieefHOxfCbUFVzVBKpQFVXgDXWo9ypKIaNG/e3I3NNoj4+Hi3S3CE5DKPSdla\nNg3m2TF9uKJPW6a8/x3XvryM8UM78eDF3WkWcvyfOJNynQxbc4Hd2XxVZec0pdR51b1Ra/2lIxXV\nQDqnCSGqkl9YxNOf/sCby3+mXfgpPHFVLAlnnup2WUKcwJHOaVrrL0t/gJXAzgrTXGHzyGlTpkxx\nuwRHSC7zmJotLDSYJ67qxfyJ8TRtEsgtKd9w91vfsjPPM+qaqblqYmsusDubr2q8xq2UGgmsBT71\n/j9OKfWh04VVpaCgwK1NOy49Pd3tEhwhucxjerYBnVrz0aSz+d1FMfxv0y4ueHYxr361mWXLV7hd\nmiNM31/VsTmbr2rTOe1RYBCwH0BrvRbo7GBNQghRZyFBgdx7QTT/feA8BnVuzRMLNrEjdhzLsnPc\nLk2IOqlNw12kta54k6RZo7YIIRqtMyKa8lrSQF4Z1x8d0IQbZq/g7re+Zfu+Q26XJoRPahw5TSk1\nB/gc+CNwLTAJCNZaT3S+vBNJ5zQhhK8Ki0qYtWQzLy3+Ea1hwjldmDi8K81DqrzBRghHOD1y2r1A\nT+AIMBc4ANzvy8bqQ15e7UZIMlFaWprbJThCcpnH1mz//fRjJl0Qzee/G84lPaN4YdGPDH9mMW+v\n/LnenvntBlv3F9idzVe1HqtcKdUC0FrrfGdLql5YWJjOz3e1BMckJCSwaNEit8uod5LLPLZmq5hr\nzc/7eGLBJlZv3Uf0qc35/SXdueis01BKuVjlybN1f4G92Rw94lZKDVRKfQesB75TSq1TSvX3ZWNC\nCOFP+p7RivkT43npxn6UHNMk/3M1iTPTWbE51+3ShKhSbU6VzwHu0lp30lp3Au4GXne0KiGEaCBK\nKS7v1ZaFD5zLk1f3YtveQ1w3azk3vbqC1Vtl+FThf2rTOW2N1rpvhWnfaq37OVpZFc4880z9ww8/\nuLFpxy1btoyhQ4e6XUa9k1zmsTVbbXIVFpXw5vKtvLw4m9yDRzkvpg2TLuhG/46tG6jKk2fr/gJ7\ns9XlVHl1Q56WNsw3A6fg6ZimgeuAQq21K083j4uL02vXrnVj047LyckhMjLS7TLqneQyj63ZTibX\noaPFpC7byuyvNrP34FGGdGnNvedHM7RrhN9dA7d1f4G92ZxquKvrDaC11uf7ssG6ks5p5pFc5rE1\nmy+5Dh0t5l8rfmbWks3szj9Cr3YtST63C5fFRhEU6B8PWLR1f4G92erScFd586LWWp5eLoRo9Jo2\nCeL2c7pw05COvPftdl79agv3zl1Dh9ancMvQziQOaE+L0GC3yxSNSK1GHVBKjcBzL3do6TSt9eNO\nFSWEEP4mNDiQGwd3ZOzAM/jvpl3MWrKZxz/ayLOfZZDYvz3j4jvR7VR7Hzss/EeNDbdSaibQFEgA\nXgUS8TwtzBXh4eFubdpxI0aMcLsER0gu89iarT5yBQQoLukZxSU9o1i/fT8py35i7sptpKZvZUiX\n1twwuCOX9DyNkKDAeqi4dmzdX2B3Nl/Vplf5eq1173KvzYFPtNbnNEyJx5MhT4UQ/mZP/hHeXbWN\nt7/5mW17D9O6WROujDudxP7t6Xl6S7fLE37I6SFPD3tfDymlTgeKgLa+bKw+bN261a1NOy45Odnt\nEhwhucxjazancrUJC+HuhG58+WACqbcOYkiX1ry1/GdGPL+US59bwitfZrNj/+GaV+QjG/dXcckx\nvsraw00TXRth22/V5hr3R0qpcOAZ4Fs8t4S96mhV1SgsLHRr047LyspyuwRHSC7z2JrN6VwBAYrz\nYtpwXkwb9h86Stq6X5i/ejt/+eQH/vLJDwzo2Iorerfl4p5RnB5+Sr1t15b9VVxyjJVb9vLRd7/y\n6Yad7D14lJYHw9wuy+/U2HBrrf/s/ed7SqmPgNBKHvMphBCinPCmTRgX34lx8Z3YmnuQtHW/kLbu\nVx5N28ijaRvp3b4ll/SMIqH7qfRoG+Z394Y3lIIjxSzJ3MP/Nu7ii4zd7D9URNMmgVzY4zRG9G7L\nk/c+53aJfqfKhlspdU0189Bav+9MSdULCrL38XsRERFul+AIyWUeW7O5latjRDPuOT+ae86PJntP\nAQu/38nC73fxzMIMnlmYwWktQkjofirDukUytGsEEc1DTmr9Ju2vkmOajb8cYEnWHpZk7mH11n0U\nH9OENw3m/DNP5eKzTuO8mFM5pYmnc9/s1tJHoKLqBmCpbjxyrbW+1ZmSqied04QQtth9oJDFmXtY\nnLGbrzJzyD9SDMCZUWEM7tya/p1aM6Bjq3o9rd7QCotK+P6XPFZv3ceKzXtZ+dNe8gs9OXue3oJz\nvZcWBnRs5TcD2jQER0ZOqyulVAfgDeA0PNfFZ2mt/15hGQX8HbgcOAQkaa2/rW69nTt31lu2bHGk\nZrelpKSQlJTkdhn1TnKZx9Zs/pyruOQYG345wNc/5rAsO4c1P+/n0NESAKJahNKrfUt6tfP8dI8K\no23L0LLT6/6Sq7CohMxd+Wz85QDf/3KA9Tvy2PhLHkUlnnamS2QzBneJYEiX1sR3jeDUsNAa1ug/\n2eqbvzbcbYG2WutvlVJhwGrgKq31xnLLXA7ci6fhHgz8XWs9uLr1ypCn5pFc5rE1m0m5ikuOsenX\nfFZt3cu6bftZvyOPLTkHKf2THRYSRPRpzenSpjmffzCXx//fJDq0bkrblqFENg8hMMCZa+aHjhbz\na14h2/YeYtu+w2zbe4js3QX8uKeAn/ceKquveUgQZ53egr5nhNPvjFb0PSO8Vg11RSbts5PhyJCn\ndaW1/hX41fvvfKXUJqAdsLHcYlcCb2jPt4flSqlwpVRb73uFEKLRCgoM8Bxlt//tGm/BkWI2/nKA\nzF35ZO7KJ2NnPl9l7WFfh3O4d+6a394boGgTFkLrZk1o3awJEc2a0Dw0iGYhQYSFBBESFEhQoCI4\nMIAApTimNce0prhEU1hcQuHREg4dLSG/sJj9h4+y/1ARuQePsutAYdlp7lJNggLoHNGM2HYtuSqu\nHd2jwuh5egs6tGpKgENfHhq7BunppZTqBPQFVlSY1Q7YVu7/273Tjmu4lVLJQDJASEgICQm/DaM+\nc+ZMACZOnFg2bfz48SQlJZGYmEhubi4A0dHRzJo1i+nTp7NgwYKyZefNm0dmZiZTp04tmzZ58mRG\njhx53Hbi4+N58sknP57CkwAAIABJREFUmTJlCunp6WXTFy1aRFpaGjNmzCibNm3aNGJiYhg9enTZ\ntBEjRvDggw+SnJxcdutGREQE8+fPJyUlhdTUVMDz7dK2TAAZGRnWZSrNZVOm0t89oKwGWzKV7qeE\nhAQrMg1sFczE56bQFOgYEMxlo8cx4NyLeXz68+QVBZDfpDlFLSMJ6nom67J/oeBIMTqwCTqgFn/2\ntUYdKyI0UNMxKpK9O7dTsHcXQUcLaHW0gId/dy8/b1rD+2/MIrCogKPAjdOmERNzRr3tJ/D87gFG\n76fKMtX11H9tRk4bDXzqPWp+GOgHPFHTtehy728OfAlMq9gT3Xt72VNa66Xe/38O/EFrXWXvs9jY\nWL1hw4babNo4GRkZdO/e3e0y6p3kMo+t2SQXHC0+xtGSYxQVH6Po2DGOHYOAAAhQiqAARWhwICFB\nAX5ze5qt+8zpU+X/p7Wep5Q6G7gQz0AsL+O5Jl1TYcHAe8BbVdw+tgPoUO7/7b3ThBBCOKBJUABN\nggLg5O44E36kNn3vS7yvI/D0DF8ANKnpTd4e43OATVrrGVUs9iFws/IYAuTVdH3b5iFPy59OsYnk\nMo+t2SSXeWzO5qvaHHHvUEq9AlwEPK2UCqF2Df4wYBzwnVJqrXfaFOAMAK31TOBjPD3Kf8RzO9gt\nJ1e+EEII0bjUpuEeA1wKTNda7/fe5vX7mt7kvW5d7UUSb2/yu2tTqBBCCCGqH/K0hdb6ABAKLPZO\naw0cAVwbuiwyMtKtTTuutAelbSSXeWzNJrnMY3M2X1U35OlHWusrlFJb8Ix8Vv7oWWutuzREgRXJ\nkKdCCCFM58jzuLXWV3hfO2utu3hfS39cabQBsrOz3dq04xITE90uwRGSyzy2ZpNc5rE5m69q7GSm\nlLqtwv8DlVKPOFdS9YqLi2teyFClAwzYRnKZx9Zskss8NmfzVW16h1+glPpYKdVWKRULLAfkyeZC\nCCGEC2rsVa61vkEpdR3wHXAQuEFr/bXjlVUhNPTkB6k3RXR0tNslOEJymcfWbJLLPDZn81VthjyN\nBlLxNNw98DwkZLLW+pDz5Z1IOqcJIYQwnSOd08pJwzPs6R3AeUAW8I0vG6sPu3btcmvTjps+fbrb\nJThCcpnH1mySyzw2Z/NVbRruQVrrz8FzD5jW+lngamfLqtr+/fvd2rTjyj/pxiaSyzy2ZpNc5rE5\nm69qc437gLdT2ll4BmMplelYVUIIIYSoVI0Nt/fWr+F4Gu6PgcuApcAbjlYmhBBCiBPUpnPad0Af\nYI3Wuo9S6jTgTa31RQ1RYEVxcXF67dq1NS9ooJycHCuHdJVc5rE1m+Qyj63ZnO6cdlhrfQwoVkq1\nAHZz/DO0G1RhYaFbm3ZcZqadVx8kl3lszSa5zGNzNl/VpuFepZQKB2YDq4FvgXRHq6rGjh073Nq0\n46ZOnep2CY6QXOaxNZvkMo/N2XxVm85pd3n/OVMp9SnQQmu93tmyhBBCCFGZ2jyPu4zW+ieH6hBC\nCCFELdTmVLlfiYqKcrsEx0yePNntEhwhucxjazbJZR6bs/mquudxfwzc5W9H2TLkqRBCCNM51av8\ndeAzpdRUpVSwb6XVv4yMDLdLcExCQoLbJThCcpnH1mySyzw2Z/NVlde4tdbzlFKfAP+Hp2f5P4Fj\n5ebPaID6hBBCCFFOTZ3TjuJ5lGcInmdwH6t+cSGEEEI4qcqGWyl1KTAD+BDo59ZjPCtq3ry52yU4\nJj4+3u0SHCG5zGNrNsllHpuz+aq6zmlfARO11t83bEnVk85pQgghTOdI5zSt9Tn+1miD3SOnTZky\nxe0SHCG5zGNrNsllHpuz+cq4+7gLCgrcLsEx6emujSTrKMllHluzSS7z2JzNV8Y13EIIIURjJg23\nEEIIYZAan8ftb6RzmhBCCNM5/Txuv5KXl+d2CY5JS0tzuwRHSC7z2JpNcpnH5my+Mq7h3rlzp9sl\nOGbGDDsHo5Nc5rE1m+Qyj83ZfGVcwy2EEEI0ZtJwCyGEEAYxruFu166d2yU4Ztq0aW6X4AjJZR5b\ns0ku89iczVfGNdyhoaFul+CYmJgYt0twhOQyj63ZJJd5bM7mK+Ma7uzsbLdLcMzo0aPdLsERkss8\ntmaTXOaxOZuvjGu4hRBCiMZMGm4hhBDCIMY13OHh4W6X4JgRI0a4XYIjJJd5bM0mucxjczZfyZCn\nQgghRANrVEOebt261e0SHJOcnOx2CY6QXOaxNZvkMo/N2XxlXMNdWFjodgmOycrKcrsER0gu89ia\nTXKZx+ZsvjKu4RZCCCEaM+Ma7qCgILdLcExERITbJThCcpnH1mySyzw2Z/OVdE4TQgghGlij6pyW\nm5vrdgmOSUlJcbsER0gu89iaTXKZx+ZsvnKs4VZKvaaU2q2U2lDF/OFKqTyl1Frvz59qs96cnJz6\nLdSPpKamul2CIySXeWzNJrnMY3M2Xzl5wTgFeAF4o5plvtJaX+FgDUIIIYRVHDvi1lovAfY6tX4h\nhBCiMXL7Gne8UmqdUuoTpVTP2ryhY8eOTtfkmpkzZ7pdgiMkl3lszSa5zGNzNl+5eW/Vt0BHrXWB\nUupy4AMgurIFlVLJQDJ4xipPSEgom1e6UydOnFg2bfz48SQlJZGYmFjWmS06OppZs2Yxffp0FixY\nULbsvHnzyMzMZOrUqWXTJk+ezMiRI4/bTnx8PE8++SRTpkwhPT29bPqiRYtIS0tjxowZZdOmTZtG\nTEzMcY+jGzFiBA8++CDJycllAwpEREQwf/58UlJSjruOI5nMyPTQQw9Zl8nG/SSZzM4UHx9vXaak\npCTqwtHbwZRSnYCPtNaxtVj2J2CA1rra3mdhYWE6Pz+/XurzNwkJCSxatMjtMuqd5DKPrdkkl3ls\nzWbk7WBKqSillPL+e5C3Fnvv9RJCCCHqgWOnypVSc4HhQKRSajvwCBAMoLWeCSQCdyqlioHDwPXa\ntNFghBBCiAbmWMOttR5bw/wX8NwudlIiIyN9rsnfjR8/3u0SHCG5/n97dx4fVXX+cfzzsEY2kaCA\niBsGFFEQFImoGFck4tJC3QUVI+4tRVvhV61tQW0jVgVBqhbqLlgXBKuo4EZQRBFwCRiVTUADAgYI\nkOT8/jgDRgyQTObmzDnzvF+vvEwml8nz5eA8ufeeOcc/oWbTXP4JOVu8dMlTpZRSqoZ5eY87XgUF\nBa5LiEzfvn1dlxAJzeWfULNpLv+EnC1e3jXukpIS1yVEJtR12DWXf0LNprn8E3K2eHnXuJVSSqWI\nzUWk1Sp1XUXS8W5z67S0NNclRCYjo8L1Z7ynufwTajbN5YlvP4Y542H+JAYceYjrapKOTk5TSinl\n3pYNMH8izH4EVs6DOntAx19BtxzYt7Pr6hIupSanrVq1ynUJkcnNzXVdQiQ0l39Czaa5ktDqAnjl\nj3DPYTD5JjBl0DsXhuTDuQ+S++TrritMOt417rVr17ouITLl190NiebyT6jZNFeSMAa+mgFPng8P\ndIXZD0PGaXDFqzDoXeh2FaTtCXiYrQZ4d49bKaWUp0q3woLnYOYDsGoBNGgOPW+Bo6+Exi1cV+cN\nbdxKKaWitbnITjab9SCsXw57HwZnj4Ij+kHdcCccR8W7yWmdO3c2c+fOdV1GJAoLC4Nc0lVz+SfU\nbJqrhm1cAx+Mg1ljoHgtHHA89LgRDjkNalXuTm3SZqumlJqcVlxc7LqEyCxcuNB1CZHQXP4JNZvm\nqiEbCmHabfDPI2DGnXBADxj4Blw+BdqdUemmDUmYLQl4d8at+3H7R3P5J9RsmitiRd/BzPvtW7pK\niuHwX8EJg6HF4XE/ZdJkS7DqnHHrPW6llFLVs3ENvHefvSxeUmzvXZ94MzQPbGGYJKGNWymlVHyK\n10PeaPuxpcg27J5/gOa62lmUvGvcLVu2dF1CZAYPHuy6hEhoLv+Emk1zJcjWYvve63fugU1r4LCz\nIWso7HNYwn9UqGNWHd7d49YlT5VSypGyUvjkKZg+wr6tq+3JcMptsO9RrivzTkrNKs/Pz3ddQmSy\nsrJclxAJzeWfULNprjgZA4umwdjj4cXroHFL6D8ZLn0+8qYd6phVh3eXypVSStWglfPh1WHw9Vuw\n10HQbzx0OBdEXFeWsrRxK6WU+qX1K+DNv8HcJ2CPptDrbjj6CqhTz3VlKc+7xt2oUSPXJUQmMzPT\ndQmR0Fz+CTWb5qqErZsgbxS8cy+UboHM6+DEIbDHXon7GVUQ6phVh05OU0opZe9jf/YivPYnWLcE\nDj0LTv8rNDvYdWVBSqnJacuXL3ddQmSGDh3quoRIaC7/hJpNc+3Eqk9hQh+Y2B/SmtiJZxc8kRRN\nO9Qxqw7vLpUXFRW5LiEyeXl5rkuIhObyT6jZNNcONv0A0++078lOawLZ90DXy6FW7cQWWA2hjll1\neNe4lVJKVVNZGXzyJEy73S6gcvQVkDUMGjRzXZmqBG3cSimVSlbMgym/h2UfQJtjoffz0OpI11Wp\nKtDJaUoplQqK18P04XYjkD2awWl/gU4XVmmLTZU4KTU5bd26da5LiMzkyZNdlxAJzeWfULOlZC5j\nYMFzMOoYeP8he1n8hg/hqIu9aNqhjll1JP+o7WDlypWuS4jMyJEjXZcQCc3ln1CzpVyuNV/B47+C\nSVfYZUqvesNOQHP0nux4hDpm1aH3uJVSKjQlW2DmffB2LtSqC2f+HY4ZmFSzxVX8tHErpVRIlsyC\nyTfB919Ah3Og113QZF/XVakE8q5xt27d2nUJkRk+fLjrEiKhufwTaragc21aC2/cAR8+Cnu2gQuf\ngfa9XJdWbaGOWXV417jT0tJclxCZdu3auS4hEprLP6FmCzVXx9pfw+jLYcN30P06yBoK9cPY1yHU\nMasO7yanFRQUuC4hMv369XNdQiQ0l39CzRZcrvUr4OmLafLKtdBobxj4BvQaEUzThgDHLAG8O+NW\nSqmUV1YGH02AabdB6RYe+mpfrv7TdKhd13VlqgZ4d8atlFIpbXUB/OdsePm30KoTXDOTp5e21Kad\nQrw7427atKnrEiKTnZ3tuoRIaC7/hJrN61ylJTBrNEwfAbXrQZ/7octlIOJ3rt0IOVu8dMlTpZRK\ndqs+hRevg28/hva97SIq+hYvr6XUkqeLFy92XUJkcnJyXJcQCc3ln1CzeZerZAvMuAse6glrl0Lf\nR+GCJ3/RtL3LVQUhZ4uXd5fKi4uLXZcQmUWLFrkuIRKayz+hZvMq17cfw4vXw6oFcEQ/6HU3NEyv\n8FCvclVRyNni5V3jVkqpoJVstmfZ790HDfeGC56CQ3u7rkolEe8ad5063pVcaenpFf827TvN5Z9Q\nsyV9rmUfwgvXQmE+dL4EzhgOe+x+Qm7S56qGkLPFSyenKaWUa1s32dnieaOgcSs7YzzjVNdVqQil\n1OS01atXuy4hMuPHj3ddQiQ0l39CzZaUuZZ+AGNPgJmxt3ddO6vKTTspcyVIyNni5V3jLiwsdF1C\nZCZMmOC6hEhoLv+Emi2pcm3dBK8Og0dOh5JiuPQF6HMfpDWp8lMlVa4ECzlbvCJr3CLyqIh8JyIL\ndvJ9EZH7ReRLEZknIl2iqkUppZLKklkwpoe9NH705XBtHrTNcl2V8kSUZ9zjgV3tKXcmkBH7yAHG\nRFiLUkq5t2WjPct+tBeUboXLXoSz7oX6jV1XpjwS6eQ0ETkQeNkY07GC7z0EzDDGPBX7Oh84yRiz\nYlfP2bFjR7NgQYUn8d7Lz8+nffv2rstIOM3ln1CzOc21ZJadMb6mAI6+Ek67I2ENO9TxgnCzVWdy\nmsv3VrUGlpb7elnssV02bqWU8sqWjfDm32DWg7BnG3uWffBJrqtSHvPiTdEikoO9nE79+vXJyvrp\nXtDYsWMBGDRo0PbH+vfvz4ABA+jbt+/2WegZGRmMGzeO3NxcpkyZsv3YiRMnsnDhQoYNG7b9scGD\nB9OnT5+f/ZzMzExGjBjB0KFDycvL2/749OnTmTx5MiNHjtz+2PDhw2nXrt3P9pHNzs5myJAh5OTk\nbF8JKD09nUmTJjF+/PifTcDQTH5k2pYrpEwhjpPLTB2bFPHAKaWwpoAXlzfnoXf3YtNLdzB8eD1v\nM9X0OE2YMIH09PSgMg0YMIDq8O5SeePGjc2PP/4YQbXuZWVlMX36dNdlJJzm8k+o2Wos145n2ec8\nEOlZdqjjBeFm8/VS+UvA9SLyNHAssG53TVsppZJehPeylYIIG7eIPAWcBDQXkWXA7UBdAGPMWGAq\n0Bv4EtgIXF6Z523evHkU5SaF/v37uy4hEprLP6FmizTXL+5lvwQH94zu55UT6nhB2NnipUueJoPS\nrfZ/+ONugIbh/mKiVLAW59n9stcUwDED4dQ/61m22qWUWvK0oKDAdQmJt+xDyBvNujsPhU+fd11N\nwvXt29d1CZEINReEmy3hubZsgFf+CP8+E8q2Qv/JkH1PjTftUMcLws4WL+8ad0lJiesSEu+ATLj6\nbVZsrAsTB8Azl0LRd66rSphQ15cPNReEmy2hub55F8YcB++PgW5XwTV5cNCJiXv+Kgh1vCDsbPHy\nrnEHq0UHrvu4PZxyOyz8H4w+FuZNBM9uZSgVvM0/wpTfw/hsQGDAVOj9D6jfyHVlKkV417jT0tJc\nlxCZthnt4ITBMOhdSG8L/x0IT18EP650XVq1ZGRkuC4hEqHmgnCzVTtXwZvw4HEw+xHofh1c8x4c\n2CMxxVVDqOMFYWeLl05OS1ZlpTBrDLz5V6hTH84YAZ0vBhHXlSmVejathdf+Dz5+DNIz4JzRsP+x\nrqtSHkupyWmrVq1yXUJkcnNzf/qiVm047nq4Zia06GhnrD7+K1i7xF2BcfpZroCEmgvCzRZXrvxX\n4MHuMPdJ6PFbGPRO0jXtUMcLws4WL+8a99q1a12XEJnyy/dtl94W+r8MvXNh6Qcwuju8Pw7Kymq+\nwDhVmCsAoeaCcLNVKdeGQph0JTx1ATRIh6vesIup1N0jugLjFOp4QdjZ4uVd405JtWrZWavX5tnf\n9F+52b795PuFritTKjzGwLxnYdQx8NmLcNJQuGo67HuU68qUArRx+6Xp/nDJf+HcsfD9FzC2B7z9\nDyjZ4roypcKwdik8+Rv471X2ategd+CkP0Cdeq4rU2o77yande7c2cydO9d1GZEoLCys/JKuRd/B\n1Jvhsxdgn8Ph7Adgv67RFhinKuXySKi5INxsO81VVmpnir9xhz3jPuVP0C3HzjXxQKjjBeFmS6nJ\nacXFxa5LiMzChVW49N1oH/jNBLjgSdj0Azx8il3BaXNRdAXGqUq5PBJqLgg3W4W5Vn0Gj/ayt6Da\nHGtvSXW/xpumDeGOF4SdLV7enXHrtp4VKF4Pr/8ZPnzEbm6QfQ+0OyPh9cUr1G35Qs0F4Wb7Wa6t\nxfZW03v/hPpNoNddcORvvHzLZajjBeFmS6kzblWBtCZw1ki44lWo19Deo5s4wPuFW5SKzNdv2+VK\n38mFI/rB9R9Cp/O9bNoq9WjjDsn+3eHqdyBrGHwx1c6Knf2wV28dUypKe9bdCs8Pggl9wJTCpS/A\neWOhYbrr0pSqNO8ad8uWLV2XEJnBgwdX/0nq1IOet9iFW/btbNdUfvR0WLmg+s8dp4TkSkKh5oIA\ns5WVwUeP8ewJX8P8SXDCELh2FrTNcl1ZQgQ3XuWEnC1e3t3jTpklTxPBGJj3DLw61C7Z2P0aOOlW\n3QxBpZZVn8GUwbAkD/bPhLPuhX0Oc12VSnEpdY87Pz/fdQmRycpK8G//ItDpAnv/rsulkDcKRnez\ni0rU4C9sCc+VJELNBYFk21wEr/0JHjoBvs+Hc0Zz8mPFQTbtIMZrJ0LOFi/vGreKQ4Nm0Oc+uHIa\n7NEMnr0MHv81rC5wXZlSiWcMfPq8neMx837odCHcMAeOugSDTj5T/tPGnUradIOcGdDrblg2226c\n8ObfYMtG15UplRiFi+Cx8+y7Khqm219Wzxllf3lVKhDeNe5GjcK9P5uZmRn9D6ldB7oPspfPDz/P\nvo911DH2DCWiy+c1ksuBUHOBh9k2/2gviz+YCcvnwJl/h6tm2F9Wy/EuVyWFmgvCzhYvnZyW6hbP\nhKm3wKr5cNCJ9my8RQfXVSlVOcbA/Im2aRethM6XwKm325UFlUpiKTU5bfny5a5LiMzQoUNr/oce\ncJy9fN47F1bMsxuXTBkCG9ck7Ec4yVUDQs0FnmRbPgceOd1uCNKkFQx8A84dvcum7UWuOISaC8LO\nFi/vGndRUfKtxZ0oeXl5bn5w7Tp229AbP4ajr7RLp95/FLz/EJRurfbTO8sVsVBzQZJnW78Cnr8G\n/nUy/PANnPMgDHwT9tv9yUtS56qGUHNB2Nni5V3jVhFq0Ayyc2HQu9CqE7xyi10WcuGrNfr2MaUq\ntGUjzLgbHugCCyZBj5tis8UvtnvWK5Ui9F+7+qUWh8NlL8KFT4Mps2uf/+ccWPGJ68pUKiorhblP\nwgNdYcYIyDgdrvsATvuLXadfqRSjk9PUrpVutfsUv3WXXX3tyPPh5P+Dpm1cV6ZSwZevw7TbYdUC\naN0VTh8OB+gsY+W/lJqctm7dOtclRGby5MmuS/il2nXt28dunAs9brRvG3ugK7w6rNIT2JIyVwKE\nmguSINvyj2DC2XahoC1F0PffdvJZNZu281wRCTUXhJ0tXt6dcet+3I6tXQrTR8AnT9k9jHvcaNdA\nr9dwp3/Ei1xxCDUXOMxW+CW8+Vf47AVokG43AznmSqhTPyFPH+qYhZoLws2WUmfcyrGmbeC8MXb3\nsQN72BfZ+zrDrLFQstl1dcpXa5fAi9fZtfQXTYOef7BXeTKvTVjTVioUdVwXoDzVogNc+BQs/QDe\n+Av87w8w8wE4cQh0vthuL6rU7qz/Ft4ZCXPGg9SCY6+G43+nC6gotQveXSo/9NBDzRdffOG6jEjM\nnDmT4447znUZ8fnqLXv2vWw27Lk/nPh76HQR1Knnd65dCDUX1EC29d/Cu/fahm3K4KhL4cSbYc/W\n0f1Mwh2zUHNBuNmqc6ncuzPutLQ01yVEpl27dq5LiN/BPe2SqQVvwPQ7YfJN8HYu9LiJdgf3dl1d\nJLwer92ILNsPi+G9++Djx8GUQueL4ITfw14HRvPzdhDqmIWaC8LOFi/v7nEXFIS7FWW/fv1cl1A9\nInDIqTDwdbj4OWiyL0wdgtx3JLx3v90IIiDej9cuJDxb4SJ44Vq7eMpH/7H7xN8wB85+oMaaNoQ7\nZqHmgrCzxcu7M27lARHIOBUOOQW+eZdv/nkh6dP+BO/kwjFX2fuYeg8zNSydDe/9E76YYieZHTMQ\njrsx8kviSoVMG7eKjggcdAJD5mUw/bFceO9eeOceO4mt84XQ/VrYu73rKlWilZVC/iuQNxqWzIS0\npnbSYrerodHerqtTynveNe6mTZu6LiEy2dnZrkuIRHZ2NuzXFc5/3L5Pd+b9MPcpOzHpkNPsW34O\nzrKN3iOhjhfEmW3zj3Zp0llj4Iev7STFM+6ELpdB/UaJLzIOoY5ZqLkg7Gzx8m5WuS55GogNhfDh\no/DBv2DDd9C8nb2M3ukCXX/aN4WL7DjOfRK2/Aj7dYPM6+DQs+zOc0qpX0ipBVgWL17suoTI5OTk\nuC4hEhXmatgcet4Cv1sA542D+o3hlZth5GF2Rvq3c2u+0CoKdbygEtlKttjlbyecDaOOhjn/hkOz\n7faaA6fB4ecmZdMOdcxCzQVhZ4tX8v2ftRvFxcWuS4jMokWLXJcQiV3mqlMfOp1vP5bNgdkPwyfP\n2Mvo+x5lL7N2/DWk7Vlj9VZWqOMFu8j2/UKY+7g9u97wvb0cfvL/QZcBXty/DnXMQs0FYWeLl3eN\nWwVsv672o9cImPesbd4v/w7+dysc1se+5/egnlCrtutKU8umtXbt8I+fgGUfgNSGdr3g6Muh7ck6\nHkrVMO8ad5063pVcaenp6a5LiESVc+2xl33LWLcc+PYj2zDmT4L5E6FRSziiLxzRD1p1cjqhLdTx\nAmjZvCl89hLMfxYWvgqlW2DvQ+G0v9qtXRu3cF1iXEIds1BzQdjZ4qWT05Qftm6yDWTes7DoNSjb\nCs0Ohg7n2vupLY/0blZ60tlaDAVv2nvX+a/YiWYN9/npF6V9j9K/Y6USJKUmp61evdp1CZEZP368\n6xIikZBcdfewDfrCJ2HIQuhzHzQ9wC6f+dCJcN+R9pL6N+9CaUn1f14lBDFem36wvww9exn8oy08\nfSF8OY2F9Q6HS/4Lgz+HXndC6y5BNO0gxqwCoeaCsLPFy7szbt2P2z+R5tqwGr6YDF9Mha9mQOlm\nO5Gt7cmQcTq0PSWyy7pejldZGaxaAF9Og0Wvw9L37ZrhjVpA+95w2FlwUE+yTj3dv2yV4OWYVUKo\nuSDcbCm1yYhSP9MwHboOsB+bi+wmJwtfs43p0+ftMft0sJPaDu4J+3e399BThTGw5it7JeKrGfD1\n27Cx0H6vVSe7hWb7M2HfLlDLuwtwSqUkbdwqHPUbQYdz7EdZGayab+/ZfvWWfZ/x+2MAsY38gEy7\nUEjrrpDeNojLwICdC7ByPiz7EJbOgiWzoGiV/V6jlnb9+IN62s1gPJ1gplSqi/RSuYj0Au4DagMP\nG2Pu2uH7A4B/AMtjD40yxjy8q+fs2LGjWbBgQQTVupefn0/79uGt3Z0UuUo2273CF+fZ9bOXfgBb\niuz30prCvp2h5RF2kluLwyH9EPse811wnmvjGvj+C1i5AFbOsx+rPoWy2D3+Pfe3VxgOyIQDetjV\n6Sr5C4rzbBHRXP4JNVtSXioXkdrAaOA0YBkwW0ReMsZ8tsOhzxhjro+qDqUA24QPPN5+gJ3AVpgP\ny+fYs9MVn8D74+w9crDvVd7rQLsJSrOD7ed7HQRN20DjVjWzLGtZmb2svX653cf6h2/sGuCFX9ra\nN3z/07EN0qFFR7vzVuuu9qNJq+hrVErVuMjOuEUkE/izMeaM2Ne3Ahhj7ix3zADg6Ko0bp2c5h9v\ncpWWwOpF9qwr/+CwAAAOGElEQVT1+3x7Nlu4yDbLkh1W7KvXmCVrt7D/oV1s02yQbpt5/SZ2+dY6\nafaXhdr1oHZdIHama8qgdKv9BaFkM2zZYDfn2PwjFK+FjavtOu4bCuHHFfZtb+U1SIdmbWHvdtC8\nvX1vdcsjoHHLhF7u92bMqkhz+SfUbEl5xg20BpaW+3oZcGwFx/1aRE4EFgK/M8Ys3fEAEckBcgDq\n169PVlbW9u+NHTsWgEGDBm1/rH///gwYMIC+fftuf/tYRkYG48aNIzc3lylTpmw/duLEiSxcuJBh\nw4Ztf2zw4MH06dPnZz8nMzOTESNGMHToUPLy8rY/Pn36dCZPnszIkSO3PzZ8+HDatWv3sw3gs7Oz\nGTJkCDk5OduX8EtPT2fSpEmMHz+eCRMmAPYfaWiZwF7u8i/TMmAP0tOPZ9K/RzP1idHMefMl9q6/\nlb3rbyG9fm2aF29h1eevs2fdEhrULiWtdtV/ES4zsKm0FkUltanfrDVNW7XltY++4fstzSjcXI9m\nB3bk0huGccf9E5jx1hygBPiM6dNH20xXX1SFTLsep23/9oDtf6/JP06Vy7Tt315WVlZwmcC+bSq0\nTP379wcILtOAAQOojijPuPsCvYwxA2NfXwocW/7sWkTSgSJjzGYRuRo43xhz8q6eV8+4/ZNSuUq3\n2rPnrZvsamOlW+xj24jEzsLr2TPyeg2hbsOkm9GdUmMWgFBzQbjZkvWMeznQptzX+/HTJDQAjDHl\nV1N5GPj77p60efPmCSkuGW377TI0KZWrdl1o0Kzmi0mwlBqzAISaC8LOFq8oz7jrYC9/n4Jt2LOB\ni4wxn5Y7ppUxZkXs8/OAPxhjuu/qeXXJU6WUUr5LyiVPjTElwPXAq8DnwLPGmE9F5C8icnbssBtF\n5FMR+QS4ERiwu+ctKCiIqmTn+vbt67qESGgu/4SaTXP5J+Rs8Yp0ARZjzFRg6g6P3Vbu81uBW6vy\nnCUlNbMOtQuhrsOuufwTajbN5Z+Qs8UruWbEKKWUUmqXvGvcaWlprkuITEZGhusSIqG5/BNqNs3l\nn5Czxcu73cF0cppSSinfJeXktKisWrXKdQmRyc3NdV1CJDSXf0LNprn8E3K2eHnXuNeuXeu6hMiU\nXwUoJJrLP6Fm01z+CTlbvLxr3EoppVQq08atlFJKecS7yWmdO3c2c+fOdV1GJAoLC4Nc0lVz+SfU\nbJrLP6FmS6nJacXFxbs/yFMLFy50XUIkNJd/Qs2mufwTcrZ4ede4ly9fvvuDPFV+O7qQaC7/hJpN\nc/kn5Gzx8q5xK6WUUqlMG7dSSinlEe8ad8uWLV2XEJnBgwe7LiESmss/oWbTXP4JOVu8vJtVrkue\nKqWU8l1KzSrPz893XUJksrKyXJcQCc3ln1CzaS7/hJwtXt41bqWUUiqVaeNWSimlPOJd427UqJHr\nEiKTmZnpuoRIaC7/hJpNc/kn5Gzx0slpSimlVA1LqclpIa+cNnToUNclREJz+SfUbJrLPyFni5d3\njbuoqMh1CZHJy8tzXUIkNJd/Qs2mufwTcrZ4ede4lVJKqVSmjVsppZTyiE5OU0oppWpYSk1OW7du\nnesSIjN58mTXJURCc/kn1Gyayz8hZ4uXd4175cqVrkuIzMiRI12XEAnN5Z9Qs2ku/4ScLV7eNW6l\nlFIqlWnjVkoppTziXeNu3bq16xIiM3z4cNclREJz+SfUbJrLPyFni5d3jTstLc11CZFp166d6xIi\nobn8E2o2zeWfkLPFy7vGXVBQ4LqEyPTr1891CZHQXP4JNZvm8k/I2eLlXeNWSimlUpk2bqWUUsoj\n3jXupk2bui4hMtnZ2a5LiITm8k+o2TSXf0LOFi9d8lQppZSqYSm15OnixYtdlxCZnJwc1yVEQnP5\nJ9Rsmss/IWeLl3eNu7i42HUJkVm0aJHrEiKhufwTajbN5Z+Qs8XLu8atlFJKpTLvGnedOnVclxCZ\n9PR01yVEQnP5J9Rsmss/IWeLl05OU0oppWpYSk1OW716tesSIjN+/HjXJURCc/kn1Gyayz8hZ4uX\nd427sLDQdQmRmTBhgusSIqG5/BNqNs3ln5Czxcu7xq2UUkqlMm3cSimllEe8m5zWsWNHs2DBAtdl\nRCI/P5/27du7LiPhNJd/Qs2mufwTaraknZwmIr1EJF9EvhSRP1bw/foi8kzs+++LyIFR1qOUUkr5\nLrLGLSK1gdHAmUAH4EIR6bDDYVcCPxhjDgHuBe7e3fOGvOTpoEGDXJcQCc3ln1CzaS7/hJwtXlGe\ncXcDvjTGfGWM2QI8DZyzwzHnANumDE4CThERibAmpZRSymtRNu7WwNJyXy+LPVbhMcaYEmAdoMvk\nKKWUUjvhxfqhIpIDbNsiZrOIhDk7DZqLSIhvVNdc/gk1m+byT6jZ4p5xF2XjXg60Kff1frHHKjpm\nmYjUAfYEfrE0mjFmHDAOQEQ+jHcmXrILNZvm8k+o2TSXf0LNJiJxr90d5aXy2UCGiBwkIvWAC4CX\ndjjmJaB/7PO+wJvGt/enKaWUUjUosjNuY0yJiFwPvArUBh41xnwqIn8BPjTGvAQ8AjwmIl8Ca7DN\nXSmllFI7Eek9bmPMVGDqDo/dVu7zYqBfFZ92XAJKS1ahZtNc/gk1m+byT6jZ4s7l3cppSimlVCrT\ntcqVUkopjyRt4w51udRK5BogIt+LyNzYx0AXdVaViDwqIt/t7K16Yt0fyz1PRLrUdI3xqESuk0Rk\nXbnxuq2i45KNiLQRkeki8pmIfCoiN1VwjK9jVpls3o2biKSJyAci8kks1x0VHOPr62Jlsnn52gh2\nJVER+VhEXq7ge1UfM2NM0n1gJ7MVAAcD9YBPgA47HHMtMDb2+QXAM67rTlCuAcAo17XGke1EoAuw\nYCff7w28AgjQHXjfdc0JynUS8LLrOuPI1QroEvu8MbCwgn+Lvo5ZZbJ5N26xcWgU+7wu8D7QfYdj\nvHtdrEI2L18bY7UPBp6s6N9cPGOWrGfcoS6XWplcXjLGvI19Z8DOnAP8x1izgKYi0qpmqotfJXJ5\nyRizwhjzUezzH4HP+eXKhr6OWWWyeSc2DkWxL+vGPnacpOTj62Jls3lJRPYDsoGHd3JIlccsWRt3\nqMulViYXwK9jlyYniUibCr7vo8pm91Fm7BLfKyJyuOtiqip2ae4o7FlOed6P2S6ygYfjFrvkOhf4\nDphmjNnpmHn0ughUKhv4+dr4T+AWoGwn36/ymCVr405lk4EDjTFHAtP46TcxlZw+Ag4wxnQCHgBe\ncFxPlYhII+A54LfGmPWu60mk3WTzctyMMaXGmM7YlSi7iUhH1zUlSiWyeffaKCJnAd8ZY+Yk8nmT\ntXFXZblUZBfLpSaZ3eYyxqw2xmyOffkw0LWGaotaZcbUO8aY9dsu8Rm7bkFdEWnuuKxKEZG62Mb2\nhDHmvxUc4u2Y7S6bz+MGYIxZC0wHeu3wLR9fF39mZ9k8fW3sAZwtIt9gb42eLCKP73BMlccsWRt3\nqMul7jbXDvcQz8benwvBS8BlsZnK3YF1xpgVrouqLhFpue1+lIh0w/4/lfQvlLGaHwE+N8aM3Mlh\nXo5ZZbL5OG4isreINI19vgdwGvDFDof5+LpYqWw+vjYaY241xuxnjDkQ+3r/pjHmkh0Oq/KYJeXu\nYCbQ5VIrmetGETkbKMHmGuCs4CoQkaewM3Wbi8gy4HbsBBOMMWOxK+j1Br4ENgKXu6m0aiqRqy9w\njYiUAJuAC3x4ocSeCVwKzI/dVwQYCuwPfo8Zlcvm47i1AiaISG3sLxrPGmNe9v11MaYy2bx8baxI\ndcdMV05TSimlPJKsl8qVUkopVQFt3EoppZRHtHErpZRSHtHGrZRSSnlEG7dSSinlEW3cSiU5sbtd\nfS0izWJf7xX7+sAEPPfMKhw7Q0SO3s0x31RlIZPYjk+jKnu8Ukobt1JJzxizFBgD3BV76C5gnDHm\nmwQ893HVfQ6lVM3Sxq2UH+4FuovIb4HjgdyKDhKRF0Rkjtg9jXNijx0gIotEpLmI1BKRd0Tk9Nj3\nimL/bSUib4vd53iBiJywq2JEZIyIfCgV7518i4jMF7u/8iGx4/cWkedEZHbso0f1/jqUSl1JuXKa\nUurnjDFbReRm4H/A6caYrTs59ApjzJrYspGzReQ5Y8xiEbkbe9b+AfCZMea1Hf7cRcCrxpjhsdWr\nGuympGGxn1MbeENEjjTGzIt9b50x5ggRuQy7M9JZwH3AvcaYd0Vkf+zqgYdV8a9BKYU2bqV8ciaw\nAuiI3R2pIjeKyHmxz9sAGcBqY8zDItIPGAR0ruDPzQYejW3O8YIxZm4Fx5T3m9gZfR3scpUdgG2N\n+6ly/7039vmpQAf5aZvhJmJ371JKVZFeKlfKAyLSGbvxQnfgdztsuLDtmJOwDTIztl3lx0Ba7HsN\nsLt7AfyiYRpj3gZOxO5UND52tryzWg4ChgCnxLZYnLLt52x7ugo+rwV0N8Z0jn203rY7l1KqarRx\nK5XkYrtYjcHuK70E+AcV3+PeE/jBGLNRRA7FNvlt7gaeAG4D/lXBzzgAWGWM+Rd2y8QuuyipCbAB\nWCciLbBXAso7v9x/82KfvwbcUO7nVXTWr5SqBL1UrlTyuwpYYozZdnn8QeByEelpjHmr3HH/AwaJ\nyOdAPjALQER6AscAPYwxpSLyaxG53Bjz73J/9iTgZhHZChQBOz3jNsZ8IiIfY7ddXAq8t8Mhe4nI\nPGAzcGHssRuB0bHH6wBvYy/bK6WqSHcHU0oppTyil8qVUkopj2jjVkoppTyijVsppZTyiDZupZRS\nyiPauJVSSimPaONWSimlPKKNWymllPKINm6llFLKI/8P41sfPhOmmWwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_WKdv8Ignd8q",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#For the rest of the exercice, we'll include random dots on the plot. Then you'll have to add Tickers and the rest of the missing information on the figure.\n",
        "np.random.seed(19680801)\n",
        "Y3 = np.random.uniform(Y1, Y2, len(data))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LMMo31lk865v",
        "colab_type": "code",
        "outputId": "8f71e3d7-9c67-4de1-80e3-edb7f50b395c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        }
      },
      "source": [
        "#Add Y3 to the graph, you can manipulate the color and shape of the dots using the parameters marker, markerfacecolor & markeredgecolor.\n",
        "\n",
        "fig"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAH5CAYAAABHxN11AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nikVo4FYURVEUi9DArSiKoigW8f8B+h24iW2X320AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rPNN8ESycYD_",
        "colab_type": "text"
      },
      "source": [
        "### Ticker functions"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F3IISJrCcfIj",
        "colab_type": "text"
      },
      "source": [
        "Tickers are set automatically based on the data range except ; but you also define them yourself when needed. In this subsection we'll explore how we can manipulate them via [matplotlib.ticker](https://matplotlib.org/3.1.1/api/ticker_api.html) library and its subfunctions AutoMinorLocator, MultipleLocator & FuncFormatter. \"This module contains classes to support completely configurable tick locating and formatting.\"\n",
        "*   **MultipleLocator:** Defines the scale of the major ticks, e.g., \"ax.xaxis.set_major_locator(MultipleLocator(x))\" where x could be 0.5 for instance, would give you a step size of 0.5 on the xaxis.\n",
        "*   **AutoMinorLocator:** Defines the number of intervals between two major ticks, e.g., \"ax.xaxis.set_minor_locator(AutoMinorLocator(2))\" would divide the interval between two major ticks in 2 (so a single minor tick between them is added). \n",
        "*   **ScalarFormatter:** \"Default formatter for scalars: autopick the format string.\", e.g., just instanciated as follows \"ax.xaxis.set_minor_formatter(ScalarFormatter())\", and it will manage the rest. \n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lR-NJoLzdNdw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from matplotlib.ticker import AutoMinorLocator, MultipleLocator, ScalarFormatter"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fckyALbKdYtm",
        "colab_type": "code",
        "outputId": "230dab68-0e1b-4a0d-b9aa-df94ed7a618a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 528
        }
      },
      "source": [
        "#Setup Major ticks on both xAxis and yAxis with a step size of 1 and divide intervals between major ticks in 4 sub intervals\n",
        "ax.xaxis...\n",
        "ax.yaxis...\n",
        "#Bonus shape the ticker width & label\n",
        "#Note: you can define a tick's width and length via the function tick_params, e.g., ax.tick_params(which='major', param=1.0) param: length, width, labelsize, labelcolor. which coulb be \"minor\" as well.\n",
        "\n",
        "fig"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAH/CAYAAACCSn6cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfAMI47YAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MjqaMhL0jkAw",
        "colab_type": "text"
      },
      "source": [
        "Now, last but not least, setting up minor tick's values. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mwaLaT6Te38G",
        "colab_type": "code",
        "outputId": "65462729-a543-477d-ce80-1bedf2b1cb59",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 528
        }
      },
      "source": [
        "# setup minor ticks' values automatically. \n",
        "\n",
        "fig"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAH/CAYAAACCSn6cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5r8TXzRw0ZXU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Learn to declutter: remove top and right spines"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r6OeiA2blgIN",
        "colab_type": "text"
      },
      "source": [
        "### Bonus: finalizing the figure with text labels and annotating circles"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q5DnDPEk8gM2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "##For the purpose of the exercise, we define these two functions, Circle & Text that you can use.\n",
        "#Circle: draws a cercle with a fixed radius. x & y represent it's position relatively to xAxis and yAxis.\n",
        "def circle(x, y, radius=0.15):\n",
        "    from matplotlib.patches import Circle\n",
        "    from matplotlib.patheffects import withStroke\n",
        "    circle = Circle((x, y), radius, clip_on=False, zorder=10, linewidth=1,\n",
        "                    edgecolor='black', facecolor=(0, 0, 0, .0125),\n",
        "                    path_effects=[withStroke(linewidth=5, foreground='w')])\n",
        "    ax.add_artist(circle)\n",
        "\n",
        "#Text: displays a text field. x & y represent it's position relatively to xAxis and yAxis.\n",
        "def text(x, y, text):\n",
        "    ax.text(x, y, text, backgroundcolor=\"white\",\n",
        "            ha='center', va='top', weight='bold', color='blue')\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cvmGTIWa6WKB",
        "colab_type": "code",
        "outputId": "fbf80541-47e4-4f09-9878-16ffeb09b6e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 555
        }
      },
      "source": [
        "#@title Generate circles & Text Labels for Ticks\n",
        "# Minor tick label\n",
        "circle(0.50, -0.10)\n",
        "text(0.50, -0.32, \"Minor tick label\")\n",
        "\n",
        "# Major tick\n",
        "\n",
        "# Minor tick\n",
        "\n",
        "# Major tick label\n",
        "\n",
        "# X Label\n",
        "\n",
        "# Y Label\n",
        "\n",
        "# Title\n",
        "\n",
        "# Blue plot\n",
        "\n",
        "# Red plot\n",
        "\n",
        "# Scatter plot\n",
        "\n",
        "# Grid\n",
        "\n",
        "# Legend\n",
        "\n",
        "# Axes\n",
        "\n",
        "# Figure\n",
        "\n",
        "fig"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgIAAAIaCAYAAABSwCU6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfzE5Pa8trsoQAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4XnzasKt1wsB",
        "colab_type": "text"
      },
      "source": [
        "## Matplotlib's charts & when to use them?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7VEBdZJJ12E0",
        "colab_type": "text"
      },
      "source": [
        "In this section, we'll guide you to explore MatPlotLib's available charts. For documentation, you can rely on [Matplotlib's website](https://matplotlib.org/gallery/index.html).\n",
        "\n",
        "\n",
        "*   Histogram\n",
        "*   Pie Chart\n",
        "*   Box Plot\n",
        "\n",
        "For the sake of the exercice, we'll rely on this dataset: Paris's real estate data. It's publicly available data that you find [here](https://www.data.gouv.fr/fr/datasets/5cc1b94a634f4165e96436c1/). We took the full dataset, cleaned it a bit and reduced it to sold appartements in Paris. \n",
        "\n",
        "The original file is available [here](https://drive.google.com/open?id=1BJdsMw8i8Ad0gT0LyrhAZYEL0JhN8c0m) (about 4MB). You can download it then load it on colab (under the folder \"content\"), or you can just use [this raw git url](https://raw.githubusercontent.com/annemariet/tutorials/master/data/RealEstate_Paris_cleaned_17_12_2019.csv) to load it directly with `pandas`.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uv_I1n2xC_74",
        "colab_type": "text"
      },
      "source": [
        "### Load Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oeGXCPmsDFe5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#To make this section self sufficient, we'll re-import needed libraries. \n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SDq7ZWTNC9rK",
        "colab_type": "code",
        "outputId": "7271e7b1-230b-45e2-f248-07d065455428",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208
        }
      },
      "source": [
        "#Load data and display columns and shape\n",
        "path_data = \"https://raw.githubusercontent.com/annemariet/tutorials/master/data/RealEstate_Paris_cleaned_17_12_2019.csv\" \n",
        "df_housing = pd.read_csv(path_data, low_memory=False, index_col=0)\n",
        "print('Data Columns: {}'.format(df_housing.columns))\n",
        "print('Data shape: {}'.format(df_housing.shape))"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Data Columns: Index(['index', 'id_mutation', 'date_mutation', 'nature_mutation',\n",
            "       'valeur_fonciere', 'adresse_numero', 'adresse_suffixe',\n",
            "       'adresse_nom_voie', 'adresse_code_voie', 'code_postal', 'code_commune',\n",
            "       'nom_commune', 'code_departement', 'lot1_surface_carrez',\n",
            "       'lot2_surface_carrez', 'lot3_surface_carrez', 'lot4_surface_carrez',\n",
            "       'lot5_surface_carrez', 'nombre_lots', 'code_type_local', 'type_local',\n",
            "       'surface_reelle_bati', 'nombre_pieces_principales',\n",
            "       'code_nature_culture', 'nature_culture', 'surface_terrain', 'longitude',\n",
            "       'latitude', 'année', 'mois', 'duplicated'],\n",
            "      dtype='object')\n",
            "Data shape: (21121, 31)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bybAAGykDpsB",
        "colab_type": "code",
        "outputId": "68b55061-44bd-4078-fba2-f7256ec51452",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 381
        }
      },
      "source": [
        "# Check the number of zipcodes (\"code_postal\" or \"code_commune\") and the number of houses per district"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "75118    3100\n",
              "75117    2102\n",
              "75120    1727\n",
              "75116    1588\n",
              "75119    1397\n",
              "75111    1354\n",
              "75110    1305\n",
              "75114    1251\n",
              "75113    1174\n",
              "75109     953\n",
              "75112     845\n",
              "75103     660\n",
              "75107     649\n",
              "75105     647\n",
              "75106     622\n",
              "75104     498\n",
              "75102     488\n",
              "75108     448\n",
              "75101     297\n",
              "75115      16\n",
              "Name: code_commune, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RQkBhCAv22kd",
        "colab_type": "text"
      },
      "source": [
        "### Histogram"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pXgCc_DG38OA",
        "colab_type": "text"
      },
      "source": [
        "Histograms aggregate data in ordered bins:\n",
        "*   xAxis representing the ordered values of bins\n",
        "*   yAxis: reprsenting the aggreagted data as a count of occurences (or frequency).\n",
        "\n",
        "\n",
        "Histograms are used for quantitative variable (not categorical ones, otherwise we would use bar charts instead). \n",
        "\n",
        "It is very useful When looking a single quantitative variable to explore how values are distributed. It often gives a strong indication on it's variations and predictability. \n",
        "\n",
        "When a variable is projected on subdimensions e.g., variable: salary, projection on male/female. You can plot and compare both histogram, which gives an indication on how this variable (salary) evolves within the different categories of the population(male/female).\n",
        "\n",
        "In the following exercise we will look at the distribution of housing prices, and compare it accross Paris area districts."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "USjTGndD1dx4",
        "colab_type": "text"
      },
      "source": [
        "There are several functions available : use whichever you find more convenient.\n",
        "- `plt.hist`\n",
        "- `ax.hist`\n",
        "- `pd.DataFrame.plot` with `kind=\"hist\"`\n",
        "- ..."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M3HWT_AG_ci3",
        "colab_type": "code",
        "outputId": "94a19850-8d12-41c6-d6bb-2fa10adc96de",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        }
      },
      "source": [
        "#Exercice1: Use hist() function to display a histogram in Pyplot.\n",
        "#@todo: display a histogram representing prices in Paris's 13th arrondissement. \n",
        "#Don't forget to label the axes and to provide a title!\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Prix Immobilier Paris 13eme')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAHiCAYAAAA9Am/ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAcnUlEQVR4nO3de5RlV10n8O+PNAQVTCekjbET6CDR\nmTgsQ+zBOIKKCJKgJioyYal0IK4eZoJvBxpQBteok8woCOoiRsMYHkIiGskSlEcAXyORjoRAiJAm\n00zShKQJeSAQF4E9f9xdye2iq6u6+1bXrurPZ6276px99jl773tu3e89j7pVrbUAAGN40Ep3AAB4\ngGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZta0qvrLqtqy0v04UFW1qapaVa1bYPmLq+oP91Z35LFP\n9xvYU/k7ZlaTqtqZ5LgkX0ryuSR/meT5rbV/mXE75yb5qdbaE2a53QPox6Yk/zfJg1tr982q7kH0\n43O96NNJLmqtXTDLdpbQj+cnOTfJY5O8sbV27tSyU5K8Nsk39qJrkvxMa+0jh7KPcLAcMbMa/WBr\n7WFJTkuyOckvz69QE17fB2Cho/NufX/un5XkpVX1tBlvfzGfTPJrSV6zwLJnJDkmybFJrkzypoNo\nC1aENy5WrdbarkyOmP9dklTVe6vq16vq75N8Psmje9lP9eWvrqo/nVu/qi6sqquqqhZrq6p2VtV/\nrarrqupzVXVJVR3XTxd/tqreVVVH97pzp5SfU1U3V9WdVfW8qvr3ff27qup3p7b9oKr65ar6RFXd\nXlWvraqj5nXhuVX1yaq6tap+aWrdl1XV6xfo8/1j7/PPraoben/eXlWPmlrWqur8qroxyY2LPR+t\ntX9Icn0eeO5f2cd6T1VdU1VPnNfHN1fV66vqniTnTve7qh7al93Rn5v3V9VxC7T7Z621P09yx16W\n3dVa29kmpwErk7Mqj5nqx5FV9ZtV9f+q6raquqiqvqov+56quqWqXtD3wa1VdXZVnVlVH6uqz1TV\ni6e29aCq2lZVH+/9vryqjlnseYOlEMysWlV1YpIzk3xgqvgnk2xN8vAkn5i3yi8meWxVnduD47wk\nW9rSr+f8aJKnJPmmJD+YyYeCFyfZkMnv0s/Mq//tSU5O8h+T/HaSlyT5viTfkuSZVfXdvd65/fGk\nJI9O8rAkvztvW0/q23pqkhdW1fctsc9Jkqo6q/f1R3p//zbJG+dVO7v3+ZRFtlVV9Z19HHPP/fuT\nnJrJ0eofJ/mTqnro1GpnJXlzkvVJ3jBvk1uSHJXkxCSPSPK8JF/Yj+HN799dSe5N8jtJfmNq0QWZ\n7LtTMwnsjUleOrX865M8dKr8D5L8RJJvS/LEJL9SVSf1uj+dyfP13Um+IcmdSX7vQPsM0wQzq9Gf\n9zffv0vy19nzzfePWmvXt9bua619cXql1trnMwnulyd5fZKfbq3dsh/t/k5r7bZ+pP63Sa5urX2g\ntXZvkiuSPG5e/f/eWru3tfaOTK7NvrG1dvvU+nP1fzzJy1trN/Vr5S9Kcs68U76/2lr7XGvtQ0n+\ndyankvfH85L8j9baDf36828kOXX6qLkv/0xrbV+h+Okkn0nyh0m2tdauSpLW2utba3f05/23khyZ\n5Jun1vuH1tqft9a+vJftfzGTQH5Ma+1LrbVrWmv37Of47tdaW59J0D8//YNDPyuyNcnP9zF+tj8H\n58zrx6/3182bMjkd/srW2mdba9cn+UiSb+11n5fkJa21W1pr/5rkZUmecZCn6SFJ4kXEanR2a+1d\nCyy7eV8rttaurqqbknxdksv3s93bpqa/sJf5hx1g/W/Inkf3n8jkd3P6dO7N85Y/dsm9nnhUkldW\n1W9NlVUmR4dzbe/zueuO3duNZf30+nmZjKUl+dpMgm3Ovrb9ukyOlt9UVesz+dD0kvkfrPZHa+1z\nVXVRkt1V9W978VcnuWbqykUlOWJqtTtaa1/q03MfHhbaZ49KckVVfXlq+Zcy2We7DrTfkDhiZu3Z\n52npqjo/k6O5TyZ5wSHp0eI+mckb/ZxHJrkve4bCifOWf3I/27g5yX9qra2fenxVa+3/TNU5oD/R\n6JcFXpDkmUmO7kesd2cSfItuu7X2xdbar7bWTknyH5L8QJJnH0hf5nlQJmG8MZMj/S8k+Zap8R/V\nb2Q7EDcnOWPe8/nQfjYEDopg5rBRVd+UyR29P5HJKe0XVNWpK9urJJNrvT9fVSdV1cMyOcV62bwj\n01+pqq+uqm9J8pwkl+1nGxcleVFfP1V1VFX92Cw6n8n1/PuS7E6yrqpemskR85JU1ZOq6rFVdUSS\nezI5pfzlBequ69euj0hyRL9xbO7vtp9SVY+rqiOq6mszuWRxZ5IbWmtfzuSa8Suq6ut6/Y1V9f0H\nOOaLkvz63KWAqtrQr+PDQRPMHBb6m/frk1zYWvtga+3GTG6Gel1VHbmyvctrMjmd+zeZ/K3wvZnc\nXDTtr5PsSHJVkt/s162XrLV2RZILMzldfE+SDyc54yD7PeftSf4qyccyOS1+b5Z2WnzO12dyY9g9\nSW7IZKyvW6DuL2dy5Lstkw9YX8gDfy63PpMPOXcn+Xgmf8/8tH4PQJK8MJPn8H39OXhX9rwOvj9e\nmcmfY72jqj6b5H2Z3DgHB80XjADAQBwxA8BABDMADEQwA8BABDMADEQwA8BAhvjmr2OPPbZt2rRp\npbsBAIfENddc8+nW2oa9LRsimDdt2pTt27evdDcA4JCoqvn/ZOd+TmUDwEAEMwAMRDADwEAEMwAM\nRDADwEAEMwAMRDADwEAEMwAMRDADwEAEMwAMRDADwEAEMwAMRDADwEAEMwAMRDADwEAEMwAMRDAD\nwEAEMwAMRDADwEDWrXQHDlebtr11pbuwqJ0XPH2luwBw2HHEDAADEcwAMBDBDAADEcwAMBDBDAAD\nEcwAMBDBDAADWVIwV9XOqvpQVV1bVdt72TFV9c6qurH/PLqXV1W9qqp2VNV1VXXacg4AANaS/Tli\nflJr7dTW2uY+vy3JVa21k5Nc1eeT5IwkJ/fH1iSvnlVnAWCtO5hT2WclubRPX5rk7Kny17aJ9yVZ\nX1XHH0Q7AHDYWGowtyTvqKprqmprLzuutXZrn/5UkuP69MYkN0+te0svAwAWsdTvyn5Ca21XVX1d\nkndW1T9PL2yttapq+9NwD/itSfLIRz5yf1YFgDVrSUfMrbVd/eftSa5I8vgkt82dou4/b+/VdyU5\ncWr1E3rZ/G1e3Frb3FrbvGHDhgMfAQCsIYsGc1V9TVU9fG46yVOTfDjJlUm29GpbkrylT1+Z5Nn9\n7uzTk9w9dcobANiHpZzKPi7JFVU1V/+PW2t/VVXvT3J5VZ2X5BNJntnrvy3JmUl2JPl8kufMvNcA\nsEYtGsyttZuSfOteyu9I8uS9lLck58+kdwBwmPHNXwAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMR\nzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAw\nEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEM\nAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMR\nzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAw\nEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEMAAMRzAAwEMEM\nAAMRzAAwkCUHc1UdUVUfqKq/6PMnVdXVVbWjqi6rqof08iP7/I6+fNPydB0A1p79OWL+2SQ3TM1f\nmOQVrbXHJLkzyXm9/Lwkd/byV/R6AMASLCmYq+qEJE9P8od9vpJ8b5I39yqXJjm7T5/V59OXP7nX\nBwAWsdQj5t9O8oIkX+7zj0hyV2vtvj5/S5KNfXpjkpuTpC+/u9cHABaxaDBX1Q8kub21ds0sG66q\nrVW1vaq27969e5abBoBVaylHzN+Z5IeqameSN2VyCvuVSdZX1bpe54Qku/r0riQnJklfflSSO+Zv\ntLV2cWttc2tt84YNGw5qEACwViwazK21F7XWTmitbUpyTpJ3t9Z+PMl7kjyjV9uS5C19+so+n778\n3a21NtNeA8AadTB/x/zCJL9QVTsyuYZ8SS+/JMkjevkvJNl2cF0EgMPHusWrPKC19t4k7+3TNyV5\n/F7q3Jvkx2bQNwA47PjmLwAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAG\ngIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEI\nZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAY\niGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAG\ngIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEI\nZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEsGsxV\n9dCq+seq+mBVXV9Vv9rLT6qqq6tqR1VdVlUP6eVH9vkdffmm5R0CAKwdSzli/tck39ta+9YkpyZ5\nWlWdnuTCJK9orT0myZ1Jzuv1z0tyZy9/Ra8HACzBosHcJv6lzz64P1qS703y5l5+aZKz+/RZfT59\n+ZOrqmbWYwBYw5Z0jbmqjqiqa5PcnuSdST6e5K7W2n29yi1JNvbpjUluTpK+/O4kj5hlpwFgrVpS\nMLfWvtRaOzXJCUken+TfHGzDVbW1qrZX1fbdu3cf7OYAYE3Yr7uyW2t3JXlPku9Isr6q1vVFJyTZ\n1ad3JTkxSfryo5LcsZdtXdxa29xa27xhw4YD7D4ArC1LuSt7Q1Wt79NfleQpSW7IJKCf0attSfKW\nPn1ln09f/u7WWptlpwFgrVq3eJUcn+TSqjoikyC/vLX2F1X1kSRvqqpfS/KBJJf0+pckeV1V7Ujy\nmSTnLEO/AWBNWjSYW2vXJXncXspvyuR68/zye5P82Ex6BwCHGd/8BQADEcwAMBDBDAADEcwAMBDB\nDAADEcwAMBDBDAADEcwAMBDBDAADWcpXcnKY2rTtrSvdhX3aecHTV7oLADPniBkABiKYAWAgghkA\nBiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKY\nAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAg\nghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAgghkA\nBiKYAWAgghkABiKYAWAgghkABiKYAWAgghkABiKYAWAg61a6A8th07a3rnQXAOCAOGIGgIEIZgAY\niGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYiGAGgIEIZgAYyKLBXFUnVtV7quoj\nVXV9Vf1sLz+mqt5ZVTf2n0f38qqqV1XVjqq6rqpOW+5BAMBasZQj5vuS/GJr7ZQkpyc5v6pOSbIt\nyVWttZOTXNXnk+SMJCf3x9Ykr555rwFgjVo0mFtrt7bW/qlPfzbJDUk2JjkryaW92qVJzu7TZyV5\nbZt4X5L1VXX8zHsOAGvQfl1jrqpNSR6X5Ookx7XWbu2LPpXkuD69McnNU6vd0ssAgEUsOZir6mFJ\n/jTJz7XW7ple1lprSdr+NFxVW6tqe1Vt37179/6sCgBr1pKCuaoenEkov6G19me9+La5U9T95+29\nfFeSE6dWP6GX7aG1dnFrbXNrbfOGDRsOtP8AsKYs5a7sSnJJkhtaay+fWnRlki19ekuSt0yVP7vf\nnX16krunTnkDAPuwbgl1vjPJTyb5UFVd28tenOSCJJdX1XlJPpHkmX3Z25KcmWRHks8nec5MewwA\na9iiwdxa+7sktcDiJ++lfkty/kH2CwAOS775CwAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAG\nIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgB\nYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCC\nGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAG\nIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgB\nYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCC\nGQAGIpgBYCCLBnNVvaaqbq+qD0+VHVNV76yqG/vPo3t5VdWrqmpHVV1XVactZ+cBYK1ZyhHzHyV5\n2ryybUmuaq2dnOSqPp8kZyQ5uT+2Jnn1bLoJAIeHdYtVaK39TVVtmld8VpLv6dOXJnlvkhf28te2\n1lqS91XV+qo6vrV266w6DHM2bXvrSndhUTsvePpKdwFYZQ70GvNxU2H7qSTH9emNSW6eqndLL/sK\nVbW1qrZX1fbdu3cfYDcAYG056Ju/+tFxO4D1Lm6tbW6tbd6wYcPBdgMA1oQDDebbqur4JOk/b+/l\nu5KcOFXvhF4GACzBgQbzlUm29OktSd4yVf7sfnf26Unudn0ZAJZu0Zu/quqNmdzodWxV3ZLkvyW5\nIMnlVXVekk8keWav/rYkZybZkeTzSZ6zDH0GgDVrKXdlP2uBRU/eS92W5PyD7RQAHK588xcADEQw\nA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BA\nBDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMA\nDEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQw\nA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADEQwA8BABDMADGTdSncA1rJN29660l3Y\np50XPH2luwDM44gZAAYimAFgIIIZAAYimAFgIIIZAAYimAFgIIIZAAYimAFgIIIZAAYimAFgIIIZ\nAAYimAFgIIIZAAYimAFgIP7tIxzGRv+3lIl/TcnhxxEzAAxEMAPAQAQzAAxEMAPAQAQzAAxEMAPA\nQJYlmKvqaVX10araUVXblqMNAFiLZv53zFV1RJLfS/KUJLckeX9VXdla+8is2wJYaf4WnFlbji8Y\neXySHa21m5Kkqt6U5KwkghnYb6sh+Dh4o+/nQ/nhZjmCeWOSm6fmb0ny7cvQDgBLMHrosacV+0rO\nqtqaZGuf/Zeq+ugMN39skk/PcHsjMbbVydhWr7U8PmNborpwVlu636MWWrAcwbwryYlT8yf0sj20\n1i5OcvEytJ+q2t5a27wc215pxrY6GdvqtZbHZ2xjWo67st+f5OSqOqmqHpLknCRXLkM7ALDmzPyI\nubV2X1U9P8nbkxyR5DWttetn3Q4ArEXLco25tfa2JG9bjm0v0bKcIh+Esa1OxrZ6reXxGduAqrW2\n0n0AADpfyQkAA1lzwTzq14FW1YlV9Z6q+khVXV9VP9vLX1ZVu6rq2v44c2qdF/VxfLSqvn+qfK9j\n7DfcXd3LL+s336WqjuzzO/ryTcswvp1V9aE+hu297JiqemdV3dh/Ht3Lq6pe1ftzXVWdNrWdLb3+\njVW1Zar82/r2d/R1a19tzHBc3zy1b66tqnuq6udW836rqtdU1e1V9eGpshXbV/tqY0Zj+19V9c99\n21dU1fpevqmqvjC1Dy9ajjEs9DzNaGwr+jpcqI0Zje2yqXHtrKpre/mq2m8HpLW2Zh6Z3Gz28SSP\nTvKQJB9McspK96v37fgkp/Xphyf5WJJTkrwsyS/tpf4pvf9HJjmpj+uIfY0xyeVJzunTFyX5z336\nvyS5qE+fk+SyZRjfziTHziv7n0m29eltSS7s02cm+cskleT0JFf38mOS3NR/Ht2nj+7L/rHXrb7u\nGftqYxlfX5/K5O8PV+1+S/JdSU5L8uER9tVCbcxwbE9Nsq5PXzjV7qbpevO2M5Mx7Ot5mtHYVux1\nuFAbsxrbvOW/leSlq3G/HdDzcagaOiSDSb4jydun5l+U5EUr3a8F+vqWTL5PfKFfrD36nsld7t+x\n0Bj7C+vTeeAN6P56c+v26XW9Xs14PDvzlcH80STH9+njk3y0T/9+kmfNr5fkWUl+f6r893vZ8Un+\near8/noLtbFM++ypSf6+T6/q/Tb/zW0l99VCbcxqbPOW/XCSN+yr3izHsNDzNMP9tmKvw4XamPV+\n623dnOTk1brf9vex1k5l7+3rQDeuUF8W1E8FPS7J1b3o+f00ymvqgVOxC41lofJHJLmrtXbfvPI9\nttWX393rz1JL8o6quqYm3+qWJMe11m7t059Kctz8/szr677Kb9lL+b7aWA7nJHnj1Pxa2G9zVnJf\nHcrf2+dmcoQ056Sq+kBV/XVVPXGqP7Maw6EY20q9Dg/VfntikttaazdOla2F/bagtRbMw6uqhyX5\n0yQ/11q7J8mrk3xjklOT3JrJKZvV6AmttdOSnJHk/Kr6rumFbfKxsy1nB5azjX697YeS/EkvWiv7\n7Sus9n21kKp6SZL7kryhF92a5JGttccl+YUkf1xVX7vU7a3EGPZizb4Opzwre34gXgv7bZ/WWjAv\n6etAV0pVPTiTUH5Da+3PkqS1dltr7UuttS8n+YNM/jtXsvBYFiq/I8n6qlo3r3yPbfXlR/X6M9Na\n29V/3p7kij6O26rq+N7u8UluP8Cx7erT88uzjzZm7Ywk/9Rauy1ZO/ttykruq2X/va2qc5P8QJIf\n72/Maa39a2vtjj59TSbXSL9pxmNY1rGt8OvwUOy3dUl+JMllc2VrYb8tZq0F87BfB9rvDrwkyQ2t\ntZdPlR8/Ve2Hk8zdlXhlknP6HZEnJTk5kxsb9jrG/mbzniTP6OtvyeQ69ty2tvTpZyR599yb04zG\n9jVV9fC56UyuxX54Xrvz+/Psfkfk6Unu7qeZ3p7kqVV1dD8l99RMrnPdmuSeqjq9P4/PXmBs023M\n2h6f2tfCfptnJffVQm3MRFU9LckLkvxQa+3zU+UbavL/41NVj85kX9004zHs9Xma4dhW8nW4UBuz\n9H2ZXDe+/xT1WthvizpUF7MP1SOTu+w+lsmnqJesdH+m+vWETE6fXJfk2v44M8nrknyol1+ZqZte\nkrykj+Oj6XcX7muMmdxp+Y9JdmRyyvXIXv7QPr+jL3/0jMf26Ezuzvxgkuvn+pTJdairktyY5F1J\njunlleT3ev8/lGTz1Lae2/u5I8lzpso3Z/Km8/Ekv5sHvhxnr23MeHxfk8kRwlFTZat2v2XyAePW\nJF/M5NrZeSu5r/bVxozGtiOT64Vzv3dzdxj/aH+9Xpvkn5L84HKMYaHnaUZjW9HX4UJtzGJsvfyP\nkjxvXt1Vtd8O5OGbvwBgIGvtVDYArGqCGQAGIpgBYCCCGQAGIpgBYCCCGQAGIpgBYCCCGQAG8v8B\ntiCltTPJsT0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zcckPny8EW1k",
        "colab_type": "code",
        "outputId": "84cc8113-4106-4471-c2e6-3b28647f6aaf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        }
      },
      "source": [
        "#Exercice2: display several histograms in the same figure\n",
        "#@todo: compare 18th and 16th arrondissements. \n",
        "#Don't forget to label the axes and to provide a title and a legend!\n",
        "#Bonus: put a logarithmic scale on the y-axis\n"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAHiCAYAAAA9Am/ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yfHbDXLQ3s-B",
        "colab_type": "text"
      },
      "source": [
        "### PieChart"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2PUKaekHEtFu",
        "colab_type": "text"
      },
      "source": [
        "**Pie chart** is a simple circular representation of either quantitative (aggregated) or categorical variables. the full pie represents 100% of the visualized data and each slice represent a percentage of the occurences. \n",
        "\n",
        "Very useful to highlight certain slices and offers a constrasts between the dominant categories and the others."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VpYfMnfthZeD",
        "colab_type": "code",
        "outputId": "098e9ac9-33b8-401d-f34f-c9a753df5716",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "data = df_housing['code_commune'].value_counts()\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Int64Index([75118, 75117, 75120, 75116, 75119, 75111, 75110, 75114, 75113,\n",
              "            75109, 75112, 75103, 75107, 75105, 75106, 75104, 75102, 75108,\n",
              "            75101, 75115],\n",
              "           dtype='int64')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AxU6uou2hdkG",
        "colab_type": "code",
        "outputId": "e3133daa-b8c4-499c-8f48-6d5727c5cbee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "data.index"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Int64Index([75118, 75117, 75120, 75116, 75119, 75111, 75110, 75114, 75113,\n",
              "            75109, 75112, 75103, 75107, 75105, 75106, 75104, 75102, 75108,\n",
              "            75101, 75115],\n",
              "           dtype='int64')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KEuPUVXVhfy_",
        "colab_type": "code",
        "outputId": "26c0b0cb-4526-4e38-ffe0-beeaefdc6d31",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data.index[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "75118"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Nx33hvo_htM2",
        "colab_type": "code",
        "outputId": "4bcaf9ff-5be5-4028-a57d-ce8e32024b59",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data.values[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3100"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U_5ts_PdHJqH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Exercice3: Use pie() function to display a Pie chart in Pyplot.\n",
        "#@todo: Display a piechart representing all #sales in Paris, where each category is the arrondissement (\"code_commune\").  \n",
        "#Don't forget to label the axes and to provide a title and a legend!\n",
        "#Bonus: how can you reduce the ugliness of this?\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V0EWCKPH3s50",
        "colab_type": "text"
      },
      "source": [
        "###BoxPlot"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SPY3a9xLJS-V",
        "colab_type": "text"
      },
      "source": [
        "\"The box-and-whisker plot is an exploratory graphic, created by John W. Tukey, used to show the distribution of a dataset (at a glance). Think of the type of data you might use a histogram with, and the box-and-whisker (or box plot, for short) could probably be useful.\" [source](https://flowingdata.com/2008/02/15/how-to-read-and-use-a-box-and-whisker-plot/)\n",
        "\n",
        "There are several functions available : use whichever you find more convenient.\n",
        "- `plt.boxplot`\n",
        "- `ax.boxplot`\n",
        "- `pd.DataFrame.boxplot`\n",
        "- ..."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JmxvlP_5KNtZ",
        "colab_type": "text"
      },
      "source": [
        "![boxplot](https://i2.wp.com/flowingdata.com/wp-content/uploads/2008/02/box-plot-explained.gif?w=1090)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9wMv6OQ8JZtw",
        "colab_type": "code",
        "outputId": "7f785c5f-543b-4c46-d0a2-a5f4163a728b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 592
        }
      },
      "source": [
        "#Exercice4: Use boxplot() function to display boxplots in Pyplot.\n",
        "#@todo: Represents all prices per district in a single figure with boxplot().  \n",
        "#Don't forget to label the axes and to provide a title and a legend!\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAI/CAYAAAAhuD5/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAfwElEQVR4nO3dfYxl933f98+33FKRXVBcihtF5pIl\na7NOaaOtpQHFwEBhWC21Ug2vgroOHaNkFMKsYStOYhc2ZQOhYjWAjaRVw8RhwoaqyEAQzSoJRASS\naUYSYPQPyhzKtqgHq9rIlrmEHhjtSmwixA7tb/+YQ+dyPburfZiH793XCxjMvb9zzv2dq8PRvuee\ne+5UdwcAgBn+o73eAQAAvnHiDQBgEPEGADCIeAMAGES8AQAMIt4AAAY5sNc7sFuuvvrqvv766/d6\nNwAAzuqpp5761919aLtll0y8XX/99dnc3Nzr3QAAOKuq+vzpljltCgAwiHgDABhEvAEADCLeAAAG\nEW8AAIOINwCAQcQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0A\nYBDxBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAgB/Z6BwDgQlXVrs/Z3bs+JyTiDYA1\ncL4hVVUijHGcNgUAGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8AQAM\nIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsA\nwCDiDQBgEPEGADCIeAMAGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGOSs\n8VZV76qqL1fVJ7ZZ9lNV1VV19XK/qureqjpWVR+vqtesrHtHVX12+bpjZfy1VfX0ss29VVXL+FVV\n9fiy/uNVdfBscwAArLtv5JW3dyc5cupgVV2b5NYkv7cy/MYkNy5fdyW5b1n3qiT3JHldkpuT3PNi\njC3r/MjKdi/OdXeSD3X3jUk+tNw/7RwAAJeCs8Zbd/9akhPbLHpnkp9O0itjR5M81FueSHJlVb06\nyRuSPN7dJ7r7ZJLHkxxZll3R3U90dyd5KMmbVx7rweX2g6eMbzcHAMDaO6/3vFXV0STPdvdvnbLo\nmiTPrNw/voydafz4NuNJ8qru/sJy+4tJXnWWOQAA1t6Bc92gqr4pyc9m65Tprujurqo++5ovVVV3\nZevUaq677rqLvl8AALvtfF55+9YkNyT5rar63SSHk3ysqv5MkmeTXLuy7uFl7Ezjh7cZT5IvvXg6\ndPn+5WX8dI/1J3T3/d290d0bhw4dOsenCQCw/5xzvHX30939p7v7+u6+PlunLV/T3V9M8miS25cr\nQm9J8rXl1OdjSW6tqoPLhQq3JnlsWfZ8Vd2yXGV6e5L3L1M9muTFq1LvOGV8uzkAANbeWU+bVtV7\nk3xPkqur6niSe7r7gdOs/oEkb0pyLMnXk7wlSbr7RFW9I8mTy3o/390vXgTxY9m6ovXlST64fCXJ\nLyR5pKruTPL5JD94pjkAAC4FtXWR5/rb2Njozc3Nvd4NAPaRqsql8u8gs1TVU929sd0yf2EBAGAQ\n8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAA\nBhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOIN\nAGCQA3u9A7BOqmrX5+zuXZ8TgL0j3uAiOt+QqioRBsA3xGlTAIBBxBsAwCDiDQBgEPEGADCIeAMA\nGES8AQAM4qNCAOIz+mCv+Nk7d+INID6jD/aKn71z57QpAMAgXnnbZ7x8DACciXjbZ7x8DACcidOm\nAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ\n8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHOGm9V9a6q+nJVfWJl7G9X1W9X1cer6p9X1ZUr\ny95WVceq6jNV9YaV8SPL2LGquntl/Iaq+ugy/stVdfky/rLl/rFl+fVnmwMAYN19I6+8vTvJkVPG\nHk/ynd39Xyb5f5O8LUmq6qYktyX5jmWbf1BVl1XVZUl+Kckbk9yU5IeWdZPkF5O8s7u/LcnJJHcu\n43cmObmMv3NZ77RznOPzBgAY6azx1t2/luTEKWO/2t0vLHefSHJ4uX00ycPd/fvd/TtJjiW5efk6\n1t2f6+4/SPJwkqNVVUm+N8n7lu0fTPLmlcd6cLn9viSvX9Y/3RwAAGvvYrzn7S8n+eBy+5okz6ws\nO76MnW78lUm+uhKCL46/5LGW5V9b1j/dYwEArL0Lireq+rkkLyR5z8XZnYurqu6qqs2q2nzuuef2\nencAAC7YecdbVf2lJN+X5Ie7u5fhZ5Ncu7La4WXsdONfSXJlVR04Zfwlj7Usf8Wy/uke60/o7vu7\ne6O7Nw4dOnQezxIAYH85r3irqiNJfjrJ93f311cWPZrktuVK0RuS3Jjk15M8meTG5crSy7N1wcGj\nS/R9JMkPLNvfkeT9K491x3L7B5J8eFn/dHMAAKy9A2dboarem+R7klxdVceT3JOtq0tfluTxrWsI\n8kR3/2h3f7KqHknyqWydTv3x7v7D5XHemuSxJJcleVd3f3KZ4meSPFxV/2uS30jywDL+QJJ/UlXH\nsnXBxG1JcqY5AADWXf2HM57rbWNjozc3N/d6N3ZMVeVSOZbryPGby7GbzfGba92PXVU91d0b2y3z\nFxYAAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsA\nwCDiDQBgEPEGADCIeAMAGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8\nAQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8AQAMIt4AAAYRbwAAg4g3AIBB\nxBsAwCDiDQBgEPEGADCIeAMAGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMA\nGES8AQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8AQAMctZ4q6p3VdWXq+oT\nK2NXVdXjVfXZ5fvBZbyq6t6qOlZVH6+q16xsc8ey/mer6o6V8ddW1dPLNvdWVZ3vHAAA6+4beeXt\n3UmOnDJ2d5IPdfeNST603E+SNya5cfm6K8l9yVaIJbknyeuS3JzknhdjbFnnR1a2O3I+cwAAXArO\nGm/d/WtJTpwyfDTJg8vtB5O8eWX8od7yRJIrq+rVSd6Q5PHuPtHdJ5M8nuTIsuyK7n6iuzvJQ6c8\n1rnMAQCw9s73PW+v6u4vLLe/mORVy+1rkjyzst7xZexM48e3GT+fOQAA1t4FX7CwvGLWF2FfLvoc\nVXVXVW1W1eZzzz23A3sGALC7zjfevvTiqcrl+5eX8WeTXLuy3uFl7Ezjh7cZP585/oTuvr+7N7p7\n49ChQ+f0BAEA9qPzjbdHk7x4xegdSd6/Mn77ckXoLUm+tpz6fCzJrVV1cLlQ4dYkjy3Lnq+qW5ar\nTG8/5bHOZQ4AgLV34GwrVNV7k3xPkqur6ni2rhr9hSSPVNWdST6f5AeX1T+Q5E1JjiX5epK3JEl3\nn6iqdyR5clnv57v7xYsgfixbV7S+PMkHl6+c6xwAAJeC2no72frb2Njozc3Nvd6NHVNVuVSO5Tpy\n/OZy7GZz/OZa92NXVU9198Z2y/yFBQCAQcQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLeAAAGEW8A\nAIOINwCAQcQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0AYBDx\nBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLeAAAG\nEW8AAIOINwCAQcQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0A\nYBDxBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLe\nAAAGEW8AAINcULxV1V+vqk9W1Seq6r1V9aeq6oaq+mhVHauqX66qy5d1X7bcP7Ysv37lcd62jH+m\nqt6wMn5kGTtWVXevjG87BwDAujvveKuqa5L8RJKN7v7OJJcluS3JLyZ5Z3d/W5KTSe5cNrkzycll\n/J3Leqmqm5btviPJkST/oKouq6rLkvxSkjcmuSnJDy3r5gxzAACstQs9bXogycur6kCSb0ryhSTf\nm+R9y/IHk7x5uX10uZ9l+eurqpbxh7v797v7d5IcS3Lz8nWsuz/X3X+Q5OEkR5dtTjcHAMBaO+94\n6+5nk/ydJL+XrWj7WpKnkny1u19YVjue5Jrl9jVJnlm2fWFZ/5Wr46dsc7rxV55hDgCAtXYhp00P\nZutVsxuSfEuSb87Wac99o6ruqqrNqtp87rnn9np3AAAu2IWcNv1vk/xOdz/X3f8+yT9L8t1JrlxO\noybJ4STPLrefTXJtkizLX5HkK6vjp2xzuvGvnGGOl+ju+7t7o7s3Dh06dAFPFQBgf7iQePu9JLdU\n1Tct70N7fZJPJflIkh9Y1rkjyfuX248u97Ms/3B39zJ+23I16g1Jbkzy60meTHLjcmXp5dm6qOHR\nZZvTzQEAsNYu5D1vH83WRQMfS/L08lj3J/mZJD9ZVcey9f60B5ZNHkjyymX8J5PcvTzOJ5M8kq3w\n+5UkP97df7i8p+2tSR5L8ukkjyzr5gxzAACstdp6IWv9bWxs9Obm5l7vxo6pqlwqx3IdOX5zOXYX\n11VXXZWTJ0/u9W7smIMHD+bEiRN7vRtrYd1/9qrqqe7e2G7Zge0GAWAvnDx5ct3/Qd7rXWAN+PNY\nAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ\n8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAA\nBhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOIN\nAGAQ8QYAMIh4AwAY5MBe7wAAsB6uuuqqnDx5ctfmq6pdm+vgwYM5ceLErs13JuINALgoTp48me7e\n693YEbsZimcj3nbIbv/2kVy6v4HAKj97wLoTbztknX/7SPbXbyCwys8esO5csAAAMIh4AwAYxGlT\n2Ib3TQGwX4k32Ib3TQGwXzltCgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0AYBDx\nBgAwyAXFW1VdWVXvq6rfrqpPV9Wfq6qrqurxqvrs8v3gsm5V1b1VdayqPl5Vr1l5nDuW9T9bVXes\njL+2qp5etrm3lo+FP90cAADr7kJfefu7SX6lu/9skv8qyaeT3J3kQ919Y5IPLfeT5I1Jbly+7kpy\nX7IVYknuSfK6JDcnuWclxu5L8iMr2x1Zxk83BwDAWjvveKuqVyT5b5I8kCTd/Qfd/dUkR5M8uKz2\nYJI3L7ePJnmotzyR5MqqenWSNyR5vLtPdPfJJI8nObIsu6K7n+itPzL50CmPtd0cAABr7UJeebsh\nyXNJ/q+q+o2q+sdV9c1JXtXdX1jW+WKSVy23r0nyzMr2x5exM40f32Y8Z5gDAGCtXUi8HUjymiT3\ndfd3Jfm3OeX05fKKWV/AHGd1pjmq6q6q2qyqzeeee24ndwMAYFdcSLwdT3K8uz+63H9ftmLuS8sp\nzyzfv7wsfzbJtSvbH17GzjR+eJvxnGGOl+ju+7t7o7s3Dh06dF5PEgBgPznveOvuLyZ5pqq+fRl6\nfZJPJXk0yYtXjN6R5P3L7UeT3L5cdXpLkq8tpz4fS3JrVR1cLlS4Ncljy7Lnq+qW5SrT2095rO3m\nAABYawcucPu/kuQ9VXV5ks8leUu2gvCRqrozyeeT/OCy7geSvCnJsSRfX9ZNd5+oqnckeXJZ7+e7\n+8Ry+8eSvDvJy5N8cPlKkl84zRwAAGuttt4ytv42NjZ6c3Nz1+arqqzz/7ae32zr/PzW+bklnt90\nnt9cu/3cquqp7t7Ybpm/sAAAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYA\nMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFv\nAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ\n8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAY5MBe7wAAvKjv\nuSJ5+yv2ejd2TN9zxV7vAmtAvAGwb9TffD7dvde7sWOqKv32vd4LpnPaFABgEPEGADCIeAMAGES8\nAQAMIt4AAAYRbwAAg4g3AIBBxBsAwCDiDQBgEPEGADCIeAMAGES8AQAMcsHxVlWXVdVvVNW/WO7f\nUFUfrapjVfXLVXX5Mv6y5f6xZfn1K4/xtmX8M1X1hpXxI8vYsaq6e2V82zkAANbdgYvwGH81yaeT\nXLHc/8Uk7+zuh6vqHya5M8l9y/eT3f1tVXXbst5fqKqbktyW5DuSfEuSf1lV//nyWL+U5L9LcjzJ\nk1X1aHd/6gxzAJe4vueK5O2v2Ovd2DF9zxVnXwlYaxcUb1V1OMl/n+RvJfnJqqok35vkLy6rPJjk\n7dkKq6PL7SR5X5K/v6x/NMnD3f37SX6nqo4luXlZ71h3f26Z6+EkR6vq02eYA7jE1d98Pt2917ux\nY6oq/fa93gtgL13oadP/I8lPJ/mj5f4rk3y1u19Y7h9Pcs1y+5okzyTJsvxry/p/PH7KNqcbP9Mc\nAABr7bxfeauq70vy5e5+qqq+5+Lt0sVTVXcluStJrrvuul2d26kbAGAnXMhp0+9O8v1V9aYkfypb\n73n7u0murKoDyytjh5M8u6z/bJJrkxyvqgNJXpHkKyvjL1rdZrvxr5xhjpfo7vuT3J8kGxsbu3oe\nxakbAGAnnPdp0+5+W3cf7u7rs3XBwYe7+4eTfCTJDyyr3ZHk/cvtR5f7WZZ/uLfq5tEkty1Xo96Q\n5MYkv57kySQ3LleWXr7M8eiyzenmAABYazvxOW8/k62LF45l6/1pDyzjDyR55TL+k0nuTpLu/mSS\nR5J8KsmvJPnx7v7D5VW1tyZ5LFtXsz6yrHumOQAA1lqt86m9VRsbG725ublr81XV+p829fzGWufn\nt87PLfH8pvP85trt51ZVT3X3xnbLLsbnvAEArPXFevvpQj3xBgBcFOt8sd5+ulDP3zYFABhEvAEA\nDCLeAAAGEW8AAIOINwCAQcQbAMAgPioEtrHOn1WU7K/PKwLg3Ig32MY6f1ZRsr8+rwiAc+O0KQDA\nIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwB\nAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHE\nGwDAIOINAGAQ8QYAMMiBvd4BAFhVVXu9Czvm4MGDe70LrAHxBsC+0d27Ol9V7fqccKGcNgUAGES8\nAQAMIt4AAAYRbwAAg4g3AIBBxBsAwCA+KgQAuGjW9XP69tNn9Ik3AOCi2M3PzLuUP6PPaVMAgEG8\n8gasnXU9bZPsr1M3wN4Qb8Ba8eeVgHUn3naQ3/4BgItNvO0Qv/0DADvBBQsAAIOINwCAQcQbAMAg\n4g0AYJDzjrequraqPlJVn6qqT1bVX13Gr6qqx6vqs8v3g8t4VdW9VXWsqj5eVa9Zeaw7lvU/W1V3\nrIy/tqqeXra5t5bLN083BwDAuruQV95eSPJT3X1TkluS/HhV3ZTk7iQf6u4bk3xouZ8kb0xy4/J1\nV5L7kq0QS3JPktcluTnJPSsxdl+SH1nZ7sgyfro5AADW2nnHW3d/obs/ttz+/5J8Osk1SY4meXBZ\n7cEkb15uH03yUG95IsmVVfXqJG9I8nh3n+juk0keT3JkWXZFdz/RW5+B8dApj7XdHAAAa+2ifM5b\nVV2f5LuSfDTJq7r7C8uiLyZ51XL7miTPrGx2fBk70/jxbcZzhjngovEhywDsRxccb1X1nyT5p0n+\nWnc/v/oPXnd3Ve3oJ8eeaY6quitbp2hz3XXX7eRusGZ8yDIA+9UFXW1aVf9xtsLtPd39z5bhLy2n\nPLN8//Iy/mySa1c2P7yMnWn88DbjZ5rjJbr7/u7e6O6NQ4cOnd+TBADYRy7katNK8kCST3f3/76y\n6NEkL14xekeS96+M375cdXpLkq8tpz4fS3JrVR1cLlS4Ncljy7Lnq+qWZa7bT3ms7eYAAFhrF3La\n9LuT/E9Jnq6q31zGfjbJLyR5pKruTPL5JD+4LPtAkjclOZbk60nekiTdfaKq3pHkyWW9n+/uE8vt\nH0vy7iQvT/LB5StnmAMAYK3VpfI+m42Njd7c3Nzr3dgx3jM1m+M3l2M3m+M317ofu6p6qrs3tlvm\nLywAAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcA\ngEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4\nAwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACD\niDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYA\nMIh4AwAYRLwBAAwi3gAABhFvAACDiDcAgEHEGwDAIOINAGAQ8QYAMIh4AwAYZHS8VdWRqvpMVR2r\nqrv3en8AAHba2HirqsuS/FKSNya5KckPVdVNe7tXAAA7a2y8Jbk5ybHu/lx3/0GSh5Mc3eN9AgDY\nUZPj7Zokz6zcP76MAQCsrQN7vQM7qaruSnJXklx33XV7vDffmKra9W27+7zn5KUcv7kcu9kcv7kc\nu3M3Od6eTXLtyv3Dy9gf6+77k9yfJBsbGyOO1PT/oC51jt9cjt1sjt9cjt25m3za9MkkN1bVDVV1\neZLbkjy6x/sEALCjxr7y1t0vVNVbkzyW5LIk7+ruT+7xbgEA7Kix8ZYk3f2BJB/Y6/0AANgtk0+b\nAgBccsQbAMAg4g0AYBDxBgAwiHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0AYBDxBgAw\niHgDABhEvAEADCLeAAAGEW8AAIOINwCAQcQbAMAg4g0AYBDxBgAwSHX3Xu/Drqiq55J8fq/3Ywdd\nneRf7/VOcN4cv7kcu9kcv7nW/dj9p919aLsFl0y8rbuq2uzujb3eD86P4zeXYzeb4zfXpXzsnDYF\nABhEvAEADCLe1sf9e70DXBDHby7HbjbHb65L9th5zxsAwCBeeQMAGES87SNV9e1V9ZsrX89X1V+r\nqrdX1bMr429a1n9lVX2kqv5NVf39Ux7rtVX1dFUdq6p7q6qW8f+xqj5ZVX9UVZfkVTo7ZZeO39+u\nqt+uqo9X1T+vqiv34rmum106du9YjttvVtWvVtW37MVzXUe7cfxWlv9UVXVVXb2bz3Fd7dLP3raP\nNZnTpvtUVV2W5Nkkr0vyliT/prv/zinrfHOS70rynUm+s7vfurLs15P8RJKPJvlAknu7+4NV9V8k\n+aMk/yjJ/9Ldm7vxfC41O3j8bk3y4e5+oap+MUm6+2d24zldKnbw2F3R3c8v6/xEkpu6+0d34zld\nSnbq+C3Lrk3yj5P82SSv7e51/oyxXbeDP3tv3+6xJvPK2/71+iT/qrtP+8HC3f1vu/v/SfLvVser\n6tVJrujuJ3qrzh9K8uZlm09392d2cL/ZslPH71e7+4Vl1SeSHN6Rvb+07dSxe35l1W9O4jfnnbEj\nx2/xziQ/Hcdup+zksVsr4m3/ui3Je1fuv3U55fKuqjp4lm2vSXJ85f7xZYzdsxvH7y8n+eCF7Sbb\n2LFjV1V/q6qeSfLDSf7GxdphXmJHjl9VHU3ybHf/1kXdW1bt5P9vnstj7XvibR+qqsuTfH+S/3sZ\nui/Jtyb5r5N8Icn/tke7xjdgN45fVf1ckheSvOdCH4v/YKePXXf/XHdfm63j9tazrc+52anjV1Xf\nlORnI7h3zA7/7K3dv6HibX96Y5KPdfeXkqS7v9Tdf9jdf5Tk/0xy81m2fzYvPZ12eBljd+zo8auq\nv5Tk+5L8cHvT6sW2Wz9770nyP1yE/eWldur4fWuSG5L8VlX97jL+sar6Mxd5/y9lO/azdx6Pte+J\nt/3ph7Ly0vFyLv9Ffz7JJ860cXd/IcnzVXXLcrXN7UnevxM7yrZ27PhV1ZFsvefm+7v76xd7x9nR\nY3fjyqpHk/z2xdpp/tiOHL/ufrq7/3R3X9/d12frlNxruvuLF/0ZXLp28mfvnB5rAleb7jPLlTS/\nl+Q/6+6vLWP/JFsv93aS303yPy//oWb5LfCKJJcn+WqSW7v7U7X1MSDvTvLybL0v6q90d1fVn0/y\n95IcWtb/ze5+w649wTW3C8fvWJKXJfnKMuUTrli8OHbh2P3TJN+erau9P5/kR7vbK+IXyU4fv1Pm\n+t0kG642vTh24WfvtI81lXgDABjEaVMAgEHEGwDAIOINAGAQ8QYAMIh4AwAYRLwBAAwi3gAABhFv\nAACD/P8w2ROlTjqvfAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VNwZcWgtanDH",
        "colab_type": "text"
      },
      "source": [
        "#Leverage MatplotLib On Real Data - Answering Open Questions"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dC1FKisXYFQ9",
        "colab_type": "text"
      },
      "source": [
        "## Load Data "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5HYL3NRH9nx4",
        "colab_type": "text"
      },
      "source": [
        "Let's explore Paris's real estate data. It's publicly available data that you find [here](https://www.data.gouv.fr/fr/datasets/5cc1b94a634f4165e96436c1/). We took the full dataset, cleaned it a bit and reduced it to sold appartements in paris. \n",
        "\n",
        "The file is available [here](https://drive.google.com/open?id=1BJdsMw8i8Ad0gT0LyrhAZYEL0JhN8c0m) (about 4MB). **It is the same file as in the previous exercise.** You can download it then load it on colab (under the folder \"content\"), or you can just use [this raw git url](https://raw.githubusercontent.com/annemariet/tutorials/master/data/RealEstate_Paris_cleaned_17_12_2019.csv) to load it directly with `pandas`.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9I1Z2qlRVsiQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#To make this section self sufficient, we'll re-import needed libraries. \n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "33eiVQg29mgb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Load data and display columns and shape\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pwjy7X65YIxN",
        "colab_type": "text"
      },
      "source": [
        "## Basic insights"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "shpROlfVYLly",
        "colab_type": "text"
      },
      "source": [
        "Exploring data means answering questions, so let's ask a few question that you'll have to answer via visualization. \n",
        "\n",
        "PS: if you need a few minutes to look at the data, understand columns, explore missing points, etc. Go ahead :)\n",
        "\n",
        "Here are a few \"open\" questions for you to further explore the data. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2JRPCSCaYmFN",
        "colab_type": "text"
      },
      "source": [
        "**Question1:** What can you tell us about the number of sold items per month and per arrondissement? "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wv7OH1h-ZhdG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VpBZ5-GpYryC",
        "colab_type": "text"
      },
      "source": [
        "**Question2:** What about prices? which regions are the most/least expensive in Paris (in average)?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NuwvtrOKYqBt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pCNH7YmToedr",
        "colab_type": "text"
      },
      "source": [
        "**Question3:** What can we say about the relationship between price & surface? "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NtqnyEp1oeqp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-oEVnKBUo753",
        "colab_type": "text"
      },
      "source": [
        "**Question4:** Let's assume we build a prediction model to predict the price, how precise can it be? "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YhdRx36Ao8Fc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nk0-y_xGoV9V",
        "colab_type": "text"
      },
      "source": [
        "## Complex view: master Matplotlib's multiple Axes in a Figure"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lohChL1UuysO",
        "colab_type": "text"
      },
      "source": [
        "### HowTo & Example"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jHIj4ryMqyvJ",
        "colab_type": "text"
      },
      "source": [
        "Putting data into perspective can be simpler with a single Figure divided into several subplots. Matplotlib enables you to do just that. \n",
        "\n",
        "**How?** simply by relying on the pyplot function subplot2grid(). See example below.  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AhdmrkLMqy54",
        "colab_type": "code",
        "outputId": "204ba400-2591-4af5-c063-ae26e7cb95b0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        }
      },
      "source": [
        "#Example: how to setup multiple axes. \n",
        "ex_fig = plt.figure(figsize=(16, 8))\n",
        "gridsize = (4, 4)\n",
        "ax1 = plt.subplot2grid(gridsize, (0, 0), colspan=2, rowspan=4)\n",
        "ax2 = plt.subplot2grid(gridsize, (0, 2), colspan=2, rowspan=2)\n",
        "ax3 = plt.subplot2grid(gridsize, (2, 2), colspan=1, rowspan=2)\n",
        "ax4 = plt.subplot2grid(gridsize, (2, 3), colspan=1, rowspan=2)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAAHWCAYAAAB+A3SNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 1152x576 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vb0ptSoEu6XD",
        "colab_type": "text"
      },
      "source": [
        "### Practices multiple Axes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0K0PaJEWu58Q",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo: Answer Exercices 2, 3 & 4 in a single figure."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ggQrWtfED215",
        "colab_type": "text"
      },
      "source": [
        "#Built in Visualization with Seaborn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oCWywxzVpdh5",
        "colab_type": "text"
      },
      "source": [
        "For this part of the workshop, we'll explore the same dataset, but rely on another library built on top of Matplotlib called `seaborn`."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YMrjVQz8JoM0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo: import Seaborn library"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0FttC64rvQU0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo: answer question 1 to 4 relying on Seaborn"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OfUghSj0vXSQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo: Explore correlations between prices and other features of the dataset."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ImTzKwxSndJo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@todo: Find and use Seaborn's function that enables you to plot prices, based on the surface, while computing and displaying its linear regression."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SNG_fq0IvfHV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Bonus: build a basic xgboost model to predict prices and visualize:\n",
        "#1. The curve describing the real prices vs predicted prices\n",
        "#2. show the centered distribution of prices\n",
        "#3. what proportion of predicted prices is within 20% of the real price.  "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eACKMVY5xL5r",
        "colab_type": "text"
      },
      "source": [
        "#Interactive Visualization with Bokeh "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hPI8GM0USfZu",
        "colab_type": "text"
      },
      "source": [
        "##Introduction to Bokeh"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ac5c6fV20iL3",
        "colab_type": "text"
      },
      "source": [
        "We'll continue exploring our dataset, but with an interactive library this time: Bokeh. Its official documentation/training can be found [here](https://hub.gke.mybinder.org/user/bokeh-bokeh-notebooks-qikuq6ov/notebooks/tutorial/00%20-%20Introduction%20and%20Setup.ipynb)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CGHzNKLu0u4C",
        "colab_type": "text"
      },
      "source": [
        "We'll focus on a few elements to get you acquainted and operational ; you can explore the rest on your own as needed.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bM4rQwasxwfc",
        "colab_type": "text"
      },
      "source": [
        "**Why Bokeh?** Unlike Matplotlib or Seaborn, Bokeh renders its display in HTML and JavaScript. Its purpose is to offer an interactive visualisation tool that can be easily embedded in web applications. \n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "voEk0ivsKvHk",
        "colab_type": "text"
      },
      "source": [
        "**Basic plotting template?** assuming you already prepared your data, rendering it on Bokeh requires a few steps:\n",
        "1.   Importing Bokeh librairies\n",
        "2.   Choosing rendering type (e.g., html or inline in a notebook)\n",
        "3.   Prepare a plotting canvas (aka Figure)\n",
        "4.   Define plotting schema and layout\n",
        "5.   Invoke show() that will finally display the data based on the previous setps. \n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4khF6CU5Qjh9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Import Data manipulation Libraries\n",
        "import pandas as pd\n",
        "\n",
        "\n",
        "#1 Import Bokeh Libraries\n",
        "from bokeh.plotting import output_file, output_notebook, show, figure"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "APTgnDOq4hes",
        "colab_type": "code",
        "outputId": "574c6fdd-b77f-47d5-ff78-d6c191c178e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 651
        }
      },
      "source": [
        "#2 Rendering File & Enabling Rendering on Jupyter Notebooks\n",
        "output_file('myDataViz.html')  # Static HTML or use the second line to enable \n",
        "output_notebook()  # Rendering in a Jupyter Notebook\n",
        "\n",
        "#3 Prepare the canvas in which the data will be displayed: figure\n",
        "fig = figure()  \n",
        "\n",
        "#4 Define plotting schema and layout (will be explored in the next subsections)\n",
        "\n",
        "#5 Preview and save \n",
        "show(fig)  # See what I made, and save if I like it\n",
        "\n",
        "## You should observe an empty display since we didn't plug the data (#4)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:bokeh.core.validation.check:W-1000 (MISSING_RENDERERS): Plot has no renderers: Figure(id='1001', ...)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"24699eaa-782b-4a74-9a08-01df2fbb3306\" data-root-id=\"1001\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"c16e632b-3ab9-4db3-8565-1c87bc867679\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1010\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1014\",\"type\":\"Grid\"},{\"id\":\"1019\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1015\",\"type\":\"LinearAxis\"}],\"title\":{\"id\":\"1033\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1026\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1002\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1006\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1004\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1008\",\"type\":\"LinearScale\"}},\"id\":\"1001\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1039\",\"type\":\"BoxAnnotation\"}},\"id\":\"1022\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1038\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"1002\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"1004\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1039\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1036\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1036\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1011\",\"type\":\"BasicTicker\"}},\"id\":\"1010\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1011\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"1011\",\"type\":\"BasicTicker\"}},\"id\":\"1014\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1038\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1016\",\"type\":\"BasicTicker\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1016\",\"type\":\"BasicTicker\"}},\"id\":\"1019\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1020\",\"type\":\"PanTool\"},{\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"id\":\"1022\",\"type\":\"BoxZoomTool\"},{\"id\":\"1023\",\"type\":\"SaveTool\"},{\"id\":\"1024\",\"type\":\"ResetTool\"},{\"id\":\"1025\",\"type\":\"HelpTool\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1033\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"PanTool\"}],\"root_ids\":[\"1001\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
              "  var render_items = [{\"docid\":\"c16e632b-3ab9-4db3-8565-1c87bc867679\",\"roots\":{\"1001\":\"24699eaa-782b-4a74-9a08-01df2fbb3306\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "1001"
            }
          }
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:bokeh.core.validation.check:W-1000 (MISSING_RENDERERS): Plot has no renderers: Figure(id='1001', ...)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IDNxGcwbSytE",
        "colab_type": "text"
      },
      "source": [
        "## First plot based on real data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iaHnr814Sx9n",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "#Price/Surface relationship (relying on the same real estate data used before)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YyxSMg9FUz0t",
        "colab_type": "code",
        "outputId": "053b67ec-3c49-4eec-f205-c01928191691",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "#Reminder: we'll be working with the loaded data in a dataframe\n",
        "df_housing.columns"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Unnamed: 0', 'index', 'id_mutation', 'date_mutation',\n",
              "       'nature_mutation', 'valeur_fonciere', 'adresse_numero',\n",
              "       'adresse_suffixe', 'adresse_nom_voie', 'adresse_code_voie',\n",
              "       'code_postal', 'code_commune', 'nom_commune', 'code_departement',\n",
              "       'lot1_surface_carrez', 'lot2_surface_carrez', 'lot3_surface_carrez',\n",
              "       'lot4_surface_carrez', 'lot5_surface_carrez', 'nombre_lots',\n",
              "       'code_type_local', 'type_local', 'surface_reelle_bati',\n",
              "       'nombre_pieces_principales', 'code_nature_culture', 'nature_culture',\n",
              "       'surface_terrain', 'longitude', 'latitude', 'année', 'mois',\n",
              "       'duplicated'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xvbTlLFnVoxi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Focus on a single arrondissement first (e.g., 75)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qM9LnfEFVv8F",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df_housing_arr=df_housing[df_housing['code_commune']==75113]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KTFJHUsxV4fK",
        "colab_type": "code",
        "outputId": "219ac943-657b-42c7-ebe4-6a6aa0c0f4b2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "df_housing_arr.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1174, 32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H5oLmXgQRh4R",
        "colab_type": "code",
        "outputId": "5a53ddb0-299e-4bb5-acee-5129807ca536",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        }
      },
      "source": [
        "# Import Data manipulation Libraries\n",
        "import pandas as pd\n",
        "\n",
        "#1 Import Bokeh Libraries\n",
        "from bokeh.plotting import output_file, output_notebook, show, figure\n",
        "\n",
        "#2 Rendering File & Enabling Rendering on Jupyter Notebooks\n",
        "output_file('Real_Estate_Price_Surface_Relationship.html')  # Static HTML or use the second line to enable \n",
        "output_notebook()  # Rendering in a Jupyter Notebook\n",
        "\n",
        "#3 Prepare the canvas in which the data will be displayed: figure\n",
        "fig = figure(title=\"Price_Surface_Relationship\", x_axis_label='Surface', y_axis_label='Price')  \n",
        "\n",
        "#4 Define plotting schema and layout (will be explored in the next subsections)\n",
        "fig.circle(x=, y=, line_width=2)\n",
        "\n",
        "\n",
        "#5 Preview and save \n",
        "show(fig)  # See what I made, and save if I like it"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"f7f5edaa-1f34-4b4f-9456-ab7583bc1d91\" data-root-id=\"1160\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"13524992-b9a9-4da1-b010-74533a1523fa\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1171\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1175\",\"type\":\"Grid\"},{\"id\":\"1180\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1176\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"1197\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1161\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1187\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1163\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1167\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1165\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1169\",\"type\":\"LinearScale\"}},\"id\":\"1160\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1195\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1210\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1211\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1172\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1196\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null},\"id\":\"1163\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1185\",\"type\":\"ResetTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1213\",\"type\":\"BoxAnnotation\"}},\"id\":\"1183\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1184\",\"type\":\"SaveTool\"},{\"attributes\":{\"ticker\":{\"id\":\"1172\",\"type\":\"BasicTicker\"}},\"id\":\"1175\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1213\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"1165\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1181\",\"type\":\"PanTool\"},{\"id\":\"1182\",\"type\":\"WheelZoomTool\"},{\"id\":\"1183\",\"type\":\"BoxZoomTool\"},{\"id\":\"1184\",\"type\":\"SaveTool\"},{\"id\":\"1185\",\"type\":\"ResetTool\"},{\"id\":\"1186\",\"type\":\"HelpTool\"}]},\"id\":\"1187\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1167\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1186\",\"type\":\"HelpTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1194\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1195\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1196\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1198\",\"type\":\"CDSView\"}},\"id\":\"1197\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1181\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1182\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1212\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]}},\"selected\":{\"id\":\"1211\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1212\",\"type\":\"UnionRenderers\"}},\"id\":\"1194\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1177\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1194\",\"type\":\"ColumnDataSource\"}},\"id\":\"1198\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"Price_Surface_Relationship\"},\"id\":\"1161\",\"type\":\"Title\"},{\"attributes\":{\"axis_label\":\"Surface\",\"formatter\":{\"id\":\"1208\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1172\",\"type\":\"BasicTicker\"}},\"id\":\"1171\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_label\":\"Price\",\"formatter\":{\"id\":\"1210\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1177\",\"type\":\"BasicTicker\"}},\"id\":\"1176\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1169\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1177\",\"type\":\"BasicTicker\"}},\"id\":\"1180\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1208\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"1160\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
              "  var render_items = [{\"docid\":\"13524992-b9a9-4da1-b010-74533a1523fa\",\"roots\":{\"1160\":\"f7f5edaa-1f34-4b4f-9456-ab7583bc1d91\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "1160"
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l686pvp4yEGK",
        "colab_type": "text"
      },
      "source": [
        "## Using ColumnDataSource"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZPbCi6btyKEy",
        "colab_type": "text"
      },
      "source": [
        "We'll update step 4 to rely on Bokeh's ColumDataSource, key elements that we'll rely on to add interactions in the next subsections. For now we'll plot the same data. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xq1a1abtw-2c",
        "colab_type": "code",
        "outputId": "55cef4bc-1c59-4b02-b1dd-7f03fc487807",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        }
      },
      "source": [
        "# Import Data manipulation Libraries\n",
        "import pandas as pd\n",
        "\n",
        "#1 Import Bokeh Libraries\n",
        "from bokeh.plotting import output_file, output_notebook, show, figure\n",
        "from bokeh.models import ColumnDataSource\n",
        "\n",
        "#2 Rendering File & Enabling Rendering on Jupyter Notebooks\n",
        "output_file('Real_Estate_Price_Surface_Relationship.html')  # Static HTML or use the second line to enable \n",
        "output_notebook()  # Rendering in a Jupyter Notebook\n",
        "\n",
        "#3 Prepare the canvas in which the data will be displayed: figure\n",
        "fig = figure(title=\"Price_Surface_Relationship\", x_axis_label='Surface', y_axis_label='Price')\n",
        "\n",
        "#4 Define plotting schema and layout (will be explored in the next subsections)\n",
        "src = ColumnDataSource(todo)\n",
        "fig.circle(source=src,x=todo,y=todo, line_width=2)\n",
        "\n",
        "\n",
        "#5 Preview and save \n",
        "show(fig)  # See what I made, and save if I like it"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"dd968c8e-f2af-4f55-adb1-8c91ea71cb80\" data-root-id=\"1367\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"fdac7f00-326b-47a4-b68d-9871683c999f\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1378\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1382\",\"type\":\"Grid\"},{\"id\":\"1387\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1383\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"1405\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1368\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1394\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1370\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1374\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1372\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1376\",\"type\":\"LinearScale\"}},\"id\":\"1367\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1393\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null},\"id\":\"1370\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1429\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1392\",\"type\":\"ResetTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1388\",\"type\":\"PanTool\"},{\"id\":\"1389\",\"type\":\"WheelZoomTool\"},{\"id\":\"1390\",\"type\":\"BoxZoomTool\"},{\"id\":\"1391\",\"type\":\"SaveTool\"},{\"id\":\"1392\",\"type\":\"ResetTool\"},{\"id\":\"1393\",\"type\":\"HelpTool\"}]},\"id\":\"1394\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1428\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":2},\"x\":{\"field\":\"lot1_surface_carrez\"},\"y\":{\"field\":\"valeur_fonciere\"}},\"id\":\"1404\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1388\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1427\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1401\",\"type\":\"ColumnDataSource\"}},\"id\":\"1406\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"Price_Surface_Relationship\"},\"id\":\"1368\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1426\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1391\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1379\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"1372\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"1429\",\"type\":\"BoxAnnotation\"}},\"id\":\"1390\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1389\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1374\",\"type\":\"LinearScale\"},{\"attributes\":{\"ticker\":{\"id\":\"1379\",\"type\":\"BasicTicker\"}},\"id\":\"1382\",\"type\":\"Grid\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":2},\"x\":{\"field\":\"lot1_surface_carrez\"},\"y\":{\"field\":\"valeur_fonciere\"}},\"id\":\"1403\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"Price\",\"formatter\":{\"id\":\"1426\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1384\",\"type\":\"BasicTicker\"}},\"id\":\"1383\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1401\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1403\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1404\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1406\",\"type\":\"CDSView\"}},\"id\":\"1405\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1384\",\"type\":\"BasicTicker\"}},\"id\":\"1387\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"Unnamed: 0\":[761280,761281,761282,761283,761286,761287,761288,761289,761290,761291,761293,761294,761295,761296,761297,761298,761299,761300,761301,761302,761303,761304,761306,761307,761308,761309,761310,761312,761313,761314,761315,761316,761318,761319,761320,761322,761324,761325,761326,761327,761328,761329,761330,761332,761333,761334,761335,761336,761338,761339,761340,761341,761342,761343,761344,761345,761346,761347,761348,761349,761352,761355,761356,761357,761359,761360,761361,761362,761363,761364,761365,761366,761367,761368,761369,761370,761371,761372,761373,761374,761375,761376,761377,761378,761379,761380,761381,761382,761383,761384,761385,761386,761387,761388,761389,761390,761391,761392,761393,761394,761395,761396,761397,761398,761399,761400,761401,761402,761403,761404,761405,761406,761407,761408,761409,761410,761411,761413,761415,761416,761417,761418,761419,761420,761422,761423,761424,761425,761426,761427,761428,761429,761430,761431,761432,761434,761435,761436,761437,761438,761439,761440,761441,761442,761443,761444,761445,761446,761447,761448,761450,761451,761454,761455,761456,761457,761458,761459,761460,761461,761462,761463,761464,761466,761467,761468,761469,761470,761471,761472,761474,761475,761476,761477,761478,761479,761480,761481,761482,761483,761484,761485,761486,761487,761488,761489,761490,761491,761492,761493,761494,761495,761496,761497,761498,761499,761500,761501,761502,761503,761504,761507,761508,761509,761510,761511,761513,761515,761516,761518,761519,761520,761521,761522,761523,761524,761525,761526,761527,761528,761529,761530,761531,761532,761534,761535,761536,761537,761538,761539,761540,761541,761542,761543,761545,761547,761548,761549,761550,761551,761552,761553,761554,761555,761556,761557,761558,761559,761560,761561,761562,761564,761565,761566,761567,761568,761569,761570,761571,761572,761573,761574,761575,761577,761578,761579,761580,761584,761585,761586,761587,761588,761589,761590,761591,761592,761594,761595,761596,761597,761598,761599,761600,761601,761602,761603,761604,761605,761606,761607,761608,761609,761610,761611,761612,761613,761614,761615,761616,761617,761621,761622,761623,761624,761625,761626,761628,761629,761630,761631,761632,761634,761635,761636,761637,761638,761639,761640,761641,761642,761643,761644,761645,761646,761647,761648,761649,761650,761651,761652,761653,761655,761657,761658,761659,761660,761661,761662,761663,761664,761665,761666,761667,761669,761670,761671,761672,761673,761674,761675,761677,761678,761679,761680,761681,761683,761684,761685,761686,761687,761689,761690,761691,761692,761693,761694,761697,761698,761699,761700,761701,761702,761703,761704,761705,761706,761707,761708,761710,761711,761712,761713,761714,761715,761716,761717,761718,761720,761721,761722,761723,761724,761726,761727,761728,761729,761730,761731,761732,761733,761734,761735,761736,761737,761738,761739,761740,761741,761742,761744,761745,761746,761747,761749,761750,761751,761752,761753,761754,761755,761756,761757,761758,761760,761761,761763,761764,761765,761766,761767,761769,761770,761772,761774,761775,761776,761777,761778,761779,761780,761781,761782,761783,761784,761785,761786,761787,761788,761789,761790,761791,761792,761793,761794,761795,761796,761797,761798,761799,761800,761801,761802,761803,761804,761805,761806,761807,761808,761809,761810,761811,761812,761813,761814,761815,761816,761817,761819,761820,761821,761822,761823,761824,761825,761826,761827,761829,761830,761831,761832,761833,761834,761835,761836,761837,761838,761839,761840,761841,761843,761844,761845,761846,761847,761848,761849,761850,761853,761854,761855,761856,761857,761858,761859,761860,761861,761862,761864,761865,761866,761867,761868,761869,761870,761871,761872,761873,761874,761875,761876,761877,761878,761879,761880,761882,761883,761884,761886,761887,761888,761889,761890,761891,761892,761893,761894,761895,761896,761897,761898,761899,761900,761901,761902,761903,761904,761905,761906,761907,761908,761909,761910,761911,761912,761913,761914,761915,761918,761921,761922,761923,761924,761925,761926,761927,761928,761929,761930,761931,761932,761933,761934,761935,761936,761937,761938,761939,761940,761941,761942,761944,761945,761946,761947,761948,761949,761950,761951,761952,761953,761954,761958,761959,761960,761961,761962,761964,761965,761966,761967,761968,761969,761970,761972,761973,761974,761975,761977,761978,761979,761980,761981,761983,761984,761986,761987,761988,761989,761990,761991,761992,761993,761994,761995,761996,761998,761999,762000,762001,762002,762003,762004,762006,762008,762009,762010,762012,762013,762014,762016,762017,762018,762019,762020,762021,762023,762024,762025,762027,762028,762029,762030,762031,762032,762033,762034,762035,762036,762037,762038,762039,762040,762041,762042,762043,762044,762045,762046,762047,762048,762049,762050,762051,762052,762053,762054,762055,762056,762057,762058,762059,762060,762063,762064,762065,762066,762067,762068,762069,762070,762072,762073,762074,762075,762076,762078,762079,762080,762081,762082,762083,762084,762085,762086,762087,762088,762089,762090,762091,762092,762093,762094,762095,762096,762097,762099,762100,762101,762102,762103,762104,762105,762106,762107,762108,762109,762110,762111,762112,762113,762114,762115,762116,762117,762118,762120,762121,762122,762123,762124,762125,762126,762127,762128,762129,762130,762131,762132,762133,762134,762135,762136,762137,762138,762139,762140,762141,762142,762143,762144,762145,762146,762147,762148,762149,762150,762151,762152,762153,762154,762155,762156,762157,762158,762159,762161,762162,762163,762164,762165,762166,762167,762168,762169,762170,762171,762172,762173,762174,762175,762176,762177,762178,762179,762180,762182,762183,762184,762185,762186,762187,762188,762190,762191,762192,762193,762194,762195,762196,762197,762198,762199,762200,762201,762202,762203,762204,762205,762206,762207,762208,762209,762210,762211,762212,762213,762214,762215,762216,762218,762219,762220,762221,762222,762223,762224,762226,762227,762228,762229,762230,762231,762232,762234,762235,762236,762237,762239,762240,762241,762242,762243,762244,762246,762247,762248,762249,762250,762252,762253,762254,762255,762256,762257,762258,762259,762260,762261,762262,762263,762264,762266,762267,762268,762269,762270,762275,762276,762277,762278,762279,762280,762282,762283,762284,762285,762286,762287,762288,762289,762290,762291,762293,762295,762297,762298,762299,762300,762301,762302,762303,762304,762305,762306,762307,762308,762309,762310,762311,762312,762313,762314,762315,762316,762317,762318,762319,762320,762321,762322,762325,762326,762327,762328,762329,762330,762331,762332,762333,762334,762335,762336,762337,762338,762339,762340,762341,762342,762343,762344,762345,762346,762347,762348,762349,762350,762351,762352,762353,762354,762355,762356,762358,762359,762361,762362,762363,762364,762365,762366,762367,762369,762371,762372,762373,762374,762375,762376,762377,762378,762379,762380,762381,762382,762383,762386,762387,762388,762389,762390,762391,762392,762393,762394,762395,762396,762397,762398,762399,762400,762401,762402,762403,762404,762405,762406,762407,762408,762409,762410,762411,762412,762413,762414,762415,762416,762417,762418,762419,762420,762421,762422,762423,762424,762425,762426,762427,762428,762429,762430,762431,762432,762433,762434,762435,762436,762437,762438,762439,762440,762441,762442,762443,762444,762445,762446,762448,762449,762450,762451,762452,762453,762455,762456,762457,762458,762461,762462,762463,762464,762465,762466,762467,762468,762469,762470,762471,762473,762474,762475,762476,762477,762478,762479,762480,762481,762482,762483,762484,762485,762486,762487,762488,762489,762490,762491,762492,762493,762494,762495,762496,762497,762498,762499,762500,762501,762502,762503,762504,762505,762506,762507,762508,762509,762510,762511,762512,762513,762514,762515,762516,762517,762518,762519,762520,762521,762522,762523,762524,762525,762526,762527,762528,762529,762530,762532,762533,762534,762535,762536,762537,762542,762543,762544,762545,762546,762547,762548,762549,762550,762551,762552,762553,762554,762555,762556,762557,762558,762559,762560,762561,762562,762563,762564,762565,762566,762567,762568,762571,762573,762574,762575,762576,762577,762578,762579,762581,762582,762583,762584,762585,762586,762587,762588],\"adresse_code_voie\":[\"0114\",\"4930\",\"4201\",\"4930\",\"4162\",\"9397\",\"8115\",\"0402\",\"1780\",\"2355\",\"4649\",\"8690\",\"2992\",\"6599\",\"0841\",\"4162\",\"0114\",\"4209\",\"8809\",\"9337\",\"0875\",\"4447\",\"0555\",\"1313\",\"1990\",\"7251\",\"0132\",\"8109\",\"4209\",\"9044\",\"1990\",\"9583\",\"3715\",\"4212\",\"2993\",\"2756\",\"4754\",\"9337\",\"9973\",\"2992\",\"7599\",\"3364\",\"1313\",\"0114\",\"4754\",\"4754\",\"2804\",\"9337\",\"2015\",\"9884\",\"3128\",\"2992\",\"2984\",\"2603\",\"9337\",\"6135\",\"1040\",\"7599\",\"1423\",\"0114\",\"9853\",\"4649\",\"2217\",\"7375\",\"9337\",\"2015\",\"4201\",\"3817\",\"4209\",\"2047\",\"4649\",\"4201\",\"5931\",\"1300\",\"1040\",\"0679\",\"2015\",\"2047\",\"1385\",\"9853\",\"2469\",\"2756\",\"3366\",\"2992\",\"1394\",\"7076\",\"7098\",\"4754\",\"0402\",\"4201\",\"7165\",\"4754\",\"4754\",\"4930\",\"4763\",\"4211\",\"9973\",\"1313\",\"4763\",\"4447\",\"0563\",\"2992\",\"3128\",\"1473\",\"6759\",\"7076\",\"2015\",\"2122\",\"7740\",\"9337\",\"7098\",\"9337\",\"2992\",\"0402\",\"3371\",\"7098\",\"9337\",\"9853\",\"6594\",\"7740\",\"8109\",\"9884\",\"4447\",\"9928\",\"2122\",\"4201\",\"9973\",\"6338\",\"2469\",\"1473\",\"8154\",\"9973\",\"4754\",\"1221\",\"6155\",\"1423\",\"9337\",\"5570\",\"4649\",\"4209\",\"9583\",\"1221\",\"3128\",\"4763\",\"9853\",\"3364\",\"8109\",\"0028\",\"1990\",\"0114\",\"2993\",\"0841\",\"3430\",\"0841\",\"0132\",\"0587\",\"0679\",\"2526\",\"4201\",\"9337\",\"4754\",\"4844\",\"0227\",\"6319\",\"4754\",\"1300\",\"7831\",\"7365\",\"0132\",\"9679\",\"4754\",\"0402\",\"4209\",\"9337\",\"0114\",\"0541\",\"8115\",\"2894\",\"9679\",\"6589\",\"0119\",\"9337\",\"9583\",\"2217\",\"1221\",\"2894\",\"1313\",\"9337\",\"1990\",\"3364\",\"4754\",\"4930\",\"2469\",\"0656\",\"2756\",\"9884\",\"2122\",\"8109\",\"9324\",\"9853\",\"7599\",\"7098\",\"7493\",\"4930\",\"2015\",\"2992\",\"0727\",\"4754\",\"9337\",\"6594\",\"2015\",\"7098\",\"4754\",\"2015\",\"5570\",\"7076\",\"7076\",\"1221\",\"1473\",\"7375\",\"0402\",\"2993\",\"2015\",\"2328\",\"9337\",\"4754\",\"6693\",\"4754\",\"7098\",\"7599\",\"9337\",\"0402\",\"5114\",\"9214\",\"7098\",\"4709\",\"2015\",\"2469\",\"7742\",\"8086\",\"0132\",\"2804\",\"2217\",\"4201\",\"1394\",\"4201\",\"2015\",\"5664\",\"9337\",\"2015\",\"0114\",\"2992\",\"0563\",\"1040\",\"2756\",\"1083\",\"1394\",\"1394\",\"1496\",\"7831\",\"1300\",\"4754\",\"1786\",\"1300\",\"9337\",\"2047\",\"1990\",\"7740\",\"0541\",\"4754\",\"9337\",\"4763\",\"6338\",\"1423\",\"9337\",\"7251\",\"3483\",\"0114\",\"8690\",\"4201\",\"0541\",\"0227\",\"1040\",\"2469\",\"2894\",\"7076\",\"4201\",\"7098\",\"1918\",\"4755\",\"7098\",\"0114\",\"9214\",\"4112\",\"9090\",\"4930\",\"9337\",\"9337\",\"2756\",\"4209\",\"1918\",\"4209\",\"0679\",\"7740\",\"0289\",\"3364\",\"8690\",\"1423\",\"0679\",\"5125\",\"4201\",\"2804\",\"2217\",\"4754\",\"0402\",\"0736\",\"5433\",\"0114\",\"9144\",\"1221\",\"9482\",\"2526\",\"0727\",\"9173\",\"7098\",\"4763\",\"4579\",\"0114\",\"2217\",\"5146\",\"6599\",\"7098\",\"0132\",\"9337\",\"2603\",\"9853\",\"2122\",\"7076\",\"9702\",\"7076\",\"3940\",\"8690\",\"2015\",\"2804\",\"1040\",\"4844\",\"9968\",\"9337\",\"0656\",\"7251\",\"9853\",\"5125\",\"7742\",\"2858\",\"3120\",\"1918\",\"4754\",\"2984\",\"2355\",\"1300\",\"4211\",\"8109\",\"1786\",\"4930\",\"9337\",\"9940\",\"2217\",\"2015\",\"9928\",\"4212\",\"7456\",\"2469\",\"4209\",\"3364\",\"1040\",\"5146\",\"7740\",\"0841\",\"7076\",\"0656\",\"4649\",\"4209\",\"5570\",\"4930\",\"7076\",\"4754\",\"6155\",\"4649\",\"7740\",\"1864\",\"8803\",\"9679\",\"0841\",\"2416\",\"4844\",\"7740\",\"1990\",\"2894\",\"8809\",\"2355\",\"0736\",\"4201\",\"8109\",\"4291\",\"9337\",\"4754\",\"5146\",\"4754\",\"9337\",\"9337\",\"4754\",\"9973\",\"0132\",\"2756\",\"0132\",\"1423\",\"9337\",\"9090\",\"8809\",\"2015\",\"3364\",\"7869\",\"1040\",\"0402\",\"4201\",\"1221\",\"9337\",\"7098\",\"4754\",\"6338\",\"0289\",\"1040\",\"1473\",\"7098\",\"2217\",\"6693\",\"4930\",\"0289\",\"1990\",\"8109\",\"4930\",\"0132\",\"1834\",\"2756\",\"1040\",\"9884\",\"1864\",\"1918\",\"4162\",\"4871\",\"4754\",\"4754\",\"0736\",\"9853\",\"7098\",\"9337\",\"3364\",\"3364\",\"7098\",\"0678\",\"7599\",\"0841\",\"7098\",\"1040\",\"3128\",\"1918\",\"6135\",\"0541\",\"6594\",\"0679\",\"3483\",\"0402\",\"3120\",\"4930\",\"7076\",\"7375\",\"6599\",\"1313\",\"0028\",\"0541\",\"2217\",\"2217\",\"1040\",\"1300\",\"2804\",\"2984\",\"3430\",\"9884\",\"2015\",\"1221\",\"0132\",\"6594\",\"4754\",\"7098\",\"7098\",\"4201\",\"1473\",\"0679\",\"1918\",\"7076\",\"0679\",\"0679\",\"1918\",\"0402\",\"4754\",\"9337\",\"4649\",\"9583\",\"8086\",\"1918\",\"0403\",\"0841\",\"2894\",\"9337\",\"0841\",\"4754\",\"9337\",\"4201\",\"1221\",\"1300\",\"4209\",\"9973\",\"9884\",\"4209\",\"9702\",\"0132\",\"0132\",\"2469\",\"1473\",\"2217\",\"2993\",\"4763\",\"1473\",\"4209\",\"6763\",\"5125\",\"9288\",\"8154\",\"0114\",\"9968\",\"7742\",\"2416\",\"0114\",\"2894\",\"7076\",\"5125\",\"2047\",\"7831\",\"2015\",\"9679\",\"1918\",\"2217\",\"0132\",\"1780\",\"0656\",\"9337\",\"4211\",\"7098\",\"9884\",\"4201\",\"1990\",\"0679\",\"4201\",\"0132\",\"4291\",\"4754\",\"0114\",\"8439\",\"9397\",\"3366\",\"2217\",\"4212\",\"5570\",\"9337\",\"1990\",\"9337\",\"8439\",\"9884\",\"9337\",\"2804\",\"4754\",\"7076\",\"6594\",\"2015\",\"2015\",\"9853\",\"9679\",\"4754\",\"1496\",\"6155\",\"1473\",\"4537\",\"1918\",\"9337\",\"2328\",\"2047\",\"2681\",\"4212\",\"3364\",\"0679\",\"2756\",\"7098\",\"2804\",\"2894\",\"2681\",\"3371\",\"7831\",\"1714\",\"0132\",\"0289\",\"3366\",\"4754\",\"2804\",\"0542\",\"0656\",\"7076\",\"4211\",\"9337\",\"1918\",\"0841\",\"8809\",\"1083\",\"8809\",\"8809\",\"9337\",\"7076\",\"9884\",\"1040\",\"5433\",\"5433\",\"0132\",\"4754\",\"9337\",\"4917\",\"9583\",\"9583\",\"1300\",\"4844\",\"2992\",\"0132\",\"1040\",\"4930\",\"1918\",\"2217\",\"2015\",\"8809\",\"1473\",\"6135\",\"2756\",\"2760\",\"7742\",\"9337\",\"9679\",\"4537\",\"1423\",\"2894\",\"4447\",\"2328\",\"1300\",\"2992\",\"6691\",\"8809\",\"4201\",\"2217\",\"1300\",\"9337\",\"8809\",\"2469\",\"2217\",\"2603\",\"0656\",\"9968\",\"6155\",\"4211\",\"9884\",\"7494\",\"0402\",\"0132\",\"9482\",\"4211\",\"7742\",\"0132\",\"9853\",\"8809\",\"7869\",\"4754\",\"0028\",\"4649\",\"1313\",\"3483\",\"2015\",\"7740\",\"2416\",\"9583\",\"1918\",\"1496\",\"0679\",\"0541\",\"7740\",\"6916\",\"9940\",\"9853\",\"9968\",\"4754\",\"4930\",\"4754\",\"2894\",\"9973\",\"9853\",\"1221\",\"6759\",\"1040\",\"0841\",\"2328\",\"0028\",\"2122\",\"4871\",\"0132\",\"0132\",\"0132\",\"9337\",\"2992\",\"2015\",\"9973\",\"0402\",\"2992\",\"2993\",\"0132\",\"7365\",\"6594\",\"1864\",\"2984\",\"4709\",\"3150\",\"4201\",\"2469\",\"2122\",\"1221\",\"9337\",\"2804\",\"2603\",\"3483\",\"7098\",\"2015\",\"2984\",\"2756\",\"1473\",\"0132\",\"8439\",\"1423\",\"4929\",\"0656\",\"7365\",\"2984\",\"4649\",\"4917\",\"0132\",\"0132\",\"0114\",\"4844\",\"5986\",\"9337\",\"9973\",\"0679\",\"4209\",\"9884\",\"0132\",\"2047\",\"0736\",\"2328\",\"3366\",\"9337\",\"4209\",\"4754\",\"0289\",\"9564\",\"3364\",\"4112\",\"2015\",\"6759\",\"0541\",\"4754\",\"0402\",\"9337\",\"4709\",\"1040\",\"2328\",\"4212\",\"5433\",\"9214\",\"5146\",\"2015\",\"4447\",\"9853\",\"1300\",\"8109\",\"1040\",\"4201\",\"1221\",\"0114\",\"5570\",\"4754\",\"2217\",\"1394\",\"9702\",\"3715\",\"6594\",\"9853\",\"3366\",\"0132\",\"2015\",\"4930\",\"9583\",\"1394\",\"0841\",\"2015\",\"4649\",\"9337\",\"0656\",\"9044\",\"8109\",\"2122\",\"1918\",\"9001\",\"9928\",\"9337\",\"7776\",\"9884\",\"2858\",\"1040\",\"2876\",\"2984\",\"5433\",\"1473\",\"7375\",\"1473\",\"9001\",\"0132\",\"1496\",\"0541\",\"9001\",\"8086\",\"1864\",\"1423\",\"0656\",\"3364\",\"2355\",\"4579\",\"9337\",\"9337\",\"7076\",\"1918\",\"0132\",\"6155\",\"0132\",\"0841\",\"1918\",\"0289\",\"8803\",\"1423\",\"4754\",\"8690\",\"2015\",\"2603\",\"0563\",\"0541\",\"1300\",\"0541\",\"0841\",\"0679\",\"5061\",\"9853\",\"4754\",\"0132\",\"9337\",\"7076\",\"9583\",\"7098\",\"1864\",\"1040\",\"6155\",\"2217\",\"0679\",\"1221\",\"9337\",\"8440\",\"1300\",\"0114\",\"4201\",\"2328\",\"0678\",\"2328\",\"2217\",\"0678\",\"0736\",\"6135\",\"0541\",\"0656\",\"2217\",\"4871\",\"4201\",\"1313\",\"0132\",\"9337\",\"0132\",\"0132\",\"9679\",\"7098\",\"9679\",\"1040\",\"1221\",\"0119\",\"1394\",\"0736\",\"1394\",\"9853\",\"0679\",\"4763\",\"8100\",\"2217\",\"4754\",\"7742\",\"9853\",\"2526\",\"7740\",\"2015\",\"4871\",\"3364\",\"5433\",\"2894\",\"5433\",\"6155\",\"5433\",\"8100\",\"7831\",\"9853\",\"3128\",\"4709\",\"9337\",\"7076\",\"2328\",\"7834\",\"9679\",\"1221\",\"2992\",\"9968\",\"0132\",\"2217\",\"4649\",\"2992\",\"0679\",\"9679\",\"7740\",\"9968\",\"7740\",\"0132\",\"2984\",\"2984\",\"9702\",\"1040\",\"2015\",\"1473\",\"8109\",\"4754\",\"2993\",\"4930\",\"1980\",\"1990\",\"7740\",\"9702\",\"4649\",\"5433\",\"1040\",\"2328\",\"2984\",\"8809\",\"0402\",\"4724\",\"7076\",\"2984\",\"0132\",\"0679\",\"4201\",\"2015\",\"1423\",\"6594\",\"9214\",\"0679\",\"8109\",\"7375\",\"1918\",\"3371\",\"8809\",\"0402\",\"6594\",\"6763\",\"4754\",\"4291\",\"1423\",\"1423\",\"1423\",\"4209\",\"7742\",\"7076\",\"1834\",\"1300\",\"4209\",\"9583\",\"4754\",\"9853\",\"0114\",\"2015\",\"8809\",\"2122\",\"4162\",\"1040\",\"9337\",\"1221\",\"0402\",\"7599\",\"2526\",\"9973\",\"2984\",\"1040\",\"6155\",\"2756\",\"2015\",\"7098\",\"9679\",\"4754\",\"8809\",\"7098\",\"1040\",\"4871\",\"2756\",\"9337\",\"2992\",\"1423\",\"3366\",\"4754\",\"0132\",\"3366\",\"0132\",\"3855\",\"2992\",\"0132\",\"9853\",\"0541\",\"7098\",\"0402\",\"0736\",\"8424\",\"2992\",\"9679\",\"8100\",\"1394\",\"2992\",\"9928\",\"8109\",\"1423\",\"1423\",\"0289\",\"1040\",\"8972\",\"2469\",\"9337\",\"0656\",\"6594\",\"0114\",\"9173\",\"1990\",\"6155\",\"6594\",\"1040\",\"0402\",\"7098\",\"6973\",\"2015\",\"0841\",\"9853\",\"1423\",\"2015\",\"1221\",\"2015\",\"7251\",\"9853\",\"4754\",\"2756\",\"2993\",\"0841\",\"2015\",\"1394\",\"4754\",\"7098\",\"8690\",\"9583\",\"4209\",\"8115\",\"2328\",\"1040\",\"0656\",\"7493\",\"0541\",\"3483\",\"9337\",\"6155\",\"9853\",\"4763\",\"4112\",\"3817\",\"2469\",\"0289\",\"4930\",\"2756\",\"0587\",\"9968\",\"9853\",\"7365\",\"0563\",\"4930\",\"4211\",\"4930\",\"9482\",\"9337\",\"1040\",\"2984\",\"2992\",\"4754\",\"8086\",\"0402\",\"2992\",\"6693\",\"2015\",\"9853\",\"4930\",\"4537\",\"2984\",\"9853\",\"9884\",\"9337\",\"1040\",\"6763\",\"1083\",\"9973\",\"0132\",\"8214\",\"1990\",\"4754\",\"2015\",\"9214\",\"2756\",\"3366\",\"9337\",\"7365\",\"0402\",\"9090\",\"9679\",\"4754\",\"9337\",\"6691\",\"8972\",\"9853\",\"4930\",\"2015\",\"2015\",\"9973\",\"4754\",\"2526\",\"1918\",\"2217\",\"0289\",\"0541\",\"4763\",\"1714\"],\"adresse_nom_voie\":[\"RUE ALBERT\",\"RUE JEANNE D ARC\",\"RUE DE LA GLACIERE\",\"RUE JEANNE D ARC\",\"RUE GERARD\",\"RUE TOUSSAINT FERON\",\"RUE DE LA REINE BLANCHE\",\"BD ARAGO\",\"RUE CHARBONNEL\",\"RUE CORVISART\",\"BD DE L HOPITAL\",\"BD SAINT MARCEL\",\"RUE DUNOIS\",\"RUE DU MOULINET\",\"RUE BELLIER DEDOUVRE\",\"RUE GERARD\",\"RUE ALBERT\",\"AV DES GOBELINS\",\"RUE DE LA SANTE\",\"RUE DE TOLBIAC\",\"RUE BERBIER DU METS\",\"RUE GUYTON DE MORVEAU\",\"RUE AUGUSTE LANCON\",\"RUE BROCA\",\"RUE DU CHEVALERET\",\"RUE DU PERE GUERIN\",\"SQ ALBIN CACHOT\",\"RUE DE REIMS\",\"AV DES GOBELINS\",\"PL SOUHAM\",\"RUE DU CHEVALERET\",\"RUE VANDREZANNE\",\"RUE DE LA FONTAINE A MULARD\",\"VLA DES GOBELINS\",\"SQ DUNOIS\",\"RUE DU DESSOUS DES BERGES\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"RUE XAINTRAILLES\",\"RUE DUNOIS\",\"RUE PONSCARME\",\"RUE DE L ESPERANCE\",\"RUE BROCA\",\"RUE ALBERT\",\"AV D ITALIE\",\"AV D ITALIE\",\"RUE DU DISQUE\",\"RUE DE TOLBIAC\",\"AV DE CHOISY\",\"RUE DE LA VISTULE\",\"RUE EDMOND GONDINET\",\"RUE DUNOIS\",\"RUE DUMERIL\",\"RUE DAVIEL\",\"RUE DE TOLBIAC\",\"RUE MARTIN BERNARD\",\"RUE BOBILLOT\",\"RUE PONSCARME\",\"RUE CAILLAUX\",\"RUE ALBERT\",\"BD VINCENT AURIOL\",\"BD DE L HOPITAL\",\"RUE DE LA COLONIE\",\"RUE PHILIBERT LUCOT\",\"RUE DE TOLBIAC\",\"AV DE CHOISY\",\"RUE DE LA GLACIERE\",\"RUE FRANCOISE DOLTO\",\"AV DES GOBELINS\",\"RUE DES CINQ DIAMANTS\",\"BD DE L HOPITAL\",\"RUE DE LA GLACIERE\",\"RUE DE LA MAISON BLANCHE\",\"RUE BRILLAT SAVARIN\",\"RUE BOBILLOT\",\"RUE BARRAULT\",\"AV DE CHOISY\",\"RUE DES CINQ DIAMANTS\",\"RUE BUOT\",\"BD VINCENT AURIOL\",\"RUE DE CROULEBARBE\",\"RUE DU DESSOUS DES BERGES\",\"RUE ESQUIROL\",\"RUE DUNOIS\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE PASCAL\",\"RUE DE PATAY\",\"AV D ITALIE\",\"BD ARAGO\",\"RUE DE LA GLACIERE\",\"RUE PAULIN MERY\",\"AV D ITALIE\",\"AV D ITALIE\",\"RUE JEANNE D ARC\",\"AV D IVRY\",\"RUE DES GOBELINS\",\"RUE XAINTRAILLES\",\"RUE BROCA\",\"AV D IVRY\",\"RUE GUYTON DE MORVEAU\",\"RUE AUGUSTE PERRET\",\"RUE DUNOIS\",\"RUE EDMOND GONDINET\",\"RUE DE CAMPO FORMIO\",\"RUE NICOLAS FORTIN\",\"RUE PASCAL\",\"AV DE CHOISY\",\"RUE CLISSON\",\"BD DE PORT ROYAL\",\"RUE DE TOLBIAC\",\"RUE DE PATAY\",\"RUE DE TOLBIAC\",\"RUE DUNOIS\",\"BD ARAGO\",\"VLA D ESTE\",\"RUE DE PATAY\",\"RUE DE TOLBIAC\",\"BD VINCENT AURIOL\",\"RUE DU MOULIN DES PRES\",\"BD DE PORT ROYAL\",\"RUE DE REIMS\",\"RUE DE LA VISTULE\",\"RUE GUYTON DE MORVEAU\",\"RUE VULPIAN\",\"RUE CLISSON\",\"RUE DE LA GLACIERE\",\"RUE XAINTRAILLES\",\"RUE MICHEL PETER\",\"RUE DE CROULEBARBE\",\"RUE DE CAMPO FORMIO\",\"RUE RENE GOSCINNY\",\"RUE XAINTRAILLES\",\"AV D ITALIE\",\"RUE BOUSSINGAULT\",\"BD MASSENA\",\"RUE CAILLAUX\",\"RUE DE TOLBIAC\",\"RUE LEON MAURICE NORDMANN\",\"BD DE L HOPITAL\",\"AV DES GOBELINS\",\"RUE VANDREZANNE\",\"RUE BOUSSINGAULT\",\"RUE EDMOND GONDINET\",\"AV D IVRY\",\"BD VINCENT AURIOL\",\"RUE DE L ESPERANCE\",\"RUE DE REIMS\",\"RUE ABEL HOVELACQUE\",\"RUE DU CHEVALERET\",\"RUE ALBERT\",\"SQ DUNOIS\",\"RUE BELLIER DEDOUVRE\",\"RUE EUGENE OUDINE\",\"RUE BELLIER DEDOUVRE\",\"SQ ALBIN CACHOT\",\"QUAI D AUSTERLITZ\",\"RUE BARRAULT\",\"RUE DAMESME\",\"RUE DE LA GLACIERE\",\"RUE DE TOLBIAC\",\"AV D ITALIE\",\"RUE DU JAVELOT\",\"RUE ALPHAND\",\"RUE MICHAL\",\"AV D ITALIE\",\"RUE BRILLAT SAVARIN\",\"RUE PRIMATICE\",\"RUE DES PEUPLIERS\",\"SQ ALBIN CACHOT\",\"RUE VERGNIAUD\",\"AV D ITALIE\",\"BD ARAGO\",\"AV DES GOBELINS\",\"RUE DE TOLBIAC\",\"RUE ALBERT\",\"BD AUGUSTE BLANQUI\",\"RUE DE LA REINE BLANCHE\",\"RUE DE DOMREMY\",\"RUE VERGNIAUD\",\"RUE DU MOULIN DE LA POINTE\",\"RUE ALBERT BAYET\",\"RUE DE TOLBIAC\",\"RUE VANDREZANNE\",\"RUE DE LA COLONIE\",\"RUE BOUSSINGAULT\",\"RUE DE DOMREMY\",\"RUE BROCA\",\"RUE DE TOLBIAC\",\"RUE DU CHEVALERET\",\"RUE DE L ESPERANCE\",\"AV D ITALIE\",\"RUE JEANNE D ARC\",\"RUE DE CROULEBARBE\",\"RUE DU BANQUIER\",\"RUE DU DESSOUS DES BERGES\",\"RUE DE LA VISTULE\",\"RUE CLISSON\",\"RUE DE REIMS\",\"RUE TITIEN\",\"BD VINCENT AURIOL\",\"RUE PONSCARME\",\"RUE DE PATAY\",\"PL PINEL\",\"RUE JEANNE D ARC\",\"AV DE CHOISY\",\"RUE DUNOIS\",\"RUE BAUDOIN\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"RUE DU MOULIN DES PRES\",\"AV DE CHOISY\",\"RUE DE PATAY\",\"AV D ITALIE\",\"AV DE CHOISY\",\"RUE LEON MAURICE NORDMANN\",\"RUE PASCAL\",\"RUE PASCAL\",\"RUE BOUSSINGAULT\",\"RUE DE CAMPO FORMIO\",\"RUE PHILIBERT LUCOT\",\"BD ARAGO\",\"SQ DUNOIS\",\"AV DE CHOISY\",\"RUE DES CORDELIERES\",\"RUE DE TOLBIAC\",\"AV D ITALIE\",\"RUE NATIONALE\",\"AV D ITALIE\",\"RUE DE PATAY\",\"RUE PONSCARME\",\"RUE DE TOLBIAC\",\"BD ARAGO\",\"RUE DE JULIENNE\",\"RUE DES TERRES AU CURE\",\"RUE DE PATAY\",\"RUE DE L INDUSTRIE\",\"AV DE CHOISY\",\"RUE DE CROULEBARBE\",\"SQ DE PORT ROYAL\",\"RUE DES RECULETTES\",\"SQ ALBIN CACHOT\",\"RUE DU DISQUE\",\"RUE DE LA COLONIE\",\"RUE DE LA GLACIERE\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE DE LA GLACIERE\",\"AV DE CHOISY\",\"COUR DU LIEGAT\",\"RUE DE TOLBIAC\",\"AV DE CHOISY\",\"RUE ALBERT\",\"RUE DUNOIS\",\"RUE AUGUSTE PERRET\",\"RUE BOBILLOT\",\"RUE DU DESSOUS DES BERGES\",\"PAS BOITON\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE CANTAGREL\",\"RUE PRIMATICE\",\"RUE BRILLAT SAVARIN\",\"AV D ITALIE\",\"RUE CHARCOT\",\"RUE BRILLAT SAVARIN\",\"RUE DE TOLBIAC\",\"RUE DES CINQ DIAMANTS\",\"RUE DU CHEVALERET\",\"BD DE PORT ROYAL\",\"BD AUGUSTE BLANQUI\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"AV D IVRY\",\"RUE MICHEL PETER\",\"RUE CAILLAUX\",\"RUE DE TOLBIAC\",\"RUE DU PERE GUERIN\",\"RUE FAGON\",\"RUE ALBERT\",\"BD SAINT MARCEL\",\"RUE DE LA GLACIERE\",\"BD AUGUSTE BLANQUI\",\"RUE ALPHAND\",\"RUE BOBILLOT\",\"RUE DE CROULEBARBE\",\"RUE DE DOMREMY\",\"RUE PASCAL\",\"RUE DE LA GLACIERE\",\"RUE DE PATAY\",\"RUE DU CHATEAU DES RENTIERS\",\"PL D ITALIE\",\"RUE DE PATAY\",\"RUE ALBERT\",\"RUE DES TERRES AU CURE\",\"RUE GEORGE EASTMAN\",\"AV STEPHEN PICHON\",\"RUE JEANNE D ARC\",\"RUE DE TOLBIAC\",\"RUE DE TOLBIAC\",\"RUE DU DESSOUS DES BERGES\",\"AV DES GOBELINS\",\"RUE DU CHATEAU DES RENTIERS\",\"AV DES GOBELINS\",\"RUE BARRAULT\",\"BD DE PORT ROYAL\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE DE L ESPERANCE\",\"BD SAINT MARCEL\",\"RUE CAILLAUX\",\"RUE BARRAULT\",\"RUE DU JURA\",\"RUE DE LA GLACIERE\",\"RUE DU DISQUE\",\"RUE DE LA COLONIE\",\"AV D ITALIE\",\"BD ARAGO\",\"RUE BAUDRICOURT\",\"RUE LE BRUN\",\"RUE ALBERT\",\"RUE DU TAGE\",\"RUE BOUSSINGAULT\",\"PAS TRUBERT BELLIER\",\"RUE DAMESME\",\"RUE BAUDOIN\",\"RUE DES TANNERIES\",\"RUE DE PATAY\",\"AV D IVRY\",\"RUE HENRI PAPE\",\"RUE ALBERT\",\"RUE DE LA COLONIE\",\"BD KELLERMANN\",\"RUE DU MOULINET\",\"RUE DE PATAY\",\"SQ ALBIN CACHOT\",\"RUE DE TOLBIAC\",\"RUE DAVIEL\",\"BD VINCENT AURIOL\",\"RUE CLISSON\",\"RUE PASCAL\",\"RUE VERONESE\",\"RUE PASCAL\",\"RUE GANDON\",\"BD SAINT MARCEL\",\"AV DE CHOISY\",\"RUE DU DISQUE\",\"RUE BOBILLOT\",\"RUE DU JAVELOT\",\"RUE WURTZ\",\"RUE DE TOLBIAC\",\"RUE DU BANQUIER\",\"RUE DU PERE GUERIN\",\"BD VINCENT AURIOL\",\"RUE DU JURA\",\"SQ DE PORT ROYAL\",\"RUE DU DOC LUCAS CHAMPIONNIERE\",\"AV EDISON\",\"RUE DU CHATEAU DES RENTIERS\",\"AV D ITALIE\",\"RUE DUMERIL\",\"RUE CORVISART\",\"RUE BRILLAT SAVARIN\",\"RUE DES GOBELINS\",\"RUE DE REIMS\",\"RUE CHARCOT\",\"RUE JEANNE D ARC\",\"RUE DE TOLBIAC\",\"RUE DES WALLONS\",\"RUE DE LA COLONIE\",\"AV DE CHOISY\",\"RUE VULPIAN\",\"VLA DES GOBELINS\",\"PL PIERRE RIBOULET\",\"RUE DE CROULEBARBE\",\"AV DES GOBELINS\",\"RUE DE L ESPERANCE\",\"RUE BOBILLOT\",\"BD KELLERMANN\",\"BD DE PORT ROYAL\",\"RUE BELLIER DEDOUVRE\",\"RUE PASCAL\",\"RUE DU BANQUIER\",\"BD DE L HOPITAL\",\"AV DES GOBELINS\",\"RUE LEON MAURICE NORDMANN\",\"RUE JEANNE D ARC\",\"RUE PASCAL\",\"AV D ITALIE\",\"BD MASSENA\",\"BD DE L HOPITAL\",\"BD DE PORT ROYAL\",\"RUE CHARLES MOUREU\",\"RUE SAMSON\",\"RUE VERGNIAUD\",\"RUE BELLIER DEDOUVRE\",\"RUE COYPEL\",\"RUE DU JAVELOT\",\"BD DE PORT ROYAL\",\"RUE DU CHEVALERET\",\"RUE DE DOMREMY\",\"RUE DE LA SANTE\",\"RUE CORVISART\",\"RUE BAUDRICOURT\",\"RUE DE LA GLACIERE\",\"RUE DE REIMS\",\"SQ GRANGE\",\"RUE DE TOLBIAC\",\"AV D ITALIE\",\"BD KELLERMANN\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"RUE DE TOLBIAC\",\"AV D ITALIE\",\"RUE XAINTRAILLES\",\"SQ ALBIN CACHOT\",\"RUE DU DESSOUS DES BERGES\",\"SQ ALBIN CACHOT\",\"RUE CAILLAUX\",\"RUE DE TOLBIAC\",\"AV STEPHEN PICHON\",\"RUE DE LA SANTE\",\"AV DE CHOISY\",\"RUE DE L ESPERANCE\",\"RUE DE LA PROVIDENCE\",\"RUE BOBILLOT\",\"BD ARAGO\",\"RUE DE LA GLACIERE\",\"RUE BOUSSINGAULT\",\"RUE DE TOLBIAC\",\"RUE DE PATAY\",\"AV D ITALIE\",\"RUE MICHEL PETER\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE BOBILLOT\",\"RUE DE CAMPO FORMIO\",\"RUE DE PATAY\",\"RUE DE LA COLONIE\",\"RUE NATIONALE\",\"RUE JEANNE D ARC\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE DU CHEVALERET\",\"RUE DE REIMS\",\"RUE JEANNE D ARC\",\"SQ ALBIN CACHOT\",\"RUE CHARLES FOURIER\",\"RUE DU DESSOUS DES BERGES\",\"RUE BOBILLOT\",\"RUE DE LA VISTULE\",\"RUE CHARLES MOUREU\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE GERARD\",\"RUE JEAN COLLY\",\"AV D ITALIE\",\"AV D ITALIE\",\"RUE BAUDRICOURT\",\"BD VINCENT AURIOL\",\"RUE DE PATAY\",\"RUE DE TOLBIAC\",\"RUE DE L ESPERANCE\",\"RUE DE L ESPERANCE\",\"RUE DE PATAY\",\"PAS BARRAULT\",\"RUE PONSCARME\",\"RUE BELLIER DEDOUVRE\",\"RUE DE PATAY\",\"RUE BOBILLOT\",\"RUE EDMOND GONDINET\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE MARTIN BERNARD\",\"BD AUGUSTE BLANQUI\",\"RUE DU MOULIN DES PRES\",\"RUE BARRAULT\",\"RUE FAGON\",\"BD ARAGO\",\"AV EDISON\",\"RUE JEANNE D ARC\",\"RUE PASCAL\",\"RUE PHILIBERT LUCOT\",\"RUE DU MOULINET\",\"RUE BROCA\",\"RUE ABEL HOVELACQUE\",\"BD AUGUSTE BLANQUI\",\"RUE DE LA COLONIE\",\"RUE DE LA COLONIE\",\"RUE BOBILLOT\",\"RUE BRILLAT SAVARIN\",\"RUE DU DISQUE\",\"RUE DUMERIL\",\"RUE EUGENE OUDINE\",\"RUE DE LA VISTULE\",\"AV DE CHOISY\",\"RUE BOUSSINGAULT\",\"SQ ALBIN CACHOT\",\"RUE DU MOULIN DES PRES\",\"AV D ITALIE\",\"RUE DE PATAY\",\"RUE DE PATAY\",\"RUE DE LA GLACIERE\",\"RUE DE CAMPO FORMIO\",\"RUE BARRAULT\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE PASCAL\",\"RUE BARRAULT\",\"RUE BARRAULT\",\"RUE DU CHATEAU DES RENTIERS\",\"BD ARAGO\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"BD DE L HOPITAL\",\"RUE VANDREZANNE\",\"RUE DES RECULETTES\",\"RUE DU CHATEAU DES RENTIERS\",\"SQ ARAGO\",\"RUE BELLIER DEDOUVRE\",\"RUE DE DOMREMY\",\"RUE DE TOLBIAC\",\"RUE BELLIER DEDOUVRE\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"RUE DE LA GLACIERE\",\"RUE BOUSSINGAULT\",\"RUE BRILLAT SAVARIN\",\"AV DES GOBELINS\",\"RUE XAINTRAILLES\",\"RUE DE LA VISTULE\",\"AV DES GOBELINS\",\"RUE VERONESE\",\"SQ ALBIN CACHOT\",\"SQ ALBIN CACHOT\",\"RUE DE CROULEBARBE\",\"RUE DE CAMPO FORMIO\",\"RUE DE LA COLONIE\",\"SQ DUNOIS\",\"AV D IVRY\",\"RUE DE CAMPO FORMIO\",\"AV DES GOBELINS\",\"RUE NICOLAS RORET\",\"RUE DU JURA\",\"RUE THOMAS MANN\",\"RUE RENE GOSCINNY\",\"RUE ALBERT\",\"RUE WURTZ\",\"SQ DE PORT ROYAL\",\"RUE COYPEL\",\"RUE ALBERT\",\"RUE DE DOMREMY\",\"RUE PASCAL\",\"RUE DU JURA\",\"RUE DES CINQ DIAMANTS\",\"RUE PRIMATICE\",\"AV DE CHOISY\",\"RUE VERGNIAUD\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE DE LA COLONIE\",\"SQ ALBIN CACHOT\",\"RUE CHARBONNEL\",\"RUE DU BANQUIER\",\"RUE DE TOLBIAC\",\"RUE DES GOBELINS\",\"RUE DE PATAY\",\"RUE DE LA VISTULE\",\"RUE DE LA GLACIERE\",\"RUE DU CHEVALERET\",\"RUE BARRAULT\",\"RUE DE LA GLACIERE\",\"SQ ALBIN CACHOT\",\"SQ GRANGE\",\"AV D ITALIE\",\"RUE ALBERT\",\"PL DE RUNGIS\",\"RUE TOUSSAINT FERON\",\"RUE ESQUIROL\",\"RUE DE LA COLONIE\",\"VLA DES GOBELINS\",\"RUE LEON MAURICE NORDMANN\",\"RUE DE TOLBIAC\",\"RUE DU CHEVALERET\",\"RUE DE TOLBIAC\",\"PL DE RUNGIS\",\"RUE DE LA VISTULE\",\"RUE DE TOLBIAC\",\"RUE DU DISQUE\",\"AV D ITALIE\",\"RUE PASCAL\",\"RUE DU MOULIN DES PRES\",\"AV DE CHOISY\",\"AV DE CHOISY\",\"BD VINCENT AURIOL\",\"RUE VERGNIAUD\",\"AV D ITALIE\",\"RUE CANTAGREL\",\"BD MASSENA\",\"RUE DE CAMPO FORMIO\",\"RUE HENRI BECQUE\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE DE TOLBIAC\",\"RUE DES CORDELIERES\",\"RUE DES CINQ DIAMANTS\",\"VLA DELODER\",\"VLA DES GOBELINS\",\"RUE DE L ESPERANCE\",\"RUE BARRAULT\",\"RUE DU DESSOUS DES BERGES\",\"RUE DE PATAY\",\"RUE DU DISQUE\",\"RUE DE DOMREMY\",\"VLA DELODER\",\"VLA D ESTE\",\"RUE PRIMATICE\",\"RUE DU CHAMP DE L ALOUETTE\",\"SQ ALBIN CACHOT\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE ESQUIROL\",\"AV D ITALIE\",\"RUE DU DISQUE\",\"VLA AUGUSTE BLANQUI\",\"RUE DU BANQUIER\",\"RUE PASCAL\",\"RUE DES GOBELINS\",\"RUE DE TOLBIAC\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE BELLIER DEDOUVRE\",\"RUE DE LA SANTE\",\"PAS BOITON\",\"RUE DE LA SANTE\",\"RUE DE LA SANTE\",\"RUE DE TOLBIAC\",\"RUE PASCAL\",\"RUE DE LA VISTULE\",\"RUE BOBILLOT\",\"RUE LE BRUN\",\"RUE LE BRUN\",\"SQ ALBIN CACHOT\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"RUE JEAN MARIE JEGO\",\"RUE VANDREZANNE\",\"RUE VANDREZANNE\",\"RUE BRILLAT SAVARIN\",\"RUE DU JAVELOT\",\"RUE DUNOIS\",\"SQ ALBIN CACHOT\",\"RUE BOBILLOT\",\"RUE JEANNE D ARC\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE DE LA COLONIE\",\"AV DE CHOISY\",\"RUE DE LA SANTE\",\"RUE DE CAMPO FORMIO\",\"RUE MARTIN BERNARD\",\"RUE DU DESSOUS DES BERGES\",\"RUE DES DEUX AVENUES\",\"SQ DE PORT ROYAL\",\"RUE DE TOLBIAC\",\"RUE VERGNIAUD\",\"RUE HENRI BECQUE\",\"RUE CAILLAUX\",\"RUE DE DOMREMY\",\"RUE GUYTON DE MORVEAU\",\"RUE DES CORDELIERES\",\"RUE BRILLAT SAVARIN\",\"RUE DUNOIS\",\"IMP NATIONALE\",\"RUE DE LA SANTE\",\"RUE DE LA GLACIERE\",\"RUE DE LA COLONIE\",\"RUE BRILLAT SAVARIN\",\"RUE DE TOLBIAC\",\"RUE DE LA SANTE\",\"RUE DE CROULEBARBE\",\"RUE DE LA COLONIE\",\"RUE DAVIEL\",\"RUE DU BANQUIER\",\"RUE WURTZ\",\"BD MASSENA\",\"RUE DES GOBELINS\",\"RUE DE LA VISTULE\",\"RUE PINEL\",\"BD ARAGO\",\"SQ ALBIN CACHOT\",\"PAS TRUBERT BELLIER\",\"RUE DES GOBELINS\",\"SQ DE PORT ROYAL\",\"SQ ALBIN CACHOT\",\"BD VINCENT AURIOL\",\"RUE DE LA SANTE\",\"RUE DE LA PROVIDENCE\",\"AV D ITALIE\",\"RUE ABEL HOVELACQUE\",\"BD DE L HOPITAL\",\"RUE BROCA\",\"RUE FAGON\",\"AV DE CHOISY\",\"BD DE PORT ROYAL\",\"RUE COYPEL\",\"RUE VANDREZANNE\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE CANTAGREL\",\"RUE BARRAULT\",\"BD AUGUSTE BLANQUI\",\"BD DE PORT ROYAL\",\"RUE DES ORCHIDEES\",\"RUE DES WALLONS\",\"BD VINCENT AURIOL\",\"RUE WURTZ\",\"AV D ITALIE\",\"RUE JEANNE D ARC\",\"AV D ITALIE\",\"RUE DE DOMREMY\",\"RUE XAINTRAILLES\",\"BD VINCENT AURIOL\",\"RUE BOUSSINGAULT\",\"RUE NICOLAS FORTIN\",\"RUE BOBILLOT\",\"RUE BELLIER DEDOUVRE\",\"RUE DES CORDELIERES\",\"RUE ABEL HOVELACQUE\",\"RUE CLISSON\",\"RUE JEAN COLLY\",\"SQ ALBIN CACHOT\",\"SQ ALBIN CACHOT\",\"SQ ALBIN CACHOT\",\"RUE DE TOLBIAC\",\"RUE DUNOIS\",\"AV DE CHOISY\",\"RUE XAINTRAILLES\",\"BD ARAGO\",\"RUE DUNOIS\",\"SQ DUNOIS\",\"SQ ALBIN CACHOT\",\"RUE DES PEUPLIERS\",\"RUE DU MOULIN DES PRES\",\"RUE CHARLES MOUREU\",\"RUE DUMERIL\",\"RUE DE L INDUSTRIE\",\"RUE EDOUARD MANET\",\"RUE DE LA GLACIERE\",\"RUE DE CROULEBARBE\",\"RUE CLISSON\",\"RUE BOUSSINGAULT\",\"RUE DE TOLBIAC\",\"RUE DU DISQUE\",\"RUE DAVIEL\",\"RUE FAGON\",\"RUE DE PATAY\",\"AV DE CHOISY\",\"RUE DUMERIL\",\"RUE DU DESSOUS DES BERGES\",\"RUE DE CAMPO FORMIO\",\"SQ ALBIN CACHOT\",\"PL DE RUNGIS\",\"RUE CAILLAUX\",\"PL JEANNE D ARC\",\"RUE DU BANQUIER\",\"RUE DES PEUPLIERS\",\"RUE DUMERIL\",\"BD DE L HOPITAL\",\"RUE JEAN MARIE JEGO\",\"SQ ALBIN CACHOT\",\"SQ ALBIN CACHOT\",\"RUE ALBERT\",\"RUE DU JAVELOT\",\"RUE MARCEL DUCHAMP\",\"RUE DE TOLBIAC\",\"RUE XAINTRAILLES\",\"RUE BARRAULT\",\"AV DES GOBELINS\",\"RUE DE LA VISTULE\",\"SQ ALBIN CACHOT\",\"RUE DES CINQ DIAMANTS\",\"RUE BAUDRICOURT\",\"RUE DES CORDELIERES\",\"RUE ESQUIROL\",\"RUE DE TOLBIAC\",\"AV DES GOBELINS\",\"AV D ITALIE\",\"RUE DE L AMIRAL MOUCHEZ\",\"PAS VALLET\",\"RUE DE L ESPERANCE\",\"RUE GEORGE EASTMAN\",\"AV DE CHOISY\",\"RUE NICOLAS FORTIN\",\"BD AUGUSTE BLANQUI\",\"AV D ITALIE\",\"BD ARAGO\",\"RUE DE TOLBIAC\",\"RUE DE L INDUSTRIE\",\"RUE BOBILLOT\",\"RUE DES CORDELIERES\",\"VLA DES GOBELINS\",\"RUE LE BRUN\",\"RUE DES TERRES AU CURE\",\"BD KELLERMANN\",\"AV DE CHOISY\",\"RUE GUYTON DE MORVEAU\",\"BD VINCENT AURIOL\",\"RUE BRILLAT SAVARIN\",\"RUE DE REIMS\",\"RUE BOBILLOT\",\"RUE DE LA GLACIERE\",\"RUE BOUSSINGAULT\",\"RUE ALBERT\",\"RUE LEON MAURICE NORDMANN\",\"AV D ITALIE\",\"RUE DE LA COLONIE\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE VERONESE\",\"RUE DE LA FONTAINE A MULARD\",\"RUE DU MOULIN DES PRES\",\"BD VINCENT AURIOL\",\"RUE ESQUIROL\",\"SQ ALBIN CACHOT\",\"AV DE CHOISY\",\"RUE JEANNE D ARC\",\"RUE VANDREZANNE\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE BELLIER DEDOUVRE\",\"AV DE CHOISY\",\"BD DE L HOPITAL\",\"RUE DE TOLBIAC\",\"RUE DU BANQUIER\",\"PL SOUHAM\",\"RUE DE REIMS\",\"RUE CLISSON\",\"RUE DU CHATEAU DES RENTIERS\",\"AV DE LA SOEUR ROSALIE\",\"RUE VULPIAN\",\"RUE DE TOLBIAC\",\"RUE DE POUY\",\"RUE DE LA VISTULE\",\"RUE DU DOC LUCAS CHAMPIONNIERE\",\"RUE BOBILLOT\",\"RUE DU DOCTEUR TUFFIER\",\"RUE DUMERIL\",\"RUE LE BRUN\",\"RUE DE CAMPO FORMIO\",\"RUE PHILIBERT LUCOT\",\"RUE DE CAMPO FORMIO\",\"AV DE LA SOEUR ROSALIE\",\"SQ ALBIN CACHOT\",\"RUE CANTAGREL\",\"BD AUGUSTE BLANQUI\",\"AV DE LA SOEUR ROSALIE\",\"RUE DES RECULETTES\",\"RUE CHARLES MOUREU\",\"RUE CAILLAUX\",\"RUE DU BANQUIER\",\"RUE DE L ESPERANCE\",\"RUE CORVISART\",\"RUE HENRI PAPE\",\"RUE DE TOLBIAC\",\"RUE DE TOLBIAC\",\"RUE PASCAL\",\"RUE DU CHATEAU DES RENTIERS\",\"SQ ALBIN CACHOT\",\"BD MASSENA\",\"SQ ALBIN CACHOT\",\"RUE BELLIER DEDOUVRE\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE SAMSON\",\"RUE CAILLAUX\",\"AV D ITALIE\",\"BD SAINT MARCEL\",\"AV DE CHOISY\",\"RUE DAVIEL\",\"RUE AUGUSTE PERRET\",\"BD AUGUSTE BLANQUI\",\"RUE BRILLAT SAVARIN\",\"BD AUGUSTE BLANQUI\",\"RUE BELLIER DEDOUVRE\",\"RUE BARRAULT\",\"RUE JULES BRETON\",\"BD VINCENT AURIOL\",\"AV D ITALIE\",\"SQ ALBIN CACHOT\",\"RUE DE TOLBIAC\",\"RUE PASCAL\",\"RUE VANDREZANNE\",\"RUE DE PATAY\",\"RUE CHARLES MOUREU\",\"RUE BOBILLOT\",\"BD MASSENA\",\"RUE DE LA COLONIE\",\"RUE BARRAULT\",\"RUE BOUSSINGAULT\",\"RUE DE TOLBIAC\",\"RUE DE RUNGIS\",\"RUE BRILLAT SAVARIN\",\"RUE ALBERT\",\"RUE DE LA GLACIERE\",\"RUE DES CORDELIERES\",\"PAS BARRAULT\",\"RUE DES CORDELIERES\",\"RUE DE LA COLONIE\",\"PAS BARRAULT\",\"RUE BAUDRICOURT\",\"RUE MARTIN BERNARD\",\"BD AUGUSTE BLANQUI\",\"RUE DU BANQUIER\",\"RUE DE LA COLONIE\",\"RUE JEAN COLLY\",\"RUE DE LA GLACIERE\",\"RUE BROCA\",\"SQ ALBIN CACHOT\",\"RUE DE TOLBIAC\",\"SQ ALBIN CACHOT\",\"SQ ALBIN CACHOT\",\"RUE VERGNIAUD\",\"RUE DE PATAY\",\"RUE VERGNIAUD\",\"RUE BOBILLOT\",\"RUE BOUSSINGAULT\",\"RUE ALBERT BAYET\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE BAUDRICOURT\",\"RUE DE LA BUTTE AUX CAILLES\",\"BD VINCENT AURIOL\",\"RUE BARRAULT\",\"AV D IVRY\",\"RUE REGNAULT\",\"RUE DE LA COLONIE\",\"AV D ITALIE\",\"SQ DE PORT ROYAL\",\"BD VINCENT AURIOL\",\"RUE DAMESME\",\"BD DE PORT ROYAL\",\"AV DE CHOISY\",\"RUE JEAN COLLY\",\"RUE DE L ESPERANCE\",\"RUE LE BRUN\",\"RUE DE DOMREMY\",\"RUE LE BRUN\",\"BD MASSENA\",\"RUE LE BRUN\",\"RUE REGNAULT\",\"RUE PRIMATICE\",\"BD VINCENT AURIOL\",\"RUE EDMOND GONDINET\",\"RUE DE L INDUSTRIE\",\"RUE DE TOLBIAC\",\"RUE PASCAL\",\"RUE DES CORDELIERES\",\"RUE PRIMO LEVI\",\"RUE VERGNIAUD\",\"RUE BOUSSINGAULT\",\"RUE DUNOIS\",\"RUE WURTZ\",\"SQ ALBIN CACHOT\",\"RUE DE LA COLONIE\",\"BD DE L HOPITAL\",\"RUE DUNOIS\",\"RUE BARRAULT\",\"RUE VERGNIAUD\",\"BD DE PORT ROYAL\",\"RUE WURTZ\",\"BD DE PORT ROYAL\",\"SQ ALBIN CACHOT\",\"RUE DUMERIL\",\"RUE DUMERIL\",\"RUE VERONESE\",\"RUE BOBILLOT\",\"AV DE CHOISY\",\"RUE DE CAMPO FORMIO\",\"RUE DE REIMS\",\"AV D ITALIE\",\"SQ DUNOIS\",\"RUE JEANNE D ARC\",\"RUE CHEREAU\",\"RUE DU CHEVALERET\",\"BD DE PORT ROYAL\",\"RUE VERONESE\",\"BD DE L HOPITAL\",\"RUE LE BRUN\",\"RUE BOBILLOT\",\"RUE DES CORDELIERES\",\"RUE DUMERIL\",\"RUE DE LA SANTE\",\"BD ARAGO\",\"RUE DE L INTERNE LOEB\",\"RUE PASCAL\",\"RUE DUMERIL\",\"SQ ALBIN CACHOT\",\"RUE BARRAULT\",\"RUE DE LA GLACIERE\",\"AV DE CHOISY\",\"RUE CAILLAUX\",\"RUE DU MOULIN DES PRES\",\"RUE DES TERRES AU CURE\",\"RUE BARRAULT\",\"RUE DE REIMS\",\"RUE PHILIBERT LUCOT\",\"RUE DU CHATEAU DES RENTIERS\",\"VLA D ESTE\",\"RUE DE LA SANTE\",\"BD ARAGO\",\"RUE DU MOULIN DES PRES\",\"RUE NICOLAS RORET\",\"AV D ITALIE\",\"SQ GRANGE\",\"RUE CAILLAUX\",\"RUE CAILLAUX\",\"RUE CAILLAUX\",\"AV DES GOBELINS\",\"SQ DE PORT ROYAL\",\"RUE PASCAL\",\"RUE CHARLES FOURIER\",\"RUE BRILLAT SAVARIN\",\"AV DES GOBELINS\",\"RUE VANDREZANNE\",\"AV D ITALIE\",\"BD VINCENT AURIOL\",\"RUE ALBERT\",\"AV DE CHOISY\",\"RUE DE LA SANTE\",\"RUE CLISSON\",\"RUE GERARD\",\"RUE BOBILLOT\",\"RUE DE TOLBIAC\",\"RUE BOUSSINGAULT\",\"BD ARAGO\",\"RUE PONSCARME\",\"RUE DAMESME\",\"RUE XAINTRAILLES\",\"RUE DUMERIL\",\"RUE BOBILLOT\",\"BD MASSENA\",\"RUE DU DESSOUS DES BERGES\",\"AV DE CHOISY\",\"RUE DE PATAY\",\"RUE VERGNIAUD\",\"AV D ITALIE\",\"RUE DE LA SANTE\",\"RUE DE PATAY\",\"RUE BOBILLOT\",\"RUE JEAN COLLY\",\"RUE DU DESSOUS DES BERGES\",\"RUE DE TOLBIAC\",\"RUE DUNOIS\",\"RUE CAILLAUX\",\"RUE ESQUIROL\",\"AV D ITALIE\",\"SQ ALBIN CACHOT\",\"RUE ESQUIROL\",\"SQ ALBIN CACHOT\",\"RUE FR D ASTIER DE LA VIGERIE\",\"RUE DUNOIS\",\"SQ ALBIN CACHOT\",\"BD VINCENT AURIOL\",\"BD AUGUSTE BLANQUI\",\"RUE DE PATAY\",\"BD ARAGO\",\"RUE BAUDRICOURT\",\"RUE RUBENS\",\"RUE DUNOIS\",\"RUE VERGNIAUD\",\"RUE REGNAULT\",\"RUE DE LA BUTTE AUX CAILLES\",\"RUE DUNOIS\",\"RUE VULPIAN\",\"RUE DE REIMS\",\"RUE CAILLAUX\",\"RUE CAILLAUX\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE BOBILLOT\",\"PAS SIGAUD\",\"RUE DE CROULEBARBE\",\"RUE DE TOLBIAC\",\"RUE DU BANQUIER\",\"RUE DU MOULIN DES PRES\",\"RUE ALBERT\",\"RUE DES TANNERIES\",\"RUE DU CHEVALERET\",\"BD MASSENA\",\"RUE DU MOULIN DES PRES\",\"RUE BOBILLOT\",\"BD ARAGO\",\"RUE DE PATAY\",\"RUE OUDRY\",\"AV DE CHOISY\",\"RUE BELLIER DEDOUVRE\",\"BD VINCENT AURIOL\",\"RUE CAILLAUX\",\"AV DE CHOISY\",\"RUE BOUSSINGAULT\",\"AV DE CHOISY\",\"RUE DU PERE GUERIN\",\"BD VINCENT AURIOL\",\"AV D ITALIE\",\"RUE DU DESSOUS DES BERGES\",\"SQ DUNOIS\",\"RUE BELLIER DEDOUVRE\",\"AV DE CHOISY\",\"RUE DE LA BUTTE AUX CAILLES\",\"AV D ITALIE\",\"RUE DE PATAY\",\"BD SAINT MARCEL\",\"RUE VANDREZANNE\",\"AV DES GOBELINS\",\"RUE DE LA REINE BLANCHE\",\"RUE DES CORDELIERES\",\"RUE BOBILLOT\",\"RUE DU BANQUIER\",\"PL PINEL\",\"BD AUGUSTE BLANQUI\",\"RUE FAGON\",\"RUE DE TOLBIAC\",\"BD MASSENA\",\"BD VINCENT AURIOL\",\"AV D IVRY\",\"RUE GEORGE EASTMAN\",\"RUE FRANCOISE DOLTO\",\"RUE DE CROULEBARBE\",\"RUE DE L AMIRAL MOUCHEZ\",\"RUE JEANNE D ARC\",\"RUE DU DESSOUS DES BERGES\",\"QUAI D AUSTERLITZ\",\"RUE WURTZ\",\"BD VINCENT AURIOL\",\"RUE DES PEUPLIERS\",\"RUE AUGUSTE PERRET\",\"RUE JEANNE D ARC\",\"RUE DES GOBELINS\",\"RUE JEANNE D ARC\",\"PAS TRUBERT BELLIER\",\"RUE DE TOLBIAC\",\"RUE BOBILLOT\",\"RUE DUMERIL\",\"RUE DUNOIS\",\"AV D ITALIE\",\"RUE DES RECULETTES\",\"BD ARAGO\",\"RUE DUNOIS\",\"RUE NATIONALE\",\"AV DE CHOISY\",\"BD VINCENT AURIOL\",\"RUE JEANNE D ARC\",\"RUE HENRI BECQUE\",\"RUE DUMERIL\",\"BD VINCENT AURIOL\",\"RUE DE LA VISTULE\",\"RUE DE TOLBIAC\",\"RUE BOBILLOT\",\"RUE NICOLAS RORET\",\"PAS BOITON\",\"RUE XAINTRAILLES\",\"SQ ALBIN CACHOT\",\"RUE DE RICHEMONT\",\"RUE DU CHEVALERET\",\"AV D ITALIE\",\"AV DE CHOISY\",\"RUE DES TERRES AU CURE\",\"RUE DU DESSOUS DES BERGES\",\"RUE ESQUIROL\",\"RUE DE TOLBIAC\",\"RUE DES PEUPLIERS\",\"BD ARAGO\",\"AV STEPHEN PICHON\",\"RUE VERGNIAUD\",\"AV D ITALIE\",\"RUE DE TOLBIAC\",\"IMP NATIONALE\",\"PAS SIGAUD\",\"BD VINCENT AURIOL\",\"RUE JEANNE D ARC\",\"AV DE CHOISY\",\"AV DE CHOISY\",\"RUE XAINTRAILLES\",\"AV D ITALIE\",\"RUE DAMESME\",\"RUE DU CHATEAU DES RENTIERS\",\"RUE DE LA COLONIE\",\"RUE DE L AMIRAL MOUCHEZ\",\"BD AUGUSTE BLANQUI\",\"AV D IVRY\",\"RUE DU CHAMP DE L ALOUETTE\"],\"adresse_numero\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"adresse_suffixe\":[\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"A\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"B\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\"],\"ann\\u00e9e\":[2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018,2018],\"code_commune\":[75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113,75113],\"code_departement\":[75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75],\"code_nature_culture\":[\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\"],\"code_postal\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"code_type_local\":{\"__ndarray__\":\"       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @\",\"dtype\":\"float64\",\"shape\":[1174]},\"date_mutation\":[\"2018-01-04\",\"2018-01-04\",\"2018-01-02\",\"2018-01-09\",\"2018-01-10\",\"2018-01-05\",\"2018-01-11\",\"2018-01-12\",\"2018-01-11\",\"2018-01-12\",\"2018-01-17\",\"2018-01-15\",\"2018-01-04\",\"2018-01-18\",\"2018-01-10\",\"2018-01-16\",\"2018-01-12\",\"2018-01-06\",\"2018-01-22\",\"2018-01-09\",\"2018-01-18\",\"2018-01-15\",\"2018-01-18\",\"2018-01-15\",\"2018-01-11\",\"2018-01-12\",\"2018-01-24\",\"2018-01-26\",\"2018-01-30\",\"2018-01-31\",\"2018-01-30\",\"2018-01-19\",\"2018-01-15\",\"2018-01-19\",\"2018-01-12\",\"2018-01-29\",\"2018-01-30\",\"2018-01-09\",\"2018-01-26\",\"2018-01-26\",\"2018-01-30\",\"2018-01-17\",\"2018-01-16\",\"2018-01-29\",\"2018-01-12\",\"2018-01-22\",\"2018-01-19\",\"2018-01-22\",\"2018-01-24\",\"2018-01-23\",\"2018-01-22\",\"2018-01-25\",\"2018-01-29\",\"2018-01-23\",\"2018-01-26\",\"2018-01-18\",\"2018-01-30\",\"2018-01-26\",\"2018-01-30\",\"2018-02-06\",\"2018-02-07\",\"2018-02-06\",\"2018-01-25\",\"2018-01-16\",\"2018-01-23\",\"2018-01-25\",\"2018-02-13\",\"2018-02-05\",\"2018-01-23\",\"2018-02-06\",\"2018-02-05\",\"2018-01-26\",\"2018-02-13\",\"2018-01-31\",\"2018-02-06\",\"2018-02-06\",\"2018-02-09\",\"2018-01-29\",\"2018-02-06\",\"2018-02-08\",\"2018-02-02\",\"2018-02-05\",\"2018-01-26\",\"2018-01-22\",\"2018-02-15\",\"2018-01-31\",\"2018-02-16\",\"2018-02-01\",\"2018-01-31\",\"2018-02-15\",\"2018-02-09\",\"2018-02-09\",\"2018-02-07\",\"2018-02-09\",\"2018-02-05\",\"2018-01-25\",\"2018-02-14\",\"2018-02-09\",\"2018-02-12\",\"2018-02-07\",\"2018-02-08\",\"2018-02-05\",\"2018-02-06\",\"2018-02-16\",\"2018-01-30\",\"2018-02-14\",\"2018-02-09\",\"2018-02-16\",\"2018-02-06\",\"2018-02-23\",\"2018-02-19\",\"2018-02-07\",\"2018-01-25\",\"2018-02-23\",\"2018-02-23\",\"2018-02-23\",\"2018-02-12\",\"2018-02-15\",\"2018-01-29\",\"2018-02-07\",\"2018-02-19\",\"2018-02-15\",\"2018-02-23\",\"2018-02-08\",\"2018-02-23\",\"2018-03-01\",\"2018-02-22\",\"2018-02-20\",\"2018-03-02\",\"2018-02-12\",\"2018-02-16\",\"2018-02-13\",\"2018-02-21\",\"2018-02-23\",\"2018-02-22\",\"2018-02-21\",\"2018-02-08\",\"2018-02-15\",\"2018-02-23\",\"2018-02-28\",\"2018-02-20\",\"2018-02-23\",\"2018-03-01\",\"2018-03-02\",\"2018-03-07\",\"2018-02-28\",\"2018-02-19\",\"2018-02-26\",\"2018-02-21\",\"2018-02-15\",\"2018-02-28\",\"2018-02-16\",\"2018-02-15\",\"2018-03-02\",\"2018-02-20\",\"2018-02-23\",\"2018-03-08\",\"2018-02-27\",\"2018-02-23\",\"2018-02-28\",\"2018-02-15\",\"2018-02-16\",\"2018-03-02\",\"2018-03-01\",\"2018-03-09\",\"2018-02-19\",\"2018-02-16\",\"2018-03-01\",\"2018-02-28\",\"2018-03-15\",\"2018-03-09\",\"2018-03-09\",\"2018-03-09\",\"2018-02-27\",\"2018-02-28\",\"2018-02-26\",\"2018-03-06\",\"2018-03-12\",\"2018-03-15\",\"2018-03-01\",\"2018-03-09\",\"2018-03-13\",\"2018-02-08\",\"2018-03-08\",\"2018-03-12\",\"2018-03-07\",\"2018-03-19\",\"2018-03-14\",\"2018-03-01\",\"2018-03-21\",\"2018-03-12\",\"2018-02-28\",\"2018-03-13\",\"2018-03-01\",\"2018-02-23\",\"2018-03-13\",\"2018-03-19\",\"2018-03-09\",\"2018-01-26\",\"2018-03-20\",\"2018-03-05\",\"2018-02-28\",\"2018-03-16\",\"2018-03-22\",\"2018-03-12\",\"2018-03-07\",\"2018-02-28\",\"2018-03-19\",\"2018-03-23\",\"2018-03-02\",\"2018-03-15\",\"2018-03-13\",\"2018-03-16\",\"2018-03-22\",\"2018-03-09\",\"2018-03-08\",\"2018-03-08\",\"2018-03-26\",\"2018-03-05\",\"2018-03-20\",\"2018-03-13\",\"2018-03-16\",\"2018-03-26\",\"2018-03-15\",\"2018-03-16\",\"2018-03-23\",\"2018-03-26\",\"2018-03-23\",\"2018-03-15\",\"2018-03-30\",\"2018-03-22\",\"2018-03-21\",\"2018-03-23\",\"2018-03-19\",\"2018-03-29\",\"2018-03-09\",\"2018-03-14\",\"2018-03-15\",\"2018-03-12\",\"2018-03-28\",\"2018-03-23\",\"2018-03-26\",\"2018-03-27\",\"2018-03-30\",\"2018-03-15\",\"2018-03-28\",\"2018-03-26\",\"2018-03-27\",\"2018-04-05\",\"2018-03-28\",\"2018-03-21\",\"2018-03-22\",\"2018-03-23\",\"2018-03-20\",\"2018-03-30\",\"2018-04-05\",\"2018-03-13\",\"2018-04-04\",\"2018-04-10\",\"2018-03-26\",\"2018-03-29\",\"2018-02-26\",\"2018-04-06\",\"2018-04-05\",\"2018-03-21\",\"2018-04-03\",\"2018-03-29\",\"2018-03-23\",\"2018-03-15\",\"2018-04-03\",\"2018-03-30\",\"2018-04-04\",\"2018-04-06\",\"2018-03-28\",\"2018-04-11\",\"2018-04-04\",\"2018-04-04\",\"2018-03-26\",\"2018-04-06\",\"2018-03-28\",\"2018-04-12\",\"2018-04-05\",\"2018-04-04\",\"2018-03-22\",\"2018-04-10\",\"2018-04-12\",\"2018-04-10\",\"2018-03-26\",\"2018-04-13\",\"2018-04-18\",\"2018-03-12\",\"2018-03-30\",\"2018-04-13\",\"2018-04-03\",\"2018-03-29\",\"2018-04-13\",\"2018-04-04\",\"2018-04-04\",\"2018-03-31\",\"2018-04-06\",\"2018-04-03\",\"2018-04-03\",\"2018-04-13\",\"2018-04-16\",\"2018-04-10\",\"2018-04-26\",\"2018-04-24\",\"2018-04-06\",\"2018-03-30\",\"2018-04-25\",\"2018-04-03\",\"2018-04-10\",\"2018-04-26\",\"2018-04-12\",\"2018-03-31\",\"2018-04-20\",\"2018-04-09\",\"2018-04-04\",\"2018-04-13\",\"2018-04-12\",\"2018-04-18\",\"2018-04-18\",\"2018-04-18\",\"2018-04-26\",\"2018-05-03\",\"2018-04-27\",\"2018-04-19\",\"2018-04-24\",\"2018-04-24\",\"2018-04-23\",\"2018-04-27\",\"2018-04-24\",\"2018-04-10\",\"2018-04-13\",\"2018-05-09\",\"2018-05-04\",\"2018-04-13\",\"2018-04-26\",\"2018-04-18\",\"2018-05-03\",\"2018-05-04\",\"2018-04-16\",\"2018-04-18\",\"2018-05-04\",\"2018-04-19\",\"2018-05-03\",\"2018-05-03\",\"2018-05-03\",\"2018-04-26\",\"2018-05-04\",\"2018-05-03\",\"2018-04-18\",\"2018-05-09\",\"2018-05-04\",\"2018-05-11\",\"2018-04-26\",\"2018-05-14\",\"2018-04-30\",\"2018-05-17\",\"2018-05-04\",\"2018-04-26\",\"2018-05-18\",\"2018-04-25\",\"2018-05-16\",\"2018-05-04\",\"2018-05-16\",\"2018-05-14\",\"2018-05-15\",\"2018-05-14\",\"2018-05-16\",\"2018-05-16\",\"2018-05-24\",\"2018-05-14\",\"2018-05-02\",\"2018-05-14\",\"2018-04-27\",\"2018-05-03\",\"2018-05-09\",\"2018-05-17\",\"2018-05-18\",\"2018-05-24\",\"2018-05-16\",\"2018-05-15\",\"2018-05-25\",\"2018-05-22\",\"2018-05-17\",\"2018-05-16\",\"2018-05-25\",\"2018-05-17\",\"2018-05-15\",\"2018-05-24\",\"2018-05-04\",\"2018-05-17\",\"2018-05-15\",\"2018-05-17\",\"2018-05-15\",\"2018-05-25\",\"2018-05-22\",\"2018-05-15\",\"2018-05-15\",\"2018-05-29\",\"2018-05-09\",\"2018-05-23\",\"2018-05-31\",\"2018-05-16\",\"2018-04-27\",\"2018-05-18\",\"2018-06-04\",\"2018-05-14\",\"2018-05-23\",\"2018-05-16\",\"2018-05-18\",\"2018-05-31\",\"2018-05-23\",\"2018-05-29\",\"2018-05-31\",\"2018-05-18\",\"2018-05-31\",\"2018-06-01\",\"2018-05-22\",\"2018-05-31\",\"2018-05-30\",\"2018-05-15\",\"2018-05-15\",\"2018-05-30\",\"2018-05-31\",\"2018-05-29\",\"2018-05-15\",\"2018-05-31\",\"2018-06-08\",\"2018-05-29\",\"2018-06-01\",\"2018-06-08\",\"2018-06-08\",\"2018-06-14\",\"2018-05-30\",\"2018-05-25\",\"2018-06-11\",\"2018-06-08\",\"2018-06-06\",\"2018-05-25\",\"2018-06-04\",\"2018-05-28\",\"2018-06-05\",\"2018-06-05\",\"2018-06-04\",\"2018-06-01\",\"2018-06-14\",\"2018-06-07\",\"2018-06-19\",\"2018-05-16\",\"2018-06-18\",\"2018-05-31\",\"2018-05-25\",\"2018-05-25\",\"2018-05-23\",\"2018-05-25\",\"2018-05-25\",\"2018-06-15\",\"2018-06-08\",\"2018-06-11\",\"2018-06-20\",\"2018-06-12\",\"2018-05-22\",\"2018-05-31\",\"2018-06-08\",\"2018-06-11\",\"2018-06-08\",\"2018-05-30\",\"2018-06-21\",\"2018-05-30\",\"2018-06-19\",\"2018-05-28\",\"2018-05-31\",\"2018-06-15\",\"2018-06-04\",\"2018-06-01\",\"2018-06-18\",\"2018-06-22\",\"2018-06-14\",\"2018-06-25\",\"2018-06-25\",\"2018-06-08\",\"2018-06-22\",\"2018-06-07\",\"2018-06-14\",\"2018-06-06\",\"2018-06-01\",\"2018-06-18\",\"2018-06-08\",\"2018-06-15\",\"2018-06-05\",\"2018-06-27\",\"2018-06-01\",\"2018-06-08\",\"2018-06-05\",\"2018-06-15\",\"2018-06-07\",\"2018-06-18\",\"2018-06-21\",\"2018-06-12\",\"2018-06-22\",\"2018-06-28\",\"2018-06-04\",\"2018-06-06\",\"2018-06-08\",\"2018-06-26\",\"2018-06-14\",\"2018-06-29\",\"2018-06-14\",\"2018-06-25\",\"2018-06-27\",\"2018-06-21\",\"2018-06-29\",\"2018-06-21\",\"2018-06-21\",\"2018-06-26\",\"2018-06-20\",\"2018-06-08\",\"2018-06-08\",\"2018-06-08\",\"2018-06-29\",\"2018-06-28\",\"2018-06-28\",\"2018-06-22\",\"2018-06-28\",\"2018-06-28\",\"2018-07-04\",\"2018-06-22\",\"2018-07-02\",\"2018-06-16\",\"2018-06-15\",\"2018-06-14\",\"2018-06-26\",\"2018-06-15\",\"2018-07-06\",\"2018-06-28\",\"2018-06-25\",\"2018-06-15\",\"2018-07-02\",\"2018-06-29\",\"2018-07-06\",\"2018-06-18\",\"2018-06-16\",\"2018-06-26\",\"2018-06-22\",\"2018-06-28\",\"2018-06-26\",\"2018-06-26\",\"2018-06-14\",\"2018-06-15\",\"2018-06-19\",\"2018-06-22\",\"2018-07-04\",\"2018-07-06\",\"2018-06-19\",\"2018-06-26\",\"2018-06-28\",\"2018-06-26\",\"2018-06-22\",\"2018-06-15\",\"2018-06-21\",\"2018-07-03\",\"2018-07-06\",\"2018-06-25\",\"2018-07-11\",\"2018-06-26\",\"2018-06-28\",\"2018-04-23\",\"2018-07-11\",\"2018-07-06\",\"2018-07-05\",\"2018-07-04\",\"2018-06-18\",\"2018-07-10\",\"2018-07-10\",\"2018-06-29\",\"2018-06-22\",\"2018-07-05\",\"2018-07-12\",\"2018-07-16\",\"2018-07-12\",\"2018-06-21\",\"2018-06-25\",\"2018-06-20\",\"2018-07-13\",\"2018-06-22\",\"2018-07-11\",\"2018-07-17\",\"2018-07-05\",\"2018-07-12\",\"2018-06-21\",\"2018-06-27\",\"2018-07-09\",\"2018-07-16\",\"2018-07-18\",\"2018-06-21\",\"2018-07-04\",\"2018-07-16\",\"2018-07-16\",\"2018-07-18\",\"2018-06-28\",\"2018-06-29\",\"2018-06-29\",\"2018-07-06\",\"2018-06-29\",\"2018-06-28\",\"2018-07-09\",\"2018-07-20\",\"2018-07-06\",\"2018-07-18\",\"2018-07-06\",\"2018-07-03\",\"2018-07-18\",\"2018-06-29\",\"2018-06-29\",\"2018-07-10\",\"2018-07-05\",\"2018-07-18\",\"2018-06-28\",\"2018-07-24\",\"2018-07-19\",\"2018-07-06\",\"2018-07-06\",\"2018-07-13\",\"2018-07-13\",\"2018-07-04\",\"2018-06-28\",\"2018-07-06\",\"2018-07-26\",\"2018-07-19\",\"2018-07-24\",\"2018-07-25\",\"2018-07-03\",\"2018-07-04\",\"2018-07-06\",\"2018-07-09\",\"2018-07-13\",\"2018-07-06\",\"2018-07-18\",\"2018-07-12\",\"2018-07-27\",\"2018-07-20\",\"2018-07-19\",\"2018-07-27\",\"2018-07-04\",\"2018-07-27\",\"2018-07-27\",\"2018-07-30\",\"2018-07-23\",\"2018-07-18\",\"2018-07-12\",\"2018-04-20\",\"2018-07-25\",\"2018-07-30\",\"2018-07-13\",\"2018-07-31\",\"2018-07-27\",\"2018-07-26\",\"2018-07-13\",\"2018-07-16\",\"2018-07-26\",\"2018-07-26\",\"2018-06-27\",\"2018-07-31\",\"2018-07-27\",\"2018-07-05\",\"2018-07-18\",\"2018-08-01\",\"2018-07-19\",\"2018-07-24\",\"2018-07-31\",\"2018-07-27\",\"2018-07-19\",\"2018-08-01\",\"2018-07-12\",\"2018-07-25\",\"2018-07-10\",\"2018-07-31\",\"2018-07-30\",\"2018-08-01\",\"2018-07-09\",\"2018-08-10\",\"2018-07-25\",\"2018-07-20\",\"2018-07-30\",\"2018-08-03\",\"2018-08-01\",\"2018-07-18\",\"2018-08-09\",\"2018-08-07\",\"2018-08-06\",\"2018-08-06\",\"2018-07-31\",\"2018-08-14\",\"2018-07-31\",\"2018-07-31\",\"2018-07-23\",\"2018-07-25\",\"2018-08-14\",\"2018-08-20\",\"2018-08-10\",\"2018-08-08\",\"2018-08-02\",\"2018-08-03\",\"2018-08-03\",\"2018-08-08\",\"2018-08-03\",\"2018-08-10\",\"2018-08-22\",\"2018-07-27\",\"2018-08-21\",\"2018-07-27\",\"2018-07-31\",\"2018-08-07\",\"2018-08-07\",\"2018-07-30\",\"2018-08-23\",\"2018-08-21\",\"2018-08-24\",\"2018-08-24\",\"2018-07-31\",\"2018-08-24\",\"2018-08-16\",\"2018-08-24\",\"2018-08-02\",\"2018-08-02\",\"2018-08-29\",\"2018-08-22\",\"2018-08-27\",\"2018-08-08\",\"2018-08-27\",\"2018-08-28\",\"2018-08-03\",\"2018-08-01\",\"2018-07-13\",\"2018-08-28\",\"2018-08-06\",\"2018-08-09\",\"2018-08-17\",\"2018-08-30\",\"2018-08-10\",\"2018-08-30\",\"2018-08-31\",\"2018-08-07\",\"2018-08-10\",\"2018-08-29\",\"2018-08-31\",\"2018-08-29\",\"2018-08-22\",\"2018-08-09\",\"2018-08-28\",\"2018-08-21\",\"2018-09-03\",\"2018-08-29\",\"2018-08-30\",\"2018-08-30\",\"2018-08-31\",\"2018-08-31\",\"2018-08-21\",\"2018-09-05\",\"2018-09-05\",\"2018-08-29\",\"2018-09-05\",\"2018-08-24\",\"2018-09-06\",\"2018-09-05\",\"2018-09-04\",\"2018-09-05\",\"2018-08-20\",\"2018-09-06\",\"2018-09-03\",\"2018-09-05\",\"2018-08-24\",\"2018-09-07\",\"2018-09-03\",\"2018-09-06\",\"2018-09-05\",\"2018-09-06\",\"2018-09-06\",\"2018-09-05\",\"2018-09-06\",\"2018-08-31\",\"2018-08-30\",\"2018-09-14\",\"2018-09-07\",\"2018-08-28\",\"2018-08-27\",\"2018-09-10\",\"2018-09-14\",\"2018-09-05\",\"2018-09-06\",\"2018-09-06\",\"2018-09-07\",\"2018-08-29\",\"2018-09-07\",\"2018-08-25\",\"2018-09-12\",\"2018-09-12\",\"2018-09-04\",\"2018-09-14\",\"2018-09-13\",\"2018-08-30\",\"2018-09-11\",\"2018-09-14\",\"2018-08-29\",\"2018-09-17\",\"2018-09-04\",\"2018-09-07\",\"2018-08-31\",\"2018-09-10\",\"2018-09-07\",\"2018-08-31\",\"2018-09-07\",\"2018-09-19\",\"2018-09-17\",\"2018-09-19\",\"2018-09-20\",\"2018-08-30\",\"2018-08-30\",\"2018-08-30\",\"2018-09-18\",\"2018-08-31\",\"2018-09-12\",\"2018-09-10\",\"2018-09-17\",\"2018-09-03\",\"2018-09-17\",\"2018-09-14\",\"2018-09-04\",\"2018-09-20\",\"2018-09-19\",\"2018-09-12\",\"2018-08-30\",\"2018-09-06\",\"2018-09-14\",\"2018-09-04\",\"2018-08-30\",\"2018-08-30\",\"2018-09-14\",\"2018-09-12\",\"2018-09-07\",\"2018-09-19\",\"2018-09-07\",\"2018-08-31\",\"2018-09-19\",\"2018-09-20\",\"2018-09-21\",\"2018-09-28\",\"2018-09-26\",\"2018-09-06\",\"2018-09-18\",\"2018-09-24\",\"2018-09-27\",\"2018-08-31\",\"2018-09-12\",\"2018-09-24\",\"2018-09-10\",\"2018-09-21\",\"2018-09-17\",\"2018-10-01\",\"2018-09-07\",\"2018-09-03\",\"2018-09-26\",\"2018-09-27\",\"2018-09-19\",\"2018-09-25\",\"2018-09-14\",\"2018-09-28\",\"2018-09-17\",\"2018-09-19\",\"2018-09-13\",\"2018-09-28\",\"2018-09-21\",\"2018-09-12\",\"2018-09-25\",\"2018-09-20\",\"2018-09-27\",\"2018-09-21\",\"2018-09-14\",\"2018-09-25\",\"2018-09-13\",\"2018-09-10\",\"2018-09-12\",\"2018-09-27\",\"2018-09-20\",\"2018-09-19\",\"2018-09-24\",\"2018-09-21\",\"2018-09-27\",\"2018-09-28\",\"2018-09-24\",\"2018-09-21\",\"2018-09-13\",\"2018-09-27\",\"2018-10-03\",\"2018-09-27\",\"2018-10-03\",\"2018-09-24\",\"2018-10-01\",\"2018-10-04\",\"2018-09-19\",\"2018-09-21\",\"2018-10-08\",\"2018-09-27\",\"2018-09-27\",\"2018-09-27\",\"2018-10-08\",\"2018-10-03\",\"2018-09-19\",\"2018-10-10\",\"2018-09-28\",\"2018-10-05\",\"2018-09-26\",\"2018-10-03\",\"2018-10-03\",\"2018-10-05\",\"2018-09-26\",\"2018-10-05\",\"2018-09-27\",\"2018-10-09\",\"2018-09-20\",\"2018-10-16\",\"2018-10-09\",\"2018-10-02\",\"2018-09-26\",\"2018-10-03\",\"2018-09-24\",\"2018-10-03\",\"2018-10-12\",\"2018-09-25\",\"2018-10-02\",\"2018-10-02\",\"2018-09-26\",\"2018-10-10\",\"2018-10-10\",\"2018-10-15\",\"2018-09-27\",\"2018-10-18\",\"2018-10-04\",\"2018-10-03\",\"2018-10-16\",\"2018-10-18\",\"2018-09-28\",\"2018-10-11\",\"2018-10-10\",\"2018-10-15\",\"2018-10-01\",\"2018-09-28\",\"2018-10-18\",\"2018-10-18\",\"2018-09-27\",\"2018-10-19\",\"2018-10-10\",\"2018-10-22\",\"2018-10-19\",\"2018-10-17\",\"2018-10-12\",\"2018-10-15\",\"2018-10-15\",\"2018-10-10\",\"2018-10-12\",\"2018-09-28\",\"2018-10-12\",\"2018-09-27\",\"2018-10-08\",\"2018-10-04\",\"2018-10-09\",\"2018-09-27\",\"2018-10-18\",\"2018-10-15\",\"2018-10-15\",\"2018-10-19\",\"2018-10-09\",\"2018-10-24\",\"2018-10-03\",\"2018-10-09\",\"2018-10-11\",\"2018-10-05\",\"2018-10-11\",\"2018-10-17\",\"2018-10-17\",\"2018-10-03\",\"2018-10-23\",\"2018-10-11\",\"2018-10-08\",\"2018-10-15\",\"2018-10-11\",\"2018-10-16\",\"2018-10-29\",\"2018-10-12\",\"2018-10-18\",\"2018-10-25\",\"2018-10-22\",\"2018-10-12\",\"2018-10-05\",\"2018-10-22\",\"2018-10-19\",\"2018-10-26\",\"2018-10-19\",\"2018-10-19\",\"2018-10-19\",\"2018-10-08\",\"2018-10-30\",\"2018-10-18\",\"2018-10-23\",\"2018-10-19\",\"2018-10-31\",\"2018-10-19\",\"2018-10-25\",\"2018-10-25\",\"2018-10-19\",\"2018-10-26\",\"2018-10-23\",\"2018-11-02\",\"2018-10-16\",\"2018-10-19\",\"2018-10-18\",\"2018-10-15\",\"2018-10-25\",\"2018-10-11\",\"2018-10-24\",\"2018-10-16\",\"2018-10-15\",\"2018-10-31\",\"2018-11-07\",\"2018-11-05\",\"2018-10-19\",\"2018-10-25\",\"2018-10-26\",\"2018-10-29\",\"2018-10-15\",\"2018-11-08\",\"2018-10-25\",\"2018-10-31\",\"2018-10-22\",\"2018-10-19\",\"2018-11-09\",\"2018-10-30\",\"2018-11-09\",\"2018-10-25\",\"2018-11-06\",\"2018-11-09\",\"2018-10-19\",\"2018-10-26\",\"2018-10-25\",\"2018-10-24\",\"2018-10-22\",\"2018-10-26\",\"2018-11-09\",\"2018-11-05\",\"2018-11-15\",\"2018-10-26\",\"2018-10-30\",\"2018-10-26\",\"2018-10-30\",\"2018-11-12\",\"2018-11-14\",\"2018-11-05\",\"2018-10-19\",\"2018-10-19\",\"2018-10-31\",\"2018-10-23\",\"2018-11-07\",\"2018-10-26\",\"2018-11-07\",\"2018-11-14\",\"2018-11-03\",\"2018-11-20\",\"2018-11-15\",\"2018-11-13\",\"2018-11-08\",\"2018-11-13\",\"2018-11-19\",\"2018-11-12\",\"2018-11-06\",\"2018-11-06\",\"2018-10-29\",\"2018-11-21\",\"2018-11-13\",\"2018-10-29\",\"2018-11-05\",\"2018-11-07\",\"2018-11-15\",\"2018-11-20\",\"2018-11-14\",\"2018-11-23\",\"2018-11-02\",\"2018-11-19\",\"2018-11-09\",\"2018-11-26\",\"2018-11-08\",\"2018-10-01\",\"2018-11-21\",\"2018-11-12\",\"2018-11-07\",\"2018-11-14\",\"2018-11-05\",\"2018-11-23\",\"2018-11-05\",\"2018-10-31\",\"2018-11-29\",\"2018-11-28\",\"2018-11-29\",\"2018-11-09\",\"2018-11-19\",\"2018-11-07\",\"2018-11-09\",\"2018-11-29\",\"2018-11-23\",\"2018-11-30\",\"2018-11-15\",\"2018-11-15\",\"2018-11-29\",\"2018-11-13\",\"2018-11-13\",\"2018-11-16\",\"2018-11-16\",\"2018-11-16\",\"2018-11-30\",\"2018-11-23\",\"2018-11-14\",\"2018-11-15\",\"2018-12-06\",\"2018-11-12\",\"2018-11-28\",\"2018-11-29\",\"2018-11-22\",\"2018-11-30\",\"2018-11-28\",\"2018-11-15\",\"2018-11-15\",\"2018-12-07\",\"2018-12-07\",\"2018-11-29\",\"2018-11-29\",\"2018-11-22\",\"2018-12-10\",\"2018-11-29\",\"2018-11-28\",\"2018-11-30\",\"2018-11-22\",\"2018-12-07\",\"2018-11-27\",\"2018-11-30\",\"2018-11-21\",\"2018-11-30\",\"2018-11-26\",\"2018-12-04\",\"2018-12-14\",\"2018-12-04\",\"2018-11-23\",\"2018-11-26\",\"2018-11-21\",\"2018-12-13\",\"2018-12-10\",\"2018-12-05\",\"2018-12-14\",\"2018-12-05\",\"2018-12-10\",\"2018-12-17\",\"2018-11-30\",\"2018-12-11\",\"2018-12-14\",\"2018-12-05\",\"2018-12-18\",\"2018-12-19\",\"2018-12-04\",\"2018-12-11\",\"2018-12-18\",\"2018-12-04\",\"2018-12-07\",\"2018-12-17\",\"2018-12-13\"],\"duplicated\":[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false],\"id_mutation\":[\"2018-999958\",\"2018-999959\",\"2018-999961\",\"2018-999962\",\"2018-999965\",\"2018-999966\",\"2018-999971\",\"2018-999973\",\"2018-999975\",\"2018-999976\",\"2018-999979\",\"2018-999981\",\"2018-999982\",\"2018-999983\",\"2018-999985\",\"2018-999987\",\"2018-999988\",\"2018-999989\",\"2018-999990\",\"2018-999993\",\"2018-999995\",\"2018-999996\",\"2018-999998\",\"2018-999999\",\"2018-1000000\",\"2018-1000001\",\"2018-1000006\",\"2018-1000011\",\"2018-1000012\",\"2018-1000015\",\"2018-1000017\",\"2018-1000020\",\"2018-1000022\",\"2018-1000023\",\"2018-1000025\",\"2018-1000027\",\"2018-1000029\",\"2018-1000030\",\"2018-1000031\",\"2018-1000032\",\"2018-1000033\",\"2018-1000034\",\"2018-1000036\",\"2018-1000039\",\"2018-1000041\",\"2018-1000043\",\"2018-1000044\",\"2018-1000045\",\"2018-1000049\",\"2018-1000050\",\"2018-1000051\",\"2018-1000052\",\"2018-1000053\",\"2018-1000055\",\"2018-1000056\",\"2018-1000059\",\"2018-1000060\",\"2018-1000061\",\"2018-1000063\",\"2018-1000066\",\"2018-1000071\",\"2018-1000074\",\"2018-1000075\",\"2018-1000076\",\"2018-1000081\",\"2018-1000082\",\"2018-1000085\",\"2018-1000087\",\"2018-1000088\",\"2018-1000089\",\"2018-1000090\",\"2018-1000092\",\"2018-1000094\",\"2018-1000096\",\"2018-1000097\",\"2018-1000098\",\"2018-1000099\",\"2018-1000100\",\"2018-1000102\",\"2018-1000103\",\"2018-1000105\",\"2018-1000107\",\"2018-1000108\",\"2018-1000115\",\"2018-1000116\",\"2018-1000117\",\"2018-1000119\",\"2018-1000120\",\"2018-1000121\",\"2018-1000122\",\"2018-1000123\",\"2018-1000124\",\"2018-1000127\",\"2018-1000130\",\"2018-1000132\",\"2018-1000133\",\"2018-1000135\",\"2018-1000136\",\"2018-1000137\",\"2018-1000139\",\"2018-1000140\",\"2018-1000141\",\"2018-1000142\",\"2018-1000143\",\"2018-1000146\",\"2018-1000149\",\"2018-1000150\",\"2018-1000151\",\"2018-1000152\",\"2018-1000153\",\"2018-1000154\",\"2018-1000157\",\"2018-1000160\",\"2018-1000161\",\"2018-1000162\",\"2018-1000163\",\"2018-1000164\",\"2018-1000167\",\"2018-1000169\",\"2018-1000170\",\"2018-1000172\",\"2018-1000173\",\"2018-1000174\",\"2018-1000175\",\"2018-1000176\",\"2018-1000177\",\"2018-1000178\",\"2018-1000180\",\"2018-1000182\",\"2018-1000185\",\"2018-1000186\",\"2018-1000187\",\"2018-1000189\",\"2018-1000191\",\"2018-1000192\",\"2018-1000195\",\"2018-1000196\",\"2018-1000198\",\"2018-1000202\",\"2018-1000203\",\"2018-1000204\",\"2018-1000205\",\"2018-1000206\",\"2018-1000213\",\"2018-1000214\",\"2018-1000215\",\"2018-1000219\",\"2018-1000220\",\"2018-1000222\",\"2018-1000223\",\"2018-1000225\",\"2018-1000227\",\"2018-1000230\",\"2018-1000231\",\"2018-1000232\",\"2018-1000233\",\"2018-1000235\",\"2018-1000236\",\"2018-1000237\",\"2018-1000238\",\"2018-1000239\",\"2018-1000240\",\"2018-1000241\",\"2018-1000243\",\"2018-1000246\",\"2018-1000247\",\"2018-1000248\",\"2018-1000251\",\"2018-1000253\",\"2018-1000256\",\"2018-1000258\",\"2018-1000259\",\"2018-1000260\",\"2018-1000261\",\"2018-1000262\",\"2018-1000263\",\"2018-1000265\",\"2018-1000266\",\"2018-1000267\",\"2018-1000271\",\"2018-1000272\",\"2018-1000273\",\"2018-1000276\",\"2018-1000278\",\"2018-1000279\",\"2018-1000280\",\"2018-1000282\",\"2018-1000283\",\"2018-1000285\",\"2018-1000287\",\"2018-1000288\",\"2018-1000289\",\"2018-1000290\",\"2018-1000291\",\"2018-1000292\",\"2018-1000293\",\"2018-1000295\",\"2018-1000296\",\"2018-1000297\",\"2018-1000298\",\"2018-1000300\",\"2018-1000305\",\"2018-1000306\",\"2018-1000309\",\"2018-1000310\",\"2018-1000313\",\"2018-1000316\",\"2018-1000319\",\"2018-1000320\",\"2018-1000323\",\"2018-1000324\",\"2018-1000326\",\"2018-1000327\",\"2018-1000328\",\"2018-1000329\",\"2018-1000330\",\"2018-1000331\",\"2018-1000332\",\"2018-1000333\",\"2018-1000334\",\"2018-1000335\",\"2018-1000336\",\"2018-1000337\",\"2018-1000338\",\"2018-1000342\",\"2018-1000344\",\"2018-1000345\",\"2018-1000347\",\"2018-1000349\",\"2018-1000351\",\"2018-1000354\",\"2018-1000355\",\"2018-1000356\",\"2018-1000358\",\"2018-1000360\",\"2018-1000368\",\"2018-1000369\",\"2018-1000370\",\"2018-1000372\",\"2018-1000373\",\"2018-1000374\",\"2018-1000375\",\"2018-1000376\",\"2018-1000377\",\"2018-1000380\",\"2018-1000381\",\"2018-1000382\",\"2018-1000384\",\"2018-1000385\",\"2018-1000386\",\"2018-1000387\",\"2018-1000395\",\"2018-1000396\",\"2018-1000397\",\"2018-1000398\",\"2018-1000405\",\"2018-1000407\",\"2018-1000408\",\"2018-1000410\",\"2018-1000413\",\"2018-1000414\",\"2018-1000415\",\"2018-1000416\",\"2018-1000419\",\"2018-1000420\",\"2018-1000421\",\"2018-1000422\",\"2018-1000431\",\"2018-1000432\",\"2018-1000433\",\"2018-1000434\",\"2018-1000436\",\"2018-1000438\",\"2018-1000439\",\"2018-1000440\",\"2018-1000442\",\"2018-1000444\",\"2018-1000445\",\"2018-1000446\",\"2018-1000449\",\"2018-1000450\",\"2018-1000451\",\"2018-1000452\",\"2018-1000453\",\"2018-1000454\",\"2018-1000455\",\"2018-1000456\",\"2018-1000457\",\"2018-1000458\",\"2018-1000460\",\"2018-1000462\",\"2018-1000466\",\"2018-1000468\",\"2018-1000469\",\"2018-1000472\",\"2018-1000473\",\"2018-1000474\",\"2018-1000475\",\"2018-1000476\",\"2018-1000478\",\"2018-1000489\",\"2018-1000490\",\"2018-1000492\",\"2018-1000495\",\"2018-1000496\",\"2018-1000498\",\"2018-1000502\",\"2018-1000504\",\"2018-1000505\",\"2018-1000506\",\"2018-1000507\",\"2018-1000510\",\"2018-1000513\",\"2018-1000514\",\"2018-1000516\",\"2018-1000518\",\"2018-1000520\",\"2018-1000521\",\"2018-1000522\",\"2018-1000523\",\"2018-1000524\",\"2018-1000525\",\"2018-1000526\",\"2018-1000527\",\"2018-1000528\",\"2018-1000530\",\"2018-1000532\",\"2018-1000533\",\"2018-1000534\",\"2018-1000536\",\"2018-1000539\",\"2018-1000541\",\"2018-1000548\",\"2018-1000549\",\"2018-1000551\",\"2018-1000553\",\"2018-1000556\",\"2018-1000557\",\"2018-1000558\",\"2018-1000561\",\"2018-1000565\",\"2018-1000568\",\"2018-1000569\",\"2018-1000574\",\"2018-1000576\",\"2018-1000577\",\"2018-1000578\",\"2018-1000580\",\"2018-1000581\",\"2018-1000582\",\"2018-1000587\",\"2018-1000588\",\"2018-1000589\",\"2018-1000590\",\"2018-1000591\",\"2018-1000597\",\"2018-1000598\",\"2018-1000599\",\"2018-1000601\",\"2018-1000603\",\"2018-1000608\",\"2018-1000609\",\"2018-1000610\",\"2018-1000611\",\"2018-1000613\",\"2018-1000614\",\"2018-1000618\",\"2018-1000619\",\"2018-1000620\",\"2018-1000621\",\"2018-1000622\",\"2018-1000624\",\"2018-1000627\",\"2018-1000628\",\"2018-1000630\",\"2018-1000631\",\"2018-1000633\",\"2018-1000634\",\"2018-1000638\",\"2018-1000640\",\"2018-1000641\",\"2018-1000642\",\"2018-1000643\",\"2018-1000644\",\"2018-1000645\",\"2018-1000648\",\"2018-1000649\",\"2018-1000653\",\"2018-1000654\",\"2018-1000655\",\"2018-1000657\",\"2018-1000658\",\"2018-1000660\",\"2018-1000661\",\"2018-1000662\",\"2018-1000663\",\"2018-1000668\",\"2018-1000670\",\"2018-1000671\",\"2018-1000672\",\"2018-1000673\",\"2018-1000674\",\"2018-1000675\",\"2018-1000676\",\"2018-1000678\",\"2018-1000679\",\"2018-1000681\",\"2018-1000683\",\"2018-1000684\",\"2018-1000686\",\"2018-1000687\",\"2018-1000688\",\"2018-1000689\",\"2018-1000692\",\"2018-1000693\",\"2018-1000694\",\"2018-1000695\",\"2018-1000696\",\"2018-1000697\",\"2018-1000700\",\"2018-1000704\",\"2018-1000706\",\"2018-1000707\",\"2018-1000710\",\"2018-1000711\",\"2018-1000715\",\"2018-1000717\",\"2018-1000719\",\"2018-1000720\",\"2018-1000721\",\"2018-1000725\",\"2018-1000726\",\"2018-1000731\",\"2018-1000736\",\"2018-1000737\",\"2018-1000738\",\"2018-1000739\",\"2018-1000740\",\"2018-1000741\",\"2018-1000744\",\"2018-1000745\",\"2018-1000748\",\"2018-1000749\",\"2018-1000750\",\"2018-1000751\",\"2018-1000752\",\"2018-1000753\",\"2018-1000754\",\"2018-1000755\",\"2018-1000756\",\"2018-1000758\",\"2018-1000760\",\"2018-1000761\",\"2018-1000762\",\"2018-1000763\",\"2018-1000764\",\"2018-1000765\",\"2018-1000766\",\"2018-1000767\",\"2018-1000768\",\"2018-1000769\",\"2018-1000770\",\"2018-1000771\",\"2018-1000772\",\"2018-1000774\",\"2018-1000775\",\"2018-1000776\",\"2018-1000781\",\"2018-1000782\",\"2018-1000784\",\"2018-1000785\",\"2018-1000786\",\"2018-1000787\",\"2018-1000788\",\"2018-1000789\",\"2018-1000790\",\"2018-1000791\",\"2018-1000798\",\"2018-1000800\",\"2018-1000801\",\"2018-1000803\",\"2018-1000804\",\"2018-1000805\",\"2018-1000806\",\"2018-1000807\",\"2018-1000808\",\"2018-1000810\",\"2018-1000812\",\"2018-1000813\",\"2018-1000814\",\"2018-1000815\",\"2018-1000817\",\"2018-1000819\",\"2018-1000821\",\"2018-1000822\",\"2018-1000823\",\"2018-1000827\",\"2018-1000828\",\"2018-1000829\",\"2018-1000831\",\"2018-1000832\",\"2018-1000833\",\"2018-1000834\",\"2018-1000837\",\"2018-1000840\",\"2018-1000841\",\"2018-1000842\",\"2018-1000844\",\"2018-1000845\",\"2018-1000849\",\"2018-1000851\",\"2018-1000852\",\"2018-1000854\",\"2018-1000855\",\"2018-1000856\",\"2018-1000861\",\"2018-1000863\",\"2018-1000867\",\"2018-1000868\",\"2018-1000869\",\"2018-1000870\",\"2018-1000871\",\"2018-1000873\",\"2018-1000874\",\"2018-1000878\",\"2018-1000879\",\"2018-1000879\",\"2018-1000880\",\"2018-1000881\",\"2018-1000883\",\"2018-1000885\",\"2018-1000886\",\"2018-1000888\",\"2018-1000889\",\"2018-1000891\",\"2018-1000892\",\"2018-1000893\",\"2018-1000895\",\"2018-1000897\",\"2018-1000898\",\"2018-1000899\",\"2018-1000900\",\"2018-1000901\",\"2018-1000902\",\"2018-1000903\",\"2018-1000904\",\"2018-1000905\",\"2018-1000906\",\"2018-1000907\",\"2018-1000908\",\"2018-1000909\",\"2018-1000913\",\"2018-1000915\",\"2018-1000916\",\"2018-1000917\",\"2018-1000918\",\"2018-1000919\",\"2018-1000920\",\"2018-1000921\",\"2018-1000922\",\"2018-1000923\",\"2018-1000924\",\"2018-1000925\",\"2018-1000926\",\"2018-1000927\",\"2018-1000928\",\"2018-1000929\",\"2018-1000932\",\"2018-1000935\",\"2018-1000938\",\"2018-1000939\",\"2018-1000940\",\"2018-1000941\",\"2018-1000943\",\"2018-1000944\",\"2018-1000945\",\"2018-1000946\",\"2018-1000947\",\"2018-1000948\",\"2018-1000950\",\"2018-1000951\",\"2018-1000952\",\"2018-1000953\",\"2018-1000954\",\"2018-1000956\",\"2018-1000958\",\"2018-1000960\",\"2018-1000961\",\"2018-1000962\",\"2018-1000965\",\"2018-1000967\",\"2018-1000968\",\"2018-1000970\",\"2018-1000971\",\"2018-1000972\",\"2018-1000975\",\"2018-1000978\",\"2018-1000979\",\"2018-1000980\",\"2018-1000981\",\"2018-1000983\",\"2018-1000987\",\"2018-1000988\",\"2018-1000990\",\"2018-1000991\",\"2018-1000992\",\"2018-1000994\",\"2018-1000996\",\"2018-1000997\",\"2018-1000998\",\"2018-1000999\",\"2018-1001001\",\"2018-1001002\",\"2018-1001004\",\"2018-1001005\",\"2018-1001005\",\"2018-1001006\",\"2018-1001009\",\"2018-1001012\",\"2018-1001013\",\"2018-1001014\",\"2018-1001015\",\"2018-1001017\",\"2018-1001020\",\"2018-1001022\",\"2018-1001023\",\"2018-1001024\",\"2018-1001026\",\"2018-1001027\",\"2018-1001029\",\"2018-1001031\",\"2018-1001032\",\"2018-1001033\",\"2018-1001034\",\"2018-1001035\",\"2018-1001037\",\"2018-1001039\",\"2018-1001040\",\"2018-1001042\",\"2018-1001044\",\"2018-1001045\",\"2018-1001046\",\"2018-1001048\",\"2018-1001051\",\"2018-1001052\",\"2018-1001053\",\"2018-1001061\",\"2018-1001062\",\"2018-1001063\",\"2018-1001065\",\"2018-1001066\",\"2018-1001067\",\"2018-1001069\",\"2018-1001070\",\"2018-1001071\",\"2018-1001074\",\"2018-1001075\",\"2018-1001076\",\"2018-1001079\",\"2018-1001080\",\"2018-1001081\",\"2018-1001082\",\"2018-1001084\",\"2018-1001085\",\"2018-1001086\",\"2018-1001087\",\"2018-1001088\",\"2018-1001089\",\"2018-1001091\",\"2018-1001092\",\"2018-1001093\",\"2018-1001095\",\"2018-1001099\",\"2018-1001100\",\"2018-1001104\",\"2018-1001105\",\"2018-1001107\",\"2018-1001108\",\"2018-1001109\",\"2018-1001112\",\"2018-1001114\",\"2018-1001116\",\"2018-1001117\",\"2018-1001119\",\"2018-1001120\",\"2018-1001125\",\"2018-1001126\",\"2018-1001128\",\"2018-1001129\",\"2018-1001130\",\"2018-1001131\",\"2018-1001132\",\"2018-1001135\",\"2018-1001136\",\"2018-1001137\",\"2018-1001139\",\"2018-1001140\",\"2018-1001141\",\"2018-1001143\",\"2018-1001144\",\"2018-1001146\",\"2018-1001148\",\"2018-1001149\",\"2018-1001150\",\"2018-1001154\",\"2018-1001157\",\"2018-1001158\",\"2018-1001161\",\"2018-1001162\",\"2018-1001164\",\"2018-1001165\",\"2018-1001167\",\"2018-1001169\",\"2018-1001170\",\"2018-1001171\",\"2018-1001173\",\"2018-1001174\",\"2018-1001175\",\"2018-1001176\",\"2018-1001177\",\"2018-1001178\",\"2018-1001179\",\"2018-1001180\",\"2018-1001181\",\"2018-1001182\",\"2018-1001185\",\"2018-1001186\",\"2018-1001187\",\"2018-1001189\",\"2018-1001191\",\"2018-1001193\",\"2018-1001195\",\"2018-1001197\",\"2018-1001198\",\"2018-1001200\",\"2018-1001201\",\"2018-1001202\",\"2018-1001203\",\"2018-1001204\",\"2018-1001205\",\"2018-1001208\",\"2018-1001209\",\"2018-1001211\",\"2018-1001212\",\"2018-1001213\",\"2018-1001215\",\"2018-1001217\",\"2018-1001218\",\"2018-1001219\",\"2018-1001220\",\"2018-1001222\",\"2018-1001223\",\"2018-1001224\",\"2018-1001226\",\"2018-1001228\",\"2018-1001229\",\"2018-1001230\",\"2018-1001231\",\"2018-1001232\",\"2018-1001233\",\"2018-1001235\",\"2018-1001238\",\"2018-1001239\",\"2018-1001240\",\"2018-1001241\",\"2018-1001243\",\"2018-1001245\",\"2018-1001246\",\"2018-1001247\",\"2018-1001249\",\"2018-1001251\",\"2018-1001252\",\"2018-1001253\",\"2018-1001254\",\"2018-1001255\",\"2018-1001256\",\"2018-1001257\",\"2018-1001258\",\"2018-1001259\",\"2018-1001260\",\"2018-1001261\",\"2018-1001262\",\"2018-1001264\",\"2018-1001265\",\"2018-1001266\",\"2018-1001269\",\"2018-1001270\",\"2018-1001271\",\"2018-1001272\",\"2018-1001273\",\"2018-1001274\",\"2018-1001275\",\"2018-1001276\",\"2018-1001277\",\"2018-1001279\",\"2018-1001280\",\"2018-1001281\",\"2018-1001283\",\"2018-1001285\",\"2018-1001286\",\"2018-1001288\",\"2018-1001289\",\"2018-1001290\",\"2018-1001292\",\"2018-1001293\",\"2018-1001298\",\"2018-1001299\",\"2018-1001300\",\"2018-1001301\",\"2018-1001302\",\"2018-1001303\",\"2018-1001304\",\"2018-1001309\",\"2018-1001310\",\"2018-1001311\",\"2018-1001313\",\"2018-1001314\",\"2018-1001315\",\"2018-1001316\",\"2018-1001319\",\"2018-1001321\",\"2018-1001323\",\"2018-1001324\",\"2018-1001325\",\"2018-1001326\",\"2018-1001327\",\"2018-1001331\",\"2018-1001333\",\"2018-1001337\",\"2018-1001338\",\"2018-1001339\",\"2018-1001342\",\"2018-1001343\",\"2018-1001344\",\"2018-1001345\",\"2018-1001346\",\"2018-1001347\",\"2018-1001349\",\"2018-1001350\",\"2018-1001353\",\"2018-1001354\",\"2018-1001356\",\"2018-1001357\",\"2018-1001358\",\"2018-1001359\",\"2018-1001360\",\"2018-1001364\",\"2018-1001365\",\"2018-1001368\",\"2018-1001369\",\"2018-1001370\",\"2018-1001371\",\"2018-1001372\",\"2018-1001374\",\"2018-1001375\",\"2018-1001376\",\"2018-1001377\",\"2018-1001380\",\"2018-1001382\",\"2018-1001383\",\"2018-1001384\",\"2018-1001386\",\"2018-1001387\",\"2018-1001389\",\"2018-1001390\",\"2018-1001392\",\"2018-1001393\",\"2018-1001394\",\"2018-1001396\",\"2018-1001398\",\"2018-1001399\",\"2018-1001400\",\"2018-1001402\",\"2018-1001403\",\"2018-1001404\",\"2018-1001405\",\"2018-1001406\",\"2018-1001407\",\"2018-1001409\",\"2018-1001410\",\"2018-1001411\",\"2018-1001416\",\"2018-1001417\",\"2018-1001418\",\"2018-1001420\",\"2018-1001421\",\"2018-1001423\",\"2018-1001426\",\"2018-1001427\",\"2018-1001428\",\"2018-1001429\",\"2018-1001430\",\"2018-1001432\",\"2018-1001433\",\"2018-1001436\",\"2018-1001438\",\"2018-1001440\",\"2018-1001442\",\"2018-1001443\",\"2018-1001444\",\"2018-1001445\",\"2018-1001447\",\"2018-1001450\",\"2018-1001452\",\"2018-1001454\",\"2018-1001454\",\"2018-1001455\",\"2018-1001457\",\"2018-1001458\",\"2018-1001459\",\"2018-1001460\",\"2018-1001461\",\"2018-1001462\",\"2018-1001464\",\"2018-1001465\",\"2018-1001466\",\"2018-1001468\",\"2018-1001474\",\"2018-1001475\",\"2018-1001476\",\"2018-1001480\",\"2018-1001484\",\"2018-1001487\",\"2018-1001488\",\"2018-1001489\",\"2018-1001490\",\"2018-1001492\",\"2018-1001496\",\"2018-1001498\",\"2018-1001499\",\"2018-1001504\",\"2018-1001506\",\"2018-1001507\",\"2018-1001508\",\"2018-1001509\",\"2018-1001510\",\"2018-1001512\",\"2018-1001514\",\"2018-1001515\",\"2018-1001516\",\"2018-1001519\",\"2018-1001520\",\"2018-1001521\",\"2018-1001524\",\"2018-1001526\",\"2018-1001527\",\"2018-1001529\",\"2018-1001530\",\"2018-1001533\",\"2018-1001536\",\"2018-1001537\",\"2018-1001538\",\"2018-1001539\",\"2018-1001540\",\"2018-1001541\",\"2018-1001542\",\"2018-1001543\",\"2018-1001544\",\"2018-1001545\",\"2018-1001546\",\"2018-1001547\",\"2018-1001549\",\"2018-1001551\",\"2018-1001552\",\"2018-1001556\",\"2018-1001558\",\"2018-1001559\",\"2018-1001565\",\"2018-1001566\",\"2018-1001570\",\"2018-1001571\",\"2018-1001574\",\"2018-1001578\",\"2018-1001579\",\"2018-1001583\",\"2018-1001586\",\"2018-1001588\",\"2018-1001589\",\"2018-1001592\",\"2018-1001593\",\"2018-1001594\",\"2018-1001595\",\"2018-1001597\",\"2018-1001598\",\"2018-1001599\",\"2018-1001604\",\"2018-1001605\",\"2018-1001606\",\"2018-1001607\",\"2018-1001608\",\"2018-1001609\",\"2018-1001610\",\"2018-1001612\",\"2018-1001613\",\"2018-1001614\",\"2018-1001615\",\"2018-1001616\",\"2018-1001617\",\"2018-1001618\",\"2018-1001619\",\"2018-1001620\",\"2018-1001622\",\"2018-1001623\",\"2018-1001625\",\"2018-1001626\",\"2018-1001627\",\"2018-1001628\",\"2018-1001630\",\"2018-1001631\",\"2018-1001632\",\"2018-1001633\",\"2018-1001635\",\"2018-1001637\",\"2018-1001638\",\"2018-1001639\",\"2018-1001641\",\"2018-1001642\",\"2018-1001644\",\"2018-1001646\",\"2018-1001648\",\"2018-1001649\",\"2018-1001651\",\"2018-1001653\",\"2018-1001654\",\"2018-1001655\",\"2018-1001656\",\"2018-1001657\",\"2018-1001658\",\"2018-1001659\",\"2018-1001660\",\"2018-1001661\",\"2018-1001663\",\"2018-1001665\",\"2018-1001666\",\"2018-1001667\",\"2018-1001671\",\"2018-1001674\",\"2018-1001675\",\"2018-1001676\",\"2018-1001677\",\"2018-1001679\",\"2018-1001681\",\"2018-1001682\",\"2018-1001683\",\"2018-1001685\",\"2018-1001686\",\"2018-1001690\",\"2018-1001691\",\"2018-1001693\",\"2018-1001694\",\"2018-1001695\",\"2018-1001697\",\"2018-1001700\",\"2018-1001701\",\"2018-1001702\",\"2018-1001703\",\"2018-1001705\",\"2018-1001706\",\"2018-1001707\",\"2018-1001708\",\"2018-1001709\",\"2018-1001710\",\"2018-1001712\",\"2018-1001713\",\"2018-1001714\",\"2018-1001716\",\"2018-1001717\",\"2018-1001727\",\"2018-1001728\",\"2018-1001729\",\"2018-1001730\",\"2018-1001731\",\"2018-1001732\",\"2018-1001734\",\"2018-1001736\",\"2018-1001737\",\"2018-1001738\",\"2018-1001740\",\"2018-1001742\",\"2018-1001745\",\"2018-1001746\",\"2018-1001747\",\"2018-1001748\",\"2018-1001749\",\"2018-1001750\",\"2018-1001751\",\"2018-1001754\",\"2018-1001755\",\"2018-1001756\",\"2018-1001757\",\"2018-1001758\",\"2018-1001763\",\"2018-1001764\",\"2018-1001766\",\"2018-1001767\",\"2018-1001768\",\"2018-1001769\",\"2018-1001770\",\"2018-1001771\",\"2018-1001772\",\"2018-1001773\",\"2018-1001776\",\"2018-1001777\",\"2018-1001778\",\"2018-1001780\",\"2018-1001781\",\"2018-1001783\",\"2018-1001785\",\"2018-1001787\",\"2018-1001788\",\"2018-1001789\",\"2018-1001792\",\"2018-1001794\",\"2018-1001795\",\"2018-1001800\",\"2018-1001801\",\"2018-1001802\",\"2018-1001803\",\"2018-1001804\",\"2018-1001805\",\"2018-1001807\",\"2018-1001808\",\"2018-1001809\",\"2018-1001813\",\"2018-1001816\",\"2018-1001821\",\"2018-1001823\",\"2018-1001826\",\"2018-1001827\",\"2018-1001831\",\"2018-1001832\",\"2018-1001840\",\"2018-1001845\",\"2018-1001846\",\"2018-1001849\",\"2018-1001850\",\"2018-1001851\",\"2018-1001856\",\"2018-1001857\",\"2018-1001858\",\"2018-1001859\",\"2018-1001861\",\"2018-1001862\",\"2018-1001863\",\"2018-1001864\",\"2018-1001865\",\"2018-1001867\",\"2018-1001868\",\"2018-1001869\",\"2018-1001872\",\"2018-1001873\",\"2018-1001875\",\"2018-1001879\",\"2018-1001880\",\"2018-1001881\",\"2018-1001882\",\"2018-1001885\",\"2018-1001886\",\"2018-1001890\",\"2018-1001893\",\"2018-1001895\",\"2018-1001896\",\"2018-1001897\",\"2018-1001898\",\"2018-1001899\",\"2018-1001900\",\"2018-1001904\",\"2018-1001905\",\"2018-1001906\",\"2018-1001907\",\"2018-1001908\",\"2018-1001910\",\"2018-1001913\",\"2018-1001914\"],\"index\":[2307576,2307577,2307581,2307582,2307585,2307586,2307593,2307596,2307600,2307601,2307605,2307626,2307627,2307628,2307631,2307633,2307634,2307635,2307636,2307639,2307643,2307644,2307646,2307647,2307648,2307649,2307659,2307664,2307665,2307672,2307675,2307680,2307682,2307683,2307685,2307687,2307689,2307690,2307691,2307692,2307693,2307694,2307698,2307702,2307705,2307707,2307708,2307709,2307714,2307715,2307716,2307717,2307718,2307720,2307721,2307724,2307726,2307727,2307730,2307736,2307742,2307745,2307746,2307747,2307756,2307757,2307762,2307764,2307765,2307766,2307767,2307769,2307772,2307774,2307776,2307777,2307778,2307779,2307782,2307783,2307785,2307788,2307789,2307800,2307801,2307802,2307805,2307806,2307807,2307808,2307809,2307810,2307817,2307821,2307824,2307825,2307827,2307828,2307829,2307832,2307833,2307834,2307835,2307836,2307841,2307846,2307847,2307848,2307849,2307850,2307851,2307855,2307860,2307861,2307862,2307863,2307864,2307867,2307869,2307870,2307873,2307874,2307875,2307876,2307878,2307879,2307880,2307884,2307887,2307892,2307894,2307895,2307898,2307900,2307901,2307906,2307907,2307910,2307917,2307918,2307919,2307920,2307921,2307931,2307932,2307933,2307939,2307940,2307942,2307943,2307945,2307947,2307950,2307951,2307952,2307953,2307956,2307957,2307958,2307960,2307961,2307962,2307963,2307965,2307969,2307970,2307971,2307976,2307978,2307982,2307984,2307985,2307986,2307987,2307988,2307989,2307991,2307992,2307994,2307999,2308000,2308001,2308007,2308010,2308011,2308012,2308015,2308016,2308018,2308021,2308022,2308023,2308024,2308025,2308026,2308027,2308031,2308032,2308033,2308034,2308036,2308041,2308042,2308048,2308050,2308055,2308058,2308073,2308075,2308080,2308081,2308083,2308085,2308086,2308087,2308088,2308089,2308090,2308091,2308092,2308093,2308094,2308095,2308096,2308101,2308104,2308105,2308108,2308110,2308113,2308118,2308119,2308120,2308122,2308124,2308136,2308137,2308138,2308141,2308142,2308143,2308144,2308145,2308146,2308150,2308151,2308152,2308156,2308157,2308158,2308159,2308172,2308173,2308175,2308176,2308237,2308239,2308240,2308243,2308247,2308248,2308250,2308251,2308255,2308256,2308257,2308258,2308270,2308271,2308272,2308273,2308275,2308280,2308281,2308282,2308285,2308287,2308288,2308289,2308296,2308297,2308298,2308299,2308300,2308301,2308302,2308303,2308304,2308305,2308308,2308310,2308316,2308319,2308320,2308325,2308326,2308327,2308328,2308329,2308332,2308351,2308352,2308355,2308359,2308360,2308363,2308368,2308371,2308372,2308373,2308374,2308378,2308388,2308389,2308410,2308412,2308414,2308415,2308416,2308417,2308418,2308419,2308420,2308421,2308422,2308425,2308428,2308429,2308430,2308433,2308437,2308439,2308449,2308450,2308453,2308455,2308461,2308462,2308463,2308467,2308475,2308480,2308481,2308488,2308491,2308492,2308494,2308497,2308498,2308499,2308506,2308507,2308508,2308509,2308510,2308516,2308517,2308518,2308521,2308524,2308530,2308531,2308532,2308534,2308537,2308538,2308543,2308544,2308545,2308546,2308548,2308551,2308554,2308555,2308558,2308560,2308563,2308564,2308570,2308574,2308575,2308576,2308577,2308578,2308579,2308584,2308585,2308591,2308592,2308593,2308597,2308598,2308600,2308601,2308602,2308603,2308614,2308616,2308617,2308618,2308619,2308620,2308621,2308622,2308624,2308625,2308628,2308631,2308633,2308635,2308637,2308638,2308639,2308643,2308644,2308645,2308646,2308647,2308648,2308651,2308660,2308663,2308665,2308669,2308670,2308675,2308677,2308679,2308680,2308681,2308685,2308686,2308695,2308702,2308703,2308704,2308705,2308706,2308707,2308712,2308713,2308717,2308718,2308719,2308720,2308721,2308722,2308723,2308724,2308725,2308728,2308731,2308732,2308733,2308734,2308735,2308736,2308737,2308739,2308741,2308742,2308743,2308744,2308745,2308748,2308749,2308750,2308755,2308756,2308759,2308760,2308761,2308762,2308763,2308764,2308765,2308766,2308776,2308780,2308781,2308785,2308786,2308787,2308788,2308789,2308790,2308792,2308795,2308796,2308797,2308798,2308801,2308804,2308807,2308808,2308809,2308816,2308817,2308818,2308820,2308821,2308822,2308823,2308828,2308831,2308832,2308833,2308837,2308838,2308843,2308846,2308847,2308850,2308851,2308852,2308860,2308864,2308878,2308879,2308880,2308881,2308882,2308884,2308885,2308890,2308891,2308892,2308893,2308894,2308896,2308899,2308900,2308903,2308904,2308906,2308907,2308908,2308910,2308914,2308915,2308916,2308917,2308918,2308919,2308920,2308921,2308922,2308923,2308924,2308926,2308927,2308936,2308939,2308940,2308941,2308942,2308943,2308944,2308945,2308947,2308948,2308949,2308950,2308951,2308952,2308953,2308954,2308957,2308961,2308965,2308966,2308967,2308968,2308971,2308972,2308973,2308974,2308976,2308977,2308980,2308981,2308982,2308983,2308984,2308987,2308990,2308993,2308994,2308995,2308999,2309001,2309002,2309005,2309006,2309007,2309012,2309034,2309035,2309036,2309037,2309039,2309043,2309045,2309048,2309049,2309050,2309052,2309055,2309056,2309057,2309058,2309060,2309061,2309063,2309064,2309065,2309066,2309069,2309098,2309100,2309101,2309102,2309104,2309109,2309111,2309112,2309113,2309116,2309117,2309126,2309129,2309130,2309131,2309132,2309133,2309135,2309139,2309140,2309143,2309145,2309147,2309148,2309152,2309156,2309157,2309158,2309172,2309173,2309174,2309177,2309178,2309179,2309183,2309184,2309185,2309190,2309191,2309192,2309197,2309198,2309199,2309200,2309202,2309203,2309204,2309205,2309206,2309207,2309209,2309210,2309211,2309215,2309221,2309224,2309230,2309231,2309233,2309234,2309235,2309239,2309243,2309245,2309246,2309249,2309250,2309256,2309258,2309261,2309262,2309263,2309264,2309265,2309268,2309270,2309271,2309273,2309274,2309275,2309279,2309280,2309282,2309284,2309286,2309287,2309293,2309296,2309297,2309301,2309302,2309305,2309306,2309309,2309312,2309313,2309314,2309318,2309319,2309321,2309322,2309323,2309324,2309325,2309326,2309327,2309328,2309337,2309338,2309339,2309342,2309345,2309348,2309351,2309354,2309355,2309358,2309359,2309360,2309361,2309362,2309363,2309368,2309370,2309373,2309374,2309375,2309377,2309380,2309381,2309382,2309383,2309386,2309387,2309388,2309391,2309394,2309395,2309396,2309397,2309398,2309399,2309402,2309408,2309409,2309410,2309411,2309414,2309417,2309418,2309419,2309422,2309425,2309426,2309427,2309428,2309429,2309430,2309431,2309432,2309433,2309435,2309436,2309437,2309440,2309441,2309442,2309447,2309448,2309449,2309450,2309451,2309453,2309454,2309455,2309456,2309459,2309460,2309461,2309464,2309467,2309469,2309472,2309473,2309474,2309477,2309478,2309485,2309486,2309487,2309488,2309489,2309490,2309491,2309498,2309500,2309501,2309503,2309504,2309505,2309506,2309524,2309527,2309531,2309532,2309533,2309534,2309535,2309540,2309543,2309548,2309549,2309550,2309555,2309556,2309557,2309558,2309559,2309560,2309563,2309564,2309568,2309569,2309572,2309574,2309575,2309576,2309577,2309587,2309588,2309591,2309592,2309593,2309594,2309595,2309598,2309599,2309600,2309601,2309605,2309608,2309609,2309611,2309614,2309615,2309617,2309618,2309621,2309622,2309623,2309625,2309628,2309629,2309630,2309633,2309634,2309635,2309636,2309638,2309639,2309642,2309643,2309644,2309650,2309651,2309652,2309655,2309656,2309661,2309666,2309667,2309668,2309669,2309671,2309673,2309674,2309679,2309682,2309684,2309687,2309688,2309690,2309691,2309694,2309698,2309700,2309702,2309703,2309704,2309706,2309707,2309708,2309710,2309711,2309712,2309714,2309715,2309716,2309718,2309726,2309727,2309728,2309733,2309740,2309744,2309745,2309746,2309747,2309750,2309756,2309759,2309760,2309770,2309773,2309775,2309776,2309777,2309778,2309781,2309784,2309785,2309786,2309792,2309794,2309795,2309799,2309802,2309804,2309807,2309808,2309812,2309817,2309819,2309820,2309821,2309822,2309824,2309825,2309826,2309827,2309828,2309829,2309830,2309851,2309853,2309854,2309860,2309862,2309863,2309873,2309874,2309881,2309882,2309886,2309892,2309893,2309898,2309902,2309904,2309905,2309910,2309911,2309912,2309913,2309915,2309916,2309917,2309924,2309926,2309927,2309928,2309929,2309930,2309931,2309935,2309936,2309937,2309938,2309939,2309940,2309941,2309942,2309943,2309946,2309947,2309954,2309955,2309956,2309957,2309959,2309961,2309962,2309963,2309966,2309969,2309970,2309971,2309974,2309975,2309977,2309980,2309983,2309984,2309986,2309989,2309990,2309991,2309993,2309994,2309995,2309996,2309997,2309998,2310002,2310004,2310005,2310007,2310012,2310015,2310016,2310017,2310018,2310021,2310024,2310025,2310026,2310029,2310030,2310035,2310036,2310039,2310040,2310041,2310043,2310048,2310049,2310050,2310051,2310054,2310055,2310056,2310057,2310058,2310059,2310062,2310063,2310064,2310066,2310067,2310084,2310085,2310086,2310087,2310088,2310090,2310097,2310100,2310101,2310102,2310106,2310108,2310114,2310115,2310116,2310117,2310118,2310119,2310120,2310123,2310125,2310126,2310127,2310128,2310136,2310137,2310139,2310140,2310142,2310143,2310144,2310145,2310146,2310147,2310152,2310153,2310154,2310157,2310159,2310161,2310163,2310166,2310168,2310169,2310174,2310177,2310179,2310189,2310190,2310191,2310192,2310193,2310194,2310197,2310198,2310199,2310205,2310210,2310217,2310220,2310224,2310225,2310231,2310232,2310270,2310279,2310280,2310284,2310285,2310286,2310293,2310294,2310295,2310296,2310299,2310300,2310301,2310302,2310303,2310306,2310308,2310309,2310314,2310315,2310317,2310323,2310324,2310325,2310326,2310331,2310332,2310336,2310340,2310344,2310345,2310346,2310347,2310348,2310349,2310354,2310355,2310356,2310357,2310358,2310362,2310367,2310368],\"latitude\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"level_0\":[7780,7781,7782,7783,7784,7785,7786,7787,7788,7789,7790,7791,7792,7793,7794,7795,7796,7797,7798,7799,7800,7801,7802,7803,7804,7805,7806,7807,7808,7809,7810,7811,7812,7813,7814,7815,7816,7817,7818,7819,7820,7821,7822,7823,7824,7825,7826,7827,7828,7829,7830,7831,7832,7833,7834,7835,7836,7837,7838,7839,7840,7841,7842,7843,7844,7845,7846,7847,7848,7849,7850,7851,7852,7853,7854,7855,7856,7857,7858,7859,7860,7861,7862,7863,7864,7865,7866,7867,7868,7869,7870,7871,7872,7873,7874,7875,7876,7877,7878,7879,7880,7881,7882,7883,7884,7885,7886,7887,7888,7889,7890,7891,7892,7893,7894,7895,7896,7897,7898,7899,7900,7901,7902,7903,7904,7905,7906,7907,7908,7909,7910,7911,7912,7913,7914,7915,7916,7917,7918,7919,7920,7921,7922,7923,7924,7925,7926,7927,7928,7929,7930,7931,7932,7933,7934,7935,7936,7937,7938,7939,7940,7941,7942,7943,7944,7945,7946,7947,7948,7949,7950,7951,7952,7953,7954,7955,7956,7957,7958,7959,7960,7961,7962,7963,7964,7965,7966,7967,7968,7969,7970,7971,7972,7973,7974,7975,7976,7977,7978,7979,7980,7981,7982,7983,7984,7985,7986,7987,7988,7989,7990,7991,7992,7993,7994,7995,7996,7997,7998,7999,8000,8001,8002,8003,8004,8005,8006,8007,8008,8009,8010,8011,8012,8013,8014,8015,8016,8017,8018,8019,8020,8021,8022,8023,8024,8025,8026,8027,8028,8029,8030,8031,8032,8033,8034,8035,8036,8037,8038,8039,8040,8041,8042,8043,8044,8045,8046,8047,8048,8049,8050,8051,8052,8053,8054,8055,8056,8057,8058,8059,8060,8061,8062,8063,8064,8065,8066,8067,8068,8069,8070,8071,8072,8073,8074,8075,8076,8077,8078,8079,8080,8081,8082,8083,8084,8085,8086,8087,8088,8089,8090,8091,8092,8093,8094,8095,8096,8097,8098,8099,8100,8101,8102,8103,8104,8105,8106,8107,8108,8109,8110,8111,8112,8113,8114,8115,8116,8117,8118,8119,8120,8121,8122,8123,8124,8125,8126,8127,8128,8129,8130,8131,8132,8133,8134,8135,8136,8137,8138,8139,8140,8141,8142,8143,8144,8145,8146,8147,8148,8149,8150,8151,8152,8153,8154,8155,8156,8157,8158,8159,8160,8161,8162,8163,8164,8165,8166,8167,8168,8169,8170,8171,8172,8173,8174,8175,8176,8177,8178,8179,8180,8181,8182,8183,8184,8185,8186,8187,8188,8189,8190,8191,8192,8193,8194,8195,8196,8197,8198,8199,8200,8201,8202,8203,8204,8205,8206,8207,8208,8209,8210,8211,8212,8213,8214,8215,8216,8217,8218,8219,8220,8221,8222,8223,8224,8225,8226,8227,8228,8229,8230,8231,8232,8233,8234,8235,8236,8237,8238,8239,8240,8241,8242,8243,8244,8245,8246,8247,8248,8249,8250,8251,8252,8253,8254,8255,8256,8257,8258,8259,8260,8261,8262,8263,8264,8265,8266,8267,8268,8269,8270,8271,8272,8273,8274,8275,8276,8277,8278,8279,8280,8281,8282,8283,8284,8285,8286,8287,8288,8289,8290,8291,8292,8293,8294,8295,8296,8297,8298,8299,8300,8301,8302,8303,8304,8305,8306,8307,8308,8309,8310,8311,8312,8313,8314,8315,8316,8317,8318,8319,8320,8321,8322,8323,8324,8325,8326,8327,8328,8329,8330,8331,8332,8333,8334,8335,8336,8337,8338,8339,8340,8341,8342,8343,8344,8345,8346,8347,8348,8349,8350,8351,8352,8353,8354,8355,8356,8357,8358,8359,8360,8361,8362,8363,8364,8365,8366,8367,8368,8369,8370,8371,8372,8373,8374,8375,8376,8377,8378,8379,8380,8381,8382,8383,8384,8385,8386,8387,8388,8389,8390,8391,8392,8393,8394,8395,8396,8397,8398,8399,8400,8401,8402,8403,8404,8405,8406,8407,8408,8409,8410,8411,8412,8413,8414,8415,8416,8417,8418,8419,8420,8421,8422,8423,8424,8425,8426,8427,8428,8429,8430,8431,8432,8433,8434,8435,8436,8437,8438,8439,8440,8441,8442,8443,8444,8445,8446,8447,8448,8449,8450,8451,8452,8453,8454,8455,8456,8457,8458,8459,8460,8461,8462,8463,8464,8465,8466,8467,8468,8469,8470,8471,8472,8473,8474,8475,8476,8477,8478,8479,8480,8481,8482,8483,8484,8485,8486,8487,8488,8489,8490,8491,8492,8493,8494,8495,8496,8497,8498,8499,8500,8501,8502,8503,8504,8505,8506,8507,8508,8509,8510,8511,8512,8513,8514,8515,8516,8517,8518,8519,8520,8521,8522,8523,8524,8525,8526,8527,8528,8529,8530,8531,8532,8533,8534,8535,8536,8537,8538,8539,8540,8541,8542,8543,8544,8545,8546,8547,8548,8549,8550,8551,8552,8553,8554,8555,8556,8557,8558,8559,8560,8561,8562,8563,8564,8565,8566,8567,8568,8569,8570,8571,8572,8573,8574,8575,8576,8577,8578,8579,8580,8581,8582,8583,8584,8585,8586,8587,8588,8589,8590,8591,8592,8593,8594,8595,8596,8597,8598,8599,8600,8601,8602,8603,8604,8605,8606,8607,8608,8609,8610,8611,8612,8613,8614,8615,8616,8617,8618,8619,8620,8621,8622,8623,8624,8625,8626,8627,8628,8629,8630,8631,8632,8633,8634,8635,8636,8637,8638,8639,8640,8641,8642,8643,8644,8645,8646,8647,8648,8649,8650,8651,8652,8653,8654,8655,8656,8657,8658,8659,8660,8661,8662,8663,8664,8665,8666,8667,8668,8669,8670,8671,8672,8673,8674,8675,8676,8677,8678,8679,8680,8681,8682,8683,8684,8685,8686,8687,8688,8689,8690,8691,8692,8693,8694,8695,8696,8697,8698,8699,8700,8701,8702,8703,8704,8705,8706,8707,8708,8709,8710,8711,8712,8713,8714,8715,8716,8717,8718,8719,8720,8721,8722,8723,8724,8725,8726,8727,8728,8729,8730,8731,8732,8733,8734,8735,8736,8737,8738,8739,8740,8741,8742,8743,8744,8745,8746,8747,8748,8749,8750,8751,8752,8753,8754,8755,8756,8757,8758,8759,8760,8761,8762,8763,8764,8765,8766,8767,8768,8769,8770,8771,8772,8773,8774,8775,8776,8777,8778,8779,8780,8781,8782,8783,8784,8785,8786,8787,8788,8789,8790,8791,8792,8793,8794,8795,8796,8797,8798,8799,8800,8801,8802,8803,8804,8805,8806,8807,8808,8809,8810,8811,8812,8813,8814,8815,8816,8817,8818,8819,8820,8821,8822,8823,8824,8825,8826,8827,8828,8829,8830,8831,8832,8833,8834,8835,8836,8837,8838,8839,8840,8841,8842,8843,8844,8845,8846,8847,8848,8849,8850,8851,8852,8853,8854,8855,8856,8857,8858,8859,8860,8861,8862,8863,8864,8865,8866,8867,8868,8869,8870,8871,8872,8873,8874,8875,8876,8877,8878,8879,8880,8881,8882,8883,8884,8885,8886,8887,8888,8889,8890,8891,8892,8893,8894,8895,8896,8897,8898,8899,8900,8901,8902,8903,8904,8905,8906,8907,8908,8909,8910,8911,8912,8913,8914,8915,8916,8917,8918,8919,8920,8921,8922,8923,8924,8925,8926,8927,8928,8929,8930,8931,8932,8933,8934,8935,8936,8937,8938,8939,8940,8941,8942,8943,8944,8945,8946,8947,8948,8949,8950,8951,8952,8953],\"longitude\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"lot1_surface_carrez\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"lot2_surface_carrez\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"lot3_surface_carrez\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"lot4_surface_carrez\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"lot5_surface_carrez\":{\"__ndarray__\":\"AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8=\",\"dtype\":\"float64\",\"shape\":[1174]},\"mois\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,1,1,1,1,2,2,1,2,2,1,2,1,2,2,2,1,2,2,2,2,1,1,2,1,2,2,1,2,2,2,2,2,2,1,2,2,2,2,2,2,2,2,1,2,2,2,2,2,2,2,1,2,2,2,2,2,1,2,2,2,2,2,2,3,2,2,3,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,2,2,2,2,2,2,2,2,3,2,2,3,2,2,2,2,2,3,3,3,2,2,3,2,3,3,3,3,2,2,2,3,3,3,3,3,3,2,3,3,3,3,3,3,3,3,2,3,3,2,3,3,3,1,3,3,2,3,3,3,3,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,3,3,3,3,3,3,4,3,4,4,3,3,2,4,4,3,4,3,3,3,4,3,4,4,3,4,4,4,3,4,3,4,4,4,3,4,4,4,3,4,4,3,3,4,4,3,4,4,4,3,4,4,4,4,4,4,4,4,4,3,4,4,4,4,4,3,4,4,4,4,4,4,4,4,4,5,4,4,4,4,4,4,4,4,4,5,5,4,4,4,5,5,4,4,5,4,5,5,5,4,5,5,4,5,5,5,4,5,4,5,5,4,5,4,5,5,5,5,5,5,5,5,5,5,5,5,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,4,5,6,5,5,5,5,5,5,5,5,5,5,6,5,5,5,5,5,5,5,5,5,5,6,5,6,6,6,6,5,5,6,6,6,5,6,5,6,6,6,6,6,6,6,5,6,5,5,5,5,5,5,6,6,6,6,6,5,5,6,6,6,5,6,5,6,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,6,7,6,6,6,6,6,7,6,6,6,7,6,7,6,6,6,6,6,6,6,6,6,6,6,7,7,6,6,6,6,6,6,6,7,7,6,7,6,6,4,7,7,7,7,6,7,7,6,6,7,7,7,7,6,6,6,7,6,7,7,7,7,6,6,7,7,7,6,7,7,7,7,6,6,6,7,6,6,7,7,7,7,7,7,7,6,6,7,7,7,6,7,7,7,7,7,7,7,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,4,7,7,7,7,7,7,7,7,7,7,6,7,7,7,7,8,7,7,7,7,7,8,7,7,7,7,7,8,7,8,7,7,7,8,8,7,8,8,8,8,7,8,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,7,8,7,7,8,8,7,8,8,8,8,7,8,8,8,8,8,8,8,8,8,8,8,8,8,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,8,8,8,8,8,8,9,9,8,9,8,9,9,9,9,8,9,9,9,8,9,9,9,9,9,9,9,9,8,8,9,9,8,8,9,9,9,9,9,9,8,9,8,9,9,9,9,9,8,9,9,8,9,9,9,8,9,9,8,9,9,9,9,9,8,8,8,9,8,9,9,9,9,9,9,9,9,9,9,8,9,9,9,8,8,9,9,9,9,9,8,9,9,9,9,9,9,9,9,9,8,9,9,9,9,9,10,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,9,10,9,10,10,9,9,10,9,9,9,10,10,9,10,9,10,9,10,10,10,9,10,9,10,9,10,10,10,9,10,9,10,10,9,10,10,9,10,10,10,9,10,10,10,10,10,9,10,10,10,10,9,10,10,9,10,10,10,10,10,10,10,10,10,10,9,10,9,10,10,10,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,10,10,10,10,10,10,10,10,10,10,11,11,10,10,10,10,10,11,10,10,10,10,11,10,11,10,11,11,10,10,10,10,10,10,11,11,11,10,10,10,10,11,11,11,10,10,10,10,11,10,11,11,11,11,11,11,11,11,11,11,11,11,10,11,11,10,11,11,11,11,11,11,11,11,11,11,11,10,11,11,11,11,11,11,11,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,12,11,11,11,11,11,11,11,11,12,12,11,11,11,12,11,11,11,11,12,11,11,11,11,11,12,12,12,11,11,11,12,12,12,12,12,12,12,11,12,12,12,12,12,12,12,12,12,12,12,12],\"nature_culture\":[\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\",\"NaN\"],\"nature_mutation\":[\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\",\"Vente\"],\"nom_commune\":[\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\",\"Paris 13e Arrondissement\"],\"nombre_lots\":[2,1,2,1,1,2,2,1,2,1,1,2,2,1,2,2,2,1,1,1,2,2,2,2,2,1,2,2,2,2,3,2,1,1,2,1,2,2,2,2,2,1,2,2,2,1,1,1,2,1,2,1,1,1,1,2,2,1,1,1,2,1,1,2,2,2,2,2,1,1,2,2,2,2,2,2,2,2,2,2,2,1,1,2,1,2,1,2,2,2,1,2,1,2,2,1,2,2,2,1,2,2,2,1,2,2,2,1,1,1,2,2,1,3,2,1,2,1,2,2,2,1,1,3,2,4,2,2,1,1,2,2,2,2,2,1,2,1,2,2,1,1,1,2,1,1,2,1,2,1,2,1,1,2,2,1,1,2,2,2,1,2,1,2,2,2,2,2,2,2,1,2,2,2,2,2,2,1,2,2,2,2,1,3,2,1,2,2,2,1,1,2,2,2,1,1,2,2,2,2,2,1,2,1,2,2,2,2,3,1,2,1,2,2,2,1,1,1,2,2,4,2,2,1,2,1,1,2,1,1,1,2,2,1,1,1,2,2,1,2,2,1,2,2,1,2,2,7,1,2,3,1,1,1,2,1,3,1,2,2,2,2,2,2,1,1,2,1,2,2,1,1,2,1,2,2,1,1,2,4,2,2,1,1,2,2,2,2,1,1,1,1,2,2,1,2,1,1,1,2,2,1,1,2,2,1,2,2,1,2,1,2,1,2,2,2,3,3,1,2,2,2,2,1,1,1,2,2,2,2,1,2,1,2,1,2,3,1,1,2,2,1,2,1,1,2,1,1,1,1,1,2,1,1,1,2,2,1,2,2,1,2,2,1,1,2,1,1,1,1,1,1,1,2,2,2,1,2,2,1,2,1,2,2,1,2,2,2,1,1,2,2,2,3,2,1,1,2,2,4,1,1,2,3,2,1,2,1,1,1,2,2,2,1,2,2,1,1,1,2,2,3,2,1,1,1,2,1,1,3,2,1,1,2,1,1,2,2,1,3,2,1,1,2,2,2,1,2,2,2,2,1,2,2,2,1,1,1,2,1,2,2,1,2,2,1,2,2,1,1,2,2,1,1,3,2,1,1,1,2,1,1,1,2,1,1,3,2,2,1,2,2,1,1,1,1,2,2,1,1,2,3,1,2,1,1,1,1,1,2,2,2,2,2,2,2,1,1,2,2,1,2,2,1,2,1,1,1,1,1,2,1,1,1,2,2,1,1,1,1,1,1,1,1,1,1,1,2,1,2,2,2,2,2,1,1,1,1,2,2,3,1,2,1,2,1,1,2,1,2,2,1,2,2,2,5,2,2,2,1,1,1,2,2,2,2,1,2,1,2,2,2,2,1,2,2,3,1,1,1,1,1,2,2,4,2,2,2,1,2,2,2,2,1,1,2,1,1,2,2,1,1,2,2,1,2,2,2,1,1,1,1,2,2,1,2,2,2,2,1,2,2,1,3,2,2,2,1,1,2,1,1,2,2,2,2,1,2,2,2,1,2,1,2,2,3,2,1,2,1,2,1,1,2,2,1,4,2,1,1,1,2,3,2,2,2,2,4,1,2,1,2,2,2,1,2,1,2,1,1,2,1,1,1,2,2,2,2,1,2,2,1,2,2,1,2,2,2,2,1,1,2,3,3,2,2,1,2,1,1,1,1,1,1,1,2,2,1,1,1,1,2,1,2,2,1,1,1,2,1,2,2,1,1,1,2,2,2,1,2,2,1,2,2,1,2,1,1,2,1,2,1,1,2,2,1,1,2,2,2,3,1,2,2,1,3,2,1,2,2,2,2,1,1,2,2,2,2,2,2,2,1,2,1,2,1,2,1,2,2,2,2,2,3,2,1,2,2,3,2,1,2,2,2,2,1,1,1,1,1,2,1,2,1,2,2,2,1,2,1,1,2,1,2,1,2,2,2,1,2,2,2,1,2,1,2,2,2,1,2,2,2,2,1,1,1,2,2,2,1,3,2,1,2,1,2,2,2,1,1,2,2,2,2,2,2,2,2,2,2,1,2,1,1,2,1,1,1,1,2,1,1,1,2,1,1,2,2,2,2,2,2,1,1,1,1,2,2,1,1,2,1,2,2,2,1,1,2,2,1,2,2,1,1,2,1,1,1,2,2,2,1,2,1,1,1,1,1,2,2,2,1,1,1,1,1,1,1,2,1,1,1,1,1,2,1,2,1,1,2,1,1,1,2,1,1,1,1,2,1,1,1,1,2,2,2,2,1,2,1,3,2,2,2,2,2,2,2,1,1,1,1,1,1,2,1,2,2,1,1,1,1,2,1,2,2,2,2,2,1,2,2,1,2,2,1,1,1,2,1,1,2,2,2,1,2,2,2,2,2,2,2,2,2,2,1,2,2,1,1,2,2,2,2,1,2,1,4,1,1,1,2,2,2,1,2,2,2,3,1,2,2,2,1,2,1,1,2,2,2,1,2,2,2,1,2,2,2,2,1,2,2,1,2,2,2,1,1,1,1,2,1,2,1,2,2,2,1,2,2,2,2,1,2,2,2,2,2,1,1,3,1,2,2,2,2,1,2,2,2,1,2,1,1,1,2,1,2,2,1,2,2,1,2,1,2,2,2,2,2,1,2,1,2,2,1,2,2,1,1,5,1,1,1,3,1,2,2,1,1,2,2,1,1],\"nombre_pieces_principales\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"surface_reelle_bati\":{\"__ndarray__\":\"AAAAAABAUEAAAAAAAABAQAAAAAAAwFtAAAAAAAAAQ0AAAAAAAAA5QAAAAAAAAEBAAAAAAAAAN0AAAAAAAAAyQAAAAAAAgFRAAAAAAAAANEAAAAAAAAA2QAAAAAAAwFNAAAAAAAAAQEAAAAAAAIBEQAAAAAAAADpAAAAAAAAAN0AAAAAAAIBDQAAAAAAAACZAAAAAAAAAPkAAAAAAAABOQAAAAAAAAEJAAAAAAAAAP0AAAAAAAIBTQAAAAAAAACJAAAAAAACATUAAAAAAAAA4QAAAAAAAADpAAAAAAAAATkAAAAAAAIBdQAAAAAAAgFpAAAAAAACAQkAAAAAAAIBIQAAAAAAAwFNAAAAAAAAAOEAAAAAAAIBJQAAAAAAAgEFAAAAAAAAAMkAAAAAAAIBSQAAAAAAAAD5AAAAAAAAAOkAAAAAAAIBRQAAAAAAAADZAAAAAAACAR0AAAAAAAIBHQAAAAAAAgFNAAAAAAAAAN0AAAAAAAAAwQAAAAAAAADFAAAAAAACAREAAAAAAAAAyQAAAAAAAgEdAAAAAAAAAMEAAAAAAAIBIQAAAAAAAADFAAAAAAACASUAAAAAAAABAQAAAAAAAADtAAAAAAAAAPkAAAAAAAIBDQAAAAAAAADdAAAAAAAAAPUAAAAAAAAA+QAAAAAAAADdAAAAAAACAQ0AAAAAAAIBBQAAAAAAAAFVAAAAAAAAASUAAAAAAAEBWQAAAAAAAADlAAAAAAAAAMkAAAAAAAAA7QAAAAAAAAERAAAAAAAAANkAAAAAAAIBQQAAAAAAAAEVAAAAAAAAANUAAAAAAAABHQAAAAAAAgFFAAAAAAAAAPEAAAAAAAIBJQAAAAAAAgEtAAAAAAAAASEAAAAAAAAA0QAAAAAAAQFFAAAAAAAAASkAAAAAAAAA9QAAAAAAAAEBAAAAAAAAAREAAAAAAAIBJQAAAAAAAAFhAAAAAAAAANEAAAAAAAABEQAAAAAAAADVAAAAAAACASUAAAAAAAIBUQAAAAAAAADBAAAAAAAAARUAAAAAAAABFQAAAAAAAAEpAAAAAAACARkAAAAAAAAA5QAAAAAAAADpAAAAAAAAAQUAAAAAAAABHQAAAAAAAgERAAAAAAAAAPkAAAAAAAIBCQAAAAAAAAC5AAAAAAAAAMkAAAAAAAABJQAAAAAAAgEJAAAAAAAAANEAAAAAAAAAwQAAAAAAAgFtAAAAAAACAQEAAAAAAAAA0QAAAAAAAgEBAAAAAAAAANkAAAAAAAAA7QAAAAAAAAEdAAAAAAACATEAAAAAAAAAxQAAAAAAAgEFAAAAAAAAAQkAAAAAAAIBDQAAAAAAAAEhAAAAAAAAAPkAAAAAAAAA4QAAAAAAAAC5AAAAAAAAAR0AAAAAAAEBRQAAAAAAAQFZAAAAAAAAAQEAAAAAAAEBQQAAAAAAAQFNAAAAAAAAAMEAAAAAAAABUQAAAAAAAgElAAAAAAAAAPkAAAAAAAAA8QAAAAAAAACZAAAAAAAAAQkAAAAAAAIBKQAAAAAAAgEJAAAAAAAAAOUAAAAAAAIBAQAAAAAAAAE9AAAAAAACAQ0AAAAAAAAA0QAAAAAAAADxAAAAAAACAU0AAAAAAAIBBQAAAAAAAgEFAAAAAAAAAP0AAAAAAAIBGQAAAAAAAQF1AAAAAAAAAOkAAAAAAAIBFQAAAAAAAwFtAAAAAAABAVEAAAAAAAAAcQAAAAAAAAExAAAAAAAAAOUAAAAAAAAA+QAAAAAAAAFlAAAAAAAAAS0AAAAAAAIBIQAAAAAAAAFNAAAAAAAAAPUAAAAAAAIBJQAAAAAAAADZAAAAAAACAR0AAAAAAAIBBQAAAAAAAAERAAAAAAADAUUAAAAAAAIBPQAAAAAAAAFBAAAAAAAAALEAAAAAAAABUQAAAAAAAAD9AAAAAAAAAVEAAAAAAAAA0QAAAAAAAADBAAAAAAAAAO0AAAAAAAABSQAAAAAAAADBAAAAAAACAQkAAAAAAAAA/QAAAAAAAAEZAAAAAAAAAMUAAAAAAAAA6QAAAAAAAAEtAAAAAAACARUAAAAAAAABCQAAAAAAAAEJAAAAAAAAANEAAAAAAAABNQAAAAAAAgEJAAAAAAAAALkAAAAAAAMBQQAAAAAAAAEtAAAAAAAAAKkAAAAAAAIBEQAAAAAAAAEVAAAAAAAAARUAAAAAAAIBIQAAAAAAAgEZAAAAAAACATEAAAAAAAABHQAAAAAAAADxAAAAAAAAAOUAAAAAAAIBDQAAAAAAAgEBAAAAAAAAAQkAAAAAAAIBDQAAAAAAAAFlAAAAAAAAAWUAAAAAAAAAxQAAAAAAAgFFAAAAAAAAAREAAAAAAAGBgQAAAAAAAwFNAAAAAAAAAVUAAAAAAAAAmQAAAAAAAADtAAAAAAAAAM0AAAAAAAABEQAAAAAAAADNAAAAAAACAQ0AAAAAAAAA+QAAAAAAAADBAAAAAAAAAOkAAAAAAAABCQAAAAAAAADtAAAAAAAAAQUAAAAAAAAAwQAAAAAAAADxAAAAAAAAAPEAAAAAAAABJQAAAAAAAAEFAAAAAAAAAQ0AAAAAAAAAwQAAAAAAAgEVAAAAAAAAAQEAAAAAAAAAqQAAAAAAAADlAAAAAAAAATkAAAAAAAABHQAAAAAAAACxAAAAAAAAAPEAAAAAAAABIQAAAAAAAgEFAAAAAAAAALkAAAAAAAIBNQAAAAAAAAD9AAAAAAAAAIkAAAAAAAABEQAAAAAAAADBAAAAAAAAAR0AAAAAAAIBBQAAAAAAAgE9AAAAAAACATEAAAAAAAIBDQAAAAAAAADFAAAAAAAAAQUAAAAAAAAAwQAAAAAAAADlAAAAAAABAUEAAAAAAAIBHQAAAAAAAAEZAAAAAAAAAJEAAAAAAAIBDQAAAAAAAAEhAAAAAAAAAMUAAAAAAAAA+QAAAAAAAgFFAAAAAAACASUAAAAAAAAA+QAAAAAAAgEJAAAAAAACAUUAAAAAAAABaQAAAAAAAAEdAAAAAAAAANUAAAAAAAIBBQAAAAAAAgEBAAAAAAAAAPkAAAAAAAEBQQAAAAAAAgENAAAAAAAAAOkAAAAAAAAAcQAAAAAAAADNAAAAAAAAAOkAAAAAAAIBJQAAAAAAAgFdAAAAAAAAAPEAAAAAAAABIQAAAAAAAgE9AAAAAAACAR0AAAAAAAAAxQAAAAAAAADBAAAAAAAAAT0AAAAAAAAA4QAAAAAAAADlAAAAAAAAASUAAAAAAAAA2QAAAAAAAAEFAAAAAAABAUEAAAAAAAIBIQAAAAAAAADBAAAAAAACAQUAAAAAAAAAwQAAAAAAAgEdAAAAAAADAV0AAAAAAAIBFQAAAAAAAwFBAAAAAAAAAQ0AAAAAAAAA3QAAAAAAAgEJAAAAAAAAASkAAAAAAAABYQAAAAAAAgE5AAAAAAAAAREAAAAAAAABVQAAAAAAAADZAAAAAAAAAOEAAAAAAAAAzQAAAAAAAAEZAAAAAAAAAN0AAAAAAAABDQAAAAAAAgENAAAAAAAAAM0AAAAAAAABBQAAAAAAAADRAAAAAAAAAREAAAAAAAABBQAAAAAAAQFJAAAAAAAAAQ0AAAAAAAAA1QAAAAAAAgEZAAAAAAAAAPkAAAAAAAABPQAAAAAAAACJAAAAAAAAAQEAAAAAAAAAwQAAAAAAAADhAAAAAAACAUEAAAAAAAIBPQAAAAAAAADpAAAAAAAAAIkAAAAAAAAAsQAAAAAAAADRAAAAAAAAAUUAAAAAAAABCQAAAAAAAADtAAAAAAAAAP0AAAAAAAABIQAAAAAAAAD9AAAAAAAAARUAAAAAAAABAQAAAAAAAgExAAAAAAAAAM0AAAAAAAABDQAAAAAAAAEFAAAAAAAAAOEAAAAAAAAAmQAAAAAAAAEZAAAAAAAAAQ0AAAAAAAAA7QAAAAAAAAEJAAAAAAAAAOUAAAAAAAABUQAAAAAAAgEZAAAAAAAAAOUAAAAAAAAA6QAAAAAAAAEVAAAAAAABAUUAAAAAAAIBAQAAAAAAAACRAAAAAAAAAPUAAAAAAAAAwQAAAAAAAADxAAAAAAAAAUUAAAAAAAIBKQAAAAAAAgFFAAAAAAAAAOUAAAAAAAAA4QAAAAAAAAEZAAAAAAAAAQEAAAAAAAAAwQAAAAAAAAEBAAAAAAAAAPkAAAAAAAMBVQAAAAAAAADJAAAAAAACAW0AAAAAAAIBAQAAAAAAAwFRAAAAAAAAAQkAAAAAAAABCQAAAAAAAgExAAAAAAABAU0AAAAAAAAAzQAAAAAAAADZAAAAAAAAAUEAAAAAAAABJQAAAAAAAgEhAAAAAAAAAREAAAAAAAAA9QAAAAAAAQFRAAAAAAAAARUAAAAAAAABDQAAAAAAAgEdAAAAAAAAAQkAAAAAAAABJQAAAAAAAAEhAAAAAAAAAQEAAAAAAAAA+QAAAAAAAgFBAAAAAAAAAOUAAAAAAAAA8QAAAAAAAAEZAAAAAAAAALkAAAAAAAABBQAAAAAAAADtAAAAAAACASUAAAAAAAAAwQAAAAAAAAEtAAAAAAAAAMUAAAAAAAAA8QAAAAAAAADZAAAAAAAAASEAAAAAAAAA9QAAAAAAAgEFAAAAAAAAAQUAAAAAAAIBCQAAAAAAAgEpAAAAAAAAAIkAAAAAAAABGQAAAAAAAgExAAAAAAACAQEAAAAAAAABRQAAAAAAAADJAAAAAAAAALEAAAAAAAABAQAAAAAAAAEhAAAAAAAAAPUAAAAAAAIBNQAAAAAAAADNAAAAAAAAAUUAAAAAAAAAzQAAAAAAAgFFAAAAAAADAVEAAAAAAAAAyQAAAAAAAAD1AAAAAAAAARUAAAAAAAIBGQAAAAAAAgElAAAAAAAAALEAAAAAAAIBGQAAAAAAAAF5AAAAAAAAALkAAAAAAAAA9QAAAAAAAgEVAAAAAAAAATUAAAAAAAAA7QAAAAAAAAEhAAAAAAAAANkAAAAAAAEBWQAAAAAAAwFdAAAAAAAAAKkAAAAAAAABCQAAAAAAAAEVAAAAAAACAW0AAAAAAAAA7QAAAAAAAAEFAAAAAAAAARkAAAAAAAIBAQAAAAAAAADtAAAAAAAAANEAAAAAAAABQQAAAAAAAgE9AAAAAAAAAP0AAAAAAAIBDQAAAAAAAAERAAAAAAAAAO0AAAAAAAAAwQAAAAAAAADRAAAAAAADAVkAAAAAAAIBaQAAAAAAAADpAAAAAAACARkAAAAAAAAA8QAAAAAAAgEdAAAAAAAAAM0AAAAAAAAA5QAAAAAAAADtAAAAAAAAAMEAAAAAAAIBAQAAAAAAAgEpAAAAAAAAAOkAAAAAAAAAyQAAAAAAAAEJAAAAAAACAQkAAAAAAAAA1QAAAAAAAAEdAAAAAAAAAO0AAAAAAAAAqQAAAAAAAQFVAAAAAAAAALEAAAAAAAABBQAAAAAAAAE1AAAAAAAAATEAAAAAAAAA0QAAAAAAAADJAAAAAAACAQ0AAAAAAAAA3QAAAAAAAgEpAAAAAAACASUAAAAAAAAA2QAAAAAAAAEVAAAAAAAAAOUAAAAAAAAAiQAAAAAAAAD5AAAAAAABAUEAAAAAAAEBdQAAAAAAAAE5AAAAAAACARkAAAAAAAABDQAAAAAAAADBAAAAAAAAAPEAAAAAAAABiQAAAAAAAgElAAAAAAAAAMEAAAAAAAIBEQAAAAAAAAElAAAAAAAAAMUAAAAAAAAAzQAAAAAAAAFNAAAAAAAAAOkAAAAAAAAA6QAAAAAAAgEdAAAAAAAAAIkAAAAAAAIBDQAAAAAAAADxAAAAAAAAALEAAAAAAAABFQAAAAAAAAEFAAAAAAAAAQEAAAAAAAAA5QAAAAAAAAD5AAAAAAAAAT0AAAAAAAABYQAAAAAAAADBAAAAAAACAREAAAAAAAABHQAAAAAAAgEdAAAAAAACATUAAAAAAAIBAQAAAAAAAAD5AAAAAAABAUEAAAAAAAABIQAAAAAAAgFFAAAAAAAAAQ0AAAAAAAIBWQAAAAAAAAD5AAAAAAAAANkAAAAAAAAA1QAAAAAAAAEJAAAAAAABAWUAAAAAAAAA5QAAAAAAAAEZAAAAAAAAAWUAAAAAAAAAwQAAAAAAAgEFAAAAAAADAVEAAAAAAAAA0QAAAAAAAAFlAAAAAAACAVUAAAAAAAAA+QAAAAAAAADpAAAAAAAAAMEAAAAAAAIBCQAAAAAAAAEBAAAAAAAAAQUAAAAAAAEBRQAAAAAAAAEBAAAAAAAAAPUAAAAAAAIBDQAAAAAAAAERAAAAAAAAAQkAAAAAAAAA4QAAAAAAAAEZAAAAAAAAANkAAAAAAAABPQAAAAAAAAE9AAAAAAAAAPkAAAAAAAABKQAAAAAAAADtAAAAAAAAANEAAAAAAAABCQAAAAAAAAC5AAAAAAAAAQkAAAAAAAABAQAAAAAAAgEdAAAAAAAAAOEAAAAAAAAA4QAAAAAAAgE5AAAAAAAAAOkAAAAAAAAAYQAAAAAAAAEBAAAAAAAAAQkAAAAAAAAA0QAAAAAAAgEBAAAAAAAAAP0AAAAAAAAA7QAAAAAAAADRAAAAAAAAANEAAAAAAAAAxQAAAAAAAgFFAAAAAAAAAW0AAAAAAAAA0QAAAAAAAADxAAAAAAAAAO0AAAAAAAABKQAAAAAAAgEpAAAAAAAAARUAAAAAAAIBHQAAAAAAAAERAAAAAAAAASUAAAAAAAIBMQAAAAAAAADNAAAAAAAAAM0AAAAAAAAA5QAAAAAAAACpAAAAAAACARUAAAAAAAAAwQAAAAAAAAFFAAAAAAACARkAAAAAAAABaQAAAAAAAADhAAAAAAAAAQkAAAAAAAMBUQAAAAAAAQFZAAAAAAAAANkAAAAAAAABZQAAAAAAAgEVAAAAAAABAUEAAAAAAAABKQAAAAAAAAE5AAAAAAAAAOkAAAAAAAABFQAAAAAAAgEtAAAAAAADAUEAAAAAAAIBAQAAAAAAAADhAAAAAAABAXUAAAAAAAAAwQAAAAAAAgE9AAAAAAACAQEAAAAAAAGBgQAAAAAAAAEFAAAAAAAAAM0AAAAAAAEBUQAAAAAAAADlAAAAAAAAANEAAAAAAAAAxQAAAAAAAAExAAAAAAACATEAAAAAAAABJQAAAAAAAgEpAAAAAAAAAQUAAAAAAAABIQAAAAAAAQFBAAAAAAAAAUEAAAAAAAAA7QAAAAAAAAFBAAAAAAAAAJkAAAAAAACBiQAAAAAAAAENAAAAAAAAANEAAAAAAAABLQAAAAAAAAChAAAAAAAAASEAAAAAAAAA8QAAAAAAAgExAAAAAAACAUEAAAAAAAABUQAAAAAAAwFNAAAAAAACAQkAAAAAAAAAyQAAAAAAAAD1AAAAAAAAAO0AAAAAAAAA5QAAAAAAAgElAAAAAAAAAQUAAAAAAAAA1QAAAAAAAgENAAAAAAAAALkAAAAAAAEBSQAAAAAAAAEpAAAAAAACAS0AAAAAAAIBIQAAAAAAAADpAAAAAAAAAUEAAAAAAAAA4QAAAAAAAAFJAAAAAAAAAOkAAAAAAAAAsQAAAAAAAAEBAAAAAAAAAQEAAAAAAAEBTQAAAAAAAAElAAAAAAAAAP0AAAAAAAAAyQAAAAAAAADhAAAAAAAAAMUAAAAAAAABEQAAAAAAAwFRAAAAAAACAQkAAAAAAAIBJQAAAAAAAgEVAAAAAAACAQ0AAAAAAAMBQQAAAAAAAgERAAAAAAABAVEAAAAAAAAA/QAAAAAAAAFFAAAAAAACASUAAAAAAAAAxQAAAAAAAADRAAAAAAABAUEAAAAAAAAAoQAAAAAAAADNAAAAAAAAANUAAAAAAAIBCQAAAAAAAADBAAAAAAACATUAAAAAAAEBQQAAAAAAAAEVAAAAAAACAQkAAAAAAAAAwQAAAAAAAAEJAAAAAAAAAPUAAAAAAAAA0QAAAAAAAgEdAAAAAAACASUAAAAAAAAAuQAAAAAAAgEtAAAAAAACAQEAAAAAAAAA6QAAAAAAAAC5AAAAAAAAAPUAAAAAAAIBCQAAAAAAAgEFAAAAAAAAAMEAAAAAAAAAqQAAAAAAAADxAAAAAAAAAQkAAAAAAAABDQAAAAAAAAERAAAAAAACAQEAAAAAAAIBWQAAAAAAAADNAAAAAAACAUEAAAAAAAABAQAAAAAAAADhAAAAAAAAAQEAAAAAAAABAQAAAAAAAACZAAAAAAAAAOUAAAAAAAAAuQAAAAAAAgEVAAAAAAACAQUAAAAAAAABOQAAAAAAAgENAAAAAAACAQEAAAAAAAAAzQAAAAAAAAEJAAAAAAAAAUEAAAAAAAIBGQAAAAAAAgE9AAAAAAAAAT0AAAAAAAAAyQAAAAAAAAFhAAAAAAACASEAAAAAAAAAkQAAAAAAAgEtAAAAAAACAUkAAAAAAAIBGQAAAAAAAAEZAAAAAAABAUUAAAAAAAIBPQAAAAAAAAE5AAAAAAAAANEAAAAAAAAA2QAAAAAAAgEZAAAAAAAAAS0AAAAAAAIBFQAAAAAAAAE1AAAAAAAAAR0AAAAAAAAA0QAAAAAAAAD5AAAAAAAAASkAAAAAAAABQQAAAAAAAAFpAAAAAAAAAPEAAAAAAAABSQAAAAAAAADxAAAAAAAAAMEAAAAAAAAAzQAAAAAAAAEFAAAAAAAAAPUAAAAAAAAAyQAAAAAAAAFJAAAAAAACARkAAAAAAAAA0QAAAAAAAADJAAAAAAAAAO0AAAAAAAABGQAAAAAAAAEJAAAAAAABAUUAAAAAAAEBWQAAAAAAAQFFAAAAAAAAAO0AAAAAAAIBLQAAAAAAAgEFAAAAAAAAAR0AAAAAAAAA3QAAAAAAAADJAAAAAAAAAPUAAAAAAAAAqQAAAAAAAgE1AAAAAAAAAPkAAAAAAAABUQAAAAAAAwFJAAAAAAACAQkAAAAAAAABAQAAAAAAAQFBAAAAAAAAAPkAAAAAAAEBUQAAAAAAAwFRAAAAAAAAAREAAAAAAAIBQQAAAAAAAACRAAAAAAAAAPUAAAAAAAAA0QAAAAAAAAElAAAAAAACAQEAAAAAAAIBAQAAAAAAAAD5AAAAAAAAAR0AAAAAAAMBQQAAAAAAAAE9AAAAAAAAAQEAAAAAAAMBRQAAAAAAAADtAAAAAAAAAMEAAAAAAAIBPQAAAAAAAAD1AAAAAAAAAMEAAAAAAAAA8QAAAAAAAgEtAAAAAAAAARUAAAAAAAAA8QAAAAAAAAEBAAAAAAACAUEAAAAAAAAAyQAAAAAAAAD1AAAAAAAAATkAAAAAAAAA5QAAAAAAAgEFAAAAAAACAV0AAAAAAAAA4QAAAAAAAgEtAAAAAAAAAP0AAAAAAAIBNQAAAAAAAAEJAAAAAAADAVUAAAAAAAAA5QAAAAAAAACxAAAAAAACAQ0AAAAAAAABBQAAAAAAAAEJAAAAAAAAASEAAAAAAAIBKQAAAAAAAgENAAAAAAACARUAAAAAAAAA9QAAAAAAAAEBAAAAAAACASEAAAAAAAAA2QAAAAAAAACpAAAAAAACAQEAAAAAAAABAQAAAAAAAADBAAAAAAAAARUAAAAAAAAA5QAAAAAAAgEtAAAAAAAAANEAAAAAAAABIQAAAAAAAAFVAAAAAAAAAUEAAAAAAAAAkQAAAAAAAAElAAAAAAAAAXEAAAAAAAABAQAAAAAAAgEFAAAAAAAAAT0AAAAAAAIBGQAAAAAAAAFpAAAAAAACASEAAAAAAAABHQAAAAAAAgFFAAAAAAAAAO0AAAAAAAAAzQAAAAAAAADJAAAAAAAAAREAAAAAAAIBCQAAAAAAAgEZAAAAAAACARUAAAAAAAAA4QAAAAAAAAEdAAAAAAAAAPEAAAAAAAEBRQAAAAAAAAERAAAAAAACARkAAAAAAAAAoQAAAAAAAAFNAAAAAAAAAP0AAAAAAAABAQAAAAAAAADJAAAAAAAAAPEAAAAAAAEBRQAAAAAAAAExAAAAAAAAASUAAAAAAAIBBQAAAAAAAAD5AAAAAAAAANEAAAAAAAABAQAAAAAAAgEZAAAAAAAAAREAAAAAAAABFQAAAAAAAgEpAAAAAAAAATkAAAAAAAAA1QAAAAAAAADlAAAAAAAAASUAAAAAAAIBCQAAAAAAAAEBAAAAAAAAAQ0AAAAAAAIBHQAAAAAAAgEFAAAAAAAAANUAAAAAAAABFQAAAAAAAwFNAAAAAAACATkAAAAAAAIBBQAAAAAAAADhAAAAAAAAASkAAAAAAAIBOQAAAAAAAgEZAAAAAAADAYEAAAAAAAABLQAAAAAAAQFZAAAAAAAAANkAAAAAAAIBJQAAAAAAAADdAAAAAAABAUUAAAAAAAABAQAAAAAAAgEdAAAAAAAAASEAAAAAAAAA7QAAAAAAAADhAAAAAAACARkAAAAAAAIBFQAAAAAAAgEhAAAAAAACAUUAAAAAAAIBBQAAAAAAAADZAAAAAAACASUAAAAAAAIBAQAAAAAAAACxAAAAAAAAAQ0AAAAAAAAA2QAAAAAAAAD1AAAAAAAAAOUAAAAAAAIBHQAAAAAAAQFFAAAAAAACAREAAAAAAAIBSQAAAAAAAwFBAAAAAAAAAPUAAAAAAAAA8QAAAAAAAgEpAAAAAAAAAQUAAAAAAAABOQAAAAAAAAEdAAAAAAACAQUAAAAAAAABFQAAAAAAAAChAAAAAAAAAKEAAAAAAAAA8QAAAAAAAgFVAAAAAAAAANUAAAAAAAAA8QAAAAAAAgEhAAAAAAACAUUAAAAAAAMBTQAAAAAAAQFVAAAAAAAAANEAAAAAAAABLQAAAAAAAAD1AAAAAAAAAPkAAAAAAAIBKQAAAAAAAgEdAAAAAAAAANEAAAAAAAIBWQAAAAAAAAElAAAAAAACAS0AAAAAAAABUQAAAAAAAwFJAAAAAAAAATUAAAAAAAAA+QAAAAAAAADhAAAAAAAAASUAAAAAAAABQQAAAAAAAAEVAAAAAAAAAPkAAAAAAAIBGQAAAAAAAAFlAAAAAAAAANUAAAAAAAAA+QAAAAAAAgElAAAAAAADAUkAAAAAAAABVQAAAAAAAADRAAAAAAACAREAAAAAAAABGQAAAAAAAgENAAAAAAAAAMUAAAAAAAABUQAAAAAAAgEBAAAAAAAAAQUAAAAAAAIBIQAAAAAAAgEZAAAAAAAAAQEAAAAAAAAA6QAAAAAAAgE5AAAAAAAAAT0AAAAAAAAA+QAAAAAAAgEBAAAAAAAAAREAAAAAAAEBRQAAAAAAAADhAAAAAAACATEAAAAAAAABJQAAAAAAAAElAAAAAAAAALkAAAAAAAIBSQAAAAAAAAENAAAAAAAAAQUAAAAAAAABBQAAAAAAAgEFAAAAAAAAARUAAAAAAAABDQAAAAAAAAFlAAAAAAAAAQkAAAAAAAABJQAAAAAAAAEhAAAAAAAAAOUAAAAAAAAA1QAAAAAAAADJAAAAAAAAAVUAAAAAAAIBEQAAAAAAAgEZAAAAAAABAU0AAAAAAAAAoQAAAAAAAgEtAAAAAAAAAVUAAAAAAAAA0QAAAAAAAADlAAAAAAAAANUAAAAAAAABNQAAAAAAAAD5AAAAAAAAAQ0AAAAAAAAAxQAAAAAAAADtAAAAAAACAU0AAAAAAAABBQAAAAAAAAFBAAAAAAAAAMkAAAAAAAIBJQAAAAAAAAEZAAAAAAAAANUAAAAAAAABDQAAAAAAAADdAAAAAAAAAVUAAAAAAAAA8QAAAAAAAADZAAAAAAAAAPEAAAAAAAIBiQAAAAAAAgEJAAAAAAACAVEAAAAAAAEBSQAAAAAAAgEZAAAAAAAAAQ0AAAAAAAABQQAAAAAAAADlAAAAAAAAAOEAAAAAAAMBTQAAAAAAAAFFAAAAAAACAVEAAAAAAAABOQAAAAAAAAEFAAAAAAABAVkAAAAAAAIBNQAAAAAAAAE5AAAAAAAAARUAAAAAAAAA8QAAAAAAAADlAAAAAAAAAM0AAAAAAAAA1QAAAAAAAADFAAAAAAAAAT0AAAAAAAAA4QAAAAAAAgE9AAAAAAAAATkAAAAAAAAAwQAAAAAAAQFZAAAAAAAAAPEAAAAAAAIBOQAAAAAAAAEVAAAAAAAAAPEAAAAAAAAA4QAAAAAAAgEtAAAAAAAAAMUAAAAAAAAA2QAAAAAAAAD5AAAAAAACAS0AAAAAAAIBLQAAAAAAAAE9AAAAAAAAARUAAAAAAAABBQAAAAAAAADtAAAAAAAAAPUAAAAAAAAA9QAAAAAAAgFBAAAAAAAAAQ0AAAAAAAIBTQAAAAAAAAEFAAAAAAAAAREAAAAAAAIBLQAAAAAAAAEBAAAAAAACAR0AAAAAAAABKQAAAAAAAAFVAAAAAAAAAMkAAAAAAAIBMQAAAAAAAQFBAAAAAAACATkAAAAAAAAAzQAAAAAAAgEZAAAAAAACAQUAAAAAAAIBBQAAAAAAAgERAAAAAAADAU0AAAAAAAAAwQAAAAAAAAEpAAAAAAACASkAAAAAAAAA2QAAAAAAAAD5AAAAAAACAR0AAAAAAAABGQAAAAAAAADhAAAAAAAAAQ0A=\",\"dtype\":\"float64\",\"shape\":[1174]},\"surface_terrain\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]},\"type_local\":[\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\",\"Appartement\"],\"valeur_fonciere\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1174]}},\"selected\":{\"id\":\"1427\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1428\",\"type\":\"UnionRenderers\"}},\"id\":\"1401\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Surface\",\"formatter\":{\"id\":\"1424\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1379\",\"type\":\"BasicTicker\"}},\"id\":\"1378\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1376\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1424\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1384\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"1367\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
              "  var render_items = [{\"docid\":\"fdac7f00-326b-47a4-b68d-9871683c999f\",\"roots\":{\"1367\":\"dd968c8e-f2af-4f55-adb1-8c91ea71cb80\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "1367"
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-mB5hcvFai1D",
        "colab_type": "text"
      },
      "source": [
        "**You can discover more about Bokeh plotting functions** [here](https://docs.bokeh.org/en/latest/docs/user_guide/plotting.html) "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r395nHcAaxCT",
        "colab_type": "text"
      },
      "source": [
        "## Interactive Figure with Widgets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tlQrnyh6ez3i",
        "colab_type": "text"
      },
      "source": [
        "**Widgets**: as described in the [official documentation](https://docs.bokeh.org/en/latest/docs/user_guide/interaction/widgets.html) \"Widgets are interactive controls that can be added to Bokeh applications to provide a front end user interface to a visualization. They can drive new computations, update plots, and connect to other programmatic functionality. When used with the Bokeh server, widgets can run arbitrary Python code, enabling complex applications. Widgets can also be used without the Bokeh server in standalone HTML documents through the browser’s Javascript runtime.\n",
        "\n",
        "To use widgets, you must add them to your document and define their functionality. Widgets can be added directly to the document root or nested inside a layout. There are two ways to program a widget’s functionality:\n",
        "\n",
        "Use the `CustomJS` callback (see JavaScript Callbacks). This will work in standalone HTML documents.\n",
        "\n",
        "Use `bokeh serve` to start the Bokeh server and set up event handlers with `.on_change` (or for some widgets, `.on_click`).\"\n",
        "\n",
        "\n",
        "**More about Widgets**: [here](https://docs.bokeh.org/en/latest/docs/user_guide/interaction/widgets.html)"
      ]
    }
  ]
}