{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Visualizing your results\n", "\n", "In this tutorial, we will be exploring different forms of visualization in Python using various packages. We will start by learning how to use **Matplotlib**, a popular plotting library in Python. We will then move on to **Seaborn**, which provides more advanced statistical visualizations. Next, we will explore **Plotly**, a powerful tool for creating interactive plots. Finally, we will introduce **Folium**, a library for creating geospatial visualizations.\n", "\n", "Throughout this tutorial, we will cover different types of visualizations, including spatial and non-spatial, single and multi-panel, static and interactive plots. We will also explore the use of different colormaps to enhance our visualizations.\n", "\n", "By the end of this tutorial, you will have a solid understanding of different visualization techniques and be able to create a wide range of visualizations to communicate your data effectively\n", "\n", "
\n", "Important: This tutorial is not part of your final grade. And also no assignment is attached to this tutorial. You can just enjoy and explore some of the possibilities of visualizing data. \n", "
\n", "\n", "### Important before we start\n", "---\n", "Make sure that you save this file before you continue, else you will lose everything. To do so, go to **Bestand/File** and click on **Een kopie opslaan in Drive/Save a Copy on Drive**!\n", "\n", "Now, rename the file into Week7_Tutorial1.ipynb. You can do so by clicking on the name in the top of this screen." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning Objectives\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Know which packages are available in Python to visualize your data.\n", "- Gain a basic understanding of plotting static figures, both spatial and non-spatial.\n", "- Understand the impact of scaling and color choices.\n", "- Know how to create a basic interactive visualisation with Plotly or Folium." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Tutorial Outline

\n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.Introducing the packages\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Within this tutorial, we are going to make use of the following packages: \n", "\n", "[**GeoPandas**](https://geopandas.org/) is a Python package that extends the datatypes used by pandas to allow spatial operations on geometric types.\n", "\n", "[**NumPy**](https://numpy.org/doc/stable/) is a Python library that provides a multidimensional array object, various derived objects, and an assortment of routines for fast operations on arrays.\n", "\n", "[**Pandas**](https://pandas.pydata.org/docs/) is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.\n", "\n", "[**Matplotlib**](https://matplotlib.org/) is a comprehensive Python package for creating static, animated, and interactive visualizations in Python. Matplotlib makes easy things easy and hard things possible.\n", "\n", "[**seaborn**](https://seaborn.pydata.org/index.html) is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics.\n", "\n", "[**Plotly**](https://plotly.com/python/) is a Python data visualization library that supports over 40 unique chart types covering a wide range of statistical, financial, geographic, scientific, and 3-dimensional use-cases. It is built on top of the Plotly JavaScript library (plotly.js), and enables Python users to create interactive web-based visualizations that can be displayed in Jupyter notebooks, or saved to standalone HTML files. The plotly Python library is sometimes referred to as \"plotly.py\" to differentiate it from the JavaScript library.\n", "\n", "[**folium**](https://python-visualization.github.io/folium/#) is a Python package to visualize data on an interactive map. It enables both the binding of data to a map for choropleth visualizations as well as passing rich vector/raster/HTML visualizations as markers on the map. It is build on top of the leaflet.js library.\n", "\n", "*We will first need to install these packages in the cell below. Uncomment them to make sure we can pip install them*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "!pip install geopandas\n", "!pip install rasterio\n", "!pip install plotly\n", "!pip install folium\n", "!pip install branca\n", "!pip install mapclassify " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will import these packages in the cell below:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import geopandas as gpd\n", "import rasterio\n", "import matplotlib.pyplot as plt\n", "import folium\n", "import branca.colormap as cm\n", "import plotly.io as pio\n", "import plotly.express as px\n", "import plotly.offline as py\n", "\n", "from urllib.request import urlopen\n", "from zipfile import ZipFile\n", "from io import BytesIO" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### Import the data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## this is the link to the 1/100 flood map for Europe\n", "zipurl = 'https://github.com/ElcoK/BigData_AED/raw/main/week7/Data_Week7.zip'\n", "\n", "# and now we open and extract the data\n", "with urlopen(zipurl) as zipresp:\n", " with ZipFile(BytesIO(zipresp.read())) as zfile:\n", " zfile.extractall()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Better understanding matplotlib\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you have already been made aware, Matplotlib is a popular data visualization library in Python that enables you to create various types of plots such as line plots, scatter plots, histograms, bar plots, etc. It is widely used in scientific computing, data analysis, and machine learning (and within our course). It is, however, not a very friendly and intuitive package to use. Let's distentangle some of the steps that we can take to create a simple plot.\n", "\n", "First we create a DataFrame with some sample data:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "data = {'x': [1, 2, 3, 4, 5], 'y1': [2, 6, 12, 20, 30], 'y2': [1, 4, 9, 16, 25]}\n", "df = pd.DataFrame(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create a line plot with two lines, we can use the code in the cell below. The first argument of the function is the x-axis values, and the second argument is the y-axis values. We have also added labels to each line using the `label` argument." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(df['x'], df['y1'], label='Line 1')\n", "plt.plot(df['x'], df['y2'], label='Line 2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While this provides us with a basic plot, it does not contain any information about what we see. We need units, a title, a legend. So let's add all these things. Here, we use the `plt.legend()` function to add a legend to the plot. This function will automatically use the labels we defined earlier for each line. To add labels to the x and y axes, we can use the `plt.xlabel()` and `plt.ylabel()` functions. \n", "\n", "Moreover, we often want to add some specific font characteristics to our labels. Such as the fontsize or the to make it **bold**. We do so in the `plt.title()` function with the `fontweight` and `fontsize` arguments. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(df['x'], df['y1'], label='Output 1')\n", "plt.plot(df['x'], df['y2'], label='Output 2')\n", "\n", "plt.legend()\n", "plt.xlabel('X-axis')\n", "plt.ylabel('Y-axis')\n", "plt.title('Non-linear data', fontweight='bold', fontsize=16)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes we want to make some changes to the way the x and y-axis ticks (the numbers) are represented. Maybe you want to add more ticks, or maybe less. Luckily we can specify this through the use of the `plt.yticks()` to change the ticks on the y-axis or `plt.xticks()` to change the ticks on the x-axis. Let's change some of the ticks on the y-axis! " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(df['x'], df['y1'], label='Output 1')\n", "plt.plot(df['x'], df['y2'], label='Output 2')\n", "\n", "plt.legend()\n", "plt.yticks([0, 10, 20, 30])\n", "plt.xlabel('X-axis')\n", "plt.ylabel('Y-axis')\n", "plt.title('Non-linear data', fontweight='bold', fontsize=16)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this is just a tiny start of all the things you can do with matplotlib. Feel free to explore many of other options on their (improved) [website](https://matplotlib.org/stable/plot_types/index.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Creating static non-spatial plots\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the [Natural Earth](https://www.naturalearthdata.com/) data as a starting point for some visualization. Natural Earth is a public domain map dataset that provides geographic data at various scales, including world, regional, and country-level detail. The dataset is designed for use in cartography, GIS, and other mapping applications, and includes a wide range of physical and cultural features such as land cover, water bodies, cities, transportation networks, and more.\n", "\n", "The Natural Earth dataset is created and maintained by a community of volunteers, who work to ensure that the data is accurate, up-to-date, and free from copyright restrictions. The dataset is available in a variety of formats, including shapefiles, GeoJSON, and raster tiles, and can be easily integrated into mapping applications and analysis tools.\n", "\n", "Natural Earth data is useful for a wide range of applications, including environmental monitoring, urban planning, disaster response, and tourism. It provides a consistent and reliable source of geographic information that can be used to create high-quality maps and visualizations." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "global_data = gpd.read_file('ne_10m_admin_0_countries.shp')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "167 -99\n", "257 0\n", "204 0\n", "174 0\n", "173 0\n", " ... \n", "8 2868929\n", "49 3861123\n", "189 5081769\n", "9 14342903\n", "154 21433226\n", "Name: GDP_MD, Length: 258, dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_data.GDP_MD.sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single plot" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "We will start by exploring the relation between *POP_EST* (Population Estimates) and *GDP_MD* (Gross Domestic Product (GDP) at market prices in millions of US dollars). We will first make a simple scatter plot, which is a common way to look for a potential correlation." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Country-level comparison between Population and GDP')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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q1avn8XGlpaUZY9zDbNeuXa1tZGVlWctdgynZ2dnWa4rD4XD7pqTw61FpYXbBggVW2/DwcLfbKjPMPvvss8YY7/fduoQfgNlY48aNFR4ebl3/8ccfS13nwIED1t8tW7a0/i58mJfCbVyMMW7XT5w4UeL9tGvXTgEBAdb1evXqSZI1Sd5b3bt397h87Nix1nZnzpypd99917pt5MiR1t8XXHBBkcOZzJkzp9j789QHnqSnp0uSWrRooQEDBkiSli9frvT0dL3zzjuSpICAAA0fPlzSyUOoldZ3hbfrjbS0NOvvhIQE+fv7e2xX3D4glb4ftG3b1vo7JCTE+rvwjxuCg4Otv3Nycopso3Hjxtb+cGoNBw8elCQtXLhQV1xxhb744gulp6crPz+/yHaK+xFgcfvKqS677DLde++9Cg0N1Zo1a/Twww/rmmuuUfv27dW9e3f9/vvvkorvr4CAADVv3ty67qm/OnbsaP1d+DF76pfitGjRQg6Hw2MNrv4qy/7qzT518cUXSzr5f/6f//xHq1evVkBAgCZMmCDp5OGLCv84yNXe2/27LHUfPXrU4+tGZfRtYYGBgYqPj9fIkSO1ceNG63+hIs9/4fb16tVT48aNJZ18PfX0fBR+nS1LP7rcc889Gjt2rNavX6/MzMwir9dSxX40e/jwYaueiIgINWjQwLqttNeM6OhoNWzY0LruzXP197//XY8//ri2bNmi7OzsMj+u0vaNP//803pNiYiIcHsfPfU1sSRt2rSx/s7MzNT+/fut63PnzpUxRueff36Zt+eSl5enn376ybru+nFXcYrbd+sSwqyN+fn5KSkpybr+7LPPenzTl/73wti0aVNr2W+//Wb9vXv3buvvwm1cwcT1q3BJKigo0K+//lpibYGBgW7XC78Zl0doaKjH5YMHD1ZCQoIkacaMGVaYTUxMVJcuXcp9f4X7YMCAAdavewtfCgoKdOutt1rtbrnlFkknX4heeeUVffrpp5KkSy+9VNHR0ZKkRo0aWSE/LCxMubm5Hrc9b948r2t23Yckbd++XQUFBaU+tsL7gFT8fuBS+ANKWZZ7kp6e7nbc48I1REVFSZLbh5L77rvPeoMeM2ZMqdsvbl/xZMqUKTp8+LDWr1+v999/X3fccYckadOmTXrsscckFd9f+fn52rdvn3XdU38V/j8o7//A3r173d7EPfVX4fteu3atx33KFc7LUosrnErSW2+9pd9++03dunXTGWecobi4OCUnJ2vp0qVWm4suukiS9/t34brnz59f7P9Z4Q9ILpXRt5Ks+zl+/Lh+/fVXTZ8+3S2kVuT5L9w+OzvbCrAOh8MKtk6n02pT+HV2586dZX4Mc+fOtf7+8MMPrX7v1q2bx/be9ldkZKT1vGZkZCgjI8O6rbTXjPK+Fxw5ckSffPKJpJPvQ998843y8vJkjFFkZGSJ65a2bzRs2FB+fifjT0ZGhjIzM63bTn1NLEnXrl0VFxdnXX/qqafKvG5JZsyYYdUUFhZm/X+dqrR9ty4hzNrcxIkTVb9+fUnSli1bdPnll2vz5s06fvy4Dh8+rKVLl+rCCy/U1q1bJZ0MVi4PPPCAfv/9d6WmpuqBBx6wlhdu4/qEl56eru+++07GGL3wwguVdmDmRo0aWdsv/Km2rBwOhzU6u3fvXusNoPCorHRyJOnUN8mSDoh97rnnqkmTJpKkzz//XFOmTNGhQ4eUm5urn376SU8//bTbKKUkJSUlKSYmRpL0xBNPKC8vT9LJQ7W4OJ1ODRw4UJKUlZWl4cOHa/fu3crLy9PevXv11ltv6dxzz9WaNWu87otzzz3XCjc7d+7Urbfeqj179ig7O1v//e9/9frrr0uSBg4cqKCgIEnSJ598oiVLlig7O1uLFy/WsmXLJElBQUHWSHNlO3HihMaOHas///xT27Ztczv0TP/+/SW5h+PQ0FAFBgbq66+/1ltvvVVpdaxevVpPPfWUfvzxR7Vq1UqXX365Lr/8cuv2PXv2SHL/f3jhhRe0efNmZWZm6uGHH9ahQ4cknRwJLzxKU5n279+vJ598UpmZmfruu+80c+ZM6zZXf11xxRXWsjvuuEMbN260Ds/36aef6m9/+5smT55stXH930nS1q1bi4wCdu3a1WqzYMECSbJGmM4//3zl5+dbQSMhIUGxsbGSvN+/C9c9fvx4rV69Wjk5OcrIyNCqVas0fPhw6wOGr1Tk+Z8yZYp+/PFHHTlyRPfdd5/Vz2effbYiIiIkuY9suvp04cKF+u9//1vmGgv/v4SFhenEiRN6/fXXlZyc7LF94ef/+++/9zjiWVhISIj69esn6WSAuueee3To0CHt2rXL+tAnufdVRQUEBFhB1M/PT2FhYfrrr780ceJEHT58uELbDg0NVe/evSWdfDzFvR6Vxs/PT88++6x1ffr06Ro7dqx27dqlEydO6Pfffy9yUorinDhxQjt37tRDDz3k9qF94sSJ1r6CElTB1AVUs6+++qrIr/1PvbhOmnDw4EG3Ce6nXtq1a+d22KMnn3zSus3hcJj69esbSW6/Ri/u0FyFFTcvLCkpqUgNrnlKZT2ZQW5uromNjbXaRkZGuv2qtjTF3c/SpUs9/tq18OVUDz74oNvtrVq1Mvn5+W5tfv31V7e5y54urjlyVXU0gxdeeKHE+586dWqp/VN43mXh5aXN9atfv77bUThcl8JHM3jvvfc81tW+fXuP91nc/lVSTe+8806JfeA6okNBQYG58sori20XGhpq/vOf/5T6+L05OUdZjmYwaNAgay5tTk6O2w/MPF0K3+epv8I+9X/ZGGOuvvpqt9uWLVtmjDHmjTfecFt+5513utXuzf5dUFDgdnhBT5fC8xaLm+vpzUkgSvpFuCcVef499cOpRzN499133W4PCwsz0skfVZb0f1R4zuzIkSM91uX6Adip2yj848dTt1fca86OHTtKPDlPYmKix6MZlOX3FsUp/INP1yUqKso0aNCgyDZKOtmBp1qKO5pB4cdY1pMmTJs2rdgj3xS+FDdn1tOlLCdNwP8wMlsL9O3bV9u3b9fjjz+us88+Ww0aNFBgYKCaNWumvn376sUXX1S7du0kSU2aNNH69ev14IMPKiEhQU6nU8HBwerYsaPGjx+v9evXW19/SSe/4n3wwQfVsmVLBQUF6bTTTtOSJUt01llnVUrtL730kpKSktxGCrwVFBSk0aNHW9eHDRvm9tVdeSUlJWnjxo0aOnSoWrRoocDAQEVERKhjx44aOnSoNWJV2C233OL2tdaIESOsr7Nc4uPjtXnzZt1///3WcxASEqLWrVsrKSlJ06dPL/brwdIMHjxYycnJuummm9SqVSsFBQUpLCxMXbp0sUbxJOnuu+/WihUrNGTIEDVu3Fj+/v5q1KiRBg8erM8//1x33XVXue6/LBo1aqSvv/5aF198sUJDQ9WgQQMNGzZMK1assL5OvvbaazVjxgy1b99ewcHB6tChg2bOnKl//OMflVZH9+7dNWLECJ1++umKjIyUv7+/wsLC1KtXL73++usaNWqUpJOj/x988IFmzJihXr16KSwsTAEBAYqLi9OwYcOUnJysc845p9LqOlVCQoI+//xzJSYmKjg4WFFRUbrrrru0cOFCa18LDg7WihUr9NJLLykxMVHh4eEKCgpS8+bNdd555+mJJ57QsGHD3B77q6++qnbt2lmj9KdyjcRJkr+/vzWSdeocwMJTEiTv9m+Hw6G5c+fqnXfeUd++fdWwYUMFBAQoOjpaZ599tiZMmGB98+IrFXn+X3/9dd1zzz2Kjo5WcHCwevbsqc8++8zqS0n6xz/+oeeff15t27ZVcHCwWrRooZkzZ+rqq68uc43PPfec7r77bsXGxsrpdCoxMVErVqwo9tuC22+/XXfccYeaNWtW5PWpOO3atdPmzZs1atQotWnTRkFBQQoNDdWZZ56pyZMna+XKlZXyulvYO++8o2HDhqlJkyYKDQ1Vv379tGrVqkoZqXT1Ua9evaz/q1GjRmnWrFleb2v06NH64YcfNHr0aHXq1En169e3nstevXrp3nvv1erVq93+pwpzOBwKCgpSkyZN1L17d40ePVrff/+9Jk2aVNGHWWc4jCnl+wXABu6++269+OKL8vf3108//VRkCgB8zxW8WrZs6TbPDqhNbrzxRms6zMqVKznjHFANyv6rDaAGuuiii7R9+3ZrDu9NN91EkAUAoA4hzMLWdu3apdTUVDVp0kRXXnmlpk6d6uuSAABANWKaAQAAAGyLH4ABAADAtgizAAAAsC3CLAAAAGyLMAsAAADbIswCAADAtgizAAAAsC3CLAAAAGyLMAsAAADbIswCAADAtgizAAAAsC3CLAAAAGyLMAsAAADbIswCAADAtup0mF2zZo2SkpIUGxsrh8OhJUuWeLX+o48+KofDUeRSr169qikYAAAAbup0mM3OzlaXLl308ssvl2v9sWPHKjU11e2SkJCgv/3tb5VcKQAAADyp02F20KBBeuKJJ3TllVd6vP348eO6//771axZM9WrV09nn322Vq1aZd1ev359RUdHW5cDBw5o27Ztuvnmm6vpEQAAANRtAb4uoCa76aabtHv3br333nuKjY3V4sWLNXDgQP3www9q165dkfZvvPGG2rdvrz59+vigWgAAgLqnTo/MlmTXrl2aP3++PvjgA/Xp00dt2rTR2LFj1bt3b82ePbtI+9zcXL377ruMygIAAFQjRmaLsWnTJhlj1L59e7flubm5atSoUZH2H374obKysjR06NDqKhEAAKDOI8wWo6CgQP7+/tq4caP8/f3dbqtfv36R9m+88YYuueQSRUdHV1eJAAAAdR5hthhdu3ZVfn6+Dh48WOoc2JSUFK1cuVJLly6tpuoAAAAg1fEwe/ToUe3cudO6npKSos2bNysyMlLt27fX9ddfr6FDh+q5555T165dlZ6erq+++kqnn366Bg8ebK335ptvKiYmRoMGDfLFwwAAAKizHMYY4+sifGXVqlXq27dvkeXDhg3TnDlzlJeXpyeeeEJvv/229u/fr0aNGikxMVGTJk3S6aefLunkdISWLVtq6NChevLJJ6v7IQAAANRpdTrMAgAAwN44NBcAAABsizALAAAA26pzPwArKCjQ77//rrCwMDkcDl+XAwAAgFMYY5SVlaXY2Fj5+ZU89lrnwuzvv/+uuLg4X5cBAACAUuzdu1fNmzcvsU2dC7NhYWGSTnZOeHi4j6sBAADAqTIzMxUXF2fltpLUuTDrmloQHh5OmAUAAKjByjIllB+AAQAAwLYIswAAALAtwiwAAABsizALAAAA2yLMAgAAwLYIswAAALAtwiwAAABsizALAAAA2yLMAgAAwLYIswAAALAtwiwAAABsizALAAAA2yLMAgAAwLYCfF0AUJfkFxitSzmsg1k5igpzqmd8pPz9HL4uCwAA2yLMAtVk+dZUTfp4m1IzcqxlMRFOTUxK0MDOMT6sDAAA+2KaAVANlm9N1W1zN7kFWUlKy8jRbXM3afnWVB9VBgCAvRFmgSqWX2A06eNtMh5ucy2b9PE25Rd4agEAAEpCmAWq2LqUw0VGZAszklIzcrQu5XD1FQUAQC1BmAWq2MGs4oNsedoBAID/IcwCVSwqzFmp7QAAwP8QZoEq1jM+UjERThV3AC6HTh7VoGd8ZHWWBQBArUCYBaqYv59DE5MSJKlIoHVdn5iUwPFmAQAoB8IsUA0Gdo7R9H92U3SE+1SC6Ainpv+zG8eZBQCgnDhpAlBNBnaOUb+EaM4ABgBAJSLMAtXI38+hxDaNfF0GAAC1BtMMAAAAYFuEWQAAANgWYRYAAAC2RZgFAACAbRFmAQAAYFuEWQAAANgWYRYAAAC2RZgFAACAbRFmAQAAYFuEWQAAANgWYRYAAAC2RZgFAACAbRFmAQAAYFuEWQAAANgWYRYAAAC2RZgFAACAbRFmAQAAYFs+DbOTJ0/WWWedpbCwMEVFRenyyy/Xzz//XOp6q1evVvfu3eV0OtW6dWvNmDGjGqoFAABATePTMLt69Wrdcccd+u6777RixQqdOHFC/fv3V3Z2drHrpKSkaPDgwerTp4+Sk5P14IMP6s4779SiRYuqsXIAAADUBA5jjPF1ES5//PGHoqKitHr1ap133nke2zzwwANaunSptm/fbi0bOXKkvv/+e61du7bU+8jMzFRERIQyMjIUHh5eabUDAACgcniT12rUnNmMjAxJUmRkZLFt1q5dq/79+7stGzBggDZs2KC8vLwi7XNzc5WZmel2AQAAQO1QY8KsMUZjxoxR79691blz52LbpaWlqWnTpm7LmjZtqhMnTig9Pb1I+8mTJysiIsK6xMXFVXrtAAAA8I0aE2ZHjRqlLVu2aP78+aW2dTgcbtddMyVOXS5J48ePV0ZGhnXZu3dv5RQMAAAAnwvwdQGSNHr0aC1dulRr1qxR8+bNS2wbHR2ttLQ0t2UHDx5UQECAGjVqVKR9cHCwgoODK7VeAAAA1Aw+HZk1xmjUqFH68MMP9dVXXyk+Pr7UdRITE7VixQq3ZZ9//rl69OihwMDAqioVAAAANZBPw+wdd9yhuXPnat68eQoLC1NaWprS0tL0119/WW3Gjx+voUOHWtdHjhyp3377TWPGjNH27dv15ptvatasWRo7dqwvHgIAAAB8yKdhdvr06crIyNAFF1ygmJgY67JgwQKrTWpqqvbs2WNdj4+P16effqpVq1bpzDPP1OOPP65p06bpqquu8sVDAAAAgA/VqOPMVgeOMwsAAFCz2fY4swAAAIA3CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbMunYXbNmjVKSkpSbGysHA6HlixZUmL7VatWyeFwFLn89NNP1VMwAAAAapQAX955dna2unTpoptuuklXXXVVmdf7+eefFR4ebl1v0qRJVZQHAACAGs6nYXbQoEEaNGiQ1+tFRUWpQYMGlV8QAAAAbMWWc2a7du2qmJgYXXTRRVq5cmWJbXNzc5WZmel2AQAAQO1gqzAbExOj119/XYsWLdKHH36oDh066KKLLtKaNWuKXWfy5MmKiIiwLnFxcdVYMQAAAKqSwxhjfF2EJDkcDi1evFiXX365V+slJSXJ4XBo6dKlHm/Pzc1Vbm6udT0zM1NxcXHKyMhwm3cLAACAmiEzM1MRERFlymu2Gpn1pFevXvrll1+KvT04OFjh4eFuFwAAANQOtg+zycnJiomJ8XUZAAAA8AGfHs3g6NGj2rlzp3U9JSVFmzdvVmRkpFq0aKHx48dr//79evvttyVJU6dOVatWrdSpUycdP35cc+fO1aJFi7Ro0SJfPQQAAAD4kE/D7IYNG9S3b1/r+pgxYyRJw4YN05w5c5Samqo9e/ZYtx8/flxjx47V/v37FRISok6dOmnZsmUaPHhwtdcOAAAA36sxPwCrLt5MKAYAAED1q1M/AAMAAEDd5dNpBgAAAKjZ8guM1qUc1sGsHEWFOdUzPlL+fg5fl2UhzAIAAMCj5VtTNenjbUrNyLGWxUQ4NTEpQQM714yjSTHNAAAAAEUs35qq2+ZucguykpSWkaPb5m7S8q2pPqrMHWEWAAAAbvILjCZ9vE2ejhLgWjbp423KL/D9cQQIswAAAHCzLuVwkRHZwoyk1IwcrUs5XH1FFYMwCwAAADcHs4oPsuVpV5UIswAAAHATFeas1HZViTALAAAANz3jIxUT4VRxB+By6ORRDXrGR1ZnWR4RZgEAAODG38+hiUkJklQk0LquT0xKqBHHmyXMAgAAoIiBnWM0/Z/dFB3hPpUgOsKp6f/sVmOOM8tJEwAAAODRwM4x6pcQzRnAAAAAYE/+fg4ltmnk6zKKxTQDAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtBXi7wm+//abPP/9ceXl5Ov/889WpU6eqqAsAAAAolVdhds2aNRo8eLCOHTt2cuWAAL311lv6xz/+USXFAQAAACXxaprBww8/rL59+2rfvn06dOiQhg8frvvvv7+qagMAAABK5DDGmLI2joyM1Jo1a9S5c2dJUnZ2tsLDw5Wenq6GDRtWWZGVKTMzUxEREcrIyFB4eLivywEAAMApvMlrXo3MHjlyRFFRUdb1evXqKTQ0VEeOHClXoQAAAEBFeP0DsG3btiktLc26bozR9u3blZWVZS0744wzKqc6AAAAoAReTTPw8/OTw+GQp1Vcyx0Oh/Lz8yu1yMrENAMAAICazZu85tXIbEpKSoUKAwAAACqTV2G2ZcuWVVUHAAAA4DWv58xK0i+//KKPPvpIu3fvlsPhUHx8vC6//HK1bt26susDAAAAiuV1mJ08ebIeeeQRFRQUKCoqSsYY/fHHHxo3bpyeeuopjR07tirqBAAAAIrw6tBcK1eu1EMPPaQJEyYoPT1dqampSktLs8LsuHHjtGbNmqqqFQAAAHDj1dEMrr32WjVo0ECvvfaax9v/9a9/KSsrS/Pnz6+0AisbRzMAAACo2arspAnr1q3TDTfcUOztN9xwg7777jtvNgkAAACUm1dh9sCBA2rVqlWxt8fHx7udUAEAAACoSl6F2ZycHAUFBRV7e2BgoI4fP17hogAAAICy8PpoBm+88Ybq16/v8bbCp7QFAAAAqppXYbZFixaaOXNmqW0AAACA6uBVmN29e3cVlQEAAAB4z6swm5OToy+++EKXXHKJJGn8+PHKzc3938YCAvTYY4/J6XRWbpUAAACAB16F2bfeekuffPKJFWZffvllderUSSEhIZKkn376SdHR0RozZkzlVwoAAACcwqujGbz77rsaPny427J58+Zp5cqVWrlypZ599ll98MEHlVogAAAAUByvwuyOHTvUvn1767rT6ZSf3/820bNnT23btq3yqgMAAABK4FWYzcjIUEDA/2Ym/PHHH24nUSgoKHCbQ1uaNWvWKCkpSbGxsXI4HFqyZEmp66xevVrdu3eX0+lU69atNWPGDG8eAgAAAGoRr8Js8+bNtXXr1mJv37Jli5o3b17m7WVnZ6tLly56+eWXy9Q+JSVFgwcPVp8+fZScnKwHH3xQd955pxYtWlTm+wQAAEDt4dUPwAYPHqxHHnlEQ4YMKXLEgr/++kuTJk3SkCFDyry9QYMGadCgQWVuP2PGDLVo0UJTp06VJHXs2FEbNmzQlClTdNVVV5V5OwAAAKgdvAqzDz74oN5//3116NBBo0aNUvv27eVwOPTTTz/p5Zdf1okTJ/Tggw9WVa1au3at+vfv77ZswIABmjVrlvLy8hQYGFhkndzcXLepD5mZmVVWHwAAAKqXV2G2adOm+vbbb3Xbbbdp3LhxMsZIkhwOh/r166dXX31VTZs2rZJCJSktLa3I9ps2baoTJ04oPT1dMTExRdaZPHmyJk2aVGU1AQAAwHe8CrOSFB8fr+XLl+vw4cPauXOnJKlt27aKjIys9OI8cTgcbtcLB2pPxo8f73bc28zMTMXFxVVdgQAAAKg2XodZl8jISPXs2bMyaylVdHS00tLS3JYdPHhQAQEBatSokcd1goODFRwcXB3lAQAAoJp5dTQDX0tMTNSKFSvcln3++efq0aOHx/myAAAAqN18GmaPHj2qzZs3a/PmzZJOHnpr8+bN2rNnj6STUwSGDh1qtR85cqR+++03jRkzRtu3b9ebb76pWbNmaezYsb4oHwAAAD5W7mkGlWHDhg3q27evdd01t3XYsGGaM2eOUlNTrWArnZyv++mnn+qee+7RK6+8otjYWE2bNo3DcgEAANRRDuP6BVUdkZmZqYiICGVkZCg8PNzX5QAAAOAU3uQ1W82ZBQAAAAojzAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbIswCwAAANsizAIAAMC2CLMAAACwLcIsAAAAbCvA1wXAPvILjNalHNbBrBxFhTnVMz5S/n4OX5cFAADqMMIsymT51lRN+nibUjNyrGUxEU5NTErQwM4xPqwMAADUZUwzQKmWb03VbXM3uQVZSUrLyNFtczdp+dZUH1UGAADqOp+H2VdffVXx8fFyOp3q3r27vv7662Lbrlq1Sg6Ho8jlp59+qsaK65b8AqNJH2+T8XCba9mkj7cpv8BTCwAAgKrl0zC7YMEC3X333ZowYYKSk5PVp08fDRo0SHv27ClxvZ9//lmpqanWpV27dtVUcd2zLuVwkRHZwoyk1IwcrUs5XH1FAQAA/H8+DbPPP/+8br75Zo0YMUIdO3bU1KlTFRcXp+nTp5e4XlRUlKKjo62Lv79/NVVc9xzMKj7IlqcdAABAZfJZmD1+/Lg2btyo/v37uy3v37+/vv322xLX7dq1q2JiYnTRRRdp5cqVJbbNzc1VZmam2wVlFxXmrNR2AAAAlclnYTY9PV35+flq2rSp2/KmTZsqLS3N4zoxMTF6/fXXtWjRIn344Yfq0KGDLrroIq1Zs6bY+5k8ebIiIiKsS1xcXKU+jtquZ3ykYiKcKu4AXA6dPKpBz/jI6iwLAABAUg04NJfD4R6TjDFFlrl06NBBHTp0sK4nJiZq7969mjJlis477zyP64wfP15jxoyxrmdmZhJoveDv59DEpATdNneTHJLbD8Fcz9LEpASONwsAAHzCZyOzjRs3lr+/f5FR2IMHDxYZrS1Jr1699MsvvxR7e3BwsMLDw90u8M7AzjGa/s9uio5wn0oQHeHU9H924zizAADAZ3w2MhsUFKTu3btrxYoVuuKKK6zlK1as0GWXXVbm7SQnJysmhjBV1QZ2jlG/hGjOAAYAAGoUn04zGDNmjG644Qb16NFDiYmJev3117Vnzx6NHDlS0skpAvv379fbb78tSZo6dapatWqlTp066fjx45o7d64WLVqkRYsW+fJh1Bn+fg4ltmnk6zIAAAAsPg2z1157rQ4dOqTHHntMqamp6ty5sz799FO1bNlSkpSamup2zNnjx49r7Nix2r9/v0JCQtSpUyctW7ZMgwcP9tVDAAAAgA85jDF16tRNmZmZioiIUEZGBvNnAQAAaiBv8prPT2cLAAAAlBdhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALYV4OsCUPXyC4zWpRzWwawcRYU51TM+Uv5+Dl+XBQAAUGGE2Vpu+dZUTfp4m1IzcqxlMRFOTUxK0MDOMT6sDAAAoOKYZlCLLd+aqtvmbnILspKUlpGj2+Zu0vKtqT6qDAAAoHIQZmup/AKjSR9vk/Fwm2vZpI+3Kb/AUwsAAAB7IMzWUutSDhcZkS3MSErNyNG6lMPVVxQAAEAlI8zWUgezig+y5WkHAABQExFma6moMGeltgMAAKiJCLO1VM/4SMVEOFXcAbgcOnlUg57xkdVZFgAAQKUizNZS/n4OTUxKkKQigdZ1fWJSAsebBQAAtkaYrcUGdo7R9H92U3SE+1SC6Ainpv+zG8eZBQAAtsdJE2q5gZ1j1C8hmjOAAQCAWokwWwf4+zmU2KaRr8sAAACodEwzAAAAgG0RZgEAAGBbhFkAAADYFmEWAAAAtkWYBQAAgG0RZgEAAGBbhFkAAADYFmEWAAAAtsVJE2qR/ALDmb4AAECJalteIMzWEsu3pmrSx9uUmpFjLYuJcGpiUoIGdo7xYWUAAKCmqI15gWkGtcDyram6be4mtx1TktIycnTb3E1avjXVR5UBAICaorbmBcKszeUXGE36eJuMh9tcyyZ9vE35BZ5aAACAuqA25wXCrM2tSzlc5BNWYUZSakaO1qUcrr6iAABAjVKb8wJh1uYOZhW/Y5anHQAAqH1qc14gzNpc4/rBldoOAADUPlFhzkptV5MQZu2urFNb7DcFBgAAVJKe8ZGKiXCquANwOXTyqAY94yOrs6xKQZi1ufTs3EptBwAAah9/P4cmJiVIUpFA67o+MSnBlsebJczaXG3+2gAAAFSegZ1jNP2f3RQd4Z4JoiOcmv7PbrY9ziwnTbA519cGaRk5HmcSOHRyJ7Xj1wYAAKByDewco34J0ZwBDDWH62uD2+ZukkPuU2Pt/rUBAACofP5+DiW2aeTrMioN0wxqgdr6tQEAAEBpGJmtJWrj1wYAAAClIczWIrXtawMAAIDSMM0AAAAAtsXIrM3lFximFgAAgDqLMGtjy7ematLH25Sa8b/zKMdEODUxKYEffQEAgDqBaQY2tXxrqm6bu8ktyEpSWkaObpu7Scu3pvqoMgAAgOpDmLWh/AKjSR9v83iSBNeySR9vU36BpxYAAAC1B2HWhtalHC4yIluYkZSakaN1KYerr6hqlF9gtHbXIX20eb/W7jpEaAcAoA5jzqwNHcwqPsiWp52dME8YAAAUxshsDVbcCGRUmLOUNeVVu8pQHaOlzBMGAACnYmS2hipuBPLhIQmKCAlUg5BAHfkrz+O6Dp08lW3P+Eif1lqZo6WlzRN26OQ84X4J0RyaDACAOoQwWwO5RiBPDW6pGTm6fd6mEtd1xbiJSQnVEuqKq9U1Wjr9n90qJdB6M0+Ys6ABAFB3MM2ghilpBLIsoiOclRYgS1OdR1Woy/OEAQBA8RiZrWFKG4EsToOQQL1yfTf1at2o2r5mr87R0po4TxgAAPgeI7M1THlHFo/8lSc/h6Na54tW52hpz/hIxUQ4Vdyjc+jkPN3qmicMAABqBsJsDeE6GsAvB46WexvV/RV7dY6W+vs5NDEpQZKKBNrqnicMAABqDqYZ1ACejgZQHtX9FbtrtDQtI8fjvNnKPqrCwM4xmv7PbkX6KprjzAIAUGcRZn2suKMBeMsXX7G7Rktvm7tJDsntMVTVaOnAzjHqlxCtdSmHdTArR1FhJx83I7IAANRNhFkfquiRCwp7eEjHKg90+QWmSIj0xWipv5+Dw28BAABJhFmfKu+RCzxpWC+4UrZTnNJOjMBoKQAA8AXCrA9V5g+2qvLHX2U9MQKjpQAAoLpxNAMfqswfbFXVj7+q88QINYXryBIfbd6vtbsO1arHBgBAbcPIrA/1jI9Ug9BAHTmW5/F219EAjDE6kJlbLUcMOFVdO41sadMpAABAzcLIrA+t2JZWbJCVTgbFiUkJevTSTpJ8c3zVunQaWdd0ilPDu2s6xfKtqT6qDAAAFIcw6yOur+9L0jA0UP0Soq0jBkRHuE8liI5wWvNVq0pdOY1sXZxOAQBAbcA0Ax8py5EM/jyWZ31976sjBlT3iRF8pa5NpwAAoLYgzPrIF9vSytSu8Nf3vji+qi9OjOALdWk6BQAAtQnTDHxg+dZUzfrP7jK1Tc/K9flX276c5lBd6sp0CgAAahuHMaZOTQLMzMxURESEMjIyFB4eXu33n19g1Pvpr7w6WUJFf03v6cxd5RlJrazt1ESu56W06RTfPHBhrXnMAADUVN7kNaYZVKP8AqM5/0nx+qxfp56cwBuVeaip2nwa2boynQIAgNqGaQbVZPnWVPV++is9vmy71+uW99f0HGrKO3VhOgUAALUNI7PVoLjTwXrD21/Tl3aoKYdOhuN+CdGMNhbiq6NGAACA8iHMVrGSQmV5fLEtrcQw65rX+p+d6Rxqqpxq83QKAABqG8JsFSvL8WS9Mes/u3VWfKTHr7w9zY8tDYeaAgAAdsac2SpWFWFxwuKtOn6iwG1ZcfNjS2OHQ03lFxit3XVIH23er7W7Dvn8UGUAAKDmYGS2ilVFWDyUfVy9Jn+hp644XQM7x5R7KkPMKWfuqomH3qrMozEAAIDahzBbxXrGR8rPIVX2YOLh7DyNnLtJd13UVvkFplxTGS7tEmOF1ZoYGov74VxFDlUGAABqF06aUMVGvLVOX2z/o8rvpzxiIpxafV9fTV+1Sy98saPI7a4x2YqGxvKM+JZ2cgmHpKbhwXrumjOVfjS3xowkAwCAiuOkCTXEX8fza2yQlU4ezaDrY58p+3iBx9sr4xBe5R3xLe2Hc0ZSWmaurn/jv15tFwAA1C78AKwKPblsm69LKFVxQdal8CG8vFWRkzaU54dznAwCAIC6hzBbhTbvPeLrEiqNt+GytJM2SCWf0aw8P5wr75nSAACAfRFmq1DGX8d9XUKl8TZclmWaQEkjvj3jIxUT4ZS3ExsqMpIMAADshzBbRfILjPb/6bsTEozq21b3XNxOkrwOhKfyc0h/Zud6tU5ZR3KLa+fv59DEpARJ5aufk0EAAFA3EGaryLQvd6jk2ahVp2FooO7p1153XdxeM/7ZTdERFTvWbYGR7piX7NVc1LKO5JbUbmDnGE0vZ/12OBkEAACoOJ+H2VdffVXx8fFyOp3q3r27vv766xLbr169Wt27d5fT6VTr1q01Y8aMaqq07PILjF78cqfP7r/wbNGBnWP08JCOlbJdb+ailjZNwKGiJ23wZGDnGH3zwIWaf0svvfj3M/XuzWcrOrzi2wUAALWDT8PsggULdPfdd2vChAlKTk5Wnz59NGjQIO3Zs8dj+5SUFA0ePFh9+vRRcnKyHnzwQd15551atGhRNVdesg/X7fbp/R85lmfNGc0vMHp82fYKb9PbuaglTRNwXZ+YlFCmw335+zmU2KaRLjuzmc5t11iPXlo52wUAAPbn0zD7/PPP6+abb9aIESPUsWNHTZ06VXFxcZo+fbrH9jNmzFCLFi00depUdezYUSNGjNDw4cM1ZcqUaq68ZPct8f0huVxzRkv7IVZ5t1sWxU0TiI5wVuhEDFW1XQAAYD8+O2nC8ePHtXHjRo0bN85tef/+/fXtt996XGft2rXq37+/27IBAwZo1qxZysvLU2BgYJF1cnNzlZv7vx8vZWZmVkL1NZ9rzmhZw2dwgJ9yT5Q+y9fbuagDO8eoX0K012cA89V2AQCAvfgszKanpys/P19NmzZ1W960aVOlpaV5XCctLc1j+xMnTig9PV0xMUVH5CZPnqxJkyZVXuE2UHjOaFnD5xtDe+j+RVuUlpHj8diwDp0c+SzPXFTXNIHKVlXbBQAA9uHzH4A5HO4jacaYIstKa+9pucv48eOVkZFhXfbu3VvBims2h9znjJb1h1jntG1caXNcAQAAqovPwmzjxo3l7+9fZBT24MGDRUZfXaKjoz22DwgIUKNGnkfogoODFR4e7napameGVfldeBTjYc6oNz/EYi4qAACwG59NMwgKClL37t21YsUKXXHFFdbyFStW6LLLLvO4TmJioj7++GO3ZZ9//rl69Ojhcb6sryyZMEStxi2rsu37OaSzWzVS26b1JElnxjVUbIOQYueMukLqpI+3uf0YLDrCqYlJCW4hlbmoAADAThzG9T29DyxYsEA33HCDZsyYocTERL3++uuaOXOmfvzxR7Vs2VLjx4/X/v379fbbb0s6eWiuzp0769Zbb9Utt9yitWvXauTIkZo/f76uuuqqMt1nZmamIiIilJGRUeWjtOUJtCEBDtULDlC7qPo6PS5CTeqHqGFooL7fd+TkNhvV0w2JrRQU4P2gen6BIaQCAIAaz5u85rORWUm69tprdejQIT322GNKTU1V586d9emnn6ply5aSpNTUVLdjzsbHx+vTTz/VPffco1deeUWxsbGaNm1amYNsddv9f0N0+ZPLtDnLfXlogNSwXrC6tWio05s3UJOwYEVHFD+yKklX94ircD38YAoAANQ2Ph2Z9YXqHJkFAACA97zJaz4/mgEAAABQXoRZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgW4RZAAAA2BZhFgAAALZFmAUAAIBtEWYBAABgWwG+LqC6GWMkSZmZmT6uBAAAAJ64cport5WkzoXZrKwsSVJcXJyPKwEAAEBJsrKyFBERUWIbhylL5K1FCgoK9PvvvyssLEwOh6Na7jMzM1NxcXHau3evwsPDq+U+axP6r+Low4qjDyuG/qs4+rBi6L+Kq84+NMYoKytLsbGx8vMreVZsnRuZ9fPzU/PmzX1y3+Hh4fwDVQD9V3H0YcXRhxVD/1UcfVgx9F/FVVcfljYi68IPwAAAAGBbhFkAAADYFmG2GgQHB2vixIkKDg72dSm2RP9VHH1YcfRhxdB/FUcfVgz9V3E1tQ/r3A/AAAAAUHswMgsAAADbIswCAADAtgizAAAAsC3CLAAAAGyLMFsJXn31VcXHx8vpdKp79+76+uuvS2y/evVqde/eXU6nU61bt9aMGTOqqdKay5s+/PDDD9WvXz81adJE4eHhSkxM1GeffVaN1dZM3u6HLv/5z38UEBCgM888s2oLrOG87b/c3FxNmDBBLVu2VHBwsNq0aaM333yzmqqtmbztw3fffVddunRRaGioYmJidNNNN+nQoUPVVG3NsmbNGiUlJSk2NlYOh0NLliwpdR3eS9x524e8lxRVnv3QxZfvJYTZClqwYIHuvvtuTZgwQcnJyerTp48GDRqkPXv2eGyfkpKiwYMHq0+fPkpOTtaDDz6oO++8U4sWLarmymsOb/twzZo16tevnz799FNt3LhRffv2VVJSkpKTk6u58prD2z50ycjI0NChQ3XRRRdVU6U1U3n675prrtGXX36pWbNm6eeff9b8+fN12mmnVWPVNYu3ffjNN99o6NChuvnmm/Xjjz/qgw8+0Pr16zVixIhqrrxmyM7OVpcuXfTyyy+XqT3vJUV524e8lxTlbR+6+Py9xKBCevbsaUaOHOm27LTTTjPjxo3z2P7+++83p512mtuyW2+91fTq1avKaqzpvO1DTxISEsykSZMquzTbKG8fXnvtteahhx4yEydONF26dKnCCms2b/vv3//+t4mIiDCHDh2qjvJswds+fPbZZ03r1q3dlk2bNs00b968ymq0C0lm8eLFJbbhvaRkZelDT+r6e0lh3vShr99LGJmtgOPHj2vjxo3q37+/2/L+/fvr22+/9bjO2rVri7QfMGCANmzYoLy8vCqrtaYqTx+eqqCgQFlZWYqMjKyKEmu88vbh7NmztWvXLk2cOLGqS6zRytN/S5cuVY8ePfTMM8+oWbNmat++vcaOHau//vqrOkquccrTh+ecc4727dunTz/9VMYYHThwQAsXLtSQIUOqo2Tb472k8tX195LyqgnvJQE+u+daID09Xfn5+WratKnb8qZNmyotLc3jOmlpaR7bnzhxQunp6YqJiamyemui8vThqZ577jllZ2frmmuuqYoSa7zy9OEvv/yicePG6euvv1ZAQN1+GShP//3666/65ptv5HQ6tXjxYqWnp+v222/X4cOH6+S82fL04TnnnKN3331X1157rXJycnTixAldeumleumll6qjZNvjvaTy1fX3kvKoKe8ljMxWAofD4XbdGFNkWWntPS2vS7ztQ5f58+fr0Ucf1YIFCxQVFVVV5dlCWfswPz9f1113nSZNmqT27dtXV3k1njf7YEFBgRwOh95991317NlTgwcP1vPPP685c+bU2dFZybs+3LZtm+6880498sgj2rhxo5YvX66UlBSNHDmyOkqtFXgvqTy8l3ivJr2X1O0hmQpq3Lix/P39i4w8HDx4sMgnZpfo6GiP7QMCAtSoUaMqq7WmKk8fuixYsEA333yzPvjgA1188cVVWWaN5m0fZmVlacOGDUpOTtaoUaMknQxnxhgFBATo888/14UXXlgttdcE5dkHY2Ji1KxZM0VERFjLOnbsKGOM9u3bp3bt2lVpzTVNefpw8uTJOvfcc3XfffdJks444wzVq1dPffr00RNPPMHIYil4L6k8vJeUT016L2FktgKCgoLUvXt3rVixwm35ihUrdM4553hcJzExsUj7zz//XD169FBgYGCV1VpTlacPpZOfom+88UbNmzevzs+x87YPw8PD9cMPP2jz5s3WZeTIkerQoYM2b96ss88+u7pKrxHKsw+ee+65+v3333X06FFr2Y4dO+Tn56fmzZtXab01UXn68NixY/Lzc38L8vf3l/S/EUYUj/eSysF7SfnVqPeSav/JWS3z3nvvmcDAQDNr1iyzbds2c/fdd5t69eqZ3bt3G2OMGTdunLnhhhus9r/++qsJDQ0199xzj9m2bZuZNWuWCQwMNAsXLvTVQ/A5b/tw3rx5JiAgwLzyyismNTXVuhw5csRXD8HnvO3DU9X1oxl4239ZWVmmefPm5uqrrzY//vijWb16tWnXrp0ZMWKErx6Cz3nbh7NnzzYBAQHm1VdfNbt27TLffPON6dGjh+nZs6evHoJPZWVlmeTkZJOcnGwkmeeff94kJyeb3377zRjDe0lZeNuHvJcU5W0fnspX7yWE2UrwyiuvmJYtW5qgoCDTrVs3s3r1auu2YcOGmfPPP9+t/apVq0zXrl1NUFCQadWqlZk+fXo1V1zzeNOH559/vpFU5DJs2LDqL7wG8XY/LKyuh1ljvO+/7du3m4svvtiEhISY5s2bmzFjxphjx45Vc9U1i7d9OG3aNJOQkGBCQkJMTEyMuf76682+ffuqueqaYeXKlSW+rvFeUjpv+5D3kqLKsx8W5qv3EocxfJ8DAAAAe2LOLAAAAGyLMAsAAADbIswCAADAtgizAAAAsC3CLAAAAGyLMAsAAADbIswCAADAtgizAAAA8NqaNWuUlJSk2NhYORwOLVmyxOttvP/++zrzzDMVGhqqli1b6tlnn/V6G4RZALCxG2+8UZdffnmN2Q6AuiM7O1tdunTRyy+/XK71//3vf+v666/XyJEjtXXrVr366qt6/vnnvd4eYRYAyunGG2+Uw+GQw+FQYGCgWrdurbFjxyo7O9vXpRVr9+7dcjgc2rx5s9vyF198UXPmzPFJTQDsadCgQXriiSd05ZVXerz9+PHjuv/++9WsWTPVq1dPZ599tlatWmXd/s477+jyyy/XyJEj1bp1aw0ZMkQPPPCAnn76aXlzgtqAij4QAKjLBg4cqNmzZysvL09ff/21RowYoezsbE2fPt3XpXklIiLC1yUAqGVuuukm7d69W++9955iY2O1ePFiDRw4UD/88IPatWun3NxchYaGuq0TEhKiffv26bffflOrVq3KdD+MzAJABQQHBys6OlpxcXG67rrrdP3112vJkiXKzc3VnXfeqaioKDmdTvXu3Vvr16+31lu1apUcDoeWLVumLl26yOl06uyzz9YPP/xgtXn00Ud15plnut3f1KlTS3yBX758uXr37q0GDRqoUaNGuuSSS7Rr1y7r9vj4eElS165d5XA4dMEFF0gqOs2grPV/+eWX6tGjh0JDQ3XOOefo559/LkcvAqhtdu3apfnz5+uDDz5Qnz591KZNG40dO1a9e/fW7NmzJUkDBgzQhx9+qC+//FIFBQXasWOHpk6dKklKTU0t830RZgGgEoWEhCgvL0/333+/Fi1apLfeekubNm1S27ZtNWDAAB0+fNit/X333acpU6Zo/fr1ioqK0qWXXqq8vLxy3392drbGjBmj9evX68svv5Sfn5+uuOIKFRQUSJLWrVsnSfriiy+UmpqqDz/80ON2ylr/hAkT9Nxzz2nDhg0KCAjQ8OHDy107gNpj06ZNMsaoffv2ql+/vnVZvXq19QH7lltu0ahRo3TJJZcoKChIvXr10t///ndJkr+/f5nvi2kGAFBJ1q1bp3nz5qlv376aPn265syZo0GDBkmSZs6cqRUrVmjWrFm67777rHUmTpyofv36SZLeeustNW/eXIsXL9Y111xTrhquuuoqt+uzZs1SVFSUtm3bps6dO6tJkyaSpEaNGik6OtrjNlzTJMpS/5NPPqnzzz9fkjRu3DgNGTJEOTk5cjqd5aofQO1QUFAgf39/bdy4sUgwrV+/viTJ4XDo6aef1lNPPaW0tDQ1adJEX375pSSVeYqBxMgsAFTIJ598ovr168vpdCoxMVHnnXeeRo8erby8PJ177rlWu8DAQPXs2VPbt293Wz8xMdH6OzIyUh06dCjSxhu7du3Sddddp9atWys8PNyaVrBnzx6vtlHW+s844wzr75iYGEnSwYMHy10/gNqha9euys/P18GDB9W2bVu3y6kfpP39/dWsWTMFBQVp/vz5SkxMVFRUVJnvi5FZAKgA1yhsYGCgYmNjFRgYqO+//17SyVGHwowxRZZ54mrj5+dX5Be9pU1BSEpKUlxcnGbOnKnY2FgVFBSoc+fOOn78eJkfk+s+y1J/YGBgkbpdUxoA1G5Hjx7Vzp07respKSnavHmzIiMj1b59e11//fUaOnSonnvuOXXt2lXp6en66quvdPrpp2vw4MFKT0/XwoULdcEFFygnJ0ezZ8/WBx98oNWrV3tVByOzAFAB9erVU9u2bdWyZUsr2LVt21ZBQUH65ptvrHZ5eXnasGGDOnbs6Lb+d999Z/39559/aseOHTrttNMkSU2aNFFaWppboD31kFqFHTp0SNu3b9dDDz2kiy66SB07dtSff/7p1iYoKEiSlJ+fX+x2vKkfQN21YcMGde3aVV27dpUkjRkzRl27dtUjjzwiSZo9e7aGDh2qe++9Vx06dNCll16q//73v4qLi7O28dZbb6lHjx4699xz9eOPP2rVqlXq2bOnV3UwMgsAlaxevXq67bbbdN999ykyMlItWrTQM888o2PHjunmm292a/vYY4+pUaNGatq0qSZMmKDGjRtbRxW44IIL9Mcff+iZZ57R1VdfreXLl+vf//63wsPDPd5vw4YN1ahRI73++uuKiYnRnj17NG7cOLc2UVFRCgkJ0fLly9W8eXM5nc4ih+Xypn4AddcFF1xQ4vFgAwMDNWnSJE2aNMnj7Y0bN9batWsrXAcjswBQBf7v//5PV111lW644QZ169ZNO3fu1GeffaaGDRsWaXfXXXepe/fuSk1N1dKlS63R044dO+rVV1/VK6+8oi5dumjdunUaO3Zssffp5+en9957Txs3blTnzp11zz33FDk1ZEBAgKZNm6bXXntNsbGxuuyyyypUPwD4msN4c4oFAEClWLVqlfr27as///xTDRo08HU5AGBbjMwCAADAtgizAAAAsC2mGQAAAMC2GJkFAACAbRFmAQAAYFuEWQAAANgWYRYAAAC2RZgFAACAbRFmAQAAYFuEWQAAANgWYRYAAAC29f8AP4orDm/07/IAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.scatter(x=global_data.POP_EST,y=global_data.GDP_MD)\n", "ax.set_xlabel('Population')\n", "ax.set_ylabel('GDP')\n", "\n", "ax.set_title('Country-level comparison between Population and GDP', fontweight='bold', fontsize=12, y=1.05)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That plot doesnt show much yet. We have a few very large countries (either in population, or in GDP). All the other countries are clustered together. Maybe we can already see a bit more when we use log-scales." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Country-level comparison between Population and GDP')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.scatter(x=global_data.POP_EST,y=global_data.GDP_MD)\n", "ax.set_xlabel('Population')\n", "ax.set_ylabel('GDP')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "\n", "ax.set_title('Country-level comparison between Population and GDP', fontweight='bold', fontsize=12, y=1.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better. However, it does not say much more than just the relation between GDP and Population. It would be interesting, for example, to add some more info about the different points.\n", "\n", "While we can use matplotlib again, a more convenient package to use is the [seaborn package](https://seaborn.pydata.org/). Seaborn, which is built on top of Matplotlib and provides a higher-level interface for creating statistical graphics. Seaborn simplifies many of the complexities of Matplotlib and provides a wide range of visualizations for exploring relationships between variables. By learning how to use Seaborn, you will be able to create more advanced and sophisticated visualizations in a shorter amount of time.\n", "\n", "One way to include the amount of data per location in the plot is to change the size of the dot. We do this through using the `size` option. Let's compute the size of the country to use that to change the size of the dots. We do that through the `area` function within **GeoPandas**." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "global_data['Country_Size'] = np.log(global_data.to_crs(3857).area)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Country-level comparison between Population and GDP')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(8,6))\n", "\n", "ax = sns.scatterplot(x=\"POP_EST\", y=\"GDP_MD\", size=\"Country_Size\", \n", " data=global_data)\n", "ax.set_xlabel('Population')\n", "ax.set_ylabel('GDP')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "\n", "ax.set_title('Country-level comparison between Population and GDP', fontweight='bold', fontsize=12, y=1.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmm that does not work great yet. Another option would be to change the color! Through *seaborn*, we do this by specifying which column should be coloured through the `hue` argument." ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Country-level comparison between Population and GDP')" ] }, "execution_count": 210, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots()\n", "\n", "ax = sns.scatterplot(x=\"POP_EST\", y=\"GDP_MD\", hue=\"Country_Size\", \n", " data=global_data)\n", "ax.set_xlabel('Population')\n", "ax.set_ylabel('GDP')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "\n", "ax.set_title('Country-level comparison between Population and GDP', fontweight='bold', fontsize=12, y=1.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's stop for a moment here and let's take some time to explore colormaps a little bit more. Choosing the right colormap is a critical aspect of creating effective visualizations. A colormap is a mapping between a range of values and a set of colors, and it determines how the data is represented in the visualization. Selecting the appropriate colormap can help communicate the data accurately and highlight important features, while choosing the wrong colormap can obscure or even misrepresent the data.\n", "\n", "Different colormaps are appropriate for different types of data and different visualization goals. For example, *sequential* colormaps are useful for showing variations in magnitude, while *diverging* colormaps are appropriate for highlighting differences between two groups of values. Selecting the appropriate colormap can enhance the clarity and interpretability of your visualizations, while choosing an inappropriate one can lead to misinterpretation or confusion.\n", "\n", "And the amount of colors, and colormaps is endless! Let's have a look below which colormaps are available in matplotlib through the `plt.colormaps()` function." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['magma',\n", " 'inferno',\n", " 'plasma',\n", " 'viridis',\n", " 'cividis',\n", " 'twilight',\n", " 'twilight_shifted',\n", " 'turbo',\n", " 'Blues',\n", " 'BrBG',\n", " 'BuGn',\n", " 'BuPu',\n", " 'CMRmap',\n", " 'GnBu',\n", " 'Greens',\n", " 'Greys',\n", " 'OrRd',\n", " 'Oranges',\n", " 'PRGn',\n", " 'PiYG',\n", " 'PuBu',\n", " 'PuBuGn',\n", " 'PuOr',\n", " 'PuRd',\n", " 'Purples',\n", " 'RdBu',\n", " 'RdGy',\n", " 'RdPu',\n", " 'RdYlBu',\n", " 'RdYlGn',\n", " 'Reds',\n", " 'Spectral',\n", " 'Wistia',\n", " 'YlGn',\n", " 'YlGnBu',\n", " 'YlOrBr',\n", " 'YlOrRd',\n", " 'afmhot',\n", " 'autumn',\n", " 'binary',\n", " 'bone',\n", " 'brg',\n", " 'bwr',\n", " 'cool',\n", " 'coolwarm',\n", " 'copper',\n", " 'cubehelix',\n", " 'flag',\n", " 'gist_earth',\n", " 'gist_gray',\n", " 'gist_heat',\n", " 'gist_ncar',\n", " 'gist_rainbow',\n", " 'gist_stern',\n", " 'gist_yarg',\n", " 'gnuplot',\n", " 'gnuplot2',\n", " 'gray',\n", " 'hot',\n", " 'hsv',\n", " 'jet',\n", " 'nipy_spectral',\n", " 'ocean',\n", " 'pink',\n", " 'prism',\n", " 'rainbow',\n", " 'seismic',\n", " 'spring',\n", " 'summer',\n", " 'terrain',\n", " 'winter',\n", " 'Accent',\n", " 'Dark2',\n", " 'Paired',\n", " 'Pastel1',\n", " 'Pastel2',\n", " 'Set1',\n", " 'Set2',\n", " 'Set3',\n", " 'tab10',\n", " 'tab20',\n", " 'tab20b',\n", " 'tab20c',\n", " 'magma_r',\n", " 'inferno_r',\n", " 'plasma_r',\n", " 'viridis_r',\n", " 'cividis_r',\n", " 'twilight_r',\n", " 'twilight_shifted_r',\n", " 'turbo_r',\n", " 'Blues_r',\n", " 'BrBG_r',\n", " 'BuGn_r',\n", " 'BuPu_r',\n", " 'CMRmap_r',\n", " 'GnBu_r',\n", " 'Greens_r',\n", " 'Greys_r',\n", " 'OrRd_r',\n", " 'Oranges_r',\n", " 'PRGn_r',\n", " 'PiYG_r',\n", " 'PuBu_r',\n", " 'PuBuGn_r',\n", " 'PuOr_r',\n", " 'PuRd_r',\n", " 'Purples_r',\n", " 'RdBu_r',\n", " 'RdGy_r',\n", " 'RdPu_r',\n", " 'RdYlBu_r',\n", " 'RdYlGn_r',\n", " 'Reds_r',\n", " 'Spectral_r',\n", " 'Wistia_r',\n", " 'YlGn_r',\n", " 'YlGnBu_r',\n", " 'YlOrBr_r',\n", " 'YlOrRd_r',\n", " 'afmhot_r',\n", " 'autumn_r',\n", " 'binary_r',\n", " 'bone_r',\n", " 'brg_r',\n", " 'bwr_r',\n", " 'cool_r',\n", " 'coolwarm_r',\n", " 'copper_r',\n", " 'cubehelix_r',\n", " 'flag_r',\n", " 'gist_earth_r',\n", " 'gist_gray_r',\n", " 'gist_heat_r',\n", " 'gist_ncar_r',\n", " 'gist_rainbow_r',\n", " 'gist_stern_r',\n", " 'gist_yarg_r',\n", " 'gnuplot_r',\n", " 'gnuplot2_r',\n", " 'gray_r',\n", " 'hot_r',\n", " 'hsv_r',\n", " 'jet_r',\n", " 'nipy_spectral_r',\n", " 'ocean_r',\n", " 'pink_r',\n", " 'prism_r',\n", " 'rainbow_r',\n", " 'seismic_r',\n", " 'spring_r',\n", " 'summer_r',\n", " 'terrain_r',\n", " 'winter_r',\n", " 'Accent_r',\n", " 'Dark2_r',\n", " 'Paired_r',\n", " 'Pastel1_r',\n", " 'Pastel2_r',\n", " 'Set1_r',\n", " 'Set2_r',\n", " 'Set3_r',\n", " 'tab10_r',\n", " 'tab20_r',\n", " 'tab20b_r',\n", " 'tab20c_r',\n", " 'rocket',\n", " 'rocket_r',\n", " 'mako',\n", " 'mako_r',\n", " 'icefire',\n", " 'icefire_r',\n", " 'vlag',\n", " 'vlag_r',\n", " 'flare',\n", " 'flare_r',\n", " 'crest',\n", " 'crest_r']" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.colormaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, so that is indeed a massive list. But we can also conveniently explore them. Just change the number in the cell below:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/html": [ "
magma
\"magma
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cmaps = plt.colormaps()\n", "plt.get_cmap(cmaps[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we generally abbreviate colormap as `cmap`. This is also the argument we generally use to specify which colormap we want to use. Seaborn, however, generally uses the term `palette`. We can add any colormap through the `palette` argument to our plot. It will change which colormap will be used to represent the `hue`. If you try different colormaps, you will already discover that some colormaps work, and others don't work at all!" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Country-level comparison between Population and GDP')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(8,6))\n", "\n", "ax = sns.scatterplot(x=\"POP_EST\", y=\"GDP_MD\", hue=\"Country_Size\", palette='magma_r',\n", " data=global_data)\n", "ax.set_xlabel('Population')\n", "ax.set_ylabel('GDP')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "\n", "ax.set_title('Country-level comparison between Population and GDP', fontweight='bold', fontsize=12, y=1.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can generally distinguish three types of colormaps: \n", "\n", "- **diverging** \n", "- **sequential** \n", "- **qualitative**\n", "\n", "The [Colorbrewer website](https://colorbrewer2.org/) can be very helpful to play around with different color schemes. But let's explore the three different types first. We start with **diverging** colormaps. They generally use *three* colors. The third colour is generally located in the middle. We can have a look at some **diverging** colormaps below:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/html": [ "
spring
\"spring
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.get_cmap('spring')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/html": [ "
RdYlGn
\"RdYlGn
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.get_cmap('RdYlGn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second type are the **sequential** colormaps. They generally use *one* color, and move from white to the \"purest form\" of that color. We can have a look at some **sequential** colormaps below:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/html": [ "
Greens
\"Greens
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.get_cmap('Greens')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/html": [ "
Purples
\"Purples
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.get_cmap('Purples')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The third type are the **qualitative** colormaps. They use unique colors for each category we want to plot. We can have a look at some **qualitative** colormaps below:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAABACAYAAABsv8+/AAAAFHRFWHRUaXRsZQB0YWIxMCBjb2xvcm1hcFeJcQsAAAAadEVYdERlc2NyaXB0aW9uAHRhYjEwIGNvbG9ybWFwqdbY7QAAADB0RVh0QXV0aG9yAE1hdHBsb3RsaWIgdjMuNS4zLCBodHRwczovL21hdHBsb3RsaWIub3JnZ9HokgAAADJ0RVh0U29mdHdhcmUATWF0cGxvdGxpYiB2My41LjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmdJd3e1AAABeklEQVR4nO3WsS0EcBxAYae6KcgNYARiCwmD3AjX6a67TifRaZnFBlqFhCX+8Uu875vglW9zuX/9OftHPrb30wnLXO0uphOWeT58Tycs8357nE5Y5uvzcTphmbvdfjphmdP2bTphmeubp+mEZR42L9MJS51PBwAAf88AAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAgyAAAQZAAAIMgAAECQAQCAIAMAAEEGAACCDAAABBkAAAj6BcEgDyNmiQL1AAAAAElFTkSuQmCC\n", "text/html": [ "
tab10
\"tab10
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.get_cmap('tab10')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/html": [ "
Pastel2
\"Pastel2
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.get_cmap('Pastel2')" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### Multi-panel figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multi-panel plots, also known as small multiples, are a powerful tool for visualizing big data. As the name suggests, multi-panel plots display multiple panels, each containing a subset of the data, side-by-side or stacked vertically. This approach allows you to compare and contrast different aspects of the data, identify patterns and trends, and explore relationships between variables.\n", "\n", "Visualizing big data can be challenging, especially when the data is complex or contains many variables. Multi-panel plots can help overcome this challenge by allowing you to break down the data into smaller, more manageable subsets. By visualizing these subsets side-by-side or stacked vertically, you can quickly identify patterns and trends that might not be apparent when looking at the data as a whole.\n", "\n", "Multi-panel plots are also useful when exploring relationships between variables. By displaying multiple panels with different combinations of variables, you can quickly identify correlations and relationships between different aspects of the data. This can help you develop a deeper understanding of the data and uncover insights that might not be apparent when looking at the data as a whole.\n", "\n", "Let's continue with our global data. One simple way to create multi-panel figures is to, for example, create a panel for each continent. Ofcourse we can manually split our data, but one convenient way would be to loop over the differen continents. Remember the `groupby` function? We can also use that too loop over subsets within our data!" ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [], "source": [ "for continent in global_data.groupby('CONTINENT'):\n", " continent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `continent` object is a tuple that contains the name of the continent as the first element and the dataframe with all the countries within that continent in the other element:" ] }, { "cell_type": "code", "execution_count": 283, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('South America',\n", " featurecla scalerank LABELRANK SOVEREIGNT \\\n", " 2 Admin-0 country 0 2 Chile \n", " 3 Admin-0 country 0 3 Bolivia \n", " 4 Admin-0 country 0 2 Peru \n", " 5 Admin-0 country 0 2 Argentina \n", " 22 Admin-0 country 0 4 Suriname \n", " 23 Admin-0 country 0 4 Guyana \n", " 44 Admin-0 country 0 2 Brazil \n", " 45 Admin-0 country 0 4 Uruguay \n", " 136 Admin-0 country 0 3 Ecuador \n", " 137 Admin-0 country 0 2 Colombia \n", " 138 Admin-0 country 0 4 Paraguay \n", " 139 Admin-0 country 0 9 Brazilian Island \n", " 159 Admin-0 country 0 3 Venezuela \n", " 173 Admin-0 country 0 9 Southern Patagonian Ice Field \n", " 242 Admin-0 country 1 5 United Kingdom \n", " \n", " SOV_A3 ADM0_DIF LEVEL TYPE TLC \\\n", " 2 CHL 0 2 Sovereign country 1 \n", " 3 BOL 0 2 Sovereign country 1 \n", " 4 PER 0 2 Sovereign country 1 \n", " 5 ARG 0 2 Sovereign country 1 \n", " 22 SUR 0 2 Sovereign country 1 \n", " 23 GUY 0 2 Sovereign country 1 \n", " 44 BRA 0 2 Sovereign country 1 \n", " 45 URY 0 2 Sovereign country 1 \n", " 136 ECU 0 2 Sovereign country 1 \n", " 137 COL 0 2 Sovereign country 1 \n", " 138 PRY 0 2 Sovereign country 1 \n", " 139 BRI 0 2 Indeterminate None \n", " 159 VEN 0 2 Sovereign country 1 \n", " 173 SPI 0 2 Indeterminate None \n", " 242 GB1 1 2 Disputed 1 \n", " \n", " ADMIN ... FCLASS_ID FCLASS_PL \\\n", " 2 Chile ... None None \n", " 3 Bolivia ... None None \n", " 4 Peru ... None None \n", " 5 Argentina ... None None \n", " 22 Suriname ... None None \n", " 23 Guyana ... None None \n", " 44 Brazil ... None None \n", " 45 Uruguay ... None None \n", " 136 Ecuador ... None None \n", " 137 Colombia ... None None \n", " 138 Paraguay ... None None \n", " 139 Brazilian Island ... None None \n", " 159 Venezuela ... None None \n", " 173 Southern Patagonian Ice Field ... Unrecognized Unrecognized \n", " 242 Falkland Islands ... None None \n", " \n", " FCLASS_GR FCLASS_IT FCLASS_NL FCLASS_SE FCLASS_BD FCLASS_UA \\\n", " 2 None None None None None None \n", " 3 None None None None None None \n", " 4 None None None None None None \n", " 5 None None None None None None \n", " 22 None None None None None None \n", " 23 None None None None None None \n", " 44 None None None None None None \n", " 45 None None None None None None \n", " 136 None None None None None None \n", " 137 None None None None None None \n", " 138 None None None None None None \n", " 139 None None None None None None \n", " 159 None None None None None None \n", " 173 Unrecognized None None None Unrecognized Unrecognized \n", " 242 None None None None None None \n", " \n", " geometry Country_Size \n", " 2 MULTIPOLYGON (((-69.51009 -17.50659, -69.50611... 27.858902 \n", " 3 POLYGON ((-69.51009 -17.50659, -69.51009 -17.5... 27.809022 \n", " 4 MULTIPOLYGON (((-69.51009 -17.50659, -69.63832... 27.923672 \n", " 5 MULTIPOLYGON (((-67.19390 -22.82222, -67.14269... 29.093419 \n", " 22 POLYGON ((-54.08080 3.30931, -54.11429 3.28538... 25.713018 \n", " 23 MULTIPOLYGON (((-56.48182 1.94161, -56.52851 1... 26.090793 \n", " 44 MULTIPOLYGON (((-57.60279 -30.19052, -57.61170... 29.830299 \n", " 45 POLYGON ((-57.60279 -30.19052, -57.58684 -30.2... 26.252015 \n", " 136 MULTIPOLYGON (((-78.82868 1.43431, -78.76997 1... 26.272481 \n", " 137 MULTIPOLYGON (((-78.82868 1.43431, -78.81286 1... 27.772363 \n", " 138 POLYGON ((-62.65036 -22.23446, -62.62752 -22.1... 26.889734 \n", " 139 POLYGON ((-57.64247 -30.19309, -57.63397 -30.1... 15.148693 \n", " 159 MULTIPOLYGON (((-60.02099 8.55801, -59.95969 8... 27.563589 \n", " 173 POLYGON ((-73.46510 -49.75996, -73.49262 -49.7... 21.928842 \n", " 242 MULTIPOLYGON (((-59.69445 -52.20810, -59.67687... 24.130787 \n", " \n", " [15 rows x 170 columns])" ] }, "execution_count": 283, "metadata": {}, "output_type": "execute_result" } ], "source": [ "continent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code below is creating a scatter plot of population versus GDP for different continents using the **seaborn** library for data visualization. The plot is divided into 2 rows and 3 columns using the `subplots()` function. The size of the plot is defined as `12 by 6` inches.\n", "\n", "Then, the code loops through each continent's data grouped by the `'CONTINENT'` column in a pandas DataFrame named `'global_data'`. The loop skips the `'Antarctica'` and `'Seven seas (open ocean)'` continents using a `continue` statement.\n", "\n", "For each continent, the code defines a new variable `continent_data` containing the data for that continent. The plot axes are defined using the `scatterplot()` function from seaborn for each subplot. The plot markers are colored by `'Country_Size'` column using the `'magma_r'` color palette. The subplot axes are retrieved using the `flatten()` method of the axes object, and the legend is turned off.\n", "\n", "The code then sets the axis labels, scaling to logarithmic for both `x` and `y-axes`, and sets the subplot title to the name of the continent. \n", "\n", "Finally, the code adjusts the subplot spacing using the `subplots_adjust()` function from matplotlib." ] }, { "cell_type": "code", "execution_count": 266, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,3,figsize=(12,6))\n", "\n", "iter_ = 0\n", "for continent in global_data.groupby('CONTINENT'):\n", " continent\n", " \n", " if continent[0] in ['Antarctica','Seven seas (open ocean)']:\n", " continue\n", " \n", " continent_data = continent[1]\n", " \n", " ax = sns.scatterplot(x=\"POP_EST\", y=\"GDP_MD\", hue=\"Country_Size\", palette='magma_r',\n", " data=continent_data,ax=axes.flatten()[iter_], legend=False)\n", " ax.set_xlabel('Population')\n", " ax.set_ylabel('GDP')\n", " ax.set_xscale('log')\n", " ax.set_yscale('log')\n", " ax.set_title(continent[0])\n", " \n", " iter_ += 1\n", " \n", "plt.subplots_adjust(hspace=0.5, wspace=0.3)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is nice, but let's improve the plot to make it a bit more friendly to read. We could, for example, give it shared axis, using the `sharex` and `sharey` parameters in the `plt.subplots()` function. And we also want a legend! But not six. So let's add a legend to one of the outermost figures.\n", "\n", "We have to make sure that the legend is plotted outside the figure, so we use `bbox_to_anchor` argument to make sure we can locate it outside the plot, and we add a title so people understand what we are looking at." ] }, { "cell_type": "code", "execution_count": 284, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3,figsize=(12,6),sharex=True,sharey=True)\n", "\n", "iter_ = 0\n", "for continent in global_data.groupby('CONTINENT'):\n", " continent\n", " \n", " if continent[0] in ['Antarctica','Seven seas (open ocean)']:\n", " continue\n", " \n", " continent_data = continent[1]\n", " \n", " if iter_ != 2: \n", " ax = sns.scatterplot(x=\"POP_EST\", y=\"GDP_MD\", hue=\"Country_Size\", palette='magma_r',\n", " data=continent_data,ax=axes.flatten()[iter_], legend=False)\n", " else:\n", " ax = sns.scatterplot(x=\"POP_EST\", y=\"GDP_MD\", hue=\"Country_Size\", palette='magma_r',\n", " data=continent_data,ax=axes.flatten()[iter_], legend=True) \n", " ax.legend(title='Log (Country Size)',bbox_to_anchor=(1.1, 1.05))\n", "\n", " ax.set_xlabel('Population')\n", " ax.set_ylabel('GDP')\n", " ax.set_xscale('log')\n", " ax.set_yscale('log')\n", " ax.set_title(continent[0])\n", " \n", " iter_ += 1\n", " \n", "plt.subplots_adjust(hspace=0.3, wspace=0.1)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Creating static spatial plots\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When visualizing raster data, the display is made up of a grid of pixels that are colored according to the attribute being represented. For example, a raster map of temperature might be displayed with cooler temperatures shown in shades of blue and warmer temperatures shown in shades of red.\n", "\n", "Vector data, on the other hand, represents geographic features as discrete objects, such as points, lines, and polygons. Each object has a set of attributes, such as a name or a population value, that describe the feature being mapped. Vector data is commonly used to represent discrete features, such as cities, roads, and land parcels. When visualizing vector data, the display is made up of the individual objects, each with its own shape, size, and color.\n", "\n", "As such, raster data is visualized as a grid of pixels that represent a continuous surface, while vector data is visualized as discrete objects that represent distinct geographic features. Raster data is well-suited for representing continuous phenomena, while vector data is better suited for representing discrete objects and features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vector Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code below creates a chloropleth map of the Netherlands, using geospatial information of the municipality boundaries within the Netherlands. The `gpd.read_file()` function is used to load the dataset, and the `plot()` function is used to create a chloropleth map. \n", "\n", "As you can see, the `.plot()` function alreaedy contains multiple arguments:\n", "- The `column` parameter is used to specify the data column that will be used to create the map, in this case 'bevolkings' (Bevolkingsdichtheid per gemeente). \n", "- The `cmap` parameter is used to set the colormap, in this case *'RdPu'*. \n", "- The `legend` parameter is set to 'True' to show the legend of the map. \n", "- The `edgecolor` parameter is used to specify the color of the lines around each of the polygons.\n", "- The `linewidth` parameter is used to set the width of the edges around the polygons.\n", "- The `ax` parameter is used to specify to which axis the plot belongs (especially important within multipanels).\n", "\n", "The `figsize` parameter is used to set the size of the map. The `set_title()`, `set_xlabel()`, and `set_ylabel()` functions are used to add the title, x-axis label and y-axis label to the map. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gemeentedata = gpd.read_file(\"gemeentedata.shp\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(304.1396387160643, 0.5, 'Lattitude (in meters)')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (12,8))\n", "\n", "gemeentedata.plot(column='bevolkings',edgecolor='black',linewidth=0.05, \n", " legend=True,cmap='RdPu',ax=ax)\n", "ax.set_title(\"Population Density in The Netherlands, 2017\")\n", "ax.set_xlabel('Longitude (in meters)')\n", "ax.set_ylabel('Lattitude (in meters)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But this actually mainly highlights the largest and most densily populated cities. We do not really see much spatial variation within the remainder of the Netherlands. One way to put less emphasizes on the extremes, would be to use the `vmax` argument. But we will already play around with `vmax` when we create the raster. So let's play around with something else: turn the legend into quantiles. To do so, we can use the `scheme` argument.\n", "\n", "Moreover, let's also remove the axis lines, as that will look nicer." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(344.0296500000022, 291214.17734999995, 291224.70168500004, 634913.196615)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (12,8))\n", "\n", "gemeentedata.plot(column='bevolkings',edgecolor='black',linewidth=0.05,\n", " cmap='RdPu',ax=ax, scheme=\"quantiles\", \n", " legend=True, legend_kwds={'loc': 'upper left'})\n", "ax.set_title(\"Population Density in The Netherlands, 2017\")\n", "plt.axis('off')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But these quantiles look a bit ugly and slightly arbitrary. I am sure you have seen this before when doing some automated categorization in QGIS. Luckily we can simply specify our own bins, by setting the `scheme` argument to *\"User_Defined\"*. And through the `classification_kwds` argument, we can specify the bins. Moreover, as you may have already gathered in the previous plot, we also set the `legend_kwds` in which we specify the location of the legend within the plot." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(344.0296500000022, 291214.17734999995, 291224.70168500004, 634913.196615)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (12,8))\n", "\n", "gemeentedata.plot(column='bevolkings', \n", " cmap='RdPu',ax=ax, scheme=\"User_Defined\",edgecolor='black',linewidth=0.05,\n", " legend=True, classification_kwds=dict(bins=[250,500,1000,2500,5000,10000]),\n", " legend_kwds={'loc': 'upper left'})\n", "ax.set_title(\"Population Density in The Netherlands, 2017\")\n", "plt.axis('off')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Raster data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can do similar things with raster data, ofcourse. Let's plot a map of population density for Kenya. This data is downloaded from the [WorldPop](www.worldpop.org) website.\n", "\n", "We first load the data, using the **rasterio** package." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "src = rasterio.open(\"ken_pd_2020_1km_UNadj.tif\")\n", "kenya_pd = src.read(1) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And let's try to plot this data:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 956.5, 1222.5, -0.5)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ken = ax.imshow(kenya_pd, cmap='viridis')\n", "ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That does not really tell us anything! It seems we need to do something about the values we plotting. Let's first add a colorbar so we at least know what we are looking at:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ken = ax.imshow(kenya_pd, cmap='viridis')\n", "ax.axis('off')\n", "\n", "fig.colorbar(ken,ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So it seems we may have quite some extreme values, which remove all the detail. Let's use the `vmin` and `vmax` arguments to see if we can get a better image if we cap the minimum (`vmin`) and maximum (`vmax`) values that we want to visualize." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3H09TKaly/4/HftFRKV0KQ9H18LoLkRueTGDvAG1/4RYtWtwpCAlrj/sBtyHonYPixBscyZ0W4MCQERFgJIcadgEKy3emolJiVCNMBU0cppU0TYztvVDxqicENZygh66qWPlxTC7vBXltF4WhwLNlJhBZIlpohMMwupmzVnk77CeZK1yotJrVLVq0aLEr7IsBdqQrYBtVK58XNmVJT9gFCTNUrALGs4xRTN82wKz3K8a/SSDDLiTgRDVqn3Pn4mEZ05TEoKUl8OaWeMcymF88SBheFMGK1V0aYFtfve8eMJVqZXtSs92iRYsjA7MP3ZDaMqQdIDS+mFIjC8ArYLnOP55RbEt2AHjveWIf1gD693xjgyCMuxuZx+2Y0a5+t6nutyhAXDWAxAQGQIjB/S7QiUHXb0ov4FxKl6jTgVpeAp9aAQ3HiDoJ8kuXd37spgB0Ypnm1jjutRccevOtWleLFi1a3BL21ABXjK9D4B26HDARiVd4YgXICyEuOWlGizD/Wg9LVwxvGNa2JUFEdcM8pxGqsZ2bT1JV9lv3wqvDKQm9pxnU+qZ4zlEEWugDwxFgDKjfB5IYtLYpJK5bMGycpeV3sA3RbHc7OLor0RYtWtw6Whb0zrBnV0p1u5Mvht6gC12ShGWhNbiTgHsdoJMIk1gFudggrzvNE27yckV9qqH5gf8ITVW4mmyHyJNGZ0ppU2Oo3fb65TRFcWMVxdVr4I0NmPsuQp06KdcBAApTGt9bNZr7JW95KyxtopIR37K9W7Ro0QLAHnnA+sRKhQVcgWExrHHsS3Qc6YoGI2/gqNu1odm8GuJt6gk8A45t7dCYF3XKVCYIOU8Tx3B/NxiOsP4Y01jV9pjgiFdagz75MNzeeDQqvd6iEJb4LaAelt+TMPS8RjPcrlHes1ZydYRXti0OByhOwC99LopeBP3f/uROH86hh4FqpSh3gFs2wNGF8zBbg2bDEYSVqZMAeS653qddwPCeZfQ/dw28tu5rgh0coUo+OGevYPc5UpgWAfFjKpLOS2pGyLluuEIjXC9LmuahV3fuj5ezXLx0pUSww9iSKeZbFybZSw84PN95xp1mUJkBmOr/zituWdQt7hDUS54PSnPg+ib0+iawvAzEEYrrN+70oR1aFEwoeI+VsPZ4vIOEWzbA+aXLUP1+qQxVN5hhDrjXAzFjcO8KnnhFhHvy0+g+zMD1VZ8/JdfkPsCO+/luZ8SmsJznhjvPWYuD0Bus5YtdiNwrahVFWQ9tbjUEvYerxbAz1K2OW1nABNemlc5scZuh738mEGlgnIE2h+CNDe8ocJpBn1hBcXPtDh9li+OAPQlBm8EAqtsVhnDYaMGGn4kISDMgigAi9D/xFO7/lH0/C7xf5kYDVBfcaDSeXK39baonntBmnjZWMN7Ea03h2GnHUwuFh2VX/nWtJDx/kLFXxrHSwrEmaNI2oWixz9AnVoBOBzQcA1qBR2OYza2SiwFIGuxWF8HHGMU+lCEVbQh6PpBWVREnF55VsAQjYUAjz8FpCur1ZLskBhW6LG1pCHk21uY2GkkzIZgxMY7dbs8QdjtqeM/9Vr2ukL2GQyuZadXAYlmYUHEAH/79NIptP+QW+wzqdDzxk7McZNinvMxgINs4YihgxYFU6wW3uC3YMwM8kQN25CsXgjYGPBiKFwzIynN9s5SktBrRMphpNrjVHU6+Vg/7Nnqm+zDpOxJW2D6xYb+S+xX5TaecBa1LhnCkQMdF3GJaNKFFiz2AXl62hE77vFvDKlK1EnnjLJfImtYgt51dGIMU9NmzoEgjf+rSnTuRQwbDCmaPy5DMEY6M7Z0H3FSb64yw9YLJsZztdmxYxCocQzhsUTgNTWHMJtSZye7YZo1ZMeBzhETZAHDlNQpAMWn4A5EQpBkQsxhd6/VWjosZxfr67H0eJdSve8uObnGL0GfP+r8pjsTbNQHHgFm0263xrRIqbVQqSUArS+A4AisFdf75MA998jafSYvjgL3zgLO01HQODZAJ2wQK4Yiz3Hu4rhSIlG3tp6k0Zk2YZXSDcC95ucgZHuVEje8Ur6zJGDvj6xYZ9eOYZuy1hlpZBve7oMFIypDc2E09kVu0aDET0TPuhVnsixeb5fJcpZnIs1IutfiOd+F03WvG1wkEqeUl8NKC/D9KvRaAfvZ9wOpay5DeBm0OeGfYn2YMdUlHw2JYgUmSVeghwnYy0hpKx+A83z4UXVOmmopGAY1tvNy6R1zf77Tx6/tyrRO1kgXIcCir834XFGnw1hBgc7y8X4dpCx6g9YRbTMXwf/kadK6l0FsZDDOyk11QzohvDMBXr3vPl5mrugJT5gmKIlCvC17sy323vgkzGEqJ4LqeXGS3aLEH2HsDHN7g9RUmIGGeUPEpLHWxalSEAogiIVBASgM4r9YKT90nG2A3dWPbhb6ntUPUQuKYaSqchrQiOZ/RGCgKIaF1O8DKoqy2jxua6qqBlhndYipuvunrwBogA6QLXXTWEvQf20C8OoJa3QBvCbEKlldCgISdHbfCGeMw3aVsxGycgq5eF285qM4IJWbVwgLA7AlcLaow2Pu63aNM1dxTAyzeqr1x6xrNRXkj+xs6yMsIAm84z0FOPcuFiyo9dO3/zvutecEzO/XsclJvrEdmA+Ztwub2szAsM4ctO+LhEBiNgShCfvXqro7p0KIlYLWYE5tv+FrEWwUoZ5gYMBGgMnmmVM6gYQpKM3DXytoOx0CaVnkpw5Gttw9r0H3PUE/YctPXhOdsQRA9A7QGuBH7o4S1t+MdJOytBxyqGgU1OVxfEc1UTAIA8Rj9ajb0loFmzynI//ouTLV+vnMZ3ro33XicprI/IpJSq2L6Z7goQBowaQFiLlfocXRLDRgOJerGd4dyoy2OBz73f3wtkjXC8heAeAPQY4NoyCgSQv9Kjs7qGGqYiQGNNIqVHlgrRDcVaKSl0UuW2eiTqj7/9VSYC1f7/3lywa+kmQzSFPr8ORSXr+zr+bc4+tifHHAdO/U4w7D0Dj5fNrUPQk47KTuqKVaxmSRTSR9c+7fW0tVJa1lxKyr1pf25TOa8OctLbWhnjI8LWs+3xTa48rdejsFdjHhDsklbFwkmjrBwmdBdLZDcHINy439cxYPeHCNf6Uk6x7GfowiEXIx0yC3QOphnGkoo64vCeoVGUYC//iWgP3ho36/HYcL+dEM6uovzg3tmE+HpZpCtIyavMlVVwqp6yVMm/1CxSms4mcnGrknBmF7PmVlWxvYzjZ2RgmNzJViuU5LZOubhrHmiDi2OPMbf/NUYve5rsPJwhnMfMzj5KUZnlUAMjE8SBmc00mWNR16/gNe+60Mo+lZBrhDiJscaemtctjhlBmeZ/OS5eMG2ExuAynPPhRHD68LOTs3P/hBJQxlKElC3A5w6gZvP7uGRB7/uNl+lFkcJt8cD3gd4tSvb8s+/HrY01ChrjOcl9gQ5ZZ4IY2s/rsdBU66aF3eKadxU6rUTOdAWRw7mG78CeV+jc2MMNUhRLHRQ9CLEm4TuDUK6opF3CCc+OwAIWP+rGf7OqYfxX1ZehWhtBMoLmMUuOImgr603e7TGlM9quGBP02roud5j3KWKkkT6eEca+bkVbD5jAUUXWHic8PDbvw7P/NEP78m1uPr9X2dD7Abd1QJ6VCD5s0fAd58HjVM89ZoLyJaBj//gP8U3XXyJ/9xvP/lQ5f87BQOCwV6TsI5u1OxgGuA5BDGmG13b6MCSKEjr2YSs+riGpSZ51ntudSw7CjeokLTCcPWBQlN51e00dq0KVgtIN6L1L1tGNDDoXR5KZyIA0doQKu/AxAqUG+g0QboSYXS+g+7lMS78fAevwV9Hb21LvF22RKyhdBaDJ3sakcfV1SgWaQ1aWhRveDAo1edsVMrNGbS4AL5wGhxrFLFGthyj6ClkfYWsR1AZkC4B3auE8Td/NTr/90cAiDEEgBf/7Ftx8vMZ1Nig+9Sm1Cjn5YRglvtQ6wMJlxOBF3uIBkCybnDyz26AbqwB/R74rrNQq+uAUrjrA9dRLHXwqj9+M9a+J8E//NFfxesXBgfC+LbYOQ6GAZ4aGg6kHesELO/RKm/0SAfsRUVWm3rONnrbHUNl+0AByxjZh1P2CsLPbHi6KEdQ/yzs6u0Pc19xEEt+mo6prRE+9Bj85Zeh6AhxUeVAspGBMmcEARQGlBUgkrwuRwpYiXDpazROfrqPE5/dghrloHEGsrleyiHPoi3xA0klBbMCdTryd2b16JcWgSSGWeqBz6xAX1uT9434WkQScuaTy+BYgyMFjhSoYKiMEY1YyqCWCKc/kaH32Aa4F+PyW1+Ozuuu4LseXcYn/+UL8LTfecIbVzCDRyM5BkVAnIC6idzH9lhWX7iCogOc+ePr4C89KSpcTrLWeu+0OYA2Bnp9hHOPF/il//ZN+D8//8id+ion0OaAd4bbY4C3E7FAQKCy+ZbSqM3QVw7Kj0LDR7rMy4oRDtnZc4Sfg2OqlB3Z43ElReyqf2vGd9vewAcFdcGU27bfHXi/rad8ZKBPrCB78TPBGoCtyKOCocYF2NbsUpYJmZEIKpXnVg1zRAMDMgob9xKWH1ZQxnj2M40K8GIXtDUsd+YqMgrxiOnECsgtxmOZ9miUgZBJa8Iss6HqAmy12Wl1HXrNakMnMUy/i+xsH1QAVBCWvjiC/sJTMmctLQBqCat/chb/46lzOPuJLfDqzbLXuVtMOkOqtRxvXgBKIT3dh4kJK1/MgKeuwKsG5jmgekCvC2Q5eDQWDz3SoLxA/vAX9/lba7GfuH0ecN1YTpn8fWcS5rKstmnbsOwIgFpakk3SFJznMo7WMlY6Q8TDIfCC60Z3YtNamLrJ4FaMd70murqhrHBvVynSNIN2Jz3K3SwEWk/4UIG/7sXIAVBmoMcM7skiNhpZJrNDpIFxKgbKGNBgBJVm6GYFLvzRMsYrCnpUe1YiDdNPoLIcNBpP5HR5nII6CRBHYEUgmxOm1GpEj2XO8PeSKazBdPclA2kGNRwh1gTdiaAfuQRkaXnvrm3i1KfGWHwyQvdqiuhTXxJvPLwGwXFRFInxBYA4gkkUFp7K0P3iKmhxERiNZPEAgJMY2V3LiK9sAleHwGAIgvRiP2jYHynK1gPeG4S1s3Fkw7coJ96gzq6eSwVQKfGRz5flAtTvAXEEYgYPRuDBwBfakysP2gtPz4WOw+5H/q1ACKR+/NPqXG+nxF29WxQgx38niVi7rf8NUxKtET5UUBmjO8gQ3xhBr21JeLbf9eFeypSElm3uloZjQCl0ro/RuQZQaICJJJSsCWa5J1P12ob1ZoPGL4MRqNsRjshoDLZKV+R6cWtdXQQzl0bZVVZEEdTNTShnsA0DynjmdLw2hsoNki9eRVEX6gjmA7WyBPO0s1CjHKYbgWMNlRnE6yk4icHdGJQvgNY25VAUQHlZMsWD4WT3uQMCwwSz10pYezzeQcJtrAMOvN9pRqcoUO/X68uCAOm5G4R6pQwoAiVxpak2dTuisZwXwHhcykSSkuPYLgw993nV65SnfVZXCFqNJVL7jSaDtx/GdycGsX7+83rC0+o35zk29/kWtw3mG14iXicDlBv0P3tVlKlCjzDNwCeXpTDSGOnba8PMKApQXiC6OZRGC3FURslsm0HnRXO/A5UX4ulmOXgwArIU5uaazBdxXHqmbKAWF4BOx6rUNdwfeS5NUpRVyxqnUlvct73MjRFFuygCCkZ8dQvm6rVKJzgPNlD9PnDuNGhcyHkWDNaMvKehxhpRVkg+3Bn+nixM1CgT45tmQFG0UphHBLfPA2aGZ5MbBqOoqM3UDa//mNVbBmANuM3TGgZiLXrRtjzg+svvwolPbkDfWJcHIig7gMlLT5hQ7qsSrroFdu6Mz9XPjQuU/YAB8Hg87aN7g9D43gmPtwnBomz2NgHCazxnnfjM8VrcFjjj6/9OrTGxHYiYWcLNaQbKbA9fIpCB5D0L+57rdlQY8Y6ZhbA1SsWjNQysLML0u6CigOl2JPS8tgEMR8IryYeVyJXZGkIZIULBEThtQxhoDYzHQU9zBnMui/qBLU3qJECnA1IKenUD5up1MdRujnJwkbqTK+A0kylIa/HcOxFMIjlvGqZyboUoc1FelIIj124CWQYzGt3Gb29nMPsQgm6lKPcKpphsFBQn0z2e0COq5XxFH5qkb2cS44lvOY8/+5F/ii/7wHfj2W/rgDYHlgUpDzklsW0IUWAmSWq3RnimV2aPPzQ2WntlnX0zC/WQ80ExviHqikOzjvFWjr0NVd8RRM+4F7w2gulJqJfSvAzp1hZUFRIVULKaAWlakuVlpCsvfBgZqRXaKApgawvU74EWF4COsIxJBcbQcS6MI2cWMMMRyBI23XbUjcVbTjOJXjkCl/PKlfJ8E7W8BCgFc+UaOLVNVRocCb3cE299LMfNSxK5y/viYRQLMUyiQYYRP7lqDTmJ8R2n4K0tmP1erLe4rbjjZUicpVDdri0DCEJSWgtRQSl5EOskJaNAiwvIz61ApQXyHvAfN5fxVfd+CZ97+XNx9vcvARuSQ3HND8gYMFA1wk3GNpyom4zY1JOZMsHXvLxpSln7CnMQC5JrqIul7KXRbI3vncFoDBqNoa2gBdiGlkMUhRg6x+twdbu2dIjiyHI6bNQozSTClaWlYSwKH/HizS3wOIVa6ANRBLO5Ve7LPXuKQDY1BA7CyHHsqyiwsVE1vAHvwJM8k7jcZzrZ0SxMO9HiYikIEkcwnRisCUVPQQ8Nos0M+to6+Oa6LA7iSAhkwzF4Y0teO+D3sWEFs8dlQ3s93kHCHTfAAGBGI1CcWGaxLlepAeqkJtIKvLkFvZWiWOrgaf91Ez999Tvx0f/3LwI/9d/wgl94K57xrmGlrZgjWchYMwzSrLKp7YxwEwIvjxTJwsJB7dPN1RSuvR3Yzb6amjH4sPkO87bTaoebPh8aelKHY5FyiBDddcFfd1eZMNHwIM9Lw2U7EnmooISwMKDIluYUBagobM2/KXPBCJjGozGKNAUlSelF1xe+1hN24MIAxVgWAFleVlM4olZ9XogjCSMPhjAbG5PES639Yp86HXA3kfB5R8vfzDBaoXMtRfLEahkmjyK/wAAAXluXlqyt93vkcCAMMCCeMADxhhE8SMZMiGmwfXBJKeDSVWhzGqab4NTHB/iKB9+KtecVOPclA3QlN+NX3qQ8tR/A5KS/G5b0DjoslbXOyp/bvuGAr5Tnwk7OITTUE1KX24S0XT5a6dYI7yF4oQfaHPhn2aWDAGvsstSLY8hrVV6Ih/s+rfH1v6fBGcKiEM8WKHOydWJUDaQVKJGSJcp0qRvt1LVcqFpruV8sIaqe1mLLwnZa9Wp5CQwIgSyOpO45KxA/dVOIXS7KRwoUWZlMJQIiKAqYjY0ZV/rgoACh2GPpyL0e7yDhwBjgCpSSS24ZkLMMI6cZ8Pgl6JVlqH4Xd/32Bu56vw1bayl34kjyKghWkI29fafUG3vDWZOanMCMiT8UGgFQeeBaNJSK7cqT3gUxK0RrfPcM6iXPh4kU9HBceqsWzFwa3zqa5FyZpbzQCVPMwhQyp/+/3q2sjjgWVnSei4dbe6aFPGUJYHkOHo+bz8PvlqF6MbL7ziO6uiGfY0sgvb4eROWMdQ4M2BG2tAIrjeL6jdnH3OLQ4mAaYKD0WqdMpmxYWgDavzlNoS+c8wQJGAPeGkoY6cQyXDG95G4U2BX/B5KW5b5roiFuFWyEhT23vrN9eH04Kmg7OJdE5lFGLbdebXxxC8Z3nv0ehejAAQZ91QtRxHKvq4UeaH2z9HydwtMUozV1geuiRe79ejh5XvW5JjEfByVkTQBiZLX2XZV8XtrWC3OagUfjuXTm6a5zGJ/qAAxZSGiF+IkbXv7Sebn+migFiiKwir22/WFBmwPeGQ6uAQ7yOr78CM0PKCkCZznMjZvla04HuihEOUapkkEYjuHZwWbCCHvDWc9d1bsrbQdSMgG5SSjPJY91J8hYBxHhpHg76pIbtcVbo7wX0KdPwQTPhFnoQm8Ng968kJysXSTLRuX33xiZsmDm8jndRq0uXERPjaDVpWeTRMLKgAh0sBWbdQtpy90wwxHMaDzX80uKgGs3sPBwjPTcIkxE6D66KqxmZ3xtnTHFkW2LaOcjw8ivXtl2Hy0OLw6mATYGYVOFJtRDukQsOqlW55UdK1IJWYuVqqy6Xd9e3zDBjQnY2mNd9gFVattQeDBw+bd9wNkRR1R1/4BdKMyhlHkocFC9y1mLpNt4vPrkSdDyIvJHH7tt+7ydUN2uGDB7TYkZiBSQxODBEJRl8lw7vXdnhENjPA+2M6zhNrMQGt84Aln+CUXalhkFD6ZlcfPWwC+e59F8Z8MwwxHwhUcRPxqVtcNBXhtxVCpy5Tl4nMrcl02yqg86pLBrr3PARxcHzgB7w+seLt/DfpLkQMqUOR1nLEMjEDzYIitXlY10RrhuNB3LGlqXnrjd/+wcsKoY8fr/9W5JIFHmic6cRv74Ezu5TAcPIWv5dhrhWfubRczar+Oss8+d96Q1zOYWVBRJbeyGbU9n2+KZm2uHhmjTBH3yZOX5ImZQIflOdqQiS7wCKR+KDq8XEYFD5rB9Nl34moiESDkvdkCq9KFnl3JqyDXzaFzmoLeJyjUejpO2VATq9UCW5U2dDrjXARkGDUUDmvMc5ub63Md/UNCGoHeGA3dm4nFaoxiIV1S6HTnDCZTh4/Ah8KFrKSEQDdgy/+o+x0E+SWQtySvgUJIE3rSpbn8rucr6+docjz579pbHOhJwi6imH/d+uO12CIlZt2NhUK8h52Dhxga8sSE5viQBM4MX+zAnF0UsJk5EmOaQQS0tTaYRDIO1Pf+bokSFLBUjNhx6VnFlsayUr6+dCO8qxzwOnvtbhZs7gHKecfeU1vJsWq4GEck8EhrqhrlpGlyLQ+dJA5B5SmsheyklC5UoAhQd6sVYi/lxMD1goBZ6tnkZaihR8B80AJQY2ljq6CiKyklQa2A4nPgMGyXha4XyAeEg9G2mGF85oMbxqi/NmPQVWQ3ZAo9+z/14+n9YRvHZL0zf/qhgVmvJ7VCXDp21j6b3b0VudK8wGMJsDXwNKyeRqCkNRWLQqcOxbY930DFBFDL2WTUsKk5Z6lWdym1MSW4EyjSPrYCokPKASiRBZGx32Vxlyn3GeS7G1RMug/JH57Fb8pUcDgFdWSxxmoJqgdKJ596RMDulEWcXWcsL6QJFBBhzqFnPbT/gneFAnZmrAW5EKCXXJOJPskKmfg/U7UpOZV5viYWsxc5LIqkVDB9A53X75hDTQmHeOzbVFbZ/uzwPIlH1YWPw9P945fAa33lFP0JPtr69k6Cc9bMTzNp+v73h+jFb8pD77isM+Ks3oK9vgJf60KdPSh1qaNCarlmA6J6nVf7/7ScfQvoXv3rPTmU76BMr5T+Ws8EdjWy5g/GZHtLTokblF7YOrplCiMBDJCtyAQSLcrvNRDRrXjQ9s+41Y+R5LETikvOiDEN7zfZUQsYuQma/K9XpyP9JAookz6u6HflJYvF+nba0O09YI84GnGWgkVW8OsA6z4cBeZ7jx3/8x3Hfffeh1+vhmc98Jn7yJ38SJuAYMDPe9ra34eLFi+j1enjlK1+JT3ziE5VxxuMxfuAHfgBnzpzBwsICXv/61+Pxxx/f8+M9UAa4EYZLAlRo3BzcTT2hnGXKn3kn3FmF/kFIvDF3XN159TOVYWxeKxbZO2gt0npXrm9/fLeCbSbyfcd2kp8Hkby1D5Dc3hp4OASPxzAbGygef0qE9u0kzTVZ1gpjW2mofh/65Eno8+ek/O7sWej7n4nffvIhPPM/vAW9x9YRPe1uRBfO7+u56DOn5Q/D4EA5Kl1JkPc1xic0xidLcpMvEXTiOHWP2MLJ0FIUiZGr8zrqaap5UQ85hyQsrcXwjkbyPGapbOu4JXkOZFLGSJ1O1Xt35xaGmN2PfcZ9ztuRrFxUDpDmDsMheGtwqL1fAGAQzB7/8A5IXT/7sz+LX/qlX8I73/lOfOpTn8Lb3/52/KN/9I/wC7/wC36bt7/97XjHO96Bd77znfjIRz6CCxcu4DWveQ02grD/Aw88gPe85z1497vfjQ9+8IPY3NzE6173OhRzlJ3tBAcmBK0WFgCevNRsGuoFgzASEYEW+1LbOxiiWL1ZbjetKN+NYd9zYWOyKjms4Fe/LiftS5Eca3qi0L8W2gwIWPX9UmzD44rKon7D0MvLwN3nceOlp7Hy63/YfKF2g/0stdmtUT/Mxnc38pj2fpPQap32XqC4dm2+sTw5sQAcSbYogKspvuUb/hc8r3gS6T2nkQxG4CwryVGGUazvHalHnz9XqkMFGsVcGOix/GSLCdIlBXNiCSrPpY9tfQKrSbGK9KNoQpOtw/Xj2xwxK5tqsvbLjznreZ8F1yLV2Nx1IRe2wgEx7Otzy/SUFecJIx11NncwLzAzyDkTjuRpS6o4HbUtBvcAH/7wh/GX/tJfwrd8y7cAAJ7xjGfg3/7bf4uPfvSjAOQ7+Pmf/3n82I/9GL7t274NAPCrv/qrOH/+PH7jN34Db3nLW7C2toZf+ZVfwa/92q/h1a9+NQDg13/913HPPffgd37nd/BN3/RNe3a8B98DDlGpv7Uh526nFES3xez+xz68joFcwbTwsA1Hw3vCwcrcrbwbj63Gbg7/DlfbbMoyqzAsBYCWFjG6ZwXJ5j6JdNwOD7ge9p8Vdj6sqNcQzwHSGiqJqwS+eX9q+/X3dZ77mnLOcvC1GzDXbiB59Bp49abvEuS8U33+nHjOJ08iuu/puz59ff6ceIlpJs+H80oBYDxGcnkDepABDBgNjC8sSDcj17fbGlCKI1An8V5u5fnSUr4EF951+umOHFV7dgB4MqVwP3boHW8jBEP9njDWtS4NdZ5LTXOW+YUEM5ffi732fj4Jw6C23pfcee42rH7A4HLAe/0zL77hG74Bv/u7v4vPfvazAIA/+7M/wwc/+EF88zd/MwDgkUcewaVLl/Da177Wf6bT6eAVr3gFPvShDwEAPvaxjyHLsso2Fy9exAtf+EK/zV7hwHjAABqJMxRHk11GbL9O0sIaJKJqXu0WmiVMCKqzLXXSEj4jY8RDNgpAMZXUUfF+a/qz7Dx9J7WZ5fbBNuh95jJ4NN597dus0pv9ELkIx20SuKjjsBvfOuYsZ+IwrXGr16AIunmpMifqUi3FlavwTQTCid+17FME7u6ObR3d8zRhMbvwrCk9YLZlRVQYFP0Y2QLBJMDWXQm6X7TVBZ1EQrgAQHIcNM6EHQ7I8xRFoG4H2cVTGFzsYuVPL4PX1kVO1m1j8mqdroN9TlGYstmCi5ZZQz6tiQORBnNe5plJAUqOGXEkkppRBJhCOCZFAeNqnl2bQotyHil83bDPg2sNQgpG4hcTLet5e6zXIjidTgcddy9Z/N2/+3extraG5z73udBaoygK/NRP/RT+6l/9qwCAS5cuAQDOn6+mZ86fP49HH33Ub5MkCU6ePDmxjfv8XuFAGGC1tNRciB+UBKAeujIM6dht82qDwfxydLNQqxUW2P6l/rAIDJ4Q8qgOw6UBL6qveRJJntuQV1H2SG061x0dP5deZ2iE98v41v+/0wzj24WdsKmZAZi9+Q7YRXPspG6Ufw58ZKUoRMGpCHKYYe7UMGg43nHziejp90jjAJeKQZUgJeI1CjQYIdrsYfEJhc2LMVgD3O9AjTNwr4P8RB+mE0EPUqjNMbhnF7YDqVKgbgdmaQGf/36Nh1/9zwAA3/Ly14OHI//MiCcdLGy96I0pG66EBhvwJT9+8evgxgzPwy3ukxi80AMiDUozMbxxBFYknu+cHYrYSC9y92wyALUo/YqLJ56c+zs46DBMMLy3c4Ab75577qm8/hM/8RN429veVnnt3/27f4df//Vfx2/8xm/gBS94AR566CE88MADuHjxIr77u7/bb0e1ZzdsFDIN82yzUxwIA2w2NiQHDDROaqS1XWUHCji27Ah57iUnJ0oXgEkjNK0EZrvX2Ih+dBhKJgXS5fvVzRvC3v6EXQF/kM9zXsxwKB7xXmC/jOE04zvvZ4+KF7yT89iHc3ZiNBVt8kozgwLEVtzCL5AUuEhB4xT5X3gJot/92Fz7iu57ujQ1STPbl1c6F3lFKwBqoQ9e7AOjFPqpG+g/YdC5cRZrz17A5rNXAF5B1ieMVxRUwejc7ODEQ2MxSP2ueJhZ5p+Fi/85Bl5tT6uTgLJcFhZ5LmHmopjkiNSNsj1nAGIw+z35222TpZXtwwmWIo3iwknkyx0kV7bEEBP5doUoipIbshPYibw4ewL65ubOPnvAUUCh2OPMphvvsccew/Lysn+97v0CwI/8yI/g7/29v4fv+I7vAAC86EUvwqOPPoqf/umfxnd/93fjwoULAMTLveuuu/znrly54r3iCxcuIE1TrK6uVrzgK1eu4OUvf/mentuByQGbra3pbzp2IVB9qJTVhHU9f5vya/Vx5kEDc9kb1FA3OhDwqBvbilBIDVyYkljiyp+Uqgq+7wX2q9PSTieceh688t4x8Zj3Ew18hvItLj1GwN9jnEmOdvwtX43ilV+Jje/4Wvz2kw/ht598aPp+khjoJJX7Hy6Pe+EssmfdheLUooS3bZmRfuwKlr+whXizgE4NujcKLD+WI95kEEOM0TgF5YV4nFaSkYxB70qK//m73oxvfuVfAY1ToJNILnZ5CbS8CLW85IlSE0IaDdeH87ystXbPWl0X3j23isALPaSne2C7aCRndIdjWYg4j98tKmseki9dDKsm7PdAS4sw/Rj5I49Ov94tKlheXq78NBngwWAAVSP2aa19GdJ9992HCxcu4P3vf79/P01TfOADH/DG9aUvfSniOK5s89RTT+HjH//4nhvgA+EBVzAlh0g2bBNO4o5ohdDbnMc4zDJMTWVD4eGFoWVIeYHTmPYa0vW2hWFnpVlIszI/davY7zaH24Vg3YQYR1BLiyiCRhkT47TYGYJFqLvP/L2ltQjLuJSGY/gC4HFaKjmlGfQwB0cx9CBD56bGc//F9yN75ghPf7VC/DulZxw97W5RaRqn4vm570xr0NIiirMryBdi5H0NlWrorcRHcXicQn/ucWitSgO3tIDkrhMoem5RzSJGQQT0ul66MtoYQ2URzErfGsAClOZAYUBbQ9n/wgKwtSXPoKKyvjjUeHeNWawRpqIAul0QcpiikCYM4SLGCuSYlT5MTNAFw3RiqMcviUqVDXGrhb7koSciQqVMpf9fB+VXSsGcXgb9wUO7vgUOKvYzBD0PvvVbvxU/9VM/hXvvvRcveMEL8Kd/+qd4xzvegb/xN/4GALEjDzzwAB588EHcf//9uP/++/Hggw+i3+/jjW98IwBgZWUFb37zm/FDP/RDOH36NE6dOoUf/uEfxote9CLPit4rHDwD3ATHnAT8gwRAHrCQkDINtUL+Oir6zU0fb9ShpjJ/WzlW2l493OaFw5A5j8YI90JxYhcXu8gH1/sa30kjF2hiz9O67VDDlRs5UZHbCK+N3nSJi6IkMtpoESuFaM3mXA1DjwosPRJBfb6LaDiE+vLnwvz5p+UzWoEKAwxHMo57Hk6uIDu7DCiCygyS1QJUGHCsQbnt3dtQU09FAb3Uh8o0aDDyClhgBjKWfDASK2BByE50AQb0KEc0TMUTdSQqReIV57kIfgDyt30GzGBQkrJsYxSCLAyQ577pCjL2IhtIYlAcg7ICKmMwAcViApXE4E0bqXOebBR5fWjnJFDogblmE9bwEhFoeQm5u7Yt9hS/8Au/gH/wD/4B3vrWt+LKlSu4ePEi3vKWt+Af/sN/6Lf50R/9UQyHQ7z1rW/F6uoqXvayl+F973sflpaW/DY/93M/hyiK8IY3vAHD4RCvetWr8K53vQt6j9nqxHMmMF6jvn1Pd9wEVwscys4BKIvYgQphyWHHvWSDukzAhoo8O7LBqNb1Yl3IuZ5jYgOK4kkPeNphzKEhu20D8mlQ+vYZ4Cb2c5MH3nQ8RyknTATV6fgSlP3el/yeL9Ixca9pDX3yBPJnnIeJZIxsJUa0VSDaGINyA0pzMZCANAgYp9XFxZlT4F4i5TS5sW31FDiOoLaGQqoajoS84jxga5DVyRPg5QXg6mo1fE5KuhF1O+A4kvr+JAIKhllMoEY51PV1IZw5Vve062CkwsBFlZxQCDntavcdae23oygC9Xsydp7D3HsXslNdRBsp9Ge/VLZSBEC9rmh6bw187bI/Hl8rHNzbcQScP4P03CL0f/+Tub63neL95jf3ZdztsL6+jpWVFfytD/5ldBbjPR17vJnhnd/wHqytrVVywEcBB8sDVmXICEDQG5P9SpKiaML4eSLKvMa3Aa6MibQS5qNlN86V260b4lmYUvI0bbtwhb0jmKJqhPcT9VrVaXm4cNu9yP0eJONtF3VczLf4umW461wzXpPbmcrr/tkxDLO+AVYXAE2Ibo6gcgN9Y8sSraxHqrWQr1z4WlniY5qC1jdBg6iaMnFErTQT45PEUJ2ONYBlNQGvbwBOdcqfkr1uSQyyES+MDWhD5gB10xKgwufBLc5d5MG1MHXh7k5HxlEknnEIL0PJkstWUmNcXDiJfKmDdCWCyhnRoEB0bQMmLHsiEqMdRYDPRRYAtEQMFvrS87cwUrbU6yG75wzypRjx+z66/ffb4ljgQBngRsPr4MI4zFIbnOWTxiWc1GdNzGEXE/cQ+pByUMYwBTKJbWNoKrurhbhn9SrdD4N5uwxVuJ/wHPfDEz+g5K07Gmafq5lFUGaX5YgvrQlxSimoYQasbUj9cD4uSUbhokkrILORotEYUEFIWpHUzdo8s3i92gvlUF4ARha3PE4lpzztMPNcamttkwZnnCm3z1LtGWW7KHAgIsntamuQOWBHm1yOyeWKFQGnTmD9y89icFZheIHAihFvEi780RDJw1fLOmXX4jQuRUK41wFtDWFuDkBaI3vB0/HU38lwdmkTX/zCeZx8SKN/zQAMLDx2tNWuCiYUe5wD3uvxDhIOlAEubq6VYeg66mFOm2v15Umztg9fazJ8TaULlc/Nx94NDa33lN1K3NZu7ga79oLvBCqLoDBK0JCHd17LThYIE4pjU/ZxuxDeU7cj2rBTOPKfJyQF96ciIM2gtsagceaVs6AsaSnLbMP4pCQyZeQFPbgohIXsjBisaIUzbilKoRmSulkubOjXec0u6hWW89hQLkPu/XAxHkaqRHhEKiTIyILYvc9g8HgcGGJd8ZCltzCJcAdJ7XK8WaAbEVQOsALiLYNobQxzc81eS3vvxTEokR9zehnFQgLdjaGIYNbWEX/6McS/+xz83A//S/yLE/8TPvCFl2IAhXN/tA7+06rof4vjjQNlgD2aFJbq7+0kzBdM+I15VzeBhKIaTj2nocRoKly9pZsk4rIdotOX9WhgRnPD/v0phKH3eQ2NKW6v9wtMLlaajJKLHsxLMJu3dvt2os5TuB1h5zq2IRf6zRxBqw7D4OHQ973lcSqsXieyYQ0lGQYHBoxZSv9CboaU0cliiiypisfjMlzsvq+w4Ykt26EkEaMIKiUhmWSb0bgxn1rxgF2ZYhwDHHjkhoE46CEM+PC0J07ZlqXc7yJez9C5PkJ6qouio5CspqBMyqPg9JtJlb+tN2xiBerG4LMnoCMNFAYX//OjeMv6A9h4OkFpoOjRsTC+d5oFfdhw4Ayw2doSL9j1B3UqPk7qTamy7hfO69TNIhxAZWLynYjc6jn8jFHVBz0kVgWkKy960DT5GQa6CUgHBhiQSWTiuNTE3+Ekyabqubj3RZ1rByHdg2B8m45hu+OaNaZjVdcbY9yBUHsl2nEnMfW8neiL8ouFijEuCikBMqZcELEpxW0c6dExe53alnseXD286+9bGKCrS+nGwpGfuCIB6QmPYGEj91wr0sI+fywqBWzzqva4Zp2785YrEpVOUtIhqPWlTkfqmgdln3DTiVAkCnmXkADgWEN1O5K/Dha/lMTgfhecRKCCLftbwawsgIYpKM1w5r8+ivhr78H60zUu/NzeaggfVDArmD3u38tHuB/wgTPAQCnKQVEE6vXKN+o1stuFd+vhSi8eEMvkEKroOMnIsBgfKMPcbv/T4CaipGQAUhzDbA2qSjk19nV1QVA1thUEHjmgD15JT5PnPo+RnZZuCIxsNUow42G8XSHocD+mAENPf/+AQe41eWZIK1+6E8pLlr+t8Xa8iJqm+dR0jgtRO5ayN9oNBlSRvF4UQmYi+3n3PNYFeELUeRhO5lWL4feNGYBSbc5pu0eS3w6Nb7Q+gkkiRF0NMkrC2iGnARCxkH4PZknmJRrlUJGCSSKMznVw6WUad324wMLnV4E4wuKXBlj4j/9j2tfR4pjjQBpgB85zKPuATZvSRAoPIrkXCK9XN1I+5+W6rrDTXHafCSeTkFQCbGN4A1a0zUNtfe2zQD94BZv/7i6cf99jMFev2fpAKsU63Mdj0ZtFmoERSNvVDQ0pqF5XShmKApxmd659WVPZ0U4Mr/tcmMOtSXzKn1xGAWqscx8hAOZnwO8XnOd4QIlhFYQNRQC579z1tcaQQ+JTuNBzC9Q6jLTwJBN4ze51p0hnjfA0LV0zHIEKI72Dw+/bCu14lTiHiQgUeyNLvR4wHJZ60VEE5GTvW/LfE4/GEuHqdCRkTuLJxzdH0IltO8gsRreTgOMI3EnAkQJr60XnBkwEjhSKhKBHBNaA6SfQ1zfAHzlexrcAodhB/955xzyqONAGGACK9XXpkwuUIegiDJW5P6eEoBF4miTerwwc1uvp5pyyC3HW2dVh/s+p3LjWiOdO4wO//Muy7QuBlyy8FXf/Zi4lHzYU5/frJquR8TkpdsY57EEMWWig1y1X9HEG3Mn+oRUjHEyYO9JHbijf2kFud8c58f3GQTmOOmqtMD2zuJBrR4qAcdm2EEA1PUO1RWpTjSsgoWVbC9zUbcj32gbK0qHw4zZVQ50EyIOSIpcTDoVO7PGTy/86Elgcy76CGmEiknIhdzmI5Dx9VMymgIwBDKT+uWAUCwlYa5jTy2Jww+nFp0gIKitQaEL3eo67fy8Toxxr5F/80o6/qhbHCwfeAAOwD6GqMiWt2EUjuWQKXENsBmzOqybZVwujNhr10BhrLQQS2PxTFAHMePa/+X58/jt/EQCw8FQBzi1blLkMezv5TJNXFbCIoZYXreA9QcUxOMtAva6swJlBeTHVk9h31Alxuza+HHjB223bFH48QIb3TqBOVNxu85oWsTOeRFSy7LO8Ynjr0RpvhEPDG6ZrAuNeN7zlNg3Hq1QpXTka24VyBJ9WMgwuJK9LUVTmcN18kKay+LWEKljDzAj4F9ZQk1JSZ0zk65L9dSwMyG7PsZy36UXQ62MQlDfCxCyXvfYdRJsp9FYKjjXMQ5+c9XUcWYj0+F6TsPZ0uAOFQ2GA3UrX9x1lR5IKZChnlICEMn3O4NaNq3jS87JyXUmHrXl0K/WiAA1GeNZ/3MI3fugt6KxmOPG5xyRUHNQy1g6umhdO4oD9qUAnEmBpQYyvI9FsDSfHuZ2YIEbtwxPijUADCes4G95dQowpgvIfCrxHyQWTziV/mjdomdf/ntb8IGw6HxrfsJNZACIqP2PfM+OxdIlJYpt7NkBhw9iu1tfJOpLtxmSbTnCRyX6SWLqojceiVKUkSoVu17cbJDlIOQ7XgcxqUlNWQKUFTKxg+jHUIJPex7EGm9LwMolnbhINjhT0xgjmoc/M/8W0ONY4FAbYr3Rd2AyYnBQaHu7w/ZnknR0dTMBODtsJWsIIb25BPzLG8qUuMBqLHJ9bNISHFNYvO2av1hUZQyIS7dm1AogjqBUbis9y5I8/sTfns1OEUYK9MISzREnc+/7v1vBWMC+T3G8vKRuKI6goEqZyt1umO1wzA9vQYWJ3dcZ35e8aSxqYrK33UauAVFcnKDqVrvEYSouqFAqIeEZtX5X0jG54/nVNSa4oJDSdxELCql+jLAhbD0agJILKFRApcDeCGqSAKb1jGIA7GmqUgwwj72voT31u4rodJ5h9YEHv9XgHCYfCABfr61ALC2J8ff7JSlDO4QFPfX8nsogN6lkS/sqCFbys0ikuSqKHe6BteBoasoqfFlYNFgqsAKS2AXpRgOLhTCLLbcFeeqChnGLdCO82tH1ccCvXhAh06gR4oSfpEadIZfkOZAUqJsLH/vO170ptv4Cau046kIfk4VAkHV0noXAzy7tAFFVJk5bdLcQ8WxoViNg4jWciR8qyJLFhVjXohfW6Y4KJFdQ4B0dK8sAKYnRvbsg1TGIJP//3j893ji1aWBwKAwzYB8cZKKfi4yLGs7xfoEKcmolwYmnQ2K0oCsVRKbzR7Yh3blfQzCzqQZ2kzIlx0G1l2mHWyqnIqvxIXqsULthxA/C9xF7ve5akZ2t49wWUJChOLuHaS5dx+s83EV1J57qnQs+10l7Pe7zBMxOKZswy4g1tO/2/hQG2BqDFBX/fUxKDej2Rsjy5DE5iqJsb4OFQiFrMYKeD7lj24f1ljDSIyHPZBihZ7CoQ7SACxxrFQixD5EaaQgR5Xx6PgfEYRArm6tVtr99xgAHB7DFrea/HO0g4NAa4Es5y5RBU9t2cWoIETDe+9TrUGcL2lSYMpLzxrXjBwUTEo5HUIfZ74I1N37cYNKenTrbXq8tNKQLW1iXfdZDLXXYrhrEXBneHxKTjBHf/UhKDuh1wrJAtSO7SRVjcQtF/hkiEMipiJ0GdvNalRGVIugIma4ZRNeB+G6DKuK49g2zbIFK3I4TExT6wNRSvdm0DVBQw41QiRP2eO/ByjCiSxUJdeMedr1O28vu2C16tAAXkXTHSeqCsBxxEzewcUbTG16PVgt4ZDo8BduVCeylAUdcSnnibyu1ckT8gYTqtgDiRUqB6e0THth6NSiEBpxyU27DYtJaH4f+12mSGhMuICKrfv311wDsxbLsyvntgMOvs7KNuhOulcbPeB2Sx2u1IzpcZ0ZU13P3+sQ21mpKnUBfLqEu0BuQt12KQiIXJ72qMeRvD6w/RLmBnRa9cud5oLEYWKHkSaVrmbBf68lylmeg7u2NVSnI5jnAWoihKJrSVbfXENEvE0qlBthgBtlkFR3asNANphfzS5enH3qLFNjg0BpjHY6h+35YQcSOho1GNKXyvzjiepipV14xmAyJ7qbT2tbjU7YA3NhrDd66+19dE+qEsG3W7sHllsIZ6Wdj+yQ5WeWhPmzYcZE87RChbuZ8NEfbCsO/H4sCN2fB9+Vr1OLKMY6tQlWXA5pZ4mU5EpubFTnANphhSf/87wwzYZgpz5I+nnlPpaTslLk4zEetIYsupMLIHZtDSom0isVHdR5AC8p6u1RNglYDyQoiOmSVnxVZishuDrTiHiQmsCfrmZvn5vGiNbwNaEtbOcGgMMACYwUBUaywqOamw5V8tZFa+p6qfCzvEBMIA9ffh2KG2ZpI6CZi57JIyIUgghp7BsmIPBCtIWfEARaWu9DyoTSoUSQ4aNrzGW7fgDc9jaA+6R+muz34Z4b1ajOw1gc2hyeN197FTuLKGiFxLQT8UV1MoqBnfJsMbim4AvixI7mtj9aOpVJqzx1QZoghen5b+qZEseTiUxYPWsrhQpVE1i10oAOnFEyj6EShnqLRA8ug1myNm6xEz0O9JrbGR+l8uClChwd0Exck+il4EMJCeiKTh0toQHEdenvKOVSG0OFI4VAYYkBW9GYuxoUDdxj3EFZF+NBvp0IsVchOBpuW5EExGwcPuOh41hdB83bHLYdUmsFKFZ3b4bWIh4EhoZErjC0hjcOe1xAk4m95ntRHzlLNsF/K809hPzxc4oOcclvBQxXCRU4eqkJwsg94x8uvEQT9Ueb/TNK84iOq4ulrYrkqA3J9UFMLkbyoBnGKUZb/k9yNpl8m8MAEwrlxPa/DGJrDQg1nsIj2ZIF1U0BkjGigkruQozazHbBcb8bINWSsvqAMA6UqCbFEjW1AYnyAsfykHd2LxljWh+NzDk8fcAoAlYe21EEdLwjo4CPOejslY5mad0a2rV4UTk5JmDP2erNLTrJzIbIs1//A7+TzryQIAtAIbA2RpYz66UcDAqMr/O1XwcuF2gdQP82BQFZoPjmVXRngWgsWMLG5wsFjKdW/woBzX7QQzAFOGnG1PXq6Ly8SR5EvTTLxCh7r+uSP7aSFpUT03XNk1g9iAxza0HVsRDKWkNSHV8sIN/IdKOsnxHex79W0BlGVGkOeJNzahSAEnl0EFo7taoPelNdCNNVkEa5GpBHPZgCLLbWha+3phygvEGxmGZyMUCbD0eIF4o0DRj6E0gT929FsKtrh9OHQGeAKmqJIr6qIcIXnEyUZ2EnnIbf2jD50ZqRkMxT5Cg0pOTQcoc2aud+o8dY7BAmEn/WMrql2WHU0IRO+dpi2b8vzrJRa3AlfWEYIUdhZD32ccF6M7ixBnFeIojryoC4BKswQejct7tqh6tzI8lWIclmTFaTrBZQAgr1lP2jhCFClQDOvFilfMWQ5it8/gnnGRpqJG1OIZSlxNi2xbGWFurkFlKfCsU+g/9CWYrYHvXsSLfQkz54UY3k7iF66uJzCsHGe0OkDvagzWIk4yPhmhaxj0oT/b/vs55uB9KEPi1gM+2OAsBcU2hOQe6rC/L8rQGRGJ4Q31agMVnzDnVBH58GLwgXfs9j+t3KIpH2n/r3TymXly09nRoVc8odlbnrh97dYMlG9oES4eDjLb+Ch6xPPmoS272Je+WQMlXY94or+vR8h1CFjDpC1R0Rnh0Bgb6R1caqobm6MNuBp2HH88IYIFbIXH4TDLA24gS5rhCAufuSoVCICE18djMa7GsbWFxRyGuuvHFG9k+Pz/1sPD3/5LAIDn/MvvxzP+25Tr3aLFLnHk6GWkSzIIRREoSWSFa7sgcZ6DR2NwmPeyBBXpDmNK4xt6lI7wQara49TmnScPRPljqINdIwa3XeOJBN52wyTU5EGrEysSStvjJvHU6TSex4FEPV/tXjtK2G5BURTitVq5U3+/WbazM5hcTNEnd5Ge+rUMjK4wji3zvqEMjzMRzuGAnwDmSUKXX9hR9bmY6zrY87CfY2Pz2tdu+OP0dfppVj7PQZekygKVFBBpcC9B3o+88QWA977pH81/XMcYhmlffo4qjowBZse6dK3FiED9PtSpE9IpBSjb//myC/aGNVwJV4yjnRyc8DvOnfK1lDPDz874xrGoZtVQ6b7kQsjlm9W89jalG67XMfJysqufw62AkmS23GCL/ce8iwg2Xjdd/q1FaqaR1dz96tTdwvsT8Ea/YrCnGUxnmNPMNyyZKPVrACkqF46zSFozwEGHM+ep++vhQvIuShayqIPPcKSQL2o8693f58f9vqd/w46O47jClSHt9c9RxSFxa+aAKQCjAY2yROHEEjjSoHEKs75Zfah9rtSqVQ2GQGH7kTZ4j8w2E3H5GjjUf94GLr9UKmEpeLnJ+mTomNy+vymsmEAkHkX4maCBg+p1paTChdlroTxSBIbedT6Y03TSA95v1vFuMU3f+yCHy+fFHCVWnh8wpydZkTYNmhxQlgM68Fi1bhbpmHZLWc8UWov0Y9ibNyzvc79rRMUdGd66hGWeQ505BQxGYEvalOe3XGSASJ6ZTLShQSR1/d0ExUIMPTQ4+ycKz199K4oO41lnP98qXrXYcxwdAwzLcCarWBVHoI2tZnEK95Arss2/87Ju0clchtvVwE41qJ4nBhq9Bt9tBtzgDVdnMHLkF6C6gm84FtJavHs3ZprB90FtyEvv1mbyeDxTw7q6owNi6KYZ4sOO7chvMzp/kdblfWRbaFa4DGkalP+gXMgCPuxMYRgak4u9cNEHNmU/XgdNVW5GVO2TPVU3ep5mK44bkeXgtfVygU0kIhtUervMLLlq5/lqLUSxNIMa5lCRgk6BZA2gnLD1svvQ/b9aA7wd9iNkfJRD0EfHAFPJcpbGDSyeKtAsX0kKqtMBdTrgra0qo7hhWx+Wa5Lrq4ENg4jFG6/n2YwBxZHPkcnwJWmLtCq3D0kr0yahLANnWWUfFEVWXnCPvFRlvZ8wN94Er0h1QIxwHQf1uHaCeb7TKaIWFaIUUK3PdeSm8D4rDKBLwhbXyt1CTDfEtRp5porXzZYcRd0OSCsU65vl8ew0deKiQork2Q/IX5QTECcB78NxPGwJW0hMA8CaoDJG/4qBThnJRrazY2nRYg4cHQPMDMSRJ1iFdYuht1pRB1IkDMk4AYYj7xV4kfYwVOY8gZpgvUfdQLKp5J/8hGNFBMLyC39cgUdCNuTn0h8+DF0Lo084Q+H5QVdkO8WQ7jwMTXEkxJ0m41uXQdxvOcjbiYNmsHdzXRuMcWgcK89EWEHgyIh57X6rlOUFeeIpxMB5CIHU7Uhdfp6Xtebhse9EvtL9diFzWyrFWW5TO1aS03Y24izzIWg2BpTloMJAD3IwAck6gwzL//MdxbFG2w1pZzg6BhgAbw1Khicw1RNwoTXOcmA0lgnAdX6pb2ubMFAcSQG/1pI3CvOrDYxmthJ3hKxKYAonNaBx0gIwSVqxE1locEPFrUpJRSiKH+bpdmkYJ/LPdVRKfkz52kEwXlM0kmeioip1QARH5j2GWedbV5RqKAGaiaAMrWJ87WJvau7ZRXYK42uSQ+EP18WI00yqFmxpU/V+0/MzpH2KyZZLucV4UYgYR8B+JqXkqScldf5KQY1yaUHIAJihBxn4qKUyWhwIHCkDbEajUjBilsSjC03Z8BfSagi3Ev4yoiZEJhId6qIo64YD+Uv5GFc/az1Usnmoujh9ZUJpyrE6jxyYzE/XURQluaXYZw+0bgxmTU53uh53NxMn8+w860HHvIuOuriLsvXCYR7Xvl+2DixbgE7U0Qapj3otLzNVPuMlJo0qORhAedwugoOSKEZNNIRwoeoIiT46VBpiiYoF5VCeJS6LAko0eEH0oZkIUIAaZaA8WFC22BZtDnhnOFIGGIBvK1ZBWLDvZOesvB6DYUYB+7nJWzRKjPV4LA9vlk1617PCZVZdiABAx5KfCj5f0at2+TE3WYRG2DGo6/mxkBntX6pNov44d2FYpoWd6/BqXFMM7R6JguwJDoqHvh/YofGVX5PM+clhq1Ei0hq0sCDlb3ku/AZn7JyxbLiPw+YkgESuvPTllO8kzBtXpGKDcWDYetFxpbtTRTzHjeH+z3NJ/Sz0UJxZwvhUR3SgewSVM+IBIxoaUG4Qb39VW7TYEY6eAQaqD7HViqYkFq1XrUELfWlB5re3BJSgW9LERGRMVaYStdBdXSVqyvHUja//bG2CmVn6VlMAmsjLNfztX7OatzsC2/zxtKiC87imhqhns8pvG0hhVv/nI4G51bJU8CcFhni6TKpPaZhSZIaWFkTkIsvEAA4GpZwlIE5sRW1LlemVoBTQb1OrNw/HatSjri14K21A3WeN7UDmtN+18m0MYRjUSWAWe8j7MfK+AhWM5S+lYPscshZj3GJ7tB7wznA0DXAAT27Kc79yNptbM8t7mnJirg7YlflU4LrOUBCecxOatoSQGhu6aZKjYMKQAw283+aT25VR25URdvsDmolcO8lR3ilMcAJc5OCITK4zUwHTozT15iDT8sH+/rTNFbgogEiDBkMxblbYgoOQcpPnCqDMGxOVzyIgeVpXSmjPyUthzgPDUuoUjMEhuzlNqyV1toSPBmPgVA/daxmiLWE8U1aABmPRjy4K7GGn7SOL1gDvDEfeAAMoDZlbfadlp6CZkpD1iSrN4HR2RTFIyifU8hLM+obI/6F8uMm1PVSWYWlDeBPGN8yR1QhPnDVr5LKxObFQ2KPp+KcqH+2AER1OiO5Yd2q07oT3O8sgVXL1TWVqhyREPS0yMcf9XL68/QRXGl/727YxpOG4jAqFRtc1esDkIrJShhSWBQGlmp1T5HI17i58HGpRz/DUVRyBej3p+FRwZWFbWRBYzgiNU8Rro4pGNm2NQBs2Uha3AegWe48jb4A5z0FxEvQxrdYpNuZTnQRl3Xt1D78FdTuge+6CiTVoeQF05TrM5la5L1c7rLWQU5wMZv0YrXpRE5pCyp69WhSoyPdNDlw919rf8xoZb3zD0qYdsIM9e/t2GrSd5EEPE5SuirkYrrDqAUzkdespgG3ZxHVvOUx35GUFABfGLjrdm4zGGvlgAewNeFNjhjqSGNTt2q5ltg63Lok6i3uhlISYXQ7Y79c+xyp8TiX0zMSgNIfaGIIHw7J2utuZHL/FBFoPeGc48gYYgO2W1LcPHlUdxvqDW5PJo17XirnbiYYI+tRJoNsBxxFML5ZIZqyhlpeA9U0w2zpit2qnXB7wbge8Wat1rO87NKb1ELTLS2vs3HjsRtigDns8Kolh0gwzjTDVJv/9RBO5axpTexpDOFyMHGDGq15ZloiKzbvWmfWV603SmtDXxNqFJFHIkagxmQMjSVEkRjCKSjGOwaDidXu+gglC+q5NYVgV4KoJ3LFME3QxEuJ2fYgReKscfkd+H833FxdGnlvAjmVABj73S67ULFgYqPUBOI5AW0Mx+o7QSepA3xMtDi+OhQF2qKhFOSPoJoiagSKtpQtQr1eyJY01OFqDtYS01PoQla4xXvBDSiz8pJNlMGnD/u3flT7DNYQhvWAA+e3KOoIexn5M1Lyd3dYB2yiC/z8QC+FpwiTBPvfd+5277CYoQ5llhN37BzAMzWkqRjXMmzaAFElf4MSGTonATkrSeqrsDJEKDIyTbrR179TrgjsJvvi/nkO2wrj/ly/560LjTH6HqlaNBx2W9c0+bgC+QgFFIW0FXQQq+N58fnda+qUopGoh3L8yvgICWsv5hR55YUDDUXUMUkCkRKinxbaQ2NjeLlYO1hO4tzg+BnjekGToQVh9aOr3ywYMxoA3N4GhLsNolkXKofFr8Py8EH2gysW+QcMUOFJJoNDl5SpdKNCyU724iDuX/YBvuh6VE1ToCd/OUqOdeCUHzJDuFuxK4ZwX6e61+vft+AeuO5DPtQZ5UCeKYYlP9g2w1tKMgUiEagCc+XiOomPv00iL8bWSr368oJaXtBbjGNrHugjHLI6Cu79NXh0bqOZp3XF7jkL1e6a+XUA7acpYC5ky0uBcujaR+7xdnIhgiAuRF8Karof5W7TYAxwbA0y9LjAYgpIYZms4O3cEwPUIpnEKXl6EyvqSE3KrZ1MaQJkIq5J9AMrwXliWwTwpQbkd4hjkWikCpdJVOJkBYFNKVU4dexeGyAmQVK6Va0U3Sx3rdhq97fZVXxjUvGDSTmnpgEy0U64fF0VJ1POiFqjcd659ZqUPb93zrEVavDdcfRGuM9LSnzzp94ksF/GavCLLVgkP+/s+PA6338p9WcqlVsPn03gNYowZtYiWZWH7rl3Ww5XXNBgAxTF4ZVGOfzi2zRgMuEgl1O4iSc6Tt/wP0cS+DamUI4A2B7wzHAsDrF78PGAwBhVGyBTDkazMQyNcW41zIaICsOE4PrksWrWWCe0DI64EybZeE91kS9xIEtvtxVgd5+rKnxryu25SpW5HtrMTCxtTtlJD6cHUDeBUwlUT5jCS1Ol4Y+tLVULhj/rnD5LR3SFI6wZC0x0MQzft25b/kO/bq6C6HXt/1SIvQeeiCbZxEyfAsY8d+VBZ4+iIS8zCBnYpExsmBiA18u4eNwZIErinhELvNdaVcDeyLMghoyapKvuhbFKH2bX3DDuHuS5oUEE7TyOpIEoS8GIPpp9A3czK83Fd0Jx3Ht7bxi5AtJLnoEWLPcaxMMD5UgeqE0Gvb1bbo00jYAH2AbRsybwApZmsutNUQlZJLNto24PYlmVAa8lf2YmMOolsMxp5z4VRwAveh7lfdnljBg9HUJ1O2bPUSecFLNQ9CTPPMDCq2y1rpW2bOx8232Vv4TuK8DxrHhYXBSjRgSeM/Qvjz4NZeW02CMvdphLe6t/rlIiFz4M6D9KWzvlGHmxDynkOyjIgjsHLC1KCNBhW+v1WStYUoaIoUxTl+7ENj8MaaAoWCd6YJiKgE+WAqzUOWNaVtp2AD7UTiboVwnPJC9DqOvRAcrlhrTKM5XhoIXZRtyMSlYU890gz8LztOI85Wg94ZzgWBnh4oQMywPJjCmY83v4DDkrZfFcK3tyCWdsAFwWUUhLSdsQnW27EhanmqkjhsTc+C6MzjPv/z0fBKivzbV0hNZFW0r80JIwAQAGY4QgYouqtzBRToGaG9XaGxKmFxRGMbWDujW99LFIAH9LWbE2LjVoOm5JEQpxZDqc4Vio33WZPeNr+ODCMYUlNGP1wRCZMRksa0xNWLc4znHP24WIfTrahXwKAwsAs9KDSDIZtn+tOR8K83QRY2wRMIdvWw9BAyegn8satSenKnFkBxxpqYwTaHMDcXKvmrIFyoezC0ySGn8jIoqEoytBynos329Qj3MvQ2nMvjH+uK158i6loDfDOcDwM8GkxVoNvvQ8XfvtxmGs37ERS694SGDqpzYU82MORN74O1O2UYTEbfkaWiyflVvlaAQQsPSrjmKedgxpnwJOXZXuiUkfXH0Kt00wYEmvy2Ke0gdsx2FTOr/RGamVbqvSGDiUa2c8KFGmoe+/G6L5T6H3iSZm4I2Ebm7V1mOHw4LGibdi0UaLRhVTt343wjT5szXsUlY0RfO1uAl5eFMKTbduHRMLQamMLvLUF6iSg5SWwVlLGMxyDs1TuTxshIsPe63RVBRM551CxihlkClBWwHQimH4H1I2hOgnM5atT+xJX+RYGGI/lOXWExYA4VrkOYQMHNlL9YKVniYIqhRYt9hDHwgCzAvIe4cyfjwEiqDOnwKtr4mGi6rFWNJaLQozvzbWKfi2nKXg0Lokuijx3hxIJm7lw9D2/8TA4k/C1+sJ69UH2jEsO9j9FqENRaYxrJUtzEbnmMRyGK+VGFbZq7TodKmzDllYLfTz5N16Ee/7yI9A/npcTuFLghZ6EXYfD23Cg88MroaEkUPkOQw5hjWy9+Uf9O3TEQruIBLOU4XU7MElsmfgKWF0XZnRhJAytFHhT6mc5jqDWNkVn3TCYrZGt3582FM0Bmzk8Dv8ZJYtUYvhSJ7PUgxqvwFy/UR63Oy+tq5GAsErAh5stuTIKpr6w/JBsPjjLpEwpyHG32B6tB7wzHAsDTAVw1wc3oDdGpYxepwNKU+9BuknJ5ZWcYRTjWyUfsWHJfXWSMuyVBQ+okQbgyHKpvfRjljKY9TH9JOA7Ck1RLbKiBtUOScC2YeYmuDyjz+8GY7jWhzZPTVEcsLAPZo3sjkEKqtcFJTG27jX4v77st/DKle9BPByiuHETMAX0yZPiGQIH63zZCOnKNkaY6P1c37YOJzTjvDulgSytblMU4NEYSiuYE4tAHIEW++Cb6+DNTSFZ9bvAiSUZcnUdvCXSje5eYaDMA4dea61syf0OCWC0tICin3gDTbkB3ViDWVsPzkPVwtHBd+QJkqZi5Nk+r6rXtfty9zMBJJ46pWWaRbzxA/TdtzgyOBYGuH/VQG+OYRY6UIDUOALC6AxLDmANoyLfQHxaqJWSWJp7M0vOKTTAbDxZSsYRNjWnmfUuQiJJ0L+4KaRsXy9FO0zprbj3MSWvVzngbQxmQLJy4wFFWdJinWBP2IliCTMeVgTRDt4a4Fk/8hH8P/7h16M7/lNgZRnR+bPg4RA8HoPYHLywu2VDgxhUZz9Xtpu+MHPfpXh9lm1fZFUSlZGyJ9oKdJKtoeetgZTynD4hYeeNzWrTBMeILopSi7kuJengPF9AjG8nQX5uWY6TCTROgUvXULhuS04py0aX/DnZ0LGcn4YcaDU3jkJST2Y4ErESq/jlx7DPfsUzP4yypXcAzATeY491r8c7SDgeBvg9fwTz0heg6MVQGyPLzjQl47Ne0mOZyBMPXaixG0XgpQXQYCQTgjOugDCtPWu5mlutgLlqOEPjy7WHvy4QEg4za3XuSoW2E61gBrgAo5rrYscQdf8XonNDWoHzQ+oFOyERAGarbEvp/3Zs9oUFIM5EjemgIoxeNJTTTW5u7zfD9h4PaoVdR6NwUVgUsggBZBE5TsuIj+1xTYORL9drCtU6o+c6H3mEuuo6iAApgjm1hKIbgXIDnRXAletyHEE0wj9XYSMHJxnr6ubrwiOVBYJNJ6UpqOj4YyJto1YkBDyKo8OXdmlxKHAsDDAA6BubUBtyutzt2LIiq44zHleMmJ/MAoTCGZQkwNKCtCkDxIgnMTAuiR5+PFMLs1UGrZXCzFn+Mqtp+lRjPItRWx0gOL6SkAYEOTbXYzVsE3eIDLH36uvynoD/Tng08sZAPKTkYHnAIZwR1kDYrxeAOIB10Y2wphu6NFKFtN1DlpXGUWsQ8lLso17vWxTgm2ugXk+egxmRljoTumRwl/tCFAHLi8iXuyBmqNxIaDqOwU4O0hnf+vNSSMjbczPqDR9s7X29jzdgKw5QLq4pSUScI0V1Hy1mwoD2XIpyr8c7SDg2BpgHQ5lIOwm4Z1e7qWjZSki3Orm6TkONMDIpcDf24WyKIu8FN3uxjtDUMKZV3GmUppwitFHvksROmcp+plLPulsEnvcEOa0obn3824WGXrhezzrsjUx2cQVICQrnZY7QsdYP6kLD5YRhhTTsIsnM+o5ck4SQSe0842AR6Rad1OmUERW3W3vtnEc8yTC2qm0uytTwTLmQMnW7QKSRn16EScQL13kGyoMFwnb3XFGI3KtneDtBjnCBbV+zYW9mCeP7ZyjPRX3O5YFJoVhdnb3fFi12gWNjgCmOweMUFGnQ+pbk9xwb0tY4AjUDVyM4hU0TaJQCeZBfiiIfgpva7cgfjIRAK63cmtSxALAJjiE0hlb32W3v85lWMnJPjOOEsINBvfuM94IPunGqodLFx/WEja3nYxiICcgYnAbhZ1Jo7B18QMCF1N2yFYOZ8DibFpTuvmmq+Xb8gkLSKpSmFTU27wX7sVRFU7myb3e96wgYz6Pn3AU9yqHGOaIBQFkhxtctkhuObSJK46oFQhJh5WMB4ZIItLIMDIZyfiEJMcvAtgfwXFUGLQC0LOid4tgYYGip9XQato61zMwiguGNW0PuNdTZtat17nXE+2W2E4+Vu5una4qTpnREoJo32eTdVuCY0JUha8StaQg98FkGc4ZKmJBUACtqDdI4+EY4AEWRSH2OxmBrUF1elJLY5zqdAEVFfewgwy28TF7xNCf6AgOTnmjDPea/V8CHuWWBqZojOS6H7LoLAVUDPQumQPeL16VMaKEnQaaiABX2uOLaVNWQIpqGaSF4LgAajyeOkQ2D00wIm0kijVhazIWWhLUzHB8D7B4iZsnLugnCNRkIcmYVWCNMUSSsaLbt11bXJZydZqCFnpQcbQ1seFo1DOTGK0t/KIqrnnDgcQCoMHUnwtK1mmWPbUg4MwlZE2L8xnvrlU5LCEgzikAUoWzt6AhlB9dgcWFkoRQsfPykvDUALS2BtILZGgohx9XYHiRMkZ8MWexOGc1vF+osOxbxrPaApAAKyIjOCGe5JSaVfABYdTgejeVeaViMuX1X9mdr4QkAb2zJMTJD1+/FrCH/Htb8Ok+4CBZUdQRes/u+zdaw+l4Ak2aiH183/i1a7BGOzZ2VP3UJamHBh0wnQm7h3y7cFbT/kzytFc2IpDyDh1afNosnyivEc50SsrQTEDsheGewp4TMgn8mwuIT20zZlxxUMBlvp+UcdtZxDdmz3Neckp3ApXdsDBXHPqy/I+NbNyS7Jbs05dibFhsuV+rISTWGORcG2Njw94BJs2o64iChIT9fvkXV7ZzxtR5q2C3Jd9aqI7yvKteogK8iiMvynTD641MT9bIj20KwbA5hF21uQZfn4PVMJFGbtKvD+8STzYLn1Z27a9vpIjUhfOlewB5vAhupYshbD3hetCHoneHYGGAAZYgMqJYuhP8HHYhcyYNoPFuDpG0JSxSV43WSnZUGlRtV8rh+/3OwoKfmmbczYE7fuL7ZFK+YDUNpPdFSjl2YUymolWWgKGCMAVst6en7r+6HdL3saXpocWaYvaGV3qxzqr0Q5M1tnXal9KoQQtZBAjNAmFwc1IVdlJNFLQlHMKb05917Lm8bCla4QM4UA+V66U505jJGculh7W+QF+bgd0VEwyu9KWvArWhNnXjotgvZ7CFPgxSo2wF1EvDGZrXzWQBf0eB0rt3xFDNKB1u02EMcKwMsnX2s9xbLZOM1X0fVZgjOMFTCri7sZkPSUEryyVsDm1vOy+5B8x0QRMNSTxpUbyhrxjZYvYf/bwvaxoubYfjNeOw9GscWBQCCBvVin5+rG9PG3QTbbFu/PItM1uQxN7Tua0bDeYbhyUNSWuWNb7iInGF4JZddGkRvcFxON6wBNmXxBzeFf917eV7uM/SSnXdtWeQMlDrQTXDNDwBAoSyNavr+g3s1fN582D2OQP2e7eXbbEhJa98utCJV6a4duwhWW360E7Q54J3heBlgV8ifJPKQ9npApIGba+BaPomSWMgXdck+Y1fbxpT/AxNdkEhZUY1tFahsf9coDj5TMjtDlrOfEEJD2sRUnrKfWeV0jb1w3Uez3Oepw4g6F/IeWW+zUei+PlbtnNxrE8fvFyfuAGs63c7j2o2RnPl9HB7PR+4b27rPhpFLNSnlJRgZ8DXPXmDCKUIBFaMt2wSN7S2hahpJcGIBAJQ9hV3Zkes45RCUIzlOBTN73WUe59Vaene+gf51nYhYYTfbphJmc6vRgPvzcyVmBZdCHe4aJolnkpPWvktYixZ7iWNlgD20ku4tkZ24iupEr3pd0MICOFuTyc3Vh7IB2+2dOLyfBJK4VAvK86kcrGngXCQAp7KeAWugG4hZoW503TPcJuRbHkBg+CpEqpqRq4UMOc3AG5ugbneusF1jp6fqBqiQuaZht8bX7+fgk8W2RRhtsapUAOSedl5rGJJ2IioT45RCFhJ1KLt6eU92GuEPqNb3Os/b18UbUNJwz9Vrgu2ClnNZ7G0bHQn3j+p9xWkq+eiG/HFYSggjz3NFsCMwwpQktk9w2wlpXvA+5IBbD/gIwYeWO7Ho124NxbtzYdU4Ap06IR1dwjCaI0y58J3Nf/lG3qdPipjGleulZ+F3ur0XDAqUtkIpQMALK8ikyOUkV188AOUEYz1E7ym68axuMHU6Uo4TR+A0k3Z7tePxf88A5xnM5hZUZkt1tjlX58VUWjtOTO66etzhNo5QBMwmfM1REuVENzhND7Uhpk5HDJ4pwMPRxIJyAs7gNEVPGuRYJ3KwgdfrUxNEQGwjQsoqV7nKA+O6NQUII0uAjwTNKlvySmy+b2/DebKBSScXgv6Zqkm6VsiYFZKj9cqjYzdFtriNOH53lyspyAtkd51EtN6DGo9hxjYHrDUwTqvaznbCojiy4TVrxF1/0/EY2NzyK/gd14z6SUg8XJUoCY8HxBB2/VN1sIJXqsyboZwgw+YJdZRNFiKvcVt6SwGT2IUNmwxT3fPOclFcmjv3bSrbunx26MWQBsAN0QBFUL2uSAfWPe661zzNCJMsYPS5s9LtKj28TSXYsCwAFQF5oHXcYJxcXXPw4eo2zrDWldyCfLwXurAMZGm9qaFOncDWCy6g/+HPy2d6XdFlTjPZXsm+Q0EOn38GypSOOycE94MzjPXQ9+TFmFy4hWRKt6D2ZLTaeYZwHrklpqluF+Yga4IfEDD2fi17eJfG2+P4GWAAYAZtbEEt9lAsJIhOnQBdugIAIocHWB3YFCYswmcD1e+LES+ckHtWThB5Pkng2c4TC8pwnPfqGZxZJl62EfKYV+Fy3VqyYN/2+GSimszbNcIwMCW6Nq2MirSGOn1KBAo2NlCsb8qu82y+J4/NZJo1rH+mMpcHKwYRhhzJdpVqJNfMs39Xi2rY9q095CQbU8BsbHpP0tcsNxkoWzrWqIEdeL4enlzVkGtlIQ867za/6yTM/34N+c17EX3qS2DrBcMKzlSMYpindjyKptC475Ck/EJUhDHS6jkEXnoFLh8c7tcSzqgomhuu2PMKc9Iza6VbtLgFHDsDzGkG6kjokYpCGJej0vslrWDOnoBa3YTZ2PRGrcI4NSxek62HrIrb13c42/hKjrnmeQAwW0L6IK2AOAGdPgHcXLcaxTXPJZSp1A0TWX23IQklbI/YtFioveb1eI0R41snhYWf2w2cgSauhhxdPfa0dnZzj+/C5AZmY8N6TId7cuXxWELQ1mD5BZrfwH5HRSE5Vt+Hd3odcYhZvARAIkH6k1/E4g+eA41XwWykf25k2cjdjvAEDHuP0sN1LYINZ3PJ+g9LlCoiHko1q1PVjKkfr+ledLrVDVKvPtrlhrUtSltsDwMCtc0Y5saxM8DCAlXgPIe6sgpe7Ivwercjry/2YboxaDSezJOFRtjVMprq73JH2+cgZbuASOJyvZmwQCmKpLvLXSdw88tP48TvrJXdbopscgxXRjLPfq0hq7BNvddeTsxiDKsPgDRdXwA4aPowjajlz60aXrT/TD8+a4iJy5y2NEYXb4kiq741LUw+Bw5NM4k5ICkKVbJ43YIuqJll5sbrz0Gtr19ITilZqxhrw5K6MZbJ/+RlsO2ShaIAkhi8sgjkBSjrwqQbVW/Styi0uWanSgf4EqpqeZDyxrvSias8uHLB7AxoyGwGKqFud10E5WuOeDmzbKpFI9oypJ3h2Blg6f9rgDSDGQxB4xR89hSw2AOuXAdlOaKnVqU3bM1A6DOnYU4vQ11fn64PW5m45jAOLnxWICjZsLChZFrfwon/viYr824HPBp74oubaLgoqgznafWTgJdX9JMeUA2Zhx+J4ontzGgsOrk1stjs09w+l9zwIWF9u2R2ATBZtq9SM0unZh9M6QUfdu83BOeZfF+aqvKZLnRfj55UPlw1xhVDrHX5HdS29y8bJTKUcQT0ujAnFsGxhhpmoLHNsWfVZ8bnYkNWsyMexlFVU1o+4L8veZ8mUy1OOtVLbjZM3nXDXWNke1JZixb7jONngG1trxMl4DQFrW2AFvowwxGMDas2hdw4z6HWB2IUkxg8LJrDc/PAEp1COUTxAEpiCG9JM3Bz/YZ46f0eOMsk5BiO40OKwSq/iSEKeCKZeMpmOmGsXmvsNIGd4U5Te01qud9ZE1etfKTSfnGGEQ+vESkDZglyURxZJnRR7ncHeeCjZHwBwDOJHUueg4UdML+6Ewflbk5tKhQosfCchSQBdbuyOFzqo1jswHQiRBtj3/KTt7Z81KVyhzgCoE/DWHJXpyPGNY6tJCxVPGAnqMMAwlai5EiSbrswZeHEPWqqbpXfkOtVCTtbOdbKc9eiEYZFxGSvxzyqOH4G2MGuvqkowIMh4LqihExKp0ZVFAATzI2bkl9rmLjDEg2nlTtr3xTFYsTHY1QUd2pCFJxJHaJKSJjZ47GIX8SRXUBYIlbQIs6LLgRKWiWBS8tnOfhsPXdWz3c5ZaCwSUSS2HKsOa93RbHK1S2r6UZ4Gsu1gK+39l5w5XMhy7eZAX2kYQpwJt6lM5wAZnu/U8CGQbD9dbm8pyhsWN/pSFMS91wwQ6WFrCNzA0oz8GBUMu0t76GiQx0sEqBIiI6BNjQlMWhlGebaDdTlMoEyHO1UsCaIdaHalydWzWJA1+qbDZc9o1u02EMcOwNMp08CwxGAUfkwZxnYRcd8+C1oaO9KNNhUQ57OqLnynygCLfQBQFR4shzTwtBcFEAaeHeVN8OcrExQrkzKE5NsLfIEXB2mFo1bz+QMDDCiSOpFs0m1Idg8oVccciUnWnvPxRO43GQansOssPK0MLed1E1aZXVPiy6wlS0k5QT3Z3vQ5Y6COtajLDFoCpixgep0SsPWIF4xD+S7lYfDk/dsTTqGRdm20e1Ha5ASQRlvuJzmMhshFEZaSpSKAowYhMzX3Eru195vS4vAzXUZY3XNNgSRY6ksghWJLKpWlRxzncTFjnhVK9WavMeKchHq8uNHiC+wn+B94DQetUBViGNngM3KgqySB8PyYbUrXSlziOFKflS3Kx7F1kBa2NXl+OohPTtp8HAE1euCaVyyTid0iu3Kv1ENiso8pd3WN36wpBXXxzaUdgTgFZFkorSTjiPGuF0PR6X3G+4TQKmuFOST3f9O4AOYXACEjFpSpbc8zTt118AEno4rffJvTyktcSFV252p0tLRf3iO0PoRBxfGs+JNk/DGtgOY2r/SJ7cSUQkFNpQCzLgs9XGLRVijCiXldb0OgD5oY0tY/UTy/WsNxFFZOsQMJLEY6ySRZzOPfSvJEDPZ/7bcieoCOZhyj9Ven1rh0KLFLeLYGWDaHMpDHTQOd+0GSWsREChEUYgiDUQdW3c6mf8Jw7sURaBeV0qa0ky8y5klSA1eWGh0Qxa1VcmCyRvre12o0H+2XqqjJDzIo/H2np8r9ygK1BmvUhKlZSLUGrxZ9cArQhpNoeX6342XJSDDTAsT1vWHp0UQpp3ilBrnIwWnMV4vSZr5mfm2c/eieKvhPeKIXIGMpdYgUkCk5XlyhjLS4NMnpLfw1hDY2JRtez059jwHXK9eJfwLON5GKB3pjims6Q1lN6nsgTzxPAZks6PEiL+TaFnQO8OxM8BQCmahA7r7POjSVWm43e2AlxZAgxF4nIIH0tfWrN70coVN3oADJQlw392yyaWrXiFrWieWudFQyjRrxc5pJgxQ2BB32OQ1Kz3enU42MpEDtLCIJ77ruYg3GOf+8+fLxYAtR6oaRoWKFJf3XLVfuDTWltbLZxqEEnx5ktu+fpknPO0p13DeUrHDCjZlmVnDIqbSDGMXIXnPdfCCGeF7xhOlAIjnu7wAjjUolYVbsZCAoy743BLiSx3QOBORm4Hts12Y6nM0S5O5zjEwCoxgIeAiUQ2Luu2eh9Y4t9gvHD8DrBWYAF5MoC6eBeUGRSeG6UZQjz7uySKkyJe8EJGUL+UBYzNgSlO/hydfeQoX33vZTxrO66iWSIQEoTkmvGnGYdZnQ8Zo0P+4qbvMVFBzGJh6Pbzgf/0UPvzn9+Pcf26YuF2uz4WnJwxjUGvqSls8SajwuXfPhp3W0cKHrov5GJehoT3Kud86OJCmDOGu+U4Nb4PoSkjUagwDO0Z+nvv7Pz/ZR9GN8IK3/zn+ycWPAACe8/vfhft+poBe3bD3jiVEBlEhl8etlFiF5xQen2Nvu5zvLNJV03nWx24xF1oPeGc4fga4MNA3rCqPFb4gYxB/6SqKiipUXJYrAaX4Q7CqR5bLJLGxibt/82ErTZl6z6DR+E4jAG3brGHGe+G/hn0HF3+cDXKLFQ+04Zi80EHgNZvVm7j5Ny/i+RtPSJ10uN+ikEN0ykZNxt5NkKS82IEv9yhkHyqSxQObbVinAZPanwNQ9eqC7bbzio88mhov7CXYlofV9J5hORac21BzJwF1IphEeeMLAJ/5xn+N53zu+3H2oUWs/Mll32MbMGUDlFrP3ol7LDS+ji/hn98wMlM97om0R2twd422DGlnOH4G2OalGJYYVRRQaynM6s3Kw+dX84HYBQBZmTtSkxFWNGc5eDgMPuvCrG6S017lp0I0qpQczcBEk4FQPq8WRnU1nNoeu67WbzrDOxEGrrOX6+VJtmyJnroiNaF28eGgOh1QtwMzHFUbuFdCydr/T/2ekMFqtZXGkXzmRb10yU+eRzi/uxOEvIJbBSk0pQ58JIjY54S992kZ0hRF4DgCZTn0jU1EncmpR+WEdFEhO7+C+JK9R9l2/HI1wFaKkowBdK2pgvV6PQeivhBUAVvbnRJFZW54lqQsjlfwpMXtwfEzwIBMBMygNAPGKcz6hmfRkg2jUqfjxTpCcgicApZviWc9sTSTekWnPwtUPU9bH9zM7A1DpLVSnZAJXV+Z+/+bS52EhBII0teMZqMsZFD6NHHd8gw8soSuemgzjqXEpDATxrlyrK6UZVq9Agf7nvDamsuYKptYRTCKI5ujDuQJdypIcVRgv9O9Kr+aiDL4/ZReMBCUAZEC4hjcS0CbI4AI0doQr/je78Xjr1Z41r8fIlod4D5chVnoQF9brwp0oEFUw+WWrVF2URcGl+HroELAq83VzoMDr9kztqehrQXeFm0Z0s5w7AwwjVJwJ6lM4qQ1kCSe7EFRJELyWkm9aRyXbQzHY1CvB15eAK1vWQEPW09MCrTcBzY3JbwaGnBV9TDnUYCaW1XKTVL+7hcPvazP1JXSHVJBeLzi5dYWAQ3HwHneGKLj4bDKsq6fW720qSiqnnJ9vwCmKlxt59W5fZHNI7chRXtv2Ou5G0Ps0gZNKnFuF2H9uLvfneb4aAx1QyJOZJ+/hUfWcP+vRlAbAyCJka/0EF0V4yvPTlE+Q+F3btNBLgJkrDjN1GNSBC+oE75XAHWiYPknVf/X6ki3xWtxZ3DsDDCUFadQBI40EPflYR6NQcYyLqNIJglrgHl5Qcgf47Rsn5YXUrtI5ENh5AhQka1lHEtOmFyfYMfY1VomqqIIvL0dhgm3MSq+ubn17Cuhut3CSWdiUunLvy7/NBtpR9hxIUutqkpaTazkeZe/1kCwy0EH2tiNpU3HFXVDDMw0xiG73bcGbNBBr6QNdG2hBUgNrnsGjPS3YZvmye46gaKjkFwfCRPahY7dPVxfGAaRJd+VbOI8G8rdtlt4hNEhZ5zbxduOID7AXpOw9nS4A4VjZ4C5k4CTSPKjgDzoWgFZ6icW6nTAXasklUuumIwB5QX4zEkMnraEzpUhtO2F68cuCiBNxfh2O2IQLCnLE5Osqg5pJcxqNIfypqGeH53qjViRCj8ZNkxSYVlQYz453DbsZrQbJmlwvKRsPtnl2W/lCQvykpxXDcNMY3vUS5C2QxiWbpABDaVVK1DS7CCsFgi38znYIDRMxoC9kprtbJXEMP0Eam0AtTVCTATKXJ2vZU0brhhdr3CltZdkbSY07mGy1kWsjlnWosXtwbEywPz1L4EZZaDcgLLCE6p4YxNmOPKKWKrXRX5qEQAwOt/D4scvi3xlHAN5gWxJI9qKoUbjMtTmwmZr66I+dXOt9DrdhGDDwsy2tV6T1xt6j8EqfmJCnKWg5SZX6IrXO6Hk5SZenpJDDvcXalw3hajD425i3NZKm0g155nnhj8GA85rxxN2Owpyzwi99HDb44qaEa7cYyHLOCQ3EUF1OmCXYgnvIVjnGlW5SC5sR1ddCnFQXkCvbslz5b4v134wt9UFwXcTPkvTuBRlvldN3HMgBYpputHe9lq1DKx50JYh7QzHywBH8kWqDSn054UeaCstjS8AGIa5eh16oYd8uSuNxa0yDwGgsULvaorksesww2G52nci9c7rrRM2SHnj60Oljc0CVPPfKMO8Xn8ZJau5NMxl28BKdyUZwE+YPsQ21fCWhrVSkjQtRDwrhD4lHL0nTOU5Q9ZqeRk8GICHxZ6RkY4ErBFW/b78XfE0bf7WLRgBud8tUZEDslOJojEF4epxqdBCBRinsq8sKw1wHqQ2HK8C8LnbSpOTaSkOl+811bI0shKXBpiULW3R4g7h+Bjgr3kR9HoKNUrBG1sli3nT1rMGK36KIyDNEF8aIX6KRV4yz2GGI1CeI/lCIaQjG5oGIMxpItGyVQQe1rxfoNTmNabstBLI4fntmtilITM4NIp1TDCqa4Zmgp28T6vLKXngOwJS4I2NSUnG4+z9hnBiFXEMAJ7BX18geolJ3+qPwNnkNfQleOFCx1g5SaVAKpZ0TygnCgY4989gWRpkyudoVrh5iniMhyNDRlHVC65orvPcufEWzbDf5J6PeVRxLAxw9Ix7watb0j5tOAYrEmazJXr4BtxO19b1UjVGBAEclCVljVPJD1ujWzGEhm2OVwNU656EIJQGx762udWATFKptWyYBBzb1K/u62UhTWVNTWgyvg3e4balU24/4XB3yvhOWVBUIhKzQu7HFGY0ElnWwOuVN2pG2BIPZ5L6AqUyXwLmeFlZBjZGFNOcZ2uftQl2exAlmpc8N61GGXkuJMkJPWia/Ltu1FtDPDfaEPTOcKQNsD5zWgxtXoCUAhsjNcBka3rHaWksARtKFglH2hqW+dSwsUJRAFqBlpeE2TkaS8/T3G5jdaAralBhrWHAAKZEamd5NJru0TZggtU7oZe898ZFyjjcP1MeiCavt1aDW77ckLfdL9TLoVrj2wjOUnChS+GZpnurQKV2ltBw3zYt4ooCpOy4RVEKsLjvPqyZd8pX2xj5mf/XjidcnJbNOLYxrIFymz2J2du3aLFDHFkDrBYWRIAdkLKHSKNY6sL0IsTXBtJ4wZgyZJxmEqKKI3lgh0MglkYMPn9lDSYlsRjycSr1vR27XZrWQlqmUsJRya3FsYTCRuOSkOVIKGjI7VqU3nFQ8rNbtaOmzzVMSlXFrJrHMMsL9t5POamzq//dL68izEkflBD4QYeL5mhdltkVhYhabJMvJ63KPPAc36k3qlaCVDnBG/ceUIpw+A9NCT/PC5eySdPtO0M11q+jvZfmRRuD3hGO7F1FsW0a7/I+cYSHv20Rr/iFD8P0YlG0cl2LDIOSGGppEbSwAOr3QN2uD8f5PsGdDrCyCF7sw/Q74JVFmLMnUDztrBXu0N6LrncH8pOLItBCX8arH7MzGgErteI5hhNdnb3svPW99u5Ize5CU4cpGidMTlOY0ZTSkaaw4G5z00SAEh3siesHtBNpCLLEwSSRkLCVLiXXqtNvV96TcD1+w+s665oG8qwTrH/DIqLhQs2u9rd+/+zBd8aGYdLMe+uuCoCcZnpFxrRxgFs+hhYt6jiysxF1u6BeD9TrgpcXAKXwzP+0hd//3q+BvromHm+Wi0FwUpO9rvQp7XWAbqc0ms6QJwny8yvITy0gPdtDdnoBNBhDX1qtTkiO8KGF+VyGuF1umCqhtcrEtF2d7+2cCFzo2Bv9OY18A3lH/ggm1mljNeXk5j7eclKFk+BsDe4kqGTs+5dsYxKpi7f3qAoiOSiZxKrTKRn/jm3fWBZnF5EuAuL2Fy4gLWfClxg1pW3UDqIZO1iE+lK8aYu1FjuHzQHv5Q92mAN+4okn8Nf+2l/D6dOn0e/38ZKXvAQf+9jHykNkxtve9jZcvHgRvV4Pr3zlK/GJT3yiMsZ4PMYP/MAP4MyZM1hYWMDrX/96PP7443tyiUIcudlJnz2L6MJ5EbmII3ASi7oOM6LLa4geuyaSia4/KCAtCo0Bbw6AcSriGy5UpbR4t90uLn/TPbj25T2Yjka6pJEtR+BuR0hZRQEksTBJfWmS8rWTMpb17NJM6iHd+00eppv09ntiCA1hpb43YJW669RI2pp9bO74d2QMQ29kXiPsjK+dsCmO7HdRm7xbT6byPbNXnOJSM5yNGNvwvrT3LsUR0OuC+jaKM4234L4LUiXz399HgUetyBr/4PsLh7EL2EYvtZ7+qP8/cUglWdH9+EVAWAvdLtoOLVZXV/H1X//1iOMYv/Vbv4VPfvKT+Mf/+B/jxIkTfpu3v/3teMc73oF3vvOd+MhHPoILFy7gNa95DTY2Nvw2DzzwAN7znvfg3e9+Nz74wQ9ic3MTr3vd66Rj3h7iyOWAeTTyLEvq90BZDs4yUL8n5UShOIaSyYHiWDokjVPJx44ll0tKAT2b340jLD6RI1tUGJ2OkfUVsr5C90oMtdDzQhxqUbxts74BZK5xQ6ASBFmBUWEkL2wnGB8aSxKo5SWY6zdgGiT/bhfqzGpfe0zVbWQSm3FTurrjCgt5r8PkDZN2EoO6XZgsAyOYbFsCFgBYJr0GrDSoGY7KtEgBULcDaCsZmeVleNiW6EHZVpK2jG4qqUmVylgu/+qalgCQ5y5NRVN92mcdN6LpNtvB9znRfCT0ssPFgZOgbBdrO8Z+ZMF2Mt7P/uzP4p577sG/+lf/yr/2jGc8IxiL8fM///P4sR/7MXzbt30bAOBXf/VXcf78efzGb/wG3vKWt2BtbQ2/8iu/gl/7tV/Dq1/9agDAr//6r+Oee+7B7/zO7+Cbvumb9uS8gCPoAcMW9nOeizHeGgDjMXh9A5xXn2Cyus3odoTZ3EkkX5xb3dpeF7zQA5RCcXIBUAAZIBoadDZkrMHFHobPPovNr3waaKEvn+l1JvJdjuBCYRhOCYkpDHXTxfMozp2EOnN68txCz2EabjV/6vbjd1mG0EkRVBJD9bo+HCmkten7axRR2A71UPW8sCFMZgZnOczNNcn75VlrfOsIIiyAfD9mOJJ2kuMxeGtgOQllKJqZYbaGMJtbMJtbQJb50LL3HCvRi6DvM9sQc7AfMxzBbG41akt7GFN2V5rI529zn3PN4Lrfwd/swt+AX6S1oeiDifX19crPuGHR9l/+y3/BV33VV+Hbv/3bce7cOXzFV3wF/vk//+f+/UceeQSXLl3Ca1/7Wv9ap9PBK17xCnzoQx8CAHzsYx9DlmWVbS5evIgXvvCFfpu9wtEzwICEyoiETenKgZzwBSBEIUDqguPYe8XcTYBIV8KWNBgBxkCNMsSbOeItAz026D8+wInPbSFZz7F1V4LBGY307pMw/a6EsF1bwySp5JB9Oz5SzcIQRQG1NQLiCMp5JFPya+5cwx8frlN6Z8a4wfiWx1VlgrpaUMTx9qFlNnOXV8n2U0Lic3/eMnjzXCIIuzHkxwHWIDaVjbFhcGFK4Qwr6+kJdDZs6z3aYHFZqU13qQdAtg8IhJyHCyOreDVN17woynHq2Mlic8YCUAyx3DdVT3mfyI1HFHud/w3riu+55x6srKz4n5/+6Z+e2P/DDz+MX/zFX8T999+P3/7t38b3fd/34Qd/8Afxr//1vwYAXLp0CQBw/vz5yufOnz/v37t06RKSJMHJkyenbrNXOHohaJauRFwUNowmGsC0vCh53cjqMef2fRcadQX/romCVlJqNJD+pWp1E5EBdC9G0Y2ghhlYE/T6CMuZgd7KkK90UKx0YRYTRLaeGABonIJHo7IOuCLcEUxspIAnL5c1xNuUQ1Rqh0lE8okIZjSS15S249ZLjaZMJmEObEr5Bee5ZcKqaou2plreOxTGk8m0pnbUYgKV9oEO4fftpCDrOWMAXunKhEbYbuRyyt7znV6iJHKpkypWpIzUHGstvbujyNYfN4SHd1tHHgpthOOZvc3zHSvsgjQ115gAHnvsMSwvL/uXO53OxKbGGHzVV30VHnzwQQDAV3zFV+ATn/gEfvEXfxHf9V3f5berRyinavPvcJud4sh5wL7AXymfu6KVJemC1E2kBSEzqNsBL/Yk/JwX4KU+0ntOYvT0ExjddxrDZ55CfqIH7nXAvQ6ye06DOxqUFRjc1cHg3mUM7l1GYfWi1eYQeiDhbxNrPPG6ixK+tkxRGAanWdkdyQt21EJiThErqKFtqgWmsNORe11rLyc4/QJtP1G5WuhGcpjVtHZGnbQqPfU5aoq33/kUr31eb76uXrTbGuk7idt1vLUwtGcs17/3GSpUXDjBDFnoUacjLOk4CnK/2xi0Slmd8VETVzPOqbT1xCxC4o4Z80du6jvyWF5ervw0GeC77roLz3/+8yuvPe95z8OXvvQlAMCFCxcAYMKTvXLliveKL1y4gDRNsbq6OnWbvcLRvAvjuHwg2QCFEdGMraG8Zo2vWewiu3gSxYWTSC8sIV2OcPktQzzybREG52NkS7GUHJ1bxPhUB6NzfXCkkKwXIAa27tIYn+5AZeJZ69UtRKsDmFhh+dFcZCtdGM6pC9VKm8Jwd1iCQZ2OJYhFjcxMNlw2IQ+9YiKobhcUJ5Vax3kmHLc9237JVC9FcZOjixakmRxDHJBq6oZy3hBe/XO10PrU7aonMLlf9/edxtwLCCp/77chdp5pnZsAlASomZ+vhaOZhfi4vCSkR0+eau5etKND3U5AA2i+V7Y79hZ7inoGaa9+5sXXf/3X4zOf+Uzltc9+9rN4+tOfDgC47777cOHCBbz//e/376dpig984AN4+ctfDgB46UtfijiOK9s89dRT+PjHP+632SscuRC0h7J1oGyEmBV4hrzQw+DeZQzPyOn3buRQY4NkPUfyX1cQxUA0MtCpgYkV0pUIRUehSIB4I0JyYwS9MULvMSV55kiDhsKwLpZ7KDoKKmds3X8KJiEsfeI6MB571jOAUvnKsnQdm1SOnUCLC+AN229YawmpAjZHV/bADcNxnKZVEX2nweuJJdrnuqahrActJ6dQxcp7Q4FOr89z11mm86AyYc5b6zlDmSlU7TpoIAUQpl//aZ7/Pi8gVKcDMx6XLGM2gFESUjbbfI/178wYKcc7dQIqy2Geuly+txuD5+93U2VBz0pvzBsp2Sb33OLw4W//7b+Nl7/85XjwwQfxhje8AX/8x3+MX/7lX8Yv//IvA5B594EHHsCDDz6I+++/H/fffz8efPBB9Pt9vPGNbwQArKys4M1vfjN+6Id+CKdPn8apU6fwwz/8w3jRi17kWdF7hSNpgNVCX/7odUsiFgA+uQxOImQnu1h9bow/+5F/CgC47798L87/fozlL47Qu25QxAQ9NkiXI5iIYGJCukRgAvLFGJ1refmQ66DO1zDU5hidWDzj4WmN0RlC3jmDE/8jgtocABubZQ449DYAmfRcXWJRyLguj6y1b+xQeraohPdcn1RynrU9pvB9qb3UVSPgamgjWzsbTrqGgUT7sDPbRumsgvezrFxQhGIKIWZ5JjXWtVyaKZOiz03PMEwH3bPx0ZkZ4fEwlL6PRtiFen2ZWSCf6mUpZw5gylSFa6igtRARrcgN6q05d4J6dKjhvYnjmQfbqbG12B3Y/uz1mHPiq7/6q/Ge97wHf//v/3385E/+JO677z78/M//PL7zO7/Tb/OjP/qjGA6HeOtb34rV1VW87GUvw/ve9z4sLS35bX7u534OURThDW94A4bDIV71qlfhXe96F/ROVAHnAHFjU9pJvEZ9+57ueL8QPeNecBwhP7OE9GSCeCuH0Qp5X2PzooaJCCuPZrj2ohgf/0ExwP9+cwX/4DffiJXPAcmGQbKWQxWMdDkCK0I0KGBiedh1ahDfHENvjMCxlezLDdTNDSCJwZ0YZqEDEGF8uotsQSFZy5GsjqAGKWhkvdSBEKXYEaZcAwdvJK1+tNXMpSiSkG9RVIhS0/JrlQnVIdRJDv8GAFJQ3Q7IaWjnuXjnhZH6UKX8/wBKAx8ebxR5BnKpfsWVfchrzTKDcxvf+rEH40jTiBl9ju8U6trUdQNQz/PHUZWc57APBCGKE9mfW+xFEWhxQfrn3rSqcXZhVcnBBlKrbgFG/T5osQ+kmZQBjsb+vp35/TUe2CRDu+l+Ce+reTWpJ/ZzRIhX7ze/eUf2u76+jpWVFTz9n/8DqH53T8c2gxEe/Z7/D9bW1iokrKOAI+UBRxfOg/tdFMtd3Hh+HzdeYnDik11s3gvkywYLjxLGJxnxIIIeA/f91t8EaQaPNFYuE+KtAslGgWR1hKIXI96UhzLaynwZE40LUFaUJKQ0l9xyUQBGW487QbEcQ2UGrDWKngavS2iXLWGJCqsM1O16IywhajuZGJbQtMvFMgvr2OfTZk8YFQM4DYFhJK1Bva4XJSAiv/AUclck/xdjq16kqwxW533HUfM+EBrY2aHmRkO83aRqJ+cDaXwBe0yBAfHfs/seS9a5I7Wx/X/bsHroUe/m0GzFADkd88UFKc9z95Ci8nZzRterSCnfXMRrpudFaXyt91vpplW5JkDTQmr6wdYWJGH+2hhZPM7T6Sjc30GPmBwitO0Id4ZDaYDV0hLU4gLSZ9+FaG0IKIWNZy/h5rM0znw8Q7KaYuWRFCZJoFKgd4UwKhQGFww4YgwuaAmh5oSX3P8oPvv/ux/JOmP5M2ugYQoajqGTGPm5ZYxPdxBtAXpzDNNPpCQinDgKI8pAji0QRzD9GOlyDDKMpUe2QFkBdfWmGODFHpAX5fZ5Xs23auVZ00Igg5RiGAPqdqC0FqGEMFzo4MQmdjAh+1rlopDfCCI+SskYbtFAJGSyekjUe0embH4xR+1vva1i6GFNNb5NpU5um8PgxdS/M5cO8OdlKvXLlCT2Xsj2b2HBptQvt6VsDpL6qIaQXe9sLlBqPBs5bqVIoijTQsZzGLuJdpvh5+vbOs9bK1m0MoNQ7MwIt2hxh3AoDTCnKcwmkHzuSWE09zqIBgY61Vj9shjRIMLikwWSdUY0YoxPaRRdxgte+kV85tI56IcX0b3BUGmMky8eYnBPgd5VBbp8Q0JnWgHjFFGWg8YrUGkO2hiAkvJy0SgFxz0UJ/uINgfS0zeKgMJADTL0Uglbq60xaChhONIKNJSxOU3tyQTG15GZhsNSPhGQCYUUCIBaWoRhFk+btw9FN1/A0kgTkTBWAVEKC0OMWkOFbNYktp6MLZcKFYQc7EQ+dbK1tZzTws1lHWiD1zdF3/fQkWiajHC9DtXJlobdo+rs8rrn6P7dqeoXS4mcWlwo92MXWRVCnwqOUWsQYJXjbKmQYZjNLShScq/YaASbwICTQsUVrivG1cLKbp/TRToMSBXgoAvZPBGicgD3XezwmrWYjvYyzo3DZYDdw+pzpQSzsoDRhQWkSxpFAugU0GNgcEYjXyBg1SDaAkyX8bzlS/jclbNYfrQAGQYZhYVoDDUijM4QivsuQP3558FZLiv7LIXqJuL1WdlISqW8CMZArW2BkxUUF05CP3ENyHPQOIUejMD9LlSkwUkEZDmo37V5VNGmdvJ7UuqjPHuZHKmlMFXjwkaaSMQJ1OlTZWMHZpgbN8Gbm9VrNM91BETVyjCo3wVvbgG53V+nA9XvYuuFF9B/+CZw6Zro/2a5XAciME+Wl7g67Imm57Xc3SyjGdalzhNKbwxvHnQE16XCUAdQMQb1EwujD5VrElxnZ4x3YIg5z0AnliVFkuUoTi9BX10D1kuBetRbCmpt2dOFj8iwUWKEV5YadrJDI2evC1x0BVVD7KIunKYBEYyr99w8XnArU7pnaEPQO8OhqAOmTgeq3y/rWbUGJTH41ApGdy3i5rMTpMuEZJ0BBnrXCrAGqGCwIqhCHq7fevR5yB5dQNEhpIsKWZ/w3s89H9GWgtHA+FRHvEFF4mVvDYEbN8VodhKoGxvSWUkrsDWo+uoa9HWZpDjLJLxMBE5iZKf6SE/3QIWQrnh9A7y5Kd2Tssw3a6BOUpKc6s3IAzCziNZHWiZKIiDNbO9iXd94ysWs3sxsGMjSsubT1YUuLQBaY+tcJIsIRWCrE+w7PdXkB714giOUAaVBAObyVCsda2Z59c6Dt/1sDzN8Zx6gsea7uvE21zCMqDhJ0rkOgsGRRnpxWdpx5lI/72RdfZ/gQOzF1YHXWwhyUcg9Dnghjnlz8/V7xO07JNnVt/cdndy9F/bMnhe3o+66RYsaDocHbBi02C0NDhHoxAo27l/BzWdFOPHap/DY46fRfSyBGgPrz4hgYgAM6DGjd91g9ITGRn8BC9cUNu4BNp8/hlqLsfShBYxPA+kJRtFVGHz1M0GGoVODziPXUDx1GcqFWqMI6IqxzJe7wMk+9OYY6saGGN+iAI/HoF4PG89ZQdEhdG4WMItdqKIQIzwUbekwr0a9LqjbLccIJqpwQiatAav+QpsDu72MRUkiHvI8k07Y9o2UeOM312UcrUD9HvIzSxjc3cdHfuoXcf+vfT/u/xdj8CNfksktz8XwhV5w036dmlfNk588nIZFway8b7gtM+DC+QcdDWHjivSnz2ffehesShQBeq78OF+6iuKZp5Avd6EHtiOY1mAboXEKaZznJQ8BmPQ4SXmvtKLH3bjT2jVhA6dpSUkii9NCyFXIMp/jrQwRLGB2m/f1iwvDVqO69Yh3hTtchnTYcCg8YM5SmLX1UqLRdljpXM9ABnjqzy5g+c8TFB0Gv3QdN186xsnPZuhfNkiXCHmXQAy87DkPw8RAkQD95RHOftk1bNxnMDqXo3P/OgZnFMYnNNafEeNLr+3g0w9cRPqNLxSP13ZXcg8mFSLSYToReNmyRmPppvTkX7oXT30jIV0kqNxOMG6CqAllcC5de3hjo2J4vUJW2DLNGPFWR2OZ4HLJD7oaXaqrbYUI5SNDg2fHZWtUXR9lKMKVr5R9/+Dr/m+M7z3pu96wsd2m5lEncrt3MoIzvLtKj1b/4iz2r8iNHljmcx1hOZYzvlpDrSxBrSx7lvutnoszJhVim/OEZ3h6ZmsAlTFG5zrIlzrglUVRtooiYUkvLMgCcThs9jJDSVUrITkXwvMNSHVkpS1pcQHqzCmoM6ehepMlLpWe2buRmHRRNfsMqV7Pq8lBSRSBGmQPW7S4VRxcD7jGtGVXm2q9YHPtBpLRGOfz8xjc3UWREAAFenIZi+uMzvUtbF5YwMazCgzuVnj3t/88XtpJ8MLsuSi6wKmFIS59/ByUIah1DX5sBXkPMDFBjxnxOiFfNHjilQm6L3oOnvabj4KHQyCOxEPYGoMYKLoRoss3wYOhGNAowvqzDXB6jP5Vy2ANJR3juPTY3IRVFGAbQvYMaNtU3qtPOfGL0Vh6t0bRhFQgEUGdPoXi+o3apDbpYVaMsNYSxu4kflu1meLCH3XxXP5+qIxw7401EBFMPYxM2/SDDbbz5SuY9Hontg2vzzQcpmYLTWQjK34y/vJnQBUG+g8/uQf7UaJzPipbtXmj7gRXfB/nWu6TDbpfvI61V90FUAI9LqAHXUkn27K5OiM63K8bw/3ertyseZjafWE1pgFIiZGrKa7vd7dwTUzCbktWRY8A3/eY+j0Ul6/c2r6OBQjAjGd712MeTRxcAzwr7FgU4gV2EsSPXcPS1hIGT1/GeJnAitC7Lg9od82gc0Pjef/z5/DSjuQJv+V/+xD+6Ooz8OjjZ4ClAq988afx5NYKvvjhe5CeBFgzOtcUknWgd0UhWyR87Xf+Kd73/Bfi6e8BOjfGgcqUQXx9C7y65ic5BnDqzwl5v4d4K0U0yKGurYn3bMlbrsa2kvezNbVS1mFP1ObfWKFKfimKCUIMKwXq95G+4B50vtBD/vgTk+G9BjgSGEVVNSNKMyx89jqe+RlGcXoRapRKOZQ2vlTK7d8pdM0FR6wBSmPsxgs63ZR5RWq+F9y5HQbjG8IaQL+AYkbno5+TSEjIeN718GSvp5lcoNha5Aqvq3Z/mCcvoXvjPEYnNLqXFfj8CqJHx2L8VOyNuO9KVNu3N7o7zb8CAYNZxjLDEciqdCGOwKMxzKjWAzZgjO8Yrv495E+49ouKgCgqDfG0dogtWtwCDt9dFUwiPByJISoY2YJC3ieQAVafE6FzdgGsgP5TjCuDkpH5s+cfAs4/hL918mX44tYpfN3KF/C99z6Jv9Z7JT78hftgxhpjE0NlhGyJYGLgd3//xYhTwtUXE05+VqF3LUWx0EG+EMFc6KN/+ZrU0XY6oE6CeIvFi745ht4cS8gu9Eg4yFlVzs2UNcG25R8AKeeI4zIHFkUSEktiMWJ5LuxpNlDjApsvuYiF4VA84Qb4UHCwkOCtgYzHLCE3J7GZF4guF9Kasd8HeAu0sACyeUBnBAnFJBO5yTsJ+zJ7Kc6ovH62JpnTtFTUmmWEDxlI2bCq1qB+D2ZjUwh/2+VKd7aT6bXYMyIjLiWy9Pl1fPr/uYg/fvBX8c2f+Wbgb3QAe/9StzMhperu5Yma3Xq5VVN9el0lzR2mZzhnYJWD6tdomprWHIvOyinrhnvUpgYojoFOIoTHOAIen3vY44s2B7wjHD4DDFkpq8UF0MoyinMnMDzfAxhQGTA+Bbz4tZ/GJ65cwNZ6F0+7sIrfe9F7Kp//bLaFv3zqo/jfH/sO/MyjfxH/6d5LWB93oSMDutwBXxhhczlCciXC8sMi5JEtELJFIO8R4msDqcPFIobLXZh774JKc2Rn+ti82MHgvMLJz2WIrq5LQ4WiKMPFWWbLKmo1nNYL9tKTAKjblQknzSSnB0D1e1acwZTMaVZS9lgYxE+tYnjhLuT3Pw16c6txYvd9YG1Ym9gyjoeFeOBFAV4Xb4wLm4tb6IOzVCa3LJXjdIuFbdjNXqTDeb5BdxxXaqR6XdDiIsyJJVFkeuwpkFKAbd94qFHL/XKaATELK97Wz/r359V+nmJkXH6+ZLXPGGeKEaMnr+HUR08ArwNu/tK9OLEhHjqFBEFFpXa57DgYIFD7aqwFnzT8TSkJf98YBVPUQt8TYjANf89hiCXygqrhdnrplhlenOjDdKLDQZhpcahwMA3wNkpOXBRAnMCcXMLgYg9ZX0GnjO6qwcYzgU9cuYDBI8sgAE9dvoD7Hv0eUKrAscEbvuYj+NnzD6FLazizuIUvbXTwxNoKxn9+Av1rBJUyVhdjxDc0elcJRYdBBjAJEG8BVADp2QXE1wYwHQ09NshPdEBZjKKjceP5hKJvsPS4QnFqETovwGvrstJ28o15Dt80AShzvfWQXrdTdnKyKkXc70qd8tCGBQtbLgJIvmptA8sfHsu+nv40RFtD5E9empwInXoVSzicoqgkcRkGc8k6rchJWuUjyQuWrQsndA9q7Gc2TqGoIYecJBLiizSu/YzB9S+cwvP+0RbMjVVrtCTqMbfH6whHB0EZK5T7rKlMVcq17DZzG+EJRbAyqmC2Bjs7d2+wIN55t4Pzf3ADr/mrfx0rN9fk/SwT5yZUaQMmv097DNVjm6GBXUNTjbjXkQ6vD7DtPLGtN8xBDXG9JaMi/9ypcQ69OZ5X2uN4o/WAd4SDaYC3AzPM6iro4hmMTmpQIZ7p5r2ExftWsbHWQzQmmJix9NwbyI3CxqUlgAn/+XMvwpXxEv76ud9HrAtwobB+aQmLG4TFJwuojKFTDRMBKmNwBGFR54BKgcF5heGZLk59RiFeT5GuREiXI3Sup9DDAuc/prB2XwSjDW68cBlnPjQEX01FKxfwXmNlxW+MrXG2Yhw2/GxurklZ0OIiEGlgOAKNrHEdpzLJ2hpIn5NVJOVJzKBxCl7qIzp3BsX1VSmvCOCPwdVR9vuAKcCpLZUqJKzNtqMNPe0u6XIDgDe2bBSgMmD1awpLQ0hNrQMmsjlRZpz58Qjnrn7JNgFIm8lCs0CuqbyCGd9hgYUmHewgd94UOZgQMJk25qyQ/A5VSShOQEksiyvHgmdGdHMETiKoxQUJBadpc536DuQlG8+NbV66IWVRZ8Vve312AdcEhW1OGN2OJ2BRmonW+610dDpOYJKfvR7ziOJgGuCm1X0tbyTeG+PaSw0oJ3SvKIyePsZb7/8QPnDjfnwsfwai6yIYMBom6FyOYGKGenwJf/DwC/HhZz4Dzz53DZ3FMcZrXbACkps5oAjRUCHvEsYnCXoMdNYYRQKMTxJAwMrDBaKtHCbWiIZGPMZYIVofo6MAfmaEaGzQv5yDBiOYwoCQwaTWe3CreOdF5KYsg4iiajtBW3LlZQFtCNuzUb3gheStYOUwMR5Ljrwn9dOUxKUBtgzVkHzCzJLXdXnXunHQGtxLQBtDWTB0kmonp1kSkpXvthaqZAMzHoNSWaTg8lUUeT45xg4IV5xn4OKABAzD8KrzeG2ee/pHZih7Tcvh7mahQQS9sgxaWRYiYZqJFOs4BXUSkT1d6pURljD3u5smBo68FaJJzctvi9ria3fM6h0dq1OcyzKYm8GxHTa50xaHAgfSAFMkYU7Ocm+MKjWFNpz31CtO4VnPfwzXt/pYXVoCxhrf2P8svrL3CN5y9U34d6/6Bbwg6eG+9/5N9EdAtsTQI4IaE8znF7F5YgN3n1rD459bRPc6g7WwqMkARQfYepqBygkrnwWyBYLKgd5Vg8UvbgEATCdCtJWj6GrJQW+MkJ3oIj3BSG7mSD7xmORNAe9NunwvUVTm02yZETSVubswL5ym4jVZLwRANV/sCFtJLC3kBpJbBCkoZRnXeT5JjHFCGTY8DqAkX7ljsc0VqNsBP34Z7Bircey35VAnuKYZPFMgwXk+ruwKNsSpteSoi4aQ9bw4QPKCoRdHVuwBwGRue4YnOIFbNL4URVAnVkBLi/5YfDtCq14FUqDBEGZzSxZmoTe6Q+Pr8rnSRWvK5+vGeNZ1mDcUzQwhVOzACCuaCLW3mA/Me//YHZDHeF9wsAywFaXX99yN/Owy9M0BilMLGJ/qoPffP+FLEEgR9IVzuPhtX8TlzUVkhYbqikH6uw//Fax0hnju2ct4QSJNBigyKHoMPSZEA/Fou6sGT6i78Lnv+kXg+cBX/H/fivVnxFAZQAbYuhswiwU4VRid0SADnPpUjmQ1lRaEWQEa5SiWOyg6CnpsYJZ7iLYyLDyRINoYe7ISJTEo0M2FUUCsy+o2soQqN5EoKrWeSUmNsWt2boyoXjGXnonzZAsDzkcSJrSTlxmOfMiTtAa4lpfVbnHApRiHl5ksDTXnhXjURDZnyyLMAEhJWFiKFBgZ0qjsc6ohNkrCfMGkuysv+KA9rXWPPzQE0yb3ufSLb+E8lYZaWpLvOs3K0rNQl7wogMGg7JRlF8S7gs8XK1BMUHFHnuVZuW6ekvcPF5B1o9oQKdvVdWoNb4vbhANlgM3LXwT1B3+G4sQi1p+9AJX1MTinkS8A9/6PU+CnLkGdWIG57yKuPW8RJ/lLYCYMBx0848J1PPzIeRAx7umt4r8/+Ww88z+8BdwvEF+NkZ400FtKDGwOpAsK5u6R3/fGNwwQfa6PZB1gBXDE6FyKpBxpgXHic0D36ghqlIPGElpGrwM11oiGGtlihOS6AQrG4pMF9JPXy7BsHEkTBVhPw7YgpMQ2esiCBvbGSDmQrfVFUUjY2UnluRpF+56XhExTafLA7HsIczCpEgCQAT3rPphuBPW5x2AGAzk+raRVomtygTIKUZmMXMMI14JOqUYvhbQGkpLxXPZprU+mYa2vDYurcoL14ex5hTkOEkLylT0PUu48uSwFM0V1e/uZfTtXpSXs3Elk4ZVlEnIN9L1BJIznPPeRFnEid9D0ojGNVPNYmxB6sxPGl8tx/HVtMMJN4wE7IoPJJuX+ZwrHtCjRkrB2hANlgB95K/BlV54JbI0wOLcC1sD4BCN7+hiP/5V7sfjE3bjyVQrRMzfxqa//RfzQU1+Jh6+8EF9+z+N41uI1DLIYf+HsZ/FNix/Hez74Neg/pTA+pZDcdJMd4NzO8SnC933F7/l9f8+L/gD/4rFXoxgTig7QuUEwEXDq0wXyLqF3PQflBkwEijR4qQ+OZbKKrw8Q3dRQNzcBIiQLcdmM3En/ZakNs9pQb78vLGdjwMVWJTXGaVayn82UicI3S1el8Y5jKeFxcpm21tTX3p5awfrzTmDjbo2T5/ro/d4ny1yyMdUwuPXAqZuI951a414UMMMRVJxUWxcCfoLjooAK61CdR13v0zrFQ+GibFcoXrv1oIrpn9l3NNWbNm3T1DSAxPObYA/XDVKQL96Xc1Ua0fmzImixvlHKojpDUxjp3KUVEMdQdhEHTn1qYKZ3OM+xFsXkfLqTcHotH9xohHdYCzwPDl3LyxaHAgfGAP/Hx/8Qi+ohfN3/8VcwziIovoGbTy6jc3qINz3nT7D6/D7GJsInbtyFG5t9/LUvvhKGCc+/6zLuXVjFW0//PlaiIb6q/zD+fHw3cCLFeNSBSRg6JWQnc6iBRrpMyBYJw/tS/P71+/Ejp74AAPilj/5POP15y3wmIB4y4i0DE4mW9PhEhCLpwyQEMozepRFoLOpXVDBoMABvDZG+4B4UHYWYTSmG4DxWIpnkmKV/sMu9mtpq3xku5z0CcKUgUKqqs+vEOWxTdACVfC51O95bLroJWBEWLhv0H14V8pNV+HH5ZFeOwYWBWukjv+sk9Ce/WGk7RyjAW1ugREhuTZ6wPz4bWqcoknInZ4Q9GmqUK0SuopnYdTsNcdNkPmX/dcMriwkDFOUkXjGyIXaSA94F9PKikPK2BtU+w9UTsCmJ1BP7fKOPPYC7f7bFXGVYASmrKSc8c/wpbGxT5TC02CFaFvSOcCAM8KP//kX4JzeG+H+d+QwA4N98+b/C2y99EzZOXcPT+jfxZd1L+BRfxKc3zuPepVV85ZnH8E8ufgQA8F2P/k/48XMfwJLq4M/X78Znt87hi+un0V8aY7iaQA8I2QKgF3Mkp4coLipcPLWGjs7x6afO4ZmPvBnf8eKPoPNYgt41g+61FNliBI4InetjpCsJojEh3iwQDQrkCxpqbGBiLYX5hrHxZSfQuzxCvDnA5t0JTnx6Q9jIeQ5SEn4u1Z/YG0oep+Kh2jIfV0Ijm3EZ8g0E9Ctt/th4chV1SlIXPe0CcGOtDGNbD1ZfvYklBahBCn7sSbjORt64FfDlGFAEc/U66NIV0X8O5SGB/z97/x1uWVqW+eOf911x55NP1akcuqurE527yU0SRAExgSKIgaSijM7ob+bn1zBfZkwzjmNAQEUUUBQRBckCTeycc1eOp04+O++V3vf7x7vW2vucOlVd1V2NjHOe6zpXndphpb3P+6znfu7nvs0CnvWeM1h88PmUdCZc94wVSdaTHowVzjZniwuZfJ8um3jgvSuS7NlmZc2LOK3POQjVXsBzlL6PGBnOR8dE2ubIDTVylCFFH5REk/IMBs7ljGNA53KsT3ZjMSgv+pRY3fL0a3c2O8bzgPrNeZ//Ia3Hepwt/s0T8IGPXE3Slvz5V17En5WfT3Goy4PhRi4pneKtQ/fzyydfxv7eJCd6Q/hWTC+xubFyMH9/rCzGLEMGUlrw2OIk7Z5LFFlYGzqUiwG1Qg/PivGtmHG/xWZ/iXuXtyClxnITPn/8EtACK1SIROG0jOm8DBOEBm8pwVvoITRGNUoIY9eWRliRKNuntlAhKgmspbaB2TJ2r2WqCmFbxtJQGuKLKBaIt4xhn1pGL8Qr4GZhSQP9ZiHlmUdXpDC95NDYGXJixjzu2GgpwHZMEtca2ejCsoEfT7MJTGd184ptkIU8sPqYESbyvmHOws560INQ6xkqrRxizirwFN5eK1YksAuVlM7EnF2r8lpLWemM4g+rZp7zqmxV8llrJOds2z3fGDw/aSE3TqIqBcSphVzUBSGg20s5CSYZ9fvVg4x90YeNz3TcT3IsgzrPwNps6ByKPwPcv6b61Sq29KCQyZMdVqpL/mRWhpl29xmNKNYjD7NGXvht/nuNf5MEfPTXn0MwotCVGLFoga/MVdagteADx59HJ3IZtttcXz3E450NTHhNjnRG6CUO/zx3FZF+kERLthSXeDTsYAmNLRXd0MCil26cYb5bwrNjbKGYa5eYLLe4Y3orX9l/BXoyYGKswczMEFeOT/OtS3ziBwq4gNUKEVqjXAsRK6KajRW6WL0EFDj1DrLeRlVKCKVwm4q5qyy8pRojj3TTmcrQkKRKRfOHm/uNqtz2Txd94pKDVfQR3YJZDNOKN2MmZ31ZWa2gmy3DRM5Y0ilcKWxD5MrIWvl4U7eHiGLEcA1VKSGbbUSzbTScV8dq9vEZhSAG+pSZD3FWpec6ztEKCDnd6On7GoBrhRBG8EOdRejhQienwd/z2ewngT0Hk8TZ2Ltnib40JxfunNYKYUw2rKlJVKlg2iW2nXIMYnAG1M+SJE+IaxKOMkJgymM44yjR6pBWXwEsRVu00oYN7frmuzIoELP6RmV1Ml1DxvJs538u0ecZ9C0c+5tI+/rymWkL/LuLdRLWecW/ybeqNxkjQ0HpCRc0lEY7aEcjehbdZZ8Dp8bpxTYPtTfx1tpJfnfDXVSsHo3QZ75TohO7PNqd4pHOFL8zeR+faFzNGx78CcLE4kVb9rFtZIlLq9NMFJsATDcrLO8f4dhntiO/MMzGb2oqdxY4dWQU+5TLLffuJVzyERrisoPybTPPO+whFHQmJI1tLmHVJHfRNdWvbHcRvZDS4RbeEmhbYgVJbp1ohDPS5FstmzldIcy/pQLYFmHVpnHpsLkwGaQr+4u8cI0cXrxpNK9ccgENy1ox4pRZxmXMaR2lx1FvmNnOom9GmkIzHpX1W0Xq85v9viLWggOzhS1T0Bq0qZNmrjhf1AYER/rbM2Mu+fFlVpODGtlrvfecenviyX/WinMWatBPDSIdPJ/0/J8xTDMlgwkpmH/TtXz61k+hig4iSDWitep/N7NkIwfmwS2rTyZLWfTS63MJsu9cn52+xrWQVi5vmn+nBtjs2UiTLJdMmyIb0cpOYdA/+gw/2ff29POX+fmfjb28FkqRuSMNvldYcqVd4XqsxwWKf5tvladIbE0U2lCN6Zwog6eQbYmObeJYUrcUD7pT/Hd3Dw80NzHTqdAKPDZV6hxYHOWqoeNcVjL2JF+b382LNz3Bd1Uf5K7OTl4zfA/7gg0c7oxi+222lpe4NbSRRyogwOoptLSw6xZ2U1A6bqMFxJ4iqDh4ZQu7o3AXeyRFB20Z4pVbD7GXuyAEyXgtZ0VjSwrzCi1A1jum/zvARqbbQ5SKJCNlpGcs3ZKCQ1Jw6I5JtIBqpWQk70JhFsaMgCWl0ee9/wmStHK1qtXTr2kqnJAvrFkos9jJpUbuMISUK6X1MmH9VX3c0+C+gT50XgWfJkc5kEBP84hd1QvWAyQacxID21k9XnIO8ozn8tq1XvdMKgecVYv4Gbi1H9yfZTF2X4OLPvQOdso2WOnnPtirHzwGy+obc0CKtKTJx/OQBR+1bLgFwveg213DASu9ocsSlmXlN1dAf5RJG6cj4dhIz0Mx8F3SfYZznkBXV7MD6mLZewbRmf5s/BlIfNn5rzZGyW5CVZ9fgeOczvhfj7VjnYR1XvFvk4BDyfbdMxwWE0hbccWVh7n/4GaUJ9HFBLsQc/2Wo4TK4mvzuynaIb3YZnGpxOJyCdW2+WZ5J/5kxN+3Il4y8RhHumO87Z/ewne94D6kUNxb38odR7bh+xG9rkvStdCjmtp+iCoW3pKmfFKjbE1jm8S+cYnFh4ZwGwLlSBxfYAUO9nLA2IMaGSRYdZN8o41VumMuYUXidDTtScnU9x9m+X1bKUUx+B5Y0ug1e54ZQep0sbQ2ohWlArrsoVyL9pTAbQCeC3GCkBKtjPZs1hcVSbICNk4aDWSlkleea/amsgVDGvgsmV/sJ86MJb16EUuTsNCiPwYDqxLxqh5nmjQHF7GM2JNVwTlpJ4NtVyXhc4IKzyS4MFDtrWBQP1kSPgeo+ILEWsn4mYKdB8eZHKPhTLPH7g8lqKKD8hws14FeX2RFxLHhGmR8g9QPV2PaH5okT6ZCCGS5hGq1zYjSqn5wPjuexVq8hdRcQ6RtFB1G5rhXV6MDSRjoV+fpDUI25746clQnu1nMqvbzScKQ7wswaNJ3irTpevy7im97Aj70289GdjVHHt+AW5fIyGF4d4cNG5ZZWC5TKXd5887baSY+DzWnqAc+kbJIlGTjeJ35RokgsDhyYozPJhb/+YpHeNGhF3Nyfgh7S5tvnNjBFx+/muK0YKitiQtFkisirGWb8nGMs5ENCBBKExUlpWnNcKVJeGOH5t9PUZxP0EIQFy1k6BAMORSPhohmB+27iFBRmA1JXI/YE3QnNZ/Z8xkuvehnGLrfNYYFSiF83xCvVArrdXuGjJUotGMRjBh9apRA2xIxKDQwEGsm2LSyzZOqkAau1hqt4hULlB6w9NNK531W4dh9wpRlGZgRo55levKrqsO1ji9PdBl8LlND+H4lYXp/51CVrqpi1nzPaqJO9nrLQhbcfOFlwzjq4JGzWxle6ER4TqMzz1CkvVZIb3wyQY1Gy0DBoW8+CyGMrGicmBtDy0I4rhEEGRSESWVQUdKMq2mdOlbZphLu9gYY+eazlqMjqZZ00FfTyo8v/VwGk53S5mujtUmw2RhWfr0GEJI4Tkf40htAyUq0ZvUYXKL6Sm5iJcHsjJF9jwfJj0r32eDr8eSx3gM+r/i2J2BlARKGH5R0JgW9DTH3zWxiqNjltZfcTzv2eOfwEb7Wg1NhlcJwxEyvgkphiCiwKY906LQ8OoHLu+cvZ2a5QqEYsG14iflOifamHm3bw12SRBXN5KYl1JSg0RnHuXKZ1+26h7/96IuRRwWlGfMXP/PPW6l+zzSFBYVbj5FBgpaCqGwTViReyUEe7kCvhxMnaNuiZA3T2O6hbNj5xZ9k9PgAeUMIKKVGCCmBQ6cLTTJUZmlPgc6kIC4pxIxALjbNrGUQ9DV5s2Syui8LpnIYTE5yoLrMtGyTBLWahZz19lLzByxBRgXQmW/xWvaCa8WgJGCWbFOpyqyeUGsRvlZVr2ttzyzIfUb1msSwLPkKU7XJaoWFm7cy8q8H0cenVyaAc01+0upX7k+F9fpvIRSSwb7Z9yWtaHVibiSFZSGSxCisKZNIRaodruP0Zi0TXhGeGZ/TxpQgH1NK7QgJwxWfC0IifQ85PIQueIhWB93triQTnna8AyS8TAwk05625cr++ICMZf9LmUDSJ0gZudP+mJz512zDVOUCrUWa/NWaSTivgpPEVM3rsR7fhvi2JeDPn7wPgB2fup5rLz3E3f5OnKEe1246yT0Ht9J6fJidL1igHvm85dhzubJ8nG7icrw9RKwltlS8fctXeXRyiq/P7WZaVPDdiF8ff4SfH7mLaz7/86ihZd68/Vb+tbKXI0MjzE/XEKHkhokjXF46we+3X8Lb93ydnx06xpHXjPL1z19JYdYmqIEVQuPTG3ErmrmrPLZ8oUtStInKFsoWWEGSk6iijcNEVQdtC2IftKMpP+DjdBRJxUe6tukPW8KIdKQqU0IIsG3a28toCVFVo21NcU4ZBnMU5jKVQC73KMslVLO54nrqKMxnHHNxjMxTWIozCy1kkG8uBpFBj4alKgbhwLViFYScmWXk0pfZcafi/itGWAZjcBtn6K8Jy0JjqjCzcK4k6QyOyWBZ6F6P4YcbEEa5bvg5J8MMys58lzNHqPMhZz3Z9s/neJ4sVjCD5Vl7lDpJ0C0jnCJ8v/9epcznE5uxu3xmNjX1QEh0q93fUDZmBvn+hGWhrtyNTjTWXN2Q+zLk5axogDKzxrqPzAipUsW0NVjWa34OA65h+Xdk1T5TDgVx6m+dwJpmIQwk4XXVq6ce6xXwecUzmoDn3/psei9vEPRcLvmz5yAS8IG7k53IaoTnxbxo9HF2lef5wtFLKFgRJzo1Li7P8s7hIzB8BIDXH3oxNafLNd5Jmspn36ObQEP1ojkAhq0i//CS9/Czj/4oi3GZH5y4m5PDw3xYXU8Y22zylnmkM0VyqMyfPPAq/qCscRuCyrQm8TS9PQEHX/oBdn7ibRSPWRSnzQiScgRRUdKeEgw/AlTLJOUC4bCLtswffmlWUTussIKQzqSL1QrMPK5jIyKVi2BkiUtXigRVSXdcsOmWkOYWh9pjdXPBhFGNymZpBSlM7HtrXt/ViSu/81+rel1FiMqENAxcPFBp9jf2pJ+vSGeccYyog1Aqd2/KwzKmEzpc6UWcXQ8hU3MH6AuUaJ0yurNecgppZye2KvEKy0KUiqh6A9nooKcmoN44t2S3CsrOeo0C0muSweGrtnUaqnCWHvXq/a1+7nyOM7tugyzkwchMPTLylBR5Ys00vzMxGJ3Jj2afv0jPQUnzeWXvh5WSldm1t9OpgFhB0u/hmhnfAUvLM3yX8ko3kzBVGiH0SgTmTNfxtI2t3Edfa1uZit91oGtuMgdvTk+7+Ru8mXmS41+P9Xi68Ywl4OP/5Tn0xhT6VBk5FBKOJWhXYS3byEDCrEe8JebTM1cQKYswtvjCgT0ABIkNkw/k2zqwNIZtJTQnbP5k/83UHrXQFsyOVfhPp67m9zbcy7Wey3/b8wk+On8T9zU28/DMBoKDVdyG4EN3vAyhoBiBSMDuCOyuxm0prCXN0Iclz7rnZxhpaeIi3PP//CkAN/znd5B48JY3fIaP7X8FZSkQscLuJgaitiRR1aY3YlE5HOK0U6KRZRmzBstCOzZ6pIZotCGKEM0OQ/u7eA0PGWmsELQtjbfuGnfvCAnx2niwsO18YVxzrGXVWAcM9FWz51L9aCO8bx4y23qyii59f5bEwZx79t7sdwZ62GttUwxoWWea1avEQbLoj00ZiU0dxaZaDSN03bC8kxPTA9s+Cxy8Cv7OxBb6Bhnp9QrDPPnmi/pgb3L1qNTg9ldfqzzW6Guf5TiF6yI9z1Syg62HATQj95HOBDYGYN5cSS17Pr1RQhlJ1BWe0oM2l2KNRDR4zVzHsKGX2/3En90gZEQu1rh5OVuklfHpj6/ahhA5n+E0QRkgk5TUWiCiEFEoGJg9f/8aLHsGblIARKaVfe6KWf/Xx3oFfF7xjCTgw//t2cQFhYwE7pykF3gUtzcJ9lUpnhQIJeiNwWStyVKvwKmTwzjFiDiy0IHFtFw5ZpMoQatb5MfvfzPNJ4aZOh4TlSSNyOJLxy/m+pMX8SeXfYTfPvwqDs2MknRt7DmHwoLA6oG2QaaIpIw1XheiklGwsrsabyli+IkILQVxof9Hesdv/Sm7v/ITvGv4MJ1f/Qqf/Y2bKcwEKEsQD7mIRBOVLJZ3S0RSoHQyME5D3bRakBpdcFG+jV1vmUrRsVGupLnFgs0WE3e1sebqqLRCzCuHDOIrlwi3j8POceRX7115odPenj6DRc1gwoCBhTCt9mTBN49DDhWflbS01j6KRVNdBKbyz/9WskUsU9MaZEEPhla5oAhwGrFm0Kc2P4dEGTZ5otBBsHKBTxfktQ9WrJEMB+FsmYpTOOl+znAtMvbvmhD/qootW9hTMQodxyuJRk/C1haWZdjMQiBC0ET5+zJXKtPnHOjHqwSDtZpKMpcodRx0qQCWNETBdtqvHZQ3za5Hssa6d5pIhrlGom3sMjPzEeG6hoiVITnnQn4aqILza/tkN4G5fObaz2klTWsmikEE5kbtbPPXg2NXGUP7PP8e/q+P9TGk84pnhlu/uw3jAUnZ+PCKRNA5WUZGEBdNEnSacPz+jXny9fyIWq3Dtm1zDFc6vL8+BcBvzl2KEBrbTqgfqeHPC6KSZGmPxC+G1Ao9lIa33P8mji0MwYkCsm4jY7C70BvXoEE5UJxXeA2N0Bqvbh7vbJAsXewTlS2sXoLTUUzHrfxU9r/oLwG4vHCM7qikN5bCpRriokXigt2B7phERkYpizgxhKpuDzlfxz4yayqNKEI7NlHJxmkZ20J7sW36bIMVUyaOYdumYgFEpJBXXZq/xJqcSCseJ69+sh9WiRrAQPWYqh/JYhExXMsXnew1eZxJvGI1FJgluzjOSVyZ8IJwTEUpfQ9hp+INMv0ZhFFX9zAzKLh/8P1/UxELlS6mq1WLTlvsZX+f+TVyBq5XTuRJKzil0VGa5LIEkO03RRpWkoT0yp81QlgW4pKdRDddupJQN0AiW/uNprI1YidqxXURlmG9r0i+g9dK6b7GeEZOShQiis33s9XqE+QG2xPZeZ4pYa6ojJW5Cep2UxKVMMeZiseIlBCYw/urb4wGk+z5Vpj5+/TaP+k2M/vPjJmdozLpOa4pQ5mN6qWVPGf7jNZjPZ5GXPAKWNg2z9t2kNtObKMnILAcZEdCIoiGFdqSaEtgBZBUEpxSiGVpHCtBCM30UhUhNH9+8Ll8zDd+vUHk4NoxuhLT3qnobrRQ5ZDttSbLnQKNQ0MoX+GNdPF2NuieKGMFEhlqCqcEVqCRMSQOaClIfBAxKBfiAojYHI/jSbQUPPcT/5GDP/TeFef1y/f+AOPzisSTREVJWBEkvqB0SjHyWExcEChb4s42Uus+BZYDtpVfF7Sms3OY+SttagcVpRNdtGMjpIXwPVOh9HpmDCgb41iq4zTbMD5s5jgv2glLdcOWTnt5OA5CZgtgsrJ3OjCTKwt+SuwyfUHd6fshP6nU3urEm1YYutU2mtNpBZ/JbJoeaoKhq6aLGJbp8YG5q00XaZ1kvcgBiFPKlaMfZyLkDIov5ItkyiK3nT6knY04ZRBttkgrlZPdhCWNOQaYyr3bXZmIVieJQULa2bShtUAuNPDm68SDwiXpNZSuA5a/wgNax/Hpc7XZdclY53n1nCVQ3ffvFQK6ScpGTnvZSQKBA14JHBfRC9AihWrPVugNwrPZ8WTfvShCq7Rn7rjGB1rptC3hIKIoHRlaNQq0Ivlm1+4pJuGzPZfB6tC/ETnTzUXaB9dRbM5nYPvCkuho7betRz/WtaDPLy54An78z57FE49rWHbR5RjZlbh1CRqimlGLQkDiAwqu3HSS480hSm5IJzKkDpVInjV2khOdGr4V0fQ9XCtBjDXphQ6+GzFW7BBrSavtGxnLROC6MVU/IBhzCMegu8ll4y2SqChQDiYJ+xCVBAhwWprCrCbxjWNSYR6ioqT2+OnJKJwtIrTGaSqisqQ0o/AWI2PKIAQijImHC6iyj1yKc/F2YVskk0NY8w2069L5uWUevvpj7PzXn6RzZ5nRhwP8Tg863TwRDVaQavdmZCckHjI9LKEUsuMZuC+KcgKThv78Z5KY310HghCiCDlUMyfiOIYklfYSzT77hJRzNlxPQwcG2ssVhGzbLFZBaLYfGYZtJmmYEX3yOWFY6chEgpD2ylnMtaqPwZnhAVKW1hqRQVbZY1kCSCubrKrUWhv4XEiE5xoxFClzze0VY0hr9q9XIQNnUQ6LT5w8wwVMr/3UJPFYBdmLkQeO9YUgsuNMZ7Tzmxk5AF0PENxyF62BGyqtNUKlz/V6UC4iKiV0p5Puo3+NV9sprkQmZP87BqayDEPTBknMHHGuLa2ya5sSn9LZ89OS7zMdWvfJXXrtEaSVLzcI2aDCW37Ovd5Z3rke63H+ccFxlUMv/wtzty01omOhSgnyyjpxSWO3ZE60jIsaXMVCr0SiJEFs0+z6aCWIQ4tHliYJEpt25BElkrlGGd+JGS13GCr0mGuXOLFYI1520ZZGC01zusLJxycQRwtYlkJEgrAsEIlJvsoR+EuK6pGEsIapWh3QEoqzCqcd4y9EFBZW3onv+ORbGXpYEvuSqGKgqcJMj96YiwgSZL2DbHaJfYvD3z9CsmHYJOWCbxatKIEwQnR6DL27yPG4hXPEIxg1x0QmcgAp3GV+Os++mB/66y+y/40jLO8usHCZTzRSyKtknai8ohWuYxaPWpXg2Zew9D2X0nreLpZecxlcvD2H1LTnmBnQVAowk6dcISk5qLk78JiBxZ0Vj2cLap+RLFNCV8bo0rmkZk4EypLgang7iwGbvNWw5QqN4OyxQb3hwddmbOD0uFbMypLCuL5vCF3lItr3DOFNmHM4uynFGiSrJ2Xqrg1XqyCApTraliRV17QGIK/MzXtVX85xVX/ZbHqwWkvPM2OkZ0lcCJMk21205yCrlbzKXlN7OZdlTDkNGVqQkq+E6N/0aK3NNesF5icM0zniVf37syXfNYhWFyTORJRb63U5oTE9lvS7uq4FfY6hn6Gff6dxQb9V2azvTRcd5La7L8bqSdRwyMPP/gg/tel53HLr5TgNSTCiKO+oUwAaPY/xUhtbKoLYRgjNf7zqi/zpEy9gW2WJQ40RpICwZ9NyPEZKHU4s1hACHCch8BSyaaOHQ9xCxG9f/Qn+eeFqvvWvl2O50BsTOA3QFiBAWZLCkmLoCUVrShp4MNQknoBEY4cxjDns+Yt3oHd3GPp8kTEJ1cMhVjdGJIruxgKtLQWWLrYozPrYM4aAVDhapzY2SjDqUzxp4FlRKIDC9BXDCOuhJj/9mrcxsUOxdJGFjLWpYJTp8eUuSEDx8DIf//7ns2VjiBUkhFWH7riLOzAOkkG7SAvhCXS1hPIkYVUglMRfMBCwGq4igtRkPYM2VbC2VGD2a6qUNai2tTYUnEK4roOOInS7kzNps+2vgFMHCFo5a5w+WcvIYPYVk1bsO6/U+rPSwnVMLzKbO86Uj1w3h6BX+Cun78OSpupVplpNagWsFGUQmbNTdnnOlAxWV+eDlfCTkoj6MKmqN7F6MVHFJZkYQtYbBllIWwyZvzRanpaUMyELnW4rP9ek3zMXrmvWsihGglFoq5YRvaDvAZ3FIAchfY85XG1mxW0bHRt1tTzxZ/ButpmMLDfYAjifyvdc9bzPJfTZPabXlKIctNp0bDM/vbR0YY5nPdYjjQuagG+494eYKjd4ZHoSGUjsjqDXctjxybdi1y2sBCO9KMCSiq21Zcb9Fs+vPY4lNJ9duIJv7dvJZd5xWm2fh/UGCq6B10ZHWjQ7PjW3R1KTLHd9PDthYtssp+oVNg/VOTgzxi/e+sPonkWxLQhdTXeDgeOK05qwJmjsBvc+UxVrG2Ib7HYqqGFLZBxjdxWTd0PhUwqRNGjtKKNtA1trW+I0E7xI4bRteuMuvq5iH5iG+WVG7lREG6uo4SpyfgmUQi4sm75umoys+TqNF9R48Q/dyVd717PpiAfzi7k7UB5HTiCrFbxEIcII57iGOMnJM8Ky+rZytkmCiWtjdxKclsXMqwJK9xSwdg0jYs3E7Q1ku2cWpIxFfKb5VpE64KQLqOp0TicfZRBrxhju9lYKgCT9flu2vOVwnk7nUFPWac5+XXEo6XuzxTGrxrRauWjaNrLgoCMX3e2ZuWMt0hsHO4Wis96lMok3UXkvNRkvM3t9hde8/av84wdvZtOnYkSvZ6rH1VXwaoOJ9PhWyGaerxqW1ug4wmoHUHGJSw7eUA19atZcn2LBJNBOB5GNQaXtitxgY9UNyurklc9mC4nq9pCLy8YqM4ezByrobBwLUjbzwOcZhkbAI2uTZAk/i9XXK7+BMYpVK6rLJ7upyearz6XXfg7xpGzs1a+3bSj4iIKPqhbhTG2E9ViPpxgXFIIe/p59PDE3TjJdxGkJRGwITuXJFklZEW2IiKdCVDGhG7icaNY40alxV2sHvoi4pHyKzRuWeMsHfg7v/iLNY2YcqRs6lNwQ206Y65Y4uVCj0/F47saDfN/G+7lh01FakUvcchBCM75pGSsAbWlGdi/S2RnidDWlUwoZCsKqIKwIk5xFv8nf2eDS3lTg2MuhvsMmKTmgoDAT0hu2iYs22jKazXYzQCiQoTa92bT3GY9XmHtWgXi0gB6ugm3liQZp5lexLUYfDfn0N66leixBRCkEPCBBmS1wqtlCT8/2mdJCIEqZhVtfchIpwbaQvZDEs4iLgmqlS1iD+p6EF7zlTsLxlGBkD0CbZ4us1zfoOAOnL4Ja9eHOARZtzrzOEmUqcyk811R02bGDeXwQAk3jNAjakisWaFnw0Zsm0m31rzPQh9Y9z+zPdQxRSEiThLXpf9cvLvNrv/ghfn38ERqXh+C5Rk7TttcgeK2KwZuBp8OU1RpRbyGU6UEm47W8by/Sz1Y4jjkH+jD0aWpTg3DradV5v6erw9B8XoNtgAxqTs0/VKdzutuV0ugwMjeBA6z3nLW+mkU9+HlmLP2UBX/asa2ey86v/QWAos/Q/z2j41IGtRcLxsbTc57+MazHeqyKC97Y6DY9hKVJCppoKEGERofVn2wTRxZRywVbEwY2S6FNu2futA+3R/n+yXv42hWfYOf+tzH5DQOtPuvGE9SjAgUrYrzQYkdpgU82ryA8XsLao9jiLpBUBNdVD/OzVx4D4F3T1/Ele5yRSxaIE4lwFE5L4bRiekMeYUVgdzTuogRBKhcJyobYk2z6ksJpRyhH0t1UAgGJJ1i43MNf1DgdhdWN0QKOvFpQPFJk24xPsHWYI9/toLyEwrzH0FLXwL7dHpkPMLYN3R52M2LTLZLKXSdQiwbayvt0UubayllFbAzNE1PtxrFxW8qSl2X1k6oQJJ7pdau/HWLsRBeRKB78xLPwZ/pylpn+r9CrEkdWOWY2cpkt4mCsUmUC+jKYPAmRx7LQQXiaznI2h5z3cleLPqSKXVrrNFmbvu/Cqy9l00/vp/eWGvr4dN7vzLSF0QbiF54LBd8gBnGM1gKqZaKJKm/7tX/k+0pm9Ex0LZoXD1F5XCO63dStp59MckGTVaYBCKfPJn6KVZparmO3Rkh8m8SzYPM4cr+pxIXnmvPKTBBS16IVxzB4zQd/H7yWGVSstdGHTkfY8hlZyFsOpxnTD+4roc9bgNNZ64Ox6vuQyYpmJho5E35Q4CS/yVqNQJwnujAYZ7oxGXx+QI7UEK8CRC/AqkuegjL4/3Uh4MKzoC/s5r6j4sIzC7TgRTc8zMHmKEemR3GGY2rFLvVOgajlIgKJNRJg2QnDlQ7PmzzI549eQnOpyCcv+hwAv/aST/AXX3otiQ/NyOf5w/u4yj/CY8EUj3Sm2DU+jxpbYINXZ9xqMCur/OvCXv7wwRfx8l2P8pmvXsuGgwl1PU57S8LI/ZLSgXmU7+IvuzQrAm0Lw4AuCAoLGreR0BuxcHvKKFoByjKws1AafymhsdPGaYJlCeq7iggNxSOSkceNTrS2BGo8hIZD4gjkUiuvULTWZhY2Va+SUYI/F/YXkwEZRgG5lnIOuYYhFH1EN0D3Uqg3m1PMFkKtIYopzPQQsUJ2I5iZh+EacqhkvItdx9wUpIlcQ06gyglTqTOSTpPv4CjTWYlJZ4gcrrRk36s46/8OMH3zkKLPWs4fk0axK7tJcRyCGy/m9t82qmVXvOpn2PqRFqrRNBB0Rg7zvP72fRddKiDCiHisTGejz+KlFm+uzua7mbhNUN63jKi3jJ70QEUpbMcwe8GMmsUD7OP46c+oqE4H69BJ5MgQuuihPBsxVEMtLCF6QX6Tklf42ffjDLBzHgOqWLnQSVrJCqVTLehVkPWqanElS93ctOlBBGPwdSvGyU5fPlck9vSztIaK6Dg2iE804Nal1xiRWisJn0+VvJpBP/iYJfNRuny2fT3W4xmKC5qAD/72sxFdxddvucK4Hk0ElIs9Lh6a47A1QqfhUxpr8yO77uZTJy5nYbnMl+OLaM6Ucef7h/LBo8/hkl95iKsqR9nuzjEq23yifi1KC/a1JphpVRgpdJiPKjwWTHGDf4hdG2f4WuUS/uVPXsDuD9yJThL8m6/m4OZUOCOK6e0YInEEbl1jd40gSKghqAmUbdGakgzvj/PKTmhIHIHV1TS223gLxrTBbRqnpMZ2m8oxhd1RLF8+TG9YUHhM0NkVIhNhqtLKEEzPGQJNGKXMZYm12IKRMsnGEUSjmQvjA/0FZqDfSaIQ9SbxzCzC81IRi34FQRihR2okFa+/yEbGwk0028isQg5ML1BUygYK7HRW6gYnidm+EOh2Z8UCe1ryXVGBaUCdXl1I0b+5SFT/xoK0x7bGuFE2OpRrCsNpVbiwbY79pHnumrtex5ZPzphK0fdS7eNOf0ymXDIoRFAkniwSjFXpjliEVcEj73jPiu0uXCkY+fQMSat9OmwpjZUfGUrRuzCJNw+tUa02IlVgsmwblSIFqtk6nel9WhKSK5Psk0XmRHQesSJprZqRznv2g8c5oOq2VhjbQIP0iFIRmShUZgCRE/QGd5Ml+KdQFw0gNFmLITM/0dnoWsZRiOP8+7oe5xHrSljnFRcsAe//XzchEk3hhIWMob0t4eDLPsDlt72Bu6a3sGVomakNS5w4OsqfN56LbtvIUNI4UqS8p040bBHpBEdY3HL5P63Y9nuXt3Jt6RCfnL+aR45vRMWCoc1dfnjoDq71XMBj15ffxJaP2Ix97rZ8UXFufYTCTdeATBcGBVaoCauSRGmUI8xnK2H+SsGemw4x+8HtWEWJV0+wugppC7rjNr1x8GdNNSwSjdOMGX04JirZad8O3JZm5PGAE66P00loPmuSuStttn3KQR47Zfp8rmt6wlFsNKAtaZx0B3qyxo1HmYovgZzJkpKvdBAYVmZKZsKywHNpXDKEluAvxmhL4PVi5HANbaeqPp0e9AIz61r0U/9gP91pymIOI3IP1Oy4VpO1zkaKGYQRASHSbUlhrOwGGdxgGL5KGb9Z1+r3wTNrw0GSj5RmMRYmEe7+7R5Xf+Nn2PCtZThlNKBFzfTd0anvchCYmdThGmjN8p4iaDMLfuWPPnTa99hdFsSXbsNe7sKJU6h2N3fmMUSmEqJagcWltI88gApciNnWAch/9RyyjuMByHalRGeeeNfSbc5+X/VcDkPnEp1nTjanVYsDMVj1Ds5l54SsAd3s09yHLHPOutPN55lFapOI1qkjFvm2csJbfyODB3lWIlr+nJD9m4/sZiG7lmn/+6ncnKwHrGtBn19ckAS8/w9uQsTw7lf9Hb/xd68nckF75gvdni3hzlk84dcQCvy2QGgHGZF7A28bXuI5Iwf5o6WLSBDcWDzAPy5dRz0qULHN8Psrhx5grltmbLiJJRX/advn0uRronxXgaVLYKJ1FfLr9wKgej22fmaJx99aZfKLCcUHTyAum2LxMofCjMAKjUJWXBT4izD3F9tRLuAKgqqFLFkU33aCZruICB2Kf1+mMBeCxtgNpipXUcnCChT+fII702LqGwKrEyNjxfZDMXJmMV88cR2E0oZUEySEEy52ZmbAABw8YBMoZKojPECI0YlK2b4arB7R7kmUI5CRJqpYOI2EaKyIXTfErGxx01HUF+V3zUywGq0i6210q2MkM7NIfWX75KtzTDKDvbYBBm0eaTLQcZyOCsn+vrJwUqh3EObM5nrTayQXm2z8u1lEpYzOtHu7XUS5hCiXDCPatkElaM8F26J0Kub4i2z2vXFl5QtQV128mxaY6YwiVJHx+4s4sy1Eo00yM2sq6naH3LYvU6Vi4Pie5qJtrCXp3+BIebpZAvQREyvrSa/u069KvoOV8SqUQlgWWsa5gMlZe7+rnh98PN/2qor3yWDcHMrOyIrpMeVjY5aFMUYQZJ6+/V2vQTRLj3slM32AnzCoHjbY6gEzRrWaeLb6HNdjPS5QXJAELANBPBZxiXuKuAAyAnveYefH3s7NNz7MN79yOd6iMI93MCxPV6CLRqN5vlPixVsf4S/nn8e9c5t5bHQj98xsptEssGl8meOnhvmUuhISQXG4y57xWb6ruBL6u/+XzYL6vAe+n9IrsgOzkLNLbPxqDVUuIpKE5mYHb0Gg0hnh0kmNiKF0UlE+HpL4Ft0xi6gkCIYFM6fG4KTPxF0ap5XQHXeRkcaf12ghCGqS7oRk9MEAmSh6UxXc5cAoX9mW6dlGUarNSwpvhSBsZBhTOL6SGIXr9HuxYBKUOj3x6ShEWMbbVYcRzollqo2iWVekJKq6hEM2zmKHpOJjLbXNwpIudqIboKpFwtEiB3/IYtu/lCjdfdQs7qkWcj5fOiiqsTpWz72uIgatXiD7CyBmrKUX9BfswUoK+tWJ0mid5BWRIbNZqKEy4mDTVPOJgmbTIAPpaBbVsnk8jFAFl+5UmeWLHK5+7uNrfo//ZPEq2vePMDyn8BoKESmSWgG7F65MIirJEYPsBmXFvPDTScIrNIll3uM/bXxnUBIy+3ct6PlMsLRWmC8keV9dC7niPAeT75qayWc8/v642JrvWYOsl7O6B/efcRygD0VrvdI9i1XHO3ADYGbLV8LOWFb/+z2IyGTHuDqhryfe84v1Cvi84mkn4CO/+RzsLljHXd74nv+AZ4NMDGwfKjjUGEWGAqFM8pWxgX4TH3qTCsYCLKmQQhEri+/b8gAvrzzIR90b+dbsDhwrYevGRY4cG0MEZsF408Zb+VzH4xXFYMWx3NZL6IQOlUoF1WwipCDeMg4/OcuxWzaw7a8OEtbG6Y1pUGDtbdINq0QVTbIgKc4a1mziCKKSoHhKw70FKscUWkJvxCL2BU4bglEHq2sW6tgX2N2ExLdobnFxRxz8mod3dClNBKOIwHgCa9tCRAZ6Fo22ecxxEVbSF4ofdGHJiFAZ+WhVmLEmG9HqIDOd50ThKIXVtRHd0AgvJCmkWymnTGCzoFvdmA1fd/AWOmZ7QqBW959P2+mq48gqwjWYuDlhJ58hThf9wTneVW48YBZikVXEUph1Vmk0CUSCYOc4Tt3MNIu5JTM6NFRDF33Deo5iVLVAXPFwlrqEY0WOv9TC31Hn/q9czOWzG7h5y37+eNPtAMwnbf7s9hfww997K5+9Yi+zx6qM3F9k4lsLxEeO54lOhRHSCsx1T0i9kNXpbN2nGinULDJN6JzAZq0Nia5xc7Zmz3WtJJxqH+d9T21kPLPPXGeyqGdKpFms7vsPMOLX/P6sZrinyMbKxGqqUTGABORezUmSz8yLwf7ggNKZ1pqMcZ3dLInUVzsjF+ZOXQzcDJzhHM/LUnE91uMc42kl4Cc+cB3VB6Awr1i+2MwT2j1T1QoFCDhx30Z0SREOayoHLcKaQHkQlTTKVQglKDoRN3gON2z9Rrpll2s33MsXqg/R0R7fV2pxx0UR7z76KsLE4gvLl/OeTbeddjw3+RZv3f0NPjn1bHi8af5A732czr9chxdqkqlReqMaGZo/Ns+JcZ43x+bKMu3IY3FxCwBRRYCEzkZBe2tCa6emfNDGW9JG1jKB+Sts4kvbjP1zgcKSoj3loaXAayiCmkRZDu6ciyoXaO8oY/UUheNNZKtnkgSY5ByEac9rkKGa+ZDqFYur1hrhuOgoFVXIdJ99H13wTI83hXKlEJx6To3ytI/dVhSOgVxupuYPxnRCdEPsKGH4jobpl6b7Mn3XVbDhWuIJp1Uy1soFbVD6MauGc2F/WDGzuipyIk8q+pBD9LaNKJfwD82bkZysDZEtvFKiK0VkENG4qGLUzvB59zs+yKtLHV697xXEfxsRbKjwhZddAz9uEvCYVeKHr7uTf953Bd6tFZwRzdj9LZLHDpiKN78OaV95NXP7AkdOEIoik5wy4ld+U5JBzAPEJ1us6BufJpKxYgeZoAcISyGrFbRSqMXldEzoHCretcbOslirN3va8/0KnAEYOA+l8yQsXMe0FRxzs6mTTh8dGPwbSceZctMRlSbf7IYminPIeXU/un+4K6H4M9pbrsdpsW7GcH7xtBKwaBpbvaAm8edN1es2NdqChWsT0OAuGA3IpKho7I2wGjZCw4YrZlholhivtjg4PcYHN03wwsJBdjhlAP5oaRsfO34NI36HF+36J8ZlwvbSAj84cidN5Z/xmN7zxAvYvDCLsG2ssVEe+5Ud/NiLv8qHvvo8Fm8q8NxLHgXgjiPbuPf6jwLw/voUHzt5LcuXkM4DawpzAmWBiAUyFrgNTTgkGH4iNudVl/QCm/YGSWla4XQUUVHQGZcsXRsz+VWLpOIjosRsxxGIXlrZWiuVh3KyUQ6hyTTpJPkiOjgrmb/NssxjzRaUi+iiBfOLZh/VMsEIOC2J3VXULxti+PYOotlGV8to10GEkanMg9BU3XFsZm3XUsg6A+s0S7RAn0CVCZOUS+m4TtyvRgYXs9VkmsFRkGIhf2+uGw2Igo/eMAphTG4VJyVJtYDoxWjHIhz1CUYqLO+SjDz/FP902YcYs0oAvGzsUf5u7yvwlmPEqlbfP++7gvIXytQOBdjNEPHgPrQ6/UYk04le4ewz8Hx+vZ5qgk4SQybrdtFdU+UPtiXMtVP5v6JSMceQ9YEzJGWVTORZw3WgVMASgmRhiQzaXVOm8Uzz3mtE1q/Va5ja66yfeyZSFSCEDVLSuWEXt/zFn/FL09fw6I/syBEdM7OcVtth/8Y0v4GzMJ9Z+txao1Or+8RnHsFaj/W4sPG0ErDTMJKOiQduXeN0DBs4LAmstkR5mmhI4Z+ysFsW+37sT/mxwzdzz2cu5eS+cVCC46eKWG3Jf41fxd0v+SMAjsYtjgYj/Oquf+H+3laOx/BgsIWT3Rp/PvMCfnLiG6cdyx8tbSNB4NkJ0SVbEGoz85cVOfA6Myf6lu+7nYfCUf77gVcyc8cGrESw9LwOw1aR+1pbOXB8HF1JwNaMbKyzvKGEnPbxZyTektGKdloaq5ugXEnlWEJxxkGohMrhDnKpRTxRxYp83Fss4oKgs9HDW4ypHGojG11YahjtYcdGuza0e33bM8/NiScIgVYDBgeDfS/oSwUWfEPokgIRhKhaCTEyBPNLiCBk8o6IpUscgmGHYFhTe7SIjGKiySoyiLGC0JCKUs9Yo44Und9ojegLQmgGFmXLQnherh+cz/ZmsZoNnT03mNDT3/P+ZwqVainBc9COhYhN4tG2pLujSuIK0+JwBYmv+bkdX2HMKvFo2GFR+TzUnmLmeklx2qN8XHPlHT/CAzf8LQAbhxu0ozJokA8dQJ3N/UYlZt1ezQZfYZTw1JjRWmlT+Yq+qtfqylcIU+1qrZGem47NDCAjWudz0ytvegb67Fn1qLWxpiwVoFiAhaUVVeAKVSuyX1cl3zONP6XyoZn4xsqblUyQY+0Z5FwLXAjmrjKkvP+58R6+27/YjM8lSe6HnXkl57rVAz7IqzZ+5oS6Chpfj6cQ6z3g84qnnIDrP3YTcUmzvFcglMZpQWfCfHmjKvizps8bVRRxSVM6Ltj5ibehHYX/rCZ6oYCIwalLtAW2F/P/nHoRf7zpdrbaZV4/fDt7Hdjl3E+oJY/3NjLdrjJa6JCkk4HH4xZ/sXQDR7sj/MrGzzNlWbzrmsPsettPoJc8dl12nE+2i7zr82+kfMgyJLC2ZiyFia/9xH/AGguolLtIW5P4CnvOYcmtoEOJFUNhTtMbNX7Bow91cU4uEW0YorGzgBVqopJEdkJothFjFUpH24goobehRFyyjIZ0oo0DjUrQUYQqeRArRKPVV2cKI1OFSKfPbo5WJkKjBmXOXY6OGPOGXpBXiNqWxFM13HR+sXCiSeEEzN0wDEIQjRZxT87hHp5DV4rGgafTNdvOpCFXL0JnGetYQdJJe245UzaODaM6PbaMyQqYJJotkMp4x+L2PYUBcz0s4x88ODecVzuOhbZSs4C0Eq7vsKlfHVC9z8NtaNzL67y+ssSvzFxFxeoxG1b42pHd7LrhKI8f2gjA+y7/BwB+b3EX3b/ayMijDayTC8Sdzrn9Iawmng1cG0MAUv3XnWPkto42JrHGcZ8NnTKFdXpTls2D61QdTfjeCg7BmpKVWcIcZFgPyIyaMbhkIHGeBYodnAk+G1Sbf5acnoQH7BBXR3YDt+0fZ9k18XaUp9hdi7ClcawSUfp3kyS5ecVqpKi/q7PA8ae/+Izf+/VYjwsVTzkBF09FCOWgHI2MBJ0pgbI13qJJVnERrB7ISGJ3jcxjZZ9Fe7MgLluUDtlEFQNXW11BfLTIp5eexWxQ5hemvshzfZf7goBvdvfyqVNXstwr8KyxE7xv8635MWy2y/z6+CPp/0r54wde8pd0VMhnO2P87oFXYLckG25t4xyZQ5eLqKKHtbVEe9HG2hzR6bkkTQekRobg7PMYOqCoHGyRlBymx32GDsTY+0+ikwQnjKglo4ZpXHZNcgVErPIfK1DISOMudJD1dt6rxXWIqi4ySMwgxEAvLxmpkpQcnFN1RKbTmy1qISaRZc421VLa810JZfdGXGJ/jOITc4ggRnR6jDzi0dhh/ISZHIN6C7HU6HsBO6lxfToPesYxj7MtkqtMEoQQ5nwBikXTR43ivgtR6lOcyW4KS/YTR1b5V8tmu/WGgeFHhkiGK3Q3l4h9gbYEYUlg9zSV4wG1QzFWz6V2OGTbf32crx/YzeV/+DOEz2ozOtTih7bcy6PP/RAAr/dezB33XsTbP/1T/PZ3/y0f+PuXs+3ROtZsnSSVBj2vyCDnNCGvqBoHhSPOIRGLlAmvC57xfJbCzI1nCElKvMphVntgbM1NK8I47rspgZmzVgocq3+sGct4wOM3PxdYUS2ek9b16iQ88P+czR9yehJO93Xa6FS2DaFgdoEN3xrlm//7/ews/yR7f7mIym5QVd9cZC2YOz+tM0Dpg8dw2ue2HucX6xXwecVTTsCHXi+YvAV6I5K4AO3dEc6CTVTBGCEISFxMddsG5ZskLGOBOFTAbWi8ZaOxHIzA8174EK8bu4Nt9hJH4mH+ZHmCmwoH+NmhY7y1dpijcZeNlgu4T3JkJj7c3M5vffOVSC9BWCDDBLW0jBQCaVsUpruUR8os7PQQCy7C1ey6aJoX3rSPv/rsi5i/UhBWyqaAEVB+YNqoUNk2olDAVgprqIIVlFHlIjKDBoOIpOLT2uziLyWIdgpjOg66XEAVXex2ZOZWN44RFxxklGAttpCtrmH+ei6iUECrtArLSCXQX8BnF80ssZWKCrgOccXFChTKkTkTWPd6OEfnsTduJhiy8Q/2wLFRQxXkwrJZsAu+EegQYb8KTasksYrdu+YM6AC02B8FkYasNDpskkWzjbZtRKlokm8cg+WB5+WPiV4ApAm5UibcPmYu3WwB2TBjVKpg05606I4L/OfM071jDG9RMPqtRZxmi8Wf3ENzs8Mt9+0FobF6ELUd2ndN8rGXXs0vjhzkmrtex+6ReZ5zzePc/4+X8ru/+6NsebRj4OwBGPOc47TxK80KVbDzXcxz0Y2igYkzNECrfAbYbDdlDxc8aKRoiFbGcEJaCN+CIPXkzW5qLMuYU6iUde/YZ02sZzSjyCDnwRGy1QlugFmse4GRlsz0xwcIeyvPfdV1GthGZ9L8DRx86Qd4Zfm1sFw38pX1xtrXd4W86el+0SvOYz0uSKyTsM4vnlICbr7uJoQb0tok6W5QTNwBQ/slYRkSX9OZFMjYzAMnvrmBFQp6UwnFoxb+oqk021OCzpYYd8kiSGw+vnAdz689zkxc4z+NHCBLto6w2JWSs841fvuLr2LocYvORk1xWiCPzaKiGDW/gKgUaewq0Z4SyDmXoUcFnUnJF1/7KQA+UHwh/sY20UyV9mbN2H2K5IRRWsrEGIRtw3yC2wsJto0ikgJ2o4cq+2jHonqgi4wVyUgZq94FS6IKDsp3EIlCds0ib3Uj4rKLqBSQzS60e6ZPbFvGQCCLRJmqBnIFLDU+alxalCKuevRGHey2orRv0cC/A/Oi1ftnET2T+HStgvZt4m0TWEsdU5kWfITjIILAJCCZEcMgY6sCa/j2DlTMq/V/04owm4UWvo+qFNDDJURcg0Qz8/xhfuqd/8Kn3vRCZLUE88uIUoFkuIK93EMuNAxr3HNJhkuEwy6X/tTD/PjEN3nbP76VYhu6k6ZaDHaOcdMP3M+JTo3ep7cz+nCEUCHtLTZRGerfmmTnE2+nMCN5SI4S7OkyXNcMHQgQUUJSdJHLradW+ZymCKZNqZepTJ1HEtZRbAw3kgRd8NALiyZ5OnaakNNebzonrIouluuaKrAXGF5A7nfsmaQM5qYHEOWiuWlrd0z/PI4hDM14z5qz3msk6NUJV65SLRt4XW41uXr8aDC558pZK9EDkaqeiUJhhSLhqZduYOMXNPGhI+cG76sEnX6Pz5nVvA5Br8czHE8pAf/Z7/wvfuCvf5HSSc3oI4rCdAflWngFm8VLPLb+128B0P7BG9ECgprkJW++nf+58R52fvxtOC2L7pipjktHbboTiulOlcPHxvlS53LshuQDF7X4h+vfz2Vu4byPL9ARr3/+rfzrrj1Eh0coPiDoXr2N4mM+uuhz6oWjNJ7Xo1AMEI/XsHua7uaEy297A52TZZxlyY3XH+Hh5cuRiWD01mniQfOAlBkrSgWIE7xDc2jPJR4tM3t9iZFHAvzplhGAqBZQFR8tBZ3NRU6+NsTdX2bzlzrG0rDdw52v55ZnOaystSHEZNVV02gTC0ua/mCpQPLAYwCo511FWLWNAYQrzMK7YRyA+mXDzFwvuPh9p8C26F28gbBm4y1FOPMdsxBb0rBKHduMbAyMdohsDGi1KEcWK3p4qVC/kmALkBbad9AFF1mXxBuGCEY9lnY7OG2NjKCxW/PNpd20tpdY3Ftl62dculMlikcaiMMnU2jfGE9YQUix0eXUL+3g9w8V2bmjw/43+IhAcPRVYzz0C0aMZSnpcM1Fv0BhzqZ6NEDZmPGxGMpHJE7bjLeEp3zQ0Bt1sEo2/nzPJKULOV6UVcPnGkKkqIY2n4lSqFQyUidJHwkZgI9FmPaIU9RBJypP1rlcaTZbmyTombn898HqL58/Vunrz2SocIaKcTD5ZpwCFaWz+rlYSbJSKzplvQOpqpc0ff5shM2xYbhGUinSuKT/3Rt5LDCf1flEJsGZMbvPIpO5Hk8x1rWgzyueUgL+xe3PZugNmsqRHs5cCxHFWIBtScY7lfx1hbmQqGwT+5Jfm/wmUOCXXvIZ3rflebzz4q/xrfouvnHPXuRQyJETY5Qfc5EhtLYqyl54Xsn3gbDHla7P3UHI2x/+MYLY4pKxWcYubXN4coRuw2fktk1oCzOLvOQSWIbOFdQk5QOS8tcrDIWaqAjbX73A7VsEpZvm2T+5kdGHN9DYJtny6UX04wdJ6g1szwXfM5KUtkVccehOaBpdF29OIkIQQTaaA/NXWhx4yV/y61dexlfveA4ATi8yPby0t6c94/MrtCbcNIx7fHEAsrWMDnEvWJEktC0Jy0aRa2i/Ipwo09rs0h2TuULYzomfZNM/OTS2WYw+FGDXAwNRey6yYxKPKBZgapLeVIXCvlnU4nJfICFJVo4nDVZ0a1RIwrJgYoSlK4dwWwp/1mX2uhJR2RDbZAzBiGD8Ls2+hy6ht1Ow4fYQa7ZO6eBJSBJUZr3Xaq+YxRX7IBYCuxew7VO7sYKEgz/e/yMdtopYlYjOBgcrchl+WLB4fQS2onDQw+4AGoqnBMW5GOUImlss6jvKjHtbsb5Z78/Tnkfv9oxxPu8V0kDyQvT7t4OVZTqWlScxKRBRsgICz0VPMmnHAYnHFfD66spOSSN0MhhScJoJhEV+bKsrXmFZiGIB4TgGGh7cj+7fBJDa/uVksEEIPxXdEL6PLhfRvocq2Bx87fvylxx/scfOE2WYW+Cc2eZakzk79HvbasX/V75+vfJdj2c2nnIPuPaR2xDXX2H6SFqjKgVTpXRCmj94I7EvTA801hTmY27+779EMAzdbRHCVfyvB19C2PAoH7LwF31EAlaosAON3ZXU1TBcd+7H01EOf7C0nfd88ruxO4KopLlrqoAOJeXRDk4hIhh2iSqacDKicNhBnCjnKlejDwe4J5ZJRssEIx5f/tXnUasomtEYVDT1HZLuVMKJdwtax65mxydirBN1o7hUKaKKDouXuFQOa7yGNgpM7R5iZgGUIWBt/YzDrqG3M3kbeComqjnYTVMhitAwoY0TjvnDd4/Oo1PZxUzLmbBPXLIuvRjtWMSWISQ19sQoy0bGNv6iIbhlcfBlH+Cbz1f80mM/jHigRjjqozYWKR6um20qbfYVRhQOzOdOSCvUibRC+l4/IQ/I/OWRqQ6NjdDYM0Rrk+ShX3gvALv+7u1U90tK0wmFmS6y1TOwuNYkwxXimiEd6W7XJPskWSmCMRhaIzyXI6+UDO+o43a9FU8nbYfCrMbumWQ/dqtNe0pgd4zQiresGXk0wmnGxCWbSqAJqpLeiEt14wZ0sy8RqsPIjGgNykE+gyFc17QhoN9GCKN+Msz8oi2TrJXnIJZW9q210nk/P5/VXj2zvDqyilCKHFI27k9ypTFEltBTUiCQz6qLgm/g4k7H2DmuuZ8UFdDCzPlm1e7g9yhFXUScQBBiz4Vc+xvv4O7f+FM+0hzlsZ/+U970shcw/+oRkoVFzpltvgoGP+tI0nqcf6yTsM4rnp4QRxAZmAzQrk0wVsBuRRSnA9pTHk4jncmzBKVZiRVIoqptTBlmPKoNjYw0VqTpDQnCqgQB7U0aMdXjT5a38LNDx/L9falr8Y3WHvb407y+0meqvuXYc3nVyL389YEb2fa5HvZSl87WKrPX+PSmYoLAJg4tXAHFk4LyURuvoXBaCqcdo4XAnW0ZOUfPxU0hWXdJEhUKdDYr4pJARIJez+GSy49x+NR2tv2zsdNTRYdg2MVfUHh1RVyUhMMudtNHLCzn1YjQsPPjAUnBIi5ICtNdtJRYiw10qWAW3Sidy/VcVLWI6EVmEfJcQ87p9fJealL2SHyLqGKxeCkcevX7ufiv38HEXYrCTMjQYzF7b3ojf37tX/HTH/w5ehtiCtM21W6b9maf7qikcFSaRTSrmDKYPY5XQJTZyItwHUgsdLe74rsgy4aFrsMI4dioso9IdNpDNlE5KKkeiSkeayKXW+hGC5VaBuojx7DAmJ4LeebEOxCdq7Zy07VP8Dc7vsKLHn4NvzJzFc8u7+e9x17I0H0OpdkINKiyRWExobAIUUEiYwPry1jTnXDREtxGgr+oQUK0eRRtjeGeWEJ3uqZoSn2Ss7Ef1bnAUHUWWpnRLdkXaxG+Z+DhrErMKuPUEUtESWpaIBHFooGZgyBPLlppUE9OLBMDiTcPO4WyUx9kISU6itCprWUmEJLJSQrHgTg2topSnCXBpWNUtm0g6EETh/w8tSHnxUa8ZsMXT/KKO9/A8mUV3vC77+Wvt32Nv/76GH9zxU50PEBMO9vnspogt+Zr1ki+QnK6MfF6rMfTi6eVgLubKvizVt5DFLEiqjg4zYjCXIS2BDIyX+awJBEaykcFaLACjdM2pgxBTRDWBL0xTfmowF8QBKrAc5+9HzCVzc+duJFP3/0sAF581SO8tvwVPGEWhWPtIV66aZnf/ash7AVTlbr1CH/RNs5AR8qMHlFUDrfpjXsm6fcU7mIXWW8bYpAtURtGScoudt0kl2BTBSuCjV+D7qjAbWoKX/BoFraw474T6GYLUShg1XuUlruUTpxCDNUIdoyxsNensXWYDV/ViKMn0eUicqmFFALHtky/N4yNdGK7g7Ask3DTa7vw3Cn+4P/9E/7rd7/OVD9am0V5ZAgtBEnZIxhx0RY0p2z8PcsEOsJdEvRqEitwKBwPmfxgkZ/mx5Ex7P7biKiscaaXGJqRDAF0e4aAlVVZQWiIZhlUmZJjRCp0YKoViU7JV1pps0CPj6LKBWTHmCtoy8KfD3HaNjfd94PU2wXUpGbooEZ0Q9TiMqrVWnuxPMeFbnm3w7OLC/zOwkUcPjDJ3qEZhmSHxw9tpFSBmesdKoc1UVlQnAV/Iep/95qmOkw8idVNcBohyrPpjbloS2Avp+z1AYu/vOfqOkitUd3uuSfhc4SyRepUpR3TQxVBaMhxroscqqFbbcMu1ypXVNOOhbRt0y8XwqAIcXx60j0HU4SVVpQCvVxf+R7LQpZLyHLJkL4GYW4wyEWvtzaTfC01tXyUyjakQ9cx38FeD3SC7sWmPxuZsSp9JGHkUBl+17ztNeVj/N3m56JbHQiC1Mf5PBPlk1W76+Ic5xzrLOjzi6eVgL3P3pmjA8ErrsfqJdR32RQWJE5LoS1wl01/xukotCVwW5qgItC2GUFKXFCWwOqB0xREZfCWNd1Jza8e+T5iJdl/91auvHE/b3nOV/ngIzcy3a3yA/tejW9F/IdNX+DPd/8dRVmmvtOi+phGNFo4swtsfMJhYtsk9sxyDuEm/ia0LVBu2hNbWEIsLMGWjdT3VijMmzEiLQXBsIWyoL7TwmlDYT7Cm+9SODqLajaNClEcI1WqDwzoxWXcVpvJ5Q0Ek0WSioeTGSAEoVm0wtBAdZUyottDBSFquGSUnVK7Qn8x4Ue+/Db2qkVwbJKhMrIXojNlLAFRUdIbESxfFVFIJM/5zZ9n/GjE0sUOzc0W3ryNjDTe1yqMPhLgTC/jOLZhvnZNguldsQW7E2MfmIZGL4VaDdlL2LaBmiUIy817e1oZko+OYqPpPNDDi8fKWK0AkSQo16Mwp1B/O05NaYKaQMTm80kGIN6nGhu/PM9Hr7+OS7aewqqGnOpWuLmgeMv1X+cvC8/G2ldEKKgci3FaCVY3xmmEJEUbbQvseoDjSGRklLREoigd72BNL5odpIQ7nST9ee0oyr14hZWO0jxZtZ777cJZ+5WZaIYljeaxUtDVffjXsdHbNiKXmqYv6tjITo+47OIuWTBUMZXpvDn+1WzfXIlqNRN5gO1rpB0HHlvlkISKUY0W1uiwGWHL35dyGDqd/G/h7Nck/fsLAoMmZF7CmWbzaWS//qhX0mjxyktewOFfuJzScc24O0fjBTvpjkrG/+oedHiuPeFzUL5aT77r8QzGBbEj3HWnz5EfniU+dITJmYuYv3EMbzFGKI3sRWhL4jYViSeI/QxmhnhXD3nEZ+KaUyzctgG3DnEBmtvAXZQ8ftt29NYuE3drnli4iH03jjNaa/PdEw/zzuEj6d4lYEaU3vrmT/Pxh76LYhSn8o0K+9ic6TFuGiMpOLQ2u4RVgbesKN6/iEoS2LGF1kU1qgdaKMeiuaNA+VhA8VREb9RGuZLxe1rIgydyyUYAlEZ1e4goNtVJotA6Rnoe2rMoPjFHMlJGjQ8h5+sm+Xa7aW8rRne66GbLnEUnRPRCkqEyVqIoHqmz93cTRBihXQfl26iiqfhlmNDe5LNwpUDt6FK+t8jwPkHxWAMU1JwSItYoz8Kd6+JNOsQFC3v/IQDiF1+Ld2wJEcW0p1w6kx6T3maUI/HvPohutPp61FlvL5U3BNCTI0jHQaWCFToxZLZw1Gfhco/KMY/KgSbu8WXcGZPwScUkRGzIXEjrnGDms4U+eBT/iWv4gRvu4av+xfzouDFW2ONPM1xrE80UKSzEphWitYGjbQmJRoamn2u3IzM3LYRRLesaRSmkNI5RYOZXLcvMIQeBuZmSfdESTco0XnOE51xHXlbO2wqljORmtQS+a1TTopik6JCURs0oWyuEThf3WIKuN6AXGMLWaunIDFZOVD7mc9oIEEAykLQHGMKnQclaoRpNZK2ajszZ5vschCaZnvU85UqZy6yvrlNpz/gsUHmWhLUiabXZ8WcHjJJcL6B6f0LVsqBYRCXJyp71WtvJe8brvd4LGus94POKC5KAD1zfA0xCTB7dx3DFR2joThbobHCZf5bg3T/wN/zqP/woYw9oWlsEwWTExRvmOHByC83Pb6DQNQzF2Dd/nF4dnI6gbfvMXgcIRUloPCvhNZWHyZLuYCzGJU4+32asNk7xVI24aBGVLZQNs68MUE2H4lEBAtyGMNBrnGD/yTLzXxmheEIQDrvIGLoTLkJDUJXICKzjc6h2B1EqIrZtor1zCHc5xD2xZMaNhqvG3MB10EWf7qSP69t4B2YJd44z/WtDbP1lF32skzN8s/65cB1Eq4vudpGWRFWL5vFMgKEX4kwvkYxViWoGelYOaAveddWX+Og/vJLKXSdM723DaP8LKyApOcxfqxm7xyKzsAhrNk6jiDXfYPSz+xmzJEd+fBdve9On+dyrrkaEkYEYI9PPzZ1q0jEYEaRJasAmUXR62N2Eof0x3lKIaHUNSafTW1H5a+gn96ebgOOY4qzmK0uXcGPtEJ9YvIZXFG/lYDjO5soyD+wYo7BgYXcS7OWQpOqSeBZWNyGuuFB2kWFikjGAlmhHon0PEcX9cRzPS3uf6RxtlqCtrDdO39ouS8SrlLFWM4FPPxnzOh1HqMPHDQJRLhkHIM81aEQUYdd7aCtlPs8tojrdfrXYTvvyWRId0FLO9KFR0hzvqudXS4lmYZy6YsQqdrQOQ1SrjRyqme+CbUGvt6bF32DlnRl1mG2ch+b4quuEViQLS8hSwRx3RvjKlOLOloAHt3O2WK9+zz+eAQh6PQGfZwhlvtxOO6a90SPaEPLD5Trvu+EEvfum8JbBrTscO74VyzfzoMvPCZBzLu6iQG/psTzk4M3YyEiQbOmhWg4bvs84Gb2F5+X7+vzJ+/LfP/y5F4IkJ/50R23CqqC1VeM+USApahIf3DooC2ZevJGoJCi8X7FxJiApOchY4zYS6jtsnBYkviCswYkf2kntYEziC07dKCkdFxRnJcmuKazIVFfWJTWK0wGJZ5F4kqU9HpPHHZzpBuqeSbQ/AFsCIlW8UiMVOlNlCidbaMeiubOM00wo7usaKDIj44QxzrImcYu0pyQjDyk+9vVXUDm4aOaIix7NXRXqOyzGHwixujELV5QYegSKMxH29q3Eh49S/MTtqOdehRUnCNvoDm/76DE++c0X4TgtZK1qqpltG9CWNBB+2hsmZUBn7FyZ9vB0EGIvdUxl1gmNPGe1DFKiWu2+jjGcv+HDmb5nnkdrs+COo1v5Zmc3TiHil6yAQDnE2sJbEvSGYfqlFoXDNaa+1UOGisSTKE9idQ3pTEQKGcZoO4XSk8Q4MWW9VqXRcZjfbCD7RgYytQ3MnH2M5SLk8pNZEj6XyBCGOELHQBDA4rK5CcrOeblujsPzTDWefZcsiSYlNmmB8DyTiELDMs9GibLEtDIpq77oyqBhglYD41gDSdRKtai7XeOqVSlDEKLaK4l5Kz8sc9OV8QieNEGe43VS7RShWJVMczvHCxQGBbhgm1uP9QCeoQSsXIukYIPGjJx80uaGW95BcT6msddkx6hqfHmtniCswOR4nVPxMLrhUrqjQDBilLRkLOCoz+7/cuuT7BWSomLoYYnd1fTGHFqbBb0JhbdoDB/8OaNT7TQ15RMhzS0uyoW4KOhMOsy9ImDn+xPsehen7tHd6NOZNBV0b0zTvilEWgp1qoidrjXtTYKoAsVpQXuTpjBTpDStcFuK0WOBGbOxJJUjmmCqjH/c6TOKHYfunkka212sEOo7hynOKfz5iO6EQylRECd9/2ApEbFCRgpvySxCMjIkoe7OEZqbbfxlxdDBBP94g2i8hLKguQOWL7HZc2BA0SpJSTyuQzJcQh6dxT2+SLxhCOk7iCgxLGYLkpEq1qkFM59qWQhllKfExgk6e8Yo3XMM3e0iugFWGJlzLviEU1Xjkby4ZKwJ07YAvR669fQTsBwZRjmaeK4AriIKPR5vTnKyUSX6xihDhxKcjkJGNjLWaaJN6OwsUZiLsAIDf8owzhOlbHb7JKDMNzaFVYVlgevmfUoymDiXhuwT055WDFZnKjE9zeyp9N8kDFfM567WVxaui6hVDMchnaml1zPVrOsawtPEqBlh2n+0f2OVCalk28rctiwJSEShYP6fojiq1cZyHFTaSllxGgNQd07iy8RCBtGCp3GdzN/SGpVqNnZ1NpTlbFXwqup3XaTjHGMdgj6vuOAJWFx7GcGwS1C1SDzB0L4uMkywJnx6QxZJOq6pLuoQtFysukVSUgQPTeA3DTwcVUyVuvH3v/Wk+3v51FW0f+BGdv7HR/npF97Cn1efS33RxZ+TaGmMHuw2KBe0ALujUQ4c+XGFaiZs+QK49RjZS2g9XOKLf/ceLvnzd7Dj48t4SxZhTeI2BXZbELeKBCOa8qxAS83SJRJtaYonBe0tGjZ36W3VdE4UcJo2m74aGynBosfc9YrFnsNFxycRh4+bxbvbxV3qUXYks9c4aAvG7+niTC9hd4ZIRsrIRpd4qEBSsEl8SVSUNLZZtK/ocfBlH+Dau38Y638Y8ZP2lEA5ErsDhaECzlybESFw2h5xUeSjJADKsUgmhghrLv6JhmGudjrYGRHIddCWICk6BCMO1aWm6Ylm4zFCoIZKFI400e2OgZdn502F7zokUyPMXO8z9kAEE2P0Ng8hw8QIi6SKS093rjY5NcvkXZvojEmiskVnkyJWklqhx7wCbynG7sSMLEcpW1iycEUZoaEUKmQnMuYW3YBg24gxyGh2+ySiVN3L7MzoJmcGEzoI+ybvUvZdmqK4/x548rGYc4kVTkZpQssq2jwxDOwzFbjQy3VTAbsuRBGqa1TWMqOMuOyhPBvHc9HdXmrrJw3RTPc1kvOq3/NMVdwzNyzZ46rZMnBypiY1INCSJ2FhqmbCcOVrnm4M6pSvIQqin2qSX8vjeT3W4wLHBU/AvYki3RGbxAcZgnIkMohBQTAkKU0bcYRFv4jYFjD8sM3IX96xYhv7PngtF7357nPeZ+njt/ONm29k1wvmsb2YqGwRTATsf9FfAvDyR7+XU5/aSuVYgrcUo1zJL9/4j9xS38utD13DhoMNRJQw8qjHHyxtp3gSouECi3s8kFCYMdC1SASl4wKrq01CtzSVw6BsbcZ/XB8Rm97sm3/wi/xN/WWMeCMA6IKCsYDFq0cYOX7KwIhDNWQrQA77/NFPvo9f/MO35SNQVqNHZ3sNH4iqLk4zQtlGYzvxjLAGQPPBUeQugxZseP4JTizUmPiHQu6Ta3UiKsfNdRLdPjtVxIr67hL1nZItX/QhZSWrwx1kuYysVZFJgtuL8fa3DDmmmCqTaW1EQ2yJbHVIgiCtoBRaGgJca1uRW3/+93nx//8/0B0dx19KcOo9oxo2qBX9NEJHIZUHZgmet4GlnQmVzQ2OLg6jlCDeoLB6CXa9ZzS4PRstBdVjEU4jRPZiRLtn+uxBiHuqiSqmKmS2bWZdM7JdppEcxQgfU8UnSWofKQwTeJBxnMsuPp2TW3VtBhNvOo9s5rTjlZVvWvmpVrvvUJX23/OZ7jiGVgv7mLkBygU7XEOownWgF+SWkVqn3sLZLHLmrAQ5D8Cc9uCNguwfT3ZNooHE++1IaqlwyXlD0esJ96nHegV8XnHBE7D32TsZ1CSKX3wt4ZBHVDbQsNdQlP7hdqpn2cb5JN/8Pe+8nY/+xs28+0c/wu898XLmjw5xyTfeyIahJgtfnGL8kRC7FWG1ApKSx3t+4YexQkXNixA9swBZgebTb38Ro7pLXLJRrmDocc3o7XMEm2pMP9ejMKexAk1vROA2BMEQeEua2kGF05Y0LkoYfkjy2S/czHi3h7d/Bl30qT48STBiY4XKMDfHRzj8qhHKxzXNbYL/9HtvZdOXThnyT6JIqj5hxUIkBfyTTUSikYGD07SoVIrs+MxPU33QZWRB0ZmUhDXN3Ikxyg94lI42sdoG+haRIi5YhBULu1HGjjaRzMxh1bs0dpTwFzTWwZP9+klrVLMJUYQcHjIQq9boKIJGjPA84k2jtLcWKR9q5eNM5r0pczZJGPrGEV795p9FbQO3pY34BUa8RQ8QdZ52LCzT3LaR4W1LtLseH7zug9zd287vBy9laW+BkYc19kKbYGwYLcA/1THjPYnum1PEMWKpgUzMuJhOVB+aTCWR4AAAygNJREFUzJJvps9t2wiRoLVjquHYCLnkPcckHW0RF7DKk8aIIfdOhn4ChBXkqT4pzDyV9abzD1hIg1ZEMXR7pvebjp3pOM7dlETBh1bbzAQnSTr3nRhLxDTy6zIAMw9+rtJ1kONjJLNzz2jyzXvzq+NcvmPryXY9/g3jGekBD8b0czycNqCgPK3ojsgB594LGzv//Ai/d93LWdw/QuWYpFV2mPvKFMUFTVyQ2G2BiBX2cgerGxmf3lRXObhkEzJShkCmNe5SwMSdEVY7QJXNLYWWpvp02tosSDG0tinKJ8BpKyrHNY1rI8Kaj9OMjJJSo4keqeA2NEIJ6rsseiO7cBumv6oliKvrfOCaD/Ar970Fa99xRLmEciysUNMbtQmrNSoHW2gpkEGMV0+4ce9B7pndQ/OakNKDPjIS+Ps9vGVNOOxRWGoDIGxDCtISgrECfpQgiz7ECVPf7IICtVpsAVBBgIhSFS6Z9v4A4hhruUNZaayTCwa6FOL0m1TLwuoljDzWF6tIyi7WYlrBXSBSS7K0RPmY5ubX7ONbszv4cutS81k1XOq7wFv2qbYC/JNNotEi2rOQjQjtWGjfRXRSgf5EGcZ2tiBnloqZBGQ6imSg5wG95sF51cG+4YVk7AyYKeQPDXrfDiY2IU6boV1Zjaf/ERqhzeeWkwIdzDlkFaOUK8eCMi9iBpIvrJC4NJ9rynb2PXS1BNOnzr3fe77a21r3Yfb8OHUfDs+2uZ5ovy2xLsRxfvGMJ+At7zZ93H1/dCOlUwJlC5547w1c/PY7nuSd5x/x8RPYf3MT4xKar63j3V9j5LGE7pgk8SS9MRfXkThLXSPfl1r+adtK4V2NtgVWIwJbEpVsA1UmGqfeY/hxBxlpI6W5pFh4lmB45yIL7VFq+y3snmbqkw61u4+jm618AVBFo1ilX7zEQzf8LQB7/uIdjN+fUDrepfDBEj//oXdS6jZhcoxgsszSRR6VEzFhxSaoCar7NMq3UK7FydeFfG3Hl2HHlwF49fZXcOovd7B8MXQnBEI5OK0qUdlGOZL6Thu7qynOGNUkpER0Q5y5NqLRXi2/D5DP/ep6A1ExnscAst1FBCEyFVhBCnCcFJZM/58mJrsVIsKYaLSEjBJiR9LbOYb/yDkINZxnTPdqVNyAVuJRtEK2XXyKwwcniH3bwPHZHLBnoWsF4oqDd1IjWh1D1IlitDIjLEA/qaUwpij4JtnGMVqbPimyP/+rg9D8nsl6XuDIhT+yRDLYbx1MLuea5LTKtbzz7fUCcNVKiHmtijd9/ZNZLKpWGx4/cO5ox2AVez5JU+tUFGYA7j4NDl/v6a7Hd1582wbdLnrn7fRGBHZPU3vY5tBvP/sZ2U/1b26jOBvD3TW2fq5JYaZHe5Og+LYTBFULLYWBVaPYiFxkIgtSEFVsGtt85q+tMv3cCvVdLs3dZZq7KsxfXSUsCZQjaG206A1L7JZguV7iW2/8HyztNaM+tW8eRi0sobs9Q+bxPJrbiwTDguiu4fw4w80hi3ssOlMF0JC4krjioTwHezlARoACt6VY3qtY/q2AL3zsg5x6TpH9N39wxTn/1c5/ZPG7usSbAxIfgppg6eICVqgQiWboe09iv3YOuxUSDflEwz7xSIl4qGAq9DV6ZMI1/VCURnuuEQGxhCGVlYuoShE8FzEyjBwZMsxaS/aTle8hukZcxEpvYhrbXJxGiI5TW71zFal4ktAS7p3exJjf5nhviMdaG5hrlikcd3C6aUKZXzb2i4mx+YtKFtiptWOhYGzvksRUU1GYJ6G+/rLu937DyIhxxOlPZGBsHUanKzhdkBPMEu2qSvjpsIgHvW4HkrkOI9PXTdIZb9c1pK3sOmQ2fqu3AwPCGir/PXdmeqaTXnZ9zmQrmJ/vevJdj++ceMYr4BWhIXGhMK9QrmT2557DxB8/OdP5fMP5wl1Mda/GWmyhakXQ8PqpO/n9zVsIhjwqx23KBwz7Fdsiqfh0xm2isiAYFrR3RfzUjV/nK7MXc/jUKHrJRY52mRqtM7NcwbujjNvQhDUY+bLPy7/2H9mwqLDbEcnGMWSra6z+uj2Cy7bQ3CLx5wz57LpfewfDP3KcN11zG7/58od5NOzw2r/+JcKaZuvnHezlHiIImfjXOt09k/hzXfzZKrf+4McBePBd7zntfF/+wI9TvrVIUoDSSTMC1Rm1iMo2pf1LPDE/xM9c+TU+Zz8fqxtjL7RRFZ9wyMPevAEeaZz+UUUxdLpGfrIXEG+q0b6ohNPRCGX64H6SGCP7SgWrF5gPN45BSJKxqhllqjexuj3U5AidjYLFpMxYZwTR6fRJTk8zJj51gCPju7n1Upertx+jHhZoz5YYWjDPh5MVbN9FFWywBDJM8OdDlGuhJ2pYS20zutvrpSYUyiTYTH9bCHMzlc3OOnaedEn9koUw+tcCnl4SPhMEq42xvbDSz+apVtmi36+FlfB0PsucjjQJK0UDHCc1EzE3JTolemX9aJ2w0rlq9Y3VtyPppddn5WPnIDX5ZLEOX59frJOwziu+rQl4aH+IciRRWVI9nFD6+O3PyH7EdZcbJStVY2lPgeIpzR/96fcTj2uUJ3DakpJloStFVMEhqro0dkqiiiauxOzcMcOY3eTHN3+Lr1f2sNlfwpcRe/xp/vOH38TowxFawvBjMe7xReZeMEXsC2avKyMSTfVw0fQttCaqWFSOKcKyoDsukaFm5tNb+OjoZn7zJx5mr1skmEgYu8PCacc0L6kRVCRhVWB3NYnnMfrwmRf031m4CD42xuQjTWavqyAUqcOUUfEq90J2/57LJze+BEdGqfBEjIgVzS0u2q7hH6sY4tVAZEIZIo7RvQAZKRJXMHc9MBYy9nkfp+Fhz7fMudYqhlEcxWakSYBsGVtB4TqEowW0DV5dIeotkgvoJpTMLZAUdrF7ao4Jv8Wh5RHcOYvinIH4tRD0NhSxewlW24wkJQULqxNiLbbMeFWWNDOziUywwjL9YeiLV+hNE8jFJrRaqRlBxlC20SHnDrmuEcI1qldrui1ptXLe90JcvwxGzkhcyoxeCSn68+qWNJKTqS2jEAKcFO5Vq2wj5Srv4PM5xtXjVueb/M4Gi59vFb4aDl99fOuxHhcgvq0JOBi26UxaJO65zfiea9TfcBO1j9wGwIH/cRPu9hbfv/tb/O2D11G6TxDWTP8PAZXDmuqRAFWw0Z5FVHVZutiltyFBVEN2blzgS5d+kkQr/sP0jZzo1Li4dIr/NHKAiz/4DsYfVRT2z6Nn5k2fbHwUKzRGA71RM6rkL1k4bUVv2EYkxlhBvWmJxX1jjN0rKM4lhAuSZ/3ezyBi2HNbE9GNwBL4UrD9Fw/y4e238KOHXsSj85PEfzfE7lvezP6bP8jLp67Kz/vzJ+/jzuVtCAUiUow+2qM15WJ1FdWDXVpbfFStZKBWAEsQDDvYSz5oTTgkOHy9YO/RjfDIKnMErdFRiGopY814fJGJ/QEjD4+jCjbOA48RXLOTePswC5e6ROUKQ/sUtccbyHoba7kDyw3DDq6WsJshO/6uAafmjYLTBVzMrGqZ0tULfH7vvwCw6+tXUZ4XCAXWUgft2SQbfbQlsNoR0XABZzlAp25CpnpauUCvEHcYMLQHkI3UMnKQhJSpVaVmBnpQzOJcE4m0cgOMPhls1XsvRPI9Bys+rSRCaNPrtjxzY1IrGGZ0ilzkrlmZ6lcqNfm0Ge6ZecWgmti5xsAM8orHnsr1eqZIdf+OY52EdX7xbU3A5Y/dzvz/+2y2/z9Prmr1xHtvQPYku99125O+dua5CvuNOzn14CROUxDvr/DRw8/F7gnchqa9WVPduUTy1RGKMxHBsAPaQdmmSuyNwcV7j/PfdnyC+3pbed4D389rNt/PH07dme/jn9plRh7RVB+vo2fmjfKT5xFNDROVzXxubb8irBi7xd6whYyNCxQSep+bYMOsonykQ1yysQKLkYc7yE5o+tFRTDJaobnZ48ADF8P2W7jtrj2M3SOo7xT49xd5+Y9eteK8b37LWzj+hgi5F6ygQvlol6FHmiQlh6jisLRX4NVLKEfQHbUYvbdDaambGlWY8SlnOKC3uYr7xNrSfTqO0c1mv0KePkUmT+E9cJTOddspzijiusCrJyQll/mrazR2w86/c9BS0p0qEZUktYcN+Up1zyJZeIaw9l6EKnm0tpcoH+kgHz+CjmOzrclx3rjTkPoORC2czW3UyQr+QoQqeshWl9KRVtpjt7F6MVa9a8QqHBsRhGsyevP/y1VkpVa7v6BLaZKvtNKkfIaF+skSibRyYQ+VaSR/O6HcwYSfP2Yqbp3qlusNo4QXT+I9dAy1uNyXE01lJpFrscKfZp96PfGtx7/j+Pb2gOFJk2/rh24kLkjcOUNUOvg7z6Z0QvCan/oqvzn+MNff88MsPjGCFRrt2s1Xn2T0oxbuPw6zxY7RFsS+JKga+cn6xSAmAq6aPMHDL0mYd8aREbR2JKDB29ji9RffzWtr9zBlJfzm7FWMFDp8feEi/tPIgfy4fu29b2J0PkIuNo2DEiY5yW5M+WSM1VNoAW7bInEEdg/8eQNVxyWLqAwdLXHaHsVjLTMClZq8Z5KHSdll7mUBh15qRDbG7hUUZ2NKMyDD0xei4r5Ftv35EEIHNLZ6hEMupceWwaogNFQPpHKghxoUj1pGcjFO0AXjeesvJ4z8S4HOOMjnX4n1lXvO67NM5ubwPr9IsVYlunI7IjR9wrgg2HzjceIvjCJizdJFDs2LEiqHXKQU2JumiI+fOK99HXrdOC/73js53B7FFgngUbQlt3/tWSRTAX9fe4yPtyYYsiyevfUwtz1yhWG2t41bFYDdDBBBgtDawOVaG/GQAXerFRWUNvCyUOTuR2hlEu0gIzmDXQdhbJKVVfDZInObSu34pC9RveAZTT56kM28mkU9wJLOZ4ijCDmziOPaBopOkrzitTZtRNcbRmnrDOd33kn4qZx7fuyaC8J6Pgem93qsEf+OK9YLHd/2BHy2mH+rYUZrC7QDcsmhfFTgtDSPNjfwY+1x6g+OMvGApjMpcOuaU51NxHs0wYiHt6jxlxXNrRbF75ph/v4JkskAEsHJdo07rv4YXA0vePC1TDkh140c5aWVh7m5oACfd01fx4lGlX+48gN8pH4dOz79FrZtm2P5U1MMHYspPniCZHa+T7KJA8Qj+ymG2+ltqhAMpZdTG6JSVLEQCSSuoHjKJKbuqIW77OEcO2WYxtnUi+cgQsXUP/vsbLyN0e1LLFytqR4wo09j951u86Z9B+9UE07OMHZshPbecaKpYZzjC8hSgdoBY12YVHycE4um15lWOK3LRlFvnaPwB6Ms7nVoT/ls7D0Lcev95/x5Sd+HPTtYvKJmfHcPd1m4tET1aMzRezYxtMswlJULohbS2F1m+qd2MzTVYOObh0mWl8++OA7AmlFF8WOj3+Lj1vUEyuZ4Z4gba4f47tc+iCNifnv+er5w4hLiRKK1wO6Q9+G1nfUrQSRGTEL0AiMuklkl2lliSfu9GWyfK0EBjoCElA2t+oYG2RiT1ib5ap12PAaS8FrnOXB+uWVg+jrTg+XCV71ZcjorDL06CYt8BloeOokOQ6TroBOFNTFGvHEYq5NWyb2ArIcM9M8/O7cVFfYZzu1p6kM/7W1k7x90sVqP9XgG4hlJwEs//myG/+rJYebVMfb+Wznx/3sOcdH0bIWC3hhEZcHj/7AHgFIMUQky2ytvEVCC3rimu0FjdSUyBvHZSewRcPb7iAQOTm9h96mfYLjWJowtRvwOt87voGL1+Nemzz8fuoJe18UvhLxn4fl84rFn8QvP+SLv/5tXUgg1pUNNk3yjlcxdHQQQJzS2OMgEvIZC2YLYA2kbODpTgVI22D2N3eil8oAp0cmSMDmO0BqnrSgddqi3RpFbevh3ePiLCeGQi/2ia7C/8ZA5hozN2jMWf8n+Q/ip36961l4ArFSzt7GrxMjBdPxnqIL2HbrDkva3NrDjyBzV4gjzV1j8xw/9DX/wPa8heXz/k39YQtB74eUc+R4L0Fg9ya3/468A2PXln6B4n83SZYrCtETZIGY8Zm4EbE2t0OPkj+1l4p4O1gMHUHu3M/28Cv6iRiQgtKYwnyBiRXfcoXqow5XXH+CRYBNXF49wMJjg86f24lsxH95+C59sF5kJjLZa/eAwTkNQndHIWEGqaY2UyFSKU4RRP/lmp+M4OasZDLqRuf6QJW2lTaJODBFJFAtmO1FsbsoyqDod29GZOcOag9ZiJXSbPWzbqG7vmRlneiqhFcZ30aADolRm6bsu4hu/9x4u+uJb2PHX4D8+3XfK0mqF17CwQMcDvfD/k2KddHX+sc6CPq94RhLwU0m+WXS2JBALdCFhcvMSvh1zfG4Y95ECQoHTgoVrEkQssB6VOE2NDCHqCrQUBMMaLTWlV84QtQt0FotUx1v84p6vMB0NscOb49fvfhVTm+rcXHuUIdnh3Qe+l+FiF6/a5Hs2PMj//ubLGP+Wzfvd5zH2UIxbjxFHTubQ8+pQh49RuHQU5Qi0AKed4LQhLkisniYqS9obBd3NMW7DQoRxvrCjFDpKBS7KHlaQUJyxAcGWG2c4snU7lZ88Qf1Dm6keToy6UDqnqh/Zj65UwHFXHM+p5w4zfl8bqxGgyi5DjzbQSiEqJcLJKs5Sl9qhkJHHEkSzQ/WegOLJId6+640M3+wx9sSBJ118hGUR1my8BQmXN/n8jX9K5tF84MV/yRX3/QwyEASjGuVokrJCFGMIJUenR7CnNEcmCkSvvxR7vMvFGw5hC8UbN97Ko70pTgU19jXGOXx8gnCkx49M3E9RBryyOMMrD9/MaKXNdbXDAHxu+Uq+emgX8VyByhFJ7VCMDDUkmqRiVMzCIQ/HtbDnmohOz4zSZFWgSoyQRvb5StmvbqOBvm7mCJSN3wSh0U3ORpaiyCThtfrAa8GwWoEWZtwnJXrlyfeZhj6fbEQnqwDza2TaJSe/Zwv3/up7AMnB7/oLLt33M+zYl40jrer/DiTi7+hK8lyq8vVYj2cgnnICbv/Ajdg9hffpO8/6OvXCq5Ffvfect3vRz5rRpJO//ByahyeY2RIzcq+FVzejPMqB0hGb9u6I5g5J9UCfJSc0xBMRwla8dOPj/PUdz2H79ll+bttXeGFhmofCCr6I0Epw/8IUV5aOcVyNcnJ+CMeNSRLB+xafz/g3bYpzMdEtVVobNfaQxegdZ7bP00FA9dbDNJ6zHWULElciY43dNYIPiStSDWmb0mxq12fbhrxj26jlOmppGem7uK2Aqqpg91wev28ranvE5tIynfaUOcfUzFyWSshqxUB+UYgsFs3oCtDcqWhcVGDTLSb5FKa72AWfaOOQEcVodXBcm9auMqVkFOvQKazHj3Hx/55C9too1+07Ap0h5JDxPj71HA8RWXzffT/FTRuP8EsT/8pvnnwl7csDdM9C+Ak6kkxtWWBHdZEPb7+FXV/+CZRjXHJ+42Uf503VeWaTNn+yeANfqe9lZ2GOk90q9cBHJ5LlAyO8z34+7774n/jvczfwY1tv58uLl/DK8sNcfttb0XfWjIdABMqB3pBFWBVYgU1hXtEdlbS2wIbbBfYcYFvGBzlOE6/SkKT6yFk4NsJxDATd7aYyjKZnnBO2ZNoPdp2+ZOOgVGMWZ0lAWqVGB1qbz/LbkagG4dUzmD6cFlLCyBBbXndwxcN2lz5sns5C5xaGmbPW4H6zfXynJrrv5GP7PyDWWdDnF095Sj2oSkoPTJ/1NeL6K3CPLiKuvozO998IQO97bzin7Xc2KkMgOmITF4QxP2hrZGK8eUUoEVs6LF2hWLwmpjuhiUrgFEMq1S4fuv9GUNCLbT4+dy1/tHgDjwUbWVZFVGhhCc2Hj97It5Z28tq999GbKxC1XKqfKlM6FYE2i7kVwPiXjj6paEQ8M0vhVA+RaJQNyhGEFYugYhYhGYHdAy1EDlmKQgG9YRQ5VDPVV7ONaHUQkeljy0hgL9s8/r8uo7XJYnm3B2PDyEoFsXkjrWu3El253SRzy8IaGyV66bUIJTjwuvfytT99P8deqZm9vkJ77yRRxUF2QtRQGdnsYLcVyxeVUFPjiFIRa7ZOXPOxxsee9PNJ5heQQWx63D0b104oyJD/PfcieonD1IYliuNthKUoj7V56cbH+fD2WwB48UVP8JIX3E88FnGlZ8hYE1aJXx17gA1enSlniel2lZmjI9CTqErMRUNzTFlNZoIqJRnQijz+y9HXYH29RmeLOQ6RgN0Bu2ugbLSxmhy7r8XWL/QoTLfTDyvt2aa+v/1xmr5xPWAEKFzH/CulUXYKQ/NvJsuYmmfkVn7Qr6BXxxkqrRXjPNlz2c8zFau3n83drjje1NEo/X6pWpGHjkzxtuN9FbvKcZUbWpjNGN1sA60bPW0hV213PcH9+w39DP38O42nXAGP/OWtnM3kSz3/apyFNtqxkWFMeX+d3iuup7nFIrWXJ3nRNQTDDsV/XCnI8cR7bwCR4LQkIoHly2OstkXxdo3bBG9RIna1eOimj3BfEPDaW34GNnUZHWlQ7xT48d2384sjB/mpo8/j+UNP8E8zV/O12d1cN3qUjx6/Hv+oy3E5wisue5gfGLmTr7Uu4YrLjhIryYmHtmP3bJQNMjBm9iNTI4i5edPPCs9AqNEa+6FD2MN7jMwhGqelcBsa5QpiT6JcsLsJ2nfNgl4rm36h74GqmF5jpQRCUJxRRCVJVDUVXHHGKFypcoHguZdgt2MKJ9rIXmhkL+MYogj/7oNcfKDK9Y+9gzvf/accetWf8YqLvodjX9zGxL0RWkqaF1Wp7IPCyRZO0yOYKOAUHZb2GFnMiZPW6ee3OoRg4YoySSmhWOuys7bAA8ubaAYeFS/AloqiZ1CD9rEK945s4Y/sFu8cPkI3cbj14A6kl/Daz7+T77rmQd63+VYcYVGUIXe3t/MT22/lt458L/6sjdOAu4e28PjYBF++fy93TGxFa0H4WJXJwwm1Q+A0AqwgwWqZGeOK7xCM+mYWeLGFZVmG+SyEgZLDCIKgDxuTJpqCj+j2QFokG4axZpf7GtdBYIRFhMhZ0TqOIQxXJt/MN7fdTUlW6qyEqgtiTv90QgxAxWuEThTEXbjvMS5+i8Xx4SFu+sAPMrt/lL13nMzh+9yVaHUVOeir/J0e6zcH6/FtjGeMBV3f5TO22EEXXNOvtCz8k02sXpHgu6/H6cSgwZ9dCXUe+JurGPqGTX1vQjCMgSoTgbO9RXJvid6IpLs5YWvZVDMfWboJehZvue5rvLZ6H+NS0NQKKPMXW78BQEXeylcbe3j98O383oZ72fn425j6F5svzF/F7Xu2snd0lu2lBV43cju/99rvZrLQoGr3+Pi3bkBEgpkbK2w6OoQuF1m8aZKhj9615sxs0mhQ3LdI48oxdCYh7JpfrEjjL2qsbpwmXR9VcBC9GF0qoGslRC9CdAPs/SepRZMsXFnG6grz3qWEuCCZu6GK1YPR+1qIo6dM9ZQSYDSgm01otZn4fMS1r/1hlg4PM3mrYON0D7sRIHoB5SMGqo6HfFDQmXRoXu9i9aB2KCHaOIw4cuzsi5HWjN++RHPnML2Sy3SnSsUN2H9okjk/QSvBto0LzJ+ogat59MQGXBnzlwduYmmugnAUtmPETx5e3MhtYwnXevDJk1ey1CnwmeRS3AULfx68ZcVtz/4IAL9Uiuk9XkNbMPIEREVB5WiIjBLCmovsRMbxqBvhLaVjR0EEOuwLXFgWOk6rWW0g4FxicqQGiyCkxJozLlGiVDCa4Q3DokZIw3xOze0H+/mAQUvyESUxYAW4FhP4O6Q3OkgIG9B0Bsi+zFppw+zu9Rj5hRIjc4+ZcalsExnknPkGZ5H3gr9D4d3vxGP6PzTWIejzi2csAb/w52/jjl+7nsJ0G+1Yxl6vFyPDBEqWmc93BFJD83U38a3/9V4ALvvj52D3NP6MhYyhOAOdxCKQRbSE4qyiN2rR3ubygwdeyqjX5tBr3p/u1RgdRkmblupRlqbW/r7SMj9QvpOHw3R+1zJJXU2EjBS7fO/o/ewPJjkcjfNDG+5iJqqxGJeY3DXPzL4UjhWC2Zs30HlFk9GvbiA+dnztE59bxOqNEpUlUVFiBwaSFipfx4jHKthCYC00zYiMY+BLVfGRGFa01ewhgzJWKKjv1rQ3OiQFzdBjMPJwE+XZ2NWyUSbqBSvUh4RUqIVFJt/YZnKjRrs2cnbJJBmtYahEPOQjYo0WsLwHHv+J93D5H/4MCMNCPpdFSS4s4y2OEE5aHJ8bZt/NH4SLYPdXfgJpKyaLTW644QifO7KXVtPnnvt34SxJHAcST1PaucxkpUmQ2Lz5rjejtUAfKKFtiEcinF1tOrqEt9Tfp18Iqd7v0R2XjDzUACGQ7QBVdOmO2whdwG5FaNdG2RK7lbYOMo1nlZiqNx0vAsBxVpgu5N6+3V7ecxdgLO+kIBmvIY/MQBT0k0tGvMr8k5MkF6ZY6czzHcYEHhiFEq4DYNj5WUUujLKVdFPHqyRBtdroRit1zOq7JgnbzsVEcjJaRsz6Tidircd6/BvEBXdD6nz/jcirLuX+dz6L4lEj8q8tiVAabRk/XhlpwppDXLJQrkQ5xp5v99+8HX9BIyOTsOyO+bc4rSGB2WdrYl/gLkO9WeCXN3+W920+nXF9TzDCsbj/x26l0NplboG66jL0sG2Op2PTiRx+/b5X8fcHr2bcavCGygJFGXDX4lYW75mgus+IaPT2biIqC8JDFZKx2hnPX/gehZkuyob5l/eMP4EvCEuC7phEW5Ko5uYLtkgUohciWl1kJ0QXXJKxKknFZ/NXQoqnzAxqVNFYgcDpajqbiux7Qwld9E0PUorT+mw6Uah2F07M0NtYNuM47Q46CJDdiMSz6I25WO2IzV8Oufq//wzFaU1nXCJb52CSIC3aV20hcUE2bZJ5j1fvewXPe+D7QWjKpR5PLIzz9pFvMFZu4/oxzpLEbQicukCPhiwvlth3coLDR8YZq7aplnp8+Ef+kH0/9qdUHnXx7ilTOQIIuPFX3sGeD7wDdX8NO9AM7YsQYYw138DIanrUd0q6YzbakSSehQwTZLubWgim5gF2qlplDfRpUz1jUSgYVaxB9580iehuL3U/Sox6GZj+sGX1f9Kkk7OBle7Dy08W3+4qbKDnm8/sDjo6Dc7TaoUKI3TKXeg7HKW9byFNYk5bIaLgI0vFvJ++Zj98Pf59xndYD/i3fuu3EELwrne9q3+IWvMbv/EbTE1NUSgUuPnmm3n44YdXvC8IAt75zncyNjZGqVTi1a9+NcePn6HoehpxQRNw64dupHS0DbHCmV5GLrWQ3QjnyBzWvU8g73sCa99x3MUeTjumO2LR2OohFEzcq6gclkQlkc/5xgVYuCGmtRX8OQu7LmlsFzSeFXLVluPc4DmnHcOBqMUnl67mq52LOBq3Vjz3uY5HTRbQFoRlibNsUfN6TA416XVdrvKWzTZ6E4x4HUpXLNKd1CQ+TD/bo71ZkVQSli6vni46n4buBbS2FWnskFjHfaKiQNmwdIVGS0BrCgcWYLlhiECWRBc8M2M6CNFJgbPUw19UfNdL76F8VODPmhEnGWom7oRotJTOrq78hvZ7ikblyV3sGfZukqA7XUS9RVi1OP5dAlV0cBaNeULljSdw2hhI9mwhLeQVF4MwJDURC7SrOdWqsGdolmq5S7vrEivJjzz8Zk4s1qgUe2gLrJ4ZJZNzLgQW9iGf4gGXk0+MI4TmV/b/IDv/9SfxFzTVw4rqkQgZg7+UsO3THSbvjvDnQooHFpGtHslohe7WGsGIQ+Jr0ODMtnCWUrlLIYyRQCaoIaWp9EaGEKWiSSBaI3wPNVTpIxK+lwqlOOB75tpFxqqPheW+ZaEQJrGnrkk4Tm7hl0cK74rB0ad/q8gS76CNYFqlZwn2tBsG3f8+5f8/bbumila9AFVvmmu14ukBGHo91uPbEHfeeSfvf//7ufLKK1c8/ru/+7v8/u//Pn/8x3/MnXfeyYYNG3jZy15Gc8CQ5l3vehef+MQn+OhHP8o3vvENWq0W3/u930tygefzL+hq4LQUvYkC4WSJZLiE9vqwlQ5Do93bbCIbXUSkKCyYk1GWoDtiDqV3fZvya0/htEBLqI63iDYH6CubFC5dJphImNywzE1Dh07b/9G4RUUKvmf4Pp5f3M99wQTTA0n4RYUWX+paCAWlUxFxSfE9kw9y1ehxrtt6lP85/1z+ZHkL/3rMiH6894oP8zuv+xDFqxeoPW8Gd3uL8S1L1C8C6XunX4DUtq766DLlo5rCtDDs5y5M3AHj9/dwZpuwVDcM3EYT0WxDkFZUYYRs9ZDtwFSh6afzx5tup7FbMfZgl8KRJt5SgLesTNIehAExC10miK9TD1v76KxZ+DJFo6KB5iduFcQFC+XbNG/s8qVLP0lrkzA2jWcJ4djUL6mxdJFDb0KjPIVVDan5PV458gAApUKI78QEkU2w5DN3dNgQokKN3dGM3w3FI/b/x96fx0t2XfXd8HfvM9V4557VarWs0ZY8IM/GA3iMDcRxwEkgEzFgbOPgBzuQB5IXJ+QxCXnBTsILBB4HO4DjECDMNh7AxgOObcmDZMuyLLWkVs93rPlMe79/rH1Onbp9bw9St9Tdqt/ncz/dt27VqTqnqvbaa63f+v1oHFO8+HV38OSnPsTyAws8+PU9LHwyYvi3Nzj2moTe3oBoPad57yr+So/a0QHpjE+6ZwZbjzCBhwk04UZG+wFoPzSSc01SvP64F6uisAyiNnN9+FZTgmWjLqXsbl/OvSBrFf3ieoSKIilNtxrFhZZ/c5mnLQNuZZa4qEwUSlJsF4Qfq+y3Iv6h9GQQrvrpbkcy3KwXbZ1udVUTWtdrEtCHowmBkdNex5avbQsm9hSXFy6RDLjX6/EDP/AD/MZv/Abz8/Pjl2ct73nPe/iZn/kZXve613HLLbfw/ve/n8FgwAc+8AEANjY2eO9738sv/uIv8rKXvYxnPOMZ/PZv/zZ33nknH/vYxx7BRdkeFywAJ698JmlLk8x4pC2PdLaGmW9hPU+cZqDshanBiLQdkEeKqCt/k5Efy6uu/zq/9+TfJm2JhGF6+zy1e2vER5uEfs6rnvMV/sV1H+EnFu4/7TUczyP+sHc9udV8Ob6KRa/HHr9FbFM+MdTclVje+Ic/zMyDGTrOUal82b934Qv8P1f9Cf9u5+28Ze4wUZDxN3c/iZ+5/3W09ZA091jvNRj1Q1bXW+y8Iz/dUMAtbjbNsPc9yMJdHUwAWV0yemXA34hhoyuLdppiYpFDVJkQeFSWY7VCxSl6MEJlBvvDpzj44R/i+t/pE95/Ar2yjtcZ4Q9zEZWoLFi6FqHnZiVYFIu/pyWItBuoZhMVhaj+kKCb071a098bYn3Nwf9X8aI3/QjhBmQ7XIa/zWJo04z6qZRgYAnXFcxkzLSGeMrwO8efw45mn6fvOoKnDVobVGRo3e+jM0XaVHgJ6AyidYv14Vf2fY5rmqvUjno09ndZfYYhSXz27Fonq0PteL+8Pspa6oe7ZDWPwTUzWE8R9DKGO3wZ/ZqTqojKDWq9ix0MoSo7mWXys7KGDQPUbFuCI2B7fSnBDoYwHLkZYZn7tc26nPx6V3qdxQbMyUgWfXy5v5H3oAi2zi+4YE+fNpbzeAed6tjTuW4GivsZKVfbTAJxMT8uI1suMGvtbBaD8TWpBtwiIy+JYN40GE/xqPCWt7yF17zmNbzsZS+buP3QoUMcP36cV7ziFeVtURTx4he/mM9+Vhz6br/9dtI0nbjP3r17ueWWW8r7XChcEBJW/LeeBUpmX4OBwYtFCzlv+AS9EWbdsUkDH29hnmzvAiBlYC+xoEQvWRnLF37pNl7dfCZeG8IOBH1LVhM5Sk8bXjBzL69snIRymGmMZ0cBTwsfxMfjD/s+R7J5YINIBU7vOSTY0CRtSBs1Ggc7vLp5N/em8/z56Gbaesjnu09iZ7PH7MERa6M67z/5AvJcrNn8MCeLfU49zefgp+bJVx07qFy4xn6t3skN/OEsKJkBjtZzvNWOEFgK2b5CaWkUj4U5PA+rDL2nLFE/OqT5b0Nu3uiiNnqyuFmLWutQ6w6EfOWOU2Ryqtkor4dyghp2NCI9uBM9UyOZi4hODEjbHrP3GXRuyRqy4NVOxWwc9Fm7ucWOE3vJjxzbku2tPI+gm1Bb9bFa0x949OsR9/dr7Ftax9eGL5/Yx8ZGAzvwCdY8/D4M9hkax+R91qll7dkpZJpn/uybaD+UEjwZ4kzTvqrDwflVMqs5+uyEmQebNL45xGolloLLXRprPcxCm7wR0tsf0t+j8UZgfIX1i+xTepM2N6736xjJxpKvrcLyCt7iAjZJx6NFbpNoR85YYCTZrfU9OYZNIfCxUQirG86YQZcl/uK6q2ZD2NDaGS04sY2yL1zFY9z/3daI4ZwebE//fyVQlsc2FjzGI15hgIoi+QznFf/lbaA8zx3rcRzPmuK8cTFZ0J1OZ+L2KIqIotMrkR/84Ae54447+MIXTheJOn78OAC7du2auH3Xrl08+OCD5X3CMJzInIv7FI+/ULgwLGg1ZvmmDU1Wg9ZDCV4vxj54BJtm+Lt2MHjafnRisL7CSwxeYhnu0HixlXnZALr7tZNxxBm4i5SjPtjj6pk1vrd1nEidHnwLREoyoPW8wT+dOcof9mdo6yEvqiUEyiN/co8N0yKvWdKHZjj4nBYHg5Rbw7v5e3f/I26eP85z5w+RWo894TrLaZvWgYROWuNrp3Yz9AyjA4rk1mvwP91xsoHqtCCcnzzF7k+1WH36PLXVnMY9J7FrG+ORIeeAZIxFJYkQgJoNzNJMSfJRuRHDeChHl2ycjHuRLjjqKJIyaqMOzpFG1SJnMJCggoC1m+t4I+j/nQ61D83QPJ5T7yRkdZ+s4QlTO/PRKWxcB7MPLBFsVDYM1bc78BnuqJFHiqyhUJmiUUvIreLd1/0u96U7+E+HXkp/EJHlAeG6wkssM/dqGqdyvJHBH+YExyKsJ6NE1lMs3hmzrNr84Bv+nLfNPwDAtQ+8gdWbAhoPiORj3gjxrKhTqSTBX5yjvhIQdjUbB32GCx5e3KZ2XEtlQWnwpe9r49PdbWwh/ej7KO1L3zw3EjDaLQkgaSbHKjZOsWhBW4S4RMaYyFWUZ/uD8Wxw0VM/V0LW+WCrLPGMJgcX4PnPJN1YdRAqfJSNkU2OE/RQSkHBNK9uBoBCP3rKmL5M8ShJU9seE9i/f//EzT/7sz/LO9/5zonbDh8+zI//+I/zkY98hFpt+zixmRhYzrCf6WWcw33OFxckAAf9jI2DNbDQOJWhcoseZqijpzBphr9/L91n7AHABB55pAh6piQotY4alIH+Ti3uOT7oHJLbeuikxXCXxSYexiq+GHss6AE3h40tX8tDWY/PDvfz3PohPFXnK4OreWC4yAOz9/Lq5rdIOxHZDoNOJTMFePU9r2YhGtCLQzLj8dnVa1keNPndW97Hh/s3MDAhq0mDpVafXhhCe8CRF+/imtvrstDKmU0sRjbN4OvfYmllJzZJyd3uTfm+7OyVpfBbxRoYij8tmRyn/eXjmFYD26pjfY3uiq2eQrIzOxB5ROV5wnCebWMjH20t+YGdrD65yc4/vx+TZZhuj52fXuaen25x33N/h2PP7PHC330HO+6IaD84IqtHeKkFrZi/N8HqkNUbayym1+B//QFyV8Eozy1J8GJDHvjoBHSsWT/RZtdVa/zvzrdxdbjCKPMxRmO1JZmzJLPQftCStDS9Gz0Wv6647rdXUMMYM9uUWd0sZyFc5FfufBFve9EDPOl//ig7bxfimfU1KlP4a0MpbRYzuGmGTgw6MTSPK0bzYkNp3aZI1SJsFGCVkms3mGwdqDBAEZQuSPg+ShlUrUa6bwGvO0LFIt85Nl4wblTLPSZNx9mtRgQ+jCmPaYtGjzWns6IfTXa3lYDG2QLXo80mtwv4W9xurYwvFSpjJbt6yx7wdExpijPj8OHDzMzMlL9vlf3efvvtnDx5kttuu628Lc9z/vqv/5pf/uVf5p577gEky92zZ095n5MnT5ZZ8e7du0mShLW1tYks+OTJkzz/+c+/oOd0QQKw/uSXSG99PktfGRKsDkTqzxjYtYS9di/dPXXyUJPVpESdRYojr4TwJMzdY/EHhjzShD1L1LFiaq8UgxN10utzbC1n12KXX7nmj9jpNfly7HEo7XEwaHF7nHBbFPLNtE9DWa72W1zdXmPDwDfTPrP+gG66l/917Dbes/GdzH/Jx4vFtSita57+4JuJNiwn6rBxs+VTX1+geVixcYPhz6+5ka8P9lL3UppewlN3HOHQcIkjg1lOXjckedYNhJ+7W8QICvPxAtaACjCdrgRKJ1WolMLqbCzO4CzfyA0qzdC9Yelfi68dic1iIzePWozDIJlooU+sBiNMaxbTrGO1YuG/jZXKbBzD3fdy3T8CjsIev8W3vv/XuI4fpbYqvfisppk/OsTrxdR2LPDs/+t2Pnzvk7nuZ5dQm7JgPTtDHmmCoSWPhNmcz8JV7XW+tL6f+4Id7G51uXpmjXtXdtDxW6goZ3W35t0v/CCvbfa4PU74sZ/+58zfsYz1NTao4Z3awGrFd1x7L8/+6Tdx8IGY8GQPG8iIj60F6JWOmFEEoTCVk5RgfYQJPRrHLcHAJ1xPhd1gLLYWyvVMXfYaBpDneHOzEsTrdQgDVOxEOXxfPruRGFyokevRu4pFQXqzaSpa0SAch1IL2mJNNhlM8uKt3iIDfqTiFMUIkeehGw2stZhyM/gYYgv5yoLgVRhaqCB0KmJ5WYovM4lK2R8or8/jrg42xSPDRcyAZ2ZmJgLwVnjpS1/KnXfeOXHbD/7gD3LTTTfxUz/1U1x77bXs3r2bj370ozzjGc8AIEkSPvnJT/If/sN/AOC2224jCAI++tGP8vrXvx6AY8eOcdddd/ELv/ALF/TULpgQRx5C2vbxO1L6s1GIaYUks6H0hz3o7VNEa5q0rUBnBB1F/VSKlxgGO3105uzoMskadKz5ru/8Au/Z80XuTgbs9ERo4+lRxLEs5aGsx22ROPB4WN596kX84p47AJjVdWY1DBr38PLm3fybh7+L+++5mvgAtB6E3l6Pzg2OiHW/9KLn71KibVyz1JY1/98vvQKORTSv2+CF++7nH8/dTnNe83fu/n5uvfooR35iluh9t9L+0F2OfOLIPMaiAh/dapLd6MomFoITGxKMTy47gQbZ9Rd+sOzfg6kHeMfXnPMOTmjCmcqPYrEU9H2UD8qVWGyvh93ooGsh+WIL9dmvbPs+vXLv0/mLo1/m2V/6Pubuln5s0DeAxkQ+wz11lp8Bn/ztZxGFMLgupHFyeTIL3rkoOtezCutBtKbIGx5fOXwVOxc6HOvO8Lzdh/jkw9cxHAWQK2zfx+96/P8e+g5ee/Of8H1//aPMLmr61y9QP9bn5LPaxHNt2g8ZXjr3db6aPA0UDA7M4iUG6ykZpzIGghAVhdhmHTUYofojtAlRFrxegu5JlmuHQ1Sajmd0oxC6fVnUXTm0/FsQyPUdjSTYJglBmoEzbQBK32Cl1JhJHUXCmrYWfBdMjcFaVZacJ4U43PtaDcRnK2ttF4SUxhqLGY7GDObHCludR/VvWhTCVJpB3ZcKQbVCVGhpu2Oc3he/BLLhze/LdDNwyaPdbnPLLbdM3NZsNllcXCxvf9vb3sa73vUurr/+eq6//nre9a530Wg0+P7v/34AZmdnecMb3sDb3/52FhcXWVhY4B3veAe33nrraaSuR4sLFoC9WHxvVWawkU82XycPNNYXm8C0oQh6UF8x5HUPNfRoHrNkTblPKaYfG7KaM7Jv5nRTCTKfGl7HzeHR8vn2+C0+PvS42pfFMbGaGxvH+bNBjdc0pA96X9rj6S5AL0V96jet89qDX+VPfvVFqCLJHCisD7oP9RWRexwtaTAQ3Fsnq1uSO+Z52VO+xj3pLP/3N17HKPWJc48Ds6vc+w89jr32Bg78d4/a/SvYE8voRh3mZsDTrD65gU5FijKaDwnXEvzV9bG5QyF470ZntDHyxc9y1CCWRX4YSxl1xxwqM9KTdGVY26qLAXy/L1nw3tmzUtt/afVagvcvojNDuDrC+hoT1IkXAo6+UNoAXmyprUDa8lygdwFYe3SevEBvnyZrymbF70vbwPYDTthZgjDjI/ffRJb65LGonqHl/b3/zn087U/ezELXUlvPUbnFepr158V8z1O+yufe/Uz+7Xt/AL0HRvM1og1D2FUEvXzcZ0/FA1l1+pjZFnowgtyieiMJlmsbkBvXbzcyglTYBpaZvBWBDmOlnAwuG0MCg7ISfEFKzE49iywrN/g2y8URKQxQ9dpYljLLUIVoRZahihS4ErRKo/pHgyJbzHnMg28pW1nwGco/qUknpCyDbq/kPJz22jf3gKt4PAPe5vL+pbAhuAxwOUhR/uRP/iTD4ZA3v/nNrK2t8ZznPIePfOQjtNvt8j7vfve78X2f17/+9QyHQ1760pfyvve9D69q1nIBoKw9t0/5y/X3nfHvo+9+Nv2dHvU1Q+1Uggk1WLC+YrDTZ7hDDAXqyxneICNeCslDjfGk3zuaV+SRcipZiqwOWdPA3hFYhckVv/b83+IVDcl8r/YlsG6YIQ9ncFMQ8UA24N8cfTWvW7qDmkrZ62/w1FAC+ME/+2Ga3wpoHTHUVnKSGY+1GzWjvRn1h6UsbbW82aMFiwJaD0DYtXSv1nztrb8CwA2f/CfU6wlP2XGc9aRObjSdJGJ5rc1tBx7izj+9iaxhSRZzdn9as/EkjU5FfKJ1NCfoZNTvPka+vDIh06cCH71zyWkO99zNrgRdr5EvzZA1A7xBih7JnKpe70mgGY2ww5HMdzYbZMe2Z+r9xdEvA/CSH/ph6kd6pAt1VGbpHohIm4q158f89Xf8Z1748R/n5p9fh7UOptMpx0t0u82JH7iFeEEx2J/xm6/4f/n5B17NNw/tBgV7961yoL3GyqhJJ4nQynJiZZaoljDXHPJ9++/gL77/efSuncFq8AcGLzGsXxfSOppTPz7EBBobyMKn4xyrFDrNUUkmm5KVdclg59rYKESvrGPW1lHtNsy5L9F6V8qeB/ehT6yOe7yZKw8XkolRdDohI01Be9hdi6L9vLwuwhtmMoNTnoYognZTZrIHwzIAS2sgx8Tx2J7PyVoWxgUTDkhnwpbCF9tkzY9F0FLC7C4kOzf7AJczxtVxq0r5/YxBt4rHIwBXrmt5joWWwRYTAZcaPmr+1+PyvJ1Oh9nZWW765+/Ci7YnPz0S5PGIb/znn2ZjY+OsJejLDRcsA679yeepAd7N19O7YV5KhusSbGsrCqxkQKN5n6ZbVK2CpK3wYpmXzSPwtBK27pNS/DWfrBOCtlxz8CShyvn93gynsn386JzY2P3k0e/kB5b+Bk/Bn/eewrHBLN/d6OApTc/AB7vz7PA7YCGet3gjjVXCyq2fsox2Q9ayZE1IFzLIFcoqvJ5muFOVZgpP//k3M9phyVuWzkzAFwYHWJrvcmp1BrMe0trX4Y6H9vPkV91Hw0/48rF9nHhuk2gVbCYMcZ1Y6Xc267DsLpwal5pNq4Gt+egig/N9VKOGrYXozpDABaB8vkkyH1EfJqjCceeqPaj+ELM4A9sE4G/+2rN53tufi/UgqFms1nj9lP7VDawSy0d9MuJ7vvwG9nw4wD58TARUKoFHL8yRNRX+ABqHfX74f72RvG4hMqAti/UB17dO8vd3HmI9b/C14VV83jtA5GWMsoDPrx9EJRnDBU1eV3gjTdQRuc1wPUWv9TC7ZlGZZbQjpH48R48y9ChxpgqSMatahA18VJyQnTgFJkd7HroWke2Zx7MW1nLUMMG2m6jByOk0hxJgK4tpqRGtFCoIJOM3Bkax9H/DAGtybC7sc7Hb8+X+YUg+30J3huMZY/e+llmfNSjli7KWViJSkZ7jYn5GRjNnZiRfRFhXDZDXUMnmi+yeHIVXfcC5y3LCYx98t1Qu02O9cM+b+MxMsQ0uYg/4SsQFN2PI776X9b/1fFQOSxsZNtCEnZRwPZFSZ6hRmcWLDcbXjBY1jROWufsy1m7wGeyxBB1FeNInWczBgB54PHR8gT9bfBrPbd3Hgt/jm2mfG4JmqQW9lg946/yDXB8d51g+4Cq/RUvX+MDx5/CSxW/S3tljuD5H1gD/qMEEit6LBrzjaX/JL37x5QB4vsEa2SyYGciO1EjmRIM5a0C6YLCeBaPINkJOZLP4RyOCkSI9NY9pGR5qztGKEkaDkKCrUalk+P7A4o1yKdEMRhVT98qO21phQedGtIqjEFuLsJ6HHg1RgxG2VUcnUrpN98wQnPIwUQC+Ri+vopctBtj4h88lbSiWfl2uT/qy27j5v2ygVtahUSdfaOGdWsc2anRf0Ga0ZGkclZJ8+OV55r4kDPYJXWDAjmKyGgQD8PuQtqVqoNsp+cDn3pM7iDOfr/hX0Qpivn3uXm7ef5SPrDyFu7u7ePC+nVy7N2flBSmtb4SAIjFC5DKBRsUp/skO2Y42jcN9vJUuZLkbv0pkISwELQYjmaF2MIMBZjjCG8Wycclz1DCmf8semnefwPb6srhG4TibyXOX5TjCj+e5/ruHmW+h13rSxyxEZELpPxOFkKTYUYx+6ISUn3NTyZLH160IVnYwGN/vQmV/Bav4sQ5Y1gAepd2imQzC5cbSlalLnAtj+7E8ly2Y5CUnY6v7TvvAU1xAXBQ3pD2/JGoh/b/7HMJujkoNfj9GpTk2CsjaEeFGStBVoCKymmLjGp/RkiVvGUyosIHlGU8+RM3L+NJf3EwchWhlGdmA/cEKwaZt0Q9863v58xv/nFc1Yn63t49vjvZweDTPH1//YT4fp/xF+8kcvtYj+OsZwk5Od39AVEtZTtv4QY493AAD+a4E/1RIHln0wT75ch3dU3hDKaulVyXU2yOSb83gnfSpLUu/FAXDHZq1lRbxNyPm1ixhz5IHIiIS9iw6t3j9FFuoaE0sRharFFk7ItCO3JNlQjLSSrK91P0ep5i9TZI5n7TlE64mBIeXyTs9vEaD0Xc/mzxU7PrUMslLvo2s4dF4YENmsrVGDYZ4wxH4PtmONlbDm177If7r776a0dUJ2bdCFj+TlqXFonRq8xwWZsnroo+d18A/0CNdraMyxf6rl3n3Df+Td3zr++gMIk6pJk3/al4z/xUyq1lfbuHNpBz6x4rWzBCrQ5IZGO6E1kMi5GJbdchy/JMd2OhhRqPSRMGmmTBqtRL5Tt/HzrbxAdPpliXR4bcdQFmI/mYden2aXz4s19zNBIsqlgh0KDMeISrZzdYH30OlOSo30gvWSlTEajXMQhvdG2GzUSnEYStCHGXWVNHULq38Kr9PErGqAewcF/lLRSlqs99vNZgphS14Dno863vB+uCPBhVN7NKQoiIkYvWmuzthmym2x+XQA76UcNHsCEHKyv5IoUIP0wjHLjIO1lP4A4PxNP4ITGix2mIjy+6DKxztzXLi6BxqKae+u8fhwTxXhWssej0OVtoMPTPiJ6/+MH/cb7Cat6iplH+19A1A5oLft/wynjp/hOcuHeL37ngxq08OGe60RMCfvufFzFno7VcM96cQe+z7hHgVH3lxk2ioCLpgfUjnDPR9kjAgW0zRxwKUVfhDyV7zSOHfFbHzjhF6lKMzQ9YKWLshQmdW5lXjrKIXXHHdUQobeAQnu+Wcq8wFZ6h6HdusoeIUOxjBzgVMqGgci9GjlOVvm2GmvYfw1DJYS7Qc09/ZwEYB4VcOEWQZJkkkgBUZXhTRfe4BdGoJ1y1vm3+AO151F5/6+g34I7CNmqgRpXlpR+ctLbL8zCWsD35fkTcMaeyjMsWTDxyj4Sf8aefp/L19X+Qbwz0kxudFM/cQqpyvHNmHt+bz77779/ng8Wdz1+evxezNUUax8FVFbd31Bz1PrP+0W5ydfrMKrRsFykH7ZMdPTHyWvKfcCCdXUUDjK4cBMHkuwbE/EJUx33cMZ+MuuRpn1NhSkrKA6g2dG5KRcaXAl7L0iVVZqE0xX+SC96bAae1kkLVbkJDkibTT7z7PgLTdTO1jBDmfvGK0MBnMgNOuSdkbNltkzuV9HoNM0/Wxt4I11m0WNn0elEK125iKaP8UmzAtQZ8XLmoAbj8wQuWWrOmTNQN8EBavtWJD6MkYjPFFI7h93RrNKOGTt/4entIc/NAP0fpGSP9Azs6ZHktRj7fOPzjxHAOT8B1f/sd84dt+FxgAA5bzPtDkE0PN8Ww/H/6bp4EH0SmPWgdGS5DtSVisxTQPxYTHOtSXFzhlAka7c04806e2Co1jiBVgS7SqdayIljXxqEZ41YCs45PVFc3jhqymaJw0NE4kBKtDVJqLdV3QIujJrLMepZBbGaMJnJpVMQYDMm7U7Y/VtbR7e7IMvSG+v8oXb+VoJcXbGKF7A4ZLs/T3hFzzGR/bH+B/6yhztf0M9zRppDtRx0+JB65WFOIfKo5p3beB7o1o3h/ynJ96E7X1nGtSy8ZBi2lG0gPL3LxpGJLvWaK/V5HtGZF1A9ScbKj0QszKsMGz9j7I/1m9hn9/8A/40bkj/KuTt1LTKV8ZXk2rMWJ1NuLn3v8P2PeJPvM3wcrToXFU0zqSUDvWQ+VWzBDiZEx6KdSUAnEtsv0BppCJdLDPfxq2n6ALtrMR6UnVqGPjRLSbg0A2OdW+ZaDGi73vi0uS+920m+5+LjOqh6hRCt2ey3q9cbm5MDlQdnLGtcz+8smy7BY4bQznUkZZ9jblKNSW52crQWzbcrN57DcSm9ygtoI1FqXs2OmqgNP5nmbCU1wIXLQA3P+7zyHcyPBiQ7gyAk80eq1WeHFOGnqYSGP88RdvfaVFZ8PnFf5r+fiT/5jWPSFBzxJ0NHU/5XsXvsDdyaQKVkOHvOW6T0w898cGV/Fv//s/oLZqCXpw3f1DRkshadOwcqsiaxtsqjn+8AI79/vUm/P0d3t4KVjPkrYt6Y0jWv+nTjwP8a4cr68JOlpMFfqKJPaZ/ZZIKw52aDautzzp94b4GyNIUlRusIFP2g7wUtC5LDLKWukhpklZtiwzsUIAwqlbTSzypTiHj0oygpMJaqOLjRMO/N5x0r2zqEYDOxhAkhB++RDBgT3Eu1pEJ1cnFxHADEfoh45hrtqDSlIWb19BDUYkVy2weGeKd3SFPDcoP0A368S3XcfqzRHGh+BwRF6zeIFkgHmuxdYx2OD5i/fz2cGTuGOU8rL21+jbkJEJ6PZroCz22zqojykW7uqBbRH2xR86m6/jr48wCy161zSZveOEZP+zkchq5gbVakJuMA8fKc/Du/E61NE1Cc6NGrYm4hh6rTcWLIlCmfMtRolg3OOrjiBFIVYr+jfv4IU/9zd85N3fzux9Q/xu7BjYI8nofF96umkmxKpKpltqSheOQ6O43PRsafNXBLJHgsezBF1mqKe/dskg1bjsXvTPi2telPs3+w7DxT+nIvPdQnlrq1lkm7tphOK1aXF8yqcBeGtMM+DzwkUJwMd//PnMfysla8ru1xsgcoq9BHxN3gic5KQinvVI2mLbN/fFkHgRtLI882ffxJ67+gz21cgaHt/4+n7u2HlNqRFc4N8t38R7P/sifm6gaRzXDHcZdtwOO7oZVkMeiTm7NzLkoQKrsL6l9nCA9SyrT4FsToGfglG0dvQZ3TMLR2pYD8IutA5rBrtV2d9QRmFjj6wF6UCjXr2COT6Lv9IXVrIbW1BKUT9ksdct4A0yUbQqXHGcmAbOMUY16sJ8btRQ63q8IGWZkI+UM5P3PUwzImsFhAAra7C6TnBieZzdGSNlsrsHhJ4nn9+qx69beEx/iD52kvz6qzCRx9oNi/SuUiQLOTf890XU2npp9pDVPboHrIzH9mSRzI40MDMZP/68j+FhubV2mK6p86pGzH1pjycFLf7NqWu5b7DEW2/9ZFm9eGn7DdS+cYydy13SPXNijlD3ydoRox0Ra9d7+MMdNO+W62PDQMRdwgCVpPh7dkO95mQh3e2DEWoYk881MJFPuNaTHu92rjraG5eQtegTW09jmzUe+tuGf7fzTj741Bcw9y1EDSsV4Y1CEWuitFpkVNqM1bJAxoy0Hm+ktlJ22pz9PZLS6+NJDNomcBb8AWFEu9tcyfqMG47HZIxqXAbfUgSEymbBGsc9cEulkblvb2amlJedYopHiosSgIO+daIaOUEnwQYe8XyEngmpPdzBzNfIWh5pXTOalw+6CeTHalis9XnoAKiswWhREW1YZu/2+PVjr+Y3n7nGV579P7j5M/8I7mqz5zMxNy33ZNwk8smbEcPdNbK6SF/6I0te19Qf7hGteKTNNt2rfRonLFjoXAtEOarr4w00rf0xo6uH6PvrYEUvOo+gtmLxh6L41Tps4R6PwS75ffX4LDs+7UtvVSkh+SSpMJm7fWon62CtkHqsdQznSBSTinnUovRZD9DFbYWTj/u7AkgzsmZAHmpsPUS3miLTuLo2DrJal4Qkk2bjuUw1ueAoT47nH1vj1Hdcxave8ml+90Pfzude+0t8z+fezsJDLXSjzsZtu+nu9zCNHDKFyiCvW+xiQr2R8PzGvdwSWAY25eupLLhPClpc+5E3sO+PfFr3bvBLb7mJt/7tX+e2d76JxdFQiE3GoHJDMhsSdMW/t25hV9dD55b46gX8DSHvQcLKc3agcsvCF5elf27FdStbaqLaNfTDp/BWe3iBD2lakrdA2NtYI+NLpnJNC0WswMfM1FFpznXvz3nxH/0I1x3tSsvEGTAUpW2yDGWAMHQOScapZEUTvftCerRoNdgctnT3eaRB5xJk5KpCqrOq8uY2IJLxnifR7GLAjYXZCnfsNIvITfeXETV/vLnKc3SjgRk8DvKflzCU+7nQx7xScdFK0GlTU1/OsJ4mb/gMd/gEfYPe1SJreGSu/OwPLcmMZJfWh3TGcPunbyTsK9IWZA3wYsXSXSPCrz8MH2zyqtkf4GCnD/TFGi7wwPfI2zXSdsCRlyh2Xr9M8qc7qa3mRKdG6O4QWwuJNgy93JPgPJQRo7zvY0NLeFwx/NAuwqZYIapc5lPjBcXSnSnBRooJPcneA01tNSPopMx/0yNY75PP1GCmhn9sTUZgajUIfHRniGnWUMVcaeYCrudJeasocaUZ3lq/DJA2zcogLP3YDJXnhCe62FDmUG0YuCxKj8UllJKy7QgZaYLts456DduokTYV/27nnfxe+u3s9JpsvLbPzP176FxbZ+0mRbIzhcBCrMlzjakbvvvJd/L5kwf44a/8Y77v2i/xr5a+wYs8+N3eLL/+xr/LgVBRO9FFD0bc/M5VXv1Lr6P7BjBhg12JrHxeZ0R9bSDl3eEQe/PVHH1hRNCVjVzjVEC0mhGuamYeHDHYFZEtNvE3RmIRaEV9TaWyYVEjJ5jRqI9JNlrLxidw4u0VL2drLSrPsY0a2UxEeGSDYJgQHLPj9yV0nPuNnlzrIAQj769UHTynK12T99ZaUeoqnsSVWpVVEoQfp9ndiwpHJJPZWeVKz2OVNxG5cee/OWt+POwYc3PaqNFEqbxaolbiZyzkyYqi16XCQp/issUFD8De3CxpWxH2FDrOyWs+8ZwE36ymWHlKDRPAzAM51gPja6J1ixfD6lPA7Eio311D5+AlEiDn7k+J7j0hi9ooQWtNvtiic7BBbS0nXB2hyfCXe1i/zQe++9d4bs3jhb/xRmonh3jrgzIw9XdrsrYlGCh6ByDZkaKiHP9YRPsh8TK2niwYVolpw87PddCn1mUhbtZJdrbwRinBSh9OrlBqAi/OYBqhZFtJCkGAmWsT727i9zO8dZGRnPjiFiQjZ4lX+s5mwlgWFR4nq2gtdqglu5ufJd09ixd46PW++AAXIg/FWE0QoEM1Nkcv+pSFWH4YQLsJxrLnEys8p/smdnQNz7rj9XhfbKNHGyRthQ3g/37Rn/GnJ5/K1x/ew9KBLjU/w1jNs3c+yH/eK76bv9ub5dOdG/jY/34WO5oZXmLI2hHMRgTHJOPd+QVD9yqPdCbEBJrIWnRf3INIUoLVAfF+j8YXArDiGQ0+Oo/wOgmN3GJC0WdWiSiCecfXxtUCT2PadWwoGx81GEllwrhg7AhUZd8dRP+508Nfr5MttfDXBljPw0YeemOAGuUyBlaLRELUSNlY2Or52NtZKXmuQjsa5D5VGcbNc7BXQjCunoMWEQu5TtISKYhpdqv7F78/VufuLBlt7jYExWZ3c596wh5xk4WlLSpI3rQUvRnTHvB54YIH4Pi265i9PyNaTTG+xhukRFphAoWyHmDo79OkDcl6w65c3e4Bxfytp7BWsbYQ4SWQNZSMJWmFrYtkoI0C8DTxYsRwh8aPLWmzQePoCH+UEhzv8nPf+XfIF9u0h2vyoqzFBj79a2eJ5xR5ZGRkqK/IIw+sT+uwODUFvRy/l6LjDG+1h+10saPYjbR4qEGDqDvAOuF+m4g3rPJ9dG8kUolxLApSeY7WmpoxWK2lv1v1hoWyRIovC7jK3KxoUdJ0/eTSUSc3YpeXG5K5gO5VNXZ+ETzXS8Yp+Khajc4LriFaz4i+8oBcgzQrWZ1lUD52UkprSrOY5aw8ZwdrG03qBmzkMXM4I54P+A9/8T00DnRYmu8yG414z5N+lzvi/dwUHuPuJOPmsMGX+we4499/G9fceRI1ihnctIv7Xh9y/9/9rwB8x9f+Nu13dOjvniere1h36snuNuxuE33zOKyss+vj86Asg12aqGOEJd/wUZmUnI2nwPewUYhKUmE6O3UsQJjmxmU41kr5WMvGxS7MYuoBphbgrw9FVxuwWYYexCSLNVBNVC5CMZgG3kZfAnw9QmUZ1uQyGpYkEGdSmfAttttDBYHcnufjCoYdB9+q1+2keMVlvso4xrPN81LCsex7G4ulsgGpBLfysZeIyEVBICugnCmKHcWyyXXs6HLzZu00CE/xiHHBA7D/8dvLg3pPuZF0vu4aAwpvKDO/7YfkC5g2FElb0Xlqwo8++5P81OK9AFy7/AbykQdRDrHHxkGf1ldTYbG26qSLTaxSLN4Vo3ODjnO8bkw+32D9+iYzD4wITnTGGYnW4Gmi5ZilO+HU03yMD/4QGsc03gh23NFHjzIpVRqDOrGKKUTki7nd3EDexXa7FbEFN7DveVjfQ/WHspv2pDxqB0OI43E5MgiEQJSLHKJtNSAKGVwzQ9DLCA+vyZfek5KydSM3KgydpaEaC1FY6FxnWfhGgHeScU9TK6jXSP7ZKq87cDsf/65bXGZssNlYj1dpVWbWAHqjS2/fTv7yhf+Flx7+F3QPNFh9iiK9dog+UuPO53wAkEz3t9aeS47mB9or3Jcm/NSJp/P7dz+dhZYm3jdLdHiN+uEOL3/O4fKz8VdP+SP+ywcOcCKd4c//67cz81BGvFRn9SbJdheifUQnBsx9s89gb93132VUzUtk06GHKdbTZDM1kagEEcsIfBiOhC09ilGpV/bErTHynjYbrD19gbmvbeCf6mLatdL8QmmRHbS+JpnVBN2MZC7ALoU0H7Ciu53GWGPK90dKq3LNbZ6jgwZ2rg3HTsoGrVr+rypDmU1B6HIX+ndEMmssykM2pYWUY8H+dhwEpR0jvIrH6xq413OmvwPj93E4kg2u6/vbYjIh8PEWF8hXVi/yC770MRXiOD9c1Dng/Gv3wAufgfEVOpVMxkstxkB/j4fftxKcU10G3wLBuofFI1vM6F5rSK5eIji+QbrYxBtlRKuSGaezAUFu0Z7CW+6y9IAINNh2U/qtiWOZJhbfjYjs/LIlbXqkdYUyMPPACP9UZ8y07Q8xvf6EWH4xnG9zhABU7IBdT8iORpJJjUanWa8VIyuAZGuJqDipWoSZaxIv1XnFz/81P710D0/9xTez+7N9/PVBKQShPE9K3IBqNrCNGiQp9RNDrvp4jWBlIIHH90UqE8AYln7C8vH0qdieCAeUwvKOjVrOOkYStO3CLMMbY672W2RzOd0DPi/7W7dzXeMEb/vOB/j40OOl9ZzVrMWTaicZ2YDPjAz/+I/fwf6P5hzcSPF7G5jQ4+63L3Hoe379tM9EwYT+cPrt1E6OGOyr07ttSPTNOnmk6B9s0Tg6JOxkoHyCPviDnN5VIcHAJ+hJVUDlGh/QsahU2XokTGVr5X1c78gGqJgBdtdk/gsnZdZYKWjWpKKimlhfkzcj0qbGeiJH6g9yvIEzgBjFsvjWHNEqc5mt0hBqVIIIhqx1sAVLuhpUCtGVMkOmHNW5ZHGmrHSb/q2OIjFoSJxsaCG64VU4CjAmZE1kxBcmC1a+VHTK5zjTMauvqch+C+6AsePgC/JdrNekqpGIUlxRWleX8vv4WGJagj4vXNQADKA/9SUZlwFO/tjzaR3J8YeG+rL0Y9M2zH7d5xl7/j7P2/sAH/+LZzBzUpGHYD1Q+OQ1y5EX19n/sRy/l6B6Q7RSqNzgjVrSE9Qa1RtIxhn40h/MRVpQSsIpqt3C8xS1OJOyeChfNJ3kKGPFUagwbs8nt+kTZamCQOUYrlaD6fVRSSp9VWPGX85iXtCMS412mJePz+sBy7cE/PTSPQB0n5wwe6iGPxNQO+6jBgNYmMM2InRnQPepuwBoPtClv79B9yqPaDUE2qAUujuU0Z21DSmDQ+nmUo5faFX2v2yeYwYDdKPB4MAsdGTXf+h7fp2Df/wj/PnfPB3rW9722l/n3YdfwUtv+FBphHEo7XEwaHH1h3OilRFqmGLrAaOd9TL4/uBDL+RTn34KJrTM36Wprxj6uzyikaF7TYPRgsZ/wGPpzgx/aPD7GfFihAkUeaiJeilBJ8aLA7yRpbfHp3kyI9xIULEjsxkLR44L49vzJnreKgxROxbLigTWYmea2MBDWYup+eTzNQY7Q/yRoXONR7Rq8YcK3TN4g0TaA0FQtjJULAx34vGoGI4ha+Nk3CfeDtW+46Wc/VZHpLYau6q+9rK3mkuQKoOYKcfj9NwsNo6x3V5lLGvzMR4lKt/NwkzBJsnWx67oWReMbRWGrvK0ac5XK/T8nPyt4za0FftJm2VTgY4pzhsXPQBXsfOXRSO68w+eS9g1BF2FThQ6t4z+zwKf7S3Q7ksNI6sraquW+inxGl6/UTI3lWRScnTZjndiHd2qSwlsNJIvQhhICbDbK918lOeh4hh9cg3bamBrETrO5HjDWI4Xx5iNzqRZeBVlAHOlKSfer8oSdQ6py46tnSxfw8RMavHlDY5vsO8TKS+8743koeLa5ZTat46WC4BqiFOR7gpzt3X3Sjm+0zykqR/38RyLmMCXnnWvX+7cVS0ShagkFWs83KiI74uPcFFGiyKCborKxhqfrV092v9zBn9ked6nfpRoI+fmZ72Zu9/4K3xiqHn7L/wLZg+l1B9YlayzHnHimS3+8P/+j0CLjwwCvvULT+bAekqwNhLzh3pEtH+eeMGnv1uqIPP3WBoP9qU/nlt008cbGXRo0ZmF3NI8MsKLc3RWw+/LazaNgLwZoGZr+PcMsMORBF6gHLdKEsyJU6jZGQnGxghzXMkGLGsGDJcCUDIz3n4op3lkhDIWPZLZbdOM0EkKaxtyzebacPyUI2GZkniktAjNCKlukzJU0apw41CXDbZ1Y9rmHNxnvuidli2gNMVUAheF9Gb1WBeAFa2KjXHxuwvIp1kJulEphSPQFa+lkhFXoVtNEcmJE1Sz4b47KYzi8WbP99Fzs+TrG4/49V8RuIIz1guNxzQAF5j5H5+j+/eeS/OEuPrE8x6DPVIODgaWwU7t5m6lzJxHipn7QKVGxkyKRVZrYQuvdVzZy92eG2yvj6kwf4UgYmT33emiZ2dEbco52gDYNJt0qqnMzm6FCWan55XD+jZ3fUWXjZUoFurFedkw9AewvIY+sUz7kC+CEN7YLACQHfVgIAIevo8aKdlABD46TtFxKpl/X4JuQQAqINmYC8ZuNhgjmWHybdcRfeOIGBnUIkY7I3Qqi9dHBgHP3vMQDz18HWk7oPaWY/yra/+U9x5/EQAvqRtUDtGJPumeGQ6/JeMb3/5b7lnFq/ntv/bDtCJD+6FVWF6VDLXjEXV61GoR7fk26XyNZNYnbwZ4/ZR0sYbxFcEgIzzRF/MEpbCBZrAYsnGNT/uI5ur/65t84OBf8eI3/giNQ51xVlmdNS1kEnMjJcJCQjITUxCVG1Ru8VIJjmldozOwWglBy42qqIEVZTPtyftxMpUSZOJkLotZ48r7JqVXO/n/rTxxL0ecxYGpGJsrtaE9sKn7LBbwvLFK1oXsAZe99oohRNVMpGgPlQpkBSO+srEu3sPiNXmeaIHnstmyjVq5dqj1LjbrTHhReEuL4vc9xRRnweMSgAHa//NzAIy++9nEs4ov/NAv8fx3/wTdAyL3yEDGkFAwmNGYEEzdxzs+wmZ52VMrDdChJCAVZSAV+OWX3mYpDCuLn1kf73a1CGiUi6fnjWdIjQH0OCs2Fksu/V7GX1aV52P1n0IP2AkxjFmwSkaZfE+y+OFonCW7c7CFCbhTUVK+mAiUcni+Xy58aii9SWscIcS9xonF3WTlmEx1LhatCE/2wPOktKYVaUNhInnsKxopr7j60zzr+luprRs+9ZQ/AuClB/+qPPQX/+2v8rRfeDNf+clfmXhvb/6vb8YbQTCC+kom1YZ6HYyYIijfxzbrmJqPTgyNB/voJIM0IwBG17fJI01Q8/D7GToz0uemQfOEJq1r7vnvN3Hw265jT0OTz0ToYC/64ZOTRBgrUpre0oJ4MLuNEUqh41RGlZKcaBVWb4roXwWth0Qy1UQBepS4kaJcPIjbTVHfcp8p5YJQVYGsrHxMvAd2koh1JeAMWaryfbF8zI18ro2bqS4CcEFkUkrek9JDmEfHiNbeeLa3GO8D+R4V1Y/cjL+zuiAtuu+/Hs8tExQmHZXz9TTWVeCsm/cu7BZt7jgVWXZlvc/niSkJ6/zwuAXgArU/+TzrP/58bv3wj8FNKeQKlShU5hHPevhDWH9ayqHv+g2e9a/exGK8WHrEkmUTKlKEgTAbjT0tE4TJrEMUpk4fAVGelhJTu1Vm0jZJJMDiFtJ8HHhLNnFRngYnVVjpuRYodthHT0hvyi3UZbnOsXVN0UN0wgbkufTOHNGKkdMi9vRENlIljW0e9SjL38YiOxywh49JQN+9BGlGf49m540n+I+rT+JfLNwHwBf+n1894/vXedpkz+vjQ4+dt2c0HuqQzdcJv3UC2+1hrDvPNIOWyGmCMJhVmsvtnsY0Arr7NeGGJY8C6hZsZoj31dm4xqe2avFiy8KX1tn11zmmFpLO1ySoLsyi1tYmWLa6XoMoROWGdO88/mrfLfoyTzzaGeENjavAyIbPehKgyXIprXvuM+Vp0IEssi6AFONmxfs+oTRWdQkqFuVKVlhqRF9BsNairCG5cS+dq2ssfuQ+7CCblEKVO0IQoLQEr9Oy4fMNwpvdjYqgWoXWKK0dO9uMjRacDntRurZBcNpmyo5GMmI2GMp31vewWY4dDFwv34LNsVYhDLvHR2RkissLj3sABtj9nz7Lbvf/N937LT548tl8qXuj9IczULHmjQ8/D53BqdtmaB9u0HhwA7XWGatJ+f4E4aPsz1JhN5Zfbj0uC1oj/Z+C2Vxkxdnkl6gMmFVU5znJUdZ9gSum7Mqq8fPluQT0IkMuS5KVnnKxk9ZKAv0oFj1McOSicRlPleb04+zhjMQePe5hq1ZLFKHSDNWROdeFuzOW/V3870Mv51/80n3bvl9/NqjxmsaIz8cph1753om/vbSe87abfZr35QRffxibJnJeaYrNtSxsgxH60FFUq0m6Z554b4vw1BB8zerNdXjhGtnH59EZxPM+7W918deGZNEcYS8nXE9Bg8VDjxKih0V8JN01Q2APYO5/0DlKaad0JYupf2JD5nvbdbLZOnndo/FgH9MIWLhbpAl1aklbHn4rwluVHq+ydrygKyVjTe79kZJ2Vr5v5efClb8nJA6rVRv5eIxxiczBnjeqr7v4/OaG8KFV2mrRiZCYSTZx8Tj3N9Hh9lBq03fsPK5JMfY08dhNLkbln2rReJPuesYWHIkuntzIFg/v9OQUsxR6vfEfziQr+kRUypqyoM8Ll1yt5Fevv45eGqGu72E9S3+fxTZy/uovn85oXrF2i+HUMwKSXS0JJPUattXg3rfs58SrD5SlWt1ooBsNVBShAl/+dQ5DpbB6BWWGWIwYdNy8bzbevU+o5EywN10ZrShDF3+v3uYYx7YoyVVgcykhW2cuIIe043EWx6pm049Ns7IXWZKpyoNueg53nAJmo1OOUth+X0ZocsvwxlhK/2fAaxojPjyI+M/HXr7l35/7vV/hyCt3kD75KvIbrhZJzko5EJNjB0Os7+ENU/xuyvIzZ7jnh2qs3JYzU4vpPmeIVZA2NMO9TUZ7WoQdCb4qN2BA94eo9S6srqO6fQCGB+elv1+c9yiWLCVNxSgDUCNR3Dr67QHHXjwLxmJ8SOvCNzCBwkS+ZMRFb7keYesh3VuWhOULUk4vSD+FFOMmGcOJDVHFqKHE5VyuLAJMhVxYbBLt2jrhXQ+W1YaiEmSLa1p8fvOKj7JWpSjMac9xltdR9HnLjLb8U8Vzu7hvrYZamBPGc3Fz4JelZLlhXLWQ720qpihFD3nzqOFWuBw3VFM8prgkMuDNSF9yDPPvryGbtdhmhvIsWd3Sf/aIKMwwK22yhkekVFkmvOZPpDRkk8TZwblSXxiOF383U4vnST8IO/6SFZrAm3ewtgiCW40xnOELttXCUWZJLkhX2ZebA3qxCBUqQptnJiceUwjgb5H9Vtiepeye62EX18QCCgg3Euwgord7a6PyKl7ViHnVNZ/Y8m+/sf8zfO1tH+MH3/kTLH1eyCh6pg21CLu6LqIgxgireKNH4HsspUus3NbgU6/5JbpGc3PY4Flzryf58yWGSwGzD+TUVhKswmXxco1tNu67B6sD/K4nAb+6eCYpOghERCMVsRVrLbs+n5O2NDozNI+l9HcHjBY0XmIJ17X06osSf5aj17vMrHSwcVKOuxRBVYGUH83YzL0qc6i0y4qdxGj19lIR63LKgsvgu+nz61ohhpH0gmtu4yu6McI6Lg7hSsGlgUV5u1cKxpzT9VCVknLxuiqTCgUfo2xJKSVEql7gqiPyXCaOt59+uJyY648jpj3g88MlGYABDv7Lvyn/f+RfPp/+DQm1esLwoTYzKzIyIqNHMtYRPLTsRBXcbV6GbrewZJDhMltHnvErp118sXKcebq7mXxcLtzU2zsrtgq+WzxeKQW10GWwdssgbPN80hptK+u0zZ/QaknwTBmEmVw0g6Nr4O1i7u8c2f4x54inhHVWXzFk/ZV1zNEF5u5W1FcN7W/U0MMY2xsIUafdwEQB3WtbEKVc5QuD+j1r1zBXH7IxsAR90IllsDOkvpzir4gDjZlpSObinJVMM0INU8z8DLrTxfSdU03VTapyXRoPdchmxQHJ76eMFiLieWgcBy9140rGoArd6TyXUbfCni5JS9GV8nOiFaU5wxYqS6UGdSoz4zZJJ4Pw5YatpDRNjk3lXG0irlQqisSruqgYVPqsUooet4Vslp77RkS5qkOllTP5ZzVZ/SnGh3JRRrNrG0Lc3Eq17HJ8Px5vTEvQ54XLov61799/lhv+2RfJ7pylcUTTuc7QudoJK2SZLIStOqNrFlDtlmi2gmQqzs6vmAcG5MtfKVMV5d6J0nKhguNKyhOBb7uyYVGKK8pXpfyem/2t7PLL8nJ1dGUbbBaML16jKkzft3od5YMrm4eJc3PmBRVdaHNymevfl3DyL/dxy396M58Znd8C9M+PPqv8/3W/8yaufp/P7EcbNI5qNq5H5mCTVCT9nARmutQia0f0d2tqD0bc9s438fu9Gd42/wBPnTvC8nfExPMKnclImt9N0N2hzEVnBjxNsrNJPltHJRk28kh2NtELc+h6DX/nkvT2imAcOPZtYQVpLf0DLTrXNuhcnxPvzOk8CfLIE2GVOMX6ngRjz6tcM8c3SNNxi6Jakq4SsDxPWLi1SD57MH68u88Z7fAuRZytFGtyTBxj+gNRlYvjcSnYsfuLEnAhCGOTRILvuaL4rhUvqWJaMtHzLTLgYpQvisjnG6y8cB/mxgNyjOL+m7/bl3OLYIpLHpdsBrwVDvzsZzn8r5/PC57zdT5VvxEA1ahjFmfo3DRH3FaE621YbKM7Q1hdl15jUfotlG8KP1jYOqutErS2u89mVBaDqgfq5uNWS8FFeXnL0vGmL/7m+6hCE5pNz7Nduawc9chLghfgxp3Gi39wdJWr/yzmgdct8IKa5uCf/jBe1+Nb/+DXznoJ/vPeL3Dre97Mvr/scOOxB8lPLrOQ5/j79tB/6h7qD/dgo4cZDCQzimPCQwoz16Z+KqJ3AAZ7NHeP9vIZf51Xzt7Jl/ddxcan9wlBKnPZpqfFFWutA1FIeLIvzOWNPhiL7o5k9GluFsIANRpJL9gRslQUSv/WWnSSE896rDzVwlyKHXrkTVi5OWTvyQiV5Zj5Ft7xNRlvc22Msje/Rcui/NWpKpXKaY16KUZRXvvK+3PFoWAGG8pxH+W8kXEjgyrxJ5Wqqn3lc8mCixZLkQXn4++rVEd8dzgl73m9jm01SGZDlp8BVrVYvLeSiRfYHHgvl9bA44xpCfr8cNlt7/b/3Gc58bwOc18JSPcvYWdbWM8T9mpbZjjVKBOXnMEQM4rdF3wcTG0ci3BHRbRhIgPZhklckmxO+0Ml+LoZx5KVeTaj7ypxR55kHETPEpRLcQctdojbZlFlSbpyvCI799yMZOH60qhx6lnz3P0jMtt76Lt+A2+kuO533sQf9lu87dgz+d77XsZ71q7h19b3nfZU4bpzr5pp4u3aIbPYvT7Nu46L6pjvlWxsFQbYRo28HZG2FO37NOEz1tjI6vzDv/oR3vx//iEP3b6PoG/ZOBgw2KnF3jAKsTNNmamOApGVTHPJrrXCzNSx9RDbqGGWV8cCLQCmIlLiKfJmgD+yRCuaA3tW+NkX/xG2kVNbtWTtCNOoSdAfjWfLS13nra5zRelMMt9Asu48x6xvOLW0dPJzcaU4Ip0BhTiNkPAMpY0jTH6uz6P0PH7MmOxYJULaNMPEsfyuldh9NuuYdo1oech1H+yz+KFvykbIVKpc1e/iZpWuKaa4gLisMuAqdv7KZ1n7J89j7pug05zmAz0GO2cwvsbvDzGnViYCb3Vx3FzKnUC1pHW2zLdCRCmDaCFFWPytGszzyee2Rk/2bysZdNkT3KInVRLJqr20cp5xExt607mdZjbOmJyifB/VGxL2x6/pBV99Hff84K/y0yeeymubPX79NQcwDz7Mh81OAP5k/7PY/YFl3nv1pwHo71PMPhDh9WJsnKBnZiBNpNe2tiHtHGNEtP+qPSw/e57RoiJrQjJroFfj/5y6BlxCYwOL8RXDneDF7v0rhBKyHBv6WF+D8SSzVQo9kNaDGsZCxmvURbVotl2SccxsA5UZgtUhWd1j4R7LX731jwD4uTDHegHWVyLykeQy9znKxvaRrvRaCLCUM6glo9fNbyeuD5mNGe7yWcgnP39XcPAFpLRcbFyKDLiY46/iXAPdmfq0xXy1sijtl2VpFcg8uPfwKdkMaVFZq4qplCRJxptypZU73mVEknu8MO0Bnxcuuwy4ivn3/w3qb76Ct9JFHz3F7o8eI7j3aJn1jCXlKmVBvWlgf/yHSgCd7C0VOC0gKz3uwxY+vM65SAXOecj1X8s+sxxo8jhOpar4wk/sxCdGMip95aKnyGTWfU44LbMWooqJY2y3y9xXVrj2I2/gr0fwij3fAOBdu74KwHs/9n68+bnyubMHDnPsFZrX3/9SAF71XZ+Xmd6Hj2M6HQm+RSbiROuxVoROgP5exXd//6d52su/wa3fdggz9Dl8aAckGnW8RrSi8UeW9gOWmQcMJtTYeoBVinTPjPT10hw1iKVXG/jYwMO0Iik/t1ow00I16pJtzzdBa7zVHnqjjw08sELyesYX/r5cnkyTzCisUni9GD0sJE6d+Esmql0Tl9TNtOJ5lT6v62sWY2KmIBxtUit7Iizqjuhn3ViSUsqVoSv977MF35JjUR0rOsMSZsetJoyoctm1dfKVtQnuwwQ/ZOLh4/ep/G5NM+EpLiAu2wy4iuzQg+X/da02ITd32uJ2Jm3ngqBjndyk3dourshQJ4b/XQZaliadRvDE2NEWx9m2RF3JfAvbunKh0qqcDbZ5LuMdVYGHc4R1+silzGVR0j52kie9t8Ubm/+Iu1/wWxOP+Q+nXlKWVnWzgU1TTK9P79Xw3v+zmz/+7G3ceM+dEAZ4e3ZJlrq27sZ1ihOXRVQlKcm8YV+0xol4hpfM38PVzVX2Rev82mdfwtw3oL6WE25kBD3NaN7DasVwdx2r4fjzPNqHauz6xClxsQLMbJN7fniGHZ/XzH8NksU6QSfB7/ZRqxt4TmyhIEYB+MOcZM6Hjy5w7eE30nzQo304R6eiFa16A/FtTgujB3lPlZFsvFicle+XJC87FB9n3PtTXm+50aX3T4DAW8BpLxfKX4VrWTnOdRYi4vg4euuN6jbfaXEl0xC6pc5ZSm5Wyjsna8jpONLZMc2AzwtXRACuwjgD++3KRXZz6Q/KhUF5WuTxwsBpLFeCZ/HFd4ut9ivlXycqUMpiBgHKOpnI0vqvUjKrlIJL+TsNGGdYXkjywfh+HqgwkMVjFJeKQ+W4Enbrc9t8nqby3G5MpiQDVbL//r6Iu1/wmwC87lsvZ/D23XjHVrG9HjZZl2tUq8FsG5Wk5L0+v//Cp2D/fc6JD+6HDy2w++MnZZFdzlGBj16Yxw6H2P4As9GBxRnmv6a47e88wMCEPJwssDPsciSeo3YsII/A7+foOMcbZoRr4A1T8oaMm131MQ9/mKNGMXYkLFu9Adf+XoNgeYDe6FEbiH2lHYgIB6Fkp8r3sa06yUKNrK4JNzLCtkfzQQ+dCOEra3j4a2J7aWYbeKME2xPBD1WryUxv5qofQTDWJd/EDD5NQQ2eWMG3CmvAqrJsXzKht1CfmkAhdlIV2aiMeZ1tjKtwAANQkZrQbx4fb5sgXLErlO/xE2zzNMVFwxUXgEts9QVxrMwJndZKSUkCWiLBBSoEDEdQMlYCYWGYUChSFYHQzRIrUnF/2SzgsSmQV8cjdC0SO700GwfhAoVofMX2sJxbdIvDBEt6u3PfonxWikQASvkQRaggwEssB//8h7j2mpN4/3oe/6FjmG5PFs4wxI5iTH+IWpProOs1Tn33DRx6tdOOfia86ov/SNjoQTB+7a4MqVshWSMk7BqeW/N4bu0+3rV8Iz80fwcf7h/gT/Y8HUzA8aWQ+Xt8evs0ez7dZXBVC38gvtBhkmMCjXXSgjit6ei+k1JuLOziUtFr1u2W9IONkXK15+HFhSNXgAkgWrMEfUseKtkVabBxgvfwKXk/fV/mXGfbYrs3SuR5lRLdaJAgbczppeYnKjaRFEuehJNnLW4vxTeqjyv/P7mBLW+rkChPszesPs7zxo+1FhVJC4WKlvfmTfLka5lmv+eCKQv6/HDlBuAzYcsA5bJgq0SmcZvRIBWGY7/hYo5zQoB/C4F9VWS2WwdfFQp5SDXqkm0NBmPFoGLhKgJ0fzD2+vUKlyYZL9r23Dafp9FsFomwxopiVK8Pe3bS/toKN39DYxozeCvr0Gy4Gd6hk/TU4w1DLSK/5doJ44abfuPN7F5Kaaz15LyCALO6VjJS1UybdDakeTTm7ce+jV/ccwfXRifZ6TW5rXYYFMzeJ68xj5SQsjyNzizKWrJ2iDfKUWmOrQXCei9EObRGJTJragcy/6vCEIIAG/giqhH4qDTD66eo0CME8iDA+GB8RdpS1JeN2BZqJcHcjc5ggJMrkk1rXV5zm6RjXeiiDfIEIlpNYJNSVhF4le9LqyeKSK/fK9f/Ww+d3oqpZLtbVhCKUcFiM5xlk4YOjElUgPzddxKiRe/X6YWj7JjwWD5gE/nR8ya1u6eY4gLgiRmAt3Mq2c6dZlP5uSgBA+MdfLV8VTV8KDH2P1VK/GdVMaaix4L+eB66XsP0h5t28rJ4mXjsPlT2fM+2M9+OtKJOD8QAqi9lYsIAnWWlQphq1IVINRyVQgrK06jZGewo47X3vpI/vP4vOPihH+KmP1hDr3QkIDYbki06SULl+9h6BNYy3BXxytk7AXhadISfOvF8vrK2j2DVJ23CzEMZylhaD0vgBdi4JkJZaB5LCTcM5FaOVwhsBF5poqAajUlRhsEIfE8ENrTCasWJZzfZ/dkuUaDRqWG04JNHms41Hv4gorFcL20fiWPp79dCrBFbOuW56kKaSGWgGHvagux2yQXhi+XaU1RcJiRUi4BqUEvz/Ov//j5eVIPX3PYqzEYOYSgbuglv7Ukuxrhi45Uto81OS9WJhJJ1bQy225X2kPucUG6aXfZcjKiV18S1d9x3Vr47lftcau/lpYBpD/i88MQLwEU5rKq9exZmo3a9V/yx/OBW+tBbOd8Uc4/W2rKXW2YCxUiLyZ3Pr5HFPQpFLSpHbjNaAnQYSAAoju95p5swbHW+8uImX2elrF6FzTJMr0/hdWuGI8keiwzwwD50b4BdXS9NCGyvj27WeeiD1/Kk5/8gN/zXGO5/GFOU9vIc3Whgr9mHikVdKmuGJLM+G3+/yysaErBuDht8+sS1HD26QJSAF4MXS5nZ7yVkrRATKNqHE7zYEC8GDGs16sbi9WJMTRjQVis8QK24a+U2NjZJxipVSYryxQ941+f7KGMxgcJqjc5g5oGEvOahrJO89D3UYDRB7hMXHVv+Lou+Hm/GJuZIi+t/kWZ+zzWQbg4cW9n/bf4+PNLXWgnCpR45iEFCp887/u2bGOxWHIgeHk8CFA5fIJs25aw+N6efxoKnxGWr+C4WG0qlKxMCemxakrtZcSa/A8Xv1m4RVAv9gAnnqi2u2RQAsum9wNfkQh/vUsITLwAXfWDgtJGGLaAca5IokiDoHlcGz2o/FsY9qYKM5WZAlTGS9VbHhfIcrIIgJH3yVYTfPAZRKIu7Y1CrwHfBI0UZ62aA2cJfdauZ5oJsNd50FIFBhYG8LruJYW2c6EQw7jkrJYHJ9vuofE7M7Te6Uip3WbwNPOorll3/cYg6chLjNLqLAG+6XbzlBhvPuYrGsZEEydiw+N+aPE3/A77y7P/Bf+8scfKru9h5J9SXM/xRTh55hOsx1tOs3RiiE6ivKdR6Ru1EjIk8MUgPPDCQNQJ0atCrXSkJF7OcRryU7WgkmwnlhEB8TXB8A+tpwppP3vBRxuAPMrzUoOMccitla99D6XrZflCuJF0K/vu+zAW7Pr5gbMowMd99ITFR4ThDIK6qTE3cvoXghKpsJB4N6ah83Hju3Wqw3S5Lf/YtzNU7sesb489z8W/FPUvBxGeJ4veccZWpKEkrLZKgtZrc5io2Y35ENaDm4+9HcR3Y6nu0WRXrAr5/m2Vjp3hC4YkXgKvYZsc/nvmTL7MwnM3k3wv7Mu1IV9WMuHQyMhCGbpDfoPIcrHNscqUzpeUtCB9aHb+sUYxqNLBZR7LHUJx8TByXIhw2zcoNwbmMT8i4lBaBCk8yBNvLyuBb7WEDY99hlzkW5W7dG9K/ZQ+Nw8fkfnmOUhHDq1r0d2tmP3pCpCbLTNGVID2P/MQpZj6duufuExgLYUAeHeTGu95E8wgs9GDm0JD+vhrxvIfKIY9qjOY9Bnug9RDkoWLlKRHtIz7heobuxdjARw9HBLryfrqy51j8wYPMF6MET0OS4q32hBjWaOH1U/zOCBv6mMgnaQfU4hxb82HgJEytU3FSFQH/IshHobDwtRq7XFWu6UXFhSAJbd6wARes8WklkNvMCIkvNygTox86SUGMwmlznxaEg0A+t5vJiUVZu+jluqqTnmlDvSbMd6XQjQam12dLnoTNsVZV5vC9rX2/t5o3vkABU3neo9/oXCqYlqDPC0/sAFxgk56vqtdRV++FoycxBYmnUJ/yK/qyQQCDIbawOqssvDY3Ml9bMJ99LT3EAlUZvizDdnvCzMxyN487XgTMcDTeFBhTBsfThD026xJXoZ0jTa8vJfRevyxfVxe1arZWlqkLlrfnYbtdGvdF4xK48zhufv0kza/m5IPBeCNiJ8/XGkt+8hTKd6NAnkY744ylrxiCgUHHxpWDwSpF1oaR8hjuVoAFC/VTKbVVRR5p+nsCwpVApCiNwVvtOeMEPfFeASKeYazIYRazp3Ei12YUo1IPWwvK3rA/zBntqBHPaObvzNDdoXPSkaqHUgrqNdeW2JTBPYYoPpuFyca2gXhL8mF+eivmYrkBFc9hrJSOwX1vxNdbtVswikUvu6LupqJQiHxu06NaDfKjx09vARWErFZDjunY+mi34SoVss5SOlbb94M38zIuSivhcg/CU5wzpgF4M1x5lljGS4ovPR7jMqOzkSvNxMvyWYU5XRl/UKEQdpQ1Y4clp5pkk8SxoLWUTF2P12bZpLiGK6EWvcbzYthaI4E7c7OWmyQxJ8uNjAlnEzZxerwJ6fTkvo7NrTwtC+faepmNSHB2xy8WPrcA2yyVIOwqCV5i8Qc5yaxP2tDkNY88UOgcugcBA+pJPRq1hOFwgYWvZ1J2no8Y7vCJ9rdpPNRBdx35ySliqcIesOwpGpGUNIZN25OJ65g3ZIPgDTLStofxVUnwUlqLi1KaSfUjSWW22V1/VQSY096CTbddqIW20JwuxtS2IhKe7blKMp/LUquPvxiCIdYAmsKDW3ke5uBe1ChDa41u1LH1CFMPyGsi1qFyg78+RK11sL6HjiK3OXbn7rJnay3aWGygS09w0+tv7fNbOf+CET2hyvUYBcKJjFtpTn8DLx9Mx5DOD9MAvBkmhzQTJrByYz6F8o51vVKlZBa08Igtys+V4FsqZFW/+L4PeVL+WjA9VTGb6hx7Ckx6zFZQcTNydzzzOTly0GmSe1UjCs8TghjjErw1Ft1qyiahIsVnYzc7qcf9NtPru6BtZANTiuJvDjybSnnDEd5Q/HgBuvtD0iYoA/GsIl1KCE8E1D/TonPQMNOBrB3gDXNGCz6zhzKilRiV23IeV/yBLTYCleXSPnDGGLbdlH5unIg4/ygWgRNnDK/6QwIDth6ghimtzogWyIYpSeUctTcm12XZuE9ppLxK5bxlVrz6Xl0kElahPb1VoC/+PZfndEF48vcLC2ssCsaqcZ6HfkBaGtRq9J+2V24eCpNdj3L8zgi10ZP3y3PM+jhGNxpjZ7NiLr/bRw20mLHEcfndHG86t6oEWER/vNJGKrkiF1mxt1J9kHL05RuApzg/TAPwFsg7HbwwED/hYvyBHAWurzQ6TYRjQjO2EBpww/822+YLZexYujCrEJ4296CcbWEpGVlgu75fVfigJFeZSQOAzTrThatSocxVcZBRxSYjdXOuhYKRVqhWE9sfCHM7c2zTOB7PUW9e+CulPFWLsNYSLQ+F4ewrWkdTsrpGGVDGQ9dyXvLyr/Fgb4HByUXWoxqtox5WQfN4gt9LsZ7oNtuZBtbzxOGoM0KvjeS8lZIgXFWoKuZSm3Up+2d5GVBVkgrDVoM1ChU7u7woLAk9yhtnWHh6Qk5RFX1EF5htnpfvwwUnYVlb+l2fs5zjuRzzYsKakrhmrYVigxeIQUP9SB8Teni9GLJc3o9RLOV/twG2zTo6TWUzWDy+IEfGMab4vFaD79mu++Zeb/nZ3eZxW5G2zvfabbq/sLbP7xCXFKY94PPCRd7aXb7Il1cwXefd6kTdZZwhKRe7qhRk1Uyh3NkXs4amIuLvytXWjfjY/oD81DK2K6xiE8cSwJyAf1lqtk7YQalzXmir2tHWnkWVyY5f14Rfcr8/3hC4eUrl+6jZNsvfdSNmvo2aaUsWPBxNyvsVi5mujJbYcX9bBQEMR+jjK3guAw7XYsJOhgkUfmyZ/2SNj332afzLAx/imfsPU9sxZLBDMl2rlChhaSUsaAANXj9F91zwLQKwlsxYDUYSbH2PfGGG0ZN2lAu/rbDcra+xUQC+Fg/hNCuN5Le81vX6ZB/W2Q6WYg+ed+EzqYLFr/TkZ6WKYtNxqfUVi00dbtMaBsJc9n1UkjHcUyefqYm6WF/IVGp2BjU7IxunvEIWLK651jKtEPjjEcDz2eycrVqz6W/b2n8+ErjWUimlO8UTAtMAfBbYNKm4+LhAXP296vvrsqpqECuCrB0Ox760QTDOrF2ZuewNuwBW3bGXv1cC4cSXf/MYylYLx+bgWx3LqGbDZmzNVm4k8lzK48nYFSjdO88f/Nx/ZPXWWckcez0p4Tp/48J1qhBVmJjvLM7JqUXZwRBvo0/94S7G14wWA+K2qF61jmYs3a748Tv/Hl986Gqy+1sYX2ECJWStyMN6WjJWA3qQoHtDbC0sxT7KfntVuUopGTfqpxKQayLBWcw/J/M1TLiFu5Rf6TkiBDWbZqKeVsyaPppgVwbVc1jcC2U27wIHg4uJojRffB6L70ivj+l0scMhG7cs0PjxI+R1H6uFY2Dn2ph2XTZbgxHm2AnMRrdktBfGKKoI5MXnreAtnOsGqBKwld7+fZDJhnxyc/NI3/fi/b4CSs9FD/hC/1ypmJagzwNlhqSd+403HnFRlR09MPn/LKMYtdjSyB0mgu0kuWpcFiuE6wsd6rPNlRaZq3/VXmx/iFlbG/M7SuJV5fHl5JAbTbIW7YutoqJCOssygoeW+Wf/4MdYevhhYVQXwbkUKdDjXnWRBVZVhABMPi49ykXjyHc0CXqAhfqKBQvBwBD/5TzssYQdReNUTlbXeLFG5ZagOxJPYF9jfUecC31sFKBBfIHjBJV7ZckWFaKXN9AgM9btJnamieoOUMO4/NKrZJwVl6MytQjHyUYZJ8WRpmVQLhm8SqGsOGtNVC22W6iLMSCvGIUxE/3BzY8ty9r55vGcy2TFmhArGfMm5r5wjH5vL7X1AWqUyObUWHRnIFajo4oYTVGRcO0ZG8dSWXG3lRu/7QhqZ4B8F7e+luVaUN5wHtdcO13qYiPoB9g0OfvjLgdMS9DnhWkAfiQweRmEgTKIKBhnQdUFsUrKgkkbNKVKJ6St+7mVXm5RVkvTs8/+Vo5lTi5XMuNNjEvGJeOqATnOqamcAS6lN132OhwSPLSM3eiMNxuuh1yynytsa6WFoKTrQtiyzvqwFLFIUpQx1JYtWUMRdC1ZQxP0crKaQhkIOoraqsUfWqxv6e8KyBqw81QfvT4ErTEzdUwYoVKDKsvPuiS5KRcYSVK5zchcr+0PpMzszrV23ymsE0WhMnNdsm2LigVM6EErz5P1Qst7XtxvWy/os7x3E6NBmx5rc8dLKDZtl0vgLfqq1m1elS+jfzMt6dWnGY0HO2JlGSfY0Qh1zPV1C24CCAELypaQcUpntujHF5yJc70u1ZGji3ktK8c/Zw/vKa5ITAPwI4XJha2oI5HMqzdlNx5lUGSEBcs4DMuRHRPHE6VkKSdr18tyAbKaRRbwvDHTdfPuezM2LdRm6Kz4ilJzITxvxwG3KHNXdXSLwFUettojHY7Egs8FaKUqurvWSpx30ptFJq6jCFWriX2g63Mrx5w2C20ZNzLQPG7YOKiJFxX1EwrrwWCPxXrQPmxJZjTGU4wWFa2jBt0dku6eI50NCddj9CgjnasRnuyN3YoKL98oLAOwnZ9BdUU0xPb6EKZyX0f6Uc0GthaWZcaJ/nhl00E+LkEKa348P12So86F/bx5DKia/W4VuIvxmbMd9xJGOVpnjeiPF0zzmSaqN8D0+/IZc6I4qGKT5xjoxoyrLyDSoIVASsHRAOmTl9yEMzDCH4vrWK2OGQvmCsl+uTgl42kJeoptYR1pSlsLzvXHFlZrxQwtlH3IcXmRst86LmUrSsZmVafWzXkqN2Yj3qnpZIA+W89wC3GFCQnKKsrSZj7JIq0sXDbPpWdX9LBdnag8WjXrLzJja918tYe3MC/XaqaFGoxIFhvkoaZ1RIK8+bY+M60Boz/dRX+fxR8o9n56hMoMeUM+tsHQo34iwYYBH/n99/P5OOVf/71/hkpz/G7ssqkUgnrZJqB4DdbKTKkbLyrHibywogLmlNDaDVRvKOeTZuW1tq6UqDyLdQ8pSqJ2OBSuwLmwb6vYHADOFhAez8B7JtnLs8FtHlRB9kvFdMM6sqI6sUze65fVA6WNM2rQZcXBJsm2pLiStFi+1kLxraLjXHktj/g8Hi2ugL7vFI8c0wB8gWAGAxgM8HbskBvKhcMvNYNh3L8tsiKl/JIwojzP9VsrZeFirAlcZmokKGRjUfmqyMW2OEMQOK2cXcwe55vK0yooM/NCRasQgLC5GRPQiuPm8lqVy6KVp2VcyY3t2CyTmV3fIzy8hplrgrV0rmtz1cI6TT/h7hc12Tvf4eGv7EHlFm+YonJLOhPQfHiI1xmh0oyn/cKb8QeWRX+ADTxUmqM2uvK6aiHUI1Rv4F6YFSJcOjnvUQbeKkYxaijMVFtrCglrJPdTZCIk5euyP1/2gbUSQ40kYdJn9hJWOtr8+TnT6zwXktg5oPiMALJRCwNMf4hNe27kyBksFJvUAtWN4eZNpKkw/qvfi8IWtFphmOLCYtoDPi9MA/AFRn7q1Lg/bGXXbpUq3VmqmtHCbDYoT0g71lpRzUqSsR8wjJnJRU+rKAufK6lkm+Bc7flOlJ+3gZ5pcc2HB/z0ro/xIy/7J6hhLOzowWBMbtr81IVbkxbWcvF6bLcnI01JSn79fkwk5cWNJ9U5+ZIU78QieezhhYY49zChZflpdRbvUhKAWx7Rqghn2DBgz6c7kFv0KBFWs1LY2bZcrnogDOlCcKNem1Qvq3jKkqbj0nuWyXe/8A/uDbAVspaNXcAO61LaHrhSv7OWVL7TEb8UjGTPRfT/fALS+dx3q01HwUkovHaRYFyMbukwmNSGLubqK4pupTVhhVg4MfN7WjXBnL7ZnGKKxxHTAHwxMFFWMpgklXkv7TLHCVUeWVxKAY5CoABXAi4aIDnlbKPdavHbFGCVH2xRhtusZbuFYUARlD3v9McuLfAr+/6Sb//qP2Zmo1sa1BfZnzXVnqQpM46yLJvnMBrJpqQIzHlOOldj9eaImQczkhlF7cGQPAoIEoXfg1O7asw+qNCJJZn10amcv/E1utUgm6mhU3leUwvRvSH4HiYKxAUpzsF3ZUstARyQBT1OKERBVOpNCkQYOyZf5Tk2TUl3zXD4ZXWu+eMN9CiGOBaXqCIwuB/rSF4lLpYC1iPB45GFnybI4vrdRosQR+WzXTLwi89gMUakVWlnWBypGlBPM2uoYpMcqvAheGxLwOeyCboCcCX3bC80pgH4YsNaUFUCU7GTr/wOzjrNln3XiUBWHCoXDePSEWlzxllYsfk+KgylLF6Id2xGJRjL/WvjwF5oVVf8VdEKtdHl1d/xvbSPnpDnrtfG93eylOPStR4/TxCUM87lYhq40nYYEp7q05zz0Ylh8a4RacsnbWqstugcWkdhtKAIBvKYpO1hfEhnQ2yoUYlBbwxkAY98bBQKoxkZIzKtGmk7JOoNJQMugmsxd23tuHdtjGg8F+pWhYqWqw6ER9a4+i+MlLh9DxuPMzfl+9jBsAwaRdARy8dK7/HxWHwnCF2P4fOfsS3i2NBGLAopPvvGopTrERdGE07hajzipccBt/yOeBOa5pPPs8VL0+q82vOPGtZKdWza953CYRqAHwuYXBLdZrOUcLSOCVwGrCLonYm0Yw1o//SRosriqsIQe93VrN4yw9JH7yc7uVzJvrabF5ZyqwoDSqMHmHB3Ukph+gMxQXDkl3Ie0zr/4upctDHjLNIR0DBGSrmtJvQHqFoNW49Qgxh/YIhODjGNgDxS1JdTgk7CaEcNnRgGOyLShsIfKoK+IasrwvWYeD4iyNNS0lOlOdlcA536ZO2QYNWg4pSoNxoH30IatOjNp26TEvhjUloht2ktBGosNTkcERzOnEqWD/WalNZnWzL+UpSh4cJJQ15IXIKZl81zlC2kOm2ZrSrtVK2cq1HVIlN5GmuVC9ScXlU6H7b5+eBcN1Db3e9KD75VYZILecwrFNMA/BjC9PvQ7+Pt2CEl3iJgVeQpgfH4zqZgbPMckmSLUvJ4VMUORVVq8Y4Ms76xbdDd3O+1SVIG3qIcqABC5wecG7AyUqOqcpjFXK1WKMalQTwPrZTr11X6w5VRJZumkkV2ezS/nmFmm6TtBv7AoBNDMhuS1TW9JwXoDGYeEolKLzGSVXqaaC3G+FqIV5nBBh5Z0wd8eleFtJUiXO6LMEfoowaxBGKtZM53OCxZ0MqZuksZeuxmVb72MCjnh8sMu16TDDk3EKcw04b+oLSxLMUmLnYf+EL3eC8GtgpKZwqGbkNaBl+tXbC25UiefO48bFYZOTqX83wk1+J8qheFTvTjfc0fY0zHkM4P0wD8OCA/dQoA7STzymH8UuwilwVlC0iQ3GYxd0EjP3xU7pttUnUvA/w2s6WlbrEqS33l6BMum/UYi2cUJJkCRVm3OH4YilCEM3AAnJmBxSYpOggkaw0C7ChGA3pHk96+EC8xDHaLolFtzdC7StO52qd1NMcEisGSz2DJZ+6bA4JTPTlmGKDijPr9K9h6hDeqiy70Rh8z18L6Gp2k7jUrGTMqPGNhwirSAmQ+yrNu9CtFhQ3wjPw/z527lRFWd9Hv9b2xjWU53jKeRb1oZeiivClvxOW58E9wEhS63ZJWS78vNxoz5krA1k5hF1VA4/yOPcGjuBzfjykuOqYB+HGEGY3QzWYZnEobQOcJXKLKTN5KbH+T/nMhUynWZpUsulj4z6SJ6wgwRWZuk3RS6ardQg1HmDgu5TfLPh2V4GvHmtJlCbqYn+0PsNZijEGNRiKgbyy21yd6eIOssQBAbTUnaXsyH6phtKgI+hp/ZElmFcYHZa245RTnXgtQoxiSFK/vRqA8D92VTJcsk560U0ySEbHJ6yG9dhHlsDpyVoNufrgMAgZFNi6tG+M2FtYFZSdPWsxHb3ZDuhhBeJNC2yWHM5zv2O5S+AY6iqAWyQZNtbAbne1Z9pcCwW3z++naTk84TMeQzgvTAPw4oyxLz83KYl642hTYLlhuMWIxIVu5HZTa/u/FRqAIlNaWM7xVq0ICR4iBSZMFzyuVjKqZSmE5Vz02uMy4INoAptODXp/WRhezNE8+EwEh69cFeCMINyx+LMG4/XBO0Mmk7OxpVJyislxGo2qh9A7zXP7u3HPsaISq17ENGUNSeS69b0+XxLexo5AuVcpK8ZEsG48rZRkWMZkozSvCEEbx5Cap6t28uW9/MVDtMV4KM8fnUbLVrabIUQI28GV8r1C1KjgFsLW058U6z3O9ho/3dZ7issQ0AF8iyNc3ACFqARMsz1KMw4wJJyUqAW2cZW2jcOWy5dJsoXo/Rzoq+71FwNVaCFW5gaAIsHpMtvI8yWCdmLxqNqUXPRiO1b+c3GDV1lCBZNdI5uteOOQI2WtxjpVbG9RWDa0jORtP8lAGspqivpwTLQ+lpDyUgG/rGtXti7JVowZphsqKUngghguFSL8xYksIcv8glA1FpQc/7m1rZ8FYMVooys+M2e0qCJzdZD7Wf94sOUj+2JJwLpegUGwyw0AY7Fkuoim1yJH0hhNOYROf/7OJhTzaa3C5XMNLBMrJyV7oY16pmAbgSwzG9buU7493+a4fZuNEjMlzYLMReFXr9kyozl9WHqujyGnrFgucN+F/a+O4JIGpWiR/C0PXM62YT5h8bEgBkoW2ROGK/mCi3Ftmm6XOr/tbmrJy2wL1v3OC2R/NRJTf20/aUPR3a4KBpTbKsK3QBXn3uCiUjCkWMQ5bj+T3Yua4YG6P4vIxquhvb7VhSVKpfhU+v86rVXlaNhpG+sF4HjZNS3ERuczF9ThHZu4TFdWKyEYHFcdY5TTP+wN0q4kdjUTW83ysHkv1q3MIwo/HeNYUUzANwJcsTrM+bIrzS+kGU80GtugRT8gfbvkEk4+zWTYhEqKUs9FTClWvSbm2QhIr/rXWurKrLdWjij4pzqyB4WisZFQ8ZvNrd4SaIute/NC34AtzMOpjs4y5zx4mvm4XnWsjotUUfC0ylLHr/xbjRXkOTqhD5YEE3zQVpSrfK0llhEEp2q/IMCMzaTxRbCAAQmSTUKuV175k4brgXJx36RxV0d5+1B7BVzrc2JFoQztpSnct81PD0+fdq9gueJZ2m5YtKdab55MLYY6KTeD0PXsEmPaAzwvTAHypw+TYpJgPtuMg4Xkoj63LcrA1WWs7WFPOWE701oyWjUAx21qIbXgemNhJZwqDmaJMXQS1YPzRsklaereW5g1VS0btxpgqhCY7GsHDx6VE7IL3ob8dYtopxlcyTtSX12UbNdFnLmYQi8WzyEbbkoGrLBcCVnF7mo4Dv6ex+Xi0BSpBOAxgrs3gukXCjYTg0AkpqW9Wy4KKDnE+zXrPB8XGMXfX2/EJzsginiAfbrrW1rCtV3b1caViW0XA4wLpXE8xxdkwDcCXA6zFdrtS2nUjPSVjGsaqWts89oyHPk01aKwqBEKyUlFUzsBmN11NOhtSv/0BGQ/RNZTnYSb0edXYcKIKLaVu48wNSihHgkJK2aoWSUB0C7BSCoaK+bsUOguo338Mu9HBDEfo2RlZMNPULaxu8fT90nlJZTnW09jAR9lUqvdJOrYV1OPydzleVVy74v++R/1wF3VqVc6xFskmYzjCxvnYvrEIxtPge3ZsDoTFv1XVLnhk19Fuk/kWfysO755/HHyr1aQrXDTjImA6B3x+mAbgywR2FEuGWaCiNFV1KjotG95cottud19lk5ZELVc+LUQqtMIbJOhiRrkoOVdY0XIoKWEXdoQW5xccBlJSH47GLk7V52Y8D23zfKwXHcg85c7f/zoYi8lzkdyMIsls40QCbpYJU9mNGZUCILkY15clcFciV0FQ/r/s9ZaksfHolKrXYb07Viorzr3oZxfs8cJ8wabT4HuOKARhTiMXOkvPcpZ2q+tZSFme95Oq0zLjckNbcf+yTGUjzxtTJazzwjQAXyYwBQHI94UQBaggHPdRnWykMKfP0v+F00aWtirXFYGUVMhIKgxQR5eFKJMksgEYDsf96fEDT1tQbY70gmEscalsWSpUgY+emXGZfjLORLRktYVvsqmMP6lmJHrU1o5N2N0CIKNGIarbd89vZBTKWSdaxtmuDQMIA1T1/D1PAm+eky/N4p1cgyyXTUUUiipTYa9YaEUnTDPf84HS5WdXWdmQFd7XBOJ/LRvPMwTBR5odQ4WopSvfB9dCiSK055F3Oud//CmmOEdMA/BlBlvpN9o0Ae3JolEJoNtmFRO+qK4nm1ck/KpElOI41ojmbnEM47JTW2S14TgrrM65mhxrK8/nOZKNL2YRthDPKF6LUuUoU9FDVUWgLuZwiwBqLMZYiGP03CzMzQjBaoizs5MxIJUbYY677LgwVCiyJmutI5dpyYYD5+mrVWkpaI1BHz4+rj547nyV6ykbK1lSnGEGg4n3Z4qzwBqwyrXLK5+hwHc63Z5sbpL0wpaDq1Wg4vNXqKK5MTzVaorM6DQAnxemJejzwzQAX+5wijvFuNBE5lhdszYH32LsqPhzEZyKjLSqFV0YKpRjUbpkOaPVWCR/syhCtZdXEfJQngchqFyXr8EW40JBgMoyWZDL8SRVBu1ioZYeM5j1DfRwJJlswQ4fxbKP0EpUxZLEMWvl/IQJ7crjWSbPVwRYrVC1hmS4We6sBZPxuWglHs4uawYkS+52p5nvI0DBGVCehwprwrj3hehXzlhfKNeiLZjPSquy2mEP7EEdOQXdLrbbk7GyKaa4iJgG4CsE1bEltTn4bkIhjDHhvLRJh7dQs5owI6iMQJW/12rj8i9sX/Y2VjSmrZWAVpCb3HOrwHca2JsyyNJ+TpWvrdrntmmGqZYoXQlT+TLHbEGeM81kftmP5PyjUEha/b70bQvBDSd6ku9exFvewPaysmyNVjAShrfVSv4dDsk3OtPgux3OxEGoBkBnoVlKlhb3K1j/j3YsqFpunrhdoxsN1GwbjpwqZ73LTeUU54fpGNJ5YRqArzSYXMgjZ0oZHIvaptlkxmzsOPBWgh6eNzZLR00Gz8KjtRy/2QYVK0WRpkzHr1FXFtzTZAaL1zfuc0/sLop+c3n+dmzuXo9QWUvKyamIjKggwCzNovojGI0cacpOkqqyHN0dlGXo8rXklAFdAabXL4VTptgGm0d8tvg7QKEdrqyRTV0YiJa2LqoVF6AErfREpaeAHQ7lJ8vQ7Taq2cB0uphRfIaDTTHFo8c0AF+JKJib1eyjmnm4hU1mXyuyk4E3flwRjIoMpJKJKM9llnle9sxKVastCC7jMl9tLClY2daW2tO5mViorZuxLcrryvPAF7JT2d+unptjxZokhZVV6eMFATQaEkw9j3zXHHqUCatZOYWxYoSpmD1N0rH0pB5fC2ssCteDHsVThuw5oKgoFNdt89+K3iueJ0E3CMQEoyZOWmoUY7XLRjeXkM8lI96cORebz2JMzhpsJp/fggmdHT8xfngQiqvYtMJxTpj2gM8PZ7DFmeKyR3UkoLKAmCQV8Yxi1MORqZTraSrPQzXqwnp22W8hrGGtRc3PiSoUTAZfGJcPlZbjOJa1uCvZCXcl67Jmm2Vj+Uprxj/uPiZJx37F1soIUpHJbKOEZB0By3S6wqSdn8H7nZxvvT0QnWFrYGEOO9OSQB1Fcs7NBizMSobu+6XmczWTs2kyDb7nAVVpH5S3ubE2gkCu+dI8D/zQdaT7l+TaK4VpuEzY98dM5Qpj+fSe7jYjdlvcT512m/AR8rW1yZtvvvb0svUUU1wgTDPgJxqKsSUnkViWa/MckkIm0gjruaqPXMxHKoVp19GjWFSqtughT6B8LoMqZBmrSlhlCblaVi6C6aYxpsJvuJjX9agcy1Q2HC6r6aUSOLMMPT/DN47tZNdCh3xpBg/ImzUxd7dWNKOzHNuoYeshqu+JuIectCh+JSmYaW/wEWFT2RcoyX3WmS9c87vHxc3KyHtRfvq0njANASqtis2a6JWMd6t+s1OUU7UIOxzzIMS68/RN1WhPi8bJpYmseIozYDoHfF6YBuAnEsqFqVJOVVoYw1XnHjsu/RalOut5ZZ+OQ0ewm12Y1DibtgWLGSrMaPEWFqP6fLIvuN0XbBvxkFKyErCacob0tMcB2FyUqlbWuOa/tBnu2kHnOkU78NCDRKoA1ooTTy0k2dnC78bCfi5mr4vxlHQafB8JilG3rVTXbBxjkxS9MMfw2gUadx2VdsHyqlRZggDCTCo2MPZvTsXbecuZ923YzioMHQEvQrUaeLURpiMCK8Wc/WaEf/FFpoNl545pCfr8MA3AT0RUjdurJeIqCrJUwUwu2MmFU83mY7q54qJkTZJMBmElt6H02MCAwrTg3MQryizI2RyW7k3ncsobHYL7juH1F3nwNXPovM7M3TEm1NCsYZVisL9F2tTMHevIsaNIepJhAIGPt7yKHcVT4tV5wBZuWRO6zUxqgTtNc526dsRwNOYc7FxEVeU9qx7Tbr4c5961payqa4XoVhM1P4tp1VBxJiNrtRDt+5iNDmwTgKeY4mJiGoCfqHDzw7ogwJS3m3HAdeW5crEs2KiFYlHgOy1qt/BVPXCL+5bErEKhK0dVdKbPqHK0CeUCm2Xj8uRWmdVWj80yTLeHrtfYdXuT7j6faHeLcGWIDX2S2ZBjz/NY+qoVv+MgEPvCKJCRJWuxe3aiewPJ2qaCG+eGoqxbyEZOaC072dM8x2x0CT93t1Ra3AaLNEP1hpMjRFqPN3l57gK1U7GCSblWvFKyVM3NYBo1TC2AWkCyUCPopvhao7MM0+0+BhfjCYDpGNJ5YRqAn+AwgwEA3txsqSBVBNSqX6/cMHaOKTJeuTlzZgp2cr54K4cmpceM07PMK5+G4vFGxoCU52GchSJw9llRrWEUU39wne7+JR54TcCBDyt0ali/PsRElvqpFLXWwSaJPEfh3uR7KJtBnJwmYjLFOaJqgjBxm5og8infR+3ZKdwEx0coGftOA11FoWiBg3xmG3Xs2oZUWSqOWKWut7XYSD5zvf11Vm7V7PuEwXMiL97MzFR2corHHFN63xQA5Osb5f+VJyNKRW+3LP0WerlFqblQLUKCdWGgYCdmeSv/2nFg3tIt6QxQbnykyLwL1nbV9vDsJykErny2zty9MfNfl+C7fGuN733TX1I/pjGBFn3p4jX7kpGpJEW5mWFVOe8pzhNVolNVcKMCm2Wo/pB014zIUmZOKMWacpOo2i3R+w4DqNfIlmR+V9VrkvGGoQT2JBkTrzKD7iUoAyaUzZUycrxp8L0wKHrAF/rnSsV0FZmiRLUMpxsNJ8rh2M/aWQ0WY0mNOrSbY4MF2ESE2WZvV2E4n5O8b6V3WKglFVrUpC5b34phu9X5DQbYNMNLU/xaxI7Pr2CGQ/Yd2s8fDL+T/Z8Un1+SVIQ7Ztoi5rG6IUEhisp5Yd1uY5NErBWnI0nnh0pVpSDjFbPihT+zTVMGeyLagwSvo8eEwEIWdThC1WsyLzyM8U+sSzBu1lGDkZC08lxmwvMc+gO0ERW22eU12vfOozKD2uiRHTv++F6PKZ6wmAbgKbaEGQxE1jLwhbmcSxAuSs927w42bp5j7hN9UcPaHIPO5gpUZTifjYBlDagAgkACrzOCsPr8Czg2TchPnJy4LX/4KEtfnkUNRqKIlOeihtSuS9vS8yBOsIPheC7Y06hGAw1TUtYjRFnNKMrKSkHoo+fnSA7uZOYb6+jVrrDRA98ZZ+TCWF4H+gNxo3ItgdKVy/fkJzfyGLepMrGYedBuoYYJKknJjhx9PC/BlQdjz5kYeV7HvEIxDcBTbA/jRniiiMIfVzlDAjWImf3GhhCiCj/dIhM9U0a6WTjjrMG36OeNGbB4XjmvfCGg52ZJaz7ZdbsI734YfJ/4xr1YrYgOr0m/t3CAAvDc6FKejRXDpjh3VHrBtso5QK6v7XQJjwRSVu4PJrTHi3Ehm1UkRAud7lj69rYeofpDMLlTX3MbR8COxMM6v/f+x/y0p5hiM6YBeIqzwjoPXl3MURqL6g1ENCGtOtbYMwhybKFadK4D9tbpTKeZ9KZ9v8yEHzWUQs20sZ7i6Atr7B/txj+2hgk1tQfW5BwLVx6lxvKFjhCEtTLSNS1DnzuUKi0AbcELgJKNb5MEe+IUXqc7vvZhIJu9KCrL1MBYI7xgRCfppLY4SJYcBOI1nWWYlWnF4qJhyoI+L0wD8BTnDDMYoKIIb/dObBhgmzVULKIVQtYyE05Fm5WI5B+n+1yoGJ1zEHbescXIiVLigvQofeq8hXnyxTbB6oCdt3ucfGaLXZ/JCU8NhXFbC2VGNIokyKbZOPi6c9S1aKoNfT4o3vPAGS7kMg+uwnB8nzQVL+dC+UwpVLvlytDGyZcmIjOaJNImCEIYxSjfI9s5ix8noqoFEnyTtNxMTnFxIJMDF/6YVyqmAXiK84KNY7IHD2Nf8HT8ExvjEnExUnSGgKgqo0tkmZCwqkH6bMG4EPGIIjFLKBbTRxqElQLfxzu5DkDUCNFX+Rx+1SwzDxjmvm5QaS4Zslao/hCLWxAqpVOiCK3UtBd8HrDGogqpzwLFpmai3O9J9pu7ETjfl1XLkzlgk8aihGYs5tQpefzaGjwAGeDt2llqjRcjd1NMcalgGoCneERQn/kyOeDNz8sNm+0INzswlTdX7rO5V3y2YOyciZSnRaS/6D2f6TFngrWY1XV0s45qtfDWBix+TXP8OQ1G85r+wTbhRobKLN4wRXseKk6w/aEE32Dsjaxn2rLAX8G6tRcU1gm+VGbMbcEnyMeBuGh54PtSsh4M5b1vt+T/TlBmO2wm3E1xkTHVgj4vTAPwFI8KpXuM9k4PphNMZ6eEZSoCFmdaObfqERdknSyTEmV+npnvFse0aYIdOYedNCWIE3Z8xaNzdUhvj0dTKfyhwRskMgdcPKfzB8ZYYen6PsoPpnrR5wEpPdtJx6wgQGlnc+lmypXniZFHpstxsOzQg4/zq59iikePaQCe4sJgswdx8f+JHfGZAm5VonCb+xVM6CSt3HSeu+MtCFM2N+CUryzg91NGSxHDnZbWUYvfz/DW+tL/HQ7FM9jaMYkoF61jFU4D8HnDbczK+fIwEKay+xtGY8lhJKNKNo5hWkq+ZDE1Yzg/TGcopriweAQlqMI3uPjZ1u8VsGmGiWNMHG8td3m25wp8VBBO3GbTZIKg4y13WfpqwuJXIexk6DQXMpYbeSmCLzA2hihGZbTHFI8QalzSB6T/W3OqVlpPCVRTnBU///M/z7Oe9Sza7TY7d+7kta99Lffcc8/Efay1vPOd72Tv3r3U63Ve8pKX8LWvfW3iPnEc89a3vpWlpSWazSbf8z3fw8MPP3zBX+80AE9xcTDR690kObjZXL3644LxRBDeHIiLYX/PGz+uuO85QDfrpwVKm7qS52AI3T61432sB8pYrKcZ7W2T75wXuUPfr3gSe2MnKeuUwqbYHmd6jwod8YIV7XmoWg0VBlMC1eUCe5F+zhGf/OQnectb3sLnPvc5PvrRj5JlGa94xSvoVwiSv/ALv8Av/dIv8cu//Mt84QtfYPfu3bz85S+nW1ECfNvb3sb//t//mw9+8IN8+tOfptfr8V3f9V3k5yGfey6YlqCnuHjYKhOuaEtXy8e6WYcglHGRyn3dHWUxLnSnrR2PrJRjT965jTa55/RaTfJud+K+Nk0c0Qf0SoeFOzUm8ll+agNloFX3aI4SSFOU8xG2RsqiNs9LkZLzmnF+IqNKwrOm7PkCkvk26mAs+crq4/gip7ic8OEPf3ji99/8zd9k586d3H777bzoRS/CWst73vMefuZnfobXve51ALz//e9n165dfOADH+CNb3wjGxsbvPe97+W3fuu3eNnLXgbAb//2b7N//34+9rGP8cpXvvKCvd5pBjzFxUdRlnYB1RaM6erim6TYfn/s81qUpAvjBd8Xgk4Yop0ZgnLM2G3FP7Z4HTbPMf2hZK9+MPl37bJa38fGCXpjgB5mzDyUMdit2Djow6lVzPoG+all8pU18o0OZjgUXehYZlKnwfcMqF6b6vtf+TzoKBK3I63Ji9GiKS4LKGsvyg9Ap9OZ+InPoSWxsSEmMwsLCwAcOnSI48eP84pXvKK8TxRFvPjFL+azn/0sALfffjtpmk7cZ+/evdxyyy3lfS4UphnwFI8dtiJqFezoqq0guBKkhkCCpArHwVKFITYTo3cVhjI3eq79QSsmEKJ1rSZIWaoYc2rUIQqxWpPNRjS/epSDnx9hhyPy4Yiz6lxPcXZsNabmebK5mp3BhgF0p3PVlx0MZ+RaPuJjAvv375+4+Wd/9md55zvfue3DrLX8xE/8BN/+7d/OLbfcAsDx42K8sWvXron77tq1iwcffLC8TxiGzBcjlpX7FI+/UJgG4Ckee1THk8DNgE6atSsPyXi9SnZrLKoWEd+0l+juIzKO5HrGZQBWmjPaLBXG8Fv0cmyeo9IU2+1BX2HTDP/QYbIsPf01T/HosIkToLRCKYVqNsl3zuEdXSE7fuLxe31TXHI4fPgwMzMz5e9R4Qe9DX7sx36Mr371q3z6058+7W9q0/e4NAM5A87lPueLaQl6iscPmxnTVVZzxXzBplmpwYy16MRglubFmaggbBXkLTh7kLRW1JHyfHIkyVphWA8GUlru92WsaOI1XgShgScSqqQ6Ndk+KEa69CCZuhRdpriYJeiZmZmJnzMF4Le+9a388R//MX/1V3/FVVddVd6+e/dugNMy2ZMnT5ZZ8e7du0mShLVC42CL+1woTAPwFI8/iqBWOiRJT9CMYvHbLWQfPQ+bG7yNEf0nzaBajVIGs9iZlkH4XJ93c7B2wXkaZB8ltjLfcN7OqmCPb36vjMXGCdafLktTPDJYa/mxH/sx/uAP/oC//Mu/5ODBgxN/P3jwILt37+ajH/1oeVuSJHzyk5/k+c9/PgC33XYbQRBM3OfYsWPcdddd5X0uFKYl6CkuTbhM2KZSZibL3HiSQnf7rN2wgE530vySIz5VoTSnNaKqAbU6gvQozRyeEHgkrO7K/ZXvg9JjVaswkL59bsYGHiBOV406yUKd6TDXZYrH2Q3pLW95Cx/4wAf4oz/6I9rtdpnpzs7OUq/XUUrxtre9jXe9611cf/31XH/99bzrXe+i0Wjw/d///eV93/CGN/D2t7+dxcVFFhYWeMc73sGtt95asqIvFKYBeIpLC27hLk0blEbVIlmwkxSlNGjNwt0Z9aP9TfPGMtYi1oibsigFhVdxNfM6U7t4CodHUw3QXjk3rawvimH1mphxDEdgtPT7HQGOPCc8ssH0bZnikeBXf/VXAXjJS14ycftv/uZv8k//6T8F4Cd/8icZDoe8+c1vZm1tjec85zl85CMfod1ul/d/97vfje/7vP71r2c4HPLSl76U973vfXgXeM5fWXtu366X6++7oE88xRRngre0OFkiLj74SYqKQuxsGzWKsaO4lKc0cTx2KDqjznSl71glWD0aVMQ4rig8mpnmouQc+OgogsAH3yc/KJ7Ldm2jrF6oMJQgPTdDfM0i3l/dcQFP4omDj5r/9bg8b6fTYXZ2lhe94F/j+7ULeuwsG/HXn/k5NjY2JkhYVwKmGfAUlyTy5RUA/GuvwbRqWM8DX6PXetiNHirNsIEvlnVxglVayBqFpZ2b+S16w9V9pnL+soXZ+xQXD6rSny82R/6RVdk44UbKrBWHo1aT3lN2UfvTzz9eL3eKKR5TTAPwFJc0svsfKP+fvuw2ausK1axjZhpYX6Myg17poHxb9haLrM3mjlWdpM5/WMhclgq7ervs7nwzvyst8y3wKLNfXMugILbpyCmYWYNamINRDAMxuCDN8IfT4vPljKkZw/lhGoCnuGwQfOx20hc+g8Mvr7H7cxn+ICePNPUkQ2305E6+P+4je54obOW5ZMZGsuKywWi2WeyVksfm+ZUbWB8DKK2EWBVF5Zx2yTDPMhjF2DSV24yB0Yg80tNF6XLG1A/4vDD9rE9xWUF/6ksc+BT4+/Zy4tUHaB7LyebqBN2BZLnGZbxOW7icJS6y4XNhPRejSE8ETKiSPYpst/y/Pv0aWyObGt8X4lVxc9oTcl3FxCJcn9o5TvHEwXTgborLEtmRoyz+xt9w5Ds0/avq5LvmoF5DBQF4Gpuk5eJeBN8yo32sxDQuddWsCxR8y7le9zPhbqV1WeovdbKtdbaQvkh/VnrE/skO6ranPPpzm+JxgTIX5+dKxTQDnuKyxpPe/jkARn/rWdRyi7fRR/kyN2yGI1ncQ18y2gtsJXZO0N6lpx29hfjIWe+3pbOVGgdca8ajY3Y821s+1piS6VxIiKKUjJV5WgQ4sgyz0ILP3/nozm+KKS4TTDPgKa4IRB/6Ar1rW+Xvql5Ht5qodhvl3JMkK3tss9LzUuZ6PHAuwbf4fYtrV7oYVXW8fclulafH3slaQxSJzaAv40hqpi3+yvU6KgxQSvHwS9unPccUlxGqFaYL+XOFYhqAp7hi0DgeYz0pe8qPyz7zivnCuVoXXiBYYx/z5zwrqhrMW21IzrRJ2fL+MutLEIiBRqsploLNBgTONjIUYw2zcx41NyP94CgA35P54J2LqPlZZg9JvXH03c++ACc6xRSXNqYl6CmuGKjPfJkcsC94Oio3eIeOQ2Kc8UKFgPVoxCXOB9aK1Nal1AtWqszKx2ph51giV5vub60ojBV/9rRcZ88D0vF19jTKD7HtJt3rZmgeCfDuOQxxDEFAvneRrB3h9yLaH5SWQu1PprPAlyUeZynKyw2X2NZ8iikePdRnvkzaCkpClnI/l1wm+hhDNxqiSOWgtAvGRWl+mzJzia0Y5AWz3BgJvgDDkYhrZJmQ4RyjXOWG2c8dxn94RaQnXRDXvRgUrN/UOv34U0xxBeOJvSJNccWi9uAaeBrmZmQ2uKrh+lj2lAqikn6c7QWUQhc91zAsbx4bIWxiL6szbFiqAdsdo7ASVEphrZXncuL3NjfYNIXBULyWswxVq6Fm2tiZFvgeOjH8i//PB1j5oedd9EsxxcXDxbQjvBIxLUFPcUVCDZ3UoUmxLpCIuAaPqQOD8jzROCZ/3I2X8rV1kYMsst7KCyrJVFthi9le5XlYYyWLjiLpAQOq2UQZA2Egd0wSlLHjDYiWgFzM/dpGBJnB6454x8f/PvvWruCZkymm2IRpAJ7iikT28BG8HTvKwFEECBKw2ylgXQSI8talIa84Ydu4yRWqDLAT7lJq8m/F/5WeGDNSYQhL8wD0b1ikcf86Kk7J55uo2Sb9Ay0aRwboQYLqiCMSvgdJil7rinCK73PjfwvIWsGFPu0pHktMlbDOC9MAPMUVC1VkYcYIQ1cVcogXyAHpXHCpLB6nvQ4zLgQUpeYtZ323UbYq/x7ISNFgBEpROz5AdfrYJEXXI+LdLaynyFohOvKxCw3wFGnTJ1xL0GmOSnOs1pjQY+2GiKW/ulAnPcVjDstpVtwX5JhXKKYBeIorFumBHfhrA0gz2OhhBoOxWMSFRGE8UKDIujd5h15S8pbVYHumkvxWmXH1z1mK6XRQYYgKA/TDou2sggCb5fT2hcx/vQtK0bm2iQnAiy3KQLQqdpPZTI3DL6sT70u44Yf+5gKe5BRTXNqYBuAprlh0D9SZG6QQeOhhjI3j0hTgEWErz9/C87bSVy3HeyoBWBUKUJcTziV7txabZqI45mmxF/SlzKx6A5Y+egiz0UEvLqAPNOjvlmuiU4A6eag4/vKMb77yvxAoj1fy9It5RlNcZFwM0tSUhDXFFJchWkddydnzMEuzqBMnH3kQnMhyt+qXaiE3GY3S0ictM2Cl0HOzmMHgkT33pQztiepVLZINh7Woeg2yHDscYvsDbJaRHztO+y82aB/cR7LUZPXmiNWbPHa++ChPi4YE6nFmiU8xxeOAaQCe4opFcKovGVojlJj5aOaAi4BaZLjO4Uf+pEC7caPQk54z4xK0tVZIR4+VAMi5YKts/nwfrzS6CLxBiIpCbC0kX2jhrQ+wGx1MkqK0klGlXg/uupdoYY7Z2rWo3LLa28uDT0vg+gt3alM8jrBcBBLWhT3cpYTpHPAUVyzyr38T1RvirfXRKx0hXz1CnE3TWbm5WFWVwgzG88e2P7j0hEDOZ6Eszs/3UUFYcT5SKKUk+M62yHbNkrVDVJZj+oMtjBkMql5n/UkB8ZzPf3zrb/C9T7+dP+xPRTimeOJhmgFPcWUjTbGjGNvtPqqduc1zUNuwhJUWT1vrdJ9NJqSkwLGwXfBWgY+NH+eRJDVWoDpnaK/MdJUnmwibpJLpa3fueU6yo0na8tGZldGiAhOsaY05tUzQ20/3gOY/PPC3WPmjq7j9ntv41Y988QKd5BSPG6ZjSOeFaQCe4sqHlUDx6I6xSde5QrxSLtPVzQZm9yL6+IooP7nstyhF6/lZ8nvvf3Sv49GgfO1nKYUrhfIDbJ5LphsGrq+byQajcDnKMiFg1WvYNEVlBpVbgm6KWV6ZtGF0JWtvfhaUwh9ZjKfov28vs+sZwTT4TvEExDQAT3HFwt+3tyRdXYzxI+WLA5CKQtRMm8H1S6Rtj2bo4a32SPbMER5egSwHT5NcNYd3nwePoRDIBM4xk9D1OiqKhDHustwi2KI1ympUrSaz1V4i/w8DdGbwYsNoKaQexxPBV/kBemGO5Vc9ifn3/w0Lnwiw33kNs7/zuYt4wlM85jBMGHRcsGNeoZgG4CmuSHg7dmB2zKHXuthRDDzy/m+JavYb+KIAFUUo3+PUC/fQ36toHrOEcxHW1yhjsfVI5pCVIrr/FKYWoefnsHFMvrJ6yZbXbJaVwVf5/mQ2ixDLVOAy4ySFOMHrxi4D3sSbsRZ7201840cDWl+Va9h9X53ZV06D75WG6RjS+eESY4VMMcWFwZEfuJ7h3ia21ZAgcRYS1VmxySVINxpQr6GadWyzzupTLaMnD1m/CU49NWS08//f3r3HyHXdhx3/nnPuax67s7vc5a4oUpRsWS9bllLZip+pG8dy3KJwZbS1/6iTAjJQ2wUKwzUQoP7DhlEkaRsYLmJYjdEXkqaBkCYF0laxqqZIq0KWnAhSHEuyFUmkKFKkSO6SuzM7j/s4p3+ce+dBrmSR3OU++PsAi+XOzty5c8Gd35xzfuf3i8E6XFTWSM5yXBRy4gt38z/+7GEW/3uKuvsOVBht9GzbyqWpXzev3vjK8pMo5bseZbnveNRZh27P36XmP3QAqKxABaOSkiqMaN9Yp9Hq0TpaEBy8ntrHj1z11yXETiMBWOwp/b99L4+89gx/+k9/g+P/IKOYiofFIi6XThI/2i0TrpRWvtqTUhQLLY5/8jr+0ccf5YG7HueFX3qQZNnRONImON+FwvnGEHkBUch/+Sf/CoD/cMNjDBbrmH2zO6dfcNXhqEy2UkHgR7+27HRkzHDk75zDpSl2rY3r93HNGr3rm7z+s1Pota5PWiu5PCNZyalFGSf+TkZ+/MQ2vkixpaokrM3+2qNkClrsKc1nT/PO3/wiAAtHLcErR7Hnzl9RFSpVq6HAF9KoAkvmp7TX3tagc1PB06s3cGvzdQCKBGwcELR7qLSL6/YgCnFG8Zlf/wrn7iqYf9Kw8OoKrrDoWm3nFOmo9jsrNWpb6OxkO0frfHZ59cY4SFGdHuF6zOwLZXtDrYbJzyoIWTscUvzxAu/49uNX8cUIsbNJABZ7hpnfhz11mqUf7PNrkStdX40pzydGZJeqOH9+sl8uvgOQKywzf7lCd/88z754O9+/7R38p9W/zvyqw6x0cO11P/U9PwthgCocS//7DEuPFrB8vjx4cUXnttmUMaPmFQBRiGrUYZD6DzF57ouO1GooZ30wDgNUXqB7OcG5nl/zHqNvPkznYx0Wfq++Da9IXFWyDemSSAAWe0axch6dxMSvrEB73ScHWYcKgrLf7WUGOufKLTmMSk4CZClqvUfrSE60mpFO13AGamczVJZDEvuA1U+hsL4hfZ774+W5H0Ubg242KLJ8+7KjK+WHC+ecT2R1FlVLsM0EneX+WoahD87WjrYzBQZXi9H9DFX4N+Dx4hsnfnGB4mVH/b9KowUhxskasNhT9OwMvZvnfW3iavQWbk6PWVeNVqvvSuO6fZpPHydcXidaAxc4ztwdYacaZDfMUxxc8KPwc6u4QQq5L9Kh9836ad3C7y3WjW0YHVZrvtr49d5qmrlc8wVID+3j/LtmcM0aarycptaj8prgk80s2HqEqyfoKBweu3PYYuO9O4oRY2QN+JLICFjsHbYgP/Ea0YnXyPFT0m4wGK7XXhHnyuBjAZ+MxPwsqtOFwJC3asz9OOPorYpbP3SM7JFZwpdP+Yemo/VSpRTEEdl1swTtjm9W0FmHMMTsm/Nbk66i8WzlCdav+4an27Q65Qg+LteEC4uL/eNUXgyDsu50cTbBtupkH3wnppfTPZCAhZu/LFuOhLiQBGCxZxVnlwEw09OTpREvVxWEq5rOUehHt511wkFKGEfcfqxG0Yvh7HGKNB0bVVofhJWC1Tahc2Xd+nK06RwqSa5eEFZqsl9xNa1eTR1rv+3I1mNsEqDb1mdyKwWBQRU+w8rum/aZ3v1sOFJJZ2NOfiACYmzgiM7vkCxvsfWkEMclkSlosefZXr8sG7lJ7wzOYtd72BePYtd7kGXYdgd3bhVeP4vrlBnN5VS1y/KysIUbbt9xa370S1H4TkFZDoMB7N/H4BPvxSzuv7JzvNzXqn1DCRXHqKkmJz/S4sw9DVwjKaeUFS7wbQddYDh7zwwuNLDa9tnQ/ZTklfMEHXDaB1+9CZ99xO5QFeLY7K+9SkbAYs9zWbp5pSjLhCyUg8JnDaskHgVZ56Do+8BrHUqV93fWJ3EV+ASlovDZ2daVvzO4okB3erRvmMdGN1L7b8uXl5hVjdIviMFKK1QcT1a0ynI/rV4wmWCmFc5orn/kLLZWTlMHPkNaFWWFrDRj4Qk/y6DqNej1odtDAXM/nuPkBw3dA1amn4V4AxKAxTXBldO8m3MwB9hRScokwRVdv9Zs7SiwVs87fg5Ko7TF5XYYfMeP63o9lr53HHdulcKNZRpfpok2isb4vb3DLG5fIrManSvjOxsNG1co5dd7jUa3+35duCi/wCeVdfv+eFHks761hl4f0y944Ze/y6+8fjfPXPbZi11HtiFdEpmCFteGLfojdlnuC20UxSh4GVPWTraTARbA2VE29bBSRbm/2FpIM9xah6Jqnzhcd76EKeWxvsMTvXirgB8E/qvs6auqPsbVw4MAZlu4OPLrvdZNPH+VzV1NV2MdGO3LURpNfvIU4f96CoB/sfjMWz9vIa4xMgIW4nKUo2BX+DVmwK+d1hI/FWvMaIR7YRAeV42iy4QoVxS4bvfiDwxKA3aD2y8YISs1OeqdOGfrK29VW4eM9glg1YjX+qlwNTeDi0LUIMVO17Ch8Z/U88IX3VB+Gls55z80zLXoX98iPrHqp6lLP/srX2Dmd2Tv7zXFuo37Zl/pMfcoCcBCXK6xIKy0wjnlmxS8UWWraivS2Hq0qtXQ01Nlk4MM1+tvXDaz6kY0loWtyprNNs2Ga8XDil3jQb8aETvrt0FVo9m8XLcuR8FV/19Xi3396jRDRyEqt7gkRA0CXBhAzaD6aXmMAtuM6e0PiVYi8laMft7/auVOmLmc6yrENUICsBBXwvkKWw6Dophc1x1+n/wE76zDTDf96Lc1hZ2uo7ICzp4f22/sJp9j4t++fjTWj2gBX0xDq42DbzUiLvBNJJzzDRTSzCd+RSHEMTqJcVGITSJ0lqPCABsF2FqAHuR+ijkKsHGAUcpv7Uoi+vvrDKYV/aUGOrOc+soHMCk4vYf3j4iNyRrwJZEALMRmGQY7M5qK2yiL2Vlcf4CenSE7MIvKLaZfjmLLaeA3bR7hHLbXG452dRL7cptjjxl2f9J+v6+KQt8X2ZhR0FbKj4ihPF8FWlM0QlQRQy+FQONCjVoryOca2FBjA0XRCAk6GaqX0V0MiNqOwYwhWXEkKw5nYPZZ2f8rxJuRACzEZqgqZJXbiX4aOxjgzpzFrLX9z3k+2hL0Vj7xV/WklUI3Gwx+5m0EnZTgtRXcehdVS3Cpz8pWYQCLC+hu2cO3DNQqDHwxkMKiVI5b76GcQ+d1VC/1CVhZgVl3uNjgAkV/X8hgWmNSx9Rxx+BAjfUDiuu+P0D3C/KpEKchWbE0/uDJK7igYnfaitKRMgIWQrwFFwXfDZKkhve1zhffqP79VoPvxBM6itU14r88Rn7zAVw98YG1ntC7cZrkdB996hxFM8b0B6PHVevQmW8K4az125A66wQnHHZuit6BJtFahiosvaUEnTr6M5ruksKkChskLN/teO+9P2b5ow2KX92PTi3huiPoyfTzNUmmoC+JBGAhNkPVMYlRNvNom9EbZyWD8UlQFDg7luk8/pgLA/iFb0i2oFhewbTbfkQL6JkWaz83R3+mwewgI5+OUYMGqj+A6aZPsspzqCVQWFS9hptuwMoqrtdDr2o42KR7XYzpO05+wBAvK1AQ37tCPw1Z1xb94jTL/Qa1IKMdamxdMX2ky/lbGsSbdGmF2KskAAuxWWyB22jLUZUYpXTZqN4Nf0ZpP20NPggXjILvcD+v/elB2FlsOZpGadzyOZZ+7zkII3CWILoOvdohveV6evsjpp8/Rz5TAwe9pYS1w4buAcfb/rCG7mWolTbx8gDTCMnrPvj2liwoGPxkFn14nbsOnOSvoozj/+cQi3+WUT+2ysm/Mc/aoSbZL6wy89ubfH3Fzmerj4Cbfcy9SQKwEJtpo+kyV1w8Ci73/+pmA9fr+yBcJW6NZ1GrC2rlvNF03Pio2flKW8VaMdyqpH70ItYYwiQiWI1Qa+uEqx1QivCkofHqNCvvnOLVjzYJ+nDwjwbobkrUyzCNiIW/cLxyvaZ+sMOP3ve7APyz19/Nky/cxI1PptReXoEoZOaljKN/13HLp569gosoxLVBArAQV0O1Z9iORsNY5zOTGctavuhxb2EtdRh43fDnKkN6WOFKl0VCnEOvrvsp8/V1XLndSHfWWTi7RuezB0l+/gztIwsMpvxjsylFtOrY9wx0T7bgffDFE+/je8/dwcxTMUWSk14/Q5EYbKDYy0kz4qf4aYVnLveYe5QEYCGuprHRrSuAvNwK5DaoDV2pGiu8WWOG8eYL1TG031akggCiEGamQeth0MeO6j6rOKZYaHHjH5zl9dPzPPbtBwG45+tfIE8AFO2bLMW0/6Dw0to8tEPCjiNraLoLMVlDMdjnuOXf9q/kCglxzZBa0EJcLdUIdfjd4rIcWxbEmCjcMTbVrLR643aKZWWs6j7KGFQQDqtbVcFXJYkvI7ne89W6Ouu4NPU1rNMM1+6gz3WgsCx97zi/297Hqu0xmFXoHEzPcejdJ/n5O5/nQz/8FK/98Q3MPKtpnMqZOtrDBtDf79B3tOGJH27xhRQ7VvV/d7O/9igZAQtxNV0YhMe7jV+UWOXXdd2bJaGUSVxVtStVFtMYBmvjs6wJDGqQ4QaDsvtR+bzld98Kseufrz/gP9/3AX7tM4e45W/9Fc+/voR7Yorl9TqxyXntpQVu/n6XYGWdbH+T3mICCj7ysWf4n39+5xVeICGuHRKAhdhOG326H1/TrVofjv+uekxVflJXa75l8K2C67DJgvONFChGxyibPyhjcM75WtCtKb9NaaqBrccsPJNy8iPTPP/B34EPwr9bXeI3H/wUM6ljMBehuxm9hYiVWw3P/ePvAPDxe3ube33E7iJZ0JdEArAQO8n4NHMVbMeSq8a/6yj0wdMYP9Uc+j/nYQWscm0ZZ33XI+fKNoIaFYX+ja0qHGKMn46OQlwUkk/FDGYCVh9fhLv8XX7joU8xc8Zy6mM5a0nO0h82yRM1DL5CSCGOSyMBWIjdoAy6w/rPjZpPvBoMypGv8sG0Gi3osi51EKDC0Gc9D9KLsq1dmvr71muj0bOGbDpA547kzOjNb+qIg186w/Qjiyw+mdE9AE/8y38z/P3HD9y95ZdBiL1EArAQO8mFVbBgItGqmjp2aTZqa+icb7Bgy4Id1vr7jY2gXZYNk67Q2j8+jtDz+/zv2x2U1riZKQDOvz2kc8ix+APLz/zqF1n/UIcXfs1nRlcj4iNZB2gCEnxFybEFI+DNPdxOIgFYiJ1mrO+vMqOgS1EMp4wdjNZ6wd+/KHDO+VFwGXiVVrjydxOZ1UajkoRicQaz0vFZ2FmGGmTkcw3CjmPuR1A/ldL6YZtjzf3wc5OneVPY3NrrIMQeJwFYiJ1mGHxH2c1Dpmx1aB2EZWC2dtSKsNpLbDUov82JLB+NjMtjqCTBNWrotR6u20PV66g4AmsJXzvH/HoKuUV3uvRu2Y9Or97LF7uYrAFfEgnAQuxUVbOGsdrRSikIJ1seOjdKpnLWj3qHtK+GNewBXD2msKhBCoX1dagDA0ZjZ5qo1AdzvdqBwBCupTRPBBPTzI+89szw3zL9LMTlkQAsxE5Tla0smNiCobTFOTXKXL7wYVXwrUpQlsFXJQlkGWTldLZWvqpWv9wTnOc4YyAvUM2675R08gw2z1FLC5j2gOmX7HApToKveEPWMrFtbtOOuTdJABZiJ6rWge1o766zGkUxbNDgqn29RTFZrKNK1tJlvenC+mOFAarZ8LdnuQ/kxqCmmrjAwPk2nF7BZSmuP0DVfGa06nQxXY2963Z6B5vAM4AEXyGulARgIXaKC3sAj699jTVzUAZUGIwSr2A48vWHUcP1Y1dY6PvazMrosv4z2LkpOje3mHp2GRsGKOf8GjD4qlmtafpv34+NNLWXllH9lHS+TjplOJl3+Ic3fOjqXBOxu8ga8CWRWtBC7ATjiVdKX7wVqbpbWflq2PFIaz+KjSJUFA67H7nyTcsH3XIKL4yGb2b9A1M89u3fYvWueYqpGGcU+YE5iuvmaN97A507ryNvlNWyshzCgCLRrF+n+fDvf2WLL4bYtaQW9CWREbAQO4zSfroZ7Aaj4LLeMwwTsYZNF8LATzkPBpPHCwOIY5iZpmjG6M6A2pFz/M2P/j0ac336izHRqiF+ZQW31qb26zVSa+j9x+tIzhUUCy06h+uc/muabDbnli/84KpcByH2OgnAQuwUrpxivnDr0cRdHIoyqMIou1mrsWzpsalpo1FTU7jpBuQFupviEl8ZS585T5Dl6Ol58poh7vUpzi4TPHADZ37xAOlBBQqKpM7KrYa8VVA7IW8Z4k1ILehLIn9NQuwUVXLVG/UFLrnCoqzzU88GnPX7fau9wNUIedgJKQxwRqHXU5/MZYxffEpiVKdL1tRkdU0jiQHIjx5j4bdeJVhaJD+0wGAhwUYGF1oO/fMnt/QSCHEtkQAsxA5RjXzH9/hetBbs/PYk2+v7LkhKjVW/KlsLAioI/Oi3VsMZjW73cIEhW2oRdFLfmjDwTRzyRNM4lZEfPTZ62ijCLsyQziXkiSZsw733/YTXt/oiiF3NOYt7kw+Pl3vMvUqSsITYIZx1F/f+VXr0Vf3s7zzaYlQ9Ro3+nF1hUY0G6Y0L2FYdV4uxrTr9/TH5VIzqp36/r9G0Xu6RPPbccI05WFqEO9/B2q0t8rrGaVh/d5/fPvx/t/oSCHFNkRGwEDvBhX1/YZQVDZPrw1WhDco14LF+wC7PJzoi6bTARobe0gxBryBcK0tWKoVdOYcrCsyZZWy3O7zdTTWwkaHx2oCsGZA1DS//wr/f+msgdr9qNmazj7lHSQAWYqcY7/urLkjGUhoVli0JVVlowzkok7BUEIw6JZVrwS5NMas9ilYN0y9wRmF6BdGxs+SvvDp62rHH61oCgUFnPgPbzYScfq8P9lJ4Q4jNJQFYiJ1mvOiGHmugEEVlz1876nxUNl5wedlwQY+Nmnt9VBhiAoONDEU9oL8QEZ0of68Uul5HJbGvehUGuDDAhQa91gMg1gqVN+la6cYg3gK3BVnQMgIWQlxVzoErQI/9iZbBd7j1yNmy/rPPglZKoZIYCHFp5gN0llFMxWRTIWE7wwYKFxjMTAv79oNkUzE6LQjOtP1zGo1eXvP9gVvTuLkG0y/B/Qfv3ZbLIHYZa0FtctLUHk7CkgAsxA7m8hwV++1BE9nRZfAdrg0bfFUsbcAWPgu6UcclEWkrQhcOZR1hO6eYa8Bcg8FsTHQ+RecWVViypRYu1ETn1nDOoQKDM2rT30+FEJ4EYCF2uKqylQqjUeDdSFFAlvr14tYUdqZJNpswmAmIz+cM9sXo1Lc41LkjXu6jBzlOa1wcglKk0yH6xkWCV8+CtSgHQX/vTgGKTSZT0JdEtiEJsUu4LB0V6ai+hr+0foRsHSqJ6d62yNo7pigiTdi1FIn/U09bQVmMQ6EKi439Z3DVTzHtPqpw2KBcU04z9CBn6qEntuPlCrHnyQhYiN1krD2h/z6+NclAFOLmWphBQRAobKRR1qEK0Lmfhs4amvh87hO2HOhB5ot1rK5TU4pstoZq1CHLcX/+o+17rWLXcdbiNnnNQgpxCCF2FucmCm9UPYBVEECWE5wfEK1mFJHChgqdWpxWpE2DDRSqcAz2JTijsHEIUehHvGdXATj66QPkrx7fphcnxLVBArAQu5UtfFOGMvCqoOwRbDQ28fWfg74fPQxmA5wGk/pRsE4LwnYG1qEHma+KlcS4PGfltpi//5k/3d7XJnYnaUd4SWQKWohdrErQ0jMt/7O1qEGG6abozGC6imw6ItsfkjUNaVNhUoce5L6ncG6xtRAVaNSxk7jC0jqa8/hd0Xa+LCGuCRKAhdgDitdPExw6iEtTSDNU3xfUcIEmnQmYfnGdoh4SrRlMv0D3c2wSkE/FOKN46ZcV8at38LZ//RNqL56l+OlPKcTFrAMlWdBvlQRgIfaIas3W3HwTJz+2n6njObVTfZpH1zEnV9ALMwRKofspqttH5zGqcPSXGtBXmJ5CTTVxZ1e2+ZWIXWujmuabcsy9SQKwEHtM8eIR5u/POf1Hh5j6i1XcWhsXBKjuAJIQtKZYaKFyi+r0qP9kndu/aVCFnWhJKITYWhKAhdiD9Edf5eBNmvSGOaIXBn57UmBwoSFvRZhehsoKlHXQH0CzTv7y0e0+bbHLOetwmzwF7WQELITYbfIjr6CPvIK74xbUaodiOsFpRXR8BbfWRoUh4N/gVC6rvkJcbRKAhdjjiudeACC/7TqCP3mKfIP76HffdnVPSuxNzrL5a8BSiEMIscsFf/LUG/7O/vDHV/FMhNha3/nOd7jppptIkoR77rmHxx57bLtPaUMSgIUQQmwKZ92WfF2Khx56iC996Ut89atf5emnn+bDH/4wn/jEJzh2bOclGEoAFkIIsWd885vf5IEHHuBzn/sct99+O9/61rc4dOgQDz744Haf2kUkAAshhNgc4526NvPrLUrTlKeeeor77rtv4vb77ruPxx9/fLNf7RV7y0lYj9rf38rzEEIIscvlZJveDjgnA2BtbW3i9jiOieN44razZ89SFAWLi4sTty8uLnLq1KnNPbFNIFnQQgghrkgURSwtLfH/Tj28JcdvNpscOnRo4ravfe1rfP3rX9/w/qpq11lyzl10204gAVgIIcQVSZKEI0eOkKbplhx/owB64egXYH5+HmPMRaPd06dPXzQq3gkkAAshhLhiSZKQJMm2nkMURdxzzz08+uij3H///cPbH330UT75yU9u45ltTAKwEEKIPePLX/4yn/3sZ3nPe97D+9//fr773e9y7NgxPv/5z2/3qV1EArAQQog949Of/jTLy8t84xvf4OTJk7zrXe/i4Ycf5vDhw9t9ahdRbi9XuhZCCCF2KNkHLIQQQmwDCcBCCCHENpAALIQQQmwDCcBCCCHENpAALIQQQmwDCcBCCCHENpAALIQQQmwDCcBCCCHENpAALIQQQmwDCcBCCCHENpAALIQQQmwDCcBCCCHENvj/c78mV66LzNAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ken = ax.imshow(kenya_pd, cmap='viridis',vmin=0,vmax=1000)\n", "ax.axis('off')\n", "fig.colorbar(ken,ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That already looks much better, but we seem to have a lot of nodata values around Kenya, which all turn purple as well. They seem to have some large negative value. Let's explore:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-99999.0" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kenya_pd.min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may want to change this large negative value to actual nodata. To do so, we change all these large negative values into NaN (Not A Number) values. This will make sure that these cells will be ignored when plotted." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "kenya_pd = np.where(kenya_pd==kenya_pd.min(), np.nan, kenya_pd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we plot the results again:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(-0.5, 956.5, 1222.5, -0.5)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ken = ax.imshow(kenya_pd, cmap='viridis',vmin=0,vmax=1000)\n", "ax.axis('off')\n", "#fig.colorbar(ken,ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "Now we need to make sure that we know what we are looking at. So let's add a description of the colorbar values as well. And add a title." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Population Density for Kenya in 2020')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ken = ax.imshow(kenya_pd, cmap='viridis',vmin=0,vmax=1000)\n", "ax.axis('off')\n", "cbar= fig.colorbar(ken,ax=ax)\n", "cbar.set_label('people/km2')\n", "cbar.ax.set_yticks([0,200,400,600,800,1000]) \n", "cbar.ax.set_yticklabels(['0', '200', '400', '600', '800', '>1000']) \n", "\n", "plt.title('Population Density for Kenya in 2020',fontweight='bold',y=1.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Using Plotly for interactive visualization\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotly is an open-source Python graphing library that allows users to create interactive visualizations, such as line charts, scatter plots, bar charts, heatmaps, and more.\n", "\n", "The library offers an easy-to-use interface for creating visualizations with a wide range of customization options. Plotly allows users to create interactive plots and charts that can be embedded in web pages, Jupyter notebooks, and other applications." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's explore how easy Plotly can be applied through using one of their dummy datasets. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "%{hovertext}

continent=Asia
year=1952
gdpPercap=%{x}
lifeExp=%{y}
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continent=Europe
year=1952
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = px.data.gapminder()\n", "fig = px.scatter(df, x=\"gdpPercap\", y=\"lifeExp\", animation_frame=\"year\", animation_group=\"country\",\n", " size=\"pop\", color=\"continent\", hover_name=\"country\",\n", " log_x=True, size_max=55, range_x=[100,100000], range_y=[25,90], width=800, height=600)\n", "\n", "fig[\"layout\"].pop(\"updatemenus\") # optional, drop animation buttons\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try to create such a plot with some CBS data! To do so, we will use Statline data that I have already collected for you. The information we have collected contains a timeserie of data on *population*, *building stock* and the number of *primary school students* within each municipality between 2000 and 2020. The **.csv** file is a direct excerpt from Statline, I did not change anything to the data. \n", "\n", "We start with loading a file that allows us to connect the names of municipalities with each province." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "gem_prov = pd.read_excel('Gemeenten alfabetisch 2022.xlsx')[['Gemeentenaam','Provincienaam']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we load the data that I downloaded direct from [Statline](https://opendata.cbs.nl/statline): " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "bevolking_gemeente = pd.read_csv('Regionale_kerncijfers_Nederland_17032023_094145.csv',sep=';')\n", "bevolking_gemeente.dropna(inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the column names are somewhat long and inconvenient to plot, so let's rename those column names:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "bevolking_gemeente.columns= ['Year','Gemeente','Population','Building stock','Primary School Students']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we merge the Statline information with the dataframe containing municapility and province names." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "bevolking_gemeente = bevolking_gemeente.merge(gem_prov,left_on='Gemeente',right_on='Gemeentenaam')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And use the same code as above, but now with our own data:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25399, 68836, 25598, 35317, 107024, 55603, 34386, 33381, 31214, 33978, 19661, 24374 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11207, 32538, 11224, 15580, 49528, 25496, 16106, 14413, 14855, 14596, 8553, 10460 ], "xaxis": "x", "y": [ 1591, 5561, 1696, 2586, 7965, 4658, 2944, 2328, 2304, 3281, 1241, 1772 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31991, 109896, 90829, 873338, 29715, 41863, 11954, 23478, 36086, 31334, 19838, 36268, 18637, 58524, 162543, 157789, 39191, 27545, 24144, 56582, 91235, 48583, 73619, 41090, 22940, 11565, 45165, 9689, 12009, 14125, 81683, 46532, 21743, 13656, 13632, 30206, 68617, 17312, 20445, 24463, 16333, 156901, 17168 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 13284, 51656, 42251, 449989, 15353, 19511, 5175, 10166, 16231, 15467, 8410, 15432, 8880, 26896, 77201, 65214, 17607, 12817, 10939, 28390, 42979, 20988, 33656, 19018, 9608, 4897, 19211, 4100, 4974, 6301, 37124, 20581, 9253, 6770, 5728, 13264, 31439, 7411, 9386, 10800, 6919, 69114, 9706 ], "xaxis": "x", "y": [ 2757, 8313, 7165, 59846, 1821, 3078, 1085, 3300, 2825, 2349, 1569, 2749, 1401, 5818, 13643, 13115, 3148, 2543, 1829, 4105, 7921, 3637, 6397, 3028, 1809, 1084, 3542, 863, 875, 1219, 5650, 3341, 1802, 879, 1104, 2499, 5009, 1465, 1822, 1932, 1225, 12689, 1012 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Betuwe", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Betuwe", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27120, 164781, 162424, 59992, 35010, 43846, 26157, 36087, 20884, 27009, 29121, 11064, 58270, 18991, 25066, 118530, 23429, 33198, 27016, 48726, 12228, 18776, 16569, 46822, 33948, 25452, 36031, 24648, 43600, 177359, 28021, 23760, 29574, 39346, 48214, 24365, 31417, 43525, 1726, 10128, 41920, 24790, 39635, 51496, 19581, 15014, 41261, 29022, 29447, 44096, 48111 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12028, 74184, 77839, 23146, 15854, 19594, 11262, 16213, 9416, 10933, 12729, 5313, 26509, 8202, 10760, 50056, 9595, 14697, 11360, 20677, 5262, 8017, 7274, 20056, 15165, 10207, 16016, 8912, 17349, 82317, 11199, 9475, 12949, 17454, 20128, 9904, 15003, 21281, 694, 4114, 18271, 10744, 18086, 20996, 8375, 6744, 18190, 13245, 11852, 20227, 22651 ], "xaxis": "x", "y": [ 2134, 12514, 12351, 6886, 2165, 2838, 1907, 2184, 1336, 1983, 2394, 573, 4617, 1417, 1826, 10707, 2225, 2482, 2072, 4606, 1110, 1517, 1203, 3801, 2353, 1982, 2344, 2631, 4051, 12064, 2606, 2188, 2079, 2753, 4402, 2084, 2108, 3057, 229, 1175, 3089, 2339, 2466, 4351, 1343, 1144, 3011, 1984, 2597, 3353, 3530 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27900, 3746, 18943, 51778, 15807, 50650, 124481, 45481, 25464, 29812, 931, 56040, 89999, 4870, 32060, 1194, 46149, 26130 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12181, 1753, 8202, 23460, 7909, 23767, 63067, 20690, 11419, 13202, 588, 25833, 42501, 2293, 14093, 603, 21375, 11757 ], "xaxis": "x", "y": [ 2431, 295, 1638, 3987, 1153, 4163, 9337, 3790, 1901, 2308, 48, 4434, 7062, 320, 2579, 52, 3574, 1896 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Hoeksche Waard", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Molenlanden", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Hoeksche Waard", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Molenlanden", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 20136, 25814, 112587, 48643, 35278, 17439, 67319, 103581, 119115, 50589, 37410, 73681, 18413, 40312, 31258, 22197, 88047, 27541, 65995, 29410, 56622, 63363, 124093, 27377, 76433, 22982, 33567, 19414, 44130, 29151, 85440, 44062, 25064, 32171, 55674, 46671, 651631, 79279, 25597, 37791, 73924, 25650, 30479, 26949, 111382, 14900, 125267, 8843, 45064, 44775 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8408, 10573, 48893, 19433, 14676, 8110, 31556, 51495, 55813, 22098, 17288, 33725, 7514, 18067, 12332, 9863, 38203, 11895, 27165, 12648, 23944, 24686, 60538, 12379, 36955, 10411, 15389, 7996, 17340, 11660, 39469, 20120, 11014, 14479, 21798, 21308, 317945, 37472, 11086, 16286, 35551, 11504, 12796, 12287, 45956, 6943, 56421, 3740, 18566, 20720 ], "xaxis": "x", "y": [ 1949, 2477, 9547, 4716, 3202, 1338, 5195, 6688, 9825, 4090, 3249, 6336, 1725, 3061, 3255, 1537, 7112, 2107, 5748, 2630, 4462, 6813, 7937, 2486, 5726, 1831, 2550, 2361, 4083, 2206, 6940, 3421, 2782, 2628, 5304, 4010, 50878, 6770, 2286, 2899, 5938, 2346, 2516, 2046, 9910, 968, 10991, 589, 4284, 3683 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 73132, 23668, 28901, 101236, 26606, 159732, 24229, 61357, 35932, 35040, 54474, 22888, 31701, 18361, 18295, 37911, 38204, 17261, 44341, 21315, 33699, 24538, 22823, 129840 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 33827, 10105, 12056, 46224, 11047, 75925, 10571, 25177, 14959, 15279, 22785, 9863, 14662, 7828, 7601, 16049, 14867, 5988, 20276, 8720, 13847, 9930, 9013, 59491 ], "xaxis": "x", "y": [ 5464, 2132, 2510, 8154, 1941, 11945, 1740, 5365, 2794, 2532, 5216, 1690, 2485, 1176, 1519, 3034, 3853, 2022, 3492, 1795, 2946, 2222, 2346, 11313 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 214715, 42011, 79811, 47583, 21227, 22879 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 87259, 17730, 33734, 20336, 6763, 8837 ], "xaxis": "x", "y": [ 19944, 3607, 7174, 4354, 3034, 1999 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 10373, 56352, 16817, 6899, 18754, 67514, 31455, 30216, 20529, 10959, 32973, 184126, 21001, 32437, 26368, 27325, 19528, 235691, 43869, 21770, 40066, 30760, 26723, 23952, 30430, 16243, 92627, 155490, 45005, 15698, 22805, 23504, 81647, 37185, 23702, 18842, 32373, 56206, 92526, 13127, 77200, 23080, 29498, 19428, 17552, 24310, 221947, 31221, 45500, 31669, 17544, 48815, 22028, 21988 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4432, 22587, 7069, 2916, 8027, 30921, 12798, 12977, 8841, 4397, 14390, 85230, 9044, 14052, 11456, 11845, 8511, 114398, 19154, 9648, 18078, 12649, 11392, 10423, 13488, 6925, 41222, 73424, 19357, 6865, 9793, 10478, 34895, 16629, 10450, 8036, 14130, 25194, 40746, 5523, 35618, 9916, 12274, 8181, 7318, 10484, 102471, 14885, 20085, 13724, 7832, 21996, 9928, 9649 ], "xaxis": "x", "y": [ 727, 5026, 1180, 416, 1278, 5241, 2372, 2217, 1601, 850, 2374, 14618, 1467, 2511, 1899, 1914, 1495, 17068, 3578, 1665, 2949, 2596, 2179, 2341, 2233, 1194, 7661, 12380, 3566, 1175, 1641, 1701, 6256, 2655, 1816, 1410, 2365, 4191, 6857, 1134, 5850, 1478, 2448, 1429, 1564, 1621, 15812, 2074, 3382, 2904, 1452, 3694, 1359, 1359 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Vijfheerenlanden", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Vijfheerenlanden", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 157462, 24792, 43384, 15341, 22019, 9362, 50223, 33819, 30544, 14456, 13896, 63866, 10138, 5556, 20203, 44720, 46906, 65108, 49946, 66912, 57829, 23925, 52694, 13639, 65043 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 68809, 11700, 19738, 6484, 8550, 4091, 20681, 14444, 13229, 5838, 5756, 29445, 4323, 2154, 8287, 18580, 20953, 28739, 21890, 28607, 24196, 10273, 22437, 5286, 29638 ], "xaxis": "x", "y": [ 14233, 1969, 4138, 1456, 2098, 710, 4729, 2707, 2519, 1088, 1209, 4972, 881, 405, 1650, 3400, 3663, 5660, 4148, 6340, 5151, 1960, 4766, 1291, 5640 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beekdaelen", "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beekdaelen", "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 36065, 13450, 13108, 27670, 31751, 25900, 17035, 14206, 86936, 42487, 45442, 37262, 36045, 23947, 120227, 18661, 7909, 17171, 43660, 20580, 58763, 10477, 91743, 10084, 16365, 101988, 43713, 12466, 50011 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 16711, 6040, 5793, 14464, 14713, 11367, 7490, 6880, 45982, 17937, 23937, 18152, 16157, 10965, 62839, 8640, 3667, 7534, 18527, 9554, 27749, 5185, 46709, 5822, 8337, 47809, 19300, 5813, 23236 ], "xaxis": "x", "y": [ 2409, 880, 835, 1920, 1963, 1746, 1186, 776, 5567, 3005, 2610, 2381, 2050, 1344, 6449, 1187, 439, 1148, 3067, 1288, 4466, 618, 5717, 463, 795, 7124, 3017, 928, 3521 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22818, 38594, 27575, 12882, 7581, 22896, 34065, 23166, 54463, 26085, 21953, 44358 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9850, 18633, 13618, 5459, 4553, 9332, 16983, 14152, 27080, 11112, 10997, 22885 ], "xaxis": "x", "y": [ 1849, 3012, 1544, 1100, 429, 2320, 2447, 1277, 3625, 2422, 1607, 3123 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Eemsdelta", "Het Hogeland", "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerkwartier", "Westerwolde" ], "ids": [ "Eemsdelta", "Het Hogeland", "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerkwartier", "Westerwolde" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 45587, 47834, 60726, 38277, 12176, 31754, 27417, 63678, 26215 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 23083, 22878, 28154, 18648, 5782, 15208, 12906, 27494, 11937 ], "xaxis": "x", "y": [ 3251, 3516, 4276, 2548, 958, 2392, 2030, 5396, 1700 ], "yaxis": "y" } ], "frames": [ { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 24824, 58445, 26201, 34821, 105972, 52790, 29652, 32394, 30740, 31508, 18888, 23571 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9964, 24943, 10586, 14048, 44065, 21182, 12548, 12532, 12392, 12697, 7651, 9017 ], "xaxis": "x", "y": [ 2329, 5896, 2598, 3364, 9981, 5235, 3044, 3271, 3102, 3256, 1610, 2360 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 22461, 92836, 77623, 731288, 13736, 35802, 9525, 16716, 22907, 23807, 9878, 27460, 16946, 148484, 111155, 35921, 25879, 21751, 59441, 82177, 64604, 42141, 10265, 7601, 8921, 10848, 12784, 70284, 17173, 21179, 13425, 11312, 26090, 66553, 17389, 18111, 15202, 135762, 15877 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8759, 39891, 35946, 371800, 6068, 15996, 3864, 6752, 9274, 9940, 3606, 10664, 7271, 67093, 43492, 14528, 10743, 8911, 26003, 37154, 27082, 16891, 4121, 3158, 3558, 3995, 5512, 29219, 7046, 7922, 5595, 4441, 10842, 28386, 6802, 8078, 6059, 56722, 7722 ], "xaxis": "x", "y": [ 2260, 8678, 6181, 57023, 1171, 2894, 993, 2603, 2310, 2575, 1110, 2758, 1742, 11866, 11731, 4119, 2422, 2157, 5813, 7240, 6663, 4311, 1130, 774, 936, 1295, 1538, 7499, 1597, 2199, 1474, 1213, 2605, 6586, 1894, 1256, 1499, 12700, 1144 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 18699, 153261, 138154, 47744, 25422, 21548, 24990, 24768, 11434, 46967, 16751, 25182, 101700, 21624, 33081, 26760, 39745, 11637, 18130, 16237, 19189, 23045, 36315, 152200, 26149, 22374, 22697, 32155, 44313, 1422, 9090, 38326, 23685, 33440, 18092, 16225, 38112, 28561, 25545, 26299, 35165 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7028, 61895, 63102, 15923, 9495, 8291, 8841, 9703, 4604, 19385, 6237, 9519, 37654, 7646, 12767, 8830, 14966, 4643, 6900, 6101, 7366, 8531, 13131, 64645, 8990, 7158, 7635, 13683, 19091, 601, 3241, 15206, 8421, 12321, 6802, 6047, 14646, 11393, 9184, 10918, 15533 ], "xaxis": "x", "y": [ 2028, 13872, 11434, 6362, 2934, 2095, 2441, 2896, 1139, 4792, 1736, 3135, 11397, 2320, 3069, 2663, 4229, 1229, 1706, 2060, 1769, 2397, 3826, 12237, 3028, 2468, 2484, 2745, 3689, 212, 1147, 4005, 2929, 2575, 1843, 1993, 4082, 2713, 2686, 2443, 3210 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28011, 3488, 15426, 40437, 88887, 25790, 28769, 1000, 52437, 4723, 31037, 1201, 24990 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10894, 1735, 6562, 17768, 42549, 10459, 11237, 524, 21817, 1891, 12124, 512, 10435 ], "xaxis": "x", "y": [ 2848, 408, 1555, 3798, 7390, 2649, 3079, 94, 5196, 411, 3098, 157, 2266 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18183, 16420, 69928, 28848, 15869, 64251, 96095, 119821, 33602, 71918, 17760, 38358, 20986, 20664, 40753, 28705, 117191, 25279, 21942, 33110, 11070, 24879, 20785, 29694, 46839, 592673, 75589, 23703, 73535, 22662, 26644, 25999, 13857, 109941, 8679, 41515 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7290, 6416, 27834, 11286, 6575, 28278, 42456, 51694, 14863, 29848, 6468, 15254, 8036, 8311, 14985, 11114, 49760, 10595, 8785, 13940, 4068, 10063, 8285, 12276, 19727, 283667, 34689, 9588, 34064, 9445, 10169, 11519, 5663, 44604, 3067, 17354 ], "xaxis": "x", "y": [ 2020, 1712, 7309, 3425, 1505, 6375, 8085, 11740, 3381, 7777, 2099, 4016, 2432, 1955, 4608, 3071, 9024, 2929, 2509, 3017, 1255, 2200, 2593, 2871, 4134, 53975, 7423, 2317, 6556, 2411, 2847, 2132, 1291, 12011, 935, 4187 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Kampen", "Losser", "Oldenzaal", "Ommen", "Raalte", "Staphorst", "Tubbergen", "Wierden", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Kampen", "Losser", "Oldenzaal", "Ommen", "Raalte", "Staphorst", "Tubbergen", "Wierden", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 66263, 22316, 17499, 83956, 149505, 23885, 35028, 35674, 32705, 22595, 30746, 16686, 28294, 15245, 19938, 23392, 105801 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 28329, 8618, 6132, 35778, 63434, 8992, 12163, 13219, 13509, 8235, 12485, 6007, 10165, 4820, 6401, 8210, 44856 ], "xaxis": "x", "y": [ 6225, 2461, 1952, 8168, 13155, 2318, 4225, 3384, 3353, 2142, 3096, 1928, 3187, 2080, 2598, 2485, 9727 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 142765, 35244, 63098, 43122, 15719, 17258 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 55600, 12792, 26528, 16835, 4435, 5843 ], "xaxis": "x", "y": [ 19247, 4387, 6445, 5172, 2836, 2883 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9460, 15779, 6192, 17906, 65104, 28579, 25944, 18997, 9184, 29250, 160615, 20278, 32028, 24812, 26643, 18301, 201728, 37023, 21139, 27499, 24241, 22303, 29645, 15324, 80098, 129034, 42779, 14629, 21536, 22817, 36312, 23783, 17683, 25365, 52291, 65763, 12434, 75157, 22477, 27684, 18277, 14717, 23338, 193116, 31089, 42003, 25334, 16260, 45333, 20995, 20155 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3491, 5694, 2355, 6566, 27370, 10068, 10027, 6880, 3129, 11368, 69742, 7959, 11629, 9522, 10066, 6522, 89509, 14506, 8218, 9821, 9011, 8420, 11382, 5746, 33790, 54513, 15976, 5327, 7864, 8720, 14455, 9042, 6177, 9648, 21363, 26563, 4310, 30763, 8769, 10177, 6541, 5889, 9316, 80650, 12767, 16624, 9842, 6641, 18027, 8350, 7687 ], "xaxis": "x", "y": [ 934, 1758, 527, 1909, 6214, 3099, 2985, 1954, 1115, 3156, 14637, 1971, 3311, 2489, 2716, 2037, 16767, 3652, 1866, 3062, 2699, 2106, 2765, 1573, 8072, 12014, 4662, 1654, 2197, 2258, 3414, 2454, 1945, 2748, 5184, 6374, 1392, 7474, 2020, 2666, 2120, 1545, 2204, 17352, 2877, 4250, 2650, 1697, 4322, 1850, 2088 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 126143, 24508, 32662, 13916, 19115, 8619, 33313, 28714, 28747, 13374, 13372, 63118, 9789, 4005, 17272, 34202, 44251, 59875, 23079, 38095, 10914, 60020 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 52322, 10309, 14528, 5404, 6475, 3297, 11828, 11464, 11010, 4694, 4825, 25543, 3698, 1331, 6655, 12534, 18316, 22715, 8596, 14759, 3936, 24746 ], "xaxis": "x", "y": [ 12646, 2173, 3581, 1498, 2294, 908, 4870, 3389, 3131, 1548, 1583, 5567, 1064, 343, 1940, 3656, 4129, 6969, 2667, 4184, 1226, 5046 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Gennep", "Gulpen-Wittem", "Heerlen", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Gennep", "Gulpen-Wittem", "Heerlen", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13158, 13362, 30464, 16811, 15460, 95147, 51458, 41009, 122070, 20267, 7833, 16129, 10495, 44952, 11589, 10821, 17879, 64864, 37868, 13066, 47959 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5117, 5052, 13536, 6105, 6096, 44153, 22768, 17324, 53461, 8025, 3162, 5888, 4297, 20075, 4725, 4569, 7339, 28695, 14426, 5186, 19606 ], "xaxis": "x", "y": [ 1290, 1437, 2778, 1594, 1498, 7734, 3733, 3587, 9383, 1887, 753, 1716, 899, 4179, 994, 663, 1424, 5974, 4032, 1291, 4583 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 21867, 35768, 19547, 11174, 6901, 20524, 33601, 34539, 23618, 22069, 44342 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8657, 15362, 8378, 4313, 3761, 7890, 14669, 15650, 9216, 9621, 20268 ], "xaxis": "x", "y": [ 2387, 3460, 1612, 1243, 549, 2369, 3232, 3409, 2802, 2275, 4060 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2000
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13408, 33097, 28218 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5635, 13802, 11923 ], "xaxis": "x", "y": [ 1238, 3074, 2622 ], "yaxis": "y" } ], "name": "2000" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25208, 59006, 26298, 35502, 107422, 52782, 30037, 32813, 30959, 31752, 18943, 23784 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10116, 25285, 10689, 14120, 44592, 21277, 12720, 12553, 12420, 12793, 7666, 9061 ], "xaxis": "x", "y": [ 2305, 6151, 2631, 3366, 10046, 5199, 2988, 3246, 3067, 3284, 1626, 2400 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 22662, 93022, 77370, 734594, 31687, 35938, 9376, 16831, 23132, 23835, 10049, 27687, 17033, 148377, 113553, 36074, 26003, 21897, 59822, 82773, 65764, 42099, 10243, 7671, 8909, 11041, 12988, 72142, 17126, 21081, 13535, 11669, 26237, 66977, 17224, 18092, 15383, 136115, 16297 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8864, 40042, 36114, 373198, 13404, 16014, 3864, 6767, 9417, 10001, 3677, 10823, 7298, 67192, 44751, 14785, 10914, 8986, 26116, 37410, 27618, 17076, 4166, 3161, 3575, 4076, 5629, 29940, 7072, 7946, 5660, 4534, 11013, 28276, 6802, 8081, 6164, 57124, 7993 ], "xaxis": "x", "y": [ 2282, 8408, 6267, 57119, 2859, 2840, 991, 2678, 2291, 2630, 1107, 2777, 1705, 11668, 12118, 4088, 2448, 2171, 5689, 7176, 6658, 4085, 1129, 781, 1008, 1329, 1524, 7530, 1606, 2224, 1467, 1286, 2687, 6658, 1853, 1251, 1540, 12935, 1189 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 18773, 153683, 139329, 48298, 25439, 21593, 25239, 25252, 11518, 47742, 17054, 25751, 102405, 21689, 33156, 26784, 40186, 11672, 18083, 16503, 19179, 23370, 36721, 153705, 26139, 22645, 39731, 22889, 32236, 44386, 1506, 9138, 39608, 23713, 33826, 18181, 16153, 38428, 28672, 25660, 26191, 35694 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7045, 62314, 63541, 16087, 9537, 8313, 8912, 9952, 4634, 19722, 6358, 9651, 37983, 7708, 12790, 8868, 15074, 4645, 6908, 6167, 7359, 8650, 13478, 65206, 9015, 7222, 14884, 7696, 13681, 19170, 627, 3260, 15691, 8436, 12466, 6829, 6093, 14760, 11432, 9295, 10956, 15647 ], "xaxis": "x", "y": [ 2018, 14005, 11609, 6482, 2896, 2103, 2434, 2954, 1142, 4826, 1790, 3231, 11309, 2289, 3070, 2682, 4219, 1233, 1685, 2089, 1763, 2440, 3890, 12341, 3014, 2437, 4275, 2505, 2760, 3747, 238, 1191, 4281, 2908, 2537, 1831, 1919, 4057, 2760, 2649, 2413, 3361 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28013, 3545, 15444, 41250, 89453, 26238, 28833, 1017, 53010, 4768, 31049, 1215, 25247 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10929, 1756, 6543, 17895, 42986, 10610, 11324, 524, 21990, 1923, 12239, 521, 10487 ], "xaxis": "x", "y": [ 2818, 409, 1512, 3810, 7485, 2715, 3064, 96, 5276, 413, 3116, 154, 2358 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18410, 17721, 70162, 30976, 15965, 65018, 96180, 120021, 33994, 71782, 17811, 38861, 21179, 20855, 41005, 28698, 117022, 26179, 22002, 32981, 11019, 24656, 21117, 30088, 46542, 595255, 76102, 23664, 73675, 22621, 26843, 26019, 13899, 110129, 8683, 41409 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7433, 7036, 27903, 12006, 6695, 28521, 42641, 52034, 14872, 29880, 6482, 15497, 8093, 8383, 15223, 11122, 49794, 10874, 8875, 13775, 4091, 10075, 8397, 12434, 19777, 285041, 34689, 9620, 34106, 9471, 10208, 11519, 5676, 44924, 3074, 17422 ], "xaxis": "x", "y": [ 2042, 1975, 7261, 3928, 1518, 6426, 8013, 11720, 3495, 7720, 2087, 3927, 2670, 1922, 4485, 2918, 8987, 3005, 2524, 3003, 1260, 2136, 2581, 2906, 3900, 53801, 7462, 2280, 6621, 2437, 2811, 2172, 1320, 11721, 930, 4054 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Ommen", "Raalte", "Staphorst", "Tubbergen", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Ommen", "Raalte", "Staphorst", "Tubbergen", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 70416, 20717, 25842, 85008, 150449, 24129, 57254, 35789, 34855, 47941, 22757, 31111, 16772, 36403, 15329, 20022, 23415, 22097, 107373 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 29623, 8129, 9222, 36104, 63898, 9118, 20343, 13336, 13645, 18522, 8322, 12674, 6068, 13192, 4881, 6450, 8254, 7589, 45430 ], "xaxis": "x", "y": [ 6502, 2268, 2951, 8190, 13181, 2303, 6470, 3358, 3483, 5104, 2074, 3143, 1883, 4083, 2091, 2580, 2461, 2954, 9904 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 150398, 35591, 64668, 43669, 16231, 18379 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 58478, 12930, 27240, 17039, 4618, 6237 ], "xaxis": "x", "y": [ 19882, 4424, 6631, 5128, 2846, 2947 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9486, 15789, 6312, 17966, 65363, 28664, 26825, 18992, 9230, 29265, 162308, 20295, 32045, 24856, 26624, 18315, 203397, 37784, 20989, 27683, 24544, 22389, 29502, 15285, 80932, 130477, 42935, 14804, 21540, 22911, 36456, 23679, 17703, 25281, 52749, 66887, 12457, 76769, 22586, 27830, 18452, 14819, 23354, 195819, 31008, 42489, 25469, 16266, 45278, 21456, 20272 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3511, 5734, 2352, 6635, 27547, 10102, 10448, 6932, 3143, 11419, 70509, 7999, 11745, 9569, 10161, 6569, 90399, 14848, 8225, 9886, 9152, 8477, 11406, 5760, 34128, 55536, 16039, 5391, 7955, 8794, 14513, 9051, 6201, 9735, 21608, 27159, 4343, 31714, 8842, 10299, 6581, 5913, 9374, 81948, 12780, 16898, 9970, 6677, 18025, 8431, 7690 ], "xaxis": "x", "y": [ 955, 1708, 523, 1935, 6148, 3126, 3054, 1973, 1113, 2908, 14758, 1937, 3354, 2602, 2718, 2077, 16835, 3766, 1789, 2991, 2673, 2119, 2762, 1624, 8268, 12289, 4500, 1670, 2126, 2256, 3414, 2426, 1933, 2661, 5208, 6420, 1319, 7509, 2015, 2913, 2097, 1552, 2203, 17409, 2886, 4259, 2590, 1683, 4393, 1856, 2146 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 128035, 24526, 42056, 13774, 19260, 8660, 35978, 30923, 28833, 13514, 13285, 62345, 9742, 4055, 17344, 34226, 44622, 60392, 23155, 46921, 11025, 59844 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 53069, 10318, 18205, 5426, 6591, 3318, 12857, 12309, 11132, 4783, 4973, 25551, 3702, 1406, 6685, 12732, 18618, 22786, 8787, 18433, 3992, 24819 ], "xaxis": "x", "y": [ 13429, 2159, 4568, 1446, 2256, 910, 4934, 3515, 3093, 1534, 1559, 5496, 1090, 310, 1932, 3664, 4125, 6965, 2678, 4989, 1233, 5001 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13189, 13444, 30395, 16822, 15525, 95149, 28334, 51066, 40769, 122163, 20246, 7978, 16171, 10528, 45159, 11500, 97950, 10838, 17885, 90500, 38139, 13142, 48151 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5224, 5074, 13580, 6100, 6130, 44636, 10722, 22943, 17431, 53753, 8066, 3213, 5925, 4216, 20223, 4754, 42028, 4574, 7338, 39168, 14540, 5245, 19729 ], "xaxis": "x", "y": [ 1304, 1427, 2685, 1584, 1412, 7558, 3064, 3608, 3534, 9288, 1911, 753, 1699, 888, 4168, 989, 8724, 669, 1414, 8277, 4018, 1297, 4655 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22009, 35953, 19691, 11442, 6971, 20726, 34194, 34498, 23763, 22031, 44776 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8754, 15481, 8462, 4447, 3762, 7977, 14763, 15502, 9261, 9649, 20626 ], "xaxis": "x", "y": [ 2438, 3551, 1617, 1241, 549, 2410, 3245, 3391, 2862, 2275, 4149 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2001
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13359, 33517, 28328 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5635, 14041, 11880 ], "xaxis": "x", "y": [ 1298, 3152, 2583 ], "yaxis": "y" } ], "name": "2001" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25552, 60230, 26333, 35756, 108367, 53186, 30221, 32691, 31565, 31865, 19158, 23875 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10172, 25512, 10744, 14151, 44987, 21260, 12860, 12553, 12479, 12874, 7668, 9148 ], "xaxis": "x", "y": [ 2307, 6291, 2654, 3387, 10072, 5110, 3011, 3189, 3137, 3270, 1636, 2391 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 22786, 92992, 77256, 735526, 31926, 35780, 9343, 17097, 35177, 23971, 10078, 27833, 17076, 147831, 118553, 36281, 25898, 21976, 60083, 83096, 66458, 42230, 10296, 7671, 9062, 11165, 13029, 73476, 17214, 21128, 13728, 11768, 26423, 67407, 17172, 17958, 23331, 15467, 137669, 16809 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8981, 40185, 36121, 374952, 13394, 16052, 3887, 6815, 13900, 10045, 3712, 10993, 7384, 66964, 47138, 14804, 10914, 9030, 26364, 37685, 28007, 17204, 4167, 3211, 3662, 4106, 5627, 30651, 7141, 8012, 5698, 4567, 11059, 28402, 6832, 8083, 9434, 6164, 57814, 8135 ], "xaxis": "x", "y": [ 2274, 8280, 6410, 56938, 2854, 3020, 1021, 2735, 3674, 2663, 1126, 2826, 1669, 11373, 12498, 3957, 2415, 2211, 5611, 7101, 6707, 4051, 1134, 787, 1023, 1311, 1503, 7572, 1581, 2223, 1468, 1293, 2780, 6767, 1801, 1204, 2396, 1643, 13153, 1170 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 18811, 154859, 140736, 48958, 25429, 21613, 25609, 26203, 11476, 48701, 17461, 26051, 103708, 21704, 33224, 26760, 40399, 11693, 17997, 16595, 19413, 23576, 37327, 154616, 26317, 22680, 40284, 23161, 32250, 44831, 1529, 9073, 40205, 23736, 33987, 18241, 16212, 38830, 28750, 25759, 26155, 36179 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7055, 63033, 63898, 16278, 9576, 8305, 9049, 10180, 4634, 19956, 6537, 9652, 38701, 7743, 12840, 8923, 15192, 4651, 6914, 6223, 7453, 8700, 13697, 65908, 9042, 7260, 15083, 7742, 13759, 19280, 628, 3270, 15786, 8518, 12482, 6869, 6106, 14890, 11448, 9323, 10993, 15697 ], "xaxis": "x", "y": [ 2001, 13936, 11595, 6445, 2876, 2093, 2419, 3019, 1148, 4852, 1849, 3252, 11249, 2293, 3054, 2676, 4208, 1227, 1769, 2110, 1772, 2398, 3922, 12396, 2996, 2396, 4313, 2471, 2766, 3730, 239, 1143, 4332, 2867, 2565, 1823, 1849, 4160, 2749, 2688, 2375, 3408 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28045, 3564, 15533, 41784, 90516, 26726, 28828, 1025, 53493, 4769, 31413, 1183, 25403 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10976, 1770, 6590, 18038, 43323, 10707, 11312, 524, 22210, 1922, 12485, 523, 10588 ], "xaxis": "x", "y": [ 2769, 417, 1516, 3853, 7468, 2744, 3027, 87, 5287, 421, 3114, 153, 2385 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18388, 18092, 70649, 33894, 16001, 65226, 96936, 120222, 34324, 71688, 17741, 39017, 21495, 20845, 41307, 28944, 117170, 26709, 74085, 22051, 32876, 11005, 24548, 21252, 30276, 35123, 46196, 598660, 76576, 23807, 73935, 22558, 26884, 25801, 14195, 110500, 8659, 41473 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7406, 7125, 28100, 13150, 6733, 28756, 42694, 52331, 14904, 29920, 6497, 15510, 8186, 8404, 15548, 11288, 50271, 10987, 34234, 8892, 13665, 4128, 10130, 8490, 12463, 12855, 19828, 286286, 35453, 9712, 34130, 9484, 10288, 11566, 5927, 45248, 3075, 17423 ], "xaxis": "x", "y": [ 2048, 2009, 7122, 3938, 1534, 6333, 7922, 11542, 3513, 7635, 2053, 3810, 2616, 1864, 4394, 3051, 8833, 3022, 6191, 2455, 3010, 1233, 2107, 2556, 2902, 4460, 4121, 53115, 7361, 2293, 6558, 2466, 2779, 2207, 1309, 11620, 882, 3957 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Ommen", "Raalte", "Staphorst", "Tubbergen", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Ommen", "Raalte", "Staphorst", "Tubbergen", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 71026, 20729, 26061, 86072, 151346, 24193, 57483, 36011, 35041, 48394, 22703, 31180, 16890, 36632, 15438, 20161, 23429, 22178, 109000 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 30071, 8135, 9256, 36507, 64198, 9124, 20617, 13441, 13721, 18638, 8359, 12768, 6127, 13363, 4918, 6506, 8309, 7605, 46311 ], "xaxis": "x", "y": [ 6682, 2258, 2940, 8184, 13302, 2284, 6494, 3341, 3558, 5107, 2088, 3092, 1784, 4044, 2097, 2614, 2440, 2926, 9964 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 158902, 36369, 66460, 44252, 16489, 19249 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 61873, 13194, 27447, 17155, 4712, 6388 ], "xaxis": "x", "y": [ 20425, 4387, 6784, 4998, 2843, 2935 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9447, 15936, 6468, 17974, 65793, 28780, 27450, 19046, 9295, 29371, 163427, 20320, 32124, 25143, 26772, 18386, 204776, 38613, 20988, 27729, 24737, 22517, 29625, 15333, 82853, 131697, 43138, 14851, 21543, 23058, 36433, 23645, 17808, 25327, 52968, 67383, 12429, 77640, 22601, 27975, 18480, 14805, 23390, 197358, 31163, 42718, 25610, 16193, 45453, 21548, 20341 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3522, 5804, 2366, 6683, 27734, 10142, 10687, 6967, 3164, 11491, 71053, 8085, 11873, 9595, 10216, 6642, 91261, 15255, 8358, 9967, 9175, 8616, 11455, 5801, 34982, 55940, 16229, 5453, 7981, 8899, 14533, 9060, 6212, 9772, 21768, 27347, 4384, 32050, 8881, 10351, 6605, 5943, 9367, 82507, 13109, 17001, 10111, 6704, 18197, 8468, 7686 ], "xaxis": "x", "y": [ 959, 1675, 516, 1959, 6144, 3106, 3068, 2033, 1126, 2821, 14761, 1923, 3380, 2535, 2652, 2026, 16747, 3803, 1915, 2901, 2601, 2127, 2732, 1609, 8330, 11944, 4572, 1678, 2148, 2169, 3422, 2411, 1920, 2663, 5217, 6490, 1275, 7466, 2009, 2898, 2100, 1598, 2203, 17363, 2799, 4191, 2641, 1644, 4322, 1863, 2182 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 129720, 24469, 42309, 13845, 19327, 8609, 38106, 32401, 29038, 13571, 13298, 62140, 9699, 4138, 17529, 34416, 44705, 60669, 23209, 47549, 11019, 59682 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 53612, 10330, 18224, 5516, 6618, 3326, 13646, 12831, 11190, 4855, 4977, 25551, 3771, 1436, 6787, 12745, 18772, 22786, 8838, 18653, 4004, 25300 ], "xaxis": "x", "y": [ 13749, 2184, 4612, 1519, 2195, 896, 5080, 3595, 3048, 1582, 1607, 5346, 1107, 355, 1946, 3645, 4198, 7003, 2590, 5020, 1269, 5030 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13403, 13539, 30158, 16847, 15435, 95004, 28476, 50680, 40345, 122005, 20223, 7947, 16136, 10512, 45332, 11418, 97953, 10732, 17834, 91400, 38630, 13163, 48479 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5316, 5113, 13654, 6111, 6136, 44763, 10826, 23066, 17597, 54333, 8107, 3225, 5928, 4267, 20130, 4764, 42361, 4597, 7433, 39536, 14750, 5316, 19904 ], "xaxis": "x", "y": [ 1300, 1423, 2621, 1619, 1360, 7305, 3116, 3441, 3415, 9118, 1842, 748, 1723, 901, 4099, 969, 8684, 662, 1382, 8137, 4078, 1256, 4638 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22251, 36047, 19836, 11575, 7052, 20831, 34503, 34572, 23884, 21985, 45416 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8786, 15523, 8547, 4490, 3762, 8046, 14912, 15582, 9293, 9654, 20740 ], "xaxis": "x", "y": [ 2413, 3550, 1636, 1235, 557, 2373, 3229, 3341, 2851, 2296, 4099 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2002
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13599, 33632, 28304 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5675, 14096, 11876 ], "xaxis": "x", "y": [ 1325, 3220, 2478 ], "yaxis": "y" } ], "name": "2002" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25305, 61577, 26440, 36008, 108198, 53312, 30588, 32826, 31936, 31998, 19097, 23969 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10239, 25951, 10763, 14247, 45063, 21528, 12881, 12730, 12891, 12934, 7687, 9177 ], "xaxis": "x", "y": [ 2282, 6322, 2643, 3400, 10177, 5219, 3066, 3237, 3150, 3250, 1670, 2379 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 22839, 93390, 78095, 736562, 31742, 36409, 9309, 17045, 35327, 24046, 10194, 28063, 17117, 147097, 122902, 36421, 25760, 22048, 60026, 83306, 67515, 42125, 10352, 7902, 9118, 11220, 13054, 74921, 17488, 21171, 13825, 11772, 26680, 67527, 17150, 17885, 23237, 15510, 139464, 16864 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9034, 41008, 36415, 377069, 13396, 16303, 3899, 6830, 13900, 10039, 3799, 11160, 7519, 67026, 48928, 14875, 10937, 9044, 26345, 37895, 28472, 17269, 4227, 3259, 3662, 4167, 5644, 30965, 7415, 8147, 5753, 4571, 11170, 28497, 6870, 8102, 9451, 6183, 58512, 8135 ], "xaxis": "x", "y": [ 2299, 8447, 6429, 56916, 2834, 3128, 1008, 2780, 3711, 2234, 1135, 2840, 1610, 11433, 13052, 3850, 2452, 2176, 5486, 7059, 6740, 3923, 1143, 817, 1043, 1305, 1530, 7593, 1727, 2284, 1438, 1307, 2811, 6716, 1771, 1202, 2422, 1659, 13152, 1171 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 18855, 155741, 141528, 49423, 25361, 21604, 25689, 26362, 11412, 49099, 17570, 26163, 104771, 21662, 33233, 26755, 40603, 11688, 18270, 16557, 42467, 19370, 23519, 37631, 156198, 26456, 22892, 40604, 23192, 32098, 45012, 1527, 9039, 40515, 23602, 34841, 18202, 16162, 39564, 28975, 25999, 25965, 36924 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7105, 63353, 63747, 16481, 9595, 8314, 9073, 10119, 4633, 20308, 6619, 9660, 39094, 7814, 12827, 8982, 15454, 4641, 6934, 6250, 16354, 7584, 8750, 13869, 66194, 9108, 7361, 15274, 7758, 13856, 19279, 631, 3283, 15848, 8614, 12631, 6869, 6113, 15294, 11465, 9493, 11052, 15997 ], "xaxis": "x", "y": [ 1986, 13984, 11597, 6529, 2839, 2083, 2446, 2992, 1134, 4821, 1836, 3242, 11219, 2278, 3042, 2619, 4197, 1210, 1762, 2108, 4352, 1783, 2354, 3933, 12387, 2989, 2356, 4423, 2463, 2768, 3657, 249, 1160, 4302, 2809, 2533, 1845, 1739, 4155, 2847, 2782, 2344, 3401 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28102, 3576, 15561, 42190, 91284, 26761, 29000, 1000, 53740, 4723, 31696, 1240, 25802 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11048, 1778, 6629, 18517, 43478, 10726, 11312, 525, 22439, 1934, 12582, 523, 10690 ], "xaxis": "x", "y": [ 2798, 398, 1444, 3845, 7484, 2706, 3132, 94, 5297, 445, 3172, 123, 2394 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18425, 18737, 70706, 35880, 15999, 65318, 96588, 120043, 34509, 71641, 17841, 39692, 22096, 20670, 41535, 29075, 117689, 26402, 73747, 22026, 32915, 11056, 24542, 21228, 30510, 35855, 45873, 599651, 75802, 23820, 74322, 22542, 26797, 25662, 14243, 112594, 8593, 45071 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7424, 7406, 28170, 13888, 6760, 28986, 42799, 52338, 15095, 30095, 6553, 15966, 8454, 8415, 15808, 11305, 50425, 11000, 34221, 9019, 14034, 4136, 10253, 8550, 12463, 13165, 19718, 286762, 35547, 9740, 34385, 9555, 10288, 11609, 5968, 46544, 3054, 19128 ], "xaxis": "x", "y": [ 2039, 1945, 7140, 4167, 1544, 6283, 7630, 11401, 3532, 7582, 2011, 3835, 2555, 1792, 4382, 3020, 8827, 2993, 6110, 2372, 2930, 1263, 2045, 2495, 3021, 4678, 4045, 52705, 7305, 2294, 6437, 2419, 2647, 2160, 1285, 11462, 851, 4386 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 71729, 20651, 26281, 87526, 25997, 152321, 24109, 57731, 36146, 35038, 48919, 22587, 31374, 17002, 16966, 36956, 15565, 42358, 20262, 33427, 23444, 22206, 109955 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 30146, 8157, 9394, 37174, 9172, 64383, 9143, 20767, 13535, 13761, 18733, 8415, 12923, 6514, 6126, 13595, 5009, 17488, 6536, 11871, 8363, 7617, 46700 ], "xaxis": "x", "y": [ 6607, 2550, 2960, 7959, 3052, 13266, 2317, 6470, 3306, 3576, 5111, 2094, 3030, 1688, 1678, 3979, 2103, 4302, 2624, 3354, 2472, 2851, 9953 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 165106, 37132, 68555, 44741, 16748, 19398 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 63771, 13552, 28103, 17324, 4740, 6437 ], "xaxis": "x", "y": [ 20510, 4389, 6839, 5096, 2831, 2753 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9413, 16091, 6507, 18093, 66024, 28848, 28244, 19092, 9372, 29513, 164397, 20336, 32130, 25148, 26747, 18389, 206118, 39352, 20939, 27816, 24894, 22510, 29746, 15353, 84233, 132501, 43161, 14852, 21590, 22952, 36553, 23514, 17838, 25588, 53136, 76184, 12353, 78110, 22607, 27961, 18413, 15017, 23386, 197917, 31111, 42795, 25273, 16339, 45584, 21557, 20386 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3528, 5933, 2374, 6713, 27770, 10198, 11068, 6992, 3171, 11661, 71716, 8114, 11925, 9586, 10262, 6679, 91718, 15401, 8388, 10010, 9363, 8674, 11618, 5821, 35441, 56697, 16257, 5493, 8043, 8900, 14682, 9081, 6251, 9897, 21907, 30520, 4405, 32295, 8964, 10373, 6622, 6062, 9439, 82757, 13125, 17001, 10134, 6782, 18179, 8518, 7764 ], "xaxis": "x", "y": [ 952, 1690, 502, 1988, 6114, 3134, 3176, 2032, 1146, 2740, 14794, 1872, 3367, 2539, 2640, 1999, 16740, 3838, 1893, 2904, 2640, 2118, 2700, 1575, 8428, 11960, 4528, 1661, 2112, 2172, 3457, 2437, 1925, 2580, 5158, 7427, 1204, 7476, 1957, 2909, 2031, 1600, 2180, 17317, 2779, 4110, 2642, 1645, 4268, 1819, 2148 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 131221, 24423, 42308, 14111, 19396, 8630, 41254, 33269, 28998, 13728, 13339, 62124, 9754, 4205, 17690, 34499, 44792, 60953, 23330, 47762, 11151, 59799 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 54031, 10352, 18224, 5614, 6679, 3341, 14878, 13074, 11257, 4876, 4977, 25552, 3784, 1471, 6856, 12772, 18806, 22980, 8932, 18744, 4103, 25366 ], "xaxis": "x", "y": [ 14191, 2158, 4565, 1512, 2193, 938, 5101, 3693, 2975, 1628, 1629, 5315, 1124, 346, 1970, 3603, 4247, 6986, 2518, 5091, 1273, 5166 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13466, 13463, 29942, 32107, 16867, 15340, 93969, 28655, 50295, 40055, 121982, 20039, 8011, 16104, 10557, 45344, 11448, 97806, 10628, 17896, 91780, 39122, 13087, 48785 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5323, 5181, 13891, 12927, 6171, 6201, 44800, 10974, 23130, 17469, 54744, 8137, 3237, 6010, 4291, 20274, 4789, 42391, 4624, 7491, 39894, 14986, 5343, 20115 ], "xaxis": "x", "y": [ 1282, 1393, 2544, 2739, 1592, 1313, 7097, 3122, 3304, 3287, 8993, 1817, 745, 1673, 904, 4112, 932, 8643, 627, 1360, 8152, 4108, 1252, 4581 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22351, 36251, 27890, 11568, 7127, 20839, 34484, 24828, 55520, 23990, 22087, 45199 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8831, 15673, 12083, 4502, 3851, 8084, 14950, 13457, 24872, 9298, 9728, 20879 ], "xaxis": "x", "y": [ 2430, 3551, 2370, 1248, 551, 2380, 3225, 2063, 4996, 2891, 2291, 4043 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2003
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13580, 33695, 28397 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5678, 14118, 12078 ], "xaxis": "x", "y": [ 1321, 3204, 2440 ], "yaxis": "y" } ], "name": "2003" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25218, 61925, 26360, 36220, 108354, 53663, 30651, 32806, 32129, 32203, 19036, 23850 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10316, 26358, 10751, 14401, 45436, 21464, 12917, 12974, 12955, 12985, 7687, 9183 ], "xaxis": "x", "y": [ 2297, 6395, 2601, 3428, 10287, 5247, 3024, 3294, 3042, 3266, 1682, 2396 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 22915, 94121, 78866, 739104, 31738, 36995, 9257, 16922, 35291, 24049, 10378, 28194, 17241, 147343, 127750, 36294, 25660, 22058, 59795, 83454, 67952, 41974, 10315, 8037, 9176, 11201, 13055, 75831, 18198, 21386, 13735, 11783, 26763, 67642, 17266, 17843, 23333, 15765, 139774, 16866 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9034, 41826, 36417, 378573, 13635, 16790, 3951, 6853, 14220, 10039, 3926, 11194, 7637, 67042, 51027, 14974, 10951, 9112, 26435, 37928, 28904, 17254, 4226, 3258, 3695, 4181, 5644, 31451, 7648, 8208, 5760, 4589, 11205, 28537, 6943, 8109, 9462, 6294, 59441, 8135 ], "xaxis": "x", "y": [ 2280, 8310, 6432, 56344, 2797, 3183, 1033, 2839, 3672, 2572, 1148, 2880, 1622, 11428, 13539, 3676, 2410, 2219, 5382, 7082, 6843, 3864, 1141, 858, 1075, 1302, 1549, 7656, 1754, 2276, 1420, 1341, 2861, 6760, 1723, 1206, 2433, 1653, 13284, 1130 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Beuningen", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 18998, 156000, 141601, 50019, 25459, 21473, 25756, 26594, 11446, 49503, 17786, 25812, 105495, 21753, 33309, 26590, 40559, 11782, 18349, 16686, 43019, 19388, 23521, 22289, 37983, 157466, 26634, 22951, 41176, 23180, 31908, 44886, 1509, 9033, 40609, 23639, 35137, 18232, 16068, 39878, 29299, 26191, 26014, 36552 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7178, 63573, 63832, 16662, 9598, 8314, 9141, 10362, 4639, 20485, 6668, 9711, 39396, 7840, 12957, 9037, 15681, 4757, 6926, 6326, 16605, 7573, 8785, 7446, 14112, 66186, 9246, 7652, 15666, 7837, 13876, 19292, 631, 3294, 15900, 8669, 12676, 6877, 6129, 15409, 11484, 9501, 11194, 16087 ], "xaxis": "x", "y": [ 1978, 14007, 11669, 6550, 2838, 2079, 2490, 3057, 1158, 4829, 1875, 3144, 11279, 2332, 3057, 2608, 4272, 1179, 1749, 2098, 4447, 1798, 2360, 2730, 3998, 12343, 3100, 2473, 4613, 2288, 2750, 3702, 249, 1178, 4327, 2816, 2558, 1863, 1659, 4155, 2849, 3080, 2317, 3634 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28156, 3525, 15839, 42642, 91354, 26683, 29436, 992, 54053, 4725, 31963, 1157, 25990 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11087, 1786, 6696, 18552, 43673, 10743, 11481, 525, 22676, 1934, 12704, 523, 10694 ], "xaxis": "x", "y": [ 2831, 424, 1470, 3901, 7475, 2700, 3182, 91, 5325, 446, 3157, 127, 2413 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18386, 19607, 70477, 37257, 15948, 65354, 95817, 119649, 34623, 71797, 17828, 40164, 22966, 20588, 41822, 29046, 118702, 26182, 73832, 22061, 32847, 17072, 11092, 24452, 21188, 30914, 37696, 45528, 598923, 75619, 23837, 74058, 22505, 26304, 25506, 97270, 14265, 114216, 8526, 45384 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7355, 7826, 28267, 14469, 6713, 28871, 42867, 52229, 15096, 30139, 6584, 16156, 8749, 8426, 15978, 11326, 50549, 11087, 34518, 9015, 14103, 6300, 4136, 10287, 8557, 12463, 14145, 19688, 286287, 35513, 9755, 34455, 9603, 10287, 11608, 37622, 6053, 47740, 3082, 19259 ], "xaxis": "x", "y": [ 2025, 1986, 7161, 4430, 1543, 6319, 7386, 11366, 3518, 7499, 1999, 3809, 2619, 1783, 4308, 3015, 8727, 2975, 6025, 2352, 2901, 2244, 1262, 2005, 2507, 3055, 4858, 3900, 52308, 7171, 2292, 6369, 2424, 2619, 2154, 10213, 1278, 11308, 853, 4358 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72227, 20600, 26428, 89142, 26094, 152989, 24123, 57820, 36105, 35000, 48949, 22508, 31392, 17035, 16938, 37144, 36170, 15665, 42846, 20298, 33493, 23343, 22034, 110880 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 30411, 8163, 9480, 37561, 9330, 64943, 9297, 20835, 13604, 13791, 18846, 8424, 12898, 6527, 6140, 13596, 12677, 5045, 17629, 6602, 11863, 8472, 7707, 47137 ], "xaxis": "x", "y": [ 6684, 2211, 2955, 8327, 3013, 13380, 2354, 6453, 3259, 3590, 5077, 2096, 3008, 1701, 1648, 3937, 4266, 2112, 4319, 2521, 3476, 2492, 2894, 10098 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 170704, 37768, 69640, 45568, 17044, 19180 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 66301, 13729, 28627, 17489, 4902, 6582 ], "xaxis": "x", "y": [ 21042, 4350, 6962, 5077, 2854, 2735 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9414, 16138, 6545, 18137, 66140, 28868, 28658, 19153, 9396, 29512, 166035, 20149, 32083, 25306, 26663, 18286, 207870, 39657, 20940, 37680, 27841, 25093, 22578, 29679, 15258, 85127, 133511, 43108, 15016, 21583, 22976, 36775, 23367, 17839, 25784, 53121, 76307, 12371, 77916, 22624, 27886, 18223, 15070, 23484, 198767, 31091, 42545, 25157, 16502, 45597, 21415, 20431 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3539, 6088, 2380, 6816, 27765, 10244, 11209, 7045, 3194, 11678, 72150, 8189, 12015, 9652, 10294, 6717, 92968, 15499, 8434, 15792, 10110, 9476, 8680, 11696, 5829, 35788, 57622, 16287, 5585, 8095, 8986, 14779, 9085, 6265, 9935, 21924, 30518, 4445, 32236, 8980, 10474, 6659, 6109, 9472, 82902, 13142, 17121, 10191, 6848, 18336, 8563, 7797 ], "xaxis": "x", "y": [ 991, 1678, 489, 1963, 6042, 3198, 3211, 2044, 1118, 2709, 14854, 1865, 3321, 2593, 2605, 1949, 16682, 3784, 1884, 3661, 2884, 2598, 2101, 2692, 1558, 8589, 11949, 4449, 1661, 2141, 2170, 3479, 2347, 1941, 2560, 5098, 7416, 1143, 7441, 1901, 2886, 1984, 1590, 2145, 17339, 2743, 4133, 2608, 1651, 4239, 1812, 2128 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 132851, 24503, 42208, 14087, 19450, 8670, 42350, 33577, 29106, 13870, 13367, 61803, 9795, 4266, 17875, 34437, 44906, 61111, 23511, 48096, 11228, 60373 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 55059, 10362, 18243, 5615, 6793, 3367, 15662, 13090, 11321, 4890, 5081, 25596, 3836, 1485, 6998, 12778, 18835, 23161, 8989, 18805, 4144, 25503 ], "xaxis": "x", "y": [ 14544, 2172, 4573, 1468, 2183, 935, 5101, 3674, 2924, 1656, 1645, 5283, 1124, 355, 2013, 3600, 4302, 7109, 2497, 5107, 1294, 5179 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13341, 13477, 29595, 32194, 16754, 15135, 93523, 28813, 50035, 39778, 122183, 19986, 7977, 16100, 10418, 45159, 11436, 97487, 10423, 17768, 92094, 39085, 12996, 48724 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5326, 5198, 13953, 12935, 6214, 6228, 44659, 10998, 23080, 17411, 55072, 8152, 3237, 6014, 4295, 20545, 4812, 42590, 4645, 7513, 40244, 15123, 5369, 20040 ], "xaxis": "x", "y": [ 1304, 1370, 2543, 2658, 1586, 1286, 6916, 3112, 3214, 3212, 8812, 1835, 751, 1677, 882, 4135, 926, 8486, 624, 1347, 7937, 4132, 1214, 4578 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22318, 36591, 27877, 11627, 7124, 20966, 34415, 24596, 55412, 24386, 22130, 45236 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8919, 15812, 12141, 4420, 3850, 8071, 14970, 13507, 24898, 9456, 9818, 20959 ], "xaxis": "x", "y": [ 2441, 3544, 2400, 1212, 565, 2425, 3255, 2004, 4965, 2885, 2296, 3948 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2004
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13482, 33708, 28275 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5598, 14194, 12168 ], "xaxis": "x", "y": [ 1308, 3205, 2495 ], "yaxis": "y" } ], "name": "2004" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25329, 62755, 26327, 36086, 108617, 53886, 30397, 32984, 31712, 32301, 19131, 23844 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10374, 26715, 10776, 14516, 45534, 21867, 13212, 13054, 13076, 13028, 7702, 9222 ], "xaxis": "x", "y": [ 2364, 6507, 2533, 3479, 10344, 5292, 3075, 3347, 3047, 3267, 1707, 2391 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 23296, 94266, 79036, 742783, 31694, 36860, 9179, 17005, 35091, 23932, 10505, 28333, 17308, 146739, 131816, 36439, 25644, 22106, 59446, 83682, 68136, 42098, 10272, 8047, 9182, 11252, 13177, 77068, 18602, 21480, 13739, 11787, 26969, 67516, 17343, 17671, 23298, 15836, 139817, 16709 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9118, 41991, 36424, 380143, 13738, 16864, 3946, 6891, 14237, 10039, 3978, 11195, 7729, 67134, 52764, 15028, 10976, 9108, 26508, 38171, 29089, 17383, 4228, 3269, 3701, 4246, 5641, 32142, 7863, 8344, 5800, 4607, 11267, 28699, 7057, 8125, 9475, 6299, 59613, 8184 ], "xaxis": "x", "y": [ 2353, 8088, 6395, 56610, 2782, 3160, 1036, 2865, 3568, 2471, 1154, 2901, 1604, 11504, 14081, 3772, 2438, 2295, 5266, 7073, 6820, 3822, 1134, 880, 1040, 1285, 1574, 7620, 1802, 2315, 1421, 1333, 2885, 6784, 1659, 1209, 2451, 1678, 13402, 1150 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27446, 156064, 141321, 50026, 45227, 25291, 37616, 21403, 25648, 27143, 11381, 56754, 17889, 25714, 106416, 22032, 33108, 26414, 40879, 11756, 18334, 16795, 43176, 32816, 23554, 35263, 22359, 38419, 158215, 26677, 22966, 40377, 42272, 23183, 31903, 44773, 1513, 8961, 40542, 23557, 35219, 18315, 15945, 39912, 29275, 26145, 31499, 46192 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10676, 64151, 64370, 16893, 17448, 9603, 14414, 8329, 9174, 10736, 4683, 23026, 6764, 9736, 39900, 8053, 13040, 9027, 15949, 4761, 6934, 6407, 16748, 13131, 8823, 13441, 7456, 14285, 66564, 9280, 7823, 15812, 16061, 7842, 13899, 19371, 631, 3295, 15962, 8663, 12679, 6957, 6149, 15477, 11566, 9518, 13209, 19901 ], "xaxis": "x", "y": [ 2815, 13964, 11584, 6582, 4286, 2761, 3685, 2063, 2542, 3041, 1182, 5515, 1915, 3212, 11343, 2338, 3075, 2570, 4229, 1163, 1775, 2068, 4551, 2990, 2369, 3591, 2733, 4144, 12308, 2897, 2489, 4030, 4689, 2456, 2738, 3655, 250, 1200, 4390, 2800, 2575, 1895, 1580, 4141, 2880, 3120, 2925, 4763 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28134, 3520, 15959, 42802, 91749, 26491, 29472, 997, 54432, 4731, 32016, 1133, 25958 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11204, 1804, 6773, 18892, 43927, 10700, 11693, 521, 22969, 1956, 12781, 524, 10756 ], "xaxis": "x", "y": [ 2857, 385, 1403, 3923, 7384, 2614, 3194, 88, 5410, 448, 3180, 123, 2422 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18356, 20606, 70591, 39294, 16031, 65480, 95031, 119263, 34352, 71781, 17799, 40125, 23690, 20451, 42024, 28983, 118563, 26154, 73793, 21909, 32451, 17054, 11122, 24561, 21309, 31224, 39882, 45106, 596407, 75487, 23902, 73394, 22712, 26217, 25557, 97858, 14243, 115792, 8509, 45209 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7484, 8241, 28487, 15312, 6824, 28937, 42701, 52460, 15126, 30131, 6566, 16212, 9097, 8390, 16169, 11419, 50671, 11058, 34796, 9129, 13859, 6426, 4228, 10457, 8698, 12853, 15023, 19462, 285982, 35171, 9793, 34259, 9809, 10296, 11631, 38118, 6053, 48717, 3089, 19261 ], "xaxis": "x", "y": [ 2024, 2042, 7213, 4660, 1569, 6219, 7287, 11437, 3596, 7434, 1986, 3742, 2631, 1777, 4280, 2975, 8656, 2952, 5910, 2343, 2865, 2223, 1263, 1995, 2499, 3113, 5049, 3860, 51438, 7017, 2283, 6175, 2389, 2574, 2135, 10101, 1246, 11333, 806, 4211 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72293, 20503, 26459, 95620, 26103, 153679, 24267, 57855, 36172, 34941, 48980, 22487, 31373, 17079, 17028, 37206, 36362, 15709, 42833, 20508, 33549, 23493, 21877, 111900 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 30511, 8094, 9486, 40351, 9388, 65270, 9403, 20943, 13714, 13791, 18988, 8471, 12897, 6586, 6141, 13736, 12720, 5072, 17715, 6667, 12054, 8522, 7802, 48205 ], "xaxis": "x", "y": [ 6720, 2206, 3003, 9048, 3051, 13433, 2404, 6398, 3309, 3588, 5122, 2100, 2977, 1731, 1652, 3927, 4279, 2137, 4376, 2688, 3479, 2483, 2910, 10252 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 175007, 38010, 70860, 45600, 17262, 19120 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 67873, 13787, 28864, 17621, 5053, 6643 ], "xaxis": "x", "y": [ 21279, 4308, 7011, 5116, 2876, 2750 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9513, 16261, 6581, 18100, 66298, 29216, 28925, 19135, 9412, 29520, 168054, 20039, 32003, 25533, 26658, 18295, 208455, 39860, 20856, 37846, 27882, 25196, 22392, 29537, 15207, 85829, 133978, 43051, 15072, 21642, 22918, 36785, 23182, 17904, 25917, 52921, 76300, 12301, 77734, 22527, 27902, 18113, 15136, 23435, 199068, 31057, 42763, 25239, 16477, 45708, 21217, 20554 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3573, 6102, 2403, 6847, 27984, 10555, 11275, 7082, 3224, 11732, 73732, 8203, 12048, 9876, 10398, 6749, 93752, 15611, 8455, 15970, 10192, 9524, 8712, 11694, 5839, 35872, 57634, 16413, 5601, 8200, 8992, 14863, 9098, 6299, 10025, 22032, 30912, 4504, 32351, 9038, 10488, 6712, 6186, 9513, 83628, 13265, 17596, 10204, 6860, 18647, 8668, 7896 ], "xaxis": "x", "y": [ 974, 1669, 462, 1924, 6028, 3278, 3209, 2013, 1143, 2660, 15107, 1864, 3224, 2562, 2571, 1868, 16728, 3808, 1867, 3648, 2827, 2549, 2124, 2682, 1506, 8647, 12002, 4427, 1650, 2150, 2125, 3446, 2327, 1900, 2574, 5086, 7369, 1108, 7318, 1843, 2913, 1904, 1626, 2100, 17291, 2707, 4047, 2569, 1641, 4239, 1783, 2015 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 134906, 24416, 42195, 14137, 19487, 8785, 43529, 33608, 28977, 13968, 13438, 61449, 9947, 4305, 17966, 34438, 45087, 61381, 23580, 48118, 11237, 60408 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 55860, 10389, 18246, 5691, 6809, 3466, 15957, 13097, 11324, 4952, 5083, 25761, 3891, 1492, 7015, 12805, 19053, 23635, 9012, 18827, 4107, 25676 ], "xaxis": "x", "y": [ 14935, 2212, 4512, 1448, 2156, 945, 5129, 3728, 2888, 1670, 1660, 5430, 1148, 375, 2068, 3575, 4341, 7185, 2501, 5180, 1268, 5266 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13401, 13576, 29777, 32322, 16823, 15044, 92542, 28722, 49563, 39477, 121456, 19857, 8010, 16265, 10331, 45348, 11430, 97055, 10229, 17561, 92263, 39114, 12953, 48707 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5413, 5237, 13672, 13158, 6282, 6273, 44813, 11034, 23005, 17451, 55311, 8165, 3263, 6167, 4316, 20684, 4811, 42722, 4657, 7524, 40565, 15201, 5370, 20192 ], "xaxis": "x", "y": [ 1298, 1377, 2501, 2655, 1569, 1260, 6766, 3042, 3123, 3164, 8615, 1802, 752, 1666, 864, 4183, 926, 8301, 617, 1339, 7930, 4115, 1195, 4546 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22397, 36783, 27883, 11609, 7195, 21019, 34491, 24605, 55361, 24676, 22039, 45372 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8949, 15886, 12254, 4453, 3850, 8147, 15007, 13606, 25027, 9604, 9863, 21101 ], "xaxis": "x", "y": [ 2462, 3575, 2394, 1211, 571, 2421, 3227, 1955, 4895, 2908, 2263, 3924 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2005
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13449, 33804, 28250 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5523, 14211, 12248 ], "xaxis": "x", "y": [ 1278, 3248, 2556 ], "yaxis": "y" } ], "name": "2005" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25507, 63383, 26303, 36135, 108589, 54150, 30539, 33282, 31573, 31977, 19256, 23787 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10471, 27270, 10860, 14557, 45988, 22057, 13220, 13137, 13121, 13032, 7745, 9271 ], "xaxis": "x", "y": [ 2379, 6628, 2527, 3556, 10530, 5324, 3174, 3332, 3046, 3206, 1730, 2416 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 24145, 94455, 78774, 743079, 31505, 36546, 9114, 16974, 35020, 23834, 18539, 28459, 17715, 147015, 135136, 37423, 25650, 22123, 58957, 83652, 67846, 42091, 10301, 8096, 9200, 11268, 13142, 77922, 18749, 21400, 13708, 11915, 26844, 67678, 17267, 17533, 23435, 15796, 140270, 16651 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9211, 42362, 36536, 381832, 13744, 16525, 3946, 6895, 14291, 10039, 7036, 11231, 7842, 67323, 54256, 15438, 10998, 9142, 26550, 37964, 29208, 17541, 4233, 3345, 3727, 4248, 5655, 32445, 8023, 8348, 5842, 4732, 11287, 29260, 7061, 8223, 9504, 6299, 60081, 8204 ], "xaxis": "x", "y": [ 2448, 8197, 6183, 56437, 2775, 3292, 1022, 2910, 3549, 2359, 1963, 2962, 1544, 11665, 14686, 3674, 2389, 2303, 5084, 7351, 6829, 3696, 1143, 815, 1073, 1273, 1597, 7546, 1825, 2328, 1420, 1419, 2921, 6638, 1641, 1199, 2423, 1679, 13637, 1143 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27476, 156051, 142195, 50448, 45294, 25078, 37700, 21385, 25584, 27157, 11539, 56755, 18022, 25577, 107048, 22086, 32978, 26251, 41388, 11702, 18330, 16827, 43719, 32861, 23565, 35190, 22378, 38695, 159522, 26583, 22880, 40214, 42737, 23173, 31603, 44189, 1502, 8933, 40966, 23522, 35315, 18376, 15730, 39509, 29137, 26191, 31680, 46642 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10726, 64377, 64995, 17114, 17485, 9676, 14414, 8334, 9206, 10821, 4836, 23172, 6782, 9780, 39984, 8173, 13050, 9052, 16247, 4758, 6973, 6433, 17004, 13316, 8854, 13634, 7473, 14485, 67990, 9499, 7868, 15883, 16248, 7899, 13971, 19399, 631, 3339, 16391, 8674, 12724, 7041, 6151, 15505, 11681, 9580, 13330, 20073 ], "xaxis": "x", "y": [ 2831, 13940, 11719, 6577, 4227, 2710, 3671, 2041, 2546, 3048, 1166, 5449, 1942, 3123, 11295, 2403, 3058, 2551, 4354, 1157, 1780, 1983, 4717, 3075, 2431, 3543, 2750, 4206, 12314, 2914, 2393, 4043, 4850, 2437, 2750, 3689, 253, 1196, 4414, 2735, 2554, 1926, 1452, 4101, 2898, 2851, 2906, 4762 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28223, 3475, 15642, 42757, 91817, 26125, 29565, 986, 54859, 4729, 32142, 1127, 25507 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11268, 1816, 6779, 18988, 44322, 10745, 11770, 522, 23303, 1967, 12898, 524, 10783 ], "xaxis": "x", "y": [ 2886, 375, 1391, 3973, 7340, 2624, 3201, 82, 5477, 432, 3215, 113, 2375 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18426, 21059, 70955, 41249, 15990, 65602, 95090, 118821, 34250, 71386, 17775, 40004, 24458, 20317, 60932, 28783, 118069, 25990, 73111, 21877, 31956, 17435, 11122, 24673, 21891, 31553, 41695, 44757, 588697, 75389, 23801, 34683, 72553, 22887, 26062, 25622, 98328, 14224, 116979, 8501, 44588 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7578, 8462, 28918, 16062, 6858, 29054, 42971, 52676, 15291, 30076, 6618, 16410, 9536, 8445, 23072, 11438, 50772, 10999, 35196, 9247, 13859, 6590, 4237, 10654, 8815, 13029, 15629, 19547, 287262, 35271, 9755, 13622, 34340, 9974, 10292, 11774, 38647, 6061, 49788, 3116, 19445 ], "xaxis": "x", "y": [ 2037, 1962, 7197, 4947, 1529, 6133, 7112, 11363, 3581, 7404, 1970, 3626, 2686, 1793, 6198, 2970, 8636, 2905, 5821, 2343, 2805, 2220, 1227, 2012, 2486, 3088, 5195, 3777, 50604, 6934, 2286, 3740, 6075, 2381, 2528, 2156, 10091, 1251, 11180, 793, 4112 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72048, 20547, 26439, 96540, 26092, 154377, 24344, 57909, 36152, 35041, 49295, 22489, 31297, 17247, 17303, 37259, 36417, 15783, 43122, 20601, 33438, 23540, 21872, 113078 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 30719, 8130, 9546, 40786, 9417, 66123, 9451, 21060, 13787, 13860, 19121, 8507, 13034, 6685, 6164, 13815, 12817, 5125, 17837, 6723, 12092, 8551, 7846, 49090 ], "xaxis": "x", "y": [ 6727, 2170, 3079, 9141, 3078, 13387, 2417, 6447, 3356, 3640, 5308, 2093, 3045, 1771, 1657, 3889, 4272, 2154, 4390, 2716, 3514, 2451, 2953, 10449 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 178466, 38125, 71447, 45739, 17458, 19421 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 69030, 13922, 29096, 17700, 5067, 6800 ], "xaxis": "x", "y": [ 21357, 4290, 7244, 5216, 2852, 2745 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9491, 16299, 6648, 18060, 65767, 29544, 29026, 19130, 9407, 29676, 169709, 20133, 31853, 25558, 26649, 18183, 209172, 40322, 20855, 37738, 27913, 25266, 22146, 29482, 15150, 85682, 134717, 43103, 15069, 21771, 22807, 36676, 22873, 17812, 25908, 52853, 76416, 12314, 77703, 22412, 28013, 18118, 15297, 23356, 200380, 30924, 43716, 25235, 16487, 45762, 21141, 20797 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3599, 6208, 2413, 6873, 28107, 10683, 11418, 7134, 3263, 11940, 73956, 8217, 12095, 9949, 10453, 6763, 94308, 16068, 8480, 16056, 10192, 9597, 8774, 11667, 5866, 36118, 58334, 16538, 5651, 8241, 8983, 14970, 9094, 6341, 10040, 22224, 31173, 4537, 32381, 9060, 10518, 6767, 6197, 9536, 84986, 13325, 17808, 10178, 6878, 18620, 8666, 7912 ], "xaxis": "x", "y": [ 947, 1655, 448, 1889, 5937, 3305, 3187, 2039, 1159, 2700, 15078, 1788, 3128, 2603, 2567, 1803, 16692, 3768, 1852, 3644, 2747, 2514, 2132, 2654, 1477, 8798, 12115, 4419, 1620, 2129, 2105, 3487, 2270, 1877, 2545, 5049, 7329, 1080, 7205, 1808, 2933, 1874, 1627, 2085, 17243, 2636, 3948, 2581, 1664, 4167, 1829, 1988 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 136999, 24513, 42037, 14234, 19468, 8859, 44499, 33976, 28889, 13908, 13506, 61605, 9941, 4346, 18364, 34353, 45217, 48957, 61669, 23464, 47912, 11211, 60369 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 57177, 10500, 18246, 5741, 6826, 3498, 16603, 13392, 11326, 4967, 5168, 26155, 3894, 1510, 7145, 12825, 19247, 19758, 23909, 9016, 18883, 4115, 25743 ], "xaxis": "x", "y": [ 15184, 2210, 4561, 1463, 2124, 958, 5190, 3784, 2878, 1663, 1665, 5437, 1158, 384, 1997, 3502, 4357, 4749, 7244, 2490, 5240, 1300, 5335 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13521, 13612, 29623, 32295, 16742, 14954, 91499, 28750, 49323, 39189, 120175, 19762, 8016, 16446, 10288, 45457, 11317, 96648, 10068, 17280, 92052, 39043, 12959, 48575 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5495, 5248, 13817, 13271, 6348, 6281, 44837, 11078, 23055, 17553, 55569, 8203, 3270, 6167, 4392, 20968, 4838, 43252, 4661, 7543, 40633, 15294, 5413, 20322 ], "xaxis": "x", "y": [ 1309, 1338, 2491, 2647, 1581, 1170, 6644, 3018, 3080, 3095, 8451, 1734, 750, 1669, 879, 4149, 897, 8083, 586, 1308, 7830, 4137, 1140, 4460 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22415, 36690, 27893, 11755, 7200, 21142, 34435, 24357, 55414, 24892, 21946, 45073 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8999, 15982, 12435, 4547, 3886, 8224, 15052, 13661, 25204, 9710, 9915, 21332 ], "xaxis": "x", "y": [ 2423, 3573, 2401, 1284, 570, 2392, 3164, 1928, 4810, 2948, 2249, 3845 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2006
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13395, 34146, 28185 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5517, 14544, 12229 ], "xaxis": "x", "y": [ 1312, 3246, 2540 ], "yaxis": "y" } ], "name": "2006" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25563, 64391, 26297, 36040, 108832, 54383, 31087, 33545, 31439, 31731, 19287, 23602 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10508, 27850, 10906, 14696, 46204, 22336, 13511, 13413, 13091, 13029, 7768, 9287 ], "xaxis": "x", "y": [ 2405, 6769, 2447, 3561, 10560, 5395, 3302, 3371, 3038, 3190, 1744, 2441 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 25019, 94174, 78945, 742884, 31332, 36835, 9112, 17028, 34863, 23888, 18596, 28494, 17826, 146960, 138255, 38006, 25575, 21979, 58227, 83669, 68174, 41927, 21214, 10264, 26569, 9248, 11212, 13038, 77955, 19083, 21345, 13618, 12061, 26977, 67635, 17183, 17556, 23571, 15856, 141402, 16599 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9833, 42509, 36653, 383078, 13941, 16594, 3969, 6906, 14323, 10129, 7161, 11262, 7904, 67485, 55344, 15693, 11091, 9160, 26578, 38429, 29525, 17650, 8071, 4252, 10505, 3749, 4272, 5631, 32700, 8143, 8341, 5905, 4830, 11455, 29268, 7069, 8229, 9655, 6360, 61071, 8207 ], "xaxis": "x", "y": [ 2542, 8127, 6177, 56928, 2688, 3373, 1071, 2943, 3535, 2333, 1939, 3043, 1549, 11835, 15090, 3611, 2359, 2292, 5007, 7461, 6877, 3662, 2454, 1125, 2789, 1065, 1277, 1580, 7525, 1783, 2282, 1379, 1447, 2934, 6567, 1585, 1179, 2441, 1695, 13818, 1128 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27570, 155564, 142569, 50953, 45213, 25231, 37788, 21229, 25647, 27178, 11593, 56238, 18114, 25605, 107500, 22216, 32989, 26305, 42079, 11630, 18013, 16673, 44344, 32832, 23514, 35054, 22309, 38879, 160907, 26583, 22800, 29853, 40068, 43161, 23041, 31640, 43950, 1527, 8926, 41191, 23510, 35680, 18261, 15599, 39479, 29249, 26194, 31884, 46635 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10889, 64673, 65441, 17607, 17735, 9851, 14655, 8360, 9241, 10914, 4827, 23215, 6892, 9855, 40291, 8243, 13084, 9128, 16578, 4754, 7002, 6448, 17409, 13365, 8928, 13700, 7553, 14619, 68943, 9511, 7926, 11366, 15881, 16518, 8007, 14027, 19506, 631, 3371, 16548, 8794, 12707, 7057, 6152, 15626, 11848, 9674, 13428, 20208 ], "xaxis": "x", "y": [ 2795, 13897, 11872, 6580, 4255, 2694, 3692, 2068, 2527, 3072, 1129, 5469, 1991, 3067, 11262, 2391, 3074, 2498, 4316, 1166, 1780, 1939, 4818, 3117, 2417, 3582, 2733, 4287, 12219, 2872, 2397, 3266, 4043, 5021, 2544, 2726, 3698, 250, 1169, 4450, 2746, 2580, 1900, 1428, 4111, 2941, 2884, 2892, 4847 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28143, 3460, 15465, 42776, 92342, 26224, 29583, 946, 54956, 4707, 32322, 1137, 25500 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11303, 1562, 6836, 19084, 44865, 10828, 11945, 522, 23412, 2013, 12950, 524, 10842 ], "xaxis": "x", "y": [ 2929, 385, 1411, 4083, 7381, 2571, 3194, 85, 5437, 430, 3190, 116, 2426 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18666, 21523, 71100, 43044, 15918, 65374, 95379, 118541, 34288, 70953, 17693, 39633, 24825, 20295, 61111, 28719, 47927, 117485, 26077, 72824, 21975, 31567, 17536, 26987, 24700, 22022, 31403, 42769, 44679, 584058, 75162, 23774, 35008, 71461, 22785, 25896, 25608, 98869, 14128, 118024, 8400, 44400 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7516, 8563, 29396, 16807, 6858, 29075, 43498, 52664, 15392, 30009, 6650, 16413, 9664, 8510, 23370, 11477, 18140, 50988, 11107, 35347, 9262, 13954, 6605, 9956, 10682, 8956, 13092, 16155, 19717, 288349, 35655, 9790, 13773, 34256, 9992, 10292, 11862, 38984, 6058, 50802, 3101, 19599 ], "xaxis": "x", "y": [ 2043, 2204, 7221, 5275, 1532, 6023, 6924, 11212, 3610, 7391, 1984, 3598, 2660, 1775, 6176, 2959, 5937, 8589, 2906, 5787, 2374, 2738, 2250, 2645, 2066, 2484, 3095, 5301, 3716, 50193, 6871, 2290, 3801, 5990, 2358, 2469, 2139, 10039, 1232, 11167, 768, 4081 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72096, 20521, 26541, 96617, 26061, 154476, 24348, 58105, 36046, 35137, 49359, 22485, 31416, 17327, 17311, 37311, 36584, 15899, 43127, 20724, 33461, 23439, 21919, 114635 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 30838, 8144, 9663, 41043, 9448, 66281, 9525, 21192, 13863, 13916, 19428, 8505, 13214, 6724, 6301, 13978, 12959, 5252, 17965, 6855, 12186, 8581, 7830, 49879 ], "xaxis": "x", "y": [ 6832, 2156, 3071, 9371, 3084, 13491, 2403, 6482, 3453, 3647, 5397, 2141, 3084, 1769, 1675, 3843, 4283, 2187, 4457, 2754, 3577, 2482, 2912, 10719 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 180924, 38182, 72252, 45777, 17585, 19704 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 70181, 14114, 29472, 17817, 5124, 6911 ], "xaxis": "x", "y": [ 21553, 4283, 7379, 5210, 2885, 2779 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9461, 16374, 6674, 18094, 65440, 29644, 29006, 19058, 9503, 30001, 170349, 20281, 31841, 25475, 26575, 18041, 209699, 40591, 20724, 37823, 27890, 25376, 22084, 29331, 15153, 86061, 135648, 42883, 15107, 21748, 22870, 36645, 22692, 17852, 25743, 53295, 76652, 12367, 77450, 22408, 27921, 18134, 15306, 23301, 201259, 30908, 43284, 25239, 16521, 45667, 21497, 20849 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3644, 6327, 2463, 6880, 28151, 10824, 11420, 7369, 3326, 12163, 74517, 8245, 12131, 9985, 10514, 6803, 95094, 16254, 8557, 16296, 10421, 9679, 8892, 11846, 5971, 36760, 59066, 16657, 5748, 8278, 9110, 15122, 9095, 6452, 10136, 22515, 31392, 4574, 32446, 9187, 10572, 6828, 6218, 9568, 85827, 13455, 17850, 10232, 6933, 18785, 8802, 7943 ], "xaxis": "x", "y": [ 922, 1660, 447, 1883, 5907, 3320, 3239, 2038, 1163, 2730, 15082, 1761, 3044, 2602, 2539, 1720, 16833, 3774, 1835, 3645, 2746, 2542, 2120, 2678, 1482, 8914, 12187, 4329, 1604, 2159, 2126, 3496, 2235, 1890, 2522, 5060, 7440, 1064, 7094, 1799, 2952, 1828, 1634, 2044, 17326, 2630, 3928, 2694, 1674, 4169, 1873, 1891 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 139054, 24375, 42016, 14160, 19475, 8891, 45568, 33994, 28610, 13999, 13474, 61365, 9953, 4463, 18644, 34565, 45360, 48846, 61706, 23366, 48016, 11403, 60326 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 57910, 10516, 18246, 5775, 6953, 3517, 16949, 13430, 11309, 5026, 5168, 26075, 3897, 1562, 7253, 13052, 19314, 19758, 24063, 9079, 18949, 4205, 25767 ], "xaxis": "x", "y": [ 15444, 2220, 4504, 1452, 2134, 954, 5278, 3865, 2852, 1678, 1661, 5490, 1117, 425, 2043, 3479, 4404, 4810, 7162, 2485, 5367, 1316, 5363 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13646, 13561, 29590, 32345, 16863, 14841, 90537, 28852, 48769, 38866, 36818, 24497, 119038, 19739, 8029, 16539, 21320, 54248, 11319, 96245, 9959, 17186, 92091, 39069, 12848, 48484 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5522, 5316, 13895, 13333, 6487, 6294, 45007, 11233, 23285, 17796, 14376, 9890, 56209, 8252, 3270, 6211, 8848, 24754, 4883, 43407, 4579, 7640, 41026, 15569, 5434, 20471 ], "xaxis": "x", "y": [ 1321, 1287, 2501, 2580, 1585, 1109, 6481, 2983, 3042, 3058, 3390, 1994, 8312, 1696, 756, 1620, 1783, 4655, 873, 7913, 573, 1267, 7780, 4091, 1083, 4321 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22387, 36600, 28013, 12001, 7267, 21109, 34132, 24325, 55268, 25155, 21950, 45023 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9097, 16173, 12520, 4654, 3920, 8313, 15140, 13747, 25342, 9817, 9987, 21252 ], "xaxis": "x", "y": [ 2389, 3508, 2412, 1277, 579, 2410, 3172, 1851, 4769, 2919, 2239, 3841 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2007
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13304, 34123, 28117 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5506, 14583, 12239 ], "xaxis": "x", "y": [ 1310, 3281, 2530 ], "yaxis": "y" } ], "name": "2007" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25598, 65487, 26201, 35993, 109151, 54468, 31536, 33587, 31253, 31974, 19333, 23554 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10636, 28565, 10891, 14740, 46570, 22583, 13683, 13521, 13171, 13285, 7832, 9389 ], "xaxis": "x", "y": [ 2390, 6539, 2397, 3573, 10524, 5463, 3393, 3328, 2987, 3190, 1780, 2412 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 26386, 93876, 78980, 747093, 31220, 37347, 9036, 16873, 34705, 24046, 18818, 28448, 17804, 147640, 140648, 38381, 25626, 22024, 57795, 83815, 68696, 41880, 21495, 10173, 26682, 9205, 11244, 13046, 78434, 19064, 21372, 13547, 12205, 27501, 67556, 17026, 17575, 23432, 15901, 142863, 16665 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10436, 42648, 36328, 387531, 13983, 16691, 3973, 6908, 14400, 10127, 7345, 11285, 7959, 69402, 56394, 16170, 11176, 9303, 26603, 38768, 30005, 17992, 8211, 4259, 10699, 3749, 4306, 5679, 33459, 8284, 8481, 5958, 4945, 11724, 29325, 7072, 8182, 9666, 6455, 61788, 8384 ], "xaxis": "x", "y": [ 2771, 8133, 6187, 57696, 2693, 3489, 1094, 2946, 3469, 2253, 1994, 3053, 1547, 11880, 15366, 3628, 2352, 2313, 4914, 7605, 6939, 3700, 2504, 1098, 2807, 1053, 1263, 1596, 7432, 1753, 2243, 1372, 1423, 2960, 6364, 1586, 1216, 2426, 1663, 14042, 1120 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27568, 155108, 143582, 51486, 45150, 25321, 37833, 21200, 25727, 27298, 11567, 56253, 18082, 25560, 107686, 22231, 32970, 26270, 42333, 11657, 18212, 16628, 44617, 33045, 23631, 34995, 22424, 38982, 161251, 26567, 22771, 29873, 39905, 44226, 23183, 31719, 43763, 1511, 9037, 41132, 23660, 36215, 18320, 15478, 39660, 29182, 26185, 31816, 46762 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11059, 64891, 66264, 18068, 17832, 10007, 14738, 8529, 9388, 10997, 4887, 23892, 6881, 10000, 41159, 8317, 13175, 9297, 16713, 4746, 7290, 6520, 17738, 13552, 8941, 13980, 7589, 14845, 69422, 9713, 8043, 11504, 15935, 17345, 8125, 14115, 19540, 631, 3463, 16650, 8874, 12977, 7098, 6166, 15790, 12016, 9859, 13508, 20459 ], "xaxis": "x", "y": [ 2782, 14374, 12122, 6588, 4282, 2647, 3688, 2048, 2564, 3096, 1087, 5477, 1982, 2996, 11260, 2405, 3093, 2449, 4480, 1184, 1795, 1894, 4841, 3142, 2450, 3561, 2772, 4316, 12144, 2851, 2417, 3252, 3982, 5100, 2557, 2673, 3658, 243, 1166, 4405, 2417, 2617, 1867, 1402, 4137, 2937, 2861, 2892, 4900 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28088, 3456, 15567, 43027, 92864, 26398, 29703, 951, 54962, 4705, 32243, 1124, 25674 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11425, 1554, 6926, 19214, 45661, 10855, 12004, 529, 23535, 2054, 13044, 553, 10976 ], "xaxis": "x", "y": [ 2938, 363, 1428, 4095, 7465, 2526, 3200, 93, 5408, 418, 3228, 112, 2432 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18718, 22453, 71658, 44962, 15762, 65022, 96168, 118182, 34472, 70857, 17604, 39620, 24854, 20348, 61180, 28807, 49411, 116878, 26376, 72862, 22131, 31394, 17451, 26777, 24906, 22367, 31573, 43762, 44689, 582951, 74947, 23765, 35308, 70860, 22861, 25638, 25763, 99299, 14084, 119504, 8303, 44472 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7644, 9033, 29726, 17637, 6858, 29186, 43836, 52804, 15453, 30309, 6652, 16564, 9575, 8632, 23684, 11843, 18886, 50994, 11261, 35326, 9353, 14235, 6641, 9994, 10821, 9104, 13405, 16443, 19860, 288677, 35449, 9799, 14009, 34462, 10068, 10292, 11967, 39384, 6058, 51796, 3127, 19740 ], "xaxis": "x", "y": [ 2070, 2283, 7180, 5500, 1479, 5961, 6881, 11160, 3680, 7384, 1928, 3551, 2716, 1809, 6178, 2934, 6149, 8521, 2899, 5782, 2389, 2751, 2278, 2581, 2129, 2476, 3114, 5462, 3664, 50092, 6852, 2266, 3813, 5847, 2353, 2398, 2138, 9978, 1236, 11337, 761, 4056 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72287, 20764, 26735, 97342, 26116, 154753, 24378, 58207, 36059, 35181, 49385, 22492, 31584, 17334, 17419, 37030, 36667, 15973, 43282, 20797, 33461, 23365, 21930, 116365 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 31219, 8371, 9804, 41620, 9734, 66882, 9671, 21587, 13874, 14082, 20043, 8522, 13349, 6795, 6414, 14089, 13159, 5283, 18200, 7164, 12489, 8729, 7953, 50541 ], "xaxis": "x", "y": [ 6880, 2171, 3103, 9504, 3081, 13484, 2420, 6554, 3540, 3623, 5507, 2122, 3109, 1770, 1654, 3860, 4280, 2177, 4468, 2767, 3628, 2494, 2902, 10887 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 183270, 38528, 73063, 45716, 17825, 20286 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 71029, 14371, 30010, 17971, 5166, 7324 ], "xaxis": "x", "y": [ 21554, 4261, 7475, 5176, 2836, 2787 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9455, 16392, 6664, 18099, 65242, 29663, 29089, 19114, 9646, 30241, 170960, 20263, 31643, 25442, 26623, 18072, 210333, 40435, 20742, 37982, 28103, 25644, 22319, 29488, 15133, 86767, 136481, 42942, 15107, 21783, 22885, 36724, 22598, 17855, 25743, 53785, 76732, 12384, 77277, 22473, 28100, 18211, 15448, 23211, 202091, 30867, 43056, 25337, 16695, 45641, 21637, 20947 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3705, 6408, 2476, 6929, 28413, 10926, 11567, 7379, 3376, 12278, 75323, 8274, 12375, 10028, 10633, 6828, 95530, 16538, 8706, 16373, 10669, 10062, 9106, 12093, 6002, 37346, 60332, 16925, 5862, 8435, 9102, 15316, 9155, 6518, 10295, 23026, 31780, 4612, 32755, 9227, 10938, 6904, 6295, 9622, 86976, 13602, 17888, 10198, 7038, 19009, 8947, 8099 ], "xaxis": "x", "y": [ 891, 1620, 431, 1818, 5871, 3306, 3251, 1976, 1161, 2779, 15301, 1738, 2977, 2579, 2448, 1674, 16892, 3808, 1876, 3668, 2691, 2549, 2132, 2638, 1470, 9080, 12191, 4236, 1610, 2130, 2090, 3517, 2186, 1874, 2516, 5044, 7384, 1043, 7006, 1789, 2969, 1786, 1647, 2014, 17410, 2570, 3930, 2472, 1635, 4126, 1875, 1837 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 141211, 24406, 41998, 14258, 19611, 8964, 46475, 34059, 28540, 14047, 13493, 61087, 9917, 4482, 18779, 34569, 45560, 48979, 61769, 23306, 48383, 11592, 60488 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 58618, 10514, 18246, 5817, 7026, 3552, 17438, 13668, 11472, 5117, 5181, 26181, 3962, 1585, 7369, 13157, 19410, 19896, 24254, 9083, 19275, 4379, 26159 ], "xaxis": "x", "y": [ 15789, 2223, 4519, 1478, 2134, 959, 5412, 3873, 2892, 1703, 1654, 5504, 1105, 424, 2070, 3429, 4397, 4886, 7142, 2467, 5422, 1328, 5425 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13643, 13499, 29742, 32172, 16890, 14712, 89671, 28975, 48334, 38748, 36744, 24545, 118004, 19744, 8084, 16665, 21142, 54446, 11206, 95691, 9838, 17099, 91872, 39100, 12757, 48305 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5738, 5335, 14102, 13540, 6542, 6331, 45020, 11365, 23380, 17644, 14615, 9983, 56472, 8454, 3337, 6299, 8882, 25152, 4936, 44336, 4631, 7691, 41297, 15583, 5466, 20715 ], "xaxis": "x", "y": [ 1303, 1286, 2441, 2525, 1572, 1052, 6285, 2987, 3041, 3033, 3292, 1977, 8105, 1682, 759, 1575, 1752, 4351, 845, 7777, 559, 1255, 7812, 3982, 1073, 4228 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22531, 36706, 27944, 12047, 7289, 21296, 33994, 24238, 55155, 25264, 21998, 44798 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9241, 16420, 12648, 4717, 3927, 8370, 15455, 13899, 25552, 10017, 10156, 21495 ], "xaxis": "x", "y": [ 2371, 3496, 2385, 1298, 565, 2395, 3126, 1816, 4702, 2829, 2183, 3504 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2008
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13262, 33817, 28058 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5490, 14747, 12366 ], "xaxis": "x", "y": [ 1257, 3149, 2480 ], "yaxis": "y" } ], "name": "2008" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25675, 66369, 26151, 35887, 109441, 54652, 32026, 33560, 31075, 32236, 19302, 23544 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10649, 29223, 10925, 14803, 46629, 22738, 13879, 13637, 13189, 13338, 7847, 9474 ], "xaxis": "x", "y": [ 2394, 6842, 2375, 3548, 10345, 5437, 3462, 3258, 2963, 3318, 1765, 2384 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 28006, 93416, 79768, 755605, 31154, 38284, 8987, 22069, 34739, 24361, 19091, 28483, 18104, 148191, 142042, 38485, 25680, 22216, 57526, 84422, 69358, 42040, 21792, 10139, 27017, 9201, 11289, 13107, 78862, 18759, 21289, 13691, 12434, 27660, 67528, 16954, 17577, 23327, 15900, 144055, 16607 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11278, 42844, 36981, 391181, 14049, 16908, 3974, 9126, 14428, 10126, 7497, 11367, 8081, 69505, 56811, 16415, 11262, 9389, 26746, 38765, 30550, 18194, 8390, 4292, 11039, 3774, 4421, 5716, 33766, 8277, 8515, 6030, 5061, 11916, 29446, 7039, 8260, 9814, 6513, 62445, 8384 ], "xaxis": "x", "y": [ 2971, 8139, 6197, 58458, 2614, 3601, 1112, 3603, 3412, 2176, 1999, 3080, 1544, 12045, 15672, 3546, 2356, 2314, 4817, 7717, 7001, 3716, 2457, 1102, 2846, 1017, 1297, 1582, 7386, 1744, 2145, 1352, 1411, 2922, 6197, 1598, 1274, 2414, 1638, 14133, 1138 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27447, 155332, 145574, 52066, 45142, 25304, 37897, 21159, 25667, 27414, 11503, 56136, 18102, 25510, 107623, 22112, 32954, 26306, 43092, 11708, 18313, 16623, 45084, 33313, 23798, 35103, 22561, 39080, 161817, 26714, 22622, 30012, 40010, 45097, 23458, 31752, 43679, 1515, 9141, 41070, 23706, 36695, 18374, 15277, 39948, 29028, 26218, 31809, 46953 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11130, 65685, 67018, 18224, 17978, 10057, 14863, 8574, 9446, 11200, 4912, 23934, 7010, 10128, 41379, 8326, 13273, 9626, 17300, 4803, 7410, 6581, 17895, 13778, 9018, 14073, 7665, 15063, 69924, 9737, 8083, 11714, 16064, 17520, 8347, 14401, 19678, 632, 3520, 16657, 8944, 13055, 7159, 6221, 16143, 12129, 9890, 13516, 20606 ], "xaxis": "x", "y": [ 2791, 14321, 12267, 6512, 4264, 2583, 3709, 1988, 2518, 3069, 1061, 5431, 1974, 2849, 11154, 2351, 3002, 2318, 4557, 1209, 1776, 1840, 4850, 3139, 2459, 3517, 2763, 4348, 12052, 2836, 2413, 3182, 3914, 5113, 2524, 2700, 3643, 228, 1152, 4362, 2369, 2646, 1801, 1375, 4124, 2909, 2946, 2913, 4860 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28139, 3466, 19367, 15689, 43334, 93498, 26288, 29777, 946, 55201, 4740, 32211, 1146, 25802 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11493, 1563, 7694, 6987, 19443, 46201, 10918, 12004, 529, 23859, 2056, 13141, 553, 11075 ], "xaxis": "x", "y": [ 2945, 367, 1830, 1433, 4080, 7420, 2467, 3212, 83, 5388, 415, 3177, 113, 2406 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 18839, 22974, 72178, 45861, 15597, 65273, 96517, 118408, 34554, 70828, 17538, 39629, 25881, 20487, 25412, 61337, 28907, 51019, 116787, 26470, 72697, 22301, 31389, 17598, 26757, 25335, 22564, 31730, 45900, 44646, 587134, 75326, 23895, 35533, 70433, 22996, 25436, 25909, 99436, 14031, 120881, 8193, 44312 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7692, 9187, 30033, 18029, 6715, 29321, 44160, 53390, 15473, 30507, 6747, 16765, 10287, 8758, 9632, 23829, 11926, 19441, 51352, 11330, 35403, 9486, 13989, 6801, 9992, 10946, 9305, 13565, 17697, 20019, 289405, 35590, 10046, 14153, 34403, 10133, 10320, 11999, 39625, 6091, 52274, 3124, 19792 ], "xaxis": "x", "y": [ 2104, 2394, 7170, 5570, 1475, 5872, 6845, 11019, 3619, 7335, 1908, 3495, 2816, 1809, 2601, 6287, 2909, 6324, 8473, 2828, 5904, 2366, 2705, 2221, 2538, 2141, 2438, 3167, 5602, 3589, 50083, 6981, 2273, 3802, 5663, 2364, 2354, 2100, 9835, 1216, 11345, 735, 4011 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72428, 21106, 27044, 97892, 26066, 156071, 24495, 58650, 35846, 35151, 49860, 22589, 31764, 17482, 17446, 36891, 36787, 16016, 43215, 20992, 33605, 23467, 21944, 117703 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 31479, 8591, 9922, 41506, 9739, 67760, 9675, 22077, 13999, 14305, 20133, 8730, 13444, 6920, 6545, 14153, 13265, 5367, 18110, 7219, 12625, 8799, 7965, 51226 ], "xaxis": "x", "y": [ 6921, 2156, 3121, 9577, 3014, 13493, 2426, 6529, 3582, 3605, 5554, 2147, 3098, 1750, 1700, 3742, 4289, 2168, 4424, 2757, 3658, 2470, 2857, 11127 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 185746, 39206, 73848, 45814, 18062, 20773 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 72373, 14789, 30450, 18203, 5291, 7557 ], "xaxis": "x", "y": [ 21437, 4238, 7609, 5203, 2838, 2758 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9421, 16363, 6682, 18087, 65582, 29615, 29017, 19129, 9692, 30281, 171916, 20272, 31466, 25411, 26624, 18104, 212269, 40997, 20794, 37996, 28508, 25789, 22466, 29271, 15194, 87757, 137775, 43060, 15041, 21717, 22934, 36648, 22437, 17806, 25738, 54198, 77097, 12432, 77482, 22549, 28267, 18229, 15527, 23229, 203464, 30871, 43007, 25288, 16543, 45744, 21700, 21083 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3703, 6457, 2513, 7012, 28766, 10971, 11617, 7566, 3374, 12283, 75885, 8290, 12428, 10226, 10673, 7060, 95251, 17001, 8772, 16486, 10919, 10092, 9170, 12087, 6072, 37693, 61236, 16981, 5878, 8459, 9176, 15350, 9155, 6566, 10440, 23042, 32020, 4691, 33086, 9235, 11048, 6926, 6314, 9665, 88270, 13680, 17956, 10495, 7097, 19079, 8977, 8186 ], "xaxis": "x", "y": [ 876, 1606, 438, 1787, 5836, 3241, 3196, 1965, 1130, 2787, 15382, 1751, 2865, 2495, 2426, 1606, 16943, 3838, 1882, 3657, 2691, 2490, 2141, 2593, 1424, 9104, 12222, 4127, 1552, 2144, 2048, 3459, 2125, 1866, 2474, 4966, 7303, 1042, 6828, 1716, 2952, 1738, 1684, 1987, 17390, 2558, 3876, 2413, 1626, 4147, 1833, 1731 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 143212, 24335, 41984, 14407, 19753, 8880, 47243, 34163, 28583, 14156, 13484, 61007, 9898, 4532, 18833, 34528, 45711, 48893, 62008, 23252, 48885, 11744, 60383 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 59653, 10561, 18246, 5842, 7283, 3552, 17887, 13698, 11660, 5186, 5234, 26156, 3964, 1594, 7387, 13155, 19548, 19903, 24458, 9148, 19537, 4528, 26240 ], "xaxis": "x", "y": [ 15835, 2218, 4507, 1459, 2147, 917, 5587, 3880, 2881, 1688, 1608, 5451, 1067, 428, 2085, 3328, 4364, 4836, 7054, 2433, 5479, 1316, 5523 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13795, 13402, 29532, 32049, 17101, 14585, 89356, 29286, 48076, 38713, 36751, 24473, 118286, 19695, 8040, 16695, 21333, 54731, 11090, 95327, 9825, 17071, 91467, 39224, 12749, 48332 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5825, 5378, 14169, 13539, 6702, 6327, 45077, 11518, 23375, 17692, 14706, 10001, 56425, 8463, 3343, 6536, 8985, 25362, 4938, 44413, 4710, 7777, 41306, 15678, 5465, 20862 ], "xaxis": "x", "y": [ 1287, 1234, 2376, 2447, 1578, 1013, 6224, 2914, 2966, 2948, 3216, 1946, 7891, 1620, 743, 1538, 1752, 4573, 816, 7520, 536, 1225, 7804, 3873, 1044, 4167 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22551, 36754, 27886, 12288, 7327, 21345, 33929, 24156, 55149, 25368, 21960, 44712 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9287, 16551, 12714, 4833, 4019, 8421, 15626, 13903, 25774, 10066, 10204, 21624 ], "xaxis": "x", "y": [ 2342, 3439, 2277, 1332, 558, 2368, 3090, 1766, 4594, 2813, 2101, 3449 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2009
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 13130, 33430, 27995 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5492, 14891, 12496 ], "xaxis": "x", "y": [ 1192, 3097, 2420 ], "yaxis": "y" } ], "name": "2009" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25563, 66857, 26072, 36121, 109491, 54805, 32378, 33560, 30808, 32408, 19342, 23576 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10763, 29622, 11017, 14861, 46797, 22856, 14066, 13799, 13197, 13471, 7877, 9561 ], "xaxis": "x", "y": [ 2351, 6870, 2279, 3535, 10171, 5395, 3496, 3169, 2899, 3300, 1745, 2324 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 29187, 93861, 80695, 767457, 30985, 38883, 8955, 22023, 34652, 24685, 19291, 28506, 18153, 149579, 142788, 38848, 26058, 22451, 57403, 84573, 70252, 41934, 21969, 10233, 27384, 9149, 11386, 13099, 79038, 18736, 21274, 13779, 12664, 28053, 67281, 17057, 17636, 23391, 15862, 145332, 16632 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11741, 43067, 37171, 394196, 14055, 16917, 4008, 9117, 14503, 10425, 7624, 11441, 8137, 70674, 57059, 16844, 11445, 9524, 26930, 38830, 30985, 18198, 8442, 4329, 11189, 3777, 4472, 5727, 33772, 8275, 8597, 6063, 5090, 12046, 29470, 7082, 8300, 9867, 6515, 63700, 8455 ], "xaxis": "x", "y": [ 3115, 8096, 6152, 58773, 2512, 3661, 1086, 3527, 3302, 2170, 1924, 3081, 1530, 12009, 15692, 3509, 2567, 2245, 4752, 7683, 6958, 3697, 2424, 1097, 2833, 997, 1286, 1553, 7232, 1727, 2125, 1310, 1383, 2805, 5897, 1584, 1283, 2350, 1568, 14122, 1104 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27500, 155726, 147018, 52490, 44978, 25481, 37751, 21139, 25887, 27501, 11600, 56108, 18084, 25593, 107756, 22176, 32881, 26264, 44010, 11792, 18313, 16632, 45445, 33395, 23756, 35179, 22553, 39538, 162963, 26728, 22750, 30026, 39897, 45577, 23592, 31656, 43724, 1495, 9316, 41192, 23772, 37359, 18413, 15237, 40148, 29051, 26428, 31907, 46870 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11218, 65956, 68096, 18509, 18011, 10227, 14946, 8584, 9659, 11343, 5072, 24125, 6986, 10377, 41648, 8332, 13335, 9748, 17868, 4811, 7410, 6652, 18336, 13905, 9099, 14200, 7757, 15340, 70402, 9819, 8264, 11795, 16264, 17855, 8600, 14556, 19928, 632, 3609, 16857, 9115, 13272, 7209, 6362, 16346, 12248, 10115, 13760, 20705 ], "xaxis": "x", "y": [ 2753, 14209, 12300, 6521, 4265, 2555, 3633, 1987, 2510, 3010, 1015, 5384, 1916, 2750, 11121, 2305, 2953, 2293, 4595, 1185, 1762, 1750, 4773, 3129, 2415, 3422, 2741, 4304, 11892, 2754, 2435, 3088, 3787, 5086, 2452, 2683, 3630, 242, 1155, 4246, 2327, 2615, 1702, 1386, 4099, 2887, 2903, 2916, 4828 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28088, 3501, 19283, 15809, 43418, 94073, 26235, 30039, 942, 55271, 4733, 32237, 1160, 25829 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11537, 1568, 7701, 7033, 19623, 46391, 10938, 12084, 529, 23988, 2056, 13189, 553, 11140 ], "xaxis": "x", "y": [ 2939, 356, 1796, 1417, 4071, 7453, 2401, 3137, 93, 5330, 401, 3162, 122, 2388 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19014, 24191, 72534, 46449, 15759, 65345, 96760, 118480, 34663, 71122, 17497, 39756, 26897, 20484, 25642, 61828, 28812, 52565, 117123, 26426, 72160, 22335, 31591, 17890, 26929, 25407, 22597, 31853, 48013, 44746, 593049, 75565, 24051, 35759, 70533, 23462, 25400, 25816, 99717, 14057, 121532, 8118, 40410, 44404 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7745, 9777, 30280, 18286, 7010, 29849, 44457, 53349, 15474, 30781, 6738, 16968, 10709, 8885, 9901, 24028, 11939, 20369, 51931, 11457, 35537, 9649, 14235, 7014, 10105, 10988, 9352, 13697, 18463, 20333, 290027, 35558, 10188, 14388, 34271, 10473, 10315, 12057, 39943, 6278, 52681, 3156, 15596, 20171 ], "xaxis": "x", "y": [ 2067, 2459, 7128, 5596, 1447, 5817, 6757, 10821, 3634, 7169, 1908, 3429, 2870, 1810, 2588, 6283, 2881, 6954, 8513, 2788, 5903, 2335, 2748, 2202, 2520, 2151, 2437, 3125, 5696, 3546, 49455, 6976, 2249, 3748, 5660, 2358, 2261, 2075, 9784, 1188, 11115, 727, 4090, 4021 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72602, 21330, 27259, 98523, 26058, 157052, 24486, 59014, 35791, 35468, 50051, 22647, 31974, 17540, 17404, 36796, 37080, 16153, 43208, 21145, 33580, 23447, 21935, 119030 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 31514, 8671, 10053, 41796, 9767, 68124, 9719, 22407, 14021, 14758, 20160, 8743, 13579, 6970, 6631, 14172, 13502, 5398, 18243, 7382, 12642, 8867, 7970, 51912 ], "xaxis": "x", "y": [ 6892, 2143, 3070, 9451, 2972, 13353, 2398, 6428, 3603, 3545, 5562, 2095, 3133, 1692, 1702, 3700, 4305, 2144, 4340, 2699, 3664, 2458, 2761, 11277 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 188160, 39787, 74628, 46090, 18310, 20906 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 73672, 15114, 30953, 18381, 5450, 7712 ], "xaxis": "x", "y": [ 21165, 4189, 7598, 5153, 2818, 2723 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9436, 16335, 6703, 18061, 65845, 29655, 28953, 19177, 9772, 30276, 173299, 20343, 31526, 25061, 26591, 18157, 213809, 41524, 21087, 38117, 28763, 25975, 22761, 29291, 15260, 88291, 139607, 42995, 14978, 21581, 23016, 36536, 22213, 17750, 25827, 54136, 77392, 12555, 77566, 22484, 28138, 18229, 15543, 23224, 204853, 30725, 43243, 25400, 16533, 45751, 21635, 21025 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3735, 6522, 2531, 7059, 28987, 11174, 11632, 7666, 3374, 12372, 76276, 8415, 12770, 10325, 10690, 7196, 96969, 17244, 9108, 16655, 11138, 10161, 9299, 12254, 6197, 37871, 62526, 16985, 5932, 8519, 9177, 15375, 9229, 6648, 10505, 23206, 32264, 4841, 33173, 9279, 11097, 7029, 6372, 9805, 89501, 13768, 18710, 10569, 7138, 19354, 9060, 8300 ], "xaxis": "x", "y": [ 838, 1587, 441, 1728, 5742, 3163, 3144, 1976, 1099, 2828, 15471, 1705, 2802, 2394, 2343, 1564, 17062, 3868, 1880, 3540, 2618, 2484, 2139, 2546, 1405, 9108, 12303, 4014, 1548, 2086, 2053, 3390, 2070, 1794, 2423, 4886, 7103, 1055, 6702, 1636, 2898, 1698, 1630, 1943, 17254, 2505, 3813, 2388, 1599, 4117, 1772, 1641 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 144862, 24317, 42017, 14459, 20000, 8837, 47622, 34226, 28812, 14174, 13494, 60896, 9843, 4602, 18860, 34400, 45680, 48801, 62053, 23157, 49334, 11905, 60286 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 60605, 10669, 18278, 5879, 7327, 3620, 18176, 13850, 11827, 5201, 5256, 26157, 3964, 1646, 7411, 13188, 19651, 19916, 24603, 9187, 19750, 4583, 26266 ], "xaxis": "x", "y": [ 15888, 2208, 4507, 1470, 2132, 903, 5667, 3936, 2832, 1633, 1582, 5424, 1049, 452, 2091, 3206, 4289, 4819, 7005, 2396, 5453, 1347, 5522 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13902, 13391, 29448, 32282, 17153, 14594, 89236, 41465, 47684, 38457, 36741, 24275, 118533, 19565, 8049, 16607, 43058, 21307, 55212, 10996, 95243, 9870, 17090, 100301, 42718, 12703, 48456 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5862, 5398, 14129, 13785, 6771, 6315, 45321, 16382, 23540, 17809, 14819, 10021, 56662, 8445, 3373, 6560, 16802, 9078, 25882, 4920, 44428, 4753, 7811, 45091, 17180, 5469, 21107 ], "xaxis": "x", "y": [ 1266, 1187, 2289, 2414, 1547, 980, 6176, 4131, 2933, 2826, 3107, 1826, 7612, 1563, 721, 1432, 3959, 1697, 4541, 798, 7252, 518, 1220, 8512, 4063, 1000, 4026 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22618, 36605, 27860, 12402, 7397, 21476, 34118, 24089, 54878, 25410, 21914, 44645 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9395, 16616, 12795, 4891, 4038, 8431, 15752, 13931, 25991, 10197, 10213, 21744 ], "xaxis": "x", "y": [ 2284, 3311, 2180, 1298, 545, 2421, 2998, 1735, 4455, 2746, 1967, 3494 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2010
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 39486, 13054, 33416, 28024 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 17972, 5487, 14968, 12562 ], "xaxis": "x", "y": [ 3349, 1136, 2987, 2385 ], "yaxis": "y" } ], "name": "2010" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25785, 67177, 25941, 36067, 109259, 54844, 32511, 33581, 30794, 32450, 19365, 23637 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 10797, 29702, 11062, 14898, 46837, 22990, 14157, 13864, 13137, 13495, 7935, 9588 ], "xaxis": "x", "y": [ 2264, 6813, 2153, 3412, 9798, 5370, 3485, 3079, 2833, 3241, 1687, 2209 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 30189, 93936, 81796, 779808, 30868, 39329, 8959, 22039, 34593, 25012, 19335, 28583, 18173, 150670, 143374, 39206, 26297, 22580, 57207, 84984, 70697, 41726, 22082, 10253, 42891, 9114, 11420, 13146, 79193, 18671, 21402, 13728, 12819, 28114, 67347, 17140, 17987, 23312, 15801, 146940, 16632 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11764, 43231, 37442, 397460, 14108, 17253, 4081, 9140, 14562, 10426, 7667, 11471, 8214, 70976, 57265, 16900, 11555, 9570, 26965, 38827, 31088, 18211, 8540, 4336, 17208, 3776, 4562, 5718, 34024, 8278, 8758, 6105, 5179, 12074, 29444, 7083, 8408, 9912, 6515, 64185, 8455 ], "xaxis": "x", "y": [ 3238, 7990, 6193, 59674, 2444, 3652, 1075, 3513, 3199, 2130, 1859, 3068, 1514, 12209, 15690, 3452, 2575, 2178, 4671, 7661, 6870, 3636, 2345, 1064, 4309, 966, 1244, 1588, 7024, 1707, 2061, 1238, 1359, 2746, 5645, 1548, 1276, 2263, 1514, 14040, 1087 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27439, 156199, 148070, 53026, 44863, 25507, 37677, 21219, 26013, 27584, 11636, 56037, 18097, 25550, 108285, 22310, 32875, 26133, 44932, 11762, 18300, 16494, 45589, 33278, 23970, 34976, 22620, 39788, 164223, 26685, 22659, 30113, 39922, 45953, 23746, 31559, 43982, 1512, 9327, 41181, 23703, 36642, 18301, 15336, 40507, 29026, 26643, 32234, 47084 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11267, 66160, 68127, 18779, 18242, 10293, 15000, 8584, 9741, 11409, 5080, 24142, 7101, 10385, 41883, 8475, 13358, 9765, 18298, 4810, 7410, 6646, 18499, 13984, 9175, 14400, 7781, 15463, 71083, 9867, 8365, 11841, 16342, 18033, 8703, 14553, 19928, 632, 3609, 17158, 9125, 13493, 7261, 6385, 16792, 12266, 10129, 13760, 20874 ], "xaxis": "x", "y": [ 2736, 14103, 12421, 6406, 4151, 2417, 3527, 1880, 2415, 2943, 939, 5276, 1867, 2551, 11005, 2282, 2846, 2262, 4702, 1171, 1715, 1659, 4732, 3043, 2387, 3227, 2702, 4313, 11756, 2723, 2386, 3039, 3733, 4908, 2343, 2641, 3539, 249, 1147, 4170, 2309, 2579, 1643, 1348, 4005, 2771, 2882, 2889, 4735 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28123, 3503, 19310, 15878, 43454, 94838, 26004, 29991, 957, 55436, 82445, 4721, 32178, 1151, 25846 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11566, 1577, 7707, 7091, 19661, 46635, 11011, 12215, 559, 24055, 35825, 2063, 13223, 566, 11183 ], "xaxis": "x", "y": [ 2921, 360, 1792, 1418, 3995, 7429, 2350, 3047, 84, 5209, 8181, 394, 3121, 113, 2318 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19208, 24674, 72680, 46831, 32728, 15978, 66104, 97690, 118810, 34895, 71047, 17535, 39739, 27616, 20627, 25744, 62044, 28626, 54090, 117915, 26609, 72068, 22685, 31910, 18154, 26988, 25438, 22767, 31883, 49286, 44889, 610386, 75718, 24061, 35812, 71269, 23865, 25337, 25830, 99776, 13992, 121911, 8130, 40521, 44445 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 7933, 9996, 30315, 18356, 12832, 7189, 30320, 44631, 53437, 15668, 30730, 6887, 16910, 11148, 8893, 9935, 24083, 11870, 20624, 52269, 11563, 35776, 9659, 14459, 7111, 10191, 11150, 9453, 13801, 19083, 20379, 297737, 35588, 10203, 14376, 34651, 10747, 10342, 12139, 40246, 6432, 52929, 3156, 15768, 20175 ], "xaxis": "x", "y": [ 2060, 2510, 7050, 5586, 3359, 1408, 5731, 6748, 10614, 3587, 7281, 1886, 3352, 2979, 1801, 2576, 6213, 2858, 7049, 8444, 2724, 5905, 2313, 2677, 2175, 2407, 2141, 2457, 3080, 5772, 3507, 50280, 6914, 2286, 3624, 5650, 2395, 2176, 2042, 9747, 1153, 11128, 701, 4053, 3961 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72599, 21557, 27313, 98737, 26067, 157838, 24448, 59283, 35747, 35573, 50403, 22664, 32176, 17502, 17329, 36688, 37433, 16179, 43281, 21171, 33727, 23630, 22018, 120355 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 31477, 8801, 10149, 41914, 9809, 68516, 9722, 22509, 14123, 14775, 20453, 8716, 13703, 6972, 6640, 14304, 13648, 5420, 18592, 7475, 12758, 8963, 8042, 52155 ], "xaxis": "x", "y": [ 6786, 2092, 3040, 9483, 2911, 13226, 2349, 6285, 3606, 3478, 5489, 2068, 3156, 1675, 1708, 3608, 4264, 2100, 4197, 2637, 3649, 2440, 2732, 11527 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 190655, 40164, 75111, 46253, 18678, 21106 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 75304, 15375, 31283, 18432, 5570, 7889 ], "xaxis": "x", "y": [ 21146, 4093, 7667, 5049, 2832, 2609 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9466, 16296, 6704, 18073, 66074, 29728, 28810, 19386, 9865, 30280, 174599, 20371, 31676, 25101, 26477, 18166, 216036, 41800, 21307, 38389, 28906, 25764, 22807, 29292, 15295, 88560, 140786, 43119, 15035, 21532, 22973, 36547, 22242, 17845, 25721, 54072, 84201, 12606, 77541, 22430, 28114, 18317, 15653, 23273, 206240, 30622, 43592, 25654, 16482, 46211, 21682, 21163 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3727, 6599, 2526, 7143, 29080, 11217, 11640, 7825, 3568, 12442, 76982, 8421, 12904, 10402, 10754, 7297, 97617, 17258, 9268, 16906, 11252, 10208, 9499, 12306, 6235, 37987, 63252, 16971, 5912, 8504, 9365, 15496, 9564, 6767, 10659, 23234, 35000, 4911, 33311, 9307, 11105, 7168, 6474, 9885, 89808, 13818, 18764, 10562, 7138, 19475, 9131, 8337 ], "xaxis": "x", "y": [ 842, 1559, 434, 1682, 5629, 3094, 3042, 1929, 1077, 2866, 15608, 1653, 2684, 2329, 2274, 1518, 17135, 3860, 1929, 3506, 2607, 2459, 2160, 2537, 1393, 9097, 12358, 3913, 1513, 2036, 2014, 3328, 1984, 1715, 2363, 4772, 7566, 1061, 6556, 1582, 2865, 1627, 1599, 1883, 17096, 2416, 3777, 2372, 1561, 4042, 1729, 1550 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 146592, 24379, 42049, 14437, 20111, 8845, 47935, 34348, 28609, 14121, 13500, 60947, 9815, 4752, 18951, 43004, 45611, 63050, 48726, 62267, 23115, 49748, 12008, 60824 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 61314, 10709, 18291, 5903, 7414, 3620, 18117, 13883, 11942, 5203, 5285, 26216, 3968, 1661, 7543, 16880, 19712, 25633, 19936, 25025, 9182, 19945, 4630, 26391 ], "xaxis": "x", "y": [ 15872, 2162, 4503, 1467, 2111, 908, 5681, 3858, 2855, 1594, 1549, 5360, 1003, 449, 2055, 4237, 4156, 6050, 4734, 6980, 2328, 5401, 1335, 5541 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13844, 13350, 29375, 32264, 24940, 17383, 14496, 89212, 41814, 47409, 38186, 36600, 24272, 119664, 19495, 7947, 16678, 43188, 21239, 55595, 10953, 94814, 9805, 17024, 99793, 42784, 12664, 48563 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5866, 5440, 14163, 13855, 10284, 6849, 6426, 45062, 16520, 23437, 17810, 14871, 10031, 56825, 8494, 3374, 6672, 16906, 9092, 26153, 4961, 45041, 4782, 7816, 45737, 17292, 5471, 21247 ], "xaxis": "x", "y": [ 1238, 1128, 2208, 2370, 1871, 1508, 920, 6109, 3959, 2927, 2730, 2969, 1732, 7310, 1542, 685, 1389, 3853, 1621, 4443, 769, 6944, 499, 1153, 8412, 3915, 984, 3957 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22707, 36665, 27719, 12365, 7474, 21614, 34203, 23979, 54823, 25489, 21926, 44536 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9445, 16725, 12840, 4949, 4053, 8542, 15817, 13931, 25964, 10221, 10294, 21772 ], "xaxis": "x", "y": [ 2234, 3228, 2100, 1278, 562, 2419, 2892, 1686, 4305, 2677, 1923, 3478 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2011
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 39396, 12954, 33122, 27981 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 17968, 5485, 14979, 12590 ], "xaxis": "x", "y": [ 3326, 1045, 2948, 2366 ], "yaxis": "y" } ], "name": "2011" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25738, 67208, 25859, 35881, 108838, 54889, 32573, 33558, 30955, 32357, 19198, 23753 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12414, 29854, 11644, 16846, 51220, 23279, 14352, 13950, 14094, 14119, 8087, 9573 ], "xaxis": "x", "y": [ 2178, 6831, 2100, 3290, 9640, 5320, 3443, 2955, 2765, 3169, 1584, 2108 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 30364, 94269, 83363, 790110, 30682, 39844, 9038, 22056, 34474, 24935, 19300, 28700, 18268, 151818, 143943, 39268, 26242, 22650, 57065, 85537, 47703, 71254, 41574, 22345, 10334, 43117, 9097, 11393, 13232, 79266, 18653, 21468, 13668, 12897, 28307, 67286, 17010, 18022, 23297, 15781, 148281, 16651 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12267, 43703, 41304, 408888, 14658, 18325, 3888, 9439, 14939, 11843, 7804, 11761, 8343, 71173, 58757, 17035, 11751, 9864, 26990, 38937, 20011, 30947, 18242, 8847, 4391, 17346, 3890, 4562, 5733, 34901, 8302, 8808, 6249, 5221, 12279, 29640, 7026, 8387, 10182, 6520, 65099, 9204 ], "xaxis": "x", "y": [ 3308, 7904, 6214, 60149, 2368, 3595, 1082, 3489, 3065, 2100, 1796, 3028, 1523, 12339, 15607, 3413, 2587, 2157, 4666, 7668, 4686, 6721, 3569, 2272, 1080, 4181, 906, 1225, 1568, 6805, 1723, 2020, 1154, 1344, 2746, 5480, 1545, 1265, 2229, 1445, 13979, 1093 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27305, 156961, 149271, 53521, 44911, 25433, 37441, 21327, 25949, 27632, 11598, 56252, 18193, 25525, 108763, 22416, 32519, 26127, 45429, 11805, 18244, 16413, 45770, 33263, 24022, 35043, 22614, 40126, 165182, 26609, 22716, 30005, 39839, 46269, 23860, 31630, 43612, 1514, 9354, 41527, 23719, 37049, 18325, 15294, 40734, 28946, 26774, 32429, 47144 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11504, 67968, 69605, 19699, 18879, 10374, 15566, 9039, 10018, 11348, 5207, 24288, 7290, 10390, 46871, 8659, 13662, 10296, 18433, 5035, 7402, 6700, 18539, 14119, 9484, 14625, 8085, 15519, 74162, 10167, 8610, 12288, 16689, 18190, 9825, 14486, 20189, 628, 3632, 17320, 9408, 14486, 7520, 6414, 16920, 12321, 10096, 14062, 20988 ], "xaxis": "x", "y": [ 2639, 14027, 12575, 6276, 4049, 2291, 3389, 1767, 2331, 2813, 877, 5168, 1799, 2438, 10930, 2226, 2744, 2198, 4689, 1178, 1702, 1574, 4592, 2936, 2343, 3077, 2621, 4349, 11812, 2673, 2361, 2933, 3639, 4763, 2339, 2550, 3395, 246, 1087, 4050, 2287, 2551, 1586, 1316, 3898, 2693, 2914, 2858, 4535 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28091, 3526, 19264, 15844, 43514, 95321, 25858, 29952, 932, 55456, 82634, 4748, 32164, 1105, 25780 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11663, 1547, 7858, 7371, 19712, 46778, 11137, 12520, 590, 24316, 36706, 2156, 13621, 571, 11210 ], "xaxis": "x", "y": [ 2935, 359, 1750, 1401, 3919, 7536, 2259, 2975, 85, 5106, 7955, 385, 3033, 98, 2241 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19467, 25003, 72853, 47053, 32834, 16072, 66122, 98675, 118862, 35083, 71235, 17654, 39442, 28257, 20831, 25737, 62476, 28692, 55265, 118748, 26706, 72405, 22511, 31849, 18225, 26974, 25517, 22788, 32032, 50103, 45208, 616260, 76244, 24232, 35686, 71042, 24310, 25280, 25762, 101980, 13901, 122331, 8171, 40673, 44499 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8083, 9822, 31005, 18421, 13441, 7157, 30308, 48035, 53973, 15569, 30704, 7012, 17131, 11585, 8978, 10520, 24307, 12109, 21230, 53613, 11838, 35969, 9637, 14511, 7195, 10346, 12847, 9822, 13938, 19154, 19862, 306227, 35834, 10413, 14339, 34339, 10951, 10398, 12078, 40761, 6484, 53029, 3204, 16175, 20154 ], "xaxis": "x", "y": [ 2111, 2581, 6962, 5544, 3303, 1401, 5635, 6537, 10412, 3473, 7186, 1878, 3320, 2999, 1779, 2505, 6235, 2814, 7200, 8383, 2687, 5966, 2264, 2628, 2157, 2336, 2166, 2439, 3047, 5812, 3441, 50280, 6889, 2266, 3505, 5524, 2413, 2121, 2054, 9792, 1107, 11079, 663, 4045, 3856 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72757, 21586, 27432, 98672, 26073, 158048, 24419, 59430, 35796, 35599, 50705, 22673, 32176, 17659, 17380, 36603, 37561, 16224, 43402, 21206, 33929, 23824, 22048, 121527 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 31995, 8951, 10869, 42269, 10105, 74142, 9790, 23260, 14319, 14643, 20845, 9291, 13948, 7066, 8137, 15228, 13714, 5456, 19461, 7866, 13097, 9326, 8352, 53314 ], "xaxis": "x", "y": [ 6720, 2109, 2953, 9380, 2821, 13110, 2294, 6211, 3546, 3370, 5414, 2045, 3153, 1597, 1688, 3512, 4243, 2089, 4022, 2570, 3599, 2431, 2668, 11663 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 193163, 40470, 75312, 46342, 18950, 21288 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 76755, 17043, 32216, 18759, 5375, 7913 ], "xaxis": "x", "y": [ 21046, 3943, 7700, 4944, 2884, 2493 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9525, 16404, 6722, 18123, 66130, 29802, 28696, 19582, 9967, 30284, 176401, 20432, 31762, 25205, 26664, 18166, 217225, 42048, 21471, 38671, 29041, 25589, 22805, 29325, 15352, 88801, 141893, 43112, 15047, 21608, 23071, 36522, 22548, 17861, 25775, 54006, 84639, 12654, 77426, 22320, 28128, 18580, 15822, 23354, 207580, 30666, 43880, 25789, 16503, 46422, 21675, 21221 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3936, 6337, 2681, 7456, 29604, 11307, 11703, 8061, 3670, 12729, 77017, 8567, 12829, 10520, 11105, 7647, 101413, 17468, 9376, 17105, 11772, 10237, 9703, 12664, 6341, 38363, 63223, 17748, 6115, 8755, 9864, 15708, 9449, 6913, 10768, 23318, 35396, 5021, 33879, 9194, 11310, 7236, 6437, 10015, 90698, 13931, 18796, 10619, 7030, 20138, 9226, 8972 ], "xaxis": "x", "y": [ 806, 1546, 445, 1630, 5502, 3008, 2872, 1870, 1066, 2866, 15630, 1583, 2639, 2277, 2243, 1499, 17197, 3908, 1865, 3417, 2587, 2397, 2155, 2422, 1330, 9023, 12308, 3835, 1463, 2010, 1923, 3299, 1928, 1641, 2321, 4681, 7370, 1087, 6454, 1525, 2792, 1535, 1599, 1873, 16964, 2336, 3658, 2390, 1555, 4023, 1668, 1502 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 148250, 24352, 42079, 14451, 20200, 8824, 48309, 34271, 28905, 14050, 13601, 60720, 9850, 4822, 19064, 42977, 45612, 63315, 48267, 62870, 23064, 50052, 12034, 61233 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 63442, 11071, 19274, 5940, 7603, 3438, 18971, 13726, 12133, 5315, 5350, 26411, 3989, 1752, 7492, 17836, 19835, 26617, 21205, 24636, 9337, 20524, 4662, 26534 ], "xaxis": "x", "y": [ 15884, 2125, 4425, 1477, 2103, 876, 5727, 3773, 2845, 1484, 1545, 5203, 983, 444, 2062, 4147, 4121, 5987, 4545, 6819, 2242, 5361, 1310, 5497 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13742, 13286, 29199, 32165, 24994, 17367, 14479, 89016, 41917, 47280, 38067, 36462, 24095, 121050, 19430, 7874, 16771, 43271, 21092, 56165, 10914, 94535, 9749, 16945, 100027, 42959, 12664, 48668 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5939, 5480, 14255, 14086, 10415, 7088, 6362, 45243, 16594, 21338, 17833, 15231, 10280, 59234, 8345, 3476, 6916, 17198, 9016, 26531, 5101, 44973, 5157, 7870, 46150, 18121, 5439, 21276 ], "xaxis": "x", "y": [ 1205, 1098, 2147, 2327, 1740, 1479, 886, 5970, 3818, 2883, 2661, 2810, 1649, 7079, 1493, 667, 1339, 3734, 1565, 4454, 756, 6770, 492, 1103, 8290, 3743, 963, 3806 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22676, 36921, 27632, 12398, 7522, 21704, 34151, 23892, 54742, 25540, 21959, 44502 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9543, 17321, 13091, 5005, 4103, 8662, 16457, 15755, 25924, 10352, 10548, 21907 ], "xaxis": "x", "y": [ 2159, 3140, 2007, 1314, 533, 2431, 2787, 1639, 4154, 2649, 1857, 3444 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2012
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 39095, 12868, 32998, 27920 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 18090, 5648, 14895, 12508 ], "xaxis": "x", "y": [ 3211, 1025, 2813, 2319 ], "yaxis": "y" } ], "name": "2012" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25541, 67204, 25662, 35765, 108392, 54874, 32726, 33422, 31024, 32456, 19091, 23761 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11214, 30183, 11619, 15237, 48540, 23398, 14686, 13986, 14204, 13989, 8235, 9599 ], "xaxis": "x", "y": [ 2062, 6782, 1994, 3238, 9402, 5298, 3401, 2811, 2691, 3158, 1494, 2006 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 30618, 94505, 84379, 799278, 30333, 40070, 9107, 22195, 34402, 25218, 19298, 28754, 18315, 153093, 144153, 39117, 26317, 22594, 56947, 86017, 47643, 71360, 41445, 22376, 10454, 43248, 9141, 11379, 13249, 79482, 46207, 21430, 13662, 13061, 28387, 67122, 17091, 18151, 23221, 15740, 149622, 16593 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12354, 44049, 41616, 411127, 14635, 18483, 4078, 9513, 15128, 11891, 7876, 11876, 8399, 71725, 58925, 17012, 11813, 9907, 27138, 39673, 20184, 31354, 18316, 8963, 4432, 17528, 3981, 4564, 5752, 34893, 19439, 8850, 6281, 5327, 12393, 29798, 7033, 8421, 10315, 6512, 66110, 9304 ], "xaxis": "x", "y": [ 3299, 7871, 6309, 61011, 2255, 3632, 991, 3479, 2938, 2136, 1726, 2988, 1543, 12615, 15446, 3309, 2565, 2095, 4514, 7693, 4458, 6585, 3505, 2156, 1055, 4038, 872, 1176, 1520, 6571, 4281, 1933, 1069, 1322, 2675, 5266, 1576, 1283, 2142, 1339, 13743, 1047 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27082, 157315, 149827, 53751, 44769, 25324, 37216, 21245, 25939, 27681, 11539, 56414, 18203, 25554, 109823, 22510, 32385, 26120, 45650, 11769, 18399, 16455, 45818, 33308, 24092, 34834, 22593, 40355, 166382, 26628, 22774, 29873, 39779, 46531, 23971, 31565, 43679, 1501, 9403, 41751, 23724, 37408, 18410, 15199, 41004, 28967, 26953, 32405, 47240 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11451, 68319, 70571, 19835, 19205, 10365, 15600, 9080, 10041, 11598, 5168, 24523, 7348, 10513, 47600, 8762, 13698, 10301, 18517, 5128, 7580, 6713, 18781, 14271, 9531, 14738, 8052, 15675, 76518, 10354, 8766, 12434, 17252, 18388, 9382, 14565, 20334, 628, 3663, 17446, 9443, 18578, 7647, 6427, 17187, 12685, 10336, 14507, 21324 ], "xaxis": "x", "y": [ 2604, 13697, 12575, 6311, 3884, 2172, 3254, 1698, 2252, 2754, 828, 4989, 1742, 2282, 10775, 2180, 2697, 2132, 4656, 1151, 1634, 1494, 4524, 2835, 2277, 2906, 2555, 4231, 11804, 2667, 2348, 2797, 3496, 4675, 2289, 2541, 3365, 250, 1083, 3913, 2265, 2512, 1508, 1293, 3786, 2663, 2892, 2793, 4485 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28110, 3525, 19130, 15854, 43323, 95949, 25836, 29896, 960, 55454, 82639, 4795, 31979, 1114, 25595 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11711, 1568, 7867, 7390, 19709, 47727, 11160, 12460, 591, 24469, 37852, 2210, 13252, 570, 11275 ], "xaxis": "x", "y": [ 2871, 361, 1704, 1378, 3831, 7577, 2155, 2933, 73, 5051, 7749, 364, 3058, 94, 2149 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19643, 25101, 72913, 47371, 32817, 16320, 66024, 99097, 118466, 48259, 35128, 70904, 17722, 39086, 28641, 20868, 25715, 62688, 28855, 56506, 119800, 26743, 72588, 22393, 31985, 18251, 27082, 25671, 23153, 32082, 50454, 45330, 616294, 76216, 24389, 35800, 70905, 24658, 25217, 25656, 102698, 13890, 123092, 8122, 40779, 44610 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8111, 10059, 31280, 18760, 13699, 7478, 30440, 48329, 54565, 20182, 15622, 31067, 7047, 17241, 11392, 9163, 10647, 24614, 12461, 21913, 54400, 11843, 35868, 9653, 14459, 7281, 10420, 12921, 10010, 14036, 19367, 20504, 307352, 36011, 10503, 14346, 34046, 10975, 10529, 12100, 41185, 6509, 53868, 3250, 16350, 20195 ], "xaxis": "x", "y": [ 2098, 2581, 6839, 5401, 3223, 1331, 5631, 6434, 10299, 4486, 3405, 7017, 1829, 3320, 2972, 1737, 2453, 6212, 2817, 6843, 8287, 2599, 5952, 2199, 2591, 2108, 2289, 2140, 2436, 2974, 5807, 3490, 50719, 6810, 2278, 3367, 5497, 2458, 2048, 2009, 9768, 1084, 11072, 642, 3986, 3839 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72729, 21770, 27570, 98581, 26056, 158627, 24322, 59585, 35743, 35215, 50924, 22554, 32200, 17751, 17314, 36486, 37608, 16275, 43437, 21172, 33971, 23807, 22139, 122562 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 32117, 9078, 11022, 42092, 10215, 74502, 9904, 23396, 14359, 14655, 20887, 9429, 13986, 7212, 8135, 15385, 13855, 5450, 19497, 8045, 13124, 9409, 8376, 53978 ], "xaxis": "x", "y": [ 6553, 2086, 2863, 9223, 2677, 13041, 2216, 6040, 3468, 3242, 5377, 2010, 3156, 1559, 1675, 3422, 4218, 2069, 3860, 2437, 3555, 2384, 2643, 11716 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 195213, 40679, 75778, 46284, 19225, 21262 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 77609, 17192, 32379, 18928, 5429, 7959 ], "xaxis": "x", "y": [ 20706, 3894, 7708, 4801, 2920, 2368 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9640, 16392, 6699, 18191, 66287, 29775, 28637, 19635, 10062, 30436, 178140, 20330, 31733, 25382, 26737, 18196, 218433, 42274, 21513, 38768, 29101, 25858, 22933, 29231, 15405, 89023, 142817, 43244, 15086, 21767, 23083, 36625, 22645, 17926, 25770, 53686, 84861, 12670, 77155, 22268, 28040, 18628, 16138, 23400, 208527, 30584, 44092, 25564, 16725, 46438, 21648, 21241 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 3984, 6464, 2706, 7573, 29739, 11368, 11769, 8076, 3807, 12934, 78852, 8630, 12994, 10645, 11156, 7725, 101970, 18043, 9395, 17157, 12042, 10757, 9792, 13034, 6424, 38662, 64413, 17874, 6176, 9125, 9961, 15812, 9867, 6906, 11037, 23337, 35747, 5086, 33869, 9271, 11383, 7320, 6711, 10046, 91012, 13950, 19061, 10800, 7035, 20338, 9295, 9049 ], "xaxis": "x", "y": [ 784, 1503, 442, 1552, 5368, 2913, 2773, 1834, 1032, 2834, 15637, 1536, 2553, 2209, 2156, 1475, 17311, 3898, 1858, 3287, 2625, 2393, 2195, 2379, 1281, 8852, 12278, 3819, 1426, 1977, 1860, 3191, 1861, 1590, 2216, 4501, 7124, 1086, 6398, 1474, 2690, 1454, 1560, 1815, 16816, 2295, 3613, 2354, 1513, 3922, 1612, 1426 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 149662, 24277, 42032, 14563, 20316, 8795, 48429, 34254, 28969, 13992, 13621, 60895, 9872, 4893, 19047, 42846, 45508, 63491, 48092, 63032, 23035, 50346, 12321, 61420 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 63856, 11228, 19363, 6082, 7719, 3591, 19155, 13857, 12415, 5347, 5443, 26647, 4073, 1827, 7482, 18048, 19910, 26732, 21144, 25457, 9461, 20720, 4821, 26976 ], "xaxis": "x", "y": [ 15956, 2088, 4335, 1471, 2068, 856, 5686, 3658, 2762, 1443, 1487, 5117, 944, 412, 1996, 3956, 4069, 5973, 4367, 6635, 2131, 5242, 1294, 5367 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13688, 13275, 29081, 32072, 25049, 17319, 14444, 88747, 41810, 47194, 37911, 36426, 24017, 121819, 19362, 7827, 16785, 43302, 20996, 56690, 10920, 94024, 9771, 16814, 100159, 43038, 12617, 48587 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5925, 5497, 14355, 14148, 10486, 7199, 6636, 45326, 16797, 21387, 17899, 15327, 10298, 60360, 8360, 3489, 6991, 17410, 9203, 26670, 5123, 45144, 5192, 7878, 46199, 18394, 5549, 21619 ], "xaxis": "x", "y": [ 1155, 1028, 2125, 2299, 1642, 1486, 824, 5811, 3653, 2819, 2569, 2687, 1524, 6881, 1480, 625, 1263, 3687, 1503, 4410, 749, 6544, 474, 1053, 8133, 3641, 897, 3731 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22683, 36971, 27514, 12495, 7509, 21859, 34040, 23886, 54729, 25514, 21903, 44451 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9641, 17410, 13046, 5055, 4096, 8709, 16732, 13611, 26102, 10413, 10661, 22154 ], "xaxis": "x", "y": [ 2091, 3072, 1919, 1287, 515, 2435, 2728, 1545, 4017, 2613, 1728, 3475 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2013
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 38748, 12804, 32885, 27914 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 18073, 5649, 14922, 12553 ], "xaxis": "x", "y": [ 3130, 951, 2790, 2248 ], "yaxis": "y" } ], "name": "2013" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25357, 67190, 25627, 35769, 108052, 54664, 32867, 33366, 31087, 32493, 18933, 23583 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11173, 30539, 11710, 15330, 49264, 24275, 15101, 13976, 14516, 13983, 8250, 9908 ], "xaxis": "x", "y": [ 1946, 6594, 1913, 3109, 9168, 5228, 3371, 2695, 2611, 3155, 1413, 1858 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 30759, 94866, 85015, 810937, 30076, 40093, 9094, 22059, 34288, 25930, 19250, 28920, 18376, 155147, 144061, 39088, 26364, 22636, 56597, 86426, 47502, 71703, 41245, 22485, 10444, 43320, 9139, 11368, 13271, 79576, 45978, 21485, 13552, 13234, 28418, 67220, 17134, 18172, 23187, 15777, 150598, 16575 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12780, 44884, 42395, 413697, 14988, 18736, 4151, 9565, 15151, 12657, 8018, 12161, 8540, 72356, 59214, 17273, 12247, 10075, 27689, 40667, 20445, 31943, 18434, 9128, 4463, 18124, 3878, 4606, 5775, 35119, 19565, 8924, 6401, 5473, 12571, 30584, 7076, 8673, 10347, 6664, 66585, 9280 ], "xaxis": "x", "y": [ 3319, 7886, 6470, 61809, 2161, 3535, 932, 3459, 2799, 2148, 1691, 2901, 1524, 12901, 15157, 3178, 2570, 2018, 4439, 7655, 4253, 6575, 3404, 2068, 1045, 3967, 854, 1139, 1484, 6475, 4171, 1851, 1038, 1264, 2587, 5151, 1561, 1308, 2123, 1268, 13539, 1043 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27013, 157545, 150823, 54152, 44666, 25288, 36932, 21177, 26019, 27590, 11437, 56344, 18210, 25609, 110656, 22645, 32351, 26045, 45732, 11732, 18490, 16334, 45776, 33248, 24156, 34987, 22555, 40638, 168292, 26680, 22835, 29700, 39595, 46665, 23872, 31580, 43640, 1503, 9498, 41775, 23767, 37429, 18419, 15138, 41043, 28881, 27182, 32283, 47164 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11687, 69507, 71114, 20113, 19390, 10538, 15997, 9097, 10196, 11630, 5171, 24848, 7495, 10605, 47757, 8983, 13802, 10620, 18562, 5052, 7756, 6729, 18884, 14396, 9566, 14933, 8048, 15777, 77248, 10208, 8894, 12587, 17277, 18517, 9495, 14648, 20909, 627, 3709, 17521, 9621, 19236, 7765, 6453, 17440, 12795, 10654, 14541, 21638 ], "xaxis": "x", "y": [ 2585, 13368, 12637, 6262, 3777, 2100, 3047, 1643, 2129, 2695, 797, 4849, 1665, 2189, 10687, 2182, 2600, 2114, 4666, 1130, 1613, 1422, 4324, 2647, 2190, 2783, 2561, 4125, 11914, 2584, 2331, 2681, 3335, 4648, 2231, 2490, 3301, 237, 1058, 3757, 2216, 2480, 1475, 1254, 3659, 2606, 2856, 2771, 4374 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28016, 3578, 19030, 15821, 49899, 107342, 25672, 29863, 942, 55467, 84180, 4780, 31973, 1110, 25454 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11894, 1657, 8039, 7425, 22974, 53112, 11158, 12709, 581, 25063, 38448, 2213, 13457, 568, 11358 ], "xaxis": "x", "y": [ 2803, 358, 1675, 1334, 4512, 8650, 2045, 2827, 73, 4957, 7761, 343, 2990, 85, 2131 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19801, 25069, 106785, 47377, 32910, 16312, 66178, 100046, 118691, 48245, 35242, 70941, 17758, 38953, 28911, 20944, 25745, 62782, 28825, 57122, 121163, 26813, 73356, 22336, 32080, 18456, 27104, 25691, 22910, 32117, 51071, 45253, 618357, 76450, 24528, 35735, 70981, 24951, 25508, 25675, 103241, 13964, 123561, 8075, 40892, 44547 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8122, 10165, 45433, 18806, 13715, 7617, 30727, 48438, 54528, 20574, 16019, 31542, 7058, 17249, 11533, 9297, 10764, 25022, 12329, 22158, 55202, 11891, 36175, 9782, 14805, 7449, 10597, 12154, 10269, 14088, 19663, 20686, 308291, 36044, 10464, 14687, 34857, 11086, 10784, 12152, 41692, 6695, 54809, 3334, 16712, 20355 ], "xaxis": "x", "y": [ 2084, 2583, 10131, 5249, 3178, 1302, 5582, 6417, 10157, 4344, 3381, 6945, 1834, 3297, 2967, 1733, 2343, 6100, 2743, 6910, 8236, 2588, 5932, 2165, 2540, 2124, 2205, 2129, 2458, 2914, 5748, 3442, 50985, 6825, 2259, 3253, 5497, 2450, 2025, 2011, 9650, 984, 11079, 614, 3908, 3882 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72459, 21884, 27674, 98322, 25947, 158586, 24344, 59577, 35711, 34997, 51092, 22612, 32137, 17770, 17361, 36519, 37661, 16367, 43350, 21206, 33929, 23909, 22167, 123159 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 32159, 9155, 11134, 42203, 10445, 74787, 10072, 23554, 14371, 14790, 21069, 9462, 14204, 7200, 6933, 15464, 14006, 5537, 19529, 8113, 13488, 9542, 8461, 54274 ], "xaxis": "x", "y": [ 6440, 2002, 2702, 9208, 2525, 13109, 2143, 5912, 3356, 3162, 5364, 1959, 3151, 1452, 1616, 3330, 4182, 2015, 3733, 2330, 3530, 2351, 2619, 11750 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 196013, 40413, 76142, 46356, 19470, 21499 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 78330, 17231, 32578, 19357, 5996, 8020 ], "xaxis": "x", "y": [ 20394, 3817, 7741, 4729, 2973, 2244 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9717, 16440, 6612, 18256, 66419, 29690, 28617, 19834, 10089, 30320, 179623, 20344, 31659, 25358, 26695, 18183, 220920, 42357, 21571, 38854, 29315, 26069, 23098, 29340, 15353, 89256, 143733, 43165, 15092, 21802, 23080, 36729, 22620, 17980, 25802, 53717, 84954, 12713, 77027, 22180, 28121, 18690, 16235, 23374, 210270, 30335, 44155, 25638, 16765, 46498, 21621, 21399 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4050, 6662, 2727, 7653, 29887, 11941, 11965, 8302, 3882, 13192, 80717, 8715, 13198, 10725, 11364, 7856, 103507, 18152, 9542, 17217, 12224, 11067, 9843, 12933, 6518, 39072, 65174, 18050, 6289, 9138, 10033, 15970, 9881, 6936, 11108, 23788, 36290, 5178, 34091, 9513, 11463, 7516, 6725, 10067, 94072, 14130, 19119, 11058, 7436, 20578, 9538, 9076 ], "xaxis": "x", "y": [ 741, 1490, 440, 1515, 5285, 2817, 2688, 1752, 977, 2790, 15576, 1689, 2510, 2151, 2103, 1448, 17418, 3877, 1829, 3143, 2622, 2380, 2185, 2281, 1222, 8776, 12324, 3774, 1388, 1937, 1802, 3065, 1761, 1515, 2223, 4387, 6911, 1109, 6286, 1449, 2586, 1376, 1552, 1785, 16746, 2202, 3544, 2375, 1486, 3899, 1555, 1349 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 150897, 24314, 42036, 14626, 20492, 8779, 48421, 34275, 28997, 13999, 13639, 61038, 9873, 4924, 19116, 42642, 45493, 63856, 47951, 63252, 23043, 50577, 12422, 61250 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 64455, 11439, 19195, 6101, 7867, 3590, 19365, 13968, 12389, 5364, 5483, 27068, 4147, 1839, 7602, 17586, 20057, 27284, 21358, 25922, 9644, 20995, 4826, 27033 ], "xaxis": "x", "y": [ 15804, 2052, 4243, 1401, 2083, 820, 5598, 3524, 2700, 1367, 1451, 5112, 917, 405, 1968, 3801, 3981, 5948, 4254, 6516, 2047, 5149, 1274, 5423 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13617, 13237, 28958, 31976, 24979, 17286, 14484, 88259, 41727, 46784, 37573, 36219, 23907, 122488, 19254, 7796, 16751, 43314, 20832, 56929, 10844, 93691, 9685, 16675, 100428, 43112, 12454, 48721 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5904, 5552, 14555, 14360, 10712, 7236, 6818, 45373, 17116, 22468, 17969, 15520, 10559, 61021, 8385, 3518, 7076, 17796, 9330, 26832, 5210, 45775, 5229, 8066, 46291, 18514, 5618, 22380 ], "xaxis": "x", "y": [ 1097, 981, 2089, 2214, 1604, 1457, 810, 5658, 3481, 2797, 2541, 2568, 1467, 6786, 1442, 577, 1243, 3586, 1415, 4420, 729, 6343, 473, 998, 7924, 3466, 869, 3689 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22579, 36954, 27388, 12500, 7530, 21927, 33852, 23820, 54709, 25408, 21868, 44444 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9719, 17548, 13103, 5171, 4168, 8889, 16765, 13986, 26287, 10515, 10724, 22324 ], "xaxis": "x", "y": [ 2039, 3006, 1793, 1287, 505, 2446, 2648, 1472, 3871, 2502, 1664, 3468 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2014
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 38560, 12706, 32803, 27792 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 18100, 5776, 15304, 12720 ], "xaxis": "x", "y": [ 3011, 969, 2653, 2223 ], "yaxis": "y" } ], "name": "2014" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25203, 67165, 25502, 35535, 107775, 54860, 32799, 33284, 31137, 32570, 19085, 23661 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11150, 30737, 11734, 15388, 49120, 24443, 15076, 14045, 14558, 13857, 8257, 10018 ], "xaxis": "x", "y": [ 1864, 6427, 1902, 2957, 9008, 5334, 3314, 2692, 2534, 3140, 1362, 1764 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31077, 107106, 87162, 821752, 30005, 40182, 9312, 22256, 34361, 26666, 19294, 29087, 18345, 156645, 144152, 39138, 26480, 22553, 56483, 87161, 47546, 71880, 41315, 22426, 10823, 43604, 9187, 11301, 13289, 79611, 46137, 21498, 13581, 13291, 28731, 67166, 17143, 18348, 23176, 15740, 151418, 16692 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12803, 50076, 42736, 416966, 14986, 18760, 4272, 9619, 15317, 13132, 8045, 12285, 8613, 73230, 59292, 17361, 12321, 10207, 27869, 40861, 20543, 32226, 18544, 9148, 4646, 18237, 3932, 4629, 5781, 35353, 19770, 9000, 6405, 5520, 12603, 30621, 7228, 8715, 10344, 6696, 66549, 9403 ], "xaxis": "x", "y": [ 3321, 8861, 6686, 62371, 2106, 3465, 959, 3425, 2716, 2135, 1657, 2770, 1525, 13098, 14833, 3205, 2471, 1973, 4415, 7749, 4080, 6547, 3221, 2028, 1048, 3848, 846, 1055, 1449, 6287, 4169, 1812, 977, 1266, 2514, 5032, 1540, 1302, 2032, 1205, 13434, 1042 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 26904, 158099, 152293, 54703, 44364, 25282, 36726, 20983, 26117, 27560, 11355, 56484, 18294, 25548, 111575, 22843, 32214, 26190, 45776, 11821, 18512, 16383, 45788, 33244, 24185, 35150, 22728, 40870, 170681, 26744, 23001, 29533, 39558, 46833, 24377, 31408, 43625, 1509, 9522, 41590, 23913, 37786, 18570, 14992, 40886, 28977, 27358, 32265, 46849 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11775, 69804, 71962, 20598, 19299, 10581, 16074, 9250, 10323, 11529, 5167, 25039, 7607, 10616, 48250, 9101, 13839, 10781, 18712, 5160, 7782, 6945, 19214, 14519, 9639, 15170, 8250, 15921, 78678, 10386, 8982, 12654, 17240, 18838, 9570, 14658, 20931, 635, 3711, 17654, 9791, 19530, 7871, 6544, 17506, 12861, 10801, 14614, 21695 ], "xaxis": "x", "y": [ 2504, 13238, 12583, 6361, 3690, 1972, 2913, 1524, 2050, 2537, 782, 4777, 1652, 2081, 10665, 2208, 2526, 2143, 4678, 1124, 1603, 1357, 4243, 2555, 2119, 2638, 2572, 4102, 11935, 2536, 2304, 2573, 3250, 4562, 2184, 2418, 3291, 231, 1069, 3629, 2191, 2492, 1446, 1205, 3577, 2493, 2784, 2698, 4312 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27983, 3590, 19059, 15779, 50141, 107691, 25617, 29859, 926, 55635, 84164, 4827, 31957, 1103, 25525 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11917, 1670, 8046, 7477, 23134, 53792, 11154, 12716, 578, 25256, 38939, 2222, 13553, 527, 11410 ], "xaxis": "x", "y": [ 2778, 359, 1667, 1321, 4411, 8610, 2040, 2761, 67, 4842, 7540, 317, 2957, 78, 2092 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19845, 25148, 107396, 47521, 33208, 16467, 66478, 101030, 118899, 48206, 35338, 71105, 17802, 38882, 29156, 21101, 25844, 63633, 28970, 54208, 58133, 121562, 26853, 73979, 22539, 32201, 18709, 27114, 85121, 25604, 22997, 32188, 51203, 45149, 623652, 76869, 24758, 35646, 71645, 25150, 25657, 25731, 104302, 14083, 124025, 8114, 40771, 44501 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8138, 10167, 45753, 18867, 13824, 7678, 30728, 49199, 54548, 20845, 15980, 31694, 7073, 17298, 11640, 9399, 10835, 25491, 12322, 23265, 22523, 55231, 11958, 36383, 9935, 14846, 7578, 10741, 38989, 12058, 10366, 14181, 19721, 20747, 311324, 36581, 10598, 14716, 34927, 11090, 11021, 12192, 42339, 6708, 55050, 3359, 16707, 20356 ], "xaxis": "x", "y": [ 2057, 2556, 10034, 5103, 3165, 1299, 5500, 6417, 10180, 4293, 3350, 6908, 1784, 3273, 3022, 1713, 2301, 6273, 2678, 4558, 6850, 8218, 2591, 5881, 2098, 2544, 2143, 2196, 6723, 2144, 2497, 2868, 5755, 3465, 51402, 6900, 2250, 3185, 5596, 2440, 2039, 2003, 9623, 949, 11185, 611, 3897, 3832 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72291, 21992, 27677, 98540, 25928, 158553, 24307, 59577, 35622, 34917, 51432, 22467, 32120, 17839, 17341, 36603, 37830, 16421, 43219, 21142, 33874, 23874, 22166, 123861 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 32281, 9231, 11238, 42858, 10461, 75030, 10134, 23662, 14414, 14903, 21149, 9497, 14227, 7302, 6831, 15231, 14106, 5655, 19627, 8167, 13574, 9596, 8574, 54761 ], "xaxis": "x", "y": [ 6386, 1985, 2579, 8982, 2357, 12976, 2050, 5711, 3297, 3045, 5315, 1857, 3055, 1380, 1591, 3241, 4153, 2012, 3556, 2198, 3450, 2290, 2610, 11791 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 196932, 40363, 76418, 46479, 19705, 21894 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 78974, 17369, 32658, 19493, 6110, 8127 ], "xaxis": "x", "y": [ 20087, 3784, 7685, 4711, 3011, 2185 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9753, 16559, 6599, 18209, 66320, 29729, 28737, 19869, 10119, 30337, 180937, 20542, 31765, 25395, 26703, 18347, 223209, 42503, 21574, 38879, 29513, 26065, 23014, 29484, 15477, 89718, 150889, 43132, 15042, 21913, 22960, 36816, 22620, 18079, 25732, 53793, 89799, 12774, 76874, 22233, 28395, 18695, 16344, 23638, 211648, 30234, 44166, 25853, 16874, 46713, 21644, 21363 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4149, 6698, 2744, 7679, 30010, 12000, 11952, 8346, 3890, 13214, 81291, 8756, 13344, 10779, 11435, 7946, 104287, 18183, 9560, 17269, 12334, 11076, 9859, 12991, 6558, 39162, 68962, 18199, 6297, 9227, 10025, 16077, 9918, 7031, 11091, 24141, 38519, 5255, 34437, 9505, 11690, 7754, 6874, 9996, 95264, 14121, 19181, 11179, 7506, 20761, 9647, 9163 ], "xaxis": "x", "y": [ 722, 1411, 414, 1454, 5230, 2719, 2549, 1695, 969, 2714, 15741, 1636, 2518, 2100, 2043, 1467, 17573, 3822, 1818, 3131, 2614, 2381, 2232, 2256, 1177, 8643, 12896, 3723, 1359, 1913, 1699, 3041, 1720, 1472, 2164, 4279, 7133, 1102, 6213, 1409, 2571, 1337, 1530, 1719, 16751, 2165, 3436, 2437, 1478, 3882, 1504, 1314 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 152481, 24406, 42169, 14662, 20647, 8807, 48637, 34061, 29062, 14099, 13672, 61264, 9924, 4976, 19308, 42588, 45454, 63943, 48183, 63440, 23222, 50631, 12487, 61641 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 64833, 11586, 19220, 6207, 7977, 3619, 19441, 14006, 12400, 5383, 5506, 27507, 4177, 1837, 7692, 17570, 20281, 27368, 21055, 26411, 9753, 21272, 4849, 27830 ], "xaxis": "x", "y": [ 15781, 2039, 4218, 1388, 2082, 839, 5483, 3392, 2642, 1328, 1410, 5037, 921, 393, 1922, 3720, 3873, 5979, 4139, 6470, 2012, 5060, 1261, 5404 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13511, 13152, 28656, 31947, 24967, 17280, 14497, 87500, 41661, 46524, 37456, 36244, 23766, 122397, 19063, 7762, 16776, 43448, 20699, 57005, 10844, 93724, 9694, 16618, 100536, 43202, 12397, 48914 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5911, 5594, 14534, 14402, 10781, 7324, 6840, 45169, 17256, 24014, 17897, 15669, 10599, 60764, 8445, 3544, 7118, 18001, 9382, 26992, 5211, 46055, 5238, 8148, 46276, 18706, 5680, 22349 ], "xaxis": "x", "y": [ 1085, 937, 2107, 2175, 1534, 1424, 849, 5542, 3433, 2785, 2542, 2464, 1391, 6835, 1388, 557, 939, 3461, 1367, 4489, 716, 6339, 470, 971, 7815, 3355, 861, 3887 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22568, 37153, 27360, 12545, 7433, 22058, 33821, 23747, 54577, 25440, 21926, 44485 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9657, 17684, 13190, 5195, 4324, 8916, 16669, 13974, 26359, 10597, 10717, 22378 ], "xaxis": "x", "y": [ 2011, 3042, 1728, 1233, 446, 2446, 2559, 1408, 3836, 2494, 1583, 3451 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2015
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 38420, 12678, 32610, 27695 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 18287, 5775, 15274, 12719 ], "xaxis": "x", "y": [ 2920, 973, 2625, 2198 ], "yaxis": "y" } ], "name": "2015" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25243, 67061, 25371, 35381, 107584, 55240, 32794, 33450, 31039, 32804, 18940, 23722 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11131, 30691, 11714, 15342, 49118, 24504, 15177, 14030, 14555, 13958, 8312, 10093 ], "xaxis": "x", "y": [ 1754, 6350, 1817, 2838, 8807, 5247, 3221, 2576, 2459, 3154, 1274, 1701 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31299, 107615, 88602, 833624, 29943, 40318, 9622, 22296, 34604, 26840, 19400, 35465, 18455, 56696, 158140, 144518, 39299, 26766, 22689, 56275, 87830, 47546, 72172, 41373, 22471, 10977, 43725, 9504, 11336, 13411, 79889, 46159, 21493, 13574, 13360, 29181, 67448, 17304, 18572, 23275, 15664, 152466, 16792 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12893, 50346, 43045, 424390, 14976, 18846, 4363, 9653, 15459, 13216, 8107, 14939, 8642, 26137, 73674, 59699, 17457, 12520, 10233, 27939, 41123, 20554, 32423, 18592, 9220, 4668, 18402, 4048, 4680, 5851, 35581, 19814, 9025, 6470, 5548, 12837, 30603, 7280, 8640, 10381, 6684, 66961, 9450 ], "xaxis": "x", "y": [ 3275, 8816, 6837, 62468, 2017, 3363, 968, 3453, 2663, 2140, 1594, 3203, 1536, 6198, 13339, 14253, 3201, 2474, 1877, 4251, 7753, 3954, 6477, 3084, 1935, 1083, 3761, 861, 1006, 1379, 6219, 3989, 1818, 963, 1239, 2471, 5000, 1499, 1315, 1953, 1169, 13249, 1053 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 26912, 159025, 153818, 55441, 34574, 44437, 25289, 36510, 20938, 26202, 27644, 11336, 56827, 18407, 25433, 112427, 22929, 32282, 26507, 45966, 11890, 18556, 16360, 45950, 33333, 24084, 35173, 23049, 41199, 172064, 26835, 23104, 29537, 39657, 47002, 24516, 31254, 43824, 1498, 9529, 41510, 23984, 37837, 18693, 15001, 40814, 28939, 27543, 32269, 46997 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11811, 70615, 72711, 20938, 15282, 19466, 10667, 16117, 9260, 10386, 11862, 5238, 25180, 7662, 10635, 48915, 9170, 14097, 10785, 18873, 5240, 7803, 6991, 19423, 14624, 9695, 15281, 8391, 16131, 79593, 10449, 9090, 12692, 17218, 19251, 9628, 14626, 20970, 635, 3725, 17682, 10174, 19648, 7960, 6578, 17518, 12891, 10985, 14677, 21698 ], "xaxis": "x", "y": [ 2448, 13074, 12708, 6373, 2382, 3533, 1890, 2761, 1494, 1982, 2448, 771, 4737, 1588, 2018, 10649, 2247, 2504, 2082, 4672, 1108, 1574, 1321, 4138, 2542, 2060, 2483, 2558, 4057, 12029, 2505, 2290, 2438, 3162, 4528, 2182, 2400, 3267, 229, 1119, 3515, 2228, 2472, 1436, 1199, 3488, 2333, 2757, 2625, 4246 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 28007, 3611, 19015, 51265, 15813, 50290, 107897, 25571, 29830, 919, 55439, 84048, 4870, 32077, 1083, 25520 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11946, 1674, 8065, 22818, 7533, 23230, 54245, 11172, 12873, 583, 25391, 39013, 2229, 13646, 540, 11495 ], "xaxis": "x", "y": [ 2707, 348, 1618, 4566, 1331, 4367, 8630, 2006, 2677, 58, 4697, 7295, 312, 2842, 69, 2042 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 19955, 24985, 107960, 47861, 33451, 16640, 66486, 101034, 118801, 48321, 35260, 71189, 17774, 38634, 29408, 21089, 26108, 64239, 29054, 54653, 59035, 122561, 26968, 74223, 22606, 32292, 18873, 27433, 85293, 25760, 23209, 32248, 51894, 45097, 629606, 77108, 24968, 36013, 71808, 25211, 26072, 25885, 104960, 14197, 124107, 8119, 40937, 44454 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8220, 10208, 45968, 18918, 14008, 7683, 30727, 49627, 54853, 20915, 16092, 31868, 7130, 17305, 11725, 9398, 11056, 25814, 12318, 23331, 22942, 56636, 12016, 36398, 10080, 14938, 7649, 10835, 39083, 12267, 10379, 14251, 20135, 20680, 311168, 36751, 10722, 14952, 34768, 11210, 11248, 12213, 42622, 6732, 55377, 3365, 16787, 20411 ], "xaxis": "x", "y": [ 2054, 2527, 9891, 5049, 3126, 1269, 5397, 6490, 10026, 4222, 3310, 6793, 1786, 3214, 3098, 1672, 2306, 6191, 2703, 4506, 6871, 8169, 2586, 5891, 2012, 2537, 2151, 2162, 6728, 2136, 2590, 2864, 5641, 3602, 51836, 6856, 2247, 3034, 5660, 2482, 2054, 2027, 9588, 952, 11256, 627, 3939, 3873 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72425, 22343, 27916, 98869, 26120, 158351, 24332, 59687, 35651, 34881, 51950, 22444, 32110, 17886, 17696, 36700, 37875, 16544, 43333, 21120, 33846, 23952, 22278, 124896 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 32417, 9316, 11391, 43643, 10528, 75056, 10162, 23864, 14526, 14868, 21343, 9559, 14284, 7448, 7108, 15301, 14298, 5688, 19636, 8247, 13609, 9456, 8648, 55473 ], "xaxis": "x", "y": [ 6199, 1990, 2529, 8857, 2226, 12732, 1975, 5593, 3170, 2907, 5308, 1798, 2999, 1295, 1558, 3189, 4079, 1987, 3487, 2096, 3373, 2277, 2553, 11935 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 198145, 40592, 76792, 46439, 19987, 22113 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 79721, 16495, 32755, 19583, 6198, 8166 ], "xaxis": "x", "y": [ 19895, 3768, 7612, 4573, 3041, 2195 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 9924, 16580, 6611, 18253, 66237, 29880, 28976, 19966, 10254, 30406, 181611, 20660, 31878, 25413, 26815, 18551, 224755, 42832, 21630, 38893, 29647, 26152, 23111, 29531, 15650, 90127, 151608, 43274, 15164, 21965, 22929, 36762, 22763, 18199, 25835, 54018, 90003, 12811, 76960, 22276, 28403, 18914, 16425, 23477, 212941, 30262, 44317, 25973, 17023, 47021, 21682, 21488 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4214, 6717, 2746, 7742, 29738, 12044, 12031, 8417, 3975, 13296, 81649, 8781, 13433, 10792, 11501, 8008, 106732, 18408, 9553, 17305, 12451, 11138, 9906, 13027, 6628, 39407, 69726, 18281, 6476, 9237, 10110, 16116, 10017, 7437, 11178, 24248, 38831, 5275, 34718, 9534, 11738, 7783, 6906, 10006, 95779, 14272, 19280, 11257, 7556, 20952, 9642, 9197 ], "xaxis": "x", "y": [ 705, 1347, 402, 1434, 5159, 2649, 2412, 1672, 935, 2660, 15643, 1515, 2498, 2044, 2002, 1414, 17429, 3800, 1786, 3082, 2595, 2289, 2291, 2215, 1165, 8432, 12833, 3703, 1302, 1872, 1672, 2976, 1695, 1480, 2113, 4186, 6975, 1138, 6133, 1390, 2499, 1294, 1522, 1680, 16629, 2142, 3394, 2470, 1471, 3888, 1495, 1274 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 153602, 24521, 42375, 14773, 20823, 8877, 48765, 34101, 29309, 14156, 13783, 61749, 10049, 5051, 19400, 42576, 45487, 64061, 48506, 63816, 23384, 51161, 12550, 62258 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 65289, 11586, 19260, 6269, 8087, 3665, 19542, 14169, 12425, 5488, 5572, 27799, 4270, 1885, 7755, 17608, 20282, 27561, 21216, 26702, 9857, 21403, 4893, 27957 ], "xaxis": "x", "y": [ 15628, 2041, 4189, 1363, 2115, 787, 5349, 3223, 2625, 1256, 1377, 4977, 906, 396, 1887, 3532, 3803, 6004, 4083, 6280, 1995, 4969, 1265, 5486 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13388, 13090, 28448, 31943, 25123, 17085, 14508, 87406, 41675, 46023, 37465, 36140, 23757, 122533, 19040, 7755, 16793, 43316, 20686, 57010, 10741, 93555, 9632, 16518, 100371, 43291, 12482, 49100 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5882, 5619, 14511, 14450, 10888, 7277, 6789, 45227, 17431, 23967, 17923, 15718, 10601, 60948, 8569, 3561, 7165, 17898, 9405, 27111, 5225, 46058, 5241, 8169, 46424, 18790, 5733, 22504 ], "xaxis": "x", "y": [ 1050, 916, 2073, 2173, 1523, 1408, 806, 5490, 3358, 2777, 2474, 2368, 1318, 6739, 1318, 518, 1188, 3381, 1357, 4476, 673, 6279, 466, 929, 7731, 3247, 835, 3662 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22612, 37207, 27372, 12639, 7421, 22265, 33735, 23639, 54657, 25421, 21960, 44451 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9687, 17748, 13272, 5223, 4347, 8996, 16717, 14051, 26675, 10626, 10831, 22434 ], "xaxis": "x", "y": [ 1983, 2939, 1629, 1220, 458, 2411, 2458, 1362, 3814, 2495, 1559, 3456 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2016
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 38228, 12641, 32621, 27467 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 18396, 5777, 15282, 12723 ], "xaxis": "x", "y": [ 2809, 973, 2531, 2239 ], "yaxis": "y" } ], "name": "2016" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25286, 67551, 25355, 35286, 107490, 55311, 33025, 33399, 32981, 33280, 19084, 23744 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11145, 30995, 11572, 15283, 48789, 24684, 15388, 14156, 14630, 14119, 8395, 10084 ], "xaxis": "x", "y": [ 1730, 6249, 1794, 2739, 8542, 5151, 3211, 2427, 2384, 3202, 1215, 1724 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31373, 108373, 89294, 844947, 29844, 40709, 10201, 22826, 35216, 27272, 19384, 35800, 18479, 56935, 159229, 146003, 39171, 26936, 22857, 56020, 88888, 47600, 72493, 41382, 22522, 11275, 44058, 9652, 11420, 13419, 79928, 46193, 21552, 13545, 13465, 29201, 67619, 17290, 18751, 23447, 15820, 153679, 16899 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12919, 50513, 41649, 428035, 14992, 19106, 4639, 9727, 15666, 12770, 8154, 14819, 8689, 26249, 74037, 60085, 17513, 12511, 10366, 27986, 41638, 20616, 32640, 18718, 9237, 4739, 18607, 4068, 4713, 5851, 35631, 19993, 9049, 6501, 5606, 12771, 30820, 7241, 8748, 10583, 6764, 67476, 9517 ], "xaxis": "x", "y": [ 3179, 8747, 6905, 62134, 1986, 3312, 990, 3477, 2690, 2183, 1546, 3061, 1508, 6096, 13376, 13842, 3220, 2487, 1764, 4146, 7766, 3864, 6409, 3076, 1881, 1104, 3690, 884, 947, 1334, 6107, 3830, 1804, 953, 1166, 2465, 5025, 1477, 1333, 1933, 1165, 13084, 1047 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27047, 160047, 155699, 56376, 34764, 44238, 25424, 36410, 20843, 26348, 27864, 11341, 57068, 18563, 25398, 113421, 23026, 32537, 26590, 46352, 12040, 18561, 16475, 46182, 33545, 24250, 35316, 23303, 41775, 173556, 26892, 23256, 29634, 39568, 47394, 24428, 31391, 43645, 1498, 9704, 41488, 24199, 38458, 18820, 14991, 40876, 28912, 27728, 32379, 47340 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11872, 71050, 73640, 21330, 15397, 19458, 10829, 16063, 9249, 10459, 12024, 5248, 25477, 7807, 10645, 49703, 9186, 14177, 10861, 19185, 5270, 7810, 7064, 19638, 14778, 9749, 15385, 8510, 16344, 78200, 10463, 9163, 12751, 17225, 19390, 9649, 14653, 21117, 635, 3819, 17839, 10447, 16836, 7959, 6613, 17535, 12933, 11030, 14795, 21806 ], "xaxis": "x", "y": [ 2411, 12989, 12824, 6408, 2284, 3371, 1876, 2636, 1438, 1985, 2419, 736, 4624, 1532, 1971, 10656, 2287, 2514, 2114, 4681, 1125, 1578, 1292, 4086, 2513, 1980, 2434, 2576, 4099, 12132, 2477, 2277, 2346, 3086, 4474, 2146, 2348, 3188, 214, 1145, 3394, 2247, 2446, 1388, 1176, 3320, 2310, 2703, 2628, 4135 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27893, 3633, 18942, 51585, 15860, 50203, 108667, 25540, 29718, 941, 55695, 84158, 4859, 31963, 1085, 25608 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12028, 1686, 8084, 22887, 7561, 23250, 54461, 11202, 12926, 584, 25377, 39117, 2243, 13730, 542, 11536 ], "xaxis": "x", "y": [ 2629, 341, 1564, 4514, 1325, 4289, 8630, 1968, 2592, 44, 4655, 7219, 315, 2745, 60, 2004 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 20008, 25105, 108915, 48344, 33733, 16833, 66421, 101381, 118731, 48653, 35755, 71752, 17872, 38722, 29731, 21316, 26374, 64532, 29123, 55204, 60105, 123661, 27128, 74604, 22717, 32450, 19034, 27914, 85401, 25867, 23608, 32292, 52656, 45408, 634660, 77838, 25012, 36093, 71999, 25315, 26536, 26055, 105632, 14257, 124763, 8367, 41468, 44417 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8252, 10286, 46723, 19131, 14090, 7798, 30745, 49838, 54868, 21089, 16300, 32131, 7211, 17377, 11842, 9419, 11204, 26265, 12333, 23541, 23255, 57476, 12068, 36444, 10183, 14943, 7727, 11113, 39192, 12309, 10459, 14289, 20414, 20795, 309693, 36763, 10902, 15096, 34901, 11367, 11339, 12220, 43187, 6747, 55826, 3527, 17034, 20451 ], "xaxis": "x", "y": [ 2030, 2499, 9905, 5023, 3067, 1254, 5353, 6600, 10076, 4130, 3332, 6658, 1773, 3217, 3157, 1606, 2260, 6095, 2662, 4475, 6983, 8174, 2554, 5832, 1940, 2485, 2242, 2177, 6685, 2185, 2650, 2832, 5617, 3691, 51761, 6803, 2280, 2938, 5778, 2445, 2098, 2014, 9682, 948, 11180, 616, 3993, 3886 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72479, 22795, 28070, 99295, 26244, 158140, 24272, 60211, 35772, 35011, 52511, 22482, 32006, 17957, 17531, 36907, 37983, 16691, 43448, 21153, 33845, 24225, 22309, 125548 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 32859, 9537, 11444, 44653, 10661, 74564, 10195, 24113, 14593, 14969, 21535, 9626, 14311, 7529, 7184, 15359, 14387, 5756, 19787, 8348, 13621, 9645, 8711, 56066 ], "xaxis": "x", "y": [ 5978, 2015, 2481, 8686, 2126, 12503, 1923, 5595, 3050, 2779, 5362, 1756, 2957, 1281, 1551, 3148, 4022, 1959, 3434, 1985, 3324, 2261, 2501, 11834 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 200914, 40746, 76937, 46544, 20220, 22457 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 80582, 16603, 32895, 19535, 6309, 8305 ], "xaxis": "x", "y": [ 19813, 3685, 7407, 4521, 3115, 2110 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 10058, 16714, 6657, 18342, 66164, 30252, 29180, 20063, 10414, 30655, 182304, 20676, 31933, 25509, 26869, 18554, 226868, 43027, 21504, 39078, 30024, 26220, 23317, 29579, 15714, 90602, 152411, 43516, 15283, 21942, 23093, 79869, 36944, 22866, 18499, 25936, 54604, 90376, 12908, 77163, 22345, 28584, 19036, 16626, 23970, 213804, 30516, 44724, 26183, 16898, 47410, 21837, 21657 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4254, 6768, 2770, 7770, 29916, 12059, 12326, 8486, 4034, 13308, 82231, 8841, 13523, 10838, 11601, 8035, 107812, 18513, 9594, 17354, 12597, 11149, 9961, 13060, 6655, 39533, 70255, 18352, 6493, 9231, 10169, 33148, 16315, 10032, 7650, 11265, 24441, 39130, 5344, 34962, 9604, 11776, 7863, 6978, 10178, 96235, 14444, 19395, 11349, 7551, 21242, 9779, 9280 ], "xaxis": "x", "y": [ 716, 1296, 410, 1394, 5130, 2557, 2358, 1638, 926, 2568, 15514, 1492, 2539, 2011, 1980, 1406, 17361, 3740, 1745, 3040, 2634, 2286, 2333, 2214, 1148, 8272, 12822, 3633, 1262, 1780, 1704, 6280, 2937, 1658, 1436, 2076, 4178, 6902, 1129, 6012, 1391, 2481, 1286, 1503, 1625, 16445, 2064, 3313, 2507, 1447, 3850, 1460, 1313 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 154337, 24529, 42754, 15156, 21020, 8999, 49300, 34208, 29677, 14208, 13866, 61868, 10187, 5101, 19597, 42763, 45874, 64450, 49035, 64277, 23502, 51513, 12701, 62830 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 66034, 11676, 19375, 6342, 8135, 3687, 19808, 14319, 12495, 5526, 5667, 27976, 4322, 1904, 7935, 17786, 20361, 27858, 21516, 27055, 9934, 21625, 4963, 28251 ], "xaxis": "x", "y": [ 15304, 2065, 4181, 1391, 2089, 763, 5206, 3108, 2603, 1213, 1329, 4921, 885, 388, 1884, 3485, 3765, 5980, 4100, 6266, 1986, 4911, 1287, 5478 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13405, 13095, 28358, 31815, 25297, 17129, 14337, 87189, 42139, 45937, 37458, 35878, 23774, 122753, 19072, 7775, 16864, 43347, 20700, 57390, 10571, 93319, 9710, 16440, 101059, 43565, 12462, 49574 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5888, 5669, 14464, 14497, 10979, 7361, 6791, 45619, 17480, 23883, 18038, 15735, 10641, 61485, 8590, 3563, 7240, 18059, 9410, 27140, 5201, 46253, 5555, 8182, 46691, 18883, 5766, 22402 ], "xaxis": "x", "y": [ 1013, 910, 1988, 2135, 1567, 1373, 794, 5508, 3240, 2741, 2450, 2271, 1312, 6536, 1237, 505, 1152, 3307, 1336, 4532, 660, 6211, 463, 857, 7651, 3207, 848, 3659 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22688, 37274, 27395, 12622, 7382, 22356, 33765, 23658, 54588, 25527, 21900, 44394 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9735, 17939, 13323, 5275, 4361, 8994, 16753, 13952, 26754, 10729, 10884, 22488 ], "xaxis": "x", "y": [ 1958, 2928, 1591, 1194, 439, 2389, 2444, 1332, 3763, 2450, 1564, 3354 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2017
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "ids": [ "Oldambt", "Pekela", "Stadskanaal", "Veendam" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 38108, 12517, 32252, 27527 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 18382, 5776, 15276, 12756 ], "xaxis": "x", "y": [ 2742, 941, 2472, 2244 ], "yaxis": "y" } ], "name": "2017" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25390, 67708, 25351, 35299, 107192, 55677, 33410, 33172, 32370, 33462, 19152, 23917 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11165, 31424, 11608, 15478, 48923, 24867, 15586, 14304, 14649, 14211, 8454, 10149 ], "xaxis": "x", "y": [ 1735, 6139, 1757, 2669, 8335, 5080, 3155, 2370, 2355, 3251, 1222, 1773 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31499, 108470, 89870, 854047, 29941, 41077, 10795, 23208, 35608, 28121, 19440, 35953, 18476, 57337, 159709, 147282, 39146, 27080, 23099, 55760, 89521, 47681, 72806, 41369, 22659, 11435, 44480, 9735, 11526, 13496, 79983, 46379, 21670, 13584, 13520, 29445, 67831, 17259, 19147, 23659, 15995, 154865, 16970 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12888, 50830, 41782, 432715, 15113, 19189, 4865, 9894, 15814, 13136, 8202, 14915, 8717, 26342, 74796, 60622, 17439, 12561, 10528, 27988, 41942, 20689, 32783, 18833, 9291, 4835, 18774, 4093, 4747, 5897, 35751, 20103, 9121, 6552, 5619, 12948, 30697, 7260, 8951, 10618, 6803, 68025, 9523 ], "xaxis": "x", "y": [ 3110, 8576, 6993, 62109, 1940, 3252, 1058, 3446, 2669, 2244, 1546, 2916, 1481, 5858, 13663, 13541, 3211, 2495, 1825, 4159, 7862, 3813, 6359, 3069, 1873, 1097, 3685, 907, 907, 1323, 5893, 3736, 1775, 924, 1176, 2484, 5026, 1481, 1548, 1938, 1162, 12932, 1032 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 26962, 161156, 157223, 57339, 34748, 44032, 25798, 36352, 20771, 26365, 28195, 11328, 57382, 18701, 25438, 114682, 23107, 32863, 26793, 46832, 12154, 18603, 16462, 46372, 33574, 24350, 35627, 23615, 42307, 175948, 27114, 23504, 29672, 39520, 47481, 24313, 31338, 43527, 1575, 9751, 41465, 24310, 38412, 18891, 15015, 40847, 28987, 28014, 43402, 47537 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11922, 71526, 74416, 21926, 15518, 19492, 11043, 16088, 9279, 10529, 12177, 5279, 25628, 7983, 10678, 48007, 9274, 14243, 10948, 19289, 5284, 7815, 7123, 19646, 14916, 9830, 15525, 8625, 16669, 79474, 10611, 9202, 12787, 17267, 19486, 9655, 14763, 21088, 662, 3921, 17902, 10495, 17181, 8016, 6662, 17843, 12993, 11216, 19684, 21971 ], "xaxis": "x", "y": [ 2302, 12777, 12765, 6464, 2251, 3212, 1836, 2472, 1411, 1962, 2409, 664, 4630, 1489, 1974, 10632, 2291, 2482, 2097, 4621, 1119, 1539, 1266, 4061, 2428, 2030, 2392, 2581, 4091, 12207, 2590, 2246, 2280, 2993, 4401, 2141, 2275, 3194, 205, 1152, 3334, 2293, 2451, 1384, 1163, 3185, 2198, 2651, 3323, 4030 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27935, 3654, 18904, 51742, 15783, 50192, 122415, 25459, 29753, 932, 55889, 89594, 4906, 31870, 1132, 46101, 25720 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12075, 1712, 8144, 23086, 7621, 23367, 60905, 11247, 13009, 582, 25454, 41599, 2276, 13800, 551, 21003, 11599 ], "xaxis": "x", "y": [ 2599, 332, 1627, 4325, 1262, 4299, 9746, 1982, 2535, 45, 4623, 7523, 333, 2683, 56, 3790, 1972 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 20014, 25218, 109682, 48477, 33948, 17040, 66854, 102253, 118426, 49129, 36284, 72700, 17958, 39992, 30677, 21812, 26625, 64956, 29306, 55644, 61155, 124306, 27197, 74947, 22746, 32518, 19338, 28269, 84593, 26056, 23887, 32264, 53634, 45789, 638712, 77907, 25020, 36584, 72050, 25453, 27578, 26084, 107492, 14508, 124695, 8430, 41882, 44586 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8276, 10333, 47099, 19184, 14260, 7918, 30748, 49855, 55059, 21374, 16392, 32758, 7247, 17923, 12141, 9681, 11294, 26329, 12451, 23569, 23565, 58079, 12118, 36481, 10049, 15058, 7836, 11298, 38832, 12389, 10475, 14331, 20810, 21009, 311336, 36914, 10846, 15515, 35126, 11442, 11746, 12176, 43636, 6793, 55944, 3493, 17237, 20394 ], "xaxis": "x", "y": [ 2052, 2503, 9895, 4947, 3078, 1277, 5344, 6602, 10011, 4141, 3293, 6587, 1754, 3195, 3337, 1607, 2237, 6075, 2660, 4487, 6949, 8096, 2536, 5871, 1884, 2500, 2268, 2186, 6627, 2184, 2693, 2825, 5501, 3751, 52154, 6726, 2324, 2972, 5773, 2453, 2189, 1993, 9746, 947, 11134, 606, 4074, 3733 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72629, 23124, 28242, 99653, 26291, 158261, 24291, 60539, 35796, 34930, 53259, 22547, 31915, 18023, 17630, 37158, 38097, 16797, 43768, 21213, 33903, 24258, 22468, 126116 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 32988, 9748, 11511, 44707, 10774, 73672, 10315, 24316, 14645, 15054, 21843, 9712, 14402, 7613, 7289, 15589, 14574, 5853, 19951, 8490, 13664, 9660, 8817, 56595 ], "xaxis": "x", "y": [ 5835, 2044, 2497, 8569, 2029, 12420, 1886, 5489, 2941, 2723, 5348, 1722, 2786, 1261, 1542, 3131, 3968, 1974, 3460, 1960, 3228, 2243, 2441, 11768 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 203990, 40735, 77389, 46625, 20524, 22407 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 82312, 16901, 32767, 19786, 6381, 8340 ], "xaxis": "x", "y": [ 19733, 3696, 7315, 4454, 3112, 1975 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 10083, 16719, 6799, 18398, 66354, 30550, 29497, 20144, 10502, 30672, 183448, 20336, 32137, 25777, 27063, 18778, 229126, 43532, 21517, 39252, 30340, 26313, 23621, 29888, 15886, 90903, 153434, 43723, 15366, 22158, 23120, 80148, 36967, 23019, 18558, 26132, 55147, 90951, 13040, 77000, 22401, 28673, 19120, 16753, 24781, 215521, 30654, 44925, 26418, 17075, 47725, 21800, 21525 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4280, 6803, 2832, 7810, 30047, 12301, 12353, 8552, 4082, 13333, 83253, 8887, 13644, 11075, 11708, 8071, 109468, 18732, 9614, 17429, 12683, 11199, 10136, 13093, 6772, 39798, 71196, 18523, 6522, 9318, 10209, 33475, 16340, 10131, 7728, 11439, 24665, 39505, 5385, 35103, 9605, 11985, 7964, 7067, 10258, 97612, 14548, 19502, 11394, 7564, 21538, 9837, 9408 ], "xaxis": "x", "y": [ 740, 1252, 420, 1379, 5170, 2505, 2301, 1595, 883, 2506, 15326, 1476, 2531, 2014, 1994, 1441, 17436, 3683, 1747, 3063, 2674, 2174, 2340, 2219, 1148, 8154, 12659, 3671, 1191, 1744, 1673, 6301, 2943, 1707, 1446, 2057, 4184, 6836, 1123, 6004, 1435, 2485, 1269, 1522, 1605, 16288, 2066, 3342, 2532, 1449, 3780, 1422, 1304 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 155226, 24630, 42846, 15214, 21266, 9112, 49579, 34302, 29755, 14395, 13879, 62426, 10180, 5175, 19816, 43620, 46089, 64513, 49314, 64918, 23678, 51758, 13021, 63322 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 66530, 11564, 19412, 6371, 8251, 3812, 20032, 14344, 12637, 5581, 5730, 28495, 4315, 1999, 8034, 18145, 20479, 28121, 21636, 27512, 9979, 21756, 5006, 28555 ], "xaxis": "x", "y": [ 15136, 2081, 4153, 1396, 2110, 730, 5052, 2992, 2592, 1143, 1296, 4961, 891, 389, 1832, 3435, 3730, 5883, 4059, 6295, 1990, 4895, 1296, 5511 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 13444, 13106, 28241, 31751, 25566, 17052, 14196, 86762, 42271, 45823, 37612, 35857, 23697, 122723, 19039, 7768, 17038, 43312, 20728, 57761, 10561, 92956, 9874, 16431, 101192, 43341, 12390, 49855 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 5946, 5683, 14508, 14532, 11181, 7387, 6784, 45758, 17610, 23904, 18128, 15745, 10678, 61955, 8587, 3617, 7337, 18151, 9449, 27276, 5207, 46369, 5524, 8185, 46833, 18905, 5759, 22626 ], "xaxis": "x", "y": [ 957, 882, 1971, 2114, 1595, 1330, 771, 5555, 3135, 2654, 2477, 2179, 1270, 6517, 1209, 496, 1148, 3257, 1331, 4503, 659, 6127, 451, 828, 7613, 3141, 910, 3673 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22716, 37636, 27472, 12720, 7314, 22555, 33687, 23526, 54440, 25583, 21867, 44485 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9781, 18062, 13384, 5317, 4394, 9049, 16661, 13960, 26812, 10777, 10922, 22796 ], "xaxis": "x", "y": [ 1952, 2886, 1589, 1214, 442, 2370, 2438, 1293, 3698, 2460, 1594, 3299 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2018
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerwolde" ], "ids": [ "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerwolde" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 60953, 38075, 12245, 32258, 27508, 24684 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 28025, 18382, 5755, 15266, 12788, 11963 ], "xaxis": "x", "y": [ 4570, 2678, 968, 2373, 2198, 1863 ], "yaxis": "y" } ], "name": "2018" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25386, 67963, 25372, 35483, 107113, 55662, 33564, 33178, 31290, 33698, 19348, 24110 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11257, 31570, 11645, 15521, 49187, 25147, 15658, 14313, 14716, 14403, 8515, 10265 ], "xaxis": "x", "y": [ 1723, 5898, 1699, 2625, 8194, 4949, 3101, 2309, 2297, 3265, 1227, 1736 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31728, 108558, 90838, 862965, 29974, 41176, 11202, 23410, 35772, 29196, 19597, 36099, 18507, 57715, 161265, 154235, 39164, 27286, 23464, 55604, 90238, 47815, 73004, 41273, 22738, 11488, 44809, 9757, 11779, 13916, 80117, 46553, 21706, 13547, 13528, 29424, 68348, 17315, 19334, 24013, 16329, 155885, 17011 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 13091, 51127, 42035, 441490, 15209, 19280, 4941, 9992, 15973, 13803, 8280, 15029, 8754, 26508, 75632, 63511, 17501, 12587, 10574, 28056, 42324, 20786, 32744, 18874, 9395, 4853, 18957, 4099, 4783, 6155, 36141, 20287, 9207, 6594, 5633, 12856, 30913, 7289, 9008, 10707, 6962, 68402, 9557 ], "xaxis": "x", "y": [ 3003, 8534, 7091, 62182, 1886, 3225, 1082, 3438, 2776, 2351, 1570, 2888, 1463, 5850, 13787, 13811, 3169, 2487, 1844, 4169, 7850, 3726, 6375, 3063, 1841, 1088, 3634, 884, 898, 1326, 5815, 3587, 1758, 913, 1154, 2436, 5080, 1480, 1593, 1947, 1180, 12759, 1058 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Betuwe", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Betuwe", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27011, 162445, 159265, 57971, 34798, 43904, 25882, 36212, 20698, 26568, 28555, 11148, 57555, 18797, 25332, 115710, 23086, 33145, 26858, 47581, 12173, 18546, 16486, 46475, 33590, 24693, 36026, 24034, 42943, 176731, 27481, 23598, 29704, 39473, 47543, 24198, 31302, 43640, 1654, 9873, 41978, 24417, 38774, 50697, 19076, 14944, 40951, 28903, 28451, 43488, 47609 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11971, 72445, 75632, 22249, 15619, 19541, 11090, 16152, 9310, 10604, 12390, 5286, 25926, 8047, 10708, 48552, 9268, 14349, 11002, 19450, 5277, 7888, 7160, 19783, 14997, 9947, 15727, 8748, 17125, 80736, 10851, 9265, 12854, 17385, 19702, 9670, 14908, 21189, 683, 3967, 18011, 10545, 17483, 20710, 8100, 6690, 17885, 13087, 11401, 19796, 22095 ], "xaxis": "x", "y": [ 2270, 12781, 12693, 6533, 2216, 3070, 1860, 2361, 1380, 1997, 2444, 638, 4554, 1469, 1979, 10790, 2294, 2496, 2055, 4664, 1122, 1556, 1248, 3952, 2405, 2001, 2363, 2582, 4081, 12132, 2621, 2252, 2213, 2917, 4412, 2119, 2223, 3118, 212, 1134, 3266, 2298, 2467, 4412, 1401, 1147, 3122, 2094, 2611, 3322, 3843 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27852, 3673, 18923, 51430, 15758, 50257, 123107, 45181, 25497, 29723, 936, 55938, 89710, 4890, 31780, 1138, 46039, 25840 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12118, 1731, 8147, 23209, 7627, 23532, 61492, 20395, 11303, 12987, 587, 25675, 41915, 2281, 13943, 564, 21112, 11620 ], "xaxis": "x", "y": [ 2530, 326, 1635, 4248, 1214, 4242, 9635, 3985, 1957, 2461, 48, 4578, 7350, 323, 2682, 55, 3691, 1947 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Hoeksche Waard", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Molenlanden", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Hoeksche Waard", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Molenlanden", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 20069, 25271, 110986, 48673, 34462, 17182, 66818, 103163, 118654, 49611, 36682, 73181, 18051, 40049, 30966, 21966, 86656, 26866, 65302, 29376, 56048, 61601, 124899, 27109, 75425, 22800, 32768, 19391, 43858, 28628, 84797, 42859, 24426, 32290, 54331, 46241, 644618, 77999, 25026, 37061, 72404, 25479, 28316, 26211, 108603, 14626, 124944, 8450, 42762, 44639 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8324, 10347, 47753, 19256, 14360, 7963, 30853, 50610, 55008, 21597, 16599, 33174, 7312, 17907, 12214, 9766, 37542, 11486, 26724, 12527, 23787, 23802, 59088, 12121, 36781, 10217, 15127, 7883, 17160, 11361, 39036, 19688, 10691, 14383, 21134, 21140, 311597, 36914, 11018, 15588, 35159, 11448, 11970, 12191, 44441, 6831, 56199, 3493, 17563, 20454 ], "xaxis": "x", "y": [ 2066, 2482, 9822, 4874, 3110, 1296, 5385, 6636, 10027, 4118, 3232, 6494, 1767, 3118, 3371, 1593, 7117, 2179, 5983, 2645, 4535, 6892, 8034, 2553, 5836, 1866, 2508, 2309, 4159, 2182, 6703, 3528, 2745, 2747, 5440, 3822, 51993, 6735, 2291, 2941, 5815, 2399, 2320, 2013, 9843, 967, 11101, 609, 4111, 3680 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 72849, 23210, 28499, 99957, 26350, 158986, 24277, 60574, 35808, 34940, 53779, 22622, 31840, 18071, 17813, 37511, 38300, 17003, 43940, 21276, 33792, 24351, 22503, 127497 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 33472, 9817, 11722, 45313, 10900, 74588, 10410, 24513, 14734, 15122, 22097, 9733, 14434, 7669, 7429, 15759, 14740, 5914, 20014, 8525, 13705, 9727, 8903, 57730 ], "xaxis": "x", "y": [ 5741, 2072, 2471, 8382, 1965, 12218, 1837, 5443, 2846, 2643, 5300, 1687, 2673, 1232, 1534, 3042, 3949, 1993, 3463, 1833, 3153, 2232, 2427, 11723 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 207904, 40815, 77893, 46849, 20776, 22309 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 84161, 17140, 32893, 20018, 6472, 8553 ], "xaxis": "x", "y": [ 19833, 3648, 7278, 4386, 3104, 1964 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 10149, 55386, 16710, 6847, 18491, 66811, 30806, 29821, 20175, 10588, 30747, 183873, 20440, 32362, 26051, 27150, 19110, 231642, 43774, 21515, 39595, 30447, 26431, 23793, 30194, 15964, 91524, 154205, 44135, 15334, 22333, 23327, 80815, 36961, 23186, 18623, 26140, 55616, 91451, 13060, 77032, 22572, 28991, 19322, 16904, 25054, 217259, 30910, 45337, 26396, 17247, 48240, 21866, 21612 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4342, 22221, 6853, 2852, 7870, 30380, 12451, 12535, 8618, 4168, 13353, 83793, 8962, 13887, 11241, 11779, 8277, 111295, 18967, 9638, 17640, 12754, 11270, 10291, 13310, 6817, 40319, 72003, 18759, 6591, 9446, 10317, 34102, 16407, 10165, 7861, 11567, 25115, 39955, 5422, 35188, 9690, 12101, 8057, 7112, 10335, 99004, 14647, 19722, 11491, 7607, 21782, 9844, 9455 ], "xaxis": "x", "y": [ 734, 5199, 1238, 412, 1340, 5227, 2420, 2287, 1612, 870, 2398, 15195, 1574, 2533, 1958, 1951, 1465, 17446, 3625, 1734, 3046, 2670, 2188, 2360, 2214, 1155, 7996, 12689, 3652, 1204, 1724, 1646, 6253, 2873, 1741, 1430, 2029, 4224, 6854, 1142, 5955, 1421, 2465, 1328, 1581, 1623, 16143, 2061, 3365, 2502, 1465, 3744, 1409, 1351 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Vijfheerenlanden", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Vijfheerenlanden", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 156286, 24767, 42824, 15192, 21576, 9113, 49911, 34160, 30030, 14473, 13996, 63036, 10201, 5259, 20004, 44059, 46194, 64336, 49515, 65589, 55712, 23762, 52197, 13166, 63934 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 67181, 11647, 19544, 6379, 8414, 3910, 20271, 14377, 12905, 5660, 5733, 28710, 4338, 2017, 8131, 18332, 20567, 28206, 21679, 27793, 23418, 9968, 22002, 5102, 28777 ], "xaxis": "x", "y": [ 14867, 2058, 4147, 1441, 2112, 717, 4936, 2900, 2564, 1080, 1245, 4977, 891, 390, 1752, 3382, 3709, 5821, 4132, 6229, 4956, 2008, 4887, 1293, 5547 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beekdaelen", "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beekdaelen", "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 35727, 13519, 13140, 28103, 31638, 25658, 17071, 14246, 86832, 42291, 45642, 37591, 35681, 23716, 121565, 18923, 7806, 17001, 43311, 20615, 58209, 10516, 92661, 10092, 16470, 101603, 43326, 12452, 49842 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 16635, 5959, 5723, 14479, 14540, 11208, 7408, 6821, 45834, 17672, 23679, 18139, 15832, 10702, 61884, 8603, 3579, 7385, 18302, 9463, 27465, 5320, 46435, 5748, 8291, 47173, 19004, 5777, 22769 ], "xaxis": "x", "y": [ 2431, 945, 869, 1948, 2082, 1632, 1269, 771, 5594, 3101, 2636, 2459, 2145, 1277, 6444, 1208, 478, 1141, 3146, 1301, 4561, 642, 5982, 462, 837, 7353, 3124, 911, 3621 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22800, 37653, 27524, 12785, 7308, 22678, 33779, 23386, 54589, 25780, 21835, 44371 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9785, 18251, 13520, 5350, 4400, 9159, 16746, 14138, 26952, 10888, 10964, 22843 ], "xaxis": "x", "y": [ 1954, 2944, 1592, 1178, 442, 2350, 2458, 1277, 3655, 2449, 1595, 3260 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2019
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Het Hogeland", "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerkwartier", "Westerwolde" ], "ids": [ "Het Hogeland", "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerkwartier", "Westerwolde" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 47888, 60899, 38129, 12214, 31789, 27491, 63031, 25199 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 22631, 28074, 18462, 5767, 15253, 12816, 27045, 11969 ], "xaxis": "x", "y": [ 3669, 4490, 2583, 968, 2385, 2140, 5506, 1824 ], "yaxis": "y" } ], "name": "2019" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25445, 68599, 25559, 35297, 107048, 55699, 33920, 33185, 31253, 33887, 19460, 24330 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11179, 32154, 11374, 15555, 49308, 25236, 15851, 14378, 14817, 14500, 8529, 10370 ], "xaxis": "x", "y": [ 1649, 5715, 1722, 2592, 7985, 4785, 3022, 2290, 2301, 3281, 1203, 1761 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31859, 109436, 91675, 872757, 29839, 41626, 11540, 23571, 35986, 30780, 19719, 36197, 18591, 58055, 162902, 156002, 39182, 27234, 23968, 56296, 90831, 48432, 73261, 41273, 22749, 11491, 45101, 9735, 11836, 14026, 81249, 46483, 21726, 13575, 13666, 29478, 68648, 17424, 19738, 24358, 16270, 156794, 17116 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 13217, 51339, 42310, 447351, 15344, 19403, 5075, 10034, 16056, 15015, 8373, 15120, 8824, 26679, 76436, 64195, 17578, 12628, 10775, 28213, 42676, 20882, 33086, 18924, 9473, 4896, 19100, 4108, 4852, 6296, 36701, 20334, 9199, 6651, 5713, 12836, 31226, 7319, 9197, 10691, 6971, 68947, 9708 ], "xaxis": "x", "y": [ 2865, 8442, 7207, 61473, 1864, 3153, 1063, 3381, 2797, 2360, 1576, 2805, 1432, 5783, 13810, 13475, 3147, 2539, 1833, 4093, 7878, 3685, 6356, 3027, 1807, 1093, 3602, 885, 875, 1261, 5776, 3455, 1778, 901, 1136, 2480, 5100, 1480, 1738, 1936, 1163, 12782, 1050 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Betuwe", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "ids": [ "Aalten", "Apeldoorn", "Arnhem", "Barneveld", "Berg en Dal", "Berkelland", "Beuningen", "Bronckhorst", "Brummen", "Buren", "Culemborg", "Doesburg", "Doetinchem", "Druten", "Duiven", "Ede", "Elburg", "Epe", "Ermelo", "Harderwijk", "Hattem", "Heerde", "Heumen", "Lingewaard", "Lochem", "Maasdriel", "Montferland", "Neder-Betuwe", "Nijkerk", "Nijmegen", "Nunspeet", "Oldebroek", "Oost Gelre", "Oude IJsselstreek", "Overbetuwe", "Putten", "Renkum", "Rheden", "Rozendaal", "Scherpenzeel", "Tiel", "Voorst", "Wageningen", "West Betuwe", "West Maas en Waal", "Westervoort", "Wijchen", "Winterswijk", "Zaltbommel", "Zevenaar", "Zutphen" ], "legendgroup": "Gelderland", "marker": { "color": "#00cc96", "size": [ 27121, 163818, 161348, 59082, 34992, 43747, 25890, 36055, 20726, 26749, 28955, 11077, 58001, 18926, 25126, 117165, 23161, 33178, 27008, 48414, 12209, 18589, 16454, 46601, 33729, 25030, 36011, 24339, 43171, 177659, 27851, 23646, 29627, 39388, 47906, 24112, 31419, 43761, 1704, 9880, 42159, 24552, 39664, 51128, 19324, 14971, 41110, 28854, 28881, 43750, 47934 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Gelderland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11976, 73244, 76737, 22799, 15802, 19525, 11137, 16198, 9348, 10829, 12530, 5293, 26129, 8126, 10743, 49152, 9356, 14586, 11156, 19942, 5298, 7924, 7206, 19872, 15096, 10115, 15917, 8867, 17321, 81717, 10957, 9318, 12910, 17401, 19947, 9727, 14985, 21212, 688, 4002, 18080, 10641, 17721, 20875, 8222, 6723, 18023, 13139, 11623, 19970, 22267 ], "xaxis": "x", "y": [ 2218, 12745, 12532, 6678, 2231, 2991, 1885, 2276, 1374, 2017, 2427, 600, 4584, 1451, 1892, 10865, 2257, 2524, 2058, 4658, 1127, 1524, 1210, 3878, 2361, 1972, 2314, 2605, 4054, 12029, 2637, 2263, 2118, 2827, 4406, 2108, 2158, 3142, 222, 1184, 3163, 2325, 2527, 4348, 1389, 1144, 3047, 2024, 2608, 3307, 3722 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Fryslân
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27843, 3716, 18922, 51564, 15722, 50493, 124084, 45228, 25469, 29733, 947, 56150, 89987, 4888, 32052, 1155, 46090, 25914 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12129, 1737, 8164, 23347, 7798, 23528, 62599, 20630, 11253, 13064, 587, 25768, 42119, 2293, 14044, 579, 21228, 11711 ], "xaxis": "x", "y": [ 2482, 298, 1623, 4144, 1209, 4195, 9460, 3908, 1907, 2392, 52, 4477, 7224, 317, 2600, 53, 3662, 1912 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Hoeksche Waard", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Molenlanden", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "ids": [ "Alblasserdam", "Albrandswaard", "Alphen aan den Rijn", "Barendrecht", "Bodegraven-Reeuwijk", "Brielle", "Capelle aan den IJssel", "Delft", "Dordrecht", "Goeree-Overflakkee", "Gorinchem", "Gouda", "Hardinxveld-Giessendam", "Hellevoetsluis", "Hendrik-Ido-Ambacht", "Hillegom", "Hoeksche Waard", "Kaag en Braassem", "Katwijk", "Krimpen aan den IJssel", "Krimpenerwaard", "Lansingerland", "Leiden", "Leiderdorp", "Leidschendam-Voorburg", "Lisse", "Maassluis", "Midden-Delfland", "Molenlanden", "Nieuwkoop", "Nissewaard", "Noordwijk", "Oegstgeest", "Papendrecht", "Pijnacker-Nootdorp", "Ridderkerk", "Rotterdam", "Schiedam", "Sliedrecht", "Teylingen", "Vlaardingen", "Voorschoten", "Waddinxveen", "Wassenaar", "Westland", "Westvoorne", "Zoetermeer", "Zoeterwoude", "Zuidplas", "Zwijndrecht" ], "legendgroup": "Zuid-Holland", "marker": { "color": "#FFA15A", "size": [ 20165, 25590, 111897, 48714, 34872, 17271, 67122, 103595, 119284, 50049, 37022, 73427, 18295, 40142, 31202, 22209, 87401, 27297, 65753, 29526, 56319, 62384, 125099, 27056, 76534, 22955, 33213, 19341, 43909, 28811, 85219, 43508, 24840, 32136, 55308, 46189, 651157, 78730, 25220, 37440, 73397, 25596, 29291, 26305, 110375, 14731, 125285, 8605, 43885, 44737 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zuid-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 8353, 10517, 48178, 19416, 14499, 8029, 31270, 50904, 55279, 21855, 17210, 33439, 7451, 17967, 12314, 9849, 37821, 11726, 26869, 12636, 23933, 24245, 59832, 12119, 36944, 10330, 15186, 7904, 17205, 11498, 39225, 19930, 10862, 14397, 21536, 20960, 315565, 37292, 10898, 16048, 35470, 11465, 12332, 12222, 45063, 6890, 56458, 3532, 18031, 20537 ], "xaxis": "x", "y": [ 2029, 2479, 9704, 4832, 3189, 1299, 5355, 6734, 9937, 4093, 3256, 6386, 1745, 3104, 3255, 1585, 7168, 2098, 5838, 2689, 4545, 6828, 8011, 2540, 5818, 1834, 2531, 2360, 4122, 2233, 6859, 3455, 2783, 2678, 5384, 4000, 51502, 6753, 2282, 2921, 5892, 2389, 2393, 2045, 9980, 987, 11107, 597, 4215, 3720 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Overijssel
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 73107, 23312, 28587, 100719, 26461, 159640, 24311, 60948, 35916, 35017, 54319, 22683, 31836, 18252, 18009, 37712, 38177, 17145, 44126, 21275, 33743, 24446, 22685, 128840 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 33549, 9954, 11889, 45988, 10939, 75222, 10497, 24810, 14889, 15211, 22517, 9789, 14614, 7724, 7519, 15902, 14760, 5933, 20172, 8604, 13819, 9860, 8942, 58492 ], "xaxis": "x", "y": [ 5604, 2108, 2511, 8251, 1926, 12202, 1771, 5390, 2822, 2571, 5316, 1681, 2613, 1222, 1514, 3041, 3954, 2022, 3485, 1800, 3074, 2235, 2374, 11481 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "ids": [ "Almere", "Dronten", "Lelystad", "Noordoostpolder", "Urk", "Zeewolde" ], "legendgroup": "Flevoland", "marker": { "color": "#FF6692", "size": [ 211893, 41555, 78598, 47291, 21031, 22653 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Flevoland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 85977, 17390, 33385, 20134, 6663, 8678 ], "xaxis": "x", "y": [ 20029, 3641, 7235, 4391, 3084, 1997 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Brabant
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 10203, 55967, 16721, 6859, 18635, 67496, 31240, 29988, 20390, 10785, 30801, 184069, 21138, 32471, 26222, 27272, 19313, 234394, 43878, 21544, 39726, 30723, 26431, 23904, 30284, 16152, 92423, 155111, 44692, 15518, 22523, 23408, 81194, 37129, 23383, 18714, 26245, 55982, 91915, 13112, 77251, 22878, 29208, 19368, 17322, 24416, 219789, 31193, 45466, 26558, 17456, 48637, 21876, 21829 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4371, 22399, 6899, 2875, 7970, 30884, 12714, 12698, 8746, 4248, 13401, 84567, 9007, 13955, 11289, 11761, 8402, 112965, 19093, 9639, 17746, 12635, 11301, 10363, 13399, 6861, 40788, 72991, 19193, 6724, 9531, 10409, 34544, 16501, 10285, 7965, 11619, 25158, 40325, 5484, 35363, 9822, 12183, 8113, 7192, 10433, 100418, 14805, 19913, 11519, 7765, 21948, 9866, 9472 ], "xaxis": "x", "y": [ 738, 5096, 1190, 404, 1284, 5201, 2384, 2258, 1597, 838, 2316, 14910, 1511, 2527, 1935, 1928, 1476, 17332, 3590, 1676, 2990, 2639, 2193, 2346, 2236, 1169, 7789, 12542, 3602, 1203, 1692, 1707, 6290, 2723, 1792, 1445, 1995, 4215, 6824, 1110, 5935, 1450, 2476, 1357, 1558, 1635, 15984, 2098, 3366, 2591, 1482, 3709, 1372, 1349 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Vijfheerenlanden", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "ids": [ "Amersfoort", "Baarn", "De Bilt", "Bunnik", "Bunschoten", "Eemnes", "Houten", "IJsselstein", "Leusden", "Lopik", "Montfoort", "Nieuwegein", "Oudewater", "Renswoude", "Rhenen", "De Ronde Venen", "Soest", "Stichtse Vecht", "Utrechtse Heuvelrug", "Veenendaal", "Vijfheerenlanden", "Wijk bij Duurstede", "Woerden", "Woudenberg", "Zeist" ], "legendgroup": "Utrecht", "marker": { "color": "#FF97FF", "size": [ 157276, 24868, 43137, 15191, 21866, 9247, 50146, 34109, 30401, 14467, 13917, 63462, 10230, 5444, 20119, 44456, 46606, 64931, 49580, 66493, 56811, 23914, 52299, 13362, 64905 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Utrecht", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 67722, 11679, 19577, 6392, 8536, 4008, 20417, 14407, 13043, 5741, 5740, 28844, 4372, 2134, 8225, 18517, 20699, 28549, 21821, 28353, 23824, 10107, 22106, 5188, 29245 ], "xaxis": "x", "y": [ 14613, 2025, 4186, 1471, 2096, 742, 4800, 2787, 2550, 1066, 1239, 4929, 872, 387, 1718, 3413, 3704, 5808, 4160, 6311, 5104, 1973, 4844, 1293, 5579 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Limburg
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Beekdaelen", "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "ids": [ "Beekdaelen", "Beesel", "Bergen (L.)", "Brunssum", "Echt-Susteren", "Eijsden-Margraten", "Gennep", "Gulpen-Wittem", "Heerlen", "Horst aan de Maas", "Kerkrade", "Landgraaf", "Leudal", "Maasgouw", "Maastricht", "Meerssen", "Mook en Middelaar", "Nederweert", "Peel en Maas", "Roerdalen", "Roermond", "Simpelveld", "Sittard-Geleen", "Vaals", "Valkenburg aan de Geul", "Venlo", "Venray", "Voerendaal", "Weert" ], "legendgroup": "Limburg", "marker": { "color": "#FECB52", "size": [ 35938, 13482, 13085, 27821, 31610, 25768, 16921, 14171, 87086, 42429, 45749, 37445, 35879, 23965, 121575, 18828, 7847, 17019, 43425, 20574, 58260, 10555, 92429, 10105, 16367, 101802, 43614, 12475, 50105 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Limburg", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 16635, 5965, 5760, 14493, 14595, 11326, 7450, 6867, 45976, 17839, 23771, 18142, 15992, 10856, 61833, 8629, 3591, 7457, 18399, 9477, 27649, 5185, 46625, 5806, 8309, 47412, 19137, 5819, 22948 ], "xaxis": "x", "y": [ 2414, 930, 852, 1938, 2015, 1704, 1213, 760, 5541, 3045, 2632, 2439, 2102, 1340, 6504, 1221, 460, 1149, 3154, 1293, 4441, 632, 5846, 473, 823, 7216, 3055, 931, 3572 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zeeland
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "ids": [ "Borsele", "Goes", "Hulst", "Kapelle", "Noord-Beveland", "Reimerswaal", "Schouwen-Duiveland", "Sluis", "Terneuzen", "Tholen", "Veere", "Vlissingen" ], "legendgroup": "Zeeland", "marker": { "color": "#636efa", "size": [ 22739, 38082, 27556, 12695, 7392, 22730, 33839, 23210, 54426, 25757, 21880, 44360 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Zeeland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 9821, 18553, 13587, 5403, 4460, 9298, 16783, 14200, 26966, 10983, 10967, 22907 ], "xaxis": "x", "y": [ 1924, 2956, 1570, 1130, 427, 2351, 2427, 1254, 3632, 2414, 1594, 3183 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Groningen
Year=2020
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Het Hogeland", "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerkwartier", "Westerwolde" ], "ids": [ "Het Hogeland", "Midden-Groningen", "Oldambt", "Pekela", "Stadskanaal", "Veendam", "Westerkwartier", "Westerwolde" ], "legendgroup": "Groningen", "marker": { "color": "#EF553B", "size": [ 47801, 60797, 38209, 12196, 31686, 27384, 63329, 25733 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Groningen", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 22743, 28167, 18540, 5774, 15292, 12843, 27309, 11982 ], "xaxis": "x", "y": [ 3571, 4349, 2578, 977, 2440, 2154, 5483, 1749 ], "yaxis": "y" } ], "name": "2020" }, { "data": [ { "hovertemplate": "%{hovertext}

Provincienaam=Drenthe
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "ids": [ "Aa en Hunze", "Assen", "Borger-Odoorn", "Coevorden", "Emmen", "Hoogeveen", "Meppel", "Midden-Drenthe", "Noordenveld", "Tynaarlo", "Westerveld", "De Wolden" ], "legendgroup": "Drenthe", "marker": { "color": "#636efa", "size": [ 25399, 68836, 25598, 35317, 107024, 55603, 34386, 33381, 31214, 33978, 19661, 24374 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Drenthe", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 11207, 32538, 11224, 15580, 49528, 25496, 16106, 14413, 14855, 14596, 8553, 10460 ], "xaxis": "x", "y": [ 1591, 5561, 1696, 2586, 7965, 4658, 2944, 2328, 2304, 3281, 1241, 1772 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Noord-Holland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "ids": [ "Aalsmeer", "Alkmaar", "Amstelveen", "Amsterdam", "Bergen (NH.)", "Beverwijk", "Blaricum", "Bloemendaal", "Castricum", "Diemen", "Drechterland", "Edam-Volendam", "Enkhuizen", "Gooise Meren", "Haarlem", "Haarlemmermeer", "Heemskerk", "Heemstede", "Heiloo", "Den Helder", "Hilversum", "Hollands Kroon", "Hoorn", "Huizen", "Koggenland", "Landsmeer", "Medemblik", "Oostzaan", "Opmeer", "Ouder-Amstel", "Purmerend", "Schagen", "Stede Broec", "Texel", "Uitgeest", "Uithoorn", "Velsen", "Waterland", "Weesp", "Wijdemeren", "Wormerland", "Zaanstad", "Zandvoort" ], "legendgroup": "Noord-Holland", "marker": { "color": "#EF553B", "size": [ 31991, 109896, 90829, 873338, 29715, 41863, 11954, 23478, 36086, 31334, 19838, 36268, 18637, 58524, 162543, 157789, 39191, 27545, 24144, 56582, 91235, 48583, 73619, 41090, 22940, 11565, 45165, 9689, 12009, 14125, 81683, 46532, 21743, 13656, 13632, 30206, 68617, 17312, 20445, 24463, 16333, 156901, 17168 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Holland", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 13284, 51656, 42251, 449989, 15353, 19511, 5175, 10166, 16231, 15467, 8410, 15432, 8880, 26896, 77201, 65214, 17607, 12817, 10939, 28390, 42979, 20988, 33656, 19018, 9608, 4897, 19211, 4100, 4974, 6301, 37124, 20581, 9253, 6770, 5728, 13264, 31439, 7411, 9386, 10800, 6919, 69114, 9706 ], "xaxis": "x", "y": [ 2757, 8313, 7165, 59846, 1821, 3078, 1085, 3300, 2825, 2349, 1569, 2749, 1401, 5818, 13643, 13115, 3148, 2543, 1829, 4105, 7921, 3637, 6397, 3028, 1809, 1084, 3542, 863, 875, 1219, 5650, 3341, 1802, 879, 1104, 2499, 5009, 1465, 1822, 1932, 1225, 12689, 1012 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Gelderland
Year=2021
Building stock=%{x}
Primary School Students=%{y}
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Provincienaam=Fryslân
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Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "ids": [ "Achtkarspelen", "Ameland", "Dantumadiel", "De Fryske Marren", "Harlingen", "Heerenveen", "Leeuwarden", "Noardeast-Fryslân", "Ooststellingwerf", "Opsterland", "Schiermonnikoog", "Smallingerland", "Súdwest-Fryslân", "Terschelling", "Tytsjerksteradiel", "Vlieland", "Waadhoeke", "Weststellingwerf" ], "legendgroup": "Fryslân", "marker": { "color": "#ab63fa", "size": [ 27900, 3746, 18943, 51778, 15807, 50650, 124481, 45481, 25464, 29812, 931, 56040, 89999, 4870, 32060, 1194, 46149, 26130 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Fryslân", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 12181, 1753, 8202, 23460, 7909, 23767, 63067, 20690, 11419, 13202, 588, 25833, 42501, 2293, 14093, 603, 21375, 11757 ], "xaxis": "x", "y": [ 2431, 295, 1638, 3987, 1153, 4163, 9337, 3790, 1901, 2308, 48, 4434, 7062, 320, 2579, 52, 3574, 1896 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Zuid-Holland
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Provincienaam=Overijssel
Year=2021
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Population=%{marker.size}", "hovertext": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "ids": [ "Almelo", "Borne", "Dalfsen", "Deventer", "Dinkelland", "Enschede", "Haaksbergen", "Hardenberg", "Hellendoorn", "Hof van Twente", "Kampen", "Losser", "Oldenzaal", "Olst-Wijhe", "Ommen", "Raalte", "Rijssen-Holten", "Staphorst", "Steenwijkerland", "Tubbergen", "Twenterand", "Wierden", "Zwartewaterland", "Zwolle" ], "legendgroup": "Overijssel", "marker": { "color": "#19d3f3", "size": [ 73132, 23668, 28901, 101236, 26606, 159732, 24229, 61357, 35932, 35040, 54474, 22888, 31701, 18361, 18295, 37911, 38204, 17261, 44341, 21315, 33699, 24538, 22823, 129840 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Overijssel", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 33827, 10105, 12056, 46224, 11047, 75925, 10571, 25177, 14959, 15279, 22785, 9863, 14662, 7828, 7601, 16049, 14867, 5988, 20276, 8720, 13847, 9930, 9013, 59491 ], "xaxis": "x", "y": [ 5464, 2132, 2510, 8154, 1941, 11945, 1740, 5365, 2794, 2532, 5216, 1690, 2485, 1176, 1519, 3034, 3853, 2022, 3492, 1795, 2946, 2222, 2346, 11313 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Flevoland
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Provincienaam=Noord-Brabant
Year=2021
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Primary School Students=%{y}
Population=%{marker.size}", "hovertext": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "ids": [ "Alphen-Chaam", "Altena", "Asten", "Baarle-Nassau", "Bergeijk", "Bergen op Zoom", "Bernheze", "Best", "Bladel", "Boekel", "Boxtel", "Breda", "Cranendonck", "Deurne", "Dongen", "Drimmelen", "Eersel", "Eindhoven", "Etten-Leur", "Geertruidenberg", "Geldrop-Mierlo", "Gemert-Bakel", "Gilze en Rijen", "Goirle", "Halderberge", "Heeze-Leende", "Helmond", "'s-Hertogenbosch", "Heusden", "Hilvarenbeek", "Laarbeek", "Loon op Zand", "Meierijstad", "Moerdijk", "Nuenen, Gerwen en Nederwetten", "Oirschot", "Oisterwijk", "Oosterhout", "Oss", "Reusel-De Mierden", "Roosendaal", "Rucphen", "Sint-Michielsgestel", "Someren", "Son en Breugel", "Steenbergen", "Tilburg", "Valkenswaard", "Veldhoven", "Vught", "Waalre", "Waalwijk", "Woensdrecht", "Zundert" ], "legendgroup": "Noord-Brabant", "marker": { "color": "#B6E880", "size": [ 10373, 56352, 16817, 6899, 18754, 67514, 31455, 30216, 20529, 10959, 32973, 184126, 21001, 32437, 26368, 27325, 19528, 235691, 43869, 21770, 40066, 30760, 26723, 23952, 30430, 16243, 92627, 155490, 45005, 15698, 22805, 23504, 81647, 37185, 23702, 18842, 32373, 56206, 92526, 13127, 77200, 23080, 29498, 19428, 17552, 24310, 221947, 31221, 45500, 31669, 17544, 48815, 22028, 21988 ], "sizemode": "area", "sizeref": 1397.3408, "symbol": "circle" }, "mode": "markers", "name": "Noord-Brabant", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ 4432, 22587, 7069, 2916, 8027, 30921, 12798, 12977, 8841, 4397, 14390, 85230, 9044, 14052, 11456, 11845, 8511, 114398, 19154, 9648, 18078, 12649, 11392, 10423, 13488, 6925, 41222, 73424, 19357, 6865, 9793, 10478, 34895, 16629, 10450, 8036, 14130, 25194, 40746, 5523, 35618, 9916, 12274, 8181, 7318, 10484, 102471, 14885, 20085, 13724, 7832, 21996, 9928, 9649 ], "xaxis": "x", "y": [ 727, 5026, 1180, 416, 1278, 5241, 2372, 2217, 1601, 850, 2374, 14618, 1467, 2511, 1899, 1914, 1495, 17068, 3578, 1665, 2949, 2596, 2179, 2341, 2233, 1194, 7661, 12380, 3566, 1175, 1641, 1701, 6256, 2655, 1816, 1410, 2365, 4191, 6857, 1134, 5850, 1478, 2448, 1429, 1564, 1621, 15812, 2074, 3382, 2904, 1452, 3694, 1359, 1359 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

Provincienaam=Utrecht
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Provincienaam=Limburg
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Provincienaam=Groningen
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.scatter(bevolking_gemeente, x=\"Building stock\", y=\"Primary School Students\", animation_frame=\"Year\", \n", " animation_group='Gemeentenaam',\n", " size='Population',color=\"Provincienaam\", hover_name='Gemeentenaam',\n", " log_x=True, log_y=True, size_max=25, width=800, height=600)\n", "\n", "fig[\"layout\"].pop(\"updatemenus\") \n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Using Folium for interactive spatial visualization\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Folium is a Python package for creating interactive leaflet maps. It allows users to create different types of maps including scatter plots, choropleth maps, and marker maps. Folium is built on top of the JavaScript leaflet library, which is one of the most widely used open-source libraries for interactive maps.\n", "\n", "Folium can work with data from various sources such as GeoJSON files, Pandas data frames, and CSV files. It also provides various customization options such as choosing different tile sets, adding markers, popups, and tooltips to the map." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing point data\n", "\n", "Let's first play around with creating a Point Cluster map. We do so through the `MarkerCluster` function." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from folium.plugins import MarkerCluster" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load some Flickr data we extracted for Ameland:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('Ameland_Flickr.csv')\n", "df = df.dropna()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And quickly make sure that we have the coordinates to be able to plot here. Note (which is a bit confusing) that Folium want that the order of the coordinates is first the latitude (y) and then the longitude (x). Before, we always specified the x-coordinate before the y-coordinate." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "df['longitude'] = df['longitude'].astype(float)\n", "df['latitude'] = df['latitude'].astype(float)\n", "df['coordinates'] = [list(x) for x in list(zip(df['latitude'],df['longitude']))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's add a `nature` tag to our data again, so we can visualize which photos are tagged as nature, and which not. " ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "def find_nature_tags(row):\n", " matches = [\"seehund\", \"zeehond\",\"vis\",\"wadden\",\n", " \"natuur\",\"nature\",\"natur\",\n", " \"landschaft\",\n", " \"strand\",\"beach\",\"zee\",\"sea\",\"meer\",\n", " \"bos\",\"forest\",\n", " \"animal\",\"bird\",\"vogel\",\"dier\"]\n", "\n", " overlap = set(row.split()).intersection(set(matches))\n", " \n", " if len(overlap) :\n", " return 'yes'\n", " \n", "df['nature'] = df.tags.apply(lambda x: find_nature_tags(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we convert the data to plot to a dictioniary, which is easy to read by the Folium algorithm." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "data_sites = df[['nature','coordinates']].to_dict(orient='records')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And prepare the map." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "map_1 = folium.Map(location=[53.429979, 5.762622])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the map, we will plot two different feature groups: Photos that are tagged as *Nature* and photos that are **not** tagged as *Nature*." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "feature_group_nature = folium.FeatureGroup(name='Nature')\n", "feature_group_nonature = folium.FeatureGroup(name='No Nature')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "marker_cluster_nature = MarkerCluster()\n", "marker_cluster_nonature =MarkerCluster()\n", "for site in data_sites:\n", " if(site[\"nature\"]==\"yes\"):\n", " marker_nature = folium.Marker(site[\"coordinates\"],popup=\"Nature\",icon = folium.Icon(color='green',icon='ok-sign'))\n", " marker_cluster_nature.add_child(marker_nature)\n", " else:\n", " marker_nonature = folium.Marker(site[\"coordinates\"],popup=\"No Nature\",icon = folium.Icon(color='red',icon='exclamation-sign'))\n", " marker_cluster_nonature.add_child(marker_nonature)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "feature_group_nature.add_child(marker_cluster_nature)\n", "feature_group_nonature.add_child(marker_cluster_nonature)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_1.add_child(feature_group_nature)\n", "map_1.add_child(feature_group_nonature)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing polygon data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the municipality data again to show how we can interactively chloropleth maps through Folium.\n", "\n", "To make sure it works well with the background maps, we convert the data to a global coordinate reference system again (**EPSG:4326**)." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "gemeentedata = gemeentedata.to_crs(4326)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make sure we get tooltips (i.e. pop-ups for each polygon), we will use two important functions for this method:\n", "\n", "- **style_function** - A function that will be called for each feature in the GeoJSON data to determine its style. The function should take one argument (the feature) and return a dictionary of style options.\n", "- **highlight_function** - A function that will be called when a feature is clicked. The function should take two arguments (the feature and the layer) and return a dictionary of style options to apply to the highlighted feature." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "colormap = cm.linear.YlOrRd_09.to_step(data=gemeentedata['bevolkings'], n=9, method=\"linear\")\n", "colormap.caption = \"Population per km2\"\n", "\n", "style_function = lambda x: {\"weight\":0.5, \n", " 'color':'black',\n", " 'fillColor':colormap(x['properties']['bevolkings']), \n", " 'fillOpacity':0.75}\n", "highlight_function = lambda x: {'fillColor': '#000000', \n", " 'color':'#000000', \n", " 'fillOpacity': 0.50, \n", " 'weight': 0.1}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the map using the `folium.features.GeoJson` function. As you notice, you see the word **GeoJson**. A GeoJSON object is a data format for storing geographic data in JSON (JavaScript Object Notation) format. It's essentially a way of representing geospatial data using text-based data structures that can be easily read and parsed by computers. A GeoJSON object can be thought of as the underlying data structure that's used to store the geometry information in a GeoPandas DataFrame. When you create a GeoPandas DataFrame, you're essentially creating a pandas DataFrame that includes a geometry column, where each element in that column is a GeoJSON object that contains the spatial information for the corresponding feature.\n", "\n", "Let's break down the different arguments of the `folium.features.GeoJson` that we are using (besides the style and highlight function):\n", "\n", "- **data** - This is the GeoJSON data that you want to visualize on the map. It can be a Python dictionary or a JSON string.\n", "- **tooltip** - A string that will be displayed as a tooltip when the mouse is hovered over a feature.\n", "- **control** - A boolean that determines whether the layer should be added to the LayerControl object. If set to False, the layer won't be displayed in the layer control." ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 160, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mymap = folium.Map(location=[52.10771254281107, 5.4293253455879675], zoom_start=7,tiles=None)\n", "\n", "folium.TileLayer('CartoDB positron',name=\"Light Map\",control=False).add_to(mymap)\n", "\n", "NIL=folium.features.GeoJson(\n", " gemeentedata,\n", " style_function=style_function,\n", " control=False,\n", " highlight_function=highlight_function,\n", " tooltip=folium.features.GeoJsonTooltip(fields=['statnaam','bevolkings'],\n", " aliases=['Gemeente','Population Density (people/km2)'],\n", " style=(\"background-color: white; color: #333333; font-family: arial; font-size: 12px; padding: 10px;\"),\n", " sticky=True\n", " )\n", " )\n", "colormap.add_to(mymap)\n", "mymap.add_child(NIL)\n", "mymap" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }