{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "7TQ5vgG3EphQ"
},
"source": [
"# Basic Raster Styling and Analysis\n",
"\n",
"## Introduction\n",
"\n",
"[`rioxarray`](https://corteva.github.io/rioxarray/stable/) and [`xarray-spatial`](https://xarray-spatial.readthedocs.io/en/stable/) extensions provide core functionality for working with geospatial rasters using XArray. In this tutorial, we will use these to read, analyze and reclassify population rasters.\n",
"\n",
"## Overview of the Task\n",
"\n",
"We will use the [Gridded Population of the World (GPW) v4](https://sedac.ciesin.columbia.edu/data/collection/gpw-v4) dataset from Columbia University. Specifically, the [Population Count](https://sedac.ciesin.columbia.edu/data/set/gpw-v4-population-count-rev11/data-download) for the entire globe at 2.5 Minute (~5Km) resolution in GeoTiFF format and for the year 2010 and 2020. Using these we will create a thematic map of the global population change between year 2010 and 2020.\n",
"\n",
"**Input Layers**:\n",
"* `gpw-v4-population-count-rev11_YYYY_2pt5_min_tif.zip`: Zipped Raster files having population data.\n",
"\n",
"**Output**:\n",
"* `change_class.tif` : A GeoTIFF file of categorized population change.\n",
"\n",
"**Data Credit**:\n",
"* Center for International Earth Science Information Network - CIESIN - Columbia University. 2018. Gridded Population of the World, Version 4 (GPWv4): Population Count, Revision 11. Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC). https://doi.org/10.7927/H4JW8BX5. Accessed 27 JUNE 2019\n",
"\n",
"**Watch Video Walkthrough** \n",
"\n",
"## Setup and Data Download\n",
"The following blocks of code will install the required packages and download the datasets to your Colab environment.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "5-jHZzfSNJg2"
},
"outputs": [],
"source": [
"%%capture\n",
"if 'google.colab' in str(get_ipython()):\n",
" !pip install rioxarray xarray-spatial"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Q4L5N0owNlH0"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"import os\n",
"import rioxarray as rxr\n",
"import xrspatial\n",
"import zipfile"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "vlwkqBO8NqKX"
},
"outputs": [],
"source": [
"data_folder = 'data'\n",
"output_folder = 'output'\n",
"\n",
"if not os.path.exists(data_folder):\n",
" os.mkdir(data_folder)\n",
"if not os.path.exists(output_folder):\n",
" os.mkdir(output_folder)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "bQcyJ8O_2fdw",
"outputId": "a49f6ab0-907e-416a-d861-3aa00c43c0b1"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloaded data/gpw-v4-population-count-rev11_2010_2pt5_min_tif.zip\n",
"Downloaded data/gpw-v4-population-count-rev11_2020_2pt5_min_tif.zip\n"
]
}
],
"source": [
"def download(url):\n",
" filename = os.path.join(data_folder, os.path.basename(url))\n",
" if not os.path.exists(filename):\n",
" from urllib.request import urlretrieve\n",
" local, _ = urlretrieve(url, filename)\n",
" print('Downloaded ' + local)\n",
"\n",
"data_url = 'https://github.com/spatialthoughts/geopython-tutorials/releases/download/data/'\n",
"\n",
"gpw_pop_2010 = 'gpw-v4-population-count-rev11_2010_2pt5_min_tif.zip'\n",
"gpw_pop_2020 = 'gpw-v4-population-count-rev11_2020_2pt5_min_tif.zip'\n",
"\n",
"download(data_url + gpw_pop_2010)\n",
"download(data_url + gpw_pop_2020)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5dgkbPZBOKGd"
},
"source": [
"## Procedure\n",
"\n",
"Read the gridded population of the World files using the `rioxarray` by using [open_raster](https://docs.xarray.dev/en/stable/generated/xarray.open_rasterio.html) function. We can read the GeoTIFF file directly from the zip archive without uncompressing it first by creating a URI with the `zip://` prefix."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ZqZgVRKno2ix"
},
"outputs": [],
"source": [
"gpw_pop_2010_path = os.path.join(data_folder, gpw_pop_2010)\n",
"\n",
"with zipfile.ZipFile(gpw_pop_2010_path) as f:\n",
" files = f.namelist()\n",
" for file in files:\n",
" if os.path.splitext(file)[1] == '.tif':\n",
" tif_file = file\n",
"\n",
"gpw_pop_2010_uri = 'zip://{}!{}'.format(gpw_pop_2010_path, tif_file)\n",
"pop2010 = rxr.open_rasterio(gpw_pop_2010_uri, mask_and_scale=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "wqOelcZLs6eh"
},
"outputs": [],
"source": [
"gpw_pop_2020_path = os.path.join(data_folder, gpw_pop_2020)\n",
"\n",
"with zipfile.ZipFile(gpw_pop_2020_path) as f:\n",
" files = f.namelist()\n",
" for file in files:\n",
" if os.path.splitext(file)[1] == '.tif':\n",
" tif_file = file\n",
"\n",
"gpw_pop_2020_uri = 'zip://{}!{}'.format(gpw_pop_2020_path, tif_file)\n",
"pop2020 = rxr.open_rasterio(gpw_pop_2020_uri, mask_and_scale=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "F9zvBMlB-2mR"
},
"source": [
"Now we will take the difference of the population"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "KkxUtxmN4-nX"
},
"outputs": [],
"source": [
"change = pop2020 - pop2010"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TPE1ynKEdfUU"
},
"source": [
"`change` is a 3D array containing 1-band with pixel values with the population count different between the 2 years. We select the `band1` and visualize it using XArray's [`imshow()`](https://docs.xarray.dev/en/stable/generated/xarray.plot.imshow.html) method.\n",
"\n",
"The values range from negative (reduction in population) to positive (increate in population). Since we are plotting diverging values, we can use a **Spectral** color ramp. We can anchor the visualization to a min/max range using `vmin` and `vmax` values. It is important to specify a `center` value so that the color ramp is centered at the specified value."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 507
},
"id": "aXftKGM9_bMj",
"outputId": "edcdf941-5365-40db-ce08-e36003d28db3"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
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\n"
},
"metadata": {}
}
],
"source": [
"fig, ax = plt.subplots(1,1)\n",
"fig.set_size_inches(15,7)\n",
"\n",
"change.sel(band=1).plot.imshow(\n",
" ax=ax, vmin=-100, vmax=1000, center=0,\n",
" add_colorbar=True, cmap='Spectral_r')\n",
"ax.set_title('Population Count Change (2010-2020)')\n",
"ax.set_axis_off()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bT5H-uFze1bJ"
},
"source": [
"This is a good visualization, but not easy to interpret. Let’s create a better map with 4 discrete categories:\n",
"\n",
"* **Negative**: Negative Cange upto -100.\n",
"* **Neutral**: Insignificant Negative or Positive Change between -100 to +100\n",
"* **Growth**: Small Positive Change between 100 to 1000.\n",
"* **High Growth**: Large Positive Change greater than 1000.\n",
"\n",
"We use XArray Spatial's [`reclassify()`](https://xarray-spatial.readthedocs.io/en/stable/reference/_autosummary/xrspatial.classify.reclassify.html) method to perform the reclassification from continuous values to 4 discrete classes.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "XWclE2-Kqk8L"
},
"outputs": [],
"source": [
"class_bins = [-100, 100, 1000, np.inf]\n",
"class_values = [1, 2, 3, 4]\n",
"change_class = xrspatial.classify.reclassify(\n",
" change.sel(band=1), bins=class_bins, new_values=class_values)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Og8Tm3Sefxpe"
},
"source": [
"The result is a 2D array of reclassified values. We can visualize it the same way as before.\n",
"\n",
"Since we have discrete pixel values, we can assign a specific color to each class using the `levels` parameter. The `levels` list defines the boundary of each interval and the `colors` list defines the colors assigned to each interval.\n",
"\n",
"* Interval 1: Values between 1 and 2 (Decline)\n",
"* Interval 2: Values between 2 and 3 (Neutral)\n",
"* Interval 3: Values between 3 and 4 (Growth)\n",
"* Interval 4: Values between 4 and 5 (High Growth)\n",
"\n",
"\n",
"The `imshow` method supports only a colorbar legend which is not appropriate for a discrete classified raster such as ours. We use Matplotlib's [`Patch()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.patches.Patch.html) method to create a patch with appropriate labels and colors as described in Matplotlib's [Legend guide](https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 447
},
"id": "sXz3vBIurU95",
"outputId": "15e19e43-b0b1-4652-8ab5-a40105fbc097"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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PP/00Dj300Kgfs9AYeCJyEPXm3qWrV5SLa5TgUdTlhH2fa3cLmUumVZQiuGnLoo6JL6NVEck3O2qdNfF3KoY0rktESUgqC6+s0h7IIUp2tW76MOJ089XNp9X3kVa2cuVKzJ07F5deemnD63fffTfuuece3HjjjfXXarUaRkdHcf/99+OUU06JtdzTTz+9qa7THXfcgU996lO4++678fjjj2N0dBQA8OCDD+J5z3terOUVFQNPRAZhnggHBSDSCDjFEbf7molr7SWX9TGtSxYBmKifO02s/0R5CgoysaFfXHl9d+xKQ7yG5c9lkBbde1wHlYkrbiArzeww8s9ZZ52Fc845Bx/96EexdOnS+utPP/00LrzwQlx88cVN7znuuOMA7K/xpI6A9+yzzzotV9SJEp555hmcc845OOecc3DjjTfiqKOOwoMPPohzzjkHe/bsCfmpyoOBJyKE7z6nG9UtTCFr099dCriq703qgirPx7RuLp8pzg2pLSMqjy6Caae0x2X7TtT1NtXpET/LfBgJkPyiq4dWqVRYj4Mi4/5SfFlkInM/SZ5LPUzXwJLv7YM02svkt8997nM488wzcfLJJ9dfe/7zn4/f/e53OPHEE43vO+qoo/CnP/2p/vu9996LnTt31n8XGU0uRde3bduGRx99FJ/73OfQ1dUFAPjNb34T+rOUDQNPRLAX/bYFmkzziNM1L2i9XAtoq2xFzm01W6IuIyioYevTry5L93vSwTbdctT1Snr5SXAtCB+mhoIteOhjl0fKny/HAxGlI277wKSM5w6f2ghA8t3fos4zT2o716fvh5J1+umnY9GiRbj22mvrr33sYx/DS17yElx00UW44IILcMghh+D3v/89BgYGcP311wMA5s6di+uvvx49PT3Yt28fli9fjoMOOqg+j6OPPhodHR249dZbceyxx2LChAmYNGmSdh2OO+44jBs3Dtdddx3e85734He/+x2uuOKKdD94ATDwRGRh60ufRdenrC7sLhfgMOsSFDgSr8XZhroaMyrXLK04f281pmAWt1N5mY4j326uiChZSZzXW/EckUWmNK+50bXiPuli79692LNnj1Oh7bTt3r0bADB+/PhI77/88svxne98p/77GWecgZ///Oe47LLLMGfOHNRqNUyfPh1ve9vb6tN84QtfwHnnnYc5c+ags7MTq1atwh133FH/e3t7O6699lpcfvnl+OQnP4k5c+bgtttu0y7/qKOOwje+8Q187GMfw7XXXouZM2fi6quvxpve9KZIn6csxtTUzowaTz75JCZNmoQdO3Zg4sSJWawXUWG5ZIS4BEzkecVlCxAkWTAyap//ogUw2GjRK8J3R/GYutaxpgZRsTHIlKy450A1M4fX12RwH9XbtWsX7r//fkybNq0eeNq7dy8efvjhzNflmGOOcerOpho/fjx2794dOVhFdrp9RHCNFTHjiShhQd2bXKQ5ylDU+UR5X5QGE7twFVfRAogUnmt3VDbuiVoDj3W9JOpbBv2NgnH/jK69vb0hCBRUaFvuliYT7zP9XTZ27Fi0t7ejvV0fohCZUCYMOvmNgSciJDeUa5KKeLE0PeELmwGRVIMt6jqwBkA8bCi3Bh4nrYXfNwncB+Lj8ZQ8XdZ91Cx/2k8OAkUN6iQZDGJgqdgYeKKWE/amOMpNtMuFrYwXP9dC10ByWV1h3pNG4IvsmMFWXKbvjsdHa+L3Xj4utRJl3AfCsw1So2K3uvCC2p1Zj4hcZHFqPMmZSAwOkQlrPFHL8qlwt8+SCrxlWT/Cxwy2VsOGc3nxGCIqrrQeplE8vGa6ce3S7/NoxD4Gw2z1e8IydYdjQKrYWOOJKKIsL/B5pFMHfb6kR7FLe1629Y36pDZsF70wfGlI5El+wssGtZ9Yk4uITIp0HYvbzkqiOxbPockLavvZMsRM30cag/a4CrOeuraT78dkUP2luCPVUfEx44laStZZTlll3oQt3p3G/NWb2CRuapMMOCUV/Ep7W5cRA1DF4vOTYiIKr8zXrSS7A0cNYPHalpyiPLRS24RJjhAdZvlJSTLjicqJGU9EHtAFWMJcWFxHiUriyUfYQE4aRb5dJXFRTTq4V6lUQtUM4A37fr43IFuR7TtRG9Lch4mKqazZukGfyzUYEPZcZ7r2szZTfOKaFKUdnQd1/bJeX1+L07PWE9kw44laQlpBkbQvNC437GHWJe8nMq5BNpuoDek4n0n3BC5qRpdvjYSs+N6IbEVZZ2YSUfaSbBv4IOkaVbYHRGEe+PEaR3lI6tiNmvEU1L0uKgat/MOMJyIHSTYGsm6cuax7mKwa12mzqv2S9vZMav66J3BxUsFbLRNKDtaxce4P002Vr09SiSicsp1v0wg6Bb1Xve6bpnMNXhGVxe7du+sBoqQDUGHmxyBVcTDwRKWXVBAlanHqLIQJgoQNeiT1ufPYXmkHeKIGncT/rXJjz24IxcCAE1Hx8Tx7QNj2SxLtG3WZHMSBkha1BlnS1/a0gk5hyQEwHz3wwAOYNm0a7rzzTpx55pl5r06uQgWeHnzwQRx22GENr7GBSkUSZ2Qz02tB3VSyamiErSsV9dg1faYoTxVdayXFoVuGL42/snWBiMr0vTBDKllhg9MMRBEVT5TizD4/CElicJIsByNJoqQAkU2YtrMuY093L7R3717s3bsXe/bswZgxYw78ceQxYM/T2nmPGzcOe/bsCbv6duMOBTqOCP22arWKz3/+8/jhD3+Ihx9+GJMmTcKJJ56IxYsXY8mSJTj44IOTXU+DpUuX4oknnsBNN92UyfJ88eCDDzpNFzvjiQ3TRqYbcp8v6q0siZsrlyK9vom7L6ZRKypKN8Cwy/P1+7Ap07lD9zlEMVG1uKtcZJSSoZ7rbNu3qNu+TMcLUVTy+TRM8El+b56SOP/InyfonOdS5y5uN7+inlPJb2FqlAW93mTkMbT/fAXGjO7V/rkG4CC3OTmrtbVj79n9oYJPf/zjHzF37lxMmjQJl19+OU477TSMGzcO//u//4uvf/3rOOaYY/CmN72p6X3PPvssDjoo6U/QOqKc01hcPKQkapXY3uvDBZ/CK2qDImwAKe1R7vIcRc93ZcxAcfk8cWpptaIwAxIA5ci6Y7DJby4BT/X8Zst+5HcdTdrX5KSkca5nAIhaSZQ20969e7Fz505UKpUD3dZ2PIiD/ufKFNbQ7tmXfRSYdJzz9G984xvx+9//Hvfccw8OOeSQpr/XajWMGTMGEyZMwLXXXosf/ehH+NnPfoYPfOAD+MQnPoGvfvWr+OIXv4iHHnoIxx9/PD7ykY9g0aJFAICPfOQj+MMf/oANGzYAAK677jp8+MMfxn//93/j1a9+NcaPH48TTzwRH/nIR/DQQw+hv7+/Ydk/+9nPcPzxx2PatGn4/ve/j+uuuw6/+tWvcNJJJ+ErX/kKenp6YmypbKnFxeW2l2usiIEnB1lfpHQXSDbEzHzcBnFuhPJuFNmenETtV57keiS5jDLxaf93xe8uXWGuES5P/IlcuQaMkwoqcx9Njvzd5b1dk7pG+Fyjk8gHRQ08Pfroozj22GNx+eWX48Mf/rB12gkTJuDoo4/GFVdcgTlz5qC9vR133nknFi9ejKuvvhpz587FLbfcgo997GO4+eab8fKXvxw333wz+vr6sH37dowdOxZvfetb8ctf/hJLly7Fpz/9aTz88MOYPn067r33XkyZMgXnn38+nnzySXz9618HABxxxBHYvn07pk2bhhkzZuDqq6/GSSedhMsuuwxbtmzBfffdh/b2YpTc5qh2CfPlQqRbj6DXotw0+Biw0VGDb1E/Txb1hEzLKxJdgFP+P23ie47a9U5+XxbfgS9PUrPev+MIyvgs6rHjG9drBGA/jogAew02XQDJtZ5YXNxPk2W65oet7egLBp2IymtoaAi1Wg3d3d0Nrx9zzDHYtWsXAOA973kPPvOZzwAA3va2t2HJkiX16d71rnfhne98Jy688EIAwCWXXIJf//rXuOaaa/Dyl78cL3vZy/DUU0/hrrvuwsyZM7Fp0yZ84AMfwA9+8AMAwO23345jjjkGXV1dGD9+PDo6OrB7925MmTKlaV0vvfRSvP71rwcA9Pf349RTT8V9992HGTNmJLY9fC+0zsATyn8RilL3Js/GRFAQLehJahKZOUXNVkqCum1dtqcpOBjlabb8/Ub5LuXp1aBQUDdXXfDSdLPlc4Pb9/UzMR2HSXRxJjs1cFnE/YfSYzsP5l2PzfawgftxcnTXRd25OYltntb+xOsHUWv4xS9+gVqthqVLlzaMujdz5syG6f7whz/g/PPPb3itp6cH119/PQBg8uTJOOOMM3D77bdj3LhxGDduHM4//3xcccUVePrpp/GLX/wCvb29TsGeM844o/7z1KlTAQCPPPKIc+DJNHqgvOzx48cnNspgGgGslg888SKkF/bpeJR5udzcm+bjGkyLWkQ3auPVl+yXKHTBnjBBJ/ln9SbWJaATNE/1/VGEXaZ6Ax7UsOaTVTcux6UaQMz75rbMeHNOKtdrrC/HZJIPonyWZ6a6+lBJfj1M+0ywfQbdA56ksuN82WeJKL7p06djzJgxGBwcbHj9hBNOAICmLmG6GlBBzjrrLNx+++0YP3485syZgyOOOAIzZszAL3/5S/ziF7/AJZdcUg/27Nu3D6Ojow3BH/FzrVar/yxGA9y1a1foQFFWGU3qeu3Zswd79+oLzbtq6cATLz7RuQRmwmRa6bJskmBrjCYxH8A9CJHEerhSA0dhuzyYGrdh5qe+Jwm65afZAFfX3RRYMm2nrAOR8vdehBsu1vHKj+/7BmUnzIOaIkoiEJI324O4LLvBm16Pss8EtSPz+lxl2/+JyuzII4/EK1/5SnzlK1/Be9/73tCBpZNPPhmbN2/GO9/5zvprmzdvximnnFL/fc6cObjhhhvQ3t6OV7/61QD2B6O+853v4N5778XZZ59dn3bcuHHYt29fzE9lJweEdEGoJLOedB5++OGmulSHH36403tDBZ4efPBBHHbYYV5fnAVeOLIVd3sX+fsKu+5JHj8u9axsT0htXZtsmT5hb1BMNzZhGqymafN8AhwUdNTdHKS5r+e5Lch/3C8IaJ3sINWCdUNYv3C68e9F66YXJ/M86az1JDKJdO+3dZ0PM1/bfIKWW+T2KVErWLVqFebOnYuXvvSl+PjHP47TTz8dbW1t+M1vfoPBwcGm7nWyD37wg1i0aBHOPPNMzJ07FzfffDNuuukm3HLLLfVpent78dRTT+GWW27Bpz/9aQD7A09vf/vbMXXqVJx00kn1aSuVCgYGBjA4OIgjjjgCkyZNSu+Do7GmU5rBpiAPPvig03SRMp7yeNJCVBa6blxqIEZXmyhofmGXLf+vCqqNFPSEXO1eZ2r4RQnaRblpitJwDJOxFrbrnVofJWlFDUCxgZ+Mon3vlC3b+bfMx6At6KSTdFs3SuZ0mOWbAihBQac418e095eksvGidvcX7bQyHxdERTd9+nT8v//3/3DVVVfhE5/4BB5++GGMHz8ep5xyCt7//vfXC4frvOlNb8IXvvAFfPGLX8SHPvQhHH/88fjqV7/akMV0+OGH47TTTsMjjzyCk08+GcD+YNTo6Ch6e3sb5tfX14fbb78dL33pS/H000/jRz/6UeptsjwDTmGNqdVqtaCJxBB5v/3tb3HYYYdZp/WpwcsLBfkoThFOW7AibMMsTB0n2/qEWVbY97nSfRb156jzjCroKbFuu6d9zvLp/Kzi+bqZ7YbH5++S/BIm65XcxDn+grZ5EtlI1CzK/s+gE7WKvXv3YufOnahUKge6b408hvafr8CY0Xh1fcKotbVj79n9QMcRmS2T3OzevRvVahUHH3xwU1e7p556Cqeffjp27NiBiRMnGueReI0nn1KV2W+bfKRmDsXJZlJr+sRZD9P8k7rxTbuLmVpTKe1lBq2Py9+zzh71MVuV52W9oKxEIlcMOCUvr7YuvzciykzHEfuDQHuezm6Z4w5l0KnEEs94svGpAc2LN1E2sn5imHRthijnrThdKvI4N+V9bub5eL+8vwcqt7hZoGQXpTtc1C505I6BV6Jg2ownIomXGU8uilp/hMhnvqaEZ71OPmyDop3bgoqrZr1sIkoHj7f0uHRbD6qXSMlJsuYjERHFl0vgSVx442QFJLEOMl6IqOi4Dycnr5sAn77DrG6ImIHBm05KVysfW0B2D2V07Urdsa1bn1b/jpLGLCciIv9kGngKM4pTkjc9Lk/zkyrYTET+CBtgziMAwHNL624DHwNOaQQcmdWRn1Y9tmRBte3S6JLtMmIaxRc0AjC3NRGRP0LXeDrttNMA5HcyT6o/vDqcedJ1YYjIH6bGqO74z0qWI9jlMapfGGU65wY9XPE1+KIeE4Lt2FFfk9/jY5C3VZTpeEqL6/4Xthsytz0RFRFrPFGQJGo8hQo8yTPLq1iwDi/0RK0jTBaiaVr19TxvgtM6f8V5sl/GQFwWkhwFMitR9okkvytft0uR+Xgs+VqDMK2seiKiImHgiYJkXlz8wQcfrGc86STRMI3SCPC1QUNEydNlY9hGCjJlY1QqlVRuetWRo3RdAbI4X+kyuYoYGPGVKVuuaNvRNes3rX3Wh+AvpUf+Xn2ruxN3n2O7k4iIyF3kjCdXYS/MbAgQURKiZEbF5dv5J0y2qE83/r5tRx2ftlfSfO5KT3Z5HzthurCpgfCurf0YnrkirVVrYntAoE5jkvf2JiJKAjOeKEgSGU9taa9k1g3JpLIY0sqGSFPX1v68V4HIC2GPXTHKZtBom0Hz8E3Q5xLnOd/Odb6tj8zH7RWXD/tu2bZp1uKcu5IS5bwryzLoJC/flu1nO4fmvb2JiMjNN7/5TTz3uc8N9Z4LLrgAb3nLW1Jao3x1d3fjuuuus04zfvz4ehDSFoysVCo47rjjnJabyah2rqNMJNnwdB3W1pTmX8QGRdaNNiLfJHUcl7X7T1k/V5byKkafpjBdMtNeNoXjU1vF5djwaX11gjJlxesL1g0BANYvnI4F64awfuH0bFaQiChDex/ejn2PP5bZ8sYefgTaj+l0nv6CCy7Ajh078J//+Z8Nr//85z/HOeecgz//+c+YPHky3vKWt+A1r3lN0qurtWfPHlx//fX47ne/i8HBQbS3t6NSqeB1r3sdLrzwQnR2un++uL75zW/iwx/+MP7yl7+Efu/u3bsbfh43bhza29txzDHHYMKECZHWJ5PAkyqPhqZpmbZ1Ye0oomKwHd9xjuEwQYao57U8zjEMQEXXKtusUqlgdEMfgOQearTKtsuKT+2TogacTPUBg2qeyYEmBp2IqIz2PrwdD71yHmpSACJtY8aPx7E/HQgVfHLR0dGBjo6OROeps3v3brz+9a/H7373O3ziE59AT08PnvOc5+CBBx7Ad7/7XXzpS1/Cpz/9ae179+zZg3HjxqW+jlHt2bMHe/fuxcMPP4zp06Nd93IJPBUBG8hEfnI5NsPc5ARlSdkKlychrdHCXPicvcPAf/7a5q8BAIg9JMr34ev+VTTqoAW+6NraX99PVD6tp6sirjMRURr2Pf5YpkEnAKjt3o19jz+WeOBJl/lz5ZVX4ktf+hJGRkbwj//4j3jOc56DH//4x/j1r3/d8N4vfvGLWLVqFfbs2YO3vOUtuPrqq3HQQQdpl3Pttdfil7/8JX75y1/izDPPrL9+3HHH4ayzzoJcWnvevHk49dRT0d7ejv/4j//Aqaeeih//+Me4/fbb8bGPfQz33HMPjjjiCCxevBif+tSn0N7ejltuuQXnnXcetm/fjrFjx+Luu+/Gi1/8Ylx66aX1gNZ73vMe7Nq1C+eddx7e/e53A0A9Q+myyy7DJz7xCQDAzp078e53vxvr16/H5MmT8ZGPfAQXXHCB0/aMev/gXeAp6KKfZiOWDQ4if4U59l1GT3LNggzbfUQOmIQ9XyVxYxkmYON7UMC34JPv2yttcY4rikbevuq2FnUd8+hmX/+eK/uDTnKxcN+OWyIiItl//Md/YOXKlVi1ahVe+tKX4rvf/S5WrVqF448/vmG6n//855gyZQp+9KMfYWhoCIsXL8YZZ5yB888/Xzvf7373u3jlK1/ZEHSSjRkzpuH3tWvX4t3vfjd+9rOfAQAefvhhnHvuuXjnO9+Jr33ta/jDH/6A9773vRg/fjw+8YlP4GUvexmeeuop3HXXXZg1axZ+8Ytf4DnPeQ5uv/32+jx/8Ytf4EMf+hB6enpw9dVX4/LLL8c999wDADj00EPr061atQorVqzA8uXLsX79elx88cU466yz0N3dHXZzOvMu8GRqtCbViDENrU5E5RflptjlPep5JO7Nd9wAVND7ixQcyOscnfR3WlbcLukJ2u+zDjjZ2mfieOna2o8qWG+SiIiyccstt+DII49seG3fvn3W93z5y1/G0qVLsWTJEgD7M4F+8pOf4JlnnmmYbvLkybjmmmswduxYnHzyyXjta1+L2267zRh4uvfee3HWWWc1vPbWt74VP/3pTwEAp59+Om677bb630488UR89rOfrf/+yU9+EsceeyyuueYajBkzBieffDL+9Kc/4bLLLsNll12GSZMm4fnPfz5uv/12zJo1C7fffjve97734TOf+Qyefvpp7NixA0NDQzjrrLMwbtw4TJw4EWPGjMGUKVOa1vWcc87BhRdeCAC49NJLcd111+HnP/+5c+ApykN27wJPJkk0bnWNOAadiPyTxs1s2KB21GylJEUJQMkXApdi6z53txPy6GLEOliUB1/bJEH1MAUOckJERFk6++yzm0Zo+/Wvf43zzjvP+J7BwcF6NzRh9uzZDUEhAHje856HsWPH1n+fMmUKfve734Vav1WrVmHnzp1YvXo1Nm3a1PC3F7zgBQ2//+EPf8CLX/zihsyonp4ePP3003jooYdw3HHHYc6cObj99tvx/ve/H//zP/+DK664At///vfxy1/+Eo899hg6Oztx4oknBq7X6aefXv95zJgxeO5zn4tHHnkk1GcD9rdbDj/8cKdpCxN4isvXxhwR5Ud3Xki6SLhLN72gaaJkguoCJyIrwRac8lkW2U9ydyGiLIhMIQCAJ4Gbrq39GJ65gscBERF57ZBDDmkqdv3QQw8lMm+1ltOYMWMwOjpqnP7EE0/E4OBgw2tTp04FgHpwZvz48QCAtrY2TJw4sf7absd6WmeddRZuuOEG3HPPPTjooINw8skn46yzzsLtt9+Oxx9/HL29vYl+NrG+tVoN7e2NoSPRRnjyySedlln6wBMDTkTFkfVNTtjlRel65XIOilonx6XmjhqAKvqNZNrZT7xmlEMRuknK6+hbplBWQScR4CIiIspKd3c37rjjDixevLj+2m9+85vY833rW9+KT33qU7jrrruMdZ5kokugCDqdfPLJuOmmm1Cr1epZT5s3b8Zhhx2GY489FgDqdZ6uvfZazJkzB8D+YNTVV1+Nxx9/HJdcckl9/uPGjQvsdihrb2+vB5pMjjnmmHqx8rDaIr2rIHgDQVQcvt4c5iFucXH1X1LzbiXcTsXmezZfGfevoO1dz+qS5BF0WrBuKPNlpq2Mn4mIKC3//M//jG984xv41re+hfvuuw9XXnklfve73zUV/zYZP358U4Bm/PjxuPjii/HiF78Yr33ta3H99dfjzjvvxP3334+BgQH8+Mc/bui2p8suuvDCC/HQQw/hAx/4AP7whz/gBz/4Aa644gpcfPHFaGvbH7Y5/PDDcfrpp2PdunX1elK9vb248847m2pMVSoVPP3009i4cSP+9re/YefOndrPMX78eOfPHkepA09E5D/fbxBlpmCO+FuSkrwxLWPwKe39pij7JBWT7/tXlPWznVd0Qae8rF84PXiiginjZyIiSsvb3/52fPjDH8ZHP/pRvOQlL8EDDzyAd77znU2ZPG1tbQ3BmbFjx9YDQEBj4Gb37t2YMGECbr31VnzoQx/CN7/5TcydOxdnnnkmPvzhD6O3txf/9V//ZV2vY445BjfddBN+85vfYPbs2Xjf+96HpUuX4qMf/WjDdHPmzMG+ffvqQaYjjjgCp5xyCqZMmdJQHLynpwf/9E//hHe+85049thj8YUvfKEeZFK7zWVhTK1WqwVN9OSTT2LSpEnYsWNHvS9iURR5aF+14Te6oY8p6VQqvt98hZXmeYa1h+zSDNQRJc33NknSgackLFg3xAALEVEK9u7di507d6JSqdQzefY+vB0PvXIeao61h5IwZvx4HPvTAbQf05nZMoXXve51eO5zn4uvf/3rABDY5Uymq89ke79rPackhfk8Ort27cL999+PadOmNQXoXGNFpa/xVMQbCGMNE0vQqYwZDVRuRTw2dbI61sRyONpaurhdyaSVAr9pf9YotZ0YdCIiyk77MZ049qcD2Pf4Y5ktc+zhR2QSdNq5cyf+7d/+DfPmzcPYsWPxne98Bxs3bsTNN98cKUAjFwf3KeAUN9iUNC8CT63UmEuLvA0ZdCLflel4lz9LVseeqah42ILnZf0edFyyX8u0PShZabVTfC6ubTtPqMXb1ePK5XO5TMN2DRFRftqP6cwl+yhtY8aMwa233oqVK1di165d6O7uxve//3287nWvizxPU5AnqWCT6/x9CzbJStXVzmVodJ8bL7obWNdugq7dcHz+/NQ6ynqDn+XxFXUbFmG0rzQx8ERRpBF4Sup8IeonpR3AsgXZw5Q0EAGnrq39aJu/punvrtu6Wq16HbgjIioKXVe7VpHm5w0bdBLr4pI9pVtOmp+FXe0UaqMoSgHgPAIztuCYSzAt6PWo06nLL2qtLPJLkW/ui56dqR6/Rf88UejOt622DSg8H/cROeiSRvBFDerID8RitUMqa1D5+/8u8whqdzD4REREADD02G5MP8I9+JJWoMYWcHJZZtj1KkqwsFSBJ1nURmKWwZUw6xj280QNvMWdnihIUW/0ix50Na1/Ub+PpLTyZ6d8JREwqVQqqCLZoItYr+GZKzDS04vu1fOaAlBx2hfbOruw6JIbnGo2Bc2TAafkLVg3BIA1tYjIX6ZAy/QjmrOGbORpkgje5FE0vEhK1dUuCVncXLrWIikC1+3FbCkSirJvh5XX/h22rlPc+RAVUZjuW1keC3HOG6KrWtR5hA18xXkAVtTrP0fSI6JWsG/fPjzzzDM47rjjmrpRxZVlNs7u3bsbCn3b1kdMm9RyXcnLzKKLXFJGRkbwwAMPxOpqx8CThmtBTVWU4EpZbvaK2qikfOiOlSIeCz7t96btF2Ydi/gdEBXZ6Ia+0Fk7YdsmYYmAlGvtSJOwtSqJiCgfo6OjeOqpp3D00Ufj8MMPT2y+RQioxOUadCpqwEl49NFH8cgjj6C7uxtjx45t+BsDTynTNcbi3OCVZZQpNi4pKp/3/aIV7o9zo+fz90AUlXoMm44PU8HrNLkcqy7rFeWYN2U9xTkPmGpT+nSOJGoFzNijMHbu3Il9+/bhOc95Djo6OjBmzJhI8xk3blzCa+anPXv2OE9b5G1Sq9Wwc+dOPPLII5g8eTKmTp3aNA0DTxmLGnQqQ9aHDhueFEUZ9v8y7ONl+B6ITCM4mo5RH/Z7ed3kzCPX9yZVNyouW7C+DOfIomDggbgPkKtarYaRkRE8++yzkYNO7e2lLR9dt3fv3lDTl2WbTJ48GVOmTNHuGww8ZSxs/RSfG75JcdkmbICSrCz7f1n267J8H9SawmQml2Vfr1arDQXB1UDUSE8vOjZvss7D1pUv7Ki4uu56uu+g6DfHZVh/WZE/CxHFMzo6ilqtBocQQYNjjjkmpTXKz8MPP5z4PIu4nQ466KCm7nUyBp4yFFT3yXVa3fRFp8voYt0HsvH9GNDdRKVdcyVPvn8fREFEJpBrIW45WJNH1zsX4nMsWDeEO5bP1f4tKlu7JUqX4zhlCYpEDj6VIRBV5PUnouyUvZ2Y5DWrrNuKgacMhAk42d5T1p1QCPrMZW2EUjS2UZCKdqyUYd8u2jYnMgl7PPoUdFLXPagbXpwab67B9TDLVc/rXVv7ASB2t8A4GFyJL6ltmEQXUSLKTqu0DZNux5d1uzHwlKIoASf1/WXd8UzKcAOeNZcuEZT9STxMl5My7fetds6icolyLPqyz0dtc2Q5wECShc194PO6RZFmkE1002MQj6g1+HJtTFNa7feybjvXWFFbhutUaNVqtf5PValU6v+C5iGmbzXyZxY/u2yzVsagkxvTcZkW+cl9mQJLRK3Ads0RWThFuDaJdU36PJTl5/Y5sCOvm9jWRSZ3AUxj3mrQKY3lEFH+fL82JiHNtn2r3zcw8OQg7NPGshcvjUrXmG/lYBwlK88AlGl9iMgftrqCRchwkQMgwzNXYKSnF4C5HdK1td8YNFGvx2kF2xasGypcEELebur/qrQ+X1rzzSorybScou0LWUt7+2S1/fk9l08RHsj4itvuAHa1UwQFmcJ2k2vFbnVhFPnmvAg3KpR8UNPlmC7yfh2E5zMqInWENddaQz7s71FGiBX1qUY39AE48PnS+jy2dSxaLSWxTwwuG2h4vXv1PAB+Z2rlpWjfMRG58eEamKU02u+tsA1Z48mR2ggF9COvtcJOk7Uy35yTn7I4jlthv+b5kIrKZVRV3UOFPPd53XrKATOxbnKQSX4ti89SlvNeULc6Bp2SxxpRBzCAR75o1XYei4lHw8CTI9ducewSlh71O7DdEBClLeox3qr7LM+J5Av5GBQZP+pDJd20QXwY3U73OWat3Fi/SVW7/rpkZSZ17Ooe4BWdLhOOWc5uGDxpxm1CJr7tG7r7XzVbuMztPl8CT0Xbzgw8GbD+kp9sJ7QyNWapGFq5K11cPJdSHkxd59TfTbXZgjKgfAo8CbZAWtzjUA3iyVlU8jRRb5rEPOPedGVx0xbUHbMsfLsBJqLsZPmwwmc+dbWTt7nv25+BJw3Tk0Dfv8xWVsYnqVHxaWt2GHiKj+dUypLtmDQFn8T7ggYKUOW1b9uCTy4PbVzPa+q1pmtrP2YPLsYdy+da1yWMpK5nSXbTYuAlPm7D+LgNySdJZ8YWQZzrW1E+Y9IYeELyTwApHUFdA3iTT1lzOVdwvzTjuZbSFLabnEzOXDIFa1yCInns46bPvWDdUD0opGYhyT/bPqvpM+v+HubGOGqASQSUtnSvBZB/tlFadYgYZKAy4/5dHkFd1cuUMRW1fV+Uz5eGlg08meo5kL9cTmBlvclnFpOfXM8dZd0vg4StlcNzMSXNlJ2jviYCT2G6yo1u6MPgsgF0bN6EkZ5eAPtHNBMBGPG3tPdruaEu13MyUW/ysuqGltY1zKei07yBpjxEPQa4v5aHL9+lS2aw7ZpY9sBTUT5bWloi8GQanabVv/yismU+lfUGf6SnFx2bN+W9GqRg4CkdPDdTUnQ1iFRyF7uRnl7M2D6snY8aSF2wbqgh08ZU4yeJ/dlllD0TXWaT+r/pfVu61/KhR0p8uVFMS9k/X5p8CqYSpUk3Qrz42XcMPIVX+sBTkXZgcuMSPOSN/n7MlEqXLZgdpSYM7cfzNSUp7PEX5qHGSE9vPcsJMJ9zkyjibTufhz3XBwUFwgYN5K6KQesRpwg3gxlE5cZjvLXYBvIogqD2hdifi1L8O22lCzy1+hfaKhh8Il+4DE/OfdEdz9+UhqBjUK5RZOpup85DrWukdrdTp5NFrQ+X5shpQfWbghTxhrGI65w0bgPyEffL1mB7QFuE9mBQ26IIn0Gly/BO6nOULvBErcUlo403/ZQ2FhlPVhEv1OQn1+POpcaTaV6inlP36nkA0BCMUouWCy61pEY39AFAfd5BwSyV2l1HdyMnprlx1RIsuuSGhultgoqNm94j5JWJy27rdrzZJ1+wu2H5FT3oJEStZ+U7l0G9wn6+3ANPYqXl/02K/OVRehh8Ih8w8y45PNdTXLraTlFrMEU9hnWBFrEuQcvc1tlVD2TJXIJNonaTTC0mrr4WRdjufXKAjl3AichXDMBmx3TvX6R2oKmNUKTPkJSge/JUA09qjRNTgKkVvxjKHgMAlIVWGWkxDbwWUFJs2UmA++h1oxv6mka+A/QBIDXzSQ6yhFmuWHdx82MKmOmKhqt/k4NMajBKpgtMqa+HVdabN9fPVabPX6bPQlR2RTpey5D1VOR1T5MuIyr3jCeirBU9EMCC4f7T1X0q+n6XJj6MoCIRjaltnV0Amms6ie5couYTAHRs3hS6S64ccFKDTDpqEKpSqWDWyo2ByzTNV3fjEreIuekzZalIN2VF5PP2VYO4adZMI8qLz8egTK0jZPu7z9h+DSbaTQw8UcspUgBAHTGJqOhciq/zwk0+MhUXV3+W/w403+SqWU+ilhNwIEtKzpyS5yFnMqlZTLrf1feowkyjWrBuCFu61yZ6fSrKDRPpJZUtlxZdzTW2r4iyV7a2IAc3c8PAE5WeqXtnkQJQRGVQtoYGtQaXa4XuIUGlUsHohj4MLhvAjO3DDdPLwSZdEXI18AQAswcXNy3X1oVOzWQKypgyvSdKlm3SAaSsMn0Z+Co/9Vhj4IkoW2FqovrcJnSpMUyNGHiilpJ1sKnI3eI4+g8lIUzRf168yTdyjSch7n6q1o2aPbi4IXPINBKe7loSJsMkqN6TLntJvoaZRsVTM7B8C9yI2lsAeE1LmA8jFRKVWZHvI0xcHkLapvUBg07RMPBELYVZTuXi401OEcW9cEZJMWbQiXwmMpJci5CHYSt8HvcGY6SnF4suuUFbaFz8DMAaJJIDNXIWl2n91G56W7rXAjiQySW/R+2eKKZLW5LXCl53iIjiKXLwid3qomPgiVqWLQjFrnjpi3rTwUZ/ssIWPHZ9T5j5Bc2bF3kqOts+7xJwcs0s0WU1uZ4vg2pWBZEDT/J85NH98lSUa0dR1pOIisHHc0rRAk9shyaDgSdqebYTHYNPVGZxs5SSmocrXvTJN3Jj1JR6r+uuJwfeXYM86ohwMnFTIeZlutGwdYmz3ZxECUSJ9+je63IjFDRNGbugEFFx+Rjg8VGYGk9B78kSg0/xucaK2jJcJ6JMVSoVa+S9a2s/KpUKurb2Y6SnF11b++s/ExWN2N/VYWxN/1zemxUGgsk38rEgrg3VahWjG/owuqGvYZ8VfwcaR6mT/24zPHNFvcC46M62fuH0+s/yfE3ETZHu5kh9zZZlZVtX8ZnEe+Ti6eJ/l5uzoGLoumLrNgvWDVkLq9uWRUQUxHZe47nFTh0AStfezBODTtlixhO1jKCbWz5l9QufMLmJEyxK4mKbRNCIF33Kk2h4igwml8wmQT5PyUEbefQ6l+52unpJagFwoLmAuHyOtF3DopxPw76nbNfQNK9BvL4RUZKCzilZnHOCutmxrVde7GpHZCFOhCM9vZixfbghC6pMDWcqPts+qXYFCiupRkBSGUtslFCWRKHxoKwf1+5yah2lONcTXfc7l9HlonadE8sCzDcorjcuUYNcQGMgLe3Aj+D6mVynJSJy4UsAOon1cOlmxzZeeTHwRKShu0HOYzQeBrgojrABJ7WumW8BJ+DAOrJhQlmatXJjQ9Fsma7bmZqZpL6mvi9O4CkoEKRO63L9sl17Rnp661laQfPRjaininsjo37uPG7SbN1ofLhhJCojueRFx+ZNqS0nr3NK2c4dQe02n9p2Pq1LmTDwRGRgG/J6cNlA7Iscg0rkozSCT0lmOo1u6EtliHsiG3kfXrBuqKmuku58HhTgiXsNMM0/yg3LSE+v0zUtaJ3VDCFTxlDUYFHQ/JLIIjMtN+pNILOgiNIjgk/yyJlsX+/nS/AqzOjJDPaUGwNPRBbqDbNo6PsyPDSRTlIjMro2FtJoKAStPxsn5INqtWrMeNJlGEW9IVIDK7qaUYPLBgDAKRspjRszecS8G1ctwaJLbgBgLloedflB3d98udkiouy0arApKHPWh/NhmMCT6/RUTBzVjiiiVrzAkd9EAyTL0d+S7o4nj6bn26gmRCrTvinfBMnXCl12ko0YCU/N5tnSvVYbwBFZS0HXp7DXLzGiq0qMFCc+h7jJ6di8qaGLnfw5XZcdtG3ULnwuo9aljecsonyUvU2unn/lUVJN0wDNwXmXa06Swp4LF6wb4gjGxIwnal1xToCt+gTGFbdPfGIbunaVCUOuEeXaeIiaLu2yDD4RI1+JAuSAuZZTlHOdqYZTEl2+45x/bV3e5Nd0Xe/ijqiku3FSR+0DgNmDi7V/S+qas2DdEO5YPrfhNZ9vmGxFfZPKkqV41OxI8bM6DdtNrUW3L5gCREG1+7LssRGmnaY7/7CdVz7sakcUIExjjA0CKpugGxK5YcA++tTK1NHvohYPV7voifeL2lJx60LJ7w/TDUMNggHBdZzUaVzWP0zwySWYJdOdr8KwndvyDty4jGwaJO/PQPuFbUuy7Vl+4uGi/JAxbPApy/0k7sNHFvcuJwaeiAKIhhgv7H5ope8h78+qLl8dJS/oJo6NBmpFoxv6Yh+3cgFzNQglXjNlOdrOG+rorLaRWtX5u2QrCWGzmuT6UEHvD1qmaT1dhvEG9NuviIGbKDd+5Ie8r/3kH90DCRO1nqDp57REaftlFWhiQCtfrPFE5EicyOXhW30RdCFKus92npK4oSsK8VlHenqNNVayWL6g1l8Sr+nwwk6tqFqtNt0cmH6Wqa+LoNPgsoGmGwXxsynoNLhsoH6+0AWsxHVMzNvUjUN9qi6P5CfoAj9qFpRae8kWVFq/cHrT+12IGliiHpbKdj5Kqi6TL4Eb1pgiKg/5HK27fgwuG6gPLCG/R/5fbcul2aaMeu5h0IlkzHiiliU/vc66fzTtl/XTmrzo9i+5hpMYrUqu7ZLk9pDnFaXmBy/oRAdGuot6XHZt7cfswcX1YIrgOireSE8vFl1yQ71bm3ru6F49r36j0rF5k1P3s6hd23TvV19X60G5dLMzFczVZU2FqR1nW19dsD0oAJ+VOBkGea87EbnR1QCT2TJYxetptp99aQPK5zZf1on2Y1c7ogByVzug/CNn+EC9OKoX27hFdX0YXtY3uouz6w0JL+xEB4jAE4DYXR2C6kSFucFw6UImH/O29bQV+DYFgYK606l/183TtBzd+9cvnB45IBMkKGCTdXuhFbrVFemhU1LrqrZ9ivL5KXm6rtE6tsL0QtJt4CSzRZOaF9ulfmLgiShAERtoReNyEZS7OCY9epuQVvaQ71wyHkz1nojoANvodmGFCV7YptVlPMmZjTa2658u+LSle612NDmXelEuGU/yiHVB14yo56iwN0FxM9ziSOIzFklRrqtJBh6L8pkpfa71nUzvTWM/SqItqJ6P4pzX2Db1GwNPRAGK2kAjMomS3cSLOVEwU2FxU6M/7s2ALrNKDsrIAR5dcdq2+WuM845y7Qvqkmf6uzqtKZsJgLbOYphgWpA4T8yzbi/EHa6coskqo00sR2R5y13v03oAR36yjWCXVxZ/Uu3CqLVCmd1UPAw8EVnIJ0Px1FhXpC/PBkArPQ2Tb5zCfuYst1Oc9UxL1MwGXtCJ3Ll0vwLsN6ym2h22m92urf3aINKslRvrtaJmDy6u130Kep8sasAizM1Q0Eh36t/EdVf3N1/OWWG3W5zrBQNQ2dMV7g/7/qTaByIYy/qj5WIqOyHk+V0neZ517d4spmX9puJi4InIIu0GGutGlZeoRQWk1zXQtuzhmSti1/3gRZ3KKsmaEjLR1c5UX8kWfFKnUWtCqTU+xPllxvbhUOtlqhtj2w5xroUiOCSCX4C+O50u0GQKPtkyq3w6b2UV5AkbePLpoUiSXIO7aS0vbGAgyVpQcWtfuiyjjPuML1y2ry/3DGkFnVy6W+uCTgxCFQcDT0QWfDJYLlEv2mGe3Isn8Xk10lwyGGx4AaeyM3WHE2zd4gRxkymONd3NvO58YysGLsjzFI1s3Q1t2GDDgnVD9Ywn2/kpKAAVZyQ027lUrRkVNIKeKfjk2/nLtWC7ifjeBFGnC4BT0FBnW2dXKbtqZZ0RImca6URZPgM8JHO5riTBpZ2bxrk1yrVEvgb5dr4nOwaeiAzKFnRqxcaM2g0yrQt2Ets2iXWLG3QiKqu0zueux77LKHNBDejRDX1om78mUnBY9/lN55ywgSfTNtA9vZantXWvU393fRLuuzgBOzn4JIh6Py5Zb0mti8+yzHgSWUaie5sv2Sg6YdsordheLAKX82DU+d6xfG5mJRfEcqJ+niKc60mPgScig7wbZXnXjiorW4NK92RJ18UlzYwpE9v+IDd4eUEm0sui63TUDIekA8ZycEoErMTrSayPPP+geapZKKYuQSJ7RPc3WyFyoUjnvjg3Xrpum4C9ULzr+lA5MZBUHPJxrRsoIulC4up5U2TH3rF8bmLLUOcvC3oAUaTzOgVzjRW1ZbhORN5yGco0KQw6JU83GpJMbZiJ3+Un9KJGSRhJNBJ0+4PPT1iJfFOpVGKfw+X3d23tTyTDYnjminoNpriq1WpTwz5sQMJlfeSbgUqlUv8nmLaLyBCRpxXBl47Nm6zXPVuQpmg3J5VKpaFrofhZ/G/7POp1SUhqH4pDHBPqsZHnuoz09Oa+LmkI85nYRvCD2p3Y9ne1rZl0lpN6zpZfTzvoJF8z7lg+t2ldGHQiBp6o5ehOeLx4+8fW+FJvEhddckOkwJEs7MU/qKERh5yFJf9PROmQrwHDM1c0HINhjj/13JSUoIa63OCXb8rldViwbgjDM1dog1guy69UKvUhvsU/cd7t2LypPm/BVGg8zLkzzYydrAI6cvBJ93l020Ntk2zr7Epn5Rzo9uM8A1Di+FS725flOqnLeiP/yMet6VwnyN1pb1y1RDu9LjsoDFPAKQtBWbJ5rhv5hV3tqCUx/dx/rl0SRT2GRZfcAKD54u1zKrpr0eIwtVqIWpFLmr+Ny3lCd05S3zfS01svSDy4bCBSjR6dsKP16YIq8nrqtk+Y88qslRvrP4v5JFUTT+6GEna9ZK7X+aSH8NZtGxO11pW4QTUNtR42yy2Jto5LECSLukum5fl4jVev5bq6lLaBDnz7PD7z5fu3jcgpvlcxYumiS27Q1ryLyoc2IYuCtzbWeCIKwOBT9pLuwy7oajbFnZ9pePA4n0Ed7lylG5ZdHv2KBcaJ9NQR7ZI814QZDhtINuCkChsgsY30p24j1/lWq9X6jXTU7WzrXqcb7W3RJTc4dxMRtUxcH0LI6xL3psnUrlBvSoWg+lbyeot9LKvgk260xyBBhfajClq2Wl/Mp1qaWRZGp2yFGSTB1OaT/xZ1//Ah2KMboMKH9aJsMPBEZOFz0Ek8MWcDJXkuGQviNaCxBlQSN7FqMXNBLh4ubhR5wSYKxxRwSFMWAwAk1aBXs6BEZpFukAXb/OWMHiD5GiViPYADtaNmDy7GjauWGK+NcsaQ6A7oOrKe7meZGvCatXJjw2tivwPctoU8rRpUMl2LhCj7Wdj2TtRuXqYBPNS/RV0HW/BLZJKoshiZjllK+XLNFFff4/IwwTRP8XNQgFt92JjWCIS+tBeTzBylYmHgicjC9hQ4b76kDQdJehS4MDeMrsvO+ibURnQJ7Ni8qb7+Isgobq6Y0UQUjRx0CjtKkBrkCHtzkPZxqwuoRWncb+vswoztw9jW2eX0OU2fTe1K5rqd5S5t6g2KLjhi+4yjG/rqwQbRtdEUYAhaP5FhpY40JX9G+ZqjBqbiXmN0GTGm1+TPFSZDLc46BbGNJqub1iUDKCg7WMcUfAKQ6sM8dZ8rShuuKIKOX9NokEJQAEo3je11l+9WPjblgL+pe6W677gGM30K8qgBeJ/WjdLHwBORhakh5kuDIa2sJz6ZM3P57sMOkW1qRMSp2UFEzeRzetggNnAg6ASEOz9m1biWg09JBbvENtMFtbZ1djXUzVODRGHPhfK8deuhK04rdzN2DVjITPuB3JVPBJt0GVNAcFc4l8wql3U01ftTqQ8sgP2F3W37YRJd7Wxcbuxd3x8120oXdFIDkmm2e3xpOyapCJ8paH9xCWyqv+uOL3Ua07lIdxyaAk+6gJPubypxbkprhLqo1Ic/gH/rSOlh4IkogO/d7ZKuT5BUo91Htou0aVvqigLL2Ug2Lk/gXDDoRJSMKN2JbNklQUZ6ekPXcRrd0Bf5mFc/X1IBLzX4pM7XVDDWtVujGrAKCpAE3XDJ3e1s3V2A/d8R0JjtEjRSlJr5JN5j6oanTqd73fRZdF10AHuWj7gxDrPvxQk82Qpgq+tlmoeNKdPDRpeZmETXqlZU1u1iCuTqHjCo1wJbt00dW/dX0bvCdI2RB6PQzVe1YN2Qt8GcWSs3as97zHxqDa6xorYM14moMKI+dUtKWkUxB5cNODfuihJ0Aszpy7aL+uzBxfXt0LW1H92r52Gkp9epEWYrAhuUVTY8c/9Q0LZuAUTkTgQswtCdB12OfXGMu9z4j27oq/8D/Aw0Bw1zbfu7XADcJGxdKvV7kX9ev3A6OjZvqn9PYlrTeqgZLyLYo56/5ddmDy7Glu61TcvV/ayjm798XTB9NrGepuwc+cY4bPsg6lDmQdcwl+PFZTrdtrHRZYMHLcMlK0u0GcTP8vcmjPT05t4+TJLrOU/I8vOL7yKIenzZgmlyezBMDwC1HTm4bACDywbQNn+NNegkL0cQx2OlUtFeR2YPLq4PbqO+z9egkyCC70EBfmpdzHiilhW17oHvT4ds6+hLV7u8t6No0CQV4FPrNwGNT2Xlp7nifx9vQslPLNhpZhtFLGzw3CVrAnAftS6pgFPY+kdJLMNl/i7XUPUJvW1f1s1P/U7krmlAuGuZLXMJSOZhi2sXxKBR7IDmLmJxrh++ZHjHCVqkmdEkZ7roMmJc1oGS5XqMq+0rtVSFLsCrfqem/VLeJ+RsKcF0HIpzv0v9Trnune384XsbQDfohM8ZWpQsZjwRBZBP4upFx/QEznQhy0uYlPegv6XJ9pTXNq3L9FHXRZcJZVuW7kZFnl4EncSTMDmoJRpDovHBoBOF4XuDM0+mzIQwQQTTDY46X/F3UxalOmpc2/w1iR/rUbNXgoiMoKTXJUowR6yLKZiwYN2Qc8bNgnVD9X+mdYkacBLzlfcTkfEk/iZ/Jvl/OXim2+6iC+HswcUN84oaYElrvwkrahtEbnup2S1hM6ZM8+9ePa8pI4ZBJzdJZ7i4thnl40E+P5sy4uT/5QxDlWjHyb/P2D6M4Zkr6uf1oHO7LuikXiMA/fW9aBlDusB20T4DZYMZT9TSbE8Bw9T8yVuYdSzC55GJYM6iS26oF341TZf351KfmrbNX1Pfx0TjhkEnSotapNmHG820bevsAtCcvRjlfKB7j672TBmzFsXT9ihPp4OyaXSj2NmImzNd/SY5SCgXBBddU4JGrxPTdG3tr9dystVUNC3ftjxdrSe53pT8fts8dMtNsqi8D5J4sJTkdV8NQvuSJd5K1Iw/8bP8d9csKHWe8rzk1+RsJt3PWZzrZ63c2NDGNX1OH6/rIttJPZf5uK6UDhYXJwpBFAAEDpzs0yjwTdGF+T50jQ45C8mlS02Y2ge6RpGuAWsrQkkUV6sEm3SijmoXhjiPhC0qXgTixiGNwJPKNLKdoAZpTHWPbE/Udd+/HDTSjSSno452J78eNqtOfb9uPXXXOfWmOc4x7lPQSdAFd01EIEDt2m7aR+Kul5g3ZcdlVOegkhLq/qAeV3K3aaAxi1XXpS7ttps68l3QvuzTdV7uIgg0ntN8Wk9KF7vaEYVgerJC2QlqdEYNOglqw8K2zKj7gJr2LRee5H5FaWMjb7+o3btsr4tgSJGCTqMb+rCts6ueFSa/PmvlRlSrVcxaubE+GlGcWhxB3UXk7mKmmlXiX8fmTfUi4moXGXW+gvqdL1g3hJGeXmMxZFs3PlPXN5koQC72C7lLn47u/WoRc1MxZXk7ZNHN39R9NS1q9ycTOejUvXqetjuWL2UQwirqeidNl+2k2xd1+4npODd1zZTJ3epMZRiq1SpGN/ShWq0mHsA1HeM+dleTP7v4WZx/xf++dO0l/zDjiUgip/gDfnTfKpqst1nU7IY01lMXvAzbzYQoLT6PrhaX7UZAPtZdflbfKyvStgvKAhvp6U0kkCYXx9WRz4FB50K5a7LITJLXXVc4WK2pt2DdUNNId2HO9WLZgpiXrhumeN21qHjQ+29ctcT6kCVuF0/1O5K3s25ZebR/bEEYXTaKLI1retCDSbYTkxO1a53p/XL5AznjXQgKOJmI+cvnMjG6atTsKHFsVioVzFq5ETeuWtKwbmrwPe+i3eKBhSAHyfJeN8oeu9oRRVCtVptSctnlLlllaaTp9gv5NbkBwsATUbpMQQ/1JkO9+bB115AVKeCkEl0hsqi/oRsdTz3/udQi29bZ1TS6WBBTdoCuNqBue5gKSduyo9R6UWGCXlHqCYllbeleW9+fw36P4gZZEPOzBdayFCf7J811bcX6T6bPmFa3Rt2yosxHBAvlQKVp/w6iBjtdioaHGQHPRr4nkbe5ONelHeCRg2EytaaT2tWO7d3Ww8ATUQQu6bNJXnBbNailaxyksR10tZ7ifndh5uHDUymispMbx7qsLrXAv8pWUyNuhkkY2zq76hlIuoCM+oQ5SuNeBHR0T+yTYOpGFzStLnNAZjvniuuoCASpN0FqZpGY5sZVSxqKfYsi5aLgOKDvog0Aiy65oWHe4u+m6QWx7YNuenXdbtSbzqj7gihiLKgZT1Gyt6JyDd7YikWr0g4+2epH0n5R2rZJ1esynTt03fjCZDwFZdvZhMmCks/9opt09+p52gEJ0m5j6h4amHoZyOdWtntbDwNPRDHIxcZlPgaKfM8gclm/pKZJim1ZUbr28ekPUb50w1gDzTcTYmCJGduHMbqhL3bQydRlQl6G7oZGLXorj6KmK4yrBtqCzjlykCtJtuwm3Wu2v8vXYTmoCDTeTOqCjEBzAEXtCiKe2ovf1X1EBKPiEt+vnAEbpr6gblpdBteW7rVN+6vc/Ueen7xOLtRuqbb1TULQNVgcU7pAgC5AlUfWls/tsjTpioOH3Wdc24Tq/ExdI9X9Vw0Ky7XDZKbgsXzu1RUoF8uOmvEuHjLIAXA58AQgkyCPXDhcDurb2sBs77YmBp6IYvBx5Jc48m4EZf2UME7DOOy2cp2eF2Oi/KgjlyaZxWQLaunqisijqonp5Bsf9cbJFOwW0xS9G2DQuVEOAMrXZls9FTGd7qZJd6MmMgsWXXJDvRuboLuhFMtXXzcVLhbBQdO+Ir8/qKtd0PvVnweXDdQ/l7z+Nmq3RXn/C5ONZmPKYoraJUp9bxYBsjJI48Gfy3cZ5m+AuXusLVhrCpaqwacomUxyoEquI5VEW08dKc4mrcCTeh8kZzSpQSj5u2FbtzUx8EQUU9LBJx+zpbJgGho3rWCYejNnKwYq1g1wa5iq3S9s9QMEXoSJ/JFkvTU5iKAGjeSC0cCBG3e17ghw4Nyhno/Uc6fIaokTQCtavbm46ysyB1zmIeqpyFy7xgH6wJMpG8L0fhe6a6d83RP1YOT5hs3UDRo5ME7wySVgp75m6i7lkiHGoFN8SQaeTG0zXbAz7H5rav8FBbXU99mYAs+DywYSzSKVu7XJ20Z0CQbC11NyPZ+q3boBfRdc3UPkIl1fKDkMPBEloGyZT2mzNU7i9tm3BZBMrwetD2BO01b/F9Oqr4XpssALMlF+tnV2xXoiLbrFAc3BZ12gSO3eEVSjRp3WNfslTP2Qosg6QCaCiPL3a+qyo6MLjIjfTQEpOcgYJztHDZYBiP2QyxR4Eq+rAVDX7lM2Ltds12XquqMyAJU93f4vd2GVvxOXDB9d8NN0XjUFn+RAP4CmQK2N6VhOo9uyXMBbDTyJLEYguYwntQu0jvowRReoB4qdhUvRMPBElBDd8MOCzw2ZrLvXhakbESf7K43PZWrQujw9A5oDUur6le2mkKiI5No6YRvGckFmuauGfF7QjWppqzViyriU3xN0rixKdzu1kLhptCQxbRrnTF3heflvalAx6KGFje1mWF6GeM1Uq8jWzTIo6ylpXVv7GzItTNMItm5vrllJpsyZoPUUdNvW53ZbkYXpJhr2O9Blj9rmr1uGfE6Wu8bZjmddJqu8rLSCTgAaatDp3LhqSahl6+ZnyybTbXP1fKT2AvD9OkTpYeCJKEFFynxSu5FFaWSlkZ0U5v2APR06zroFvd9UIyNMd0H5dQadiPIngg6mp98yW6ajbmjroHomttdNAQRdJqZJlC53edMN4JH0uVL+zsX10LSdTBlPJqabVVHHydYdx9aVx9T9SO6qGdT1Lyg4FIW8D8o3n2owKmpQLmw3Qzloq2MqCq1bB0qOS/tP7Yrs2qXO5bwp6I6/KDWdTJmJYv3TrK+kBn50gyW4Lj/MPYyuDSx+l5c7a+XG+vKTGIiDio2BJ6IEZRl4yjpTySdJffagGz7T33QZCoA+Q8t0c6gug4EnovypgSdXalaS7TyhUrOidMEqwZQ1aTvPiP/b5q8pXO2mLIgAkBhBMIgoMA64dc2yBZ9sI9cJtow49XsX9b0ANIxuZRp1L602hC5AoHYDCgqMuWSS2YK6UYJOgpyZoRslkdJlCxgFPcRzyWiS/6Y+ONSNZAccOJ7kY8l2jMlBMyD54t66oJM8Ol6Yc73t3kV3LI/09GLRJTc0FQrf1tnV1LWP1xySMfBElAJ1aGI1IFHUAuJFC3bFzcgCzCMAxc3W4lMfIr+oI4mpN/RJZoYItq5Fpif2unkEZVWx4Z8MUf8rbHcg3c2w+E6CRrAT7zfdQIvRD4Hm/VTNOgqzzlEFdXdS99cw3dxcMqVMTN0XgzADKj+u511dkFH+bl26IeveJ89TDjJFFbbIt40u8AS4d0uWR/QMOn/I71XvbwReY8gFA09ECVLrU4jX5L7isiIGn1qB7vuy1fMQ05u+T7WhzaATkV9EQEFIsw6Oa7c5wDyogelvOrwhSI6aoRS1ppB4b5hAimu3crW7m6B2w0uabjQrG5dML9f36Y4dHVNWi0mYkWnJD/K5W4jaJVYIG3RSC33L0up2F5aplpOcLSVGrZO766nZUby+UBgMPBFlRAzB3LF5U0OhvSg3Nlk9udRRn6DGXX6SjeCoWQmmm74wjU3b53DtwkFE2dN1r0sis9HE9ZxnOs8HdSXRCdv1gprJXeyA5EZAC+r6E3a/FN3twnRVS0ISWYG6LoU2ulpX4kbZ1L0QcMt0AhoDTwAfFkYVN/s8y3aunIUnjwpncuOqJYHTqPIIPsm1lkQAXX0IKrKodMexmvWUZu0qKi8GnohykEQtKHl4UrWIbRGYalSYpgsSptFr6wYpiNRtXe2VsA1s3uwR+UUuEp30EOq2wFCU87TuPWEHhZDnwfNReNs6u5oyZZIKQpiCK6YC5rbrj0s3N8GH9kLYejw6avFpQQSeXGo5qdOp37XcFrCtC6Un6e7OLkHOJLrX6SQVsBFZS0Ej18nd6gA0dae7Y/lc7X0JH1hQ0hh4IsqB2q0jChF4KuITODUV2rfPYCpUyZs8ovRk0cDV1dOJclzbpokybxdJ1gZkl99wdKPZAcl9vy5d7sIEn6IOJZ+1MNdXU7aXrkuTbeQ8Xa0n9XVd3akwXbdaSdEeesp0+4jcC0HOoEtaVtlCcrc5sVxbkEn+nShpDDwR5SSJ4JNPXBsfcqYWEL27YRxpFQpW8cJNFEzUkUj7eNEVRU3rpintm7G48zfdcMmjeaXBlO3r87lSdLGTu8mL39Mid8eX2YqNC0HBHFNAJq/ggWvWc9DnUq/rupEd1eCS+BkI7n7HrCd/xG3DmYruC2rBfpsbVy0BgIZR3tRl6OaRReBJ7l4nvwY0Z0TKgSefz8dUbAw8EeVEpO4HFZl1EfUmJM06JrZl6kaKCxq9J2wR1yifKUpjRu221716XmkyCUY39JXms1BrC+re7EsXpKyyB8Jm2MS9ERnd0Odci8o3utpOQlpBS10QxDUIFZQZZKt9lPW+73LcuU4TFGQbnrmi6cFXFAw8HZBUqYQgtuBP3ACUoDsuXLvaiffqukTb6j9l8cBFprsOslYTZYmBJ6IcJVHrKa44QasyN7xsDVnd6ywgTuQvuYudfPzKw3D7dj7LIxhmClrEuTkybXsbnwJQauAJSL97uG5kLqA56KU+wJH/ZhoaXbcc+X26v6e1/7nOP+7DNZnajS5soXHTfAD/ziFlYKrhJaj7tMsDRN2xIc8vbNc6OWgljj2RCSVn1JmCUFkGfkSGseDTuZbKzzVW1JbhOhFRhgaXDYQa0lkIGlUniijrkdY8TQUnTQ3zMnWbJCqTarWK4Zkr6v+6tvbXj1v1xjEKeX5Jktc5K6blZf2QpFqtNvzLixw06149Dx2bN6F79bxUvm8g3L4kT9e1tR+zBxcH1j/yrcZT0P4tb48ox5npGFLrNbkYXDYQ6X20X9RjxtRdbf3C6YmWTBDzc2m/qssV+4acIaULbt64akn935butbhx1ZJMyj4Ajedw8RnTqF1FlARmPBGlxKXmRdiGd9ing1nVPAojjyF04wz3yy5pRH7SnT9t2URRu/aWPQsUiPZ0XC3onsQ2Et+f63nXlLVk+zzqSHamrvFCkp9LZqpFZOt6J6i1akxdgrKkG1lLZhvcI26BfbmrnWttJ3l6XbYUs57S5RoICpsZpVuOS10nMf+gINX6hdOdu3ZmmS0v6j5lVVuRSMaudkQeMI0w4TJd0YQdBjyOLG8EefEm8pN63gzbjZbsXM59orA7kPyNuTpfeX10ASeZuBbpAj5hRjZN6rMFrYeu650Ifug+h9zlTgSe8trHowQDdKIWR1e7L8pBRRdyoMqU7cTzh7ug860I2thqJEWh65qn/k2t/aSr9aQWshfTyN3u5PeJY08XjMq6TEMWI8gS6bCrHVFJqI2xtLoCxBX01Fj3e1RqQ9yWqu+yTNM0vIAT+c2X4uFlFNQlTryeVrdBeb5dW/tRrVYxuqEP1WrVOTtG7pKlrqfLOsvLj3r9sgWdxM8dmzfVP5MIfogAimm58g1yEuuZFFuR87DSPKa7V89ryo4SXavU7nc+bNeiCOpiKYiuaVGI7nO2AKf89wXrhpqCToPLBqzLFwG0Ld1rsX7h9Prnkj+fbQQ9OeiU1cNltlnJd8x4IkqZesExXRiKnvVkezIcJhtKfVomp+Dr5mNL39d1lXHNfijbSHZEZSO6TAEMOmVBXLt8ulaJ87Rao2dw2YA39fnC1l8yBaps11iR/ZRXdp8uuySqsMFk02iBQYIyo9S/d2zexEB3THJWUJSMJ1s3OFNRcdO08rlDXhdxHAHhs+2A7LOcZOLczAAUZY1d7Yg8kVV3uzy7k4iGn+4mUL4wR7kRsI3GFCat2LR9baPZMfBE5C9RY4g3gCRuaHVd03zYP6IEU8S0ui6H4tonrmu6As3qfIogyvcWNvBkqqnl0lXPl2Cmb3TtKHnfc6md5CLMCHhBRGaerrudrWaaHOSV273qPiMHKtmOpLJj4InII2Ws9SQ3EG1BJblRqMt60j1FlxvUJmEDT2IZ6vS6OjGAvq4IEflBHcnHt0EUKHtqgeqg64ivtb9M62W6FskB2KAC30UQ9ntxLfRsKx7uWh9Kbef4NppgmG2Xxf6vLiOoULiNbRQ8kzA1neSHpHJb1RZUMxH70Iztwxjd0MfAE5UeA09EHgoKQPkYeLI1TkRQKegpoJr1FDZYpJN0QMi27Rl8IvJLtVplwIkANAYewmSk+JoNpOtuHtR9Rzekulok2eVz6t4b5kY/LnU9Xb4jU+ApaLRAQddN08Y0H7GevmXb+SZq1pNu1Dk5GGXbL9VAkRyAkrvW2QrMAwdGYFRHQjS9b3jmCrYfqSUw8ETkKVvNJx8DT0FcGrRimqgXYLXfelr92MUITWowjQ0HonSFeSpcxPMkpUvNdhJcsmd95tpVp1qtGrdBGPINvVi2epOepaDAk5pRHVXY4JNKzZCZPbg415pbWQv6nLq/q9lIgL7bW9A+Z1q2GoySg0+zBxc3FMHXjRypCyapy1FrzInjT95v2X6kVsBR7Yg8pevqJQdSinaRch0ZKM7nUrdL2ttJ9M0X/4p840KUJdHtJ+x7XIJOthHWqLWZgg6m7thFu84GHVeVSiW1+kNiVK88ZDVan26EuzAGlw1gpKcXIz299aCGWN9WGA3PFhgME3zT7WvyiHTiZ/k107xNQafBZQPY0r3WWItU/v7VfUHNrhP7zKJLbqj/LAdDi3aeIUpbe5w3h62vQkT7BT2F9ekpbZynqEU7P4z09AJSgXTx2Ud6eoEcRyohKgo1gDS6oQ+DywZijfTjy7mQ/DTS04vhkhZ9lm+Og66mSbQb1Jv+egbKoB/dWtUb/8GE5x8l20klagnpClT70j0460wsXbF84EB2k8gQA8wjJOq6fEb5HHKACGjMbJK/fzWYrdsvxPGxfuF0YGv2QUa1NiqR79jVjignti53pmmKpIgXwW2dXQ2/s7sdUTTiwdS2zq560El0B3INQhX5/EfJs41AGvRwRBeU8ekBj6ug65D4PEkGFvIuoB00ap1rFztd1ylTkfEkiIdWYv4NQQro62mlSRcUsRXQToI4Nk0BGXWb6Lp32qjd5VRycEmw7S9if5ALjKs1u+Q6U2pWVZQ6pkRlwBpPRB5yGaktyvt8U9SL7qyVG3HjqiXGm5iifi6irMTNhC7auY6Ko9Wur9s6u7QjyeqYAgNyYEJ9zcaUtRKWKegkBw/U4EnYrBM52JAG07rKv4sAlcj8SSsopauZZRrNLcq8dNOE+U7kkRlN5O2jdpmzrWdUYv5yoMlUPypudi9RUbHGE5GHXJ9WFlmRgzNbutemVieDqBUU+fin4jKNbOabJGoVudZRm7F9GIPLBpqWJ9cvFNSbd93v4p+LJAImpu2kC+SoP4eRZtAJOFA3SK4DJdcS6traj0WX3FDP8tGN2Camk7+3rq39xv1et+3krCbxXhHYCxrNzTQvdZurda10+5+6rdXft3SvbchkEnSZYroAmkq3X5j2Fds+pNunF6wbalgug05Edsx4IspJUI0n03uy6psftbZT0W88t3V2WT+37bsp+mcnylMZAu+UrDDXO9cudzpp73u2bk5R5+U6CiRgD1Y11JH6+/aZtXJj/bU4QaQ4mU9qQWgAzm2SMMG9NINOYcgZT/LIeCK7Ru62J7KI5P9diWBV0IhtQXTLVV8LynjSZdSpTCPd2Uati5L5Zls/QV2mvH/fsXxu7OURFRUznog8Jxp4YWo7ZRnYaNXMH/HESjwNlOkaMupIW7x5JgqPxw3phLkZrg8EEUEW19YwGUMu1JqENm3z1zQFqsS6VCqVpmvbHcvnelEEG4Cx2LNOlIwyeUQ7+TXTtGkZXDaAG1ct2V8sf+YKbOlei5Ge3obsHzlzCmjMMJL/ifaL/LP4X/4MswcXY/bg4kj7pTrioBxkUjOzTO+Xp9Otg1x0XJC72pksWDfkXCfKRBd0kn8OWoc08DpJRceMJyJP6C4oQU9nsx6ZRCY/XRZP4oZnrihN1o8uu8y1MDKzn4jcsCFNSQu6LtrOzWntj/pRveJlPYmATJLde+Rrlw/Hpq44tOmhmCnAYSosbepeJr9uqi/lS5YUAOu66qYT0y665IbIwUV1fzb9rwrKRBI1nkTtJt1Idi5ZdPI0um57LhlRQbWr1GnTbvONbugLleVIlCWvi4vzpozIzGW0u9ENfbkFnFS6RkYZLo66LndhRuQiomA+3NxS+ZhGngKyq7UYlOmRxDVcviYl0baOE3hK40GYrrtd2KwjXeDJNsKdy0h3aY2ElwRdcE39TPLobCpdUMkmqMufa3c7mVzHSZdZFCZgpgsSuWTFBQWexDYtQ3uXKC6vu9ox6ETkxnSsyBfOuP3YXVLTR3p6m4ooyusi/k+6K0GeZmwfbtj+XVv7GwJRvGEmiofHECVBd10SN6a6G1Tbfpd00MlUgDmp66S4JokM3TDd71SjG/oarnlh2upql6802QI9ctFuQXSlswWdxHTy/+rrrr/nxdZlUM3S6trar80EEqLUe1J/duluF4ZLsEnd/xasG8LwzBX1zy63VwXd/mTrpifmHzXzjdc9amWs8UTkMVutJ/GUJYkGbNCTnY7Nm5yfMJU1sBx2O7NxQUSUH1sNljB1FKPcQJsewqTxcKZarcYa1W90Q189YKUGriqVStM/8XoaxHxtI7YB5uCTGnyxZSuFCRrY5pl3xpMu4CSoXRTFvmdaZ10ASf27y4iIulHvwmyn9QunNwWPRYZWUJaWWKY4/hesG2rYPurn0hVZ12Va6T53Kw7AQxQHazwReSZMrSfbe/JSxotqtVrFgnVD1lFLRBeFbZ1dDd3x2LWYqJlP5ywqL1vhYtfrqq6rTtC8Te9RieBKx+ZN9e47cu3EMDe24v1huoPLgSZxA+5D16HRDX1NXeuCury5CqrtZPq7vA5q9pT8f5qiBM1075VHx9PRBZaCRmY01X1Sl6luX10BcRdy5qAtizDoWFT/LrKd5K66ui6ftuNMHFcszUCtwuuudkSUjjhPPZNQtgCLGLGuUqkEBp0EtaFRtm1CRFQkg8sGjCOSBjFlfQSRu567ZjiJ6UZ6eiNdy8NmYIxu6NMu3wdt89dYu8fZsnwEOTgjflb/173HlN2kBk/k33UBK1t3vqh0XQmjzsdG3XdN+7w6Kp2uKxsA43YR2UUu5JHk1AxEdYQ802cCGtvJpm66W7rXNgWd5G1vCyiNbuhDx+ZNWHTJDU6fS34fUdkx44nIQy4FxnXyLjreykEW8Z3ZRiJs5e1DJATd8MvHCTOjKA6XEeRs5+y4RYijEKPERllGpVIJvNaYPpecoeJD1hOgvxm3ZSTJ0wimQJItq0mXWeQSNJIzooJGx8uKWBc5q06MQhwkqCC4S2Fx0/flkq2kkouO2zIO5eW7FhPXZa+JbSZ/xjCjYgadW3w5zoji8npUOyJyJ1/IXAIXQTdqYdP3w2iFwIqtUc/gEpGdSyCJgSdKiuv1ziVQ49LFLglBXZpc3i9uaOXAjctQ9vLyfbgp1gWegj6Hrri4+rpr4CqoILlpet3yTF0F0wxKqdlFgPv+G9SVLUz3NrE8NYjjEhgW1FH41OXr1kcXxJXXRXD5foO6zc1auRE3rlpSP98EnVPYVqQyYeCJqESSDj4lRb3Qt/qFVNeYYAODaL+wQSfX9xDF4Xp+Vms+2W664walkgg+haGr1SP/Le9rmKkbkksQyhbcMdV6sk2jC1Kor9m2p2k5SbJlGIWl7u+u+3eYbCOZLUBmOvZs0wphg4limo7Nm5z2/1krNwI4UAw972OGKEus8URUImEzANK+4KX9xLeodNtdvCbqRRGRnThWeLyQj2x1b5IaPl43UlhadMtSa1ONbuir/8tD2/w1TkXcddRaTKZphKBglCnoJNcA0o3+pgoKeoSpB+UyrbwuphEfda/L+3vY/doU/HHZn8U+GHRMyTWYTNtdrdVlq/Ul/u4SdBLXKPG/PAIfETVj4EnBhi75KmwwKWrwKY+aFj6ZtXIjqtVqvZEt3wDHOT+IoajVefCcQ63Adfh6Hg+UNdd9Tt5XwxQNjypscfK0+PKgqVKpNHX/cy22bQo0yEXC1WnkYI6pu6Ya1LLVdNItW12ObXqVWJ5t3YAD35vL96d2ZbO1B4PairrliXU1ZfTp3qPLmhK/y4XCTXWrXLtJyvMB9hcQD2pHy3+Xt12UUfqIWgG72hGV3LbOLueaTnHrPxUttVi94RCNGZfhfeN+1qBi5ERlYru512V0JtFdiSiMON3Yg4ow+yJsFz5T0Mmn65bIwtIVh5a51lNy6VqXNFtXQNPfxKhp6xdOx4J1Q9jSvdaamSV/h3K9JPGzyNLZ0r1WW4fJpUaUrRaUKDQuCnarXGpOqQXbdaMJmti++xnbh7GtsyuwjpONPLiPT8cHURZY44mI6sKOdhc0UolJkS62ttFHTDcXonGna4RHqeUkv4eBKCorjmJHRREl+BS3HlOR5XG9Eu0ZEYgAmkeRU5nqMqmSCDCpy4oSuHKpTTV7cDGA/YEi+X0ieLKts8sYfFIDT4IcxFLfIwvTNtR1exPZSWGKi+vm5Urdnh2bN2GkpzdWoEk1a+VGrF84nW04akms8ZQC1pygoopalNT2PjnFuWjkII/4pxKvyX9fv3B6vbGnm1/Y84O8XNN6EBVZmKATUd6C2nnbOrsyXBt/dW3tz+3YbZu/pt5Okbu36QJLomuenCVjCji5ZkSFKQpuqyVkm6ctUCX+psvKNgXXdN3YdHWIxGuinWNqA+qymkz1ldRpTV3ibOLWTJP3ERFsSnp05zuWz2VtJ6IADDyFwBtDKqpKpeJ84XYt6KhrGBUlMKs7loNuOMR71i+cbt2WcYuvyutQlO1JFAWvp1Q0coZE19b+hgcwvtRkagVyrSddMCmonpKpBpMafNJ9ly5FwV1rT9nmKb9f7Hdiurb5a1CpVHDH8rlom7+m4V+YdbUFSsLsx0GF310Kw9sKssttUvUzAo0BPvlnsU2GZ65o2D5p3c/dsXxu4vMkKhN2tUtA3H7BRFmoVquhu86FTYMGsruZ9CmTQl4XOYU9iXWI0oWPyAcMnFJR2c65ataTfHPfKkEnX65Jan0nQQQfRO0eQQ0s6d4jXtMVtQ4SJnMpaD5J3FeYyiwEZeaIB2xR6n/Jr8vzMG1LOYv8xlVLGra/eN/wzBXGfU7+fnkvRpQPdrXLkHqiY2ObfDTS09vQQJAbAWqDYKSnFyM9vQ2NKPFkV31f3BToMMRocz4cY6Z1kDOiXNbXJdOKqIiK3B2XWpvrNSbtotM+8umapHalEzo2b2rKErKNPqcbYU5cx4OyqYJeD5pGfi1MlpSLwWUDWLBuKFQXMLULn62NZyokHmUkvRtXLamvM7D/+uHysLQVj0GiomLGU0pYKJh8oxvdbqSnF4suucE4iolMVyDT1OhIY7+3jSYkRkqR+ZJ5pcPzArUSHwLFRGEFZT3J1xzbSF9l4vO1a3RDn7YbFtBYaNs02l1So9mZ3qcLbpmmEdOZPk8Ys1ZubHpNHsVORxQXdxlpTjedaUQ809/kIJ/8fbh8fvHdJrGtiCgajmpHRHUuQ0C7NLJcG2JpBJ+q1SpGenqNBSHl/v95d08zdWuUX/O5AU+UNAafqGiCztG60e3KGniSR18t4rXLVBTeVFA86SyaoLaT/He5m2BS1OCTa+AJsAefbN3qXIJWuiz82YOLQ40ON7qhL7GuiUkr6vFCFBa72nnCl25B1NpsFz6RFq3WqVCLpMrTBI3U0rW1P5X9vmPzJmPat7y+eQedxPoIokuiun7qNuKISURExaAWKB6euaLePahM1NFXi8b1uiq64EUJOgV1LXOZpyiMLY+8lpQ7ls9t6EIXd/Q1ucxC0Gc3lXVQs+tnDy6u13sKs5+JTCcf77eKeLzkxbfvjtLBwFOK5KJ+vKEkH6npznLDQdR5kl9TRwyR/0/zSa98QbItJ4uLvEtRc/WfGE1FvVERP2/r7Ko/kdzW2VX/J9eIEkVU446aR5Q1NigpTWnUGgxTn0w+p4sAQ9mCT2Vj6nana+O4srVNbPOSg00ztg+n1mVM7KdqDScdEQCyjUanjoAsUx9a6n5Wfxfr5Toy3OiGvvo/kbnG4664GKRrDQw8pUi+eJi6BxFlpVKpaIevNfW97149r77f6hoXiy65AR2bN9Uv+GpDvQyFhUXwR5bGxXHG9mFjY0t8P4PLBhjAJiJSqA9N4hDXuShtNt31Neo62IaWp3DU7CG1yLic5WQKSEVlq+skglxpBpt05GwnUxBq/cLpTsfUgnVDmD24uCmDSrffuuzLLkEx+UGcvI4+1XniwxYiPQaeMqBmORDlRWTdiKCQ6WmWriEvd7XrXj2voQaAPI3QvXpe/WlUHGEu4Elf7GdsH0712DWtry7dv2PzpvrN0KyVGwNHwyPyBa9/VATixjhKwMe0j4cNIKnTlbVmVJ5Mo8iZio6b/u6yHFsXuzS61AVRH3CZutzZuuLJdZxEoMglYGTKjhK6tvY7XSt0bVTfjhNe84j0GHhKGU8+5CMRUNE1cm0X8OGZK7RZUHJQRDe/MEESMW3ZR4vTFZ0UqfbiSajc+Fuwbqg+gt/6hdPrwcNtnV3sfkdEFIPuhjhszZi4N78+ZTfJXcXLQg4C6TKRTKPaBY1GF7WuU17ZOesXTm8IQLkEjWSiHSI+9/qF040BU93rceugie2m1s70JduJiMw4qh1Ri5NrkSVF7rKnG9lNbiCIEUlEIy3suvgwUpwu7TtoXeRgkdrAXXTJDdjSvbbeSBNF1dWRW8R3py6rWq1iwbohbOlei8FlA1h0yQ31xqXYXmW6oaBiYIYe+cjlJtj1pjboIYBvmRk6Zbw2iG7qahaTqQuc7e8qWx0kHV9GYFNHulO5BqTUIuPq62KUOgD1doluevF3lxpPot0IJDv6X1zq8e/DKMtEWXCNFTHwRER1YW4M1eCSbihd05C6cjBFFrVR7kswpVqtNo3aEmedRCMm7JO80Q199eKgYtjkoMYcG0eUNgaeyCdhsy6SCD4x8JSPbZ1dxiCT7XVbdznxN3WQFsC+b/mUmWMLPukCT/LnlINI4jUd8dCse/W8hnaJKWC1YN0Q1i+cXsj9UH6QKz6fT983UVoYeCKiWGyZUKaAkoltejVgBQQ3znXzK2IjJS8uQSYGoihpDDyRb1yDT2GzanXBJ12AwhetcK6ftXKjtjalEFSTyXUadcAW8T7Ar+wcoDnwtKV7bUNwyJUIFqmvBdFlPxU1YCOysOSHqj48ECXKgmusiDWeiEhLFCLXEQ3ooKKpLo163RNC12KsYrpKpcKb2hBM36u8DdlYoiSV9fj0qS4PhRcUAIo6Yp7upplBJ7/pakCJn8U/naCi46JrnW9BJ5UIHIlg0IJ1Q/V/JqINJt4j9nHxnqDg1ezBxQ3tScG3Y8RF2/w12lqnZb32EUXBwBMRWakFRl2HyQ3qbmd7r/w3lwAXs3OSIW9DNpbKy7fvVhTKLyKXrjXkB9N3ZBrFVXfdcjl2xDTq++WCzHntL+q1tNWumyKbJyhYpBYdV0eatdWBktssbfPXeB9wEkSwSHw2l1pLMnm/kgNO6xdOtwag1ICsaDeGLe7vA3kbDC4b4HWBSMHAExE5EQEodQhbU2NabkQEkW881fnLNwDqKCZ5FxUvKwbyys323QYVnI3CdPMgjmfdU2I1A1InyYCVKcBtWnYZntCnTX1wkOdNmFh2Vusgn0PlIEWe26FSqaBt/pp6NnOrn+PVrCbTNHK2kwgyuRQdBw4UNfeR7rwsPqfIYBLBJznryfVYUoNN6u9butc2dLWT5yvafV1b+wsTfBLfNa8LRGas8UREsZhqQekynURRcZORnt6mBp1tWF6h1RvQaWEAipKgFt3XUQcmsDGNlpnEcPau80hieWI+QpluUmzZRWmTA5KmAIGt5qDt70BzZqjtHCn2fbU2kKgFE1bY/Y7n7wNEAEN8H4JLEEk38q5av0mdj+81isTot6ot3Wsb1l08jJADR+rxLY9cJ6jd7UzLEmyD1Yi/h92fs2jDjG7oQ9v8NdoC9qzxRK2CNZ6IKBNqLShbV7wZ24cbnrSq06oN8cFlAxjp6bXetOou6kV5QlYE3JatJWg4+ChcMpPkTJCgbCfdjXecETFNy7ZJo8sUu2UkQ76O6Grz6IKWUbZ92JtaNXMmbC3DsPsob3gbie0xPHOFc8aS/H2pmdeCLuDke9DJ5I7lc5vWXdflTj6GRPdFlUtx8tmDi+t1ngQ1uCpnP4WVxTEwe3Bx/bop9pcyPUQgSlJ73itAROVQv8BX1qACYHQr6jUOxGtN01fWANWqNRNKDGks/w4caHyPbt3/ujq08ehWND05M64zaXH7tJ40bpjkGzPdTb8s7AiX8nxca8mZzgthbxbUQEDU94ed3pebGl1Wgk6e66vLQDCtt+v2lQNOtuCTmu2k684Vdtv48t2XhS0ApXbF615tnk9R6jjJKpUK7lge/Ro/PHNFQxaTPLKdy4h2gi5AZTo/d/09u8gndyyfi2p1OrpXHwgud69mthORDrvaEZEX5CdGojEoP20MGsZYDjwB7l0S2DCwm7VyY+gio0SCnEHl0oVORzfUtunvtnmbugSr8zF180iSa9dD3bS+BB/CZodlTe26HdS9Lmg6MW3Ybt66Oj8u66UuU122qZsmr2l28jlJ164wdZ0z8S0QkoZZKzdaM5hcRrHTBaPWL5xuDWCbztm+bXNRckI+5/i2jkRpYlc7IioUcZEWQabmp43NjUC58Lic7ST+BgTfHFWrVXYns2DQqbzk/T6NY0DtfhCWegzbjmW1+0uYQuG6Zdl+ti0/qJh2mO5VUf7mm7yCTl1b+42jjank64hL1pw6j6BjRx4RTf7Z9RqlFl5W3yMyK1gw3I38XevaFeoIdrSfKYtJvC7Xa1L/FvRemTqoDOD/OU8dwU6sexpd14mKjF3tiMgbbfPX1C/Uuq4JagAqzI0lRTfqYXo7xSffpKZxw2rqqhKm+5zuZ52w3ebkALUISKjDeavzinJ+cc28NAXXTctMqrh53tIori5nCCUxL9syRNApqN6TOBbk71ndv23ZurrfxfIYagqnUqmgimj7R1DmdVnt706mD7CuXzi9HkBSyybIfzNxHZym4ZztWZtkxvZhjG7ow4ztw38vMo56uQcen5SWIg4AxK52ROQdNRVeCGrwiWk7Nm/SdpGxNWZ8asQQlYUY6cflhi2oe5lLVzwbXTakbr5RMifjCNu1RxVUN8s0bdygj2sw0BYki7oOauDQVdj10I20apun7iZgdEOfMevPlv2k2w9Ny6Dw1GyUqMdhK9TyMQWdxLEtgks3rlpSb3/J+6zcFU/UPRPkQJWtS7RaTsHXbS661navnldvVxYxQEAUhmusiIEnIvKWKM6q3lzIxVrlhgigv1EIujlRg05sJDRixhNFpXa3CzO8vS3rKGwNJpcAQtbUYESYkbZ05zjALUBmOh8mXRw9KMgVN+gUh2tdsCjzkq8d6lDrQQ9SdOtVqVR4TUpBUt2gWuXaqAafxPER9jwmaiEBzSMZ2x4Oyu0+8T7fjgm1Vmnb/DX1diyAhqAZ21VUJgw8EVHpVKUR8BasG8KW7rWxu8W0wtNKojyJjI+gzCdb1woXYbKkgmTRpUYdSME1oxMwF6dOKjMr6jbXvV8O+tkCkEHBx6TFXV7QNpJvLk0BWPV7twWxKHnie4l7DLVCAMFWy0wEkgD9sS0Hi4LOGfLDRlt9T8Df40MOKsnnADkrX/D1MxCFweLiRFQ6lUoFM7YP/30Y4P1Fr3UZEEndrLAwJFE8otuBaGjbgitqUW65wKypsLP8ui5wJeahqxcnliGTByvIkrw8eXAF8bOtQLutmLmOWrg3DfK6dGze1LBMNcvBZR5JSfKzu6yfuPnU7YPAge+9bf4atM1f01AknDek2bAFnWzHnnyM+i6JwSNM++OCdUOYsX24/k89t8pBJ8F0/lUfIqoZ7fJ0Ptb0HN3Qh2q12tDFTmQ8ts1f0xB84zFOrYiBJyIqLNFYFw12uYHiUmw46AakFZ5iEqVJV0jZRhcYMHXJMo30pU6jG+HMtF5Z3czoblZNwbEw83CVdiaR6dwqbrxcgj+60a3irBMQvTZUFOqIqd2r56Fj86amfZHXmfyI0chcAhlqMFh+rVXoAiW60ezkwFL36nkNGVHDM1dos59ciuoHvZ43dTQ7sb1mbB+u/y4+Ox9sUiti4ImISkNtFLkWFiei4pBHoVODE+qw1r5RMyjC3rgmkYkVdXQ+U10o1y5r8g1+mL9HrUclpnHtwpnkdpGJ+kxy9pP80CQr8gh8tJ+tm6P891YNNOnIo9Sp7SqR4arqXj0PXVv7mwJQtuNYPrbUzE/bgAV5qlQqgecD+VwgjkUGoahVsMYTEZXO6IY+azHiIowQJApSiuKUvq4nkY1cQ8U0Ypf8GuB2UyFPYxqdTidK7aak6j3Z6hu53NCqN8GmeQWtg6lmikutvKAbxaBp4wQFbSPSBY1W51rQXC1kHHe95GnyPofLg3XkvS4+2dbZFVh/SD3m5N9FNovPkmhD2AKWtnnL7TFAf57Q1ewUP9vO7T5mC4rg24ztw/X6TvL2F9dEufD44LKBQuxHRCas8URELUtujAwuGzAOS+2r0Q199fUd3dDX0KiTG39qVw4i34isDlsA2NS9zpQVo/4cptuUSzBBXRfXmkRxlu+yXkG1nmzvM5G3va6LYhxZdWMMc053nVbUpQra3i5BJ93veRCZFgw6NRLZODLT964GnYoize88aN7y+R9oPt+Lv80eXKw9v4vAjPx+MV9fyO2wGduHm7oUi20kaj2J94jXOzZvYtYTtQQGnoiolETKs7ihK0LAaVtnV0OquuiSIZNT1VmckopC7lYUlNlk6yIlPwUfnrl/WG759yjU2nDqeiUVNHDNoAmTxeRSfDzMvG118myidocLkmSdJ3megP17NdUGM00n/y6WId8gp3mTLB5A8CGEXtANvfhugkZmA5oDUkXIUom7X4j3x2lriG1sKt6u1olSt7P8ffgQxFWp20b8Lka2FMT+IgLA2zq7vO8eTtlphXM4A09EVFpZ19AIS26QiICTeKKqezJdrVbRvXoeRjf01UdPSepC1QoXPMqP2FdtI9bJTFlMcvApqA6QTlCARi1UHkbYAInu5ipKRoV4n+3vYeapZkG5fC613pbuOwor6YcFrkWko87bRJyrk5T0+b/MXNoAYhoRCJk9uFgb1BXHmjjeWmH7i3aI7rOGCUYFDQAD7M96EopQV0u020RbzhTkrFar2r+JAQeAYjwcpWhczxO246ks5xoGnoioZajFa/N4yiQHjQaXDWBbZ1e9QSIasyK4BDQ/zdbdCEa5IKlFLVvhgkf5kouqCqaR6UxZR2o2VNgn4WqARve02SXQot6QumTRBK2L6XX5vCDf9AYFnEzk9Q6zvnFujEyZDlnRBTxN08hc11GXKacuL+x5VD73y//YJSdd3avn4cZVS4x/j3r85CWprOikakSJbTbS01s/hw3PXIEt3WuxfuH0hvfojj+fHiiK869YH916icxcQH8OELU81ewoKo8kjsGy9G5gcXEiagm6Apdq//ss1mFw2QA6Nm/S3uyaGrGmmxrgQCMuakNMbQzK6zF7cHG94GdZLnrkD9MxqRYOV4Wp6RSGemza1sFWKDwvtoLYtq4rQlpP3KN+V0mtj0t9vyjrKLa3aSALE10maxi25fA8HY984687xuXXxPfvSxDEJMnBSdR9Ncp8xXnfdp7XBZx87NYoCtObtoNcOmHG9uH69hvp6cWM7cPY1tnVUIScqKhcY0UMPBFR6dlGVckqqLKtswvdq+dh9uBirF843elGp23+moZRwQT5vfLNstooFj/rPqP6ZM0UhBPbjjc0lAb5JkQl9m0ddfSxoBHUogaK0gpyhRF0A2yaRp3W9HdBV1NL93oUtm1o2sZZBMJ0QaOw33dQ4CmrgS0qlQpHQI1JXKdVclBXDfC2WsBAHnE3Kt15X7ddRWDGR/LodGGnlz+X3Mbi8UtFxcATEdHfyQ0lefhaeQjltBuP6rDytpH25PUJCjyJ+eiyHYKGBDc9bWSgibKk615gyk60Zf4FBZ/CMgUQ8qAey+qNsCxuFpbtvBBH0PzCBJ90wSP1b65d6qJ0k7S933V+pn08Kp6zk6FeqwF98LbVAk5C2ICLaR7y++Ual8D+bOs7ls+NsZbpivJATq5xKD9UlLdDEQNPRVznsvBp27vGiljjiYhKT9SWGd3QVy9wKWdSDM9ckWodI1O/frFslfyaOhqMaZhuMfy3XANHfk33L2idWbyWstA2f422XhJgLiYu/qa+R53OVMxW/TkoaLVg3ZBx/bMqCisX25WDS+rPcWsn6bZ10p/RdX4uwaAoNbrCLgOw16VS5yGPkJbU8ilbC9YNaQuLAweuy+pItK1APbaitBHkYMvohj50r56HRZfcUH9NHeXOJ9VqVTv4S9B7xANFXftOVrQ6T74EPlpREbc9A09E1DLERb5SqdRP2HKj3yXQIoqBqwVfbUQDVs52Cro5kuc5PHOF8YYnKHBlEuZmp2gNISoeuTuFXPxfFyxS/+aawWIaBU+cD8RNgVrAXKYeh6ZpkyqeLc9HriujUouO69bVd0EBctugEEkPGCEH+UzdGMX6yVkxg8sG6kGnsNufASh/qKOr6bq5AvvPW4suuQGzVm7MdP3yMrqhr6nNlNTNryjoPjxzhbfZZFHbQmIbiYefgD7oJJdMIJKV5SEwu9oRUUuzFThWU6DlaYDmm01dA0ytGSFGOFHr0gTdSKs1SGwFx10EjRqme72IT1eoOOSuCLquqGKfXbBuqGn0I1OWk637lm7fVs8HqjCDAriw3dSaasoEdaFNU5zzTdT5xK25ZHpNcCkiLQTV0LJNF2Y9w+K5OVkiwCAfa7proGgXiIxIn7uHJUEejCSp4upJdN1Lm2jHZVGSgW2t1uZT97kwWOOJiCiA+gQhKJCjG0FO9xRCvokV5CLIak2mKLVkkuj6oguA2dbD54YhlYPpibIIOAmugSf1b+rfxTEfNvDkGvwxTWd7XUgiuBQ3MKabX9ZMQfK02TIPbIFA3Ta31SiLG3gq4k2K79TA0+CyAWORa3WUtjJ/H7pRcON+Xt9HdKtWq/VR6JKan7zNxMh4wIE2mc/bg0iHgSciIkci08LlSbmuEKQpBdZ2gyTfrIiR7oADDQ+VqYBt0myZV/K6lLlxTfkRjXDTvjd7cDG2dK/VZvypRftduRTTzrsbVNhR+dIojJ5H0AkIDtZEEWY/UYOBLsFBXcYeYD9/R81g5bk4HaMb+hqOO10wQB6sRH6wVNbAgfxgQH4YUOZMryQzUOSA5oztw03bU+5q5+tofkQ6DDwREUVkCiSZGh+mrCfT0MyCrgudaXh49abalqUUpxuLazclgTc9lDRdt1aZSxAiKHgad/owbN22kuw255q5mNR882QLitv+5jofU7aTLfDkEsAUf09qm/L8my/5Gl+ErKe4QRTxfpHlJWehljH4lEQ2lpwlptaEW3TJDfXaVvIoyz7vQ0Q6DDwREcWky2jSNQZso9bJ1Jsi3c2HKEwrsj7i1kJx6TYU9yaIDSRKklzrSRW0r4YJspjqSIV9bxCXYrFBQSj5b7rpwtSlcuFjsEkVVJdO5RJ4smU3qWzfgUv3zrh43s2fLmOl7FlPQGObZ8G6IWzpXlvqzxuHCNKN9PSiY/OmeuBOznSXg1GAOcMurfXjd0dxMfBERBSD/GRQNLJsDX3biBO2G7+4RcKDlpfFDeSCdUOlfNpJ+VFriQhhsnrCdrtz6Wobdp5qwMhGDWToMqWCMihVQeuaxvknTaZAoel7sX0+efow3xNgDzqJeae9TRl4yt+slRuxpXttw2utEHgCmts8Zdwfkyj2LQI72zq7mrrPzVq5ETeuWlLPcpdLLZR9/3Fly9KbtXKjte1Z1ELdReQaK2rLcJ2IiApDvliJ4dZdpw8ibkjkmyKR6STIN0VdW8MNEz48s3ko8jSphZ6J4hLHnGh82wIHuqwV3bD24nUT03EmH5tqsEKdn7osETTSBY5sQSR5vqafTevvOjiBLVPINA/1PJUX8TnF5wgK7tuE7e6omzbOqH26+QR9j7yZ8oPoJgXYC8j7JKlh2SuVSn0/HenpxbbOrkTm65O2+WtidVXe1tlVv4apQSexvcQ1omtrP2ZsH3YKfLcS27ku6IEnz5P+YcYTEVGCwnS7E38L2+XH50YtL/SUBnnkKMEWOAnqtmYrYK6bXlfLRwRh1BHObExd6uQgVZj3hWEL3vl8TtGxZaWpr7vOR+WacZZk1pjLfHiODS/NzAd1JE7x/bXC96TrFl2WjC/xvcbJeNJlOcnzV88xZS8ozgyk8mLGExGRR9QbSvmJPbC/cTN7cHH9b4KcvZRlFlNUST1NJZK1zV9Tb7CajgP5NVuApnv1vIZsmSBqYEk84e9ePc+6nBnbh5v+ieXJmVFiGWG74oVh+pzy675kM7mQvzv1XBpnnkDjd2Lq/hhFUEaa75kyZNaqg27IASZ5GwzPXFHotoAcTOza2t8UXHS16JIbrH+Xzy+iuHiZtcpxQWbMeCIiSpguO0MnjYKzSc8rDrlGFhsclBTxlD1sTSM5Yygos9D2d3VkoiiFYMVoWEGZToJrxpWpwHVSo2DmwZaVpftbnCyuoLpP6ghmLsuJWijfhOfS8NK8BlWr1fqxWPaMFRPTOXmkp7dw20Q3GnGYLK5ZKzcC2F+CwGWfE0GtqNcSIhuXGrVJYHFxIqKc6J6OqSPeqP+LaeIqQtcZtYHKGymKQgR4ZfK+ZbrhN40Kpx6X8vzUUYeA+DeZclcLwJz15DLSnfgMZeQaQLMxdVN0GRHP9b0mugLoDDpljw9A9JLaLiJgozv/FimYYstuEt20gwaaibI9ObocFRkDT0REOZDTy+WbVnXoXPG7eiMij2oic61XUvSbT94YUBgu2U+mTCdxbAbVfFKL/yf5BF8NPunYutjNHlxcH1Wr6Me+iW0kO3UakziBJ9v8ggJhSX4nPDdGl9VT/6KKW89ILpQt5qPyPfvJVKsLMJ8XkgwUMfBERcbAExFRDnR1DRasG8KNq5bU+/Cbbojl1+VpW+WGUrzGxheF4VrQH3C7UVAzqdLcJ11HgtJlEiSVLRn2HJN1VqVLd7oogaewGUviPXlllTJoQmlRz6HqPh+my5jtuPB1Hxaf33Rs684v4pogutYFjbBGVGYsLp6gqEXliKj1qA0rEXQCGovgyk/M1aKccpHJsgadAP1nE0VJi1yYlLJVqVQajjv1JqFt/pr6PxeikLn4l2YgVA6GmDKb5KLk6o1REgMOuNSjE+Tp1J/jDDsednmmaWRqAXc5s0x3Y+lak08tap4FX2/YqRyC9i/X67GaHapyDbRnZXRDX+A9nul6Uq1WMWvlRtyxfC6DTpS5oraRmfFERJQg3ZND0a1OdKPTdf0R06qvlR2HD6ekFa1bjXzjYxtSW3TLM3XxipId6fIe0R3RZVS9tM5duvUMKiSvY+sKFGWdBNeu0GGmF4qyH/uuaOeFPKilAoD9++qCdUMA7Fk98vlJvE/lU0azKVPW1CYras0qoiywqx0RUQ7UdHMRbNKN9iIXE26FoXSj4o0C0X4iY0B3voga2LBRi6uHFXc9woxeGFQrC4h/njUVm1fP8UGBMtftwnMfZc2USSH2X1vQRQ6iq/X0xM9RgzaiC3QSx4RuYArAfr7LOtjEYvhUJAw8ERHlRDRq1KBTmes1pYmNL2p12zq76plQWabYxw08AeGzgVzmIU+vjgw4e3BxQ0092YJ1Qw2DPIStbeVSU8olUGYrSi7+xvNeMngDH41a90iwZWWK96VRvzGp79F2/jQd40kFvIjKijWeiIhyIJ74RamZQnpF7ctOlBQ5iCJugESNoSTPIfI8xXzTCDrplhO0XrqfVWKUP9HdR52/Kejksg5yFiuw/wbcJcsqiLyOIsjHm9zkcFtGY9tu2zq7jLWRRnp6G44Led92uZabpkkq08lGrbcp/rfVrSIid+15rwARURnUG0tSw6V79YG/Hxi2vfFGjBlQRBREvemqVCoY3Xrgd1/rwyWV5WnKulKzndbPnA5sPbBseT1MRnp6AYf6VfJy5P/l9VCzrHTLDcqaYv0Y8kWlUkEVjcfeoktu2P/DILBlQ1/g/hrm+DdlNcXNdhJZWFHORV1b+9FmyfAiInfMeCIiSoDaKBKNnOGGQJT95obZT0TkQq2l4tIFzBdR1jHoPXKGk43YViKQ1bW13/m9QYLqR7mMQMjsHMqTLiNI7JNi3xVZg1u612rfM2P7cEP9yjBM+3/Y40KMViePkBu2W618PshidHNmdlMrYI0nIqIY1BtAW00U37IRioY3ZUT72W6EkijonYYwo9IFzUMt7i3ospDk19TC4C6j3NlqO7nOwzRfGTOd0sVaT25020lXNBxo3Id1+++2zi7t4Cppfw+mOlOubNlRaa27y/4pvgeeK8g3LC5ORJQBXeAJaL4hYWHxZPDGgUg/KlMS3e1cMoZcA0Yu09pqQNmm09Vc6di8yVh0HLBnnMrrGhSEss3DBQNO+WDgKb4wmT/yfq0LXKX5XZhGrYsj731n1KFbI1FeWFw8B0yTJGotpqeAwP6bIAaaksfzLLUC236e9TGgdk+L8l7X1+W/y/+r1G5tHZs3NQWj5ECTS9cfl65wumnCduEB9gfF2uav4Y1khvIOHJSFyz6rHhNt89c0FeePS+5Ot62zq/56tVpNPOuza2t/aufdarUaGNDLoqsfURYYeEoQL2pErUW+Oera2o+Rnl7MHlwMwN9iv2XA4BOVna09ERT8SXqkO9flmqaPui624JN886pmOql19UTQSfyvG43OtRB50Lq6Tmcbjp7IFyK4I5iCTuJ4Ev93be2vv1e8v1Kp1N+fZCBH1GkTQai485LPW+q5VK4ZlRR1FEAblyAVkY0cpM0DA09ERCGJi7/afU6M9qJrRJQlACU3wvIKtjPIT60sKFPIJXMn7LLidDHTrU+cwJgadJJv3AaXDWjrMMn/A9AGodSbziCmWjcmYhpmOVFRiH3VJdghlxdQyZlJM7YP149Tl/nqpjG9L83BFeRAlGmdRNtQ/mcLVIkggEsgum3+GufPx4dz4bTS9goaBCNt7bkunYioYEY39KELzTdbwzNXYAv+Xli8231obp9VKpWmC7L8ubO4WI/09OZ+oSTyjan7WhLz1XUzcV2fsDd+Lse3GuAXN7eDywa03XZcsgfUIJTgsg3l4FRQ90O1+DJD5lQ0bfPXhM6y0QWhKpUKRlfPQ7VaxYztw/UglMvyfWBbD7F9dOeCrq39GN2qf1/36nlOn0/+DoZnrgg8j/DhXDittL3y/qwMPBFRIfhWGFTuSqf+fGA0pWJnOvnwFMh0U+rb/kAUl+s+nXYwVj6nBQVXTPWO1Pfr3jfS07t/xCuHdTItX67dpN7oRhnO3fR5TYE110CbLzfPRFGo+68uGKXWVFPJXe6A9DIv4gzkYjrXuQaHBNu5PM7IdG3z1wAetMuIomJXOyLykuhLL4IfRQoydGzepB1CmKJRsxp8CIgR5cU2OlvSRIDIRO5+otZZMp3/xOtxBmCQazYB+m0izsMdmzfV/+mm09WnEeupBq90vwd9BgadqCzka69cMDzMOUkOQEW9lrfNX9N0LObV3tJ9Blt7NeygAur85Xnrlu26TdmOojww8ERE3vPhAin67suNG/mmTC00TsmxZT2lUeyTKA++BtfjBLrU86Xt5jBMfSVbtoQ8Ap8uI8sl+CTWQ562a2t/Q7BseOaKeo0pOSNK/segE5WJemzGOWeJrKCo12/TeSluAEp9f1DmpO04T6IQuK0WlikIpf4cNjhGlBYGnojIS/JFMU7jJCm2rh7qdEkW9yU3onElinnmvb8QJUkuWuuzuEF324hSglxAXJx/XWte6UaQEiPfybWj5P/F+qhBNLF+chBMnoZBJyob3T4ddj8X04s2XtwAiNzeSnpQBSA48D48c4WxvSFvm7jn7+GZK5zeX6lU6ttUXi+X5ft+faHiY40nIiqEPJ/OiJFHulfP094IyU+7GXDKl5zpIGeo8ekeFVmlUkEVzbWXwoj6HkFX5yhqUfEodJkHavc4V2qQyTaNiTqqnXzzy/MNlZWuflGYAuRyMCTOcdI2f431AVOc9pg6KICJGGwGAEa3Hpi2Wq02nZOiBqLrgToAVZgLi6sPaLu29tfXTd4O8vckj1oougCKdlMa5zDW5qQxtVqtFjTRk08+iUmTJmHHjh2YOHFiFutFRNQg7wuW2qgSF3KOupY/UdDd9D3IDVDROGPjh4oobCafLkgU5j1h3hdXUPBIl6kk13qyZT/JyxDz6di8SVtMXJ2n+F+dr/pe+e88v1BZmepuugae5IdDSRwnpnNilPNY2GCR+pnlQI76ui7gkwbT96AGytNej6ywPZcM3XYMs21dY0XsakdEhZB30Cmo0cK6TtlS68GIm0jdNPJ3xy541EqiZjiJ7iu+ZXCK4JKcjSQHhuRueLKurf31enxytzrxN/mzqkEmWy0ZXeF13gRRmZn2b9cghjhm1OM0ale0sMebrguvbnAEl8+jBsNFV3/5/Cnmoysq7vqZxXSmaeXyAmI5tiLmpvO63KVbVyfKxzIGPN8mQ7cd09i2zHgiIgqgpk2bnoC3kjy7FapZZrbMAxs2WKiIojb8g47ZJI9pXdHboNGY5PWQ6brDySPaAQeKjes+gxxwEsJ2GzRtF3l5LCZOrU4ERmyDrKjHUqVSiZ0NpHYxMy1fVxbBtJ5B66HrTicvw9a+EJkkooubTPdaEFv3Rfk7kYXJOjOdr9NuQyXVLZPSx4wnIqKEiMaF3EWj1eUZdFOzm3SFRdWMKFtGmo9P8YjKQi52G4WacSQHncTf5ONbLUzesXkTOjZvqr9HN9KeehPqkvEln1sqlQqDTtTybMeL6XgSGUKmbmpRBGWghxlt07Urn/q6rU0hzodJnTPEOVZ3nhWZT/I0lUolMOjkkuGUdhZUmGsH23DFwMATEVEAceHu2LwJbfPXOD0tKzPXz5z1tlEL/Or+l9dLTV2XG1BsxJCvogZx0gwWy8Eel+Ne9xlc3yuo9Zfk+k1y0fGRnl4sWDdUnz5oPV3P7WI6BpyI9hMBDR3b8dS1tb8h00cNPgV1SZPPJ6bl29bLVttJd64yrUvb/DUN2VZR2hFJn0/Udo38u2m7RqklKOa1rbMr8fZTmOAT225+Y+CJiCgEcVETjRVfu9ullZY80tPr/JnT3Da24dN1dVdMGVK6gJRIoRf1DtT6BmzcUN7iZhEVjVqXCWgsAi6OXbULnnht/cLpDa/pshx0DxRs53ifz/9EWTJ1idIdY7rfxXS24FMQ+Zyoq29kqv2WlProc5oCzUmQ6zyZ/umI9XFdj9ENfaG2i9q2Ej0Csm4rqddEdblss/mBNZ6IiByJgIRpGO20ha1hZLJg3VDTjViWy8+TSz0ol++0TKPCULGl0aAOM1qnbvSosHVDXG905C52uhHtxDRqPSfbCFcjPb1N7xfLENPq6soNLhvAjO3DTutN1GqidpnTXVOjjlwmAlny++XzjnrsC0HnsNENfU3nGbHuuppKYddd3nZqzSjxmcQ06jJNy9JdJ+Tzojrynou4tTWzGJFOrZnFUfDSwRpPREQJEhdtXS2QuLLukhYl6AQE10LwQVA6v1rbQf17UEaXXO9reOYKVKtVbOvsirnWRNGl0YjWBZ2S7GIbNVgmbvTUoJN8zMr1nMT6yL+rDw7kAJN4v/j88kh3ahc9Bp2IzGyjqtneoxP1HKfLQpLrHEU9htvmrwl8b9iuwzJdAXYA2NbZVQ8QydtX/Oy6PDE/uZadGnTSDeowuGyg4XVddrmNnEkur0ea1H2KQad8MeOJiCiA7iZJPClLKvDkOp8yde+I81lM701q+6jzsWWAMPuJfBBntDvAXgNFpeuiqnIZFSpoHjoiAwmA9hzsUpvJNPKVa6Yjs52I3Lhk0eQ5MqSaERN2VDk580jQjYQ8Y/twpBHrojBl9aivi991I/SpmZ/ya+rrqqBriSmwlibxGdlOSwcznoiIEmBKT+7YvCnzoFPZxPncrgVEk3riqGtkjfT01r8/kf1ElJewjXex/wrqE3rbE3uXQuLyDWcSI1WpxDGpPnV3DR65nBtEFqQ677IFndL4foiAAwW3XeTRFlIDEWEDE2KdTXWugP3nqqyCTmL5uvaIul62a4aurl7H5k3a18PQfcdpnX/k+lemQBxlK9PAE79gIioqXXHqJISdVxGDVHFSzuNKanvpsiN0GVBBo+8QpWnBuiEAboEhU/A8ieNVPBnP4nhQay+pXeviGJ65At2r5zUE6cr2xLxarZbuM5FfKpWKdR8LMyJmmsLep8qZQkGjZALZBnjDPIgQ34/8zyROyQXbA0O5C14YQd+ZbX3D1iKk+NjVjogogK6oOOmFHUElCVG/G937whRVDpof07opD7riti6SvOnTFd4FDgRtdDcYuq4dOmqdvTDrYarRF9TdUC5CzGOaKB5bgMGn4yuoELVaBNw0ra47XpGMbuiL3BVbnsYlG9V1cAqV+l3J68y6TulzjRUx8EREFEB30WUgyl9RR+0LI8zId3FGtyGKYltnV+gAahKBJzXTSA0i6TIHTe/VvV/MA9Afgy71neRpTUEs23qqo2QRkZ6pe5mcKSQHnH0OzOg+ixhYxBSU1gXYogZWkjBr5UbcsXxupPfGeZhoqqWnewCgbsMo51q1zc5zdfoYeCIiSojpgqvLcBEYlIqvDME9l4YVUdLyCjwB+gK0pgwo3fvCZDyZugqq09qmCYPHLlFy1MBMnkGZqFxqN/kQqNYFnUTb1nXd4g5goaMbmVRQ10suhm6bf9hMp6JnpKUh7D7LwBMRUQLCXmiTHO2uVckjTiU9cl2lUqk/DcsjsMXAE2VBnLdMWT3DM1fU60HJtnSvbZhGZhr1SOhePc+YtSSP6hSXKfDkmoVoy2YKWm6lUsG2zq7SFRcn8sW2zq569pP8M0VnG+UOCJcRlETwSX4QoXvg4BqEsomSJQUw+BQVA09ERAlyvdi69mVvRaaRVpKWVUBJVw/Ktmz5b3k//aRyU2uPAM2Bo9mDi5vet37hdKdzmDqSnI0IPOkymVyH55bZspySrmulBqnYzY4oPaLrmg5rrCUvSuBJfl8YpqwkuX6e7u+ytM+7DD5Fx8ATEVEKxBM41yftcYpVy7IK2vgijWyntLkGnQAGnih9ttp0umwnQc56AvQ3AGECTzpyMMqlG54qbKaTjS34pAva8aaEKHmjG/qcRqO0ZRuKLsbMLHbrKpVn4MnElKELpN9uUreHSzdK2o+BJyKilMgXXVNgqZXrPZUhSBbmZtZU5Nh2c8zAE2VBdxzagk5Ac+AJCJ/9pAaSdF0rgt4TxHaDEpU6L/W4FU/neTNClCz1Jl+X/aR2x+ra2h+YNWmaLoki1q3K1r5L4+Fglt+LGnzifuGGgSciopTImQQ+Z+BQ+ly/fzVAyYYMZcF0g5B08EkWpn5S0Ch4QXT1mtI8H4tlMfBElJ6gLndqXSDbwATib1nVZfMhUBE1kynM/F0yRZPgQ/aavD19+H595Boras9wnYiISqFt/hrg7xciBqD8kkS3m6CRsKJkQiXR3ZIoLesXTm98YWvjr2md29SC5FECUVGLhZvYjvN6l4/ElkZEKjVIJLrhifOB+F/Uqduyev90tgCUPCiAeHiYRgAh7jzlhwVhRpvLIhgiAk66sGBa14jhmSvQleL3ZSO2q7xcOaOfAajwmPFERBRBtVptyGIJGomtCMS6u3aVk1ORbdMUvdtdkkTKP0fFoqy4drdTg09Rz2VRgkBqNxjbDaRKPu/qgkYuXWHD/o03HER+qVarWLBuSJutaaojl3cmTRJ0Qae0AlGuo5K6XjdsI+2FeU+aRBdQ03bOY53yptsW7GpHRJQy8fQn7M1ZUgXH8xYlqFTkwFwUuhvikZ5eBp4oU7NWbgRwILikBp6aMp5iiBp4krvNRBnhTrfcsMEo3Xx1Wu1Gg6hoxM2xyJbq2Lyp/rug1n+asX24oci5fJ1Wgy5y0Eo8iBQDz8hdsuT1UJdrmp88X6DxfJNXVy/dSKnqeoXJCnctfB7mfWltm6AsNHm5rVqQnIEnIqIMiItx3sEUZhalL27QTAQcedNKWROBJyDZIJNO2MCTuMnr2LypXqjcNry2fBzKNzqm5eqKkKt/D1ugnMcwUfGJIIEYrVj8DBwIQgmm84R4zRYwd8mSFOsgzxso1rkmTBvU5XNFCT6J9yVdjylMF8hWrAPFwBMRUQZEY6Ho3exov6DvMInR7lrxaRjlQ9xEqTVRhDSCUFECT0Hd63SBJpdlqfN0mU+cbiJEVB4i8JT2NVsNcBX53BKmTEOceYUNLKURDDLNk4GnAhYXb8UvjYiKZ8b2YeMIH0UMRBVxnZMUNGz8cIgukmJeC9YN1W/wGXSiLInz0zCCgzTyfpo1l5pOum4cLoXFbVkIup/zxLYvkT9s1+soRcDV98vnLrGsoh/9pm0R5dxmy+RXX5dHm9YtJ81C8mr3ulYc/e7BBx90mo4ZTxRJqx1QRDa6C2PYEdB80urBp7DkxpHYdqJbnVzjiUEnyoN6fhL1neQgU5JBpyRHmNMJGnUy7PuiYhuIqHXpCm27XuNt9aJIz7XoeB73p3LQS27rtdK9MrvaERFlyIfgU1mKlheZKWjXKo0P8k8etd/SDD7ZioLL06ivJ3keZiCZiAQ5kORyXgg7PYUb7a6VAj6+YOCJiChDPhT2lrNrssxY8iFDKu+gm20bsAFEeStL8MlUo0leZlBgSnecupzDWLONiHTC1hpqpfNG2kGguF0e06IbkbDMGHgiIsrYts6upuBHkbvclUXQiH9JB87EsMoAn2aSP7IKPqWV7WQrKO4aNJL/F++Th0EPmoduua10E0lE0am1gFpFVhlItiBUXoGgKMstYsYWA09ERBkTT7JcapDohgaPIu9Mn6Jx2V5JBaKK1nCgchN1KHTBcFH3SRal5pMp6ORSBDyIbt3DBPblaYPe5zp6nq2YLRGRkGcwIe/sm7yXT+kr/Kh2RERFU6lUMLrVHLiQb3iSygpg0Ckcl+3lehNrm44NLPJV3KCqreuabd62wFGQ/aPeDWDw7793bA43Ip1unU3LVrOidMsIO2hAq2Y6ENF+abcJ1IxWudh2lOUXMevGhfy5yvoZfdaW9woQEZVJ2/w1GFw2gK6t/Q03LiKjwMcudz5feEd6enNbtvodysT3qFs/n7cntTZ1f16wbkib7eT6ftNrJsMzVzgHqvYHmxp1bN7UEDyW3287Xk3rYns9KIgWNI1M91mIiNImB1nEvyAiIJNE92wf6p/K5PZZ0m21ND6rb9svLgaeiIhSMLhsoOGmZP3C6bkGUWx8vrBlldFlqt+i3tiqmHFGRTF7cHGowLcakEqzdpMajBqeuaJeJw0AulfPazjWwqxL19b+euAniQCQGuByOX/O2D4ce7lhlkdEraVSqTT8U/8mk4NQcjBKPrekkQ3kGvgqqjQeOpbtQSYDT0RECZuxfRjdq+c13RyJ1+Sn5T5mQJVR0I2qy/egTiPfmIugYtkaCVQOs1ZubHotTKZTkLSCUmGXYTqORRBLDmZFXWf1vO36QGF0Q19iN11lvnkjouh0QSXXLCf5f/XnqOuiYhuptTHwRESUgrb5a5pugpIqKE5+kIsvyze0RD4RjX95f1WDTqZC4qIrXhaBJVM3PDlLyaX7q+31NM67rlmPbfPXxL7pEgNYZPF9EFGxJB2Qjnu+0r2fQfPWxuLiREQp0QWYogSfwozcRHpJbzsxOp74btrmrwGf45FvTI389QunhxrJbhjNxcCzOB8Nz1yBjs0rMPj3rCLXAK96fh1cNqB9r1wkPOrIeIPLBoAEu9I5L58Fy4no73wM6Pi4TpSvMbVarRY0kesQeURE1GhbZxe6V8/T3tQw86kcmDpOPgpq9MuBJ1PAyQfyedIl8GXKBhKZUyJDSdR+Mp2fg+Yrr1PaAaBtnV2YsX0Yoxv6Gl5n4ImIgGSDPEm1aUzrJAqXs+1UHq6xIm8ynrgDElFZBXUBMQWgihaYEllARJQ/23kFALZ0H3hNZDT5QBdccjkXqoEhUyFxMa8wQSeZyHaSs4/SbL1Wq1Vt0ImIys313jjpzCIxvzj35UHrxHv+1uRdxpPov86nOERUBqMb+jC4bCCxgEzRglG+SWqIYHWeRD4Z3dAXOCKjrEjnFFPXY9tnlINQ6rk4TFdmU3AryVHrVGrASQ3G8fxDVB5ysMklAJRGdza5nZRW8InnrXJxjRXFDjwxU4mIyIx93MtF1z2J10DyjRp4AsyBGd+DTq6BoQXrhrCle63x73LwSdR7Eq+J320ZYuLvcl0oAJg9uBh3LJ/r8lFCEw9j5WXL68kHtUTlETZLKK2gkzz/NANPSQS3WoXv8ZbMAk9ERGSXdOOAxcazs2DdkLX+jc8NAWpdIktGnCNGDMW5y3QOCTPSm1zvSddFWA0umeYhB6zSOBfI1w5TjSmeg4iKz7WdmGbwKelzSZR14/msmFxjRW0ZrhOlgNkURP6rVCqxLqa6G44y3TCmQdxoC1G3f1DRZZ6DyVdqQW7TqG4+kmsohV1HcX6U/8nkgFHX1n50r56HkZ5ejPT0Oi1XzZIC0rlZGt3QZww2Cb5+f0TkplqthmpHiOnDvs913nli0ClY3t9RXAw8FRwPUqLiiHq8qlkLvvLpJkjNYLBdrONsV92Q9ER50tUE0gWdimCkpxeDywYaAkImpoC8miEqtoWpe51alFz+u5rllMYDgNENfcbzlTrC3/DMFSw6TlRQPnY1K3pgo2zkAKPv3e1csKtdCZVhxyQqM9cLe1kKiWfxOfIcUY/nW/KJ7vxS9PpOMtd11mULyV0OTQXHTVlG4nV5NLyRnt5EC4tv6+wyBgnl+lIAhyQnKroiBHminl/YzS4ZRRl0jV3tWhgPXCK/6breuWQLBU0TtWtK2tK+uZW7yyQ1P6KysmUGyf/ypBb0FutrO5eo665+TnGeEEEjmTh36D63uj3E+7u29scOOo1u6KtnOFWrVWvQSfzvw/dDRK0hy+BYEQJxWatUKt4/IAqDgacWEHQg80AnyocIQMkXFvmmwtblQyW6fLXKDYm4URzp6a3fYCaV8eRykbfdqBL5Rq13pAapfdiP1YCKvG4u6xemca7LkBTnEtd1jUMEnGyCgm3MdiIqpjTqM6Upq/Xl+UxPZLf6uN+EXSd2tWtBbKwQ+UucwIO6p3Vt7cfgsoH6qEy6p/hlJ24e8+ySyHMp+SaoEZh0ECcJaoaT/HrQuoT5PLZpdaPYmUa2i9vtwTXoJMhZXOJn37teENEB4t7Lt8BBWHKbx3Y/GfVzsk1VDOr3+9RTT+H0008PjBUx8FQwDBoRlV+chknUIExZ6knlgedk8oXLucPHwJNMnIuSCjoB5kDO7MHF2NK9VhuYUl+TayvFIYJOps+oLk99Tc6ITbK+FBGlQz4vlyH4JCQddAqaL+2XRywgaJmp1ngqywFTRFF2tCjfl+t7uC8QJU/ugheWrnaJWvtI13VF7daXtSy7+sRZlvpeNpCIkhOm61+cTCfx+pbutcZ5ifNk2/w1aJu/JvI52bZeusBa0Gh5wzNXoG3+GgadiApAvU8q031TmT5LkeTR7kxqme15LpzCG93QFzq9Osr35foe7gtE6ZKf/gPhMxF0dY90T9gHkW/WU5zlhl3vOMtiVhgVnY/7sCkwZJrW5TOYpjEFrNRspzTaN9VqFV2Gv7l+rq6t/Rjdyq52RJS/NIJP7N1jFyUWkAT1u47yHbV8cfGiRWvT3NGKti2IWoE45l1qlMShDi9eJEnfSItC7UHYMCLfFHWfdB25Tgg6D8rzMGUV2ZaV1nYMmq/pc6lZUAw6ERVDUc/JeeI2s/Mh6CSuVWFjB6zxRFaMOhP5I+wJnnWbDoi7LRasG8L6hdPrv/O8SL5qhYdIQUXCddObMkeTruEURK7xpK6DSn7gIP/MwBNRMbTC+TgNbGP5yRQXSLXGk1hwHu+lbPHAJyoG3Y2LaUSmVhS3K58cdCLyWStct9UMIF1dJFGjSVc3yjSKXpbbLqie1eCygXr2ZVAGFxH5Jeww80Rh5bGPxb1GRg48xVlwVgWyiYhahelmRPdUncGocNLu5kiUtLIHn+QsJTUooxs8IYgoHp4H07m7e/W8evFz4MBnLvt3S0TE+/5gSQ54EUac76YwNZ54oSUiik7uqtFqT8yDbkKjDslORPlwLRzucsxm3b4U3eQGlw1oM69Mo9rx/ENUDAyaJINZY8FE1+0sxblmZh544g5ERBRN1JN9WWo9Rc04Uj/7SE9vfV4jPb2l2DZEqrI/sDN1L1Z/NnXJG+npzXUbda+eB6A5E1VkbOnOS0X+Trd1msbzIyoP3ucmj9vUrGj1/lhcnIioQHgBbjTS04uOzZsiTasrNOyiyDd/1FrKfr6wBdXVguJCVkXEbdSn1KbuvOpny3qd8xq2m8h3ZT+3+qxSqXDwK8+kXlyciIgob65BJ920IvtBVxPGVIiYDR0qklbYX9VMId3fTN3X8rCtswuDywa06yRnac0eXAxA/7my4ss2I/KB6PrFoFO+yrL9W3FfYuCJWm6nJ6LiEqM8Jcl2A0hUdGUOPoU5btXgTV5tn47NmxqC4KZ1VkfSzON7LPO+QyRTzwdyUKAVAwS+E1lPRSbOr6b9a9bKjfW/lwW72hERFcjohj4GRdDYjUYduS/O9lmwbqjphk/csLLLCRVVmRquSco6sBLle0j7/LOtswsdmzcxyEQEniuLpgznLXmf032eInQr9K6rHQ/k1sLvm8hveXXdSFqYjIeRnt7A+alBJzFPBp2oyHxvtLYC0S6ynXvz6FY3Y/twpssj8hXvXYqp6N+bfH3WZT+V6frNjCciogJJ6gKbxkh3YQp9u1qwbghbutemnuUVtO5luvBTayp64zwtWRzbUbb9SE9vfeQ7Br6J0sNzY3GVrW0WlP3kK+8ynqj18ERO5K80AjlJB52A/RlIunVVhyCPSzfaXZLzJ8pbkRqxQho13WS+HN+6TCcRdCKiZLF2U3nIBd/L8F1WKhVUKhV0be3H6Ia+UnwmGTOeiIgKosgXoDQyrEzzjpp5pZsPu6FQ2ejOI2ken2lJKsMy74ynoOAXs52IkiVq5hS5TUUHqN9lER+ymBShvhPAjCciIvKI602tWodJZDy4Zj6I94fJZOja2o+Rnl4Mz1zR8H4GnahVFC3oBOzPUsyjJlIUYj3lf+J1wLz9B5cNZLaORK2EQafyaIXvsiyfkRlPlJmiRG2JfFSWi44siYwFOVNDdwPqOuIdz03UKnw6l8TNtAoK3Li8P6uMotENfQ2/285N4nMNLhtgAJwoYT6dAyl5bM9ljxlPJVXkkyVPBEStwTUDQQ06ydlOYh6mkejUG075xk1kCQwuG8BIT6/25lT0oxf/iCh9uuMtTsbS8MwVhcnWEuupW2dd0AlgnSciIioPBp4KhjdIRK2pSMe+ehMVJRAl5iG609iWIf8+PHNFU0BreOaK+jwYaCLKV5wHaAvWDWkD1EVhC5LpzpWs70SUrCI/wCc3/I79xcATEVELyKsWiulGS6yLS+0mW1c623s6Nm/CjO3DqFQqaJu/hgEnopzFvSFYv3B6QzA6iW56WZHPP2qdJ5GxWZTsLSIin5VllLuyYeCJiKgA4l5AowRvkmRa7vqF053nobspswWuGGgi8lvUQIucxRjEp6wo9QGAKZtzeOYKZjsREcXE4JNfGHgiImoBSWQIxKEGvpIKhOkCV+xOR2Tmw7EhH/dhgkjivbrpTa+J+Xdt7a8HqkVRcZ+CO7pR74iIKB45+MRAVL4YeCIiKoC4N4tZBpzUmybbsmcPLg41b1HfxXRj5sNNNRHZuY42Kf6ue6+tQLdMnDMGlw3gjuVz611v82BbrhgUIWg6IoqObQSi/LTnvQJERJSNLIJPIz29GATQvVqfySBeE+uyfuF0LFg35NzlTi4cPtLT2/A7G5RE5SCfNwaXDaBj84qG4113LjMFsDo2b0JbpYIZ89Nb3zBEUKlardY/5+CyAczYPpznahERlZbIdGI7MV9jarVaLWiiJ598EpMmTcKOHTswceLELNaLiIgkRUkPlm/+dN375K4v6t9c56t7jY0JIne+nE9M5wF55DoA6F49r+G8EpTd1L16HoM5RFRXrVZRqVQa/qfWw7ZiOlxjRQw8EREVQNkaSUnWnBrp6eUNJlFIRTiniECSnNnoQpxf2GWNiIQinPMoXQw8pcM1VsQaT0RElKokC+XqRoTqXj0vsfkTkb9s5xK5KLcYGY43mkRERH5gxhMRUQHEvYFKIsMoqAhw1pjVQBSdr0EZuTvu/vpO4bKdVHzCTUSCr+c9ygavB+lgVzsiohIpcmMpTMBKLiBse5/4m+iKw652ROEV+bziijcaRCRrhfMe6fF6kA52tSMiKokksp2S7O4WxUhPr9N6dGzehAXrhgCYs7PkgFT36nnsakfkObVYuIk49qPQnV94k0FEKp4XWheDjvlixhMRkeeSvlAmVdg7TCaTOu2CdUNYv3B603Sm14OwIUkUTVEb4nJ2JKA/H/G8QEQ6RT3vUXy8LiSPGU9ERKSVVJ2mMPNRpzUFl8TrrhkSQLLFy4moGOQuucCBc4wPGZ5ERETUiIEnIiKPJfFUThfE8alIONDcxca1oHDX1n4WFyeKoVKpFO4JsBxYEoXI1S66RftMRJQdnh9aF7Pd8sPAExFRycUdFSoLugwol6HTGXQiSkaWN2JhMhp1dZ/k7CYAmD24OFK2JBG1LgafiLLFGk9ERJ5qhacyYepEAY01oNhoJEpWUc45plpwDEYTURhFOedRcth2TB5rPBERFVwrXBxtI9fpfmbQiSg9Ph1XtlpN6xdOb/jbgnVDGOnpZdCJiELx6ZxHVHbMeCIi8tjohj4A/tVkSkrYjCeADUWitKWdBRA0eqXoXhc0wmXX1n4MLhsAAMzYPpzcChJRy2DWU2thGzJ5rrEiBp6IiDy2rbOrEDWa0iQPm86uNETp8/1GTA5c8ZxARHH4fr6j5DDolA52tSMiKrjRDX0tH3QC9hdHF40F3mASkehqt2DdUD3jiYiIiPzFwBMRkafK2r0uLBF04pMqomz4fqyJLro3rlrCLnZEREQFwMATEVELshXuNU2fh0qlgmq1ylR4ooyJ4FPSx36c+S1YN4QF64YwPHMFurb2M+hERLH5HmgnKgsGnoiIWozIFki6i8pIT2+kdTGRG4NsGBLlI+nMyzjzW79wOrZ0rwXAbrdElBy2MYjSx8ATEVHBhc0gEDd+SdePMs3Ptn66m9CRnl4GnYg8kFbWUxBRv0n+XazD8MwVPCcQUUurVCqB/6gRt0n+OKodEZGnkuxeJt+0FQUbCUR+yKOrqxx4EiPYATwvEFE6fO/SH+XcV61W6+/z/fOlideNdHFUOyKigqtUKollGoiAU161msJiI4Go2OKea9YvnN4QcAJ4XiCicks6g0mXPc7zKOWFgSciIk8l/XRqeOaKSBlPWQer2Cgi8sPohr7I56GksivXL5zOriNEVGpZneNaMfjUSp/Vdww8ERF5Sg74jPT0agNAYUenS2JdiKg15N01t2trP28aiKiUilSPqQjrqFPU9S4r1ngiIvLU6IY+AGgYfS7pguC+YSOByC8i46lraz8Glw1kdg7iuYCIspRlDSSfzm9Bn7uoNaJ82sZlxxpPREQJMV1ss7oId6+eh+7V8woZdJILBNteK8pTP6JWIx+XSZ+DRnp6m5bBcwERZalarWYedCpKEIdBJ0pSe94rQETkO9MFLM0LW7VaBf7ezWWkpxfdq+eltqyo5O53pi45anFg02tE5K+Rnl7g7+egrq399eN9pKdXG4zq2tqPtvlrUK1W6z8DB25eRnp6MWP7MLB9uP4e3igQUdHYzlvyiHLq7z6d73SBMJ/Wj8qDXe2IiDwkd28R8q63ohJdbwBgxvbhyE/E2MAh8l+1WjUGmuQbFx7PRFQkcbJ5wp7v1GCUT0zncPn1ImQ++bp9fZDW/ucaK2LGExGRx4ZnrmjIMPDVts6u/RkMEjm7QWRsyZ+DjQOi4qhUKvUMJd0NCo9nIioiNSspzPRxluUT2+dWHywUIfhEfmLGExGRZ+SLuu9BJzkjSxQe9rVhRURERBREZIbI7bFWadvIWTG6z+9z4KlVvqM40shOdo0VMfBEROQRMZKdGmzyPQCl4sWfiIiIqDx8DjoBbHu6SKOeFwNPREQF5PtF3QUv/ERERETFpWuPhu2WmCW2Pd3JdWSTKIHhGitqizR3IiJKnO4iLndlIyIiIiJKW6VSaRiFTw1KMNBTXOK7U3tSpB1MZOCJiMhjRepeJ1SrVe+ehBERERFROLYAky/BJ1/Wo0jy2GYMPBEReUDUdgKY5UREREREROnRBZ/SfHDMwBMRkUeKVkSciIiIiIiKaaSnN5MMKAaeiIhyJLqlycGmMmQ8Me2ZiIiIiMhflUoFHZs3ZVIioz31JRARkbMyZDsx6ERERERUfqLNl1dtT7Y5k7etswsdmzcZRzGMus0ZeCIiylGlUilVIe6urf1AZU3eq0FEREREGYnSng0TtGKAKTsdmzcBSD6YyMATERE1iFpnqlKpMOhERERE1ILkQJIpW0YVFNxgwKk8GHgiIvLESE8vulfPcwr6qHWg8uiix8YAEREREcnU9qGa2ST/PenuXBSeyFaTs9Z02Whxv5MxtVqtFjTRk08+iUmTJmHHjh2YOHFirAUSEVGzKOmsIviUdNCJF3siIiIiyoOaMUXJs913mLpNmr4T11gRM56IiDzjGlBKK8uJF3wiIiIiyoOcgUPZUoNOSX4HbYnNiYiIIhnd0NfQdW545opSjG5HRERERCSLUky8TAPx+KBSqWiDSmluZ2Y8ERHlqFqtAgwyEREREREZMQsqeWFGFoyLGU9ERNSAF3UiIiIiSoPriHeUHV3bP+n7AQaeiIioARsBREREROQTPhiNplqtNrXtg35PY1uzqx0RUQsJesrEizoRERERZUVXzFrXRmVXu2hEwXCx/cS2VX+Xp08DA09ERB7o2tqPwWUDAICOzZsyWSYv3kRERETkC2bdJ8uW2ZRF9zoZu9oREeWsa2s/hmeuwIztw6kHnXhBJyIiIiIf8CFoOnTd63TTAAdGuEv7u2DgiYgoJ+KE3zZ/TW4XXgaiiIiIiCgvDD7lI+vtzsATEVGOurb2N/S1zkLWyyMiIiIiMnEJgjBA5calfZ/HtmTgiYgoR8MzV2gL+6WJF24iIiIi8kVQO5ht1+jUbZfXtmTgiYgoB1mNIGFbdhb9uYmIiIiIbILao8zSD2aq6xRUUDwrDDwREXkgqwsqg01ERERE5BtT+5Rt12DyQ2WTvLdhexozrVaruX8wIiKf5XGO5HmZiIiIiHwlyk+wzRosKLtJ97c8t2sqgSciIrLLI+017wsOEREREZEN26pmYXtI+LQtU+lq59MHJCIiIiIiIiIqMpc4S9fWfi+7JzLjiYgoZ1nUd/Lt4kNERERERHZy/SaXe4bhmSvgY6ufxcWJiEqMASciIiIiomJzLdPha9ufgSciohKSU2x9vQAREREREZGZ3I4PatP73OZn4ImIKGNpd63z+aJDRERERERm1Wq1fr8g3zfoXisK1ngiIsoQg05ERERERGQi2vOu9w1FaP8z8ERElJEsnk5Uq9VCXHyIiIiIiMhMbdOPbujD8MwV1ml8xcATEVEGskyJZfCJiIiIiKgcRNu+bf4aL0esc8HAExFRBtRAUNqBKHX+DEQRERERERVPGdrxLC5ORERERERERESpYMYTEVFGijgCBRERERERURzMeCIiyoAcdCpDuiwREREREZELZjwREWUsy8wnBrmIiIiIiChPDDwREZUQA05EREREROQDBp6IiEqEASciIiIiIvIJazwREREREREREVEqGHgiIiIiIiIiIqJUMPBERJSBLLrAsZsdERERERH5hjWeiIgyIEayq1QqiY5qx2ATERERERH5jBlPREQZEAEiBp2IiIiIiKiVMPBERJQRBoqIiIiIiKjVsKsdEVFGksx2EvPLMpjlsv4MrhERERERkYwZT0REGSliUKZarWoDTrrPUsTPR0RERERE6WLgiYiowJLOolKptal0v4t/REREREREKna1IyLKUFKj2mUZ6FGXlUahdCIiIiIiKidmPBER5SBslpCYVg76mLrBZYVZTkREREREFISBJyKijImsp6CgkS6wo3sPM4+IiIiIiMhXDDwREeXAJeNJraskv099L4NPRERERETkIwaeiIhy5NpdrVqtNmRKMfOJiIiIiIiKgIEnIiLPiYCSS2Ap77pPREREREREMo5qR0SUMznrKamgka6bHhERERERUdYYeCIi8og8ap38c1Tqe0V3PXV5RERERERkJ7fRyR0DT0REHkrigmaaBy+WREREREThsR0dDQNPRESecx3BjhdCIiIiIiLyDQNPREQFYwswsbYTERERERH5hIEnIqISYcCJiIiIiIh80pb3ChARERERERERUTkx8ERERERERERERKlg4ImIiIiIiIiIiFLBwBMREREREREREaWCgSciIiIiIiIiIkoFA09ERERERERERJQKBp6IiIiIiIiIiCgVDDwREREREREREVEqGHgiIiIiIiIiIqJUMPBERERERERERESpYOCJiIiIiIiIiIhSwcATERERERERERGlgoEnIiIiIiIiIiJKBQNPRERERERERESUCgaeiIiIiIiIiIgoFQw8ERERERERERFRKhh4IiIiIiIiIiKiVDDwREREREREREREqWDgiYiIiIiIiIiIUsHAExERERERERERpYKBJyIiIiIiIiIiSgUDT0RERERERERElAoGnoiIiIiIiIiIKBUMPBERERERERERUSoYeCIiIiIiIiIiolQw8ERERBTTy1/+crz85S9PdJ6f+tSnMGbMmETnmYalS5fi0EMPzXs1vHL88cdj6dKlea9G6q666irMmDEDo6Ojea9Ky1m4cCHe+ta35r0aREREThh4IiIir33jG9/AmDFj6v8mTJiA7u5uXHTRRfjLX/6S9+rFsnPnTnzqU5/CbbfdlveqNNm1axe++MUv4sUvfjEmTZrUsN0HBwfzXr1cDA0N4cILL8QJJ5yACRMmYOLEiXjZy16GVatWYWRkJO/Vy9STTz6JlStXYvny5Whr29+cfPTRR/H5z38eZ511Fo466ihMnjwZL3nJS/Cd73xHO4/du3dj+fLl6OzsREdHB1784hdjYGCgabof//jHOP/883Haaadh7NixOP74443rNTo6iquuugrTpk3DhAkTcMYZZ+A//uM/nD7Tzp07sXr1arz61a/G1KlTcdhhh+EFL3gBvvzlL2Pfvn2RljU6OopvfOMbeNOb3oSuri4ccsghOO200/DpT38au3bt0q7H1772NZxyyimYMGECTjrpJFx33XVN0yxfvhzf//73cffddzt9NiIiojwx8ERERIVw+eWX41vf+hauv/56vPSlL8WXv/xl9PT0YOfOnXmvWmQ7d+5Ef3+/NvD08Y9/PLdgxt/+9jf09vbigx/8II4++mhcfvnlWL16Nc4991z893//N0477bRc1itPN998M04//XR897vfxRvf+EZcd911uPLKK3Hcccfhwx/+MC655JK8VzFTa9aswd69e/H2t7+9/trmzZtx2WWX4YgjjsDHP/5xfOYzn8HBBx+MhQsXYsWKFU3zWLp0Kf7lX/4FixYtwqpVqzB27Fi87nWvw6ZNmxqm+/a3v41vf/vbmDRpEjo7O63rddlll2H58uWYN28errvuOhx33HF4xzvegXXr1gV+pj/+8Y943/veh1qthg9+8IO4+uqrMW3aNLz3ve9FX19fpGXt3LkT5513Hv7617/iPe95D6655hq86EUvwooVK/Da174WtVqtYZ7/+q//igsuuACnnnoqrrvuOvT09ODiiy/GypUrG6Z7wQtegBe+8IX4whe+EPi5iIiIcldzsGPHjhqA2o4dO1wmJyIiSszXv/71GoDali1bGl7/4Ac/WANQ+/a3v53Tmh1w9tln184+++zQ7/vrX/9aA1BbsWJF4usUx+tf//paW1tb7Xvf+17T33bt2lX70Ic+VP99yZIltUMOOSTL1cvcH//4x9qhhx5amzFjRm379u1Nf7/33ntr11xzTf33SqVSW7JkSYZrmL0zzjijtnjx4obX/vjHP9YeeOCBhtdGR0drc+fOrY0fP7729NNP11//1a9+VQNQ+/znP19/bWRkpDZ9+vRaT09Pwzwefvjh2p49e2q12v59s1KpaNfpoYceqh100EG1ZcuWNSx/zpw5tWOPPba2d+9e62f661//Wvvd737X9Pp5551XA1C79957Qy9r9+7dtf/5n/9pmmd/f38NQG1gYKD+2s6dO2tHHnlk7fWvf33DtIsWLaodcsghtccee6zh9auvvrp2yCGH1J566inr5yIiIkqLa6yIGU9ERFRIc+fOBQDcf//9AIC9e/fiiiuuwPTp0zF+/Hgcf/zx+NjHPobdu3c3vO/444/HG97wBvz4xz/GmWeeiQkTJuB5z3se1q9f3zCdqcaS6Pr3wAMPGNdtz549+OQnP4lZs2Zh0qRJOOSQQzBnzhz87Gc/q0/zwAMP4KijjgIA9Pf317sSfupTnzIuP+xn3LRpE170ohdhwoQJOOGEE/DNb37TskX3+9WvfoWbb74Z559/Pt785jc3/X38+PG4+uqrm15/+OGHce655+LQQw/FUUcdhUsvvbSpe9LVV1+Nl770pTjyyCPR0dGBWbNm4Xvf+17TvMaMGYOLLroIN910E0477TSMHz8ep556Km699damaW+77Ta88IUvxIQJEzB9+nT867/+q/G7W7t2LWbNmoWOjg4cccQRWLhwIYaHhwO3yVVXXYWnn34aX/va1zB16tSmv5944onWjKfHHnsMl156KU4//XQceuihmDhxIl772tdqu0ldd911OPXUU3HwwQfj8MMPxwtf+EJ8+9vfrv/9qaeewvvf/34cf/zxGD9+PI4++mjMmzcPW7dubZjPr371K7zmNa/BpEmTcPDBB+Pss8/G//zP/zRM4zov1f3334977rkHr3rVqxpenzZtGiqVSsNrY8aMwbnnnovdu3fjj3/8Y/31733vexg7dize/e5311+bMGECzj//fGzevLnhe+ns7MRBBx1kXScA+K//+i88++yzeO9739uw/H/+53/GQw89hM2bN1vf/5znPAennnpq0+vz588HAPzf//1f6GWNGzcOL33pS53m+bOf/QyPPvpowzwBYNmyZXjmmWdw8803N7w+b948PPPMM9ruiURERD5h4ImIiAppaGgIAHDkkUcCAC644AJ88pOfxMyZM/HFL34RZ599Nq688kosXLiw6b333nsv3va2t+G1r30trrzySrS3t+Mtb3lLYjdwTz75JP793/8dL3/5y7Fy5Up86lOfwl//+lecc845uOuuuwAARx11FL785S8D2H8T+q1vfQvf+ta3sGDBAuN8w3zG++67D//4j/+IefPm4Qtf+AIOP/xwLF26FP/7v/9rXff//u//BgC8853vdP68+/btwznnnIMjjzwSV199Nc4++2x84QtfwFe/+tWG6VatWoUXvOAFuPzyy/HZz362vt3VG2oA2LRpE9773vdi4cKFuOqqq7Br1y68+c1vxqOPPlqf5s4778RrXvMaPProo+jv78f555+Pyy+/HDfddFPT/D7zmc/gXe96F0466ST8y7/8C97//vfjpz/9Kc466yw88cQT1s/3gx/8ACeccII2gODij3/8I2666Sa84Q1vwL/8y7/gwx/+MH7729/i7LPPxvbt2+vT/du//RsuvvhiPO95z8M111yD/v5+nHnmmfjVr35Vn+Y973kPvvzlL+PNb34zvvSlL+HSSy9FR0dHQwBj48aNOOuss/Dkk09ixYoV+OxnP4snnngCc+fOxa9//etQ89L55S9/CQCYOXOm0+f/85//DGB/YEe488470d3djYkTJzZM+6IXvQgA6sdJGHfeeScOOeQQnHLKKdp53nnnnaHnCZjXP86yTPMEgBe+8IUN086aNQttbW1N83ze856Hjo6OpoAiERGRd5JMnyIiIkqa6Gr3k5/8pPbXv/61Njw8XFu3bl3tyCOPrHV0dNQeeuih2l133VUDULvgggsa3nvppZfWANQ2btxYf61SqdQA1L7//e/XX9uxY0dt6tSptRe84AX111asWFHTXSbF+tx///3119Sudnv37q3t3r274X2PP/547bnPfW6tr6+v/pqtq526/Cif8fbbb6+/9sgjj9TGjx/f0E1OZ/78+TUAtccff9w6nbBkyZIagNrll1/e8PoLXvCC2qxZsxpe27lzZ8Pve/bsqZ122mm1uXPnNrwOoDZu3LjafffdV3/t7rvvrgGoXXfddfXX3vjGN9YOPvjg2sMPP1x/7d577621t7c3bLsHHnigNnbs2NpnPvOZhuX89re/rbW3tze9LhNtoH/4h38wTqNSu9rt2rWrtm/fvoZp7r///tr48eMbtts//MM/1E499VTrvCdNmtTQvUs1OjpaO+mkk2rnnHNObXR0tP76zp07a9OmTavNmzfPeV4mH//4x2sAnLp4Pfroo7Wjjz66NmfOnIbXTz311KbvvVar1f73f/+3BqD2la98RTs/W1e717/+9bUTTjih6fVnnnmmBqD2kY98JHB9Vbt3764973nPq02bNq327LPPJrasV73qVbWJEyc2HGfLli2rjR07Vjv9UUcdVVu4cGHT693d3bXXvva1jp+GiIgoWexqR0REpfKqV70KRx11FLq6urBw4UIceuih2LBhA4455hjccsstAIAPfvCDDe/50Ic+BABNGTWdnZ31ri4AMHHiRLzrXe/CnXfeWc9EiGPs2LEYN24cgP2jWj322GPYu3cvXvjCFwZ2YzIJ+xmf97znYc6cOfXfjzrqKJx88skN3Z10nnzySQDAYYcdFmr93vOe9zT8PmfOnKZldXR01H9+/PHHsWPHDsyZM0e7TV71qldh+vTp9d/POOMMTJw4sT7Pffv24Sc/+QnOPffchoLTJ554Il772tc2zGv9+vUYHR3FW9/6Vvztb3+r/5syZQpOOumkhi6QqqjbQzZ+/Pj6yG/79u3Do48+ikMPPRQnn3xyw2efPHkyHnroIWzZssU4r8mTJ+NXv/pVQ6aU7K677sK9996Ld7zjHXj00Ufrn/WZZ57BK1/5Stx+++0YHR11mpfJo48+ivb2dhx66KHW6UZHR7Fo0SI88cQTTSOzjYyMYPz48U3vmTBhQv3vYaUxz4suugi///3vcf3116O9vT2RZX32s5/FT37yE3zuc5/D5MmTG+Ypzhu6+ermefjhh+Nvf/ub68chIiLKRXvwJERERPlbvXo1uru70d7ejuc+97k4+eST6zfz1WoVbW1tOPHEExveM2XKFEyePBnVarXh9RNPPLGpBlB3dzeA/bWXpkyZEnt9b7jhBnzhC1/Atm3b8Oyzz9ZfnzZtWqT5hf2Mxx13XNM8Dj/8cDz++OPW5YiuT0899VTDTbHNhAkT6vWqbMv6//6//w+f/vSncddddzXUpdLVYwpa/0ceeQQjIyNN2wNA02v33nsvarUaTjrpJO362+oHydsjqtHRUaxatQpf+tKXcP/99zfUvhJdRQFg+fLl+MlPfoIXvehFOPHEE/HqV78a73jHO/Cyl72sPs1VV12FJUuWoKurC7NmzcLrXvc6vOtd78IJJ5xQ/6wAsGTJEuP67NixA4cffnjgvOJ63/veh1tvvRXf/OY38fznP7/hbx0dHU21yQBg165d9b+H5TrPHTt2NARxxo0bhyOOOKLpfZ///Ofxb//2b7jiiivwute9LpH1/853voOPf/zjOP/88/HP//zPTfPcs2eP9n27du3SzrNWq2mPHyIiIp8w44mIiArhRS96EV71qlfh5S9/OU455ZR60EmW5A2YaV5qwWydtWvXYunSpZg+fTq+9rWv4dZbb8XAwADmzp1bzzZJer1UY8eO1b5eU4ZvV82YMQMA8Nvf/tZ5nUzLkv3iF7/Am970JkyYMAFf+tKXcMstt2BgYADveMc7tOsUdf11RkdHMWbMmPr3oP7713/9V+N7J06ciM7OTvzud78LvVzhs5/9LD74wQ/irLPOwtq1a/GjH/0IAwMDOPXUUxv2h1NOOQV/+MMfsG7dOvT29uL73/8+ent7sWLFivo0b33rW/HHP/4R1113HTo7O/H5z38ep556Kn74wx/WPyuwP2ii+6wDAwP1TKWgeZkceeSR2Lt3rzUY19/fjy996Uv43Oc+p60XNnXqVPzpT39qel28JmexuZo6dSr+/Oc/N+0j6jwvueQSTJ06tf5PV1ftG9/4BpYvX473vOc9+PjHPx55WbKBgQG8613vwutf/3p85Stf0c5z3759eOSRRxpe37NnDx599FHtPB9//PGGOlFEREQ+YsYTEREVXqVSwejoKO69996GYr9/+ctf8MQTTzSNtHXfffc1ZQoMDg4C2D8iHLA/uwYAnnjiiYbMHzWzSOd73/seTjjhBKxfv75hGXIAAQgXKAv7GaN64xvfiCuvvBJr165t6KoX1/e//31MmDABP/rRjxq6KH3961+PNL+jjz4aEyZMwH333df0N/W16dOno1arYdq0afXMtjDe8IY34Ktf/So2b96Mnp6e0O//3ve+h1e84hX42te+1vD6E0880RQ0OOSQQ/C2t70Nb3vb27Bnzx4sWLAAn/nMZ/DRj/7/7d1riFVV/wfwn/k4k46joJT3S46ajYPXRNTQSvPCqKnYhZLUtKCkCFLDV2WpRJoVqZWYomhlUlpJdBPBwEgtxSgpjdFCK3uROuU1Xf8XD3NonPFW7b/Z8/nAeXH2Xmft3z7nbGbOl7XXmpa7jatJkyZx//33x/333x/79++Pbt26xcyZM2PIkCG52xPr1atXZdW56pytrzOpCCfLysqiU6dOVfbPnz8/HnvssXjooYfikUceqbaPLl26xPr16+PQoUOVJhivmEi9S5cu56y9uj4XLVoUO3bsiOLi4jP2OXXq1BgzZkxuf8W1XuGtt96KiRMnxqhRo2L+/Pl/6Vh/3D5y5Mi49tpr4/XXX690294f+4yI2LJlS6URVlu2bIlTp05V6fP333+P77//PoYPH15tjQDwT2HEEwCXvIofac8++2yl7XPnzo2IiNLS0krb9+3bF6tXr849P3ToUCxbtiy6dOmSu82u4gf8hg0bcu1+++23WLp06TnrqRit88fREJ9++mmV5dzr1KkTEXHOVdUiLvwc/6xevXrF4MGDY9GiRdWuDnf8+PGYPHnyBfdbs2bNqFGjRqURY7t37672GOfb34ABA2LNmjWV5ijatWtXlRE7o0aNipo1a8b06dOrjFBJKVVaKa86U6dOjYKCgpg4cWL89NNPVfZ/++238dxzz5211tOPu2rVqti7d2+lbafXkZeXF8XFxZFSihMnTsTJkyfj4MGDldpceeWV0bRp09xtX927d4+ioqKYM2dO/Prrr1Vq+fnnnyMizquvM6kI37Zs2VJl38qVK+PBBx+MO++8M/fdrM7o0aPj5MmTlVY+PHbsWCxZsiR69uwZLVq0OGsN1bn55pujVq1asWDBgty2lFK8+OKL0axZs9yqhMXFxTFgwIDco3v37rn2GzZsiNtvvz369u0bK1asqHZk5YUcKyJix44dUVpaGq1bt461a9ee8Ta8G2+8MRo0aJBb7bLCCy+8EHXq1KlyjX/11Vdx9OjRP73aIgD8fzHiCYBLXufOnWPs2LGxcOHCOHDgQPTr1y82bdoUS5cujREjRsQNN9xQqX379u1jwoQJsXnz5mjUqFEsXrw4fvrpp0qjbwYOHBgtW7aMCRMmxJQpU6JmzZqxePHiuOKKK+K77747az1Dhw6NN998M0aOHBmlpaVRVlYWL774YhQXF1cKA2rXrh3FxcWxcuXKaN++fTRo0CBKSkqipKTkL5/jX7Fs2bIYOHBgjBo1KoYNGxb9+/ePgoKC2LlzZ7z22mvxww8/xJw5cy6oz9LS0pg7d24MHjw47rjjjti/f3/Mnz8/2rZtG9u3b/9TdT722GPxwQcfRJ8+feK+++6LkydPxrx586KkpCS2bduWa1dUVBQzZsyIadOmxe7du2PEiBFRWFgYZWVlsXr16rj33nvPGqYVFRXFK6+8Erfddltcc801cdddd0VJSUkcP348Nm7cGKtWrYpx48ad8fVDhw6Nxx9/PMaPHx+9e/eOL774IlasWFFlLqWBAwdG48aNo0+fPtGoUaPYsWNHzJs3L0pLS6OwsDAOHDgQzZs3j9GjR0fnzp2jbt268dFHH8XmzZvj6aefjoiIyy67LBYtWhRDhgyJjh07xvjx46NZs2axd+/eWL9+fdSrVy/eeeedKC8vP2dfZ9KmTZsoKSmJjz76KO6+++7c9k2bNsVdd90VDRs2jP79+8eKFSsqva537965c+7Zs2fccsstMW3atNi/f3+0bds2li5dGrt3764yMmz79u3x9ttvR8R/g8WDBw/GjBkzIuK/18WwYcMiIqJ58+bx0EMPxezZs+PEiRPRo0ePWLNmTXz88cexYsWKc94SumfPnhg+fHjUqFEjRo8eHatWraq0v1OnTrkRXud7rPLy8hg0aFD88ssvMWXKlCqLABQVFeWCvNq1a8cTTzwRkyZNiltuuSUGDRoUH3/8cSxfvjxmzpxZZR6qDz/8MOrUqRM33XTTWc8LAC66v3OJPAD4uy1ZsiRFRNq8efNZ2504cSJNnz49XXXVValWrVqpRYsWadq0aeno0aOV2rVq1SqVlpam999/P3Xq1Cnl5+enDh06pFWrVlXp87PPPks9e/ZMeXl5qWXLlmnu3Lm5esrKynLt+vXrl/r165d7furUqTRr1qzUqlWrlJ+fn7p27ZrWrl2bxo4dW2Up+I0bN6bu3bunvLy8FBHp0UcfTSml9Oijj6bT/0xf6Dme7vQ6z+bw4cNpzpw5qUePHqlu3bopLy8vtWvXLj3wwANp165duXZjx45NBQUFVV5fXf0vv/xyateuXe49X7JkSbXtIiJNmjSpSp+tWrVKY8eOrbRt3bp1qWvXrikvLy8VFRWlRYsWpYcffjhdfvnlVV7/xhtvpOuuuy4VFBSkgoKC1KFDhzRp0qT09ddfn9d78s0336R77rkntW7dOuXl5aXCwsLUp0+f9Pzzz1f6DE6v8+jRo+nhhx9OTZo0SbVr1059+vRJn3zySZXP46WXXkp9+/ZNDRs2TPn5+amoqChNmTIl9//XsWPH0pQpU1Lnzp1TYWFhKigoSJ07d04LFiyoUuvWrVvTqFGjcn21atUq3XrrrWndunUX3Fd15s6dm+rWrZsOHz6c21ZxbZzpsWTJkkp9HDlyJE2ePDk1btw45efnpx49eqT33nuvyrHO1u/p34eTJ0/mrr28vLzUsWPHtHz58vM6p/Xr15+1/opr80KOVVZWdtY+T68/pZQWLlyYrr766tx3+plnnkmnTp2q0q5nz55pzJgx53VuAJCF882KaqR07lk6Dx06FPXr14+DBw9Wug8fAC41rVu3jpKSkli7du3FLoWMjBgxIr788svcCm/8/Q4ePBht2rSJp556KiZMmHCxy/mfs23btujWrVt8/vnnf2o+LAD4O5xvVmSOJwDgknXkyJFKz3fu3BnvvvtuXH/99RenoP8R9evXj6lTp8bs2bP/8kqNXLgnn3wyRo8eLXQC4JJgxBMA/1OMePp3adKkSYwbNy7atGkTe/bsiRdeeCGOHTsWW7dujXbt2l3s8gAA/rXONysyuTgAcMkaPHhwvPrqq/Hjjz9Gfn5+9OrVK2bNmiV0AgD4hzDiCQAAAIALYo4nAAAAAC4qwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmfjP+TRKKUVExKFDhzItBgAAAIB/voqMqCIzOpPzCp7Ky8sjIqJFixZ/sSwAAAAA/i3Ky8ujfv36Z9xfI50rmoqIU6dOxb59+6KwsDBq1KjxtxYIAAAAwKUlpRTl5eXRtGnTuOyyM8/kdF7BEwAAAABcKJOLAwAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJAJwRMAAAAAmRA8AQAAAJCJ/wN49DKRJ1JffQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
],
"source": [
"fig, ax = plt.subplots(1,1)\n",
"fig.set_size_inches(15,7)\n",
"\n",
"levels = np.linspace(\n",
" min(class_values), max(class_values) + 1, len(class_values) + 1)\n",
"\n",
"colors = ['#3288bd', '#e0e0e0', '#fdae61', '#d7191c']\n",
"labels = ['Decline', 'Neutral', 'Growth', 'High Growth']\n",
"\n",
"change_class.plot.imshow(\n",
" ax=ax,\n",
" add_colorbar=False,\n",
" levels=levels,\n",
" vmin=1,\n",
" colors=colors)\n",
"\n",
"\n",
"patches =[mpatches.Patch(color=colors[i], label=labels[i]) for i in range(4)]\n",
"ax.legend(handles=patches)\n",
"ax.set_title('Population Change Classes (2010-2020)', y=0.1)\n",
"\n",
"# Set axis labels off\n",
"ax.get_xaxis().set_visible(False)\n",
"ax.get_yaxis().set_visible(False)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DVrHgUx9lukn"
},
"source": [
"Last step is to save the results to disk as a GeoTiff file."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "tZZ3J2P3lt7R"
},
"outputs": [],
"source": [
"output_file = 'change_class.tif'\n",
"output_file_path = os.path.join(output_folder, output_file)\n",
"change_class.rio.to_raster(output_file_path, compress='LZW')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "s9fb0NotJ29P"
},
"source": [
"----\n",
"\n",
"If you want to give feedback or share your experience with this tutorial, please comment below. (requires GitHub account)\n",
"\n",
"\n",
""
]
}
],
"metadata": {
"colab": {
"name": "Basic Raster Styling and Analysis",
"provenance": []
},
"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",
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