{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Import Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import urllib\n", "import zipfile\n", "import glob\n", "import os\n", "from shapely.geometry import Point\n", "from geopandas import GeoDataFrame\n", "import random as rd\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Import and Clean Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this mini project, we will need 2 layers: **Public transit stations** and **COVID-19 vaccination clinic locations**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "try:\n", " os.mkdir('downloads')\n", "except:\n", " print('folder exists')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def download_unzip_shp(link, foldername):\n", " # download shapefile as a zipped folder\n", " urllib.request.urlretrieve(link, foldername + \".zip\")\n", " \n", " # unzip to another folder\n", " with zipfile.ZipFile(foldername + \".zip\",\"r\") as zip_ref:\n", " zip_ref.extractall(foldername)\n", "\n", " shp_name = glob.glob(foldername + '/*.shp')\n", " \n", " return shp_name" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# bus stations:\n", "## check this link: https://data.cityofnewyork.us/Transportation/Bus-Stop-Shelters/qafz-7myz\n", "buslink = \"https://data.cityofnewyork.us/api/geospatial/qafz-7myz?method=export&format=Shapefile\"\n", "busname = \"downloads/bus_shp\"\n", "bus_shp = download_unzip_shp(buslink, busname)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bus = gpd.read_file(bus_shp[0])\n", "\n", "# convert from GCS to PCS for further actions\n", "bus = bus.to_crs(epsg=6434)\n", "\n", "bus.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# uncomment to check the shapefile coordinate system\n", "#bus.crs" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# metro stations:\n", "## check this link: https://data.cityofnewyork.us/Transportation/Subway-Stations/arq3-7z49\n", "metrolink = \"https://data.cityofnewyork.us/api/geospatial/arq3-7z49?method=export&format=Shapefile\"\n", "metroname = \"downloads/metro_shp\"\n", "metro_shp = download_unzip_shp(metrolink, metroname)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "metro = gpd.read_file(metro_shp[0])\n", "# convert from GCS to PCS for further actions\n", "metro = metro.to_crs(epsg=6434)\n", "metro.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# join them together:\n", "bshort = bus[['shelter_id','geometry']]\n", "mshort = metro[['name','geometry']]\n", "transit = gpd.GeoDataFrame( pd.concat([bshort, mshort], ignore_index=True) )\n", "transit.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "transit['ID'] = transit.index\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# uncomment to check the shapefile coordinate system\n", "#metro.crs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# if you would like to download a .csv version: try codes below\n", "# # bus stations:\n", "# urllib.request.urlretrieve(\"https://data.cityofnewyork.us/api/geospatial/qafz-7myz?method=export&format=Shapefile\", \"bus.csv\")\n", "\n", "# # metro stations:\n", "# urllib.request.urlretrieve(\"https://data.cityofnewyork.us/api/views/kk4q-3rt2/rows.csv?accessType=DOWNLOAD\", \"metro.csv\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# census tracts:\n", "## check this link: https://data.cityofnewyork.us/City-Government/2010-Census-Tracts/fxpq-c8ku\n", "ctlink = \"https://data.cityofnewyork.us/api/geospatial/fxpq-c8ku?method=export&format=Shapefile\"\n", "ctname = \"downloads/2010 Census Tracts_shp\"\n", "ct_shp = download_unzip_shp(ctlink, ctname)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ct = gpd.read_file(ct_shp[0])\n", "\n", "# convert from GCS to PCS for further actions\n", "ct = ct.to_crs(epsg=6434)\n", "\n", "ct.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# uncomment to check the shapefile coordinate system\n", "#ct.crs" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IDNameAddressNotesPhone_NumberStation_TypeVaccine_TypeNotes.1formatted_addresslatitudelongitude
00Abyssinian Baptist Church- Pop Up132 West 138th Street, Manhattan$100 incentive available , Walk-up vaccination...(877) 829-4692Pop Up - VanVaccines offered:Pfizer (12+)Johnson & Johnson...$100 incentive available , Walk-up vaccination...132 W 138th St, New York, NY 10030, USA40.816682-73.941556
11AMC Magic Johnson Harlem- Pop Up2309 Frederick Douglass Blvd, Manhattan$100 incentive available , Walk-up vaccination...(877) 829-4692Pop Up - BusVaccine offered:Pfizer (5-11)$100 incentive available , Walk-up vaccination...2309 Frederick Douglass Blvd, New York, NY 100...40.809686-73.951782
\n", "
" ], "text/plain": [ " ID Name \\\n", "0 0 Abyssinian Baptist Church- Pop Up \n", "1 1 AMC Magic Johnson Harlem- Pop Up \n", "\n", " Address \\\n", "0 132 West 138th Street, Manhattan \n", "1 2309 Frederick Douglass Blvd, Manhattan \n", "\n", " Notes Phone_Number \\\n", "0 $100 incentive available , Walk-up vaccination... (877) 829-4692 \n", "1 $100 incentive available , Walk-up vaccination... (877) 829-4692 \n", "\n", " Station_Type Vaccine_Type \\\n", "0 Pop Up - Van Vaccines offered:Pfizer (12+)Johnson & Johnson... \n", "1 Pop Up - Bus Vaccine offered:Pfizer (5-11) \n", "\n", " Notes.1 \\\n", "0 $100 incentive available , Walk-up vaccination... \n", "1 $100 incentive available , Walk-up vaccination... \n", "\n", " formatted_address latitude longitude \n", "0 132 W 138th St, New York, NY 10030, USA 40.816682 -73.941556 \n", "1 2309 Frederick Douglass Blvd, New York, NY 100... 40.809686 -73.951782 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# vaccine station\n", "# the processing notebook is in the floder\n", "# several geocoding errors are fixed manually\n", "vs = pd.read_csv('Vac_station_final.csv')\n", "vs.head(2)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "## generate geo-spatial dataframe using csv files\n", "geometry = [Point(xy) for xy in zip(vs.longitude, vs.latitude)]\n", "vs = GeoDataFrame(vs, geometry=geometry)\n", "vs.set_crs(epsg=4326, inplace=True)\n", "vs = vs.to_crs(epsg=6434)\n", "#vs.head(1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vs.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (10,10) # change the plots to a larger size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First, select a random station" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# select 1 random station:\n", "station_code = rd.randrange(3896) \n", "station = transit[transit['ID'] == station_code]\n", "\n", "# plot both the select station and the census tracts\n", "ax = ct.plot()\n", "station.plot(ax=ax, color='brown')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Then, generate 1 mile radius buffer and clip census tract to 3 mile bounding box" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\yunhe\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n", "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n", "\n", "Left CRS: EPSG:6434\n", "Right CRS: None\n", "\n", " \n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAI/CAYAAACvYncDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3icV5X48e+dopmRNOpdsiX33mLZqZAeEgIhQAKBAAGysAR22R9baLvALrCwS0sICwkhlASyARYSAkkgvce4914kWb2PNCNNn/v7Y8aOZbWR9E6Tz+d59Fi68773vXIm1tEt5yitNUIIIYQQwnimVA9ACCGEEGK2kkBLCCGEECJBJNASQgghhEgQCbSEEEIIIRJEAi0hhBBCiASRQEsIIYQQIkEsqR6A0UpKSnRdXV2qhyGEEEKIc8j27dt7tNalZ7fPukCrrq6Obdu2pXoYQgghhDiHKKWaxmqXpUMhhBBCiASRQEsIIYQQIkEk0BJCCCGESBAJtIQQQgghEkQCLSGEEEKIBJFASwghhBAiQeIKtJRSjUqpvUqpXUqpbbG2IqXUM0qpo7E/C2PtSil1t1LqmFJqj1LqvDP6uS12/VGl1G1ntK+P9X8sdq+a6BlCCCGEEJlgKjNal2ut12qt62Nffx54Tmu9CHgu9jXAdcCi2MfHgXsgGjQBXwHOBzYCXzkjcLondu2p+66d5BlCCCGEEGlvJkuH7wAeiH3+AHDjGe0P6qi/AgVKqUrgLcAzWus+rXU/8Axwbey1PK31Jq21Bh48q6+xniGEEEIIkfbiDbQ08LRSartS6uOxtnKtdTtA7M+yWHs10HzGvS2xtonaW8Zon+gZQgghhBBpL94SPBdrrduUUmXAM0qpQxNcq8Zo09Noj1ss+Ps4wNy5c6dyqxBCCCFEwsQ1o6W1bov92QU8SnSPVWds2Y/Yn12xy1uAOWfcXgO0TdJeM0Y7Ezzj7PHdp7Wu11rXl5aOqucohBBCCJESkwZaSqkcpZTz1OfANcA+4I/AqZODtwGPxT7/I/Ch2OnDC4CB2LLfU8A1SqnC2Cb4a4CnYq+5lVIXxE4bfuisvsZ6hhBCCCFE2otn6bAceDSWccEC/K/W+i9Kqa3Ab5VStwMngZtj1z8JvBU4BgwDHwHQWvcppb4GbI1d91WtdV/s8zuAXwAO4M+xD4D/GucZQgghhBBpT0UP+s0e9fX1etu2bakehhBCCCHOIUqp7WekwDpNMsMLIYQQQiSIBFpCCCGEEAkigZYQQgghRIJIoCWEEEIIkSASaAkhhBBCJIgEWkIIIYQQCSKBlhBCCCFEgsRb61DE+IJh3L7QqHaNRo1ZtjF5UjkGY589XglM0FoTS547iiPLTK5N3tJCCCHSh/xUmqJnDnTy9w/vHNW+sa6ILY19Y9yRPBYTrJlTiGs4wPHuoaQ+26RgeWUe+9oGZ9xXSW4WfUMBIuPk0l1W6eRgu3tU+yufvVwCLSGEEGlFlg6NktrJLABCEdje1M/x7iEWl+eybm4BZlNyBhbRcKJniNqi7Bn31eMJMKfIMe7rg94QVvPo7ysU0fR6/Hj8o2ccpyMUjvDMgU68gTA7TvbTPxQAIBzRnOj2GPIMIYQQs5v8+m+QQCiS6iGMcKQzGgiU5GaxoDSXQx1uBrzBhD5zOBDGGwxTlG2lb3hmzyrOsdHU6x3ztVaXl/PnFbG5YeQM4n/9+SD3fmD9uEuLU7W7xcXHHnyjnJNJgdNuparAQWPPEN+/ZS3XrKgw5FlCCCFmJ5nRMohRsyhG6/EE2NzQx3AgxPraQuaVzHzGaSJdbj8V+ePPRsXLYp74rbm9qY+awpHPeflID4Hw6IB3wBukqXcIXzAc9/O73X7+408HRrRFdLSvg+2DeINh/u7hnfR6/HH3KYQQ4twjgZZB+mLLSukqGNZsb+qnoWeYpRVO1s4pIFGrigfaB1k7p2BGfQxNEriGIozaj1VfW0i7y4fWGq01x7rcHGwfxB8KU1ucg91qjuvZoXCEjz24jT0tAxNeFwhFuPrOl3nhcFdc/QohhDj3yNKhQfqGApgU427gTieHOqIbycudNmpLcjjYPjjmScqZmMrs0VjaB8ZeNjzToQ439bWFbGvqZ93cAl451sNl33mR+aU5XLuigr+9dAH5DuuEfbiGA+Q7rEQ0/H5HC25fiIc2N3EizsMEfUMBnt7fweVLyuK6XgghxLlFZrQMlJNhJ9463X62NPQRCIWprytkrgEb2U853OmmKCdr2vf3DQVx2if/+zzc6WZhWS5HO944hXiie4ifvHICu3Xyt/fLR3s42uXhXx/dy2d/t4evPX4g7iDrlEd2tDLoS+z+NyGEEJlJAi0DZce5NJVu/CHNtsZ+2l3DvHlRCatr8pnpfnKtYVFZ7oz6sJomf3u6fSEaezx4Am/MoBXlZPGD952HzWJmX+v4y3/NfcM8uaeda+58mV9vbZ72OP2hCE09w9O+XwghxOyVWVMwac6RlZmBFsDySicub5CXj/YAUJFnY25xNntbB/EGprcM2Dnom+Go4luHPXXgM99h5UMX1vI3l8wnPzu6ZPhPv93NN961kvW1Raevd/uCmE2K2x/Yevp05kw9srOFxRW52CyZ+x4QQghhPAm0DBTPUlW6yXdYWFjmZHtT/4j2jkE/HYN+8hwWVs8rYm/rAMNTDLgae4epK86msXd6sz1T2e5WkG3ltc9dMWr5tjzfzqcf3sX9t9WzrDKPSETzmd/s5tmDndMa03gcVnPKKwMIIYRIPxJoGSgrw2Yz1tcWcqzLMyrIOtOgN8Tmhj7yHBY2zitiV7NrSjnDyvLsSQm03L4QYT3yjpeOdLOzqR+3P8Rb736FJeVOhgIhmvsm32g/VYvKc8myZF6gLYQQIrHkJ4OBLEnKwj5T1QUOlldGZ7HiTWI66A2xpaGPfLuV+trCuFNDNPRMvxRQRMcfaoUjmrufPXr667ufO8pHfr4FdyxNhNbRU4qJCLIAnj3QRcfATJdKhRBCzDYyo2WgZJW7mS6LCdbXFrHjZD+trunloej2+On2+KktcpBrt7J/ktqG3W7/uLUJJzOFOAuA+19t4OEtJynLs9Mx4Etqqo2PvXk+Ffn25D1QCCFERpAZLQOZDCr9kghLK5xU5jvY3NBHMDzzCKSpz8v+tkHW1ORT5rRNeO20015MNdIChgJhGnqG8M4wj9dU3f/KCXY3u5L6TCGEEOlPAq1ZzmkzU19bGF026zd+2Wx3ywBuX5CNdYXjpoQ41O7GOo3ZPqs5c/a8lefZWTPDbPhCCCFmHwm0DDSNCZiEOm9uARaziW0TbHY3gjcYYUtjPwvLcsdMeurxh1hRnT/lfqsLM2cprs2VmL1fQgghMpsEWgbSUzonlzhlThurqvPZcdJF/3DyMpYf7fTQ7vKycV7RqM3yehpRaHZW5mwhfPpAJ9948iAnp3nCUgghxOwkgZaB0mGH1sa6Ijz+EHsnyIieSMGIZktDH/NLc5lT5DjdfqB9EKdtakuB6V6o+0zhiGZOUTZzi40rYySEECLzSaBloFTOZ1UXOFha4WRLY9+UE4smwrEuDx0uH+fHZreCYc3Syryp9dHtmXJwlkq/395CQ88QO08mdqlWCCFE5pBAy0Cp2KNlUnD+vCK6PX4OdUw9hUIiBSOazQ19zC/NYW5RNp2D/indrzUsKHMmaHTG29Xs4u7njrK6RjbFCyGEiMqcTTBiTOtrC9nc0JfqYUzoWNfQ6RxeuTYLrS4vS8pz8YUiWM0m9rS4xk05YTWnw4Js/CJap30+NSGEEMkjgZaBUjGj1e7yYTUrQ3JjJVIoApsb+lg3twCPL8iWxjeW14qys1hUnsvhTjeuszbvJyqTe6I8c6CT4UAoozbyCyGESBxZOjRQKk4dtri8nDe3MOnPna6dJ11U5DtGtPUNB9jc0MeQL8T62kIWluWefq1j0Ed1QeakeRgOhHl6v7EFq4UQQmQuCbQMlKo8Wjua+qkpdEx6Xb7Dmhb1GKvGCZyCEc32pn6OdXmoK85mY10hTruF6oLMOsn3h12tqR6CEEKINCGBloFStXgXjGhyJylzs762ENCcV5v62a89LS4unF804Zgbe4fZ0tiPLximczCzlg9fOdrDoC95+cuEEEKkLwm0DBRJYWr4Qx3uWDA10tyibJZWONne1M+AN8Suk/0pL37sD2kiGmwWE6trJs4YHwxrmjJsn1Y4omlNQLkjIYQQmUcCLQNNJ/u5kY51uSlwWIFoEHP+vCJa+4dHpH0IhDUlOVmpGuJpTb3D9A0F2NMywLq5BRRkW1M9JMNU5tuZV5KT6mEIIYRIAxJoGUinODf8gDfEgrJcVlXnUZhtZXNDH2MdRtzXNsjaFBdA7hj0nZ7N2nnShdaa9Rm0qX8ib11Vid2aOYlWhRBCJI6cQTeQ1pFUD4HtcRaQbu4bJifLzFAKs8gHw2/8fQ14Q2w/2c/q6nzaB310u6eW3DSdOO3yv5UQQogomdEyUDj1cVbceocCrKiaWkkcox1od1NbNPJE4Z7WAYb9IerTYNP+dE12MEEIIcS5QwItQ6V30tCzbWnsZ2FpavcSleXZRrUNBcJsa+pneWUedRlYpFmp1KfQEEIIkR4k0DJQJLPiLCAaGqYytdbBdjd54yy1HWgfpLF3mPPmFlCbQQHXpuM9qR6CEEKINCGBloFSmd5huo53D1FfW5T05zrtFs6fV0SW2cTSyomXMHecdNHUO8yKqjxW1+ST7hNGrx7rwRdM3d43IYQQ6UMCLQNl0h6tMx3uHMRuTc5bobrAwca6IoKhCJsb+ugbDtDQPRRXIeb9bYPsaRmgLNfG+fOKcKbpXihfMMKm472pHoYQQog0IIGWgcKRzIy0BrwhVtckLt2DUrC6Op+V1fm0urxsaezDF3rj76rb4580cemZOt1+Njf0EQxH2FBXyJyiycsPJdvPXmtIeV41IYQQqSeBloEydUYLoKF7CKvZ2DW57CwzG+sKqcizsad1gH2tA+Ne6/GFpty/LxRha2M/zX1eVlTlsSaNlhVfOdrDL//alOphCCGESDEJtAyUqTNaEJ1VWmNQEtOKPDsb64pQRE82tg9MnhPraJeHhWW5037m/rZBdrcMUO60sXFeYVrksvrPJw5ytNM9+YVCCCFmLQm0DJTJM1oA7S7vjGaETm1W7xj0saWxb8rJUMc7fVhbnE2Zc3QaiLF0DPrZ0tBPIBRmQ11hSk8r+kMRPv3rXfhDsjFeCCHOVRJoGWReSTa9Q5mbzRyg1eWbdmmehaU5pzerT9fuZhcluW/UYVxRlcfKqjyaeoenHDD5Q5qtjf009Q6ztMLJ2jkFKUljcbB9kP/+8+HkP1gIIURaSP36yiygFJiUysg8WmdzDQendV9Rjg26h2b07LCG+aW51BZrej1+9rcNnn5tJvvKTxXVLnPamFeSw6EONwPe6X2f0/Gz1xp406ISLl9alrRnCiGESA8yo2WANTUFHJ9hkJEuGnqGWFUd/wnAU1pdXkOev6Whj+1N/TT2Do9o73L7Ztx3V+y04nAgxPraQuaVJC8r/j//3266Bmf+PQghhMgsEmgZwJLK1OoJEAxPfU9Rq8s7pRQNU3Wyz4sjy2xIX8GwZntTPw09QyytyE3KsmLvUIC/+9+dBEIZvpFPCCHElEigZYBkLkMlw6EOD0sqnFO+L5jg0wBnF6A2wqEOD7uaXZTk2rhwfnFCTytuaezjM7/dRSjTT00IIYSImwRaBmjpH578ogzj8QVZWJpDTpaZ6sL4EoIebHezIIFFqvMc1oT0m5NlZm5RNj0eP8FQhI11RVQV2BPyrCf2tPOxB7fh9o0dnG9t7GPT8V7DlmKFEEKklmyGn6HKfDvtA7Nv702r643vaXmVndb++H7wFziygMTsVwsatOymVLQUUJnThgb2tQ6wran/9OtbGvsAWF2TTyAUOb2Z3igvHO7m+rtf5Vs3reaC+cWn27vdfm6+dxMAVywt45vvWkV5XmICPiGEEMkhgdYM5TusszLQOtO+1gFyssxx5cXa1eKiNNdGt8f4VBdt05jlsVlMzC3KpiA7Ohs24A1ysneYln4vLZMEj6dSVSwozSHfYWV3ywBhg46Wnuwb5pb7/sqyyjyqC+zk2iwj3kfPH+rikv9+nmuWV3Dr+XO5aGGJIc8VQgiRXBJozVCWZfavvnqDETbWFbKlsX/Sa8MRzfzSnIQEWp1uPwXZ1nFTUFTk2SnLs+GwmgmEIvR4/LT0ezna5ZnRc0+dKC3NtTG/NIcDbYO4/VMvGTSWg+2DHGwfHPO1YFjzxN52ntjbzqKyXOYWZfPNd6+izCmzXEIIkSkk0JqhLPPsD7QAmvujWePjyWd1oG0Qh9WEN2jcpm+71URFnp2awmx8oTAmpVBEA7tBX5CWvmE6Bn10JDCFQrfHT7fHj8NqYmNdESf7h+lI0mzm0S4PR7s8/PilE3zpbcuT8kwhhBAzJ4HWDJnSpYpxgrUP+Fhdkz9p5ve64myKc23sbp589iseG+oKOdE9RO9QgMbe4VH5tVLBG4yc3se1Zk4+/qDx+7jGc6zLQzAcwXqOBPhCCJHp5F/rGRoc5/TYbDRR0exV1fmsqMqjsXeY7U39GJUuqm8oQO9QwJjOEmB38wCHOtzUFWdz3tzE5+N66Ug3N927iW2xQE8IIUR6k0BrhmZjaoexLK1wkmUemTDUZjFRX1fInEIHe1sHRpTMMcrx7iFqi+JLL5FKjb3D7DjpojzPxsa6QnJtiZss3t3s4qZ7N/G++/7K84c6icyG2k9CCDFLydLhDJTn2egczOxC0vEKa83OZhcARTlWFpU5OdgxyLY4NsjPVEW+g6a+zMgr1T7gp30guo9rQ10hHYM+muMce2W+neoCBx5/iDyHlY4BHyf7xg/kN53oZdOJXhaW5fKZqxZz3coKTLOsSoEQQmQ6CbRmoDzPfs4EWrk2C3OKHJQ77exudrG5IXlLV8e7Z3ZqMBW8wQhbG/uxWRSlThvd7onfJ/NKsukfDo7I5wXR1BJFOVkcanePe9LxWJeHT/3vDhaX5/IPV0rAJYQQ6USWDmfAYTWm9l66W1rhJBSO0NznZVtTP8EkL1X1eAKsqJp6SaB04A9p5kySWX91TT6dA74x01Yc7x5ia2M/wXCEDXWFzJ2gDNGRzmjA9Za7Xubu547Sl8Z724QQ4lwhM1pTZDbB4vJcLCYTJ7oTkwE9HSgFa2ryGfKHk3aibiJ2a3q+VWsKHXzgglrCEc2PXjg2ZlLXHSddLCrLHZXPy241sao6n61xLL/6QpHT1y2vdGI2mdjbOvYJ0KNdHr73zBEOd7q58z1rz4lcb0IIka7S86dXGgtHojMHs1WuzcKKqjxO9g2xq3niVA7JdLB9kCyzIhB+YzatqiC6pykc0Qx6gxxLQeC7tMLJLRvm4PaF6Bz08eCmpjGvO3sOcN3cAtr6vXEFWWc70B4NfGuLHJQ47expcREMj55lfGJPO68f6+H7t6zjzYtLp/wcIYQQMyeBlgBgTpGDijw7e1sGkrr/Kl7DgTAb6woJa1BAc/8wbS4fbbGajBvrCiEFgdb2pn6GA2GqCxzcvH4OvUMBntjTPuq6Y10eNtQVojV0un3sPOma8bOb+rw09XkpzLayuNxJ24B31Mb7/uEgzx7slEBLCCFSRAKtc5hJnSqcrDnQPhj36bhUmagEUChFKQ76h4M8vqeNG9dVM7c4my+/bTl9ngCbTvSOunY6s1fxjuFUcLykPJfsLAu7W1yc+iuZLMmsEEKIxJHNG+egfIeV8+cVUZJrY1fzAAfGqbWXSXo8qdv4/YvXGsnJspDvsGI1m/jJbfV87z1rcNqT/3vM4U4PO5tdlOTa2DiviDy7hYPtg4TCxpVDEkIIET8JtM4htcXZ1NcW4g2E2NzQR9ckKQcySXP/MPYUbfpuG/Dx9IEO3L4gRTlZDAdCXLm0nGc+cylXLi1LyZi63H62NPThC4ZZN7cgLQ40CCHEuUgCrXPAyqo8VlTl0dQ7zLam/hEbymcLraG2OCdlzz/Y7sZptwJQ5rQTjEQIhiP88NbzqMy3J2UMp9KN1BZnc98H13P/h+opz7fz7vNqWFmdn5QxCCGEGCnutQ2llBnYBrRqrd+mlLoC+A6QBWwHbtdah5RSlwGPAQ2xWx/RWn811se1wPcBM3C/1vq/Yu3zgF8DRcAO4INa64BSygY8CKwHeoH3aq0bZ/YtnxuyLCZWV+fT7faxLwGlcdJRviN1Ww7ve/kE5Xl2PnJRHSaToiTXxpA/hNsX4scfXM9N92wikMDlu+tXVXLne9eyr22AFVV52CzRoOvypWWYJXmpEEKkzFRmtP4BOAiglDIBDwC3aK1XAk3AbWdc+4rWem3s41SQZQZ+CFwHLAfep5RaHrv+v4E7tdaLgH7g9lj77UC/1nohcGfsOjGBopwszp9XRHaWmW1N/RlTusYIqZ6o+9rjB7jp3tc52hldpsuxWTCbFIvKnHzxrUsT9tzCbCv/fsMKsiwmzptbeDrIAiTIEkKIFIsr0FJK1QDXA/fHmooBv9b6SOzrZ4B3T9LNRuCY1vqE1jpAdAbrHUopBVwB/C523QPAjbHP3xH7mtjrV8auF+OoLc5mc0PfmFnGZ7teT+r3nO046eL6u1/ltWM9QDTw7fH4ubl+DuV5toQ8899vWEGpMzF9CyGEmJl4Z7TuAj4LnFr76AGsSqn62Nc3AXPOuP5CpdRupdSflVIrYm3VQPMZ17TE2ooBl9Y6dFb7iHtirw/ErhfjGBqnHt5s5rCaWVSWmzbBRiAcYWvjG7nIKvLtuLxB/umaJYY/66plZdywpsrwfoUQQhhj0kBLKfU2oEtrvf1Um9ZaA7cAdyqltgBu4NRP+B1ArdZ6DfAD4A+nuhqjez1B+0T3nD3GjyultimltnV3d0/2Lc1qRzo9LCxN3abwZFlcnsvamgKqC+x4g2GOdnkSlqdqOn704nF6YjNsVrOJUDjCpYtLDS2H47Rb+PqNq5BJXiGESF/x/Kt/MXCDUqqR6HLfFUqpX2mtN2mt36S13gi8DBwF0FoPaq09sc+fJDrzVUJ0purMWa8aoI3o7FiBUspyVjtn3hN7PR8YlbZca32f1rpea11fWioZsPMc1lQPIeFysizsanHRGssMn24Ks62YzwiASnJtOLLM7Pry1ayszjPkGV+6fjkVSTrRKIQQYnomDbS01l/QWtdoreuIzmI9r7X+gFKqDCB2MvBzwL2xrytO7aNSSm2MPaMX2AosUkrNU0plxfr6Y2x27AWiy48Q3VT/WOzzP/LGJvubYs+efbkJDLanZYDinKxUDyOh3L703oPWOejn5aNvzK7m2CyEwhqH1cw9t64nb4bJTMvzbNy0vmamwxRCCJFgM1nH+Bel1EFgD/AnrfXzsfabgH1Kqd3A3URPJurYHqu/A54ienrxt1rr/bF7Pgf8o1LqGNE9WD+Ntf8UKI61/yPw+RmM95wRimgWluWmehgJlcpM8PEaDoRHfF2YbaVtwMecomzufO/aGfV91bJyTHKiUAgh0t6Ufq3WWr8IvBj7/F+Afxnjmv8B/mec+58Enhyj/QTRU4lnt/uAm6cyRhF1qMON1awIpjrnwTQ57RbevqaKLLOJrY197D8rF5jLG8RhNeENpm9pmchZk69KKewWE4c6Brl8SRl/e+l8fvzSiSn3u6A0h1vPrzVqmEIIIRJIikrPUgPeIPW1hWxrSp8N4vFYXJ7LxQtLuHFtNWvmFJxu/8Ije3l4y8kR15Y77TT2DSd7iHErzhl9CjLfYaUoJ4uWfi+fvmIRv9vWQu/Q5LNzWRYT1ywv59qVFVy7ogKLWYo6CCFEJpBAaxbrToO8UmMpysliWaWTuUXZVOU7WFQe/VwpWFY59kbxz1y9iIJsKzlZZgqys1AKBoeDnOwfxmm3YjEpfvF646jlulSqKXSM+FprTUPPEAtKc8nPtuILhvnU5Qv56uMHJu3rP25Ywfs2zk3UUIUQQiSIBFqzWFPvMMsr8zjQnvoSPBV5dt51XjVvWVHBqur8EfuLej1+inNthCYoUVPmtPO5a0dnV9/XOnC6jt+HL67j0R2t9A0FeHxPO62u1GbFH/SO3LCvlGJhWS6tLi81hdm0D3jZOK9o0n42zivilg1zJr1OCCFE+pFAa5azmFO7YfrW8+fy91csmjANQXFudIltOsthZ5aYKXPa+dtLFwDwmasX892nD/PswS4aeoam3K8R/ryvg4sWloxoU0pRnGOjY8BHUU4WWxpGZSsZ5avvWCG5soQQIkNJoDXL7W0doLrAkfDZnXyHlf+4YQVLKpzYLCYe2nySR3a08PUbVyYsSBjyhxjwjp3mwW4186/XL+eLb11Gq8tLQ88Qj+5s5epl5RzqcPObrc10DEZzcNUUOqgucLCvdYAhA5ceu91jL906sswMB0I09Q5z5zNHxrzmlA11hSytMCbvlhBCiOSTQGuW0xqqCuyGB1pZFhNvWljCiup8rl1RQVFO1ulZq1A4wto5Bfzb9csSOhOTY7Nw/iRLb0opagqzqSnM5k2Loslsr1tVyc31New46eLB1xv5v09ciFKK4UCIe148zj0vHicUmflpzT0tLrTWY/4ddHv8/HpLM42942/mX1rh5JOXL5zxOIQQQqSOBFrngD0tAxRkW2dcaFopWDengH+4ajEVeXbmFDnIznrjLRSJaNoHfYTDmsp8e1KWu6b7jFPB19tXV57uIzvLwj9ds4TrVlby6V/v5FiXZ0Zjaxvw8eOXT/CJ2HLmmeYWZbPpeO+odotJ8c9vWcK1KyrId1gpnOWJZ4UQYraTM+LnAH8owuJy57TvX12Tzw/ffx7b/+1qHvnkxVy6uJTsLDPWs/ZUuf0hKvPsWMwKk0llRIHrsQK15VV5/PHvLubtBhRr/tELx8ZsNylFbXE2OVnm023VBQ7uv62eT1y6gLqSHLIsJrxpdIpSCCHE1MmM1jnicIebLLMiEGcC01XV+bxzXTVvXlxKOKJZUjEyUJtTlD3qHpOC490eyvPtnFdQaMi4UyU7y8Ldt6xlfkkO33/u6LT7Kc8b+xCA3Wrmvg/V4wuGOSv1KQkAACAASURBVNzhxmY1sajMOWJzf47NwvFuDwtKZ3eWfyGEmM0k0DpHDHiDbKgrZGvjxAlM5xQ5+MY7V3HJwpIpL8s57Vac9tlT0FopxWeuXky+wxpXrquxnOgZoql3KJYnbPTfp91qHpGY9WwSZAkhRGaTQOsc0jtOfcCcLDM3rK1if9sg166sOL1pXER99JJ5hCIRvvHkoSnfG45oPvDTzZQ77cwryaGpbxh/KMJPPriesnFmu4QQQsweEmidQ070DFFXnH36pJvVrLhpfQ23XzIPu9WMLxiZMN/Vuezjb15A+4CPn7/WOOV7m/u8NPd5R5RD+uKj+/jJh9ZLfiwhhJjlJNCaJaxmxeJyJ/NKcih12rBZzARCEfqG/DT2DnOoYxBfMEKZ005j7zDvXFfNdSsrWFiWS4nThscXIsdmJtcmb4nx/Otbl3Gk081rx0afFpyqZw928rvtLdxcLxnfhRBiNpOfqhnMbjVx/aoq3ramkgvmFeM44wTb2QKhCHtaXOxqdlFfV8jH3zyfV4/1YLOa6R8KkGOzkJMlb4eJWMwm7nzvWq6765W4CkFP5suP7efNi0vH3TAvhBAi88lP1gxkt5r4m0vmc/sl8+LOs5RlMVFfV0R93RsJPq9aVs72pn5W1eSTN4s2sSdSmdPO129cyR0P7ZhxX95gmKf3d/DBC+tmPjAhhBBpSfJoZZiLFxbzzGcu5Z/fsmTGySztVjP1dYVkW8efCROjXbeqkiuXlhnS1+Y4ah0KIYTIXBJoZZBPX7GQX370/DFzWE2XzWKeVjHnc92/vW05FtPMN7InugalEEKI1JKfsBniG+9cxT9eswSTAT/cxczNK8nh5vqaGfdzqN09bvFpIYQQmU8CrQzw9RtX8v7z56Z6GOIs/3TNElZU5c2oD28wzF3PHhnzNa0133v6MK8f68EXlFI8QgiRiSTQSnOfvnIRH7igNtXDEGMoybXxm7+9kEsWlsyon4e3nOTRnS0j2rTWfP2Jg9z9/DEsZhN22UcnhBAZSQKtNHbVsnL+35WLUj0MMYFcm4WffXgDN66dfgHqiIZ//O1u/rS7DYgGWd948iA/fbWB61dVsnFe0SQ9CCGESFcSaKWpijw737l5tezJygBZFhPfe89aPnnZAqb7n0tr+OKje2kf8HLXs0f5ySsNAJQ6bQwMBw0crRBCiGSSPFpp6pvvWkVB9szSN4jkMZkUn712KdevruSLj+5jd7Nryn24fSEu/daLhCKR022/eL2R32xt5l3nVfORi+tYWOY0cthCCCESTGa00tA1y8u53KA8TSK5VlTl88gdF/H565ZiNU99eisQjhDRI9u8wTAPbT7JVd97mQ/+dDPPH+okEIqM3YEQQoi0IjNaaUYp+Px1S1M9DDEDZpPiE5cu4KIFxdzxqx2G5sp65WgPrxztQSkozbVRVeCgusBBZb6dqgIHNYUOLltSRpZFfocSQoh0IIFWmllZlc/80txUD0MYYHVNAT/+4Hq++vgBthicAV5r6HL76XL72XXWMuXCsly++o4VXLRgZqchhRBCzJz82ptmzpcTZrPKyup8fnn7Rq5bWTHptcqgcw/Hujy8/yeb+fTDO+ka9BnTqRBCiGmRGa00c8H84lQPQRjMZjHzg/et45/+bzeP7Wob9fqNa6v45OULWVCaSzii2d82wF/2d/D77a30eKafNf6Pu9t4/lAXn7l6MbddWCulloQQIgXkX940ohRskBmtWcliNvHdm9dwzfLy023LKvN4+GMXcNct61hc7sRsUmRZTKybW8gXrlvGC/98KcsqZ5Z53uMP8bXHD/C2H7zKtkYpYC2EEMkmgVYaWV6ZR77DmuphiASxmE3cdcta7FYT580t4Im/v4QLF4w/g+m0W3nob87nrasmX3aczKEONzfdu4l/+u3uGc2SCSGEmBoJtNLIhjqZzZrtsrMsfOOdq/jiW5fFlYy2KCeLH926nh++/zyKcmaeV+33O1q44jsv8stNjYTPziMhhBDCcBJopZHlMyxQLDLDu86roX6KQfX1qyt5+jNvZqMBwfigL8SXHtvPjT98bdSJRSGEEMaSQCuNlObaUj0EkcZKcm384qMbuGiC5cap2Ns6wDt/9BpfeGQvruGAIX0KIYQYSQKtNBLRspQjJpadFS1ifeniUkP60xoe3nKSK777Er/d2kxElhOFEMJQEmilkc5B2aQsJme3mrnvQ+u5aplxZZr6hgJ89vd7uOne19nfNmBYv0IIca6TQCuN7GmR/TIiPjaLmR/duj6uRKhTseOki7f/4FX+/Y/7GfQFDe1bCCHORRJopZHnD3URCkuxYBGfLIuJH7xvHW9fU2VovxENv3i9kSu+8xJ/2NmKjmNJW2st710hhBiDBFpppMvt5y/7O1I9DJFBLGYTd713Le8+r8bwvns8fv7fb3bxzh+9zvam/gmv3dc6yAXffJ5v/eUQB9sHDR+LEEJkKgm00sy3nzqMLxhO9TBEBjGbFN++aTV3XLbAsHqJZ9rV7OLd97zOpx7aQVPv0JjXrKrJ56vvWMGPXjzOu+95HX9I3sNCCAESaKWdpt5hvvWXw6kehsgwJpPic9cu5XefuJB5JTkJecYTe9u56nsv8bXHD4yZDiIQii4dDgfC7G+TWS0hhAApKp2WmvuHUz0EkaHW1xbx5KffxLeeOsTPX2s0vP9gWPPTVxv43fYWPnJxHbk2C25fiJZ+L3/c3Xr6ujaXl/PmFhr+fCGEyDQSaKWhPLvUOxTT58gy85W3r+CGNVV89fED7Dxp/GnWAW+Qu549Ou7rko5LCCGiZOlwiq5eXs7N643feHwmqzkBG23EOWfd3EIeueMi7n7fOqoLHEl99l9P9MZ1WlEIIWY7mdGaIrvVzLdvXsMNa6v4380nefFwN16DN68f6/IY2p84dymluGFNFdcsL2fTiV4ae4bY1ezisV1tCX3u/24+yZJyJ7ddVJfQ5wghRLqTGa1petOiUu75wHq2f+kqvnvzGkOK/Z5yqMMtswHCUHarmcuXlPGRi+exbk4BAFlmE5+9dglZ5sT8M3D3c0fl9KEQ4pwnM1ozlJ1l4d3ra3j3+hr2tQ7w7acO89KR7hn16fFHNxfPKco2aJRCvOG2i+pYWOakzeXlPRvmsKo6n795YBv+kLEJR3uHAvx5bwc3rqs2tF8hhMgkMqNloJXV+Tzw0Y389m8v5KplZTPKaXRAkj6KBFFKccmiEt6zYQ4QnZ299wPrMZuM3xv4f9ubDe9TCCEyiQRaCbBxXhH337aBVz93BZ+9dgkrq/Om3MehdncCRibE2C5fWsa/Xb/M8H53Nw/IMrgQ4pwmS4cJVF3g4JOXLeSTly2kY8DHq8d62N7Uz77WAY52ufEFx16qKcm1ceWysiSPVpzrPnxRHZtP9BlaBsrjDzHoC5HvkJQlQohzkwRaSVKRb+em9TXcFEsNEYlouj1+OgZ89A8H8AbCBCMaq0lRVeBgZXV+ikcszjVKKb5240peO9aD2x8ypE+bxUR2ltmQvoQQIhNJoJUiJpOiPM9OeZ491UMR4rRSp43/d/Vivvb4AUP6W12TjzVBpxqFECITyL+AQogRPnpxHT/7cD3nzS2YcV83rKkyYERCCJG5JNASQoyglOKKpeX8/o6LmMlBxPmlObzzvMRWURBCiHQngZYQYkxKKf7mTfOndW9xThY///AGcm2yO0EIcW6TQEsIMa4vXLeUz1+3dEr3LK1w8ttPXEhtcU6CRiWEEJlDft0UQoxLKcUnLl2A1WziSIebVpeX3c2uUacS7VYTG+cV86aFJXzgglocctJQCCEACbSEEHG4/ZJ5pz8PhiO8eLibR3e28MEL6qgtzqYoJwu7VYIrIYQ4mwRaQogpsZpNXL28nKuXl6d6KEIIkfZkj5YQQgghRIJIoCWEEEIIkSASaAkhhBBCJIgEWkIIIYQQCSKBlhBCCCFEgkigJYQQQgiRIBJoCSGEEEIkiARaQgghhBAJIoGWEEIIIUSCSKAlhBBCCJEgEmgJIYQQQiRI3IGWUsqslNqplHo89vUVSqkdSql9SqkHlFKWWLtSSt2tlDqmlNqjlDrvjD5uU0odjX3cdkb7eqXU3tg9dyulVKy9SCn1TOz6Z5RShcZ960IIIYQQiTWVGa1/AA4CKKVMwAPALVrrlUATcCpwug5YFPv4OHBP7J4i4CvA+cBG4CtnBE73xK49dd+1sfbPA89prRcBz8W+FkIIIYTICHEFWkqpGuB64P5YUzHg11ofiX39DPDu2OfvAB7UUX8FCpRSlcBbgGe01n1a6/7YPdfGXsvTWm/SWmvgQeDGM/p6IPb5A2e0CyGEEEKkvXhntO4CPgtEYl/3AFalVH3s65uAObHPq4HmM+5tibVN1N4yRjtAuda6HSD2Z1mc4xUp1O32p3oIQgghRFqYNNBSSr0N6NJabz/VFpt5ugW4Uym1BXADoVO3jNGNnkZ73JRSH1dKbVNKbevu7p7KrSIBfMEwA8NBfvFaA68c7cYXDKd6SEIIIURKWOK45mLgBqXUWwE7kKeU+pXW+gPAmwCUUtcAi2PXt/DG7BZADdAWa7/srPYXY+01Y1wP0KmUqtRat8eWGLvGGqDW+j7gPoD6+vopBWnCOMFwhK0NfTy1v4NHdrTi9kdjb6fdwh2XLeD2S+Zhs5hTPEohhBAieSad0dJaf0FrXaO1riM6i/W81voDSqkyAKWUDfgccG/slj8CH4qdPrwAGIgt+z0FXKOUKoxtgr8GeCr2mlspdUHstOGHgMfO6OvUJvvbzmgXaabN5eW677/C++/fzAObmk4HWQBuX4hv/eUwn3poB+GIxMFCCCHOHTPJo/UvSqmDwB7gT1rr52PtTwIngGPAT4BPAmit+4CvAVtjH1+NtQHcQXSj/THgOPDnWPt/AVcrpY4CV8e+FmnGNRzgIz/fyrEuz4TXPXuwi399dC/BcGTC64QQQojZQkW3W80e9fX1etu2bakexjmjfcDLR36+lUMd7rjvede6ar5z8xpMprG25wkhhBCZRym1XWtdf3Z7PHu0hBhT56CPm+7ZRKvLO6X7HtnZSpbFxNdvXInFLMUJhBBCzF7yU05MSzii+fv/3TnlIOuUX29t5uO/3M5wIDT5xUIIIUSGkkBLxC0QihCJbWb/9daTbGnsm+SOiT1/qItb79/MoC9oxPCEEEKItCOBloibxx+ioXeIIX+Iu549akifO0+6uPUnm+kfCpxu8wbCuCX4EkIIMQtIoCXi1uvx4w2E+eafDxqa/X1v6wDv/NFrvHi4i0hE0z7gpe+MwEsIIYTIVBJoiUkNxXJiLSzL5dmDnfzqrydHvJ7vsOK0zexcRWPvMB/++Vbe9K0X+MkrJzCpN04kSmZ5IYQQmUoCLTGuU3mxOgZ9APxlXwc/funEiGtybRZKcrNYXpVnyDNbXV4e3tLMDf/zKo09Q/iCYamdKIQQImNJoCVG6YwFVllmE75gGKvJxDeePMjfP7wT7xmzS44sM5UFdo53D3GgfRBHlnHldfqHg9x6/2Za+r3MKco2rF8hhBAimSTQEqOcKpMztzibTSd6+doTB7jv5ROEziifY7OYqC3K5mhndNbL7Quxujrf0HG0urw8tb9DyvYIIYTIWBJoiVGyLCZaXV6Od3v49MM7eeZA54jXTQqWlDtHZYM/2ukhy2LsW+rbTx3mmjtf4uUj3Yb2K4QQQiSDBFpiFLvVzEd+voW3fv8V3L7RCUXX1xayp3VgVHvfcIC1NQWGj+d49xAf+tkWPvLzLRyeQqkfIYQQItWkBI8YQWvN0/s7ONblYawVu/PnFbG5YfxEpY29Q1hMasQyo1FeONzNq8d6uP2S+dxx2QLyHdYJr//DzlZ++MIxllbm8fbVlVyzosLwMQkhhBATkRmtWa7V5eV7zxzm4w9uw+OfuNxNS/8wt96/mc/+bjflefZRry+pcE4YZAF0uf2snWv8rNYpwbDm3peOc8P/vMqf97ZPuH/rJ6+c4GiXhz/tbuObfz6UsDEJIYQQ45FAa5b7zG92sel4L08f6OSnrzSMe93Wxj7e/oNXef14L6EIVOSPDLTmlWTTPRhfmoU2lxeTmvy6mWjqHeaOh3bw5m+9wCtHo/u3GnqGTr/e2DPE/rbB018neDhCCCHEmCTQmuUunF/MrpMuinOyeHjLyVGlbSIRza+3nIyWwRl+47WdJ13UFDoAWFbppGvQT99wfNna21w+1s5J3KzWmVpdXj740y187fEDbG/qP92+96w9ZPNKcpIyHiGEEOJMskdrlvv0lYt4cFMjC0pz2dLYx5XffYnlVXkMB8Ic74qeEmwf8I15b0WenZJcG/tbBwhOcc9Vjye5SUabeodZEwvufMEwmxt6R7z+ytEevvzYPq5cVs7q6nwKc7KSOj4hhBDnJgm0ZrnOQR9DgTB7Wlzk2S10uf10HY4vVcKOk/1jboiPx8k+L2vn5LOrefTpxESwmBRXLi3j3peOc6TTzWO72ka8HghHeHBTEw9uagKiQeTlS0vJybJw8aISLl1UiinR650iDYQAT+zDfdafHiALyAWcY/xpRxahhRBTJYFWBvEFwxzqcFNVYKfMOXqz+tke29XKfz5xkEAoAsCaOQWTbmY/00wPDg54J958b6QXj3Rx+XdepCvOcj0dgz6OdnrY1tTP/a82UJVv502LSlk7t4CLF5Qwtzjx2egHvMFJT06K6RgEjozxcTT22nSZgTnA4jE+5sZeF0KIkZTWsyvrdn19vd62bVuqh2E4fyhMa7+XbrefFdX5tLm8LCjNxRybhRnwBnng9UaeO9hJRENVgZ2XjnTjC0ZO9+G0mQlrGA4kr0jzmpp8drckZ1ZrqlbX5LNnjLEpBe9cW82HL65jRVX+6b/jifhDYWyW+H/Q9g0F8IfCVOY7pjRmcTY/sAV4EXgJ2Ad0TnRDgmQBC4ELgMtiH3NSMA4hRKoopbZrrevPbpcZrQygtabHE6Cxd4g3LSrlULubldV5NPd5ue+V4zjtVv6ws3XEXquzN4MDuP3hSfNgGW2ylBKp5AuOHXBqDY/sbOWRna04rGbmFDlYVOakptDBurmFXLmsDKt55DmShp4hllZMXFjbGwiTZTFhNim63D72tgxQW5zDxnlFhn1Ps58f2Eo0sHoReB3wpnA8pwSAA7GPn8XaFvBG0HUZUJOCcQkhUk0CrQwQDGu6Bn1csrCUhp4hakuyUUrhtFv47dYWAuHI5J3EnCqTc2o5MdGOdw+xqjqPva0zWbJJjHiCQG8wzJFOD0diNR0hWudxaWUelyws5prlFayuyafHHeCFgS7qawtx2q14/CFybSP/93r1WA8Ly3IpcFjZ2tDHlx7bT31tIb+746JRzw2FI1jMJrTW+IIRQwt2Z55h4E/AQ8CzpEdgFY/jsY+fxr5eBNwMfABYlqpBCSGSTJYOM4gvGOb14z1csbT8dFury8vHHtjGgfb4A5mNdYVsaeyf/EKDLCzL5ViXZ/ILkyzXZjFkxq0iz45S0D7gI9dm4b/fvZoVVXnUxVJKDAeiz2ju82I2KR7a3MTvtrXg9ocoyc3in69ZwpXLyil12oDosmJrv5eD7YPc+/JxblhTxVXLyqkryWHYH6LUaUMpRSSiZ/EG/jDwAvAr4PdEN6rPJucBtwLvAypTPBYhhBHGWzqUQGsW+NRDO3hib3vc15c7bfQMBSbMqm60ldV57EvDWS2Tmvmm/7OZTYp/vHox+Q4rEa3JtVk40unhWJeHTcd7GBpjj5zTZmFxhROtNUe7PGPWmFxQmkNBdhbvWlfNRQtL+PZTh/j2TWvIsc2miemdRIOrh4H439OZywRcQXSW611ETzcKITKRBFqzWEPPEJd/58Up3bO+tnBEgs9EW1yeO2L5LZE21BViUopwRBMMR/AFI/QO+enxjE64WpRtpW84OEYv6evMTfxXLi3j3etrqK8rjOskanrSwNPAN4CXUzyWVCoAPgX8A1Ca4rEIIaZqvEBLMsPPAlUFdv7n/eumdE/ngA+VxFWnI50elldOvFncCMsqnWxt7GdzQx/bmvrZ3TLA4U43tcVjZ4bPsWfebFDfGQHjc4e6+ORDO7jgG8/xn08c4MxfnHacTF4gPT1h4P+A9cC1nNtBFoAL+E+glmiwdTK1wxFCGEICrVnAZjHzttVVrK7Jj/ueFpeXNTXJKZNzSiTBs6cWk8IzxpLbRM/OSYNN5qVOG4vLcynPs2E5a89VdYGD4jOy2FtMiraB0ZvBIxp+8koD//WXQ/hDYXzBMGWxPV/pJ0B0g/hy4D1ElwvFG7zA3URPLX4EkILoQmQyCbRmkQvnF0/peo8/uUtmhzrcLK1I3B6U9bWFNPePfSItOM4py6nkvkqEDXWF9Hr8HOn00DnoJxzRlDltLK1wsn5uIb5gmN6hAFaToqrAzvzSnAn3lP34pRNc8Z2X+NdH99HrCXD21oC9Kc1pFiEaYM0H/oZoElExvhDwC94ISBtTORghxDRJoDWL3LC2Cpsl/v+kx7qGWFGV+OW8M5kT9I6rzLezq3n8pbLQONHJ2TNIyZTvsLK1cWSZIw10uf0c6nCz/WQ/vUPRZcJgRNPm8sW1z63V5eX3O1p4xw9fY8N/PsvDW06itcYbCFOcm6oaj9uBi4gGWK0pGkOm0kSXWJcBXwfGrk0qhEhPEmjNIiuq8nnvhqlmo07uYYj9bW4WleUa3m9RjhV/aPzvpbV/mPraQjbOK6K+tpAVVXnMKXQk+bsfqSA78eV3ejwBvvDIXs772jN85Y/7yE36nrQ+4A5gA7A5yc+ebXzAl4CVwJMpHosQIl6ZtxNYTGjtnILThZPjsb/NzYLSHI53DyVwVCPl2IxfrvNPkoDV7Q+zbYxTluMtNSbD2QlNE6l/OMhvt7XwxJ52rllRwRVLy1hYlnt6/9e+toER+dlmLkI0Q/rngV4D+xXRJKjXA+8A7gLqUjoaIcTEJNCaZULhqc/ROO3JLWy8q3mA6gIHrS7jgpziHBvHSF6waASHNfn7w4YCYR7d2cqjO0cu32VZTNy4tgqPP8RHLp7HhrqZlAU6QHQT95aZDFVM6jHgKeDLwGeRotZCpCdZOpxlNkyjbt6uZhfVhcktblxVYGzOpwFvZuXCAuIqVp0sgVCE325r4c/7OphTmD3NXjTRWax6JMhKFh/wReBqzo0Er0JkHgm0pig4hbqCqZDvmN7sVGVecpNd7m52Gbp0drTLQ24CliSNtL62kEXluaybU8DGuiJcaZgoVWv42WsN07jTDXwQuJ3MqUU4m7wArCGa+FUIkU4k0Jqilw530zWYvqd+ej3+ad23q7mfkiSeSAuENYvKjdsUH45oFpWld/kSsyla1Htns4stjX0c7nSnekhj+s3W5lFpISa2i2jS0YcSNCIRn27gLURnuGZew1MIYQwJtKbIGwzTPpC+gVZNYTZZ08ihEIrA/BLjTwNOxOg3X7oXWA5OcCoynQx4g3iDo+sxjqaBHwEXAEcTOygxBd8ELgOaUzwOIQRIoDUtFnP6/kB3ZJlZNs3cWHtbXTiTePz/eM+QoWWAjncnp5bidLn9mTHLYDEpApOc4gQ/cCvR2nzTm0UVifQasBZ4KdUDEeKcJ4HWNDx7oCvVQ5hQ6TSXAL3BSFLqEZ7iGg6y0MCcWkb3Z7S+odFFrdPRBfOLKcie6D00CLwVeDhJIxLT00d0KfGRVA9EiHOaBFrT8OzBzlQPYUIW0/T/sx7qGMRuTd7bomjCH+hTd2ZdwHRiNauMCbQOtg9O8GoH0WWp55MzGDFDfuBm4N5UD0SIc5YEWtOwt3WAjjTdpxWOaLY29k37/gFviNVJLDbd7TZ22Wm6hwESrTRtCzyPtr62cJxXjgMXI0WgM02EaHb+/yDZlSCEEBJoTdtzh1I7q+Xxh/jT7rZR7ftaB07Xx5uuxp6hpOV4OtEzZOgs1LHuIYqSUNpmqgoc6TnTdjaH1cxXblgxxis7idYqPJHkEQnj/DvRPXXxHHQQQhhFAq1pevZAagOtXJuFHJuZrz9+gKHYJutIRPPLv8Zffmc8XW4/a+ckb1ZrXkmOsf2Vpt8+LUdWeuf4OuU99TVUF5ydvPYF4FIgvfcminjcA7wXyIxlbCFmAwm0pshiUqyvLcAfiuANpPY3wyuWlvPhi+v40h/2sel4L5/41XZ+t73FkL73NLuozE9OEtNgxNgksJFI+i2PWNI89cQpdaOC3i3A24kmJBWzw++B24guKQohEk0CrSkKRTTbm1y8fryX4UDqj+vXFGbzpbct54M/3czTBs6yBSOamiSV5Tna4TY0EDna5SHd4ppwGgZ/YxlZePsw0eLFmVVDUsTj18BnkD1bQiSeBFoz4EqT+nq/eL2RUAJ+kO9udlGYhP1Ow8EIi8uNy+ru8YcM7c8IvrgSgKbWmjkFfPlty2NftRFNDdCTwhGJxLob+O9UD0KIWU8CrRlI9dIhwON72vjB84nJyh0tk5OcgMXIuocw/ZqPiZIJRa8vXlBMeZ4dcAHXAjPf7yfS3ReAn6d6EELMahJozUBBCk+3hSOah7ec5B9+vYtErkrtbu6nKCfx32fbgLGFiDvSrB5lT5qmnThT9FCCF7gB2Jvi0Yjk+Rjwp1QPQohZSwKtaXr7miqq8hO/hykYjpw+VQigteYv+9q58rsv8oVH9iZ8748/pFmYhFN8Lf1eQzffN/UOU5Ymuavy7Ba8wfTfeLy0IpdoWZ1XUj0UkVRh4D3A66keiBCzUvIK280S80py+N571nDj2uqEFjFu7hvmzmeP8PT+ToYDId68uJR1cwp54XAXu5pdCXvuWHac7KfUaTM8uejZagodhhbsri3OpivBY45Hca6NQV/qD05MZnHFD4FHUz0MkRI+ohnkdwGlKR6LELOLBFpTtLI6n5XV+Ql9xqtHe/j4L7cxfMYesBcPU8pyuwAAIABJREFUd/Pi4e6EPnc8oQjML8lJeKBl9J43/6SFkaenOCcLR5aZ/qEAQ3GMOZmFuqdrQ90+ssxfSfUwREq1EU378Diy2CGEcdL/J8A55ni3h//3m50jgqx0kIyZocMdbhxWM16DTugd6XRjNSmCBi+vLizLZXNDtMyRw2qiKCcLp91KdpYZi8mEUtElX28wjNsXwm5N72SlhdkD3P2+b6NU+i9vikT7M/Bd4F9SPRAhZg0JtNJIKBzhYw9so8eTflmbG3uGsFtN+BK41ygY0SyvymV3y4Ah/fmCEVZU5bG/baIiyVN3ZioNbzBCq8tHdOllbC39xm70N5bmOzffRWV+b6oHItLGF4FLgAtTPRAhZgWZH04j+9sGOdGTnskhNVBXbGypnLHYLMa+JXMMThsBjDickOluv+QPXLlsa6qHIdJKCLgF6J/sQiFEHCTQSiNGbgRPhDxH4idAjd403tI3bGh/AK7h9JtxnI41NYf5/HW/SPUwRFo6CXwUyRwvxMxJoDVFhzvcPHugMyGZvv+yr93wPo0UDCX+H92WfmMDo7YB3xhFkqdPKRJ+KCAZbJYA37/lO1jN6bUXUKSTPwA/S/UghMh4EmhN0ZIKJ1ctLzd8g/PelgH+sKvN0D6N1uZK/F4jjz9MeZ6x+a+MDLRKcmyEZ8Ev+X976e+pK0nvwF6kg88BfakehBAZTQKtNPGrv6Z/uZNOt9/wPVRjKXcal7gUYMjA4t+FSciSn2g1hR188rL/S/UwREboBf4t1YMQIqNJoJUmBn3pXwsPklND0JFl7GzhkU43Dqsxb/WcrMw/qPvlt92P3To79pmJZLgX2J7qQQiRsSTQShP1dUWpHkJcEl3yByAQNjaFRDCsWWxQcWxrEmb0EumyJVu5ZsVfUz0MkVE08ClA8qwJMR2Z/VMjBfa2DPDLTY10DvoIhiMMDAf54+42vv3UITafmH4uoiuWlhk3yARbXZPPxnlFbJxXyLq5BdQVZ2MxsBxRbwLyiFnNxrzVtc7cDVo2S4B/f/t9qR6GyEibgV+kehBCZKTMXwdJssbeIb702H6+9Nh+rGaF1m8ksNzV7OKh+cXT6rcy306Z05YWtfnGYzUr+ocC9A6NDoSsJsWScicF2VZ6hwIc6/JM+znNfcNYzYqggbvOG3uNyU/mz4Di0OP52JsfkQ3wYgY+B7wTKEz1QITIKDKjNQPBsB6RJXxbYz/3vXycA22DDE9xA7bdauZ3n7iIldV52A3aT2S0msLscRcPghHN4U43mxv6ONblYX5JDiur81DTmOjSwNyi7JkMdZQeT4BaA/rMlL10ZyvKGeBTsgFezEgP8M1UD0KIjCMzWgbyhyJ848lDwCEAcm0WyvJsXLq49P+zd97hcZVn2r/fc+ac6VW9Sy7Y2MYFN1hCloRUQighbEIISwphE1JIb99msyT5NiGVL6GElsDSS4AECCE0A7bBRZZ7k6zeR5re2/n+mJGRZZUpp0rv77p8WTqeOfOMpZm5z1PuB/918QqQOVTHwzt7cXBA3HUxYlJu4dGVp3P9hMN9hUWPlgozjg0H4Y/mL1IcJh5AaVkoliFYWmmBzchh2B9FjwjmpWMh9WYcZ+Oz5/0NRl6bsVPUxB0AfgCa1aJQ8ocKLQkJxVMIuVPodIdx3fmLZvVz6hoL4yGVWzwUIpQmcIficIfiMHEMNre4sLfPh3hq7vIbW2TPl8PEYXGFBZmMgPbRII4OB4s6z3SYeBahuPYMPi36CK499zmlw6DMC0IAbgXwI6UDoVA0gzprVPOQ3vHpsymJVAYP7ejBp+/ZgaCKd+gtqjDj+EjxfVeRZAY7ujywGTisb3LOWVIMx/MXdXUOIza3uLCkwgxfJInWHi/a+nyii6Jyi7hGqnLx6XP+DptRnTs0KVrk/6HUbDOFspCgGS2ZuOnZQ/jahUuxqtaO19vdMHIsnts/iP39fnimaS5XG3aDOP5ZExmulnIzjByLw0PTl0oHfPnvfax1GLCjS3r3ajl2PYqNXhfH59/1jNJhUOYV4wDuAXCj0oFQKJpAe58cGuXocBA3PLRH6TCKotZhwN4+n6jnnOj1OqvOBn80hd4p/VO+SBIuM5+XCB3wSr8aCAAMOnGNVOXgyvWvoMIq7s+OQgF+DeBLAHilA6FQVA8tHVLmpMZmgFTuUQcGAujzRLCx2QnXlPU2Nfb8VvEM+mOoskpf1iu2b0wpWCaN69/9F6XDoMxL+gE8pHQQFIomoEKLMisNLiNae6XNiAgAdnV7EU2ksbnFdXKfoqmAVTwNIttBTEcqoy0PrQ+v2obGshGlw6DMW34FSHYJRqHMH6jQosxKmVm+BvBormHebuSwvskBBvlnkDIyOLZHE9oSWlec/YrSIVDmNUcA7FY6CApF9eQttAghLCGkjRDyXO77CwkhewghewkhWwkhS3LHP0MIceeO7yWEXDfpHNcSQtpzf66ddHw9IeQAIaSDEPJ7kjOcIoS4CCEv5W7/EiGEmrfIyKJys+i9WfkwGoyjtceH0WAcG5qdMOeR2crX36sUfFH1Dy1MUGb24fylbUqHQZn3PKh0ABSK6ikko3UjspcwE9wB4GpBENYCeBjAf076t8cEQVib+3MPkBVNAH4MYDOATQB+PEk43QHgegBLc38+lDv+fQCvCIKwFMArue8pMuE0iTNpWCxd42Hs7vYilclgfZMDy6tnXgztjSTRXCZt+dCt4vVIU7l4zZvQsdrKwFG0yKMA1GtLQ6GogbyEFiGkHsBHkJ3pnUAAYMt9bQcwOMdpPgjgJUEQPIIgeAG8BOBDhJAaADZBEN4Ssht7/xfAZbn7XArg/tzX9086TpEYhgDt7uJ9s8QknhLQ2uPD0eEg6hxGbGpxoXqaRnkpfa6cJk7U3YtSc/na15QOgbIgGAXwstJBUCiqJl97h1sAfBfA5JTCdQD+TgiJAggAOGfSv11BCHk3gOMAviEIQh+AOgB9k27TnztWl/t66nEAqBIEYQgABEEYIoRU5hkvpUSWVVtxZEg8V3WxGPBFMeDL2jnUOgyocxiRSGXQORZGPCWda3uZmYc3oo09h81lA1jbeFzpMCgLhofwThGCQqFMZc6MFiHkYgCjgiC0TvmnbwC4SBCEegB/BvDb3PFnATQLgrAa2UudiYzUdJ3NwizH84YQcj0hZDchZLfb7S7krpQZsOqVLRvmw6Avhl3dXuzr9yMYS0EQgLMbHdjU7MKKGiusBvFs4iwinktqLlu3RekQKAuKp5BdzUOhUKYjn0+P8wBcQgi5CIABgI0Q8jyA5YIg7Mjd5jEA/wAAQRDGJ933bgA3577uB3DBpH+rB7Ald7x+yvGJMuQIIaQml82qQTZPfRqCINwF4C4A2LBhg3bqOyqm31f6AmY5MfMsDg6e7jJfZdWj2m6AgWMRTaYx5I8V1WvFs1oxKxVw2dotSgdBWVBEAPwVwNVKB0KhqJI5M1qCIPxAEIR6QRCaAXwSwKvI9k7ZCSFn5G72fuQa5XOCaIJL8E4D/YsAPkAIceaa4D8A4MVcaTBICDknN23478i+agHgbwAmphOvnXScIiFLKi0YLGAFjhqotE1vbjoSjGNfvx87ujzY3++HOxiHw8RhZa0Nm1tcWNfoQL3TOOfuxV5vBBuanNjU7MSqOhsaXUaYOPW5o5xR1YPm8iGlw6AsOOiaJwplJoqqhwiCkCKEfAHAXwghGQBeAJ/L/fPXCCGXIDuK4gHwmdx9PISQnwLYlbvdTwRBmFhQ9yUA9wEwAngh9wcAfgHgcULI5wH0AriymHgp+WM3cugY1V4ZoJAyoS+ShG9KvxXHEtQ7TXCYOPAsg3gqDU84iSF/FMm0gGF/DMP+08Xn5haXLHsW8+WcRQeUDoGyINmCmTtBKJSFTUFCSxCELci+oiAIwtMAnp7mNj8A8IMZ7v8nAH+a5vhuAKumOT4O4MJCYqSURp3DCH9UG03fk5lwky+WZFqY0Yur0qpHmYWHmdeBYQiSqQz8sSRGA3Hs7fOh2qbHcEAd1g9UaFGUYQzAYQArlQ6EQlEd2unwpciClpq+J0Pmqv2VwGgwjtEZ+rpsRh0seh3ObjSCYxmkBQGReBq+SALuUFxWSwhCMtjcclC2x6NQTmULqNCiUE5Hm5+qFMlIa2yf3wTJtDJxB6IpBKIzGzaWW3i4zDzMeh14loEAIJFKIxRPwx9NwhNOIJ0RR4wtrexFmeX0gQAKRR62APiy0kFQKKqDCi3KKXjC2isbAkA4rk536rFQAmOh2Vf3uEwcVtbZMRaKg2cZcCwDhmSzdAKAdEZAMp1BLJlGOJ5GIJpEcJrne+5iWjakKMkWABnQFboUyqlQoUU5iY4h6PNIvzNQCjxh7ewhnIonkkQsmS7IIJYgW+Y18yyMvA56HYMPrjgy5/0oFOmY6NM6rd2WQlnQUKFFOUm904jucW35ZwEAy5A5s0ZqJ1VgL5cAIBhLIRhLAYiDkAyW1+yVJDYKJX9eAxVaFMqp0Bwv5SQuM690CEVRIeGOQ7mIJEpbH1RjG4PLTPuzKEpDxT6FMhUqtCgn4Vht/jo4TOpfFzQX/mhpGbmWirl2ulMockB3bFIoU9HmJytFEhIpbU4cmnitrMeZmfESS58t5QMiRUKhlAIVWhTKVKjQopwkGNfmxKFOo5m4CRxGDskSLR4WUaFFUQWjAHxKB0GhqAptf0JRRGW6FTNaQBC0vUdcjNInzWhR1EO70gFQKKqCCi0KgOyOw1C8tIZspYhrtOQ5QSF7GmeipZz2aFHUAi0fUiiToUKLAgCosml3ci+gwd2MkzFwpfWYcWwSDa4RkaKhUEqFCi0KZTLUR4sCALAatDu5V2nVw8Cx8EayLuxirbSRC6bEPY2NrmGwjLazepT5xDGlA6BQVAUVWhQAWVd4LWLiWezs9p78niDrq+Uwc7DodeBYAoCgYzSkWvf4VIl7Gius3rlvRKHIBs2uUiiToUKLAgBIKLSUuVTKLXr0et5xsxcAuENxuEPxU263sdmpWqEVLtGs1MRrc4iBMl8JKR0AhaIqaI8WBQDgj2izz8mWZyO5mhvmfZHSBKBFHxUpEgpFDPLf2UmhLASo0KIAAIb92vywzreRPBhTp5AkBHAH43PfcBZMvDZ/dpT5Cs1oUSiToUKLApeZQySp3ozPbLB59paZ9TpUWPUose9cdMrNehS4T/o0zDSjRVEVNKNFoUyG9mhRUGM3whNWZ8ZnLvJtJD84kF24zJDslKLTzMHE67Ku8oKAWCqDQDSJ8VACwXhKypBPwWHiTusnKxSznvZolUrXczbsu6USkWEOpuok1nx9FC0X0yXdxRFCtltSZVc1FIpCUKFFgUWv3V+DSIGN5BkBGAnGMTJLuc7EMSi36lFjN2JHl6fUEGfFIoJZqZmWDkui6zkbdv64FulYNsEfGeKx88e1AEDFVlFkAEQBmJQOhEJRBbR0SIFfw4afvqj4k4SRZAa9nqgsk5icCHsaaemwNPbdUnlSZE2QjjHYd0ulQhHNB2j5kEKZgAqtBQ7HEpwY1WbzqhiN5LMhi7eYxvc0zgciw9Ob9c50nEKhUAqBCq0FzuIKC5Iac1KfwGXiIaVrQ6mO7fkQE+EJhONGESJZuJiqp8/oznSckg9WpQOgUFQDFVoLHLtRu1ftLjMv6fkzMmSbgrHSG+/DCSq0SmHN10fBGk4VvKwhgzVfH1UoIq3DAKC/kxTKBNrtgqaIQljGCTuxMUvcxC+HyelYiROHABCOG0SIZOEy0fBOpw7FwgK1TxzGkmm82T6G3d0exJJpXPsvzVhUYVE6LMo8hQqtAuFYgk3NrtP8mCYPM098LeS+EAQh+/3Evwvv3A4QIAjZr7PHJ38vnDyePSac/Hoi25IRhJPfC7nvMwIgZLJ/pwUBDMmWwViGgCHk5PeEZKfwzqyxgiUEAoB0RkBGEJDOCEilBSTTGSTTAhLpDBKpDGKptGraivQ6aROyIRGyTbNh5FhxMlq0dFgyLRcHqLASDfWWDZPpDF45MoKfPncEA753hkge2dmHH118Jq45t1m54CjzFiq0CiSZFrCzW9qRf7k4q86OAwP+gu6zqMKMTndYoogKQ2rBJ/VuxHIrjz5P6RODEVo6pKgKdWaGjo8E8bn7dqHfe/prLpHO4KZnD2NNgwOr6x0KREeZz9AerQVMoQmhdY0O1YgsAIinSlvGPBs8S+CT2PZCrP64EM1oUVSF+jJaHaMhfOLOt6YVWROkMgL+5+9HZIyKslCgQmuBYjXoTrql54sY/URiEpKwv6zSJn3fk5kXJ6EcSdAeLYqaUF9G69ZX2+GNzH3h1Nbrwx9fPyHpRRxl4UGF1gJlebW1IFuHNfV2UcpcYiJlac8h8TTm6nq7aK7z7qBTlPNQKOJQpXQAp/DIzl48s3cwr9vGUxn84oWj+MyfdlGxRRENKrQWKL48ru4mI4dLeiHwOiavK9RiMXCsZOcGgPbREKwirN8BgF5PNdIZ+lKmqIVlSgdwkq3tY/jPZw4WfL+3OsfxX88ckiAiykKEvjsvQFrKTWgvwA2+zmHAkSF1rdSotOolPb8vmsSmFifWNTiwtNKCMpE9u6KJNJZUilNiSaY59HnUlUWgLGTOUDoAANm+rC891Ip0kYbMT7T2nTKZSKEUCxVaC5ByS2Eipd6pvuWwNoO0pb2O0RB2dnnR1udD+2gI4+EEdAxQYzdgRY0N65ucWN9UWskuIGKzfddYrWjnolBKQx1C6/Xj7pLsUzIC8NNnD4sYEWWhQoXWAsNm0GF/v6+g+/Sr8KrOxEtb2puOVAYY8sdweCiA1h4vWnu8OKOq+KzUoIj/r11jdaKdi0IpjaVKBwBAnKnkfxwaxt/2DUJQi3kgRZNQobXAWF5jQzyV/5tGs8uEgVlGopWClWPhcx5E4mnwRRinlpl5RJPi9b11UqFFUQWVANThQ3V4UBwD2q890oZP3b0DT7f1i3I+ysKDCq0FBMsQdLrz780CgCq7Oq0Diu27EJt+XxRrizA4dIrc80UzWhR1oI6y4ZZjo3hu/5Bo53urcxzfeGwftraPiXZOysKBCq0FxOo6O8ZChVkiDPtjEkVTGrGkekavd3Z7sKLGVtB9zCKXPrvctEeLogaUF1rheAr/5+nCJw3z4SfPHaJlRErB0BU8C4hIojBxUucwoMcTkSia0pDatb1QDg8FwDEEFTY9HEYeRp6FjiFIZwTEkmn4o0m4Q3HEcuXCYsqNszEUKIcnbIPLTPf1UZRkrdIB4FcvHpNsWnDIH0NGANgpnQvBWBJWiQd0KNqFCq0FwpJKC46NFGbRUO80wRNOoMKqh93IwcCxIIQgmcogGE/BHYzDr5DgcQfVl2lLZgQM+mIY9M0cm92oQ5lZD44VV2gJAoMdXavw4VXbRT0vhVIY71H00Vt7vLj/rW7Jzs+xDN46MY53LS3PPZ4Hf9s7iEd29eEb7zsDX/zXRSBEHf2jFPVAhdYCwaov/Ec96I8imsyg1xMFMP0VopFjUGbRw27UwcDpoGMIMkI2ixOKp+EJJ0QXYw4jp7qMVr74oyn4oynR9hxO5u3Os6jQoihIOYAVij16PJXG9/+yX9Jl855wAj94ej9e/dYF4FgGW465cf9bPQCAm/9xFL2eMH5y6SrRL6Qo2oYKrQVApVWPfQVaOjS5THmVDaPJDPq9UfR7Z74Nz5JcVoyHkWegYxikBQHxZAaBWBLjoURBewvLLLxmhdYEQQn2NL514izRz0mh5M8FULLt97ZXOwoyYi6WPk8UT+8ZwL9tbMDXLlyKB9/uObml4pGdfej3RnH71WfTUiLlJFRoLQCay8wYDRa2ELraLl5/ViItYMAXw8AsJTUzz6LcysOq52DkWTCEIJUREEmk4Isk4Q7GkcpNGlqKyM6pDU+BQwn50D7aiPGQDWUW2qdFUYILFHvkYCyJe7Z2yfZ4d75xApesrYWBY7GowoLWnuyVJq9jMBqI4643OnHduxbBbqJii0KF1rzHzLM4NOgv+H5yTxuGE2mEx2cuUQJZ7ymXmYfDKK41gtzwOgaeiPhCa6JP66KzaPmQogQXKPbILx8ZKXjYpxROuMO49dUOfPuDy/DV9y7B5+/fjX9ZXIZfX7kGVTZ1WuJQlIMWkuc5K+vsCBf4BlTvMKpy2nA8nED7aAhRERyflaRCwj2Nb3fS8iFFCZTtzxoLin/hMheJdHaC+IJlldj6vffg/s9uoiKLMi1UaM1jdAxBlztc8P1qnUYJohGPZFo8R3UlcEjQCD8BFVoUZbgAgHLTdgZO3o+yH390BW64YPHJ76ttBjAzbKvoGQ/j4R29coVGUSFUaM1j1jQ44A4V1psFAH4JylpiEpagkVxOpNzTeHykCd1jNZKdn0KZnssUffTDQ/L2Jd707GFc+JvXMeSPon0keMpwSzyVRr83gr/uHcBrx0ZR7zThD6+245f/OIqMSjZaUOSFCq15zFiBDfAAYDPqcFyGyZ1SmJjw0SqMpD47BM/svUDC81MoUzFDSaGVzgh48dCI7I87Hk7g3J+/ivf/7g08kLN4AIDjwyG86+bXcOOje/GNx/YinEjhvcsr8c/DI3juwBB1ll+AUKE1T1lVZyuqz2pJhUVSH5pSYQgwVkSWTk1IvafxmbYLJD0/hXIqlyMrtpSh0x2CJ6xsFv5XLx7Dn7dlpx53dI2fPO6LZO1rLjqrBjddshKXrKmFP5rESEB9hssU6aBCa56S0XYb04xUWPSqFoL5IPWexu7xOuztVX7nHGWhcLWij76/v/Cpaim47bUObD8xhmF/DJOT1rFkGuctKcd5S8rhjyZx9T078JHfv4kdneMzn4wyr6BCax6yqMJcVM8CAdCh8rKh06x9Xxo51hY9vVfZVSiUhUIlgPcp9uiZjIBHdqqj0XwslMCn7t4BliG4+YrVJ4//5p/HMeTP2tbYDDr85NJVGAslcPU9O/DnbV20lLgAoEJrHmIv0pF4cYUZgZi6G81NvPat39xF9M4VynP7zkcqTV/eFKn5JJS0Y7z1tQ7s7pllLYUC3PlGJ5ZVWU9OQr58ZAQf/cNWDPtj+N1Lx3HlH7M+d6mMgJuePYxvPb5P8iw3RVnoO/E8o9pmwN6+wtbtTOAyS+fvJBY6je8Qsxs5xFLS13XHww682b5O8sehLHQ+reijbz8xpujjz8T927uxsdl18vuxUAJPtfWjxxPB1BbNp9oGcMUd29HvVZ93IUUctP2pRTmNRpcJxSaikxpo7NJ6mr3MLJ+r/V/2XCjbY1EWImcC2CDrI75yZAQjgRhGAzE88FY33u70yPr4+fJU2wCshncyfe8+owJXbWxE+8j0rRmHBgP46B+2YnuHOoUjpTSo0JpH2Aw67C9wefRkvApP7uRDLKl+MTgbFoN8ZZYXDp6H3vEq2R6PstD4DuQ2Kb3wzCpU2QyotBlUVzKcykS/63c/tAyNLiM63CGcf0b5jLf3RpL49L07cPcbnZq/oKScChVa84gza2xFlaXOqLJgdb0d3ePqT10HY9r20NLr5HvJpTMs7nrjCtkej7KQqIfS04bdY4VvvZATjmXw3uWViMTTePDtXnz5oT14dGffrPfJCMD//fsRfO3RvYgk1N0vS8kfKrTmCXodg2MjwYLuw7EEZzc6cHwkpJoR6bkYC6k/6zYb0pqVns4Tre+DO+iQ9TEpC4FvA1BuuftIIIaDg/K6wRfKocEA3ME4xsPZ4ZfRYDzvieNn9w3iY7dvR8+4usUkJT+o0JonrK63w1eAY7rLzKOpzIw9vcWXGuXGotchmU6j3mnEqlobNjQ5sbnFhfVNTqyosaHWYQDHKrdvLR8SMjTCTyae4nHvVmXXo1DmG2UArlM0ggqLHsuqrIrGkA9dY2GMF3lxeHQ4iI/+YSv+cXBY5KgocqP9WXkKWIagt4CyX0u5GaF4SvWeWVMps/DoGY+g3xtFvzc64+1cJh5lFg5mngOvYwCSFTjheArj4YSiLtKRhPxj3A++fRFuuOAJ2Iz06pgiBjdCSSd4ABgKxNA+WlgGXwkIgCqboej7B2IpfPHBVnxqcyN+9JEVMEq4J5UiHVRozQPWNjjQmmdj6IoaGzrHQppsKrfl6Q/miSTgmWUxNscQlFv1cJg4mDgWOpZBRhAQTaQRiKXgDsURlUgQeRVY2B2Km3D/Wxfjq+99TPbHpsw3LAC+omgEwVgS33h0L5Jp9TeMB+MphOIp6HUM4iVksx/e0YudXR7cdc16LKqwiBghRQ6o0NI4LEMw6Js5uzMVPcdoUmQB2djFIJkRMOSPYcg/874xq55FmUUPm4GDnmPAEIJkOoNwIg1fJAF3MH6aH85cMEQes9Lp+PO2S3Ddu56Bkdf2nkiK0nwJgFPRCFiGYKCA9zylebptQJTzdIyGcPU9O/D4f5yLBpdJlHNS5IEKLY2zrsFR0JhzXxGLptUCK2MjeTCeRjA+8/8VAVBp1cNp4mHWs+BYBoIgIJbKIBhLYSwUR3CKy36FVY+RgDJCxxO247YtV+LbH3hQkcenzAfKAfxA6SBg4nV46LrN+OAtb5SUJdIiQ/4Yrrr7bdz/uU1YTDNbmoEKLQ2jY0hBbsK1DgMGfdrdGp9Mq+dNVUB2imh0lgyVkWNQYTXAZuRg5BjoWQb1ThOiiRR8kSTcobis5Y+73/gYPn72K2guH5LtMSnziZuhdDZrguZyMzYvKsMbx91KhyI7/d4oPnb7dnztwqW4bG0tyizq3+ix0KFCS8OsLTCbVWs3alpoKdFIXgrRZAa9c2QQTzbu6znw7DuN+6F4Cp5wHJ6weL5h8RSP/372etz32ZtEOydlobAZwGeUDuIUPr6+Hts7xpAqtIY/D/BHk/jpc4fx878fwcWra/C9Dy9Hjd2odFiUGaBCS6PoGFJwGVDrb0c+BRrJpWbOxn2WoNKqh93Iw8iz0DEE6YyASCINfzT+p0NAAAAgAElEQVSJ0WCsoKzYlmMb8c9D5+ADK98WI3zKgoAAuB1qcwO6ZE0t2nq9+PO2bqVDUQwjx2J/vx8/e+4Ibrv6bKXDocyAul45lLxZ1+jASIGN1YU0zasNomAjuZIk0wIGfDEcHgqgtceLHV0e7O7x4vBQAAO+KJJpAS4Th43N+Zd0fvLcFxBLKmc2SdEaXwSgzg/x731oOapLsE/QMha9DpU2PTrHwnj+wBBu39KB9ALM7mkBKrQ0iMvM4+hwYR4ylVb9rFN2aqfMzEMD09yK4Ikksavbi7PqbHndvt9bhdu3XClxVJT5QRmAnykdxIwYOBbXv3uR0mHIjplnUW3T44T7HW+8X/7jGD5//y66ukeFUKGlQeodxtMm2uaizqHt+n2ZmWZg5mIkEIcpT0PDO1+/At1jNRJHRNE+NwNwKR3ErJy7uAwyb7ZSFDPPotZhRIf7dAPiLcfcuOruHYqaMlNOhwotjbG+yYn9A4XvJeRkXGYsBWY9bSeci9FgHKtq7XndNp7iceOj30YyTZ2mKTNxGYDPKR3EnJxZY8O6hoWxz9PEs6h1GtE+y1aPfX0+fPyP2wuaSKdIi7Y/fRcY5RYex4aKW6Sq9do9x9Jf1XzY2e3B8ur8dsDt61+GX7zwGWkDomiUJgB/QrYRXv1U2+d/n5aRZ1HvNKJ9ZO7VaZ3uMK64YzuODqt78fZCIe9PL0IISwhpI4Q8l/v+QkLIHkLIXkLIVkLIktxxPSHkMUJIByFkByGkedI5fpA7fowQ8sFJxz+UO9ZBCPn+pOMtuXO05865oOtHVTYDQkVaHITi2q7bx5LasnZQEn80AUueGcB7t16Gl49slDgiirbQAXgUavHMyocG5/x2SjfyLBqdRhzPQ2RNMBKI48o/voVtHWMSRkbJh0LSBDcCODLp+zsAXC0IwloADwP4z9zxzwPwCoKwBMDvkC3ygxCyAsAnAawE8CEAt+fEGwvgNgAfBrACwFW52yJ3398JgrAUgDd37gXJhiYnDg0Wf3UyHtL2xN5IQLuN/HIz5I+jqcwEjs0nG0Hw7Se+gUFfueRxUbTC/wA4R+kgCuJfl1UoHYJkGDkWTS4TjhUgsiYIxlK45t4d+MMr7chovKqhZfISWoSQegAfAXDPpMMCgIkxJzuAwdzXlwK4P/f1kwAuJISQ3PFHBUGIC4LQBaADwKbcnw5BEDoFQUggeyl1ae4+782dA7lzXlb4U9Q+y6qt2NfnK/r+PEswFtJuc6RFr8OwQqtrtMqhwQDWNTjzymz5IjZ87ZHvIJWm5VnKhwF8S+kgCubsRue8tHkwcAyaykwFT5lPJiMAv3npOD5z3y7NX3BrlXzfWW8B8F0Ak3egXAfg74SQfgDXAPhF7ngdgD4AEAQhBcCP7IzwyeM5+nPHZjpeBsCXO8fk4wuKeqcRg74okiVcjWi9f6HBpe2JSSVYUWPD8dEgLHoWSyrn3om2u2clfvvSp2WIjKJeapG9ntWe4DZwLH74kTOVDkNU9DoGLeXmkkTWZN447sbFf9iK/f3FX7RTimPOVxQh5GIAo4IgtE75p28AuEgQhHoAfwbw24m7THMaQcTj08V4PSFkNyFkt9s9f3ZfOU0cUulMwVYOU3EYtd3aZjNwSoegGViGYFOLC4eHAvBFkhgOxNHlDmFTy9wj+ne8/nH84+C5MkRJURvJtB7AEwC0W4K7aFU1WsrNSochCnodg8UVZhwZEkdkTTDkj+HKP76Fp9v6RT0vZXbyuXQ5D8AlhJBuZMt67yWEPA9gjSAIO3K3eQzAv+S+7gfQAACEEB2yZUXP5OM56pEtN850fAyAI3eOycdPQxCEuwRB2CAIwoaKCu2+UUzGwDEos/CilMwMnLZH+BMp9SyTVjM1dgNays3Y2eU55XhaAHZ2ebCy1jqrH5kgMLjx0e9gR+cqqUOlqIhUmsGXHvwudncvVzqUktCxDC5cXql0GCXDsQRLKy04LLLImiCeyuAbj+3D//z9iOan0bXCnEJLEIQfCIJQLwhCM7LN7K8i229lJ4SckbvZ+/FOo/zfAFyb+/rjAF4VBEHIHf9kbiqxBcBSADsB7AKwNDdhyOce42+5+7yWOwdy5/xrSc9WIxg4BosrLOgYPd2Qrhi0buY3GqSN8HOxvtEJfySBjln8dQ4NBpEWBJxVd7rXVr3TiPWNTqypr8YvX/wFjg03SxgtRU384Kmv4uUjm/GdJ/drfrr3fSuqlA6hJDiWYHm1FQdLGHzKl7ve6MRn79sFf0S8xfWU6SnKBVIQhBQh5AsA/kIIySA7ETjhbHcvgAcIIR3IZrI+mbvPIULI4wAOA0gB+LIgCGkAIIR8BcCLAFgAfxIE4VDuXN8D8Cgh5GcA2nLnnteYc14ppUwYTiWZ1nZGKJ7K4IwqC8x6HXiWgSAIiKWyJdXxcByBqLatK0rBZebQ6DKjtdeb1+19kSR8ET/OaXEhIwCBWBJ9ngj6vVH0e9/ZhXnNvTfhqRu+g3rnqFShU1TAzS9ciyda3w8A6BoL4xcvHMV/X7JS4aiKZ1OzC2VmHuMadEZnGYIVNTbs6y/ckLpY3jjuxqW3bcU9127Aksr8/PcohUOyiaP5w4YNG4Tdu3dLdv5n9w3iq4+0SXJumyG7JFSsTNYEy6utojVUqhEDx6DSakCvZ2E5IW9ocuLYSLDoHr7NLS7smFJmnExL+QCe/OJ3UGahpofzkT9tvQQ/ee4LmNoO+/ur1uGSNbXKBCUCX3+0Dc/snbbLRLUwBFhTb0dbn3wiazIWvQ63fGKt5jOCSkMIaRUEYcPU49obL5mn1DmNsBk40UUWAPii8zs1HEtmEE9pu+RRCDV2A1bWWrG7x1vSoMSOLg82Nc9sStk1VofP3fdjhOPanlqlnM5f9/4rfvr8dZhu5uh7T+7HCXfhnk2U4iAEWNvgUExkAVlD6y88sBu3vdaB+ZZ8UQNUaKmAs+ps8IcT6PdF575xEUSLdJPXEg6Tticr84FjCTa3uDAeiuPQoDgZyp3dXqystc347/v6l+G6+/8LwRi12Jgv/P3Av+DbT3wdgjD92380mcaNj7YhrMFtEoIgYG8JnoNKcHajE3t6lY9ZEIBfvXgMX3m4DZGE9n72aoYKLQVhSLZ8c2AgUPRqnXzILIArFDOv7cnKuVhdb0eFVY8dXR4k0uL+PIf8MVgNM7drvtW5Gp+86xdwBxfG4t75zANvXYSvPPw9JNOzW6YcHAjgPx5o1Vym+Nn9Q+ge104LwYZmJ1p78uuvlIvnDwzhijveQt8Ca8WQEiq0FMJl5nFGlXXWHhmxWAirF1hG46OVM9DgNGJVrQ37+/0Y9EkzfekJJ3BG1eyNsIcGF+OKO36FnvFqSWKgSM9vX7oaP/rrl5AR8rso2doxhh//9ZBm3j/ebHfju0/uUzqMvNnY7MTubnWJrAmODAVw6W3b8HbnuNKhzAuo0FKAFTU2QBBka1DXyPtkScy352jmWWxqdmHQF5Vl1Lu1Z/YSIgD0empwxR2/wsGBxZLHQxGPdIbBD5/6Mn7/ylWY3gd6Zp5uG8BvXzomTWAi8vLhEXz+vt2IJbUxYb2p2YVdKhVZE3jCCXz6nh14cnff3DemzAoVWjJCCE66dntk9C5JL4DSYSqdAUOy5ViWIWAZAl3uD8e+80engczXxiYn9DoWO7s9ELlKOCvjoTiMc5jbjoWc+ORdP8e2jtUyRUUphXiSww0PfR8P7/xwcfdPZbCz24N73uwUOTLx2HJsFDc8tAcJjdjYbGp2YWe39JUMMXCaefz3s4fwm38eo03yJVCUjxalcJwmDqvrHHi9Xf4VQWp7gVgNOtQ6jLAZdCevryOJNAQISGeyPWUZIft1OpNBOiMglRaQyuSOCwIyue/TmezfyXTmnaxWHs9XxwA6hsGqOjuODr+TMSKEoMZugMPII5nJYMgXw3BAHsPU5jITTLwOiYwAT0R+H6DhQBybmp3YOceVdihuwmf/fBN+deUtuHTt6zJFRykUb9iKLz74Q+zoOquk84z44/jZ80dQbTfg4tXqsn145cgIvvpIm3ZEVovrtM0NaqbKqsfBwTj+8GoH3ME4fnbZKuhYmp8pFCq0ZODMGitGAnHs6h4HxxIk5UxTKIiBY1DvNMFh5MAQglA8iZFAHOPhBI5NKpu6zDw8JRoMpgqsHaYyQCqTQSCWRCh+asNvMHbqaLvDxKHeYYRZr0M0mcaQLwZ3qPTVSBMsq7LCyLMnp6UWVyi3r21ntxdLKi2zOswDQCLN4cZHv41dXSvxo4vvhp6b3xYiWmNX9wp87ZHvYMhf3EoyI8diZa0NGUGAjmXQ44ngm4/tQ7lFj3MWlYkcbWEEYknEEmn84oWjeKptQNFYCmEu3zq1sbHZeUp589FdfRgLJXDrp9Zpfq2b3FChJSGE5NLEXZ6T27BX1dpk6bmZjNT9S4RkvZ0qrXrodSxiqTTGgnEM+GJzfmAD4jjXF3sOb3hugZB1Uz/1di4Th1qnESZeh3RaQCCWxKAvivAs06NWgw5OEw+7kYOBY0BAMOiL4tjIqb16Srtap9IZsAzJYw8awYM7LsKe3uX4w6duxuIK7XzozVcyGYLbt1yJ3718NdKZwj8Mm8pMqLIZcGw4gN1TpuES6Qyu/9/dePJL/zLn8IQUCIKAv+0bxGtHR/H3g8Oa2oGqNZFVYzfgwDQO9S8fGcHV9+zAvdduWBCWOmJBneELJF9neKteh6ZyEw4OnCqq8inNiA1DxBNbVoMOdQ4jbEYOmYwAXzSJfk8EsRLe9Aw6pqT7A0Ctw1DwVB5LgAzyqjTmjcvMo9qmh4FjISDruHzCHcJ4KI54Kr8Haik3w2rQQa9jwBCCRDqDSDwNXzQBdzAuS+N/oR8MZj6Cn11+Oy5ft0W6oCiz4g468M3Hv4k328+e87Z6XXafqpFnoWOyv2MD3ihGg3NnamvtBjx1w3motstrZNs7HsG7f/WarI8pBlorFxICLKuy4OjwzBfJiyvMuP9zm1DvNMkYmfqZyRmeCq0CyUdo1TmMIMC0BqQ1dj2G/OKVnaSCEKDeYUS5RQ9OxyCaSGEkEM/rjbhQxBCCxew3q7LqMSLB85nM1PR7qRAAFVY9nCYeZj0LHcugrdcrejmaYwhqHMYC1xoJuHL9y/jJpX+EkVf/7/h8YlvHanz9sW/DHXTNedv1TU4cL2F1E5Bd6/X4F8+FzTC7H5eYZDICNv/8Fbglfs2KiZYa3yfIN+ZKqx73fXYTVswxrbyQoCt4ZGJFjQ2B6Mwu70P+OBqc6nLZtuh1WF5txcZmJzY0ObGk0gyOIejzRtHW58POLg8ODAQkEVlEpGxbLFm4saLTLH3qmxBxpxwFAKPBOI6NBLGn14c9PR5Jev6SGQE8S1DYkCbBE63vx0dv/R329p4hekyU04klefzyH/+Oa+79aV4ia1OLC60lrm4CgKPDQdzw4B5Zy3cMQ3D9+Ytke7xS2dDs1JzIqnca0daX34XhaDCOT9z5FrZ1jEkclfahQktENjY7cXQ4gGB89g/9Gocyu+M4lmBRuRnrm5zY1OLEqjobKq16NDgNODocxK5uL3b3eNExGhbdfXwmeJEmWKJFCC053OTTEv8/llv0kp27wx3Ghua5P7xPu99oIy6/49f47pNfgydMr3al4sVD5+B9v70Dt2/5t7xMSDeLXMLa2jGG7z+1X7ap5kxGwJJKiyyPVSrrm9RrRjoThAAmni3owi0YT+HaP+3EY7t6JYxM+9BmeJEopA5f6tVkIRACrK13YDwcx4A3is6xMDB26uLqpjLl6uw8yyAuwlVxRsiWu5IFpMfkGFOOJKX9WTtMPIYD0pVS2nq9qHMaMeAtbA+nIDB4fPcH8OKhc/HtDzyAqze/AIaZX20KStE1VoOb/vYf2HL8tArFtFj1OrRUmCVpxn5qzwDqnSZ88/3SZzAZhuA9yyuxtNKC9jyGbJRiXYMDe1S2VicfNjYV1z+cygj43l8OoHMsjO99cDkYDXgVyg3NaIlAoc2Ox4eDsOjl0bg2A4e2Ph96PdEZzS8ZkctbhcDpxHtsPVfYr7McOyD9UWltD6TOyiXTAspKmC7yR6340V9vwCW3/Q5tvctEjGzhEU3o8asXr8GHbrktb5G1ut4OPcdg/zQTZGLx+1faZc1ofHiVetdAram3Y1+/D1q7pKi1G7Cvv7TF1ne+3okvPtiKkAaXkUsNFVolUsxESVoAlsqUArcb525WFSOjVCyciFmlQs9VTF9XoUjduMtKnJUz8iz2D/ixodlZ0nkODizBx+74Fb7z5Ncw6CsXKbqFQUYgeG7f+Xjfb+/Aba99AvHU3MJ3cYUZq+qyOzLHQtLbhfzw6YPY2i5Pr84V6+tleZxCWVVnw6FBvybXgdlNXN5T0bPxz8MjuOy2bTjhVm/GUQmo0CqBUnoeGJn+562GuTNnPgVcyCcQcxm0rsD/VKlLuA4TJ705rcRZubLcwMCRwQDKLaUNDwgCgzfbL8G3nvgLfvbct3DCXSdGiPOWZJrF47vfh/f/9nZ89y8/xICvctbbGzgGZzc6cGa1FSfc4dOsZaQknRHwlUf2oHe8kCnV4mgqM2NTEb2DUrKixorjw0FoyNrrJBuanDgyJN7e3Y7REC67dRv+eWhYtHNqHSq0imRTc2kGdJ3u8Nw3EgGDbu7S0rBfnhUz01GoOJr1XAVW0cYlvtJ3yTDVWKr/2FxMjO+HE2nUOoqbljVyLNY3ObG82ophfwxvnQjinq3vwft/ezu+9OD3caCfLqmeTDShx5+2XoJ3//IefPfJr+OEu2HaPkqrQYfVdXZsbnHhrDobBEHAnl4fjsi0rH4qvkgS1z+wG9FZTHvF4t82Nkj+GPlyRpUFnW75BojExGniTjNMFoNgPIXrH2jFLS8fR0aLKT6Roc3wRbCuwVHy2K43kpSlqVPHzp0xiqUyRflQiUE+8eULW4BoM3EMghL3Elhl6MOTOitnmNT3tr/fj7UNjpOrgubizBorzLwOhwb9aJ2mOTgjsHjh4LvwwsHzcP7SNnz5PY/jnEUHRYtda/ijZty//WLct/0SeML2U/7NZuBgNeiwuMICnmXgDsXRNRbG/gHpeq+K4ehwED957jB+/rHS9ivOxeXr6vDH10/ktXlCShZXmDHojUp+wSMVLeVm7OktrTdrNm55uR3HR4L49ZVrYOIXrtxYuM+8SDiW4KBIb25yZDzyrSxVWPXKCC1RS4f5n6vMqkfEU9gkXaHwOukTxqXuiJyLqZOZveNhWA26GQVelU2P5jIzej3hAsoRBG+2n40328/GippOXLbuNVy69nVU2bTlQVQM6QyDbR1r8MzeC/DiwXMRTryTucrasVjgMHFwB2MIxlIIxZPoGJUnG14sj+zsxefOa8ZSCdf0sAzBv55RoajQanSZ4A7FEZIhgycFq+pskoqsCf5+YBjdYxHcfe0G1BWZFdc6VGgVSDItFGQhMBtSGIBOZe59dVnkmoKcipg9WoWcy27k0QdphZbU05x6HZF8qnEqnkgS65scaO155w1ar2OwstaGWDKNw0NBjJRgN3F4aBEODy3CL174DM5ZdACXr9uCD63aBqtB2p+V3OzvX4K/7r0Af9v37lOMRhtdJlTbDIgkUmgfDZ5W1ukeC2tiMf0dW07gt59YK+lj5NN/KhW1DgNC8RQCUW1O2Bk4Bm4JbWGmcngogEtv3Yo7r9mA9U2lDdZoESq0FKRrLIxyCy/pVFAyk19KWynvE1ZEMVKI0DLIkG2S2jW7wmKYcQOBWCSSpz+H1h4fVtbakEhl4DBxODIYEP3KOCOw2H5iLbafWIv/fOZLeN+ZO3HZutfwriX7NLvep9Ndi+cPnI9n2i7ACXe2x6jcwmN9kxkQBHSNR9Dricy69iiVARZVmGTr8SyWp9oGsHmRC5/Y2CjZYyg1LV1p1SOVFiTPJkvJ6rrS218KZSyUwFV3v43fXLkGH11TK+tjKw0VWgrTUm6WVGiF8+xDiqeUSX+LKfAKySCJmUmbiYjEJQW7iZNcaIUT0//+uIMx+KMptI9K/2EXT+nx/IHz8fyB88GxSayub8c5iw7gnEUHsKHpiGqFV9dYDd7uPAtvd56FHZ1nYThQDoteh0UVZmxqZjDkj6HPGy349V9m5lUvtADgP585iMUVlqK2C+SDEpeGLjMPHUsKXmCvJpZWWhRbDZRIZfDVR9rQMx7Gl9+zRPQVZWqFCi2FiU+TMRCTkTwnCn1heUtQE4ib0cr/tikZJmG8EttmGDnpVwjNVJocDSawuaW0ydtiSKY5tPasQGvPCtz22ifAs0msrj+OcxYfwOaWg1hW1YNKm/yu3PEkh+7xGrT1LcfbJ7LiajhQDptBh5ZyMxpdLIx8roFdQvNQNZFMC/jig63461feJUlvjtzu8HYjB4ueRa/EvZ1SwrFEFv/Aufj1P4/j+EgIN1+xGkYZVqEpDRVaCnN0OAC9Tpw1NFOpthvytm4Y8ivz5iFmRouQ/JWW1CPoDJHerFTqci9DgLHQzM+htceDBqcRfQWu5xGTRJrD7p6V2N2zErfmjln0ETSXD2JR+QDOW+KBXteBlvJBtJQPwmYsPhOUSjMY9FWga6wOnWN16BqrRddYHbrG6jDoK0dGYGE3cjlhRWDg4ugejyAjCKJmEKS2JRGTsVAC1//vbjzxxXNFnzqrsOphN3Ky9Ck6TBycJh5dY+rPJM7GukanqPsuS+Fv+wbRORbCXddsKNo6RitQoaUwibSA1fU2Sa5y6xzGvIVWIi2gwqqXXBxMRUypUIju8EWl/bAqt+glH3aQ2p9mrueQymQnK1mG5D10IQehuAkHB5bg4MASvHSYAQg5KawZkoaZj8Gkj8Kij8LEx7J/66Mw8zEk0jpE4gaE4iZEEgaE4kZEEkaE40bEUxym/saaeBZLKy2osTMYDcbQMx49zf5C7J2aPePaaIif4NBgAB/43Rv46aWr8J7ls5uuFsLH1tUhHE/hr3sHRTvndJRbeBg5VvMi66w6O3apRGRNcHAggEtu3YY/fvpsyUrMaoAKLRWgl6gxO1Fg31W5hZdfaImotAo5ldRrSRwmTnKhFZW4BOA08XM+hxPucFFrqOQimsxgQ5MTu3M+XhmBRTBuRjBuxkiR56yy6dHkMiEUT+H4SBD75rhIOjjgh5lnERYpi5oWgEVlZlUvVp5KvzeKz92/Cz++eAU+c15LyeeLJFL47H27JPeRK7fw4FhG0aytGCyrsuLYcECVOxjHQnFcdffb+MXHVqt2vVKpUGd4FdAjwdoKp4nDocHCVnAoYfFARMxp5dtY6TJxkk8EmmX4v5R8YbU+v96Jvb1e1NoNksZSCj4R/p9cZg6bWlxYWmnBSCCOnd1eHB7Kb+VKMi3gzBpbyTFMxmGae4ep2hAE4L+fPYztHaXvRNzb55NlhZaRYzGk4OYMMWgqM2HAF1G1c30yLeBbT+zD7146DkHitWJKQIWWChgNxtE8zYqNUlhSaSl4uanUvk/TIWpGK89zuUrc2ZcPvMTLngHpe8DyXdKdSAtwmtX7wd8xGirq9WXks6uDVtXa4A0nsbPLU3QWKd/p33zJ07VFlWw57i75HP0SN6RbDTo4jJzmM1k1dgMMOkYzZeb/90o7vvn4PsWm4KWCCi2VUGUTNyNQzFV8TIFfbjFf/vlqNjmyTVJfldmNOsl9hAp5CocGg6o2Iqyw6vO6HcsQnFVnx7pGBzKZDFp7vDg4WHrJ5chwEFW2/GLIh5GgdrMsnAhrt55s7Rchkukx8SyqrHp0y7AgW0omNo8cGwlhbYND4Wjy5+m2AVxz7074JJ7alhMqtFSCmFYAVTY92kcKv/L2R5SxeBCLfN++peqJm4zUIqjMLN6H9kwUOgZ+fCSo2pLWkaHArD/3xRVmbGx2wmbQ4cCAH229PsRT4orlpjKzaOfq90Zh1uhYfKrE7Io3nEBrrzQWHkaORaPLhA4N+JTNhkWvg82gO1n23NvnRZkMK9/EYmeXB5ffvh0do8osSBcbKrRUwvGREOxGcT6kmot8Q1fK4kE08lRaYvaFzURA4v4ROdaPBGKFCe9gLIXFFRaJoimNUDyNVbWnLmqutOqxucWFBpcRJ9xh7Or2wivhxUb3WFjUUrmYwk1O3mgvrUdrb59PkilXM8+i0WXE0WFtf7jzOgb1TuMpGbl4SlDta3MmusbCuOy27Xj5cLFjK+qBCi0VsaRSnBdCvpYOU4mnhLxLLGKhROOj1I3wwOz+U2IgR1ZuvIjn0NrjxRlV6nxDDyeSsOh12NDkxJnVVowG49jR5UGfTAaUo8H4aWKvFCwK7vorhSNDARwcKN7O5uxGp+i//1aDDjUOA46NhLC+yYkNKi6DzwYhwJnV1mnF4oEBn+ayoKF4Cl94YDf+8Eq7ppvkqdBSEWL4Ii2qMKNnll1pc1EhQ6P4ZJR47QRFbkyeipFnJZ+Iknp1hYlnEYwX17NXamlIbDiWYE29HQaORbmFw+4eL44olLVgRHzHjcRTWNfgwOYWF1bUWLGqVtzJRim5/n93Y98Uv7F83//sJg7vWSaeH5fDxKHMzGPEH8e6Bgdae7w4OhSAS8UDHjOxock5o91INJnBCg39jkwgCMBvXjqOGx7aI/pQiVxQoaUi2keCJe/gKy+xDi9VozivY9BUZsKaejs2tbiwqdmJ1XV2RRaWeSVeBlthkT4rmEhLm5UrL+E5dI6FcXaj8s23y6qs2NjshIFjsa/fj719flSKPHRSKAf7/aJ9gB8cDKCtz4cdXR4cHgri6HBAlEZzORj0x3DpbdtwxR3bMeiLwhtO4NLbtuW9qPkr710iygqqcgsPq14HA8fCyLNoy4m/UCKtudLs5hYXdnXP3rs2GtDuEMULB4dxxR3b0avBIQUqtFREKJHGshLLLp0luheX0r+kYwjqnUasrrdjU7MLG5udWFFjRbqaQQAAACAASURBVKVVj0Qqg57xCPb1+7Gzy4Od3V7sH/BL7m5+eozAuMRCy2aUvqQj9ZVdqc9hOBCTZXH3VGrsBmxucaHGrsexkSB2dXtPyS62j4SgUyCuCdICsLTSKsm5Uxmg0SWuTYzUtPZ48cFb3sB5N7+KAwN+XHPvjrz84VbV2fGDi5aX9NhVNj2MHItaR7Yva6o5b1uvDys1kgHa2OzMa+9ojyeq2tJ+PhwdDuKS27ZimwhebHJChZbKsOiLv9pdXGEu2fF8rkkzhmQ/zFbV2rCx2YmNzU6cVWdDncOAjCCg3xvF/n4/dnZ7sCtn6jibu7i4MmvuD9AKq/QZDTmWPXslXgJe6nMY9MVky2qxDMH6JieWV1sx5I9hR5cHQ/7pf+e8kSRW1YnXJ1UM/RJ6M7k0NFk2QTCWQiTnmn9oMIDzb34VLxwYmvN+/7ahAc4ip1xr7QaUmfXQc+ysAsUbSYCXoR+yFNY1OObMZE3GZtBeSXQyvkgS//6nnbh3a5dm+ra02U05jxksYfLPaeaBEseSPeEEGJL19XKZeZh4FoRklzB7wkkM+6MY8sdEc0vOiPhCySdR4TRxKLPwCESTcAcTkqyxkdr4lSXAWFjihdUiPIcT7jAMHINYUroy57oGB0aDcbT25P9Bk1LY7XPAF8XyGRqWS0UjnzuzEoil8KWH9uD6dy/CDy86E4IgTNuTaOBY/NvGBtz5emdB528pM6HGbsDePh8ic/xuDvpi2NziyitbpATLq604PFTYYMGBAR8seh1CGu13AoB0RsBPnzuMw4MB/N/LV8Egw8VtKVChpTL6vVHUOgwY9BUuZMT4eB/yR6FjIKqYmg0xPxjyKXsaOd0pHjw2ow5lZj2sBh0MOgaEECTSGUTiKXgiSYyH4gU77Kdk6J8akdgVXozn4AknJPuQWlppgQCc7KkphIMDAVRapV/6PR2ram3QsUxJU3ezMaphI9OpdLrDuG9bF+56oxPrmpw4o9KKqzY1nNJnd927FmHLUTeOjeQnWtc1OgAB2N6Z/+9ka48H9U6jpJnIYlhebUXPeLhgv7d4SsDqemtBWTC18pc9/ehwh3Dnp9ejWsVrwKjQUiH1DmNRQksMD6C0AFRZixN6xSCq0MpDaeqmNAsHoikEojNf2TEk67fkNPEw61lwLIOMICCeyiAYS2EsFD9twjAi9bJnMy+50BLrORwa8MNm0InmK8YyBBuanNjZ5Smp7NxSbpZVaDU4jUikMzhY4P7RQun1RGHkWURFWmCtJC8fGcHLR7IeSoP7h/A8hvDn7V342WWrcPHqWgBZx/9ffnw1Lr1t26zn0jEE71pSjsNDfowGC2uvSGXk8a0rhAmRFS0yWzxeYouJmtjX58NHb92KP376bKxvcikdzrSo67eHAgAIJwr7ULIbOSyuMOPQoDhXyS4TL5vQkntKqtBSZUbI+h/N9qFs5BhUWA2wGTkYdAx4HYP1TU5EE2n4ogm4g3FRd43J4YXjE8m4M5RIi5bVqncaodcxopxrwjxUrlLbkD8Kcwn9l4XQ5DJp3nRzJnyRJL7ycBuODgXx7Q8uAwCcVWfH6no79s9ga9DgMqLJZcLrx91Fi/MjQ9kVU4WUqKXAxLNYWWvD7m5vSRcanWNhLK4w44TGHfAncAfj+ORdb+Onl67CJzc1Kh3OaVChpUKODgVh4tmTDaJTISRrbuo08fCE4uhwhzHkj4q2MsTEy/drkZJ56rDQtTL5EE1m0DuHd5nLxMFl4WHRc+BZBoRkjVND8RS8kQTGw4m8P/RZWRZWiye023q9KLfwJQ1qbGx2Yn+/eGtxRoJxrKqz4eCAtBmmCVIZYFm1FTtl6PWRY+pVaW59rQPlFh6fOa8FDENw979vwAdveeOUCwSWIdjc4sJoMIatHeMlP2anOwSrQSe5R95MrGtwoNcTEa3k5zLz80ZoAUAyLeD7Tx1A11gY3/vQcjAKThdPZf6/IjVIWsh6AE3uP7HqdVhSZQFDCDpGg6ftMiy36GectCoUQeRZwNk4MhQQrdSRT9SzlQmlxBNJwjNLlkjHABU2PexGHuUWHsm0gIwgIJpMwx9JYiz0TuO+1FkYl5nP288oHxJpAS3lxU3Ellt4VNsMkvSTyG3zMCLTiisxs6dq5qbnDqPcqsfFq2tRZTPgqk2NuGPLCQDZ0lqlVY/d3Z45G97zxRtJYmOzU/beplqHAU4TX1Q/4mzs79d+U/x03PlGJ/p9UfzmyjWqaZKnQkulMAzQ6DKixm6EP5rE8ZEg2npnfqEZOfF+lFJM4s1EMi1gVa1VlDeRfPafjUs8rVcsqQww5I9jyB+fsVHbatChzMwjkUpjU7MLhADJdDYr5oskMVZE4/50lIkstICsX1Kd04iBAhqK1zU40OEOSdbXtL/fL7qonI0eTxRLKi3oGC184XshDGt9Z2meCALwzcf2odFlwup6B7763iU4NOhHNJFGMp0peafidOzqzq6YOj4i3c/QyLNYXGGGmdfBE07ghDskSStHPCVgTYNNliyr3Dy/fwgj/hju/vcN2Wl8haFCS6W09mSFR2+ee9jEsknQirP0dETn6G0z8ixCRa6VkQuGZPsNpiMYS81atnincZ+DSa8DzzIQBCCWSiMYS2E8FM+rKd0iwXaAjABUWvR5CS2LXoczqizYM8uFhVgxLa20yDq6X6zvUyEM+eOwG7m8jD+1TiKdwbce34erNjXiY2fX4f9cdCY+e98uSXtM48kMWIYUtdi60WWCzaiDQceCZQgEAYin0oglMwjFk/BHkwjF07KVtAd981eU7+7x4rLbt+HeazdgiUQmwflChdY8oZC+AUKyk4XlFj7bj0WASCKN8VAMw/44Dg4EZB1nPjocAK9jSl727Jvjg6XczKMvoe43lnJL8bYD+Tbul1v0sBs5GLjsm30qI5zSuC+VQWNbnw+LKszonKUvZEWNFWOhhOQia4KecXl7VA4N+GHkWMmzxg0uI/wD819oAdnl2ne9cQJXnF2PZdU2fHhVDe7d2iXZ4/V4IgUNeFRa9WgpN6N7LDxnL6fc9HujWFlrwyGJp2GVomc8gstv247ff2qdqPsxC4UKrXnC0AzlAl7HYFG5GTYjh3gqDW84gSF/DMOB7J+ZqHPIJ7SiyQzW1NtnXIaaLzNlgiawGTlAZV44U3GaeEltB6LJDPq8UfTN8v9wfCSIpZVmmHkOvI6BP5rM26doLmZynDdwDFbX2bFT5v6X4UBc1g+aSDIj6fQaxxA0lZlKWqWlBYw8i5U1NowEYidbKu7b3o0b37cUX37PEvx5W5coZfSZ2Nfnm9WLjWMJzqqzI57K4NBgQBHPtnxRUc+4JATjKfzsucNUaFFKw2HiTk7bOEwcmlwm6DkGvkgSne5QUaPeMwk3qdAxpWdRkmkBThM3o5+YHKtxSsWsVz5GbyR5yv/hxmanaOc+NBjAhiYndk8SGmdUWRCOp2QXWRPwMpfLQxJMra2stSGaTKN3PIKOeTRJNhm7kUNLuRkMyQ7R7J4iVn/38nGcWWPFB1ZW47K1dXiqbUCyWGKpDM6wG04TUBVWPRaVm3F4KCBbVrZUDgwE0OA0znrxRSkNKrTmAY1OI5ZUWDDkj2LAF4MvUrqfVq8nikaXSbZUd7s7WJKvUaVVj+ZyM8ZD8RmFlhJLjgtFJ4N1Q6GIbYmxr9+HM6osCERTqHMaFfcm2t/vn1Wgi82xkaDoH2zpjDBrSVYrGCaVto250nYilYE7FEe/N4q9cwzN/PDpA2hwmfDrK9cgGE/hpcMjksW6v99/MhO/uMIMu5HD3j7fnJl1NVJtN1ChJSFUaM0DDBwrSTagxm6QTWgFoiksq7IWVKKqthnQWGaCJxxHx2gYo8E41jbMvDC4mOZVuVHjklSxfYOSaQED3iiWVVsVF1lA1k5laZU8HlcT1DrEFVo94/IasBYDyxBUWPRwmrMi6uSWhWQGgVgS4+EEgrEU+r3RotsWxkIJ3PhoG5664Tzcdc16/PPwCP7jgVaRn0kWniUw8qxkeyvl5MhgQPK9pAsZKrTmAb0SXYmU2qNVbTeg3mE8LcU/E448JrLKLTwWVVjgCSfQMRo6rc+MZ2cuvclpW1EspQ4ESIEU6zrCiTT29PqwvsmJI4N+0byOikXu6avjI0HocoMIYhBNZmTNQE+Hw8TBaeJh0bPQ61gwucm8cDwFbzgBs55F51hk1t5QMTg+EsLlt23DTZesxAdWVOFTmxvx8I5eUc5d5zCi1mFANJlG+0gIbxewM1HNhBJpbGh2Yvc82H+oRqjQmgcM+2NYVmXBMZG9XQZ8UbSUm9E1ln9JIlvCM8EbTqB9NIxhfww1dkNeC6pHZriNzaDDGdVWhGMpHBkOYixU3JubN6L+/V5i7QQUCxPHICihoWFrjxfVdgPqDLrTTHjlpN8bldwfaTLeSBJrGuzY1yfecukKq14yoaVjCCqsejhMHEy8DjqGICMIiCSyhrqjwRh8keTsq5uCgN2ogz+akmzZ+ATtoyHc8PAePHPDefjeB5fj9WNuDBQhpvU6gmVVNhg4Bn3eKAZ80aLOowW63GFY9TpJX+9yUOcwwmXmT/bkJtIZ2BTeVUmF1jzBapTGn6fCqp9TaJVbeCwqt8AbTaB9JHRag2ijy5SX0Or2RFBl02MkEIfVoMOyKitiqTSODAbyvtJKpmdeWzQq8ZW0GIyF1NXfUWbVI5Knl1uxDPtjGA0Am1tc2N3tgVLG5jaDPLsIJ8iIXMoupQXRYeTgMvOwGHQw6BgQQpDImeF6wwmMhbLTyvm8jmej0WXCidEQTrilF7S+SBIf+f2buPVTZ+PWT63DJ+58G4n03JnTBmfWKDqcSOH4SBD7B/IXwy3lJnSNqcvCIV/Gw4lZd0aqlZZyMyqsevx/9t48trF2v+/7PmcleXi4idS+kDOafXvnnRmNr13XF3ZduLabBdmcNEaCBnASw6mBNk1cxElRwGmdP4o2RQM7xY1bI3bsFDHiuF7QILZ7fX1tj2Z9Z5FmRhrtEiWK4r4d8iz941B6NTMieQ7PwqN59QEGMyNRJCWd8zy/57d8vzVJxtpB9cRg+HxCGNC70zkLtD4R3qTLYCmCls2L90YHnaGYwOF8QkCp3sKbvUrXLJMZNfbLoyISQf7EqSIjFOvyiTpF8SDv+SZVP0sPzEetE3rw4fwJXtWAB6s5nEsIaMnqQBpzX24Xu3qM2v96pY88ICmiX6tRgYPA0aAIMXwfdFK45xkKwyKPcICFr13SU9W2vVO9hf1yA4V6q6cOnR0EOAazwyK2XMoKVZsK/ua/fIzf/2+/jn/0n1/FT//6yxMfNx3zYzjkw2au1lP+5ENEH4MroyHsFOvYytVd0UlziudbxY+mgr2Gj6VwZSwEAmA1Wz3642XOAq0+4BkKwyEeIs+CZQiKtRbWDgZ7iilLMj6bjODZlr0jxbsl6cg2JBpgMTssotxo4fVu2bB1yXKmepSp6sVeSbLUWLrSvuFCfgZDAo+QjwHP0OAZCpMRPypN/YRuxsTZLRIiZ9gJwC3clsRY2a+CYyjMJWOYX3O3/6Uhq65uMhqAkZAP07EAqpKCfE0XjP1QdLbXvRMTWAwJPII8jfupGDToDeYVScZBtYlCrYXNfB2SrCLA0QNdqyqSfGQtMxHxu1KGayoqvvGtFfzDH7qKX/j26onTmblqEy1FM7RGHXJtPASOofByu/jetXplPHjqskLHWUyXumqEDYrr4yGwNIXFdKmrHZ0XOQu0+kCSVWzm6jg86X8+HRl4oAU4ZwY9IvLgGYKFnTIe9rn5zQwFDC1ib/bKtvjPlepyVwNpmgDDYR7RAI8Ap4+Rf7FVGOjUTcjvTvbIDIOQxGjKKubXcrg6JmIzX3c1y+e2bU0voVQ/S+PSiIiEyB/Zthwq+RfrTWTKEnLVFnLV3u87U5ZwPxUb6Fq1cVBDRNBLtJNRdwItAPjDpSwoiuD7r4zgn++vfPT5iqQgIfp6OlQcV3nv9LvzOeSs4BbVpoKZoYAnAi0/S+PGRAhbhbpjnqducBZo2YBXPMUW0iWIPsb2jWkp83HflVmMbASAPp4+mxAw77DRr6J9aeJ8yKB9Hn3M4MVKP0QeVMMUgIV0GecSAhotBS2X3sdSpoKZoQDWXQhGCNENvGMCB+HIm1JDQ1ZRbsjIViSUG7Jlc2SGAqZiAmIC51pZtBNlST5qtt50cUJyKVPBTqGOiai/42NWs1XcS0bx8IN+UJYmuD4eRktR8dKAyrtbZVEnWUiXB1pCZGmC29NRvN0rD0zI2E7OAi0bSHvgxjqfEBAP8gBg+zRPpixZnshazlQMp6OLXTJRTsHSBBdHRGQrkqnygZ14UVC12sOo22lW9quOT6h9yLDI2xJo+VkacZFD2MfC3+63khUVteaXZcJspflej5ZVCPTscTzIAwTIVZrYzNc82ceyU2y4an/07eUsogGu62MeruWPLJKSQwEkRB5v9sp42kMo9Tg7hQbGIz5Hja3d4G2mPBBz8s+nI9gp1F3VtXOas0DLBmotFUMChwOHszDHoSmCy6MihHbPxbv9Kt7tV3FpxBmX8oi/+wJlhFRcMBRovdkrIxHkse/iBF5L0Y4WfB9DYTziRzjAgqUpQNNQlmQspp0VJbRLU8lOvCCJ8XyreCQL4AZGxRsjARZDAgfRx4JrK/o3ZAXlhoyDqoRSXcZmro5NF8vBybYcixdaGYxAEfcOF998u49/+MNXewq7vtgq4HxCwLv9/n+Ok5HAqQ+0SnXZUV/OD5kdDkLTtFNjXWSGs0DLJuIi73igFeD0fg1CdMHDk06Cb/bKGA37sGtxDPtD7BjHNiNdkIoLrgZax2nI6lFT/SGXR4OOv259wNmjDyGArdmWfqm3FFwctVdzqhuVpoK5ZBTbxQYibSuYw0m9RktB4XBSr5du1ABYP6iCZyhIHhS+PYkX20UkhwKuBIb//tUe/oc/dQ3fd3kY/2Ex0/FxTUXDO4t2RnbbVg2Kx+t5x5XvOYbCZ5MR14df3OQs0LKJIO/Mj3K0PZVUa8l4kzaWwp6JBWwPtA6qTcs33Lv9KsbDPuwYeG85D2RSjuPnnL9VvCZWGnc5q9gNu/vXIgFdN0rk9alUQG/CL0u6FUyu1sR2vo7tU+b/pmp66dAt4VU7SIi8K4FWU1Hxb59u4x/80FX80bsDR/vV3u6VwdLEtd5CJ6k0ZMe+l9nhIBot5ZMOsoCzQMs2GJv6aygCXBwREfazSBfr2MjVTVtWOLU5iDao607FAoYCreVMBaMhHrsD6pf6EM4Fs2evCapGBdYzgVbLgNAkTRFE/CyiAVZvLm8Lb2qahpaiZ6PKDdlQNqpQa9lu/OwWkR59SF6j7mKD/q892cZ/+V0p/M9/4RZ+/F89cUzipSGrrvafOclWoe5In+RcKobHAxQodpOzQMsmjGwE3fCzNG5MhrGWrVpO024V6kc9BnYwMxTAaMiHXE0C3fYv65c9E8HE9JDgmUDLabPnIM+g4jHrC4HzzhRkuSHj5mQYPEOBOgqeVNRbKqqSjGKjhVJd142yq4Rvt/GzWyinaOe6PR1xVRNpMV3CL89v4Ee/Ywb/5M/dxE/92nM41RrpVJVjEDxZz2My6rfsfwvoe93l0eAn1ezei0/nShgw/Rqlhv0sLo+KWNwt2XrhDQm8pUBrMurHRMSPnWId6we1oyms6xMhvNzu/5S2dlDDVMzf1iHrjt1K7mNhHyqS3Jf8RcPhnhcfSyE5FEK+1sRuseGJUx7rQhbPKFuFuquZD0CXBKAIHNuInWKv7K3M6ElcHhWxW2oMRHjyH//WAj6fjuAv3p1CodbE//jbrx15nU7eraeRlqrZEjgmRB5BnsFTl/otvYJ3VtJTzk6hgSHBeMp+WOQxl4pCail4sJrrKq7ZD8vtTcIMY2Ef7qdiSA4FsJWv48Fq7qOAiLdh8x0Pd9ayOc5qtorJLro3vfBzNG5NRXB3JopYgEO62EC53W8wFvbh6lgId2aimEvFcGsy3LU0WnJ4xDlbaeLlTgnbhQY0AJ9NRRx9PSMQFyfCelFvKhiP+Fx9zVy1iesTYVdf0w628nUEPJSNPIlcW7F+EDRaKv7Z7y8DAP6L+zP4zvNDjrzOWq6GePB0lXG78Xq3jDsz0b6/PhUPQNM0z8mMuMFZRstGpmKBnmWLiagfoyEfnm3kHVXezdWauDERxosehqjjER8mowEcVCS826/2NI1dTJd6qif3wkwP2XjEXLo67GdxYSSIelPB290yvjhheKClaB0NcnWDUg6Nporl/cpRw+yBi9N3qmbNIPi0wdIE0QCHkJ9FgKOPyoOqpkFulwcrDRnDId71kXkPxZqmmBkKOC5HYoVMWUIswA1s6OVbb7P46V9/gXy1hV/46/fwX/3KU/z7hb33HvOfXBnBHyztW1rrkkOCJyZ37WI5U0bEz5r2xbw+EcJKpoLaAJ03BslZoGUj3RqmZ4eDCPIMnm0WXJtk6uQEcS4hIBHksVuqY/2gbmrzqrVUfDYVxjMLqd+tQh2ptt5PL9LF3j8r0cfg0oiIRkvBQrqERxaUhFezVVQlGZmyBIoAF0aCiAU4lBotLGcqrk0Reals1y+ijzlqTPexNFiKgBCClqKi0VJRbuhGxuWG/JG/30kMh3iX3vmXvNouDkS00Sq6Gbi3mYz5BxZolSUZv/QnGwD0QP9n/ux1/L0fuITfe53Br85v4rOpCP6nP3cD/+e31/Czv9N/adFKP6sXKfahrTWXimJ+9fSru1vhLNCykQ8XDR9L4dp4GMVaE8sZ98etX26XEPLpTdaXRkWIPIu1gypW9qsnGqsahcD6MT8h8oYCrc1c/USdHYGjcXk0hKaiYGGnZKtVRCTAIlOWoGrA0rExeY4muDYuIsizyFWbeLdfcax/x6sLNM9QuiyCj4Gfo8HT+mSfqmlQNQ3Fut6Unqvq9jF22kG926+CAA45ep6MrOqHJLdEG+3CShbGLdw2LO/Erz/bwX9YzOCvfscM/uMLcfz2TyZRqrfAMzT+1vecx3QsgB//5Sd9Pfdypnwq+/y6YVRbi6UJbk5GvvJBFnAWaNnK6n4FQZ5BKi6AYygs7BQHtkBzDIXLoyKGgzwerudsLSO82inCz9KoWxDl2zgwHuiNhHxYO6jp0ypjIlRVw0K6hMcbzvxshQ5Nn01Fw6udL3+OAkfjfCIIH0shU5Zs1QLyguBhodbC59MR1FsKynUZ+VoT1abSLrt+/Hin5RCK9Zbj4oknIVucKB4EuyXvT0t6acq2Isn4+W++w89/8x1YmuDKWAg//vVZ/MD1UfzgjTF85/kh/NG7A9PPW5YUXBoJ4s0p0jUzQq0pg2kbnJ9EPMghKnCn7oDiFIbrE4QQmhDylBDym+3/f4sQ8qz9Z4cQ8uvtj3+dEFI89rl/dOw5foAQ8oYQskwI+aljH08RQh4QQpYIIf+aEMK1P863/7/c/nzSrm/cCRQNaMoKXmzrAVbd5Xq06GNwZzqKz6bCoKBbl6xkq7ZblzQVDZfHrFn97JYkzA73VlvnGAoU0cfAVU3F040CvtgqOlrCM6qZVW0qeL5dxPxaHmsHNUQDLG63m+/HwtYat/MeUBx/s1fGk40CFtNlbBXqqPaY+hNdKFfZoeVmlte7JfCd6vAeJV2UEPZ7u3zohnF3P7QUDc+3ivhbv/QYP/GvnqBQaxpaqzpx2nTNjLCRq+PzDo3xNybCkFXtvWrAVx0zq9ZPAlgEEAIATdO++/AThJBfA/Dvjj32W5qm/fDxLyaE0AD+GYDvB7AF4CEh5Dc0TVsA8E8A/C+apv0qIeTnAfwNAD/X/juvadosIeRH2o/7Sya/R1dpujyXPyzymBkKoNbUvfg+zPKsZKtIxQNYzdq7qKk25MKHBA7LJ3ycoQiujofA0hQWd4r44xV39VbUPjWz8rUW8rUvm+9HRB6TMX3SplPzfScyp2BE/0N8rPPByCAkFyRZw42JUM/BEq8xFfOjuD34gL0TFUn2vCjsbz5P4+V2Ef/7X/kcv/xgo6+S/kHVG1qAdvPFZh4jIR57ba1DgaNxZSxkaxvHp4KhlZEQMgnghwB844TPiQC+F8Cv93iaOQDLmqataJrWBPCrAP400WfIvxfAv2k/7hcB/Jn2v/90+/9of/77iJdmzgdEciiA+6kYzid0k+aHa3m82il33HziQfubiBd2SpYFLY/3aFEEuDYewt2ZKPwcjedbelZwEFMqdvW37JUlPF7P48lGAeliA5EAi5sTYdxPxXBtPNRRl4ahCGaGAra8BzdhXGjgL9RauD7uvuSCV/qJuhEPcrg8KuLuTBT3UzEUPZAV7cUgBhzMsnZQw7eXs/i7/+mlvr5+OVPFtfGQze9q8EiyhtGQnrm/ORmGwDNnQVYHjGa0/lcAfw/ASfWiPwvgdzVNO65i+TVCyBcAdgD8XU3TXgGYALB57DFbAO4DGAJQ0DRNPvbxifa/j75G0zSZEFJsPz5r8H1/EhACXBoREfKz2MzpjvJm+oGWMhXLiu4f0lI13BwNWeqTypQlfO3cEBRVw1LmZJPsQVB2qHdEt315PysyGfVjRORBUQTpYgNb+TpkVcNGro67M9FTtXC5dQKiaffPWl6xIgL0zOGFYRHRgD5mX6i1sFdqIFtpnhopAY6hMJsIIsizp8IT8Oe/+Q7/5m9/J775NoM/6SPDvl+WIHB0z/L7aSNfa+Lrl+L4/958pbZk0/QMtAghPwwgo2naY0LI1094yF/G+5muJwBmNE2rEEJ+EHqm6wJOXoe1Lh9Hj88df48/BuDHAGB6errDd3I6CftZEAJLDcCFWgs3J8N4vmVv6aOp9LdoXBgOIhrgsJqtQtFUzFuQY3CCnE0WLkbYytff0wmLBVhMD+nDFPWmgrlUDMuZiqvvqV9klzbL17vuG/ZuHFQHGhBMRv0Yj/hRachY2ivjSm5ZBwAAIABJREFUxXYRQY6GAne9AvuFpghmE0FEAuyRVMpCugSk9Qy9omqeLiHmay386Dce4Od/9A7+xi8+Mu1akSlLuJeM4qHH1rp+uTgSRIBl8GyrgEpD8aSFmJcwkuv/LgB/ihCyBr3c972EkF8CAELIEPSS4G8dPljTtJKmaZX2v38bAEsIiUPPVE0de95J6BmvLIAIIYT54OM4/jXtz4cBfHSc0DTt/9A07a6maXcTiYSR7/vUUKy3kLBBXZh2QAHz1U7JcMPtubiAuVQMoyEeS5kK5tdy2K9IeJepekoUkqXJwBSrASBXa+HZZgHzqzm82C62bZk03E/FEAl4u7m5Ibuz4debCq6MuluKUTRdfNJNZoeDuJ+KHXnMza/msJAuodXOTFeaCq57tCRFEf39z6ViuD4RAkcTvNkr48GqPgF9PGBdO6hhvyLhrgXVcTfYKTbwj39rEf/191/s6+sfruVPdQmRpQnuzERxPiHg7V4Fz7b0ftRcrYmrY6f3+3KDnoGWpmn/naZpk5qmJQH8CIDf0zTtr7Y//RcA/KamaUedu4SQ0cM+KkLIXPs1DgA8BHChPWHItZ/rNzTdrff3Afz59lP8NXzZWP8b7f+j/fnf05x29/UgUcF6H8NCW5LBTlRNP9l0Yjqm95JNRPxYyVYxv5r7yCT6oNrEpRFrE4x2Mix6r2ckV23hwWoOVUnGvWTUdSsao1RdPNFyA5gCjJqw2OqXw+BqROSxnKngwWquqzOC20r53UjFBdxPxXBjIgQfQ2E5U8H8ag4vt0s9J7AbLRWP1vP4fDqCgAtDFf3yoO1He3u6P4usbFnyvD3Sh+h2cTEIPIPH6/kTPXRLDe/3Aw4Sq7PSPwLgZz/42J8H8LcJITKAOoAfaQdHMiHkJwD8vwBoAL/Q7t0CgL8P4FcJIT8D4CmAf9H++L8A8C8JIcvQM1k/YvH9nkqW9qyL3kmyhs+nRTyx2cT1Q0HKiYgfk1F/W3W+ho1c716yQYzsA0A0wOLCiAhZUVFrKshVm4gEOGx7aPM6TkvR8HAtDwLgznQEmbLkqXKLm5IUg5g+dEpPa3ZYdx9YO6hiOVM5cRK3E9uFOq6Ph/DS5f5GmiJIxQXEBBaNloq1gypWs1XLPnZPNgqWjeud5h/82xf48a/PgqUozK+Z69faO0UlxNnhIEQfg2cbhZ6uDW/3ygj5GJRsFCj+lCCfWoLo7t272qNHjxx7/v/nix38nV956tjzd0IfL7e2+NycCOO5AyPq35GKQdU0ZCtNrPSx0EYDusWJG5tmNMBidjiIqqRgMV3CXCp2dEoF9KbAhMgjGuAQ4GhwDAVN08ti5YaMbFlyrFm+H25PR3BQaRoKaN2AJnqZzQ1uTYbxhc19h92YifmxnrMnsE3FA0iIPmzmaqZkP07i9nQET20+QJ3EubiAuMjDz9J4sHKAhkPq8zRFEOBoW10FnOCHb44hHuTxa0+2TL/Xq2MhvUfNg1wcCYKlKdPDSXdmIni87vx12A/nEwJ+97/5uuOvQwh5rGna3Q8/fqYMf0pgKOvp9Fc7RdtOHQmRR2pIQK7WxJ+s5nA3Ge37NJuvtXBtPOTY1OGh0XStHVwdP01+eNDQgJ6+e36WQkL06TY0LA26rZDcaCko1FrYr0iuWaAcbrCfTUVQrDdt10szS0zgXZvQc/uMuJmvWzJUP2xo3ynUsZqt2fa7erldhMgzth8ARkI8pmIBKIqG1YMqVrL6n9nhoGNBFqDbT10cDuKxDcFjcigAQvTr8ovNPOx827/5PA0fS+HHvvscfu9NxlQW7qAiwc/RnhpkSA4FIPBM3+twn7NRXwnOAq1TwkK6BD9LWVKbVzTg4qjYt+nykMDhfCKIYr2FN3vl9yZvHq3lcXMijDd7JUiy+R3Q7v4xkWdwabS30XQ/G0a9pfbMIEUDLIaCHEZEH5qKCqptplyVFORrTWQrkq0ZvGeb+qZ0azKMsiRb8rK0QsjPuBZovUqXEAuwyLlUslQ1ve/QjG/paNiH6VgA+2UJq9lq136rfmkpGm5N9X9fHxL2szgXF8DQBNsF3Wx+r/Tx73L9oOp45rKTtYtZGFrvFVvN1hAPcjiXCGJhu4iKTQFOo6Xif/u9Zfyd753Fyn4VNYPPu1eWMJeMmS49OkGAo3F9PIyHazlLPqKLu9at2T5VzgKtU4Ikq7aUCGomT73RAIsLw0GUGjJe75ZxUO28MDzfLmJ2OIhsRTI9ufc2U7as9RXgaFweFSErGhbSRUMaVBWHyhO6SnwLoo898XdGEV05PipwEDgGDE2gaBqklopSo4VsWepLc+ewlHZzIoxaS3HdzFzg3FtSFFXD7LDo6mYVNTD5eZjtzdckLGWq2LVYGjRCqW4+2PRzNGYTAvysHhyvZqt4utl7fWkpGs7Fhb7aBIzyercMniF9HdoO+bAXStcZyyHA0baWgQHgG99axV+em8YvfHvV8NeUGoOXbLk5EcZOsW7LPSTJGu7MhM78DU/gLNA6JVwaESHYkPVZTJcRCbBdA6GwXw+uDm19zOhcLWcqmIj44WcppIvGMxulutxXU6+PpXBlNAQNGl7tlEw3+zttj9HJN1HV9FPtXpcSZZCjMRTkEfIz4FkaNNFLlPWmfFSi7KTrdNiLd30iBKmlYsmlgIt3eWLMbauiTtv+dCyAsbAPhdrH2V43eLtXwVjY17Xfi6EIZoeDCPlZFGtNLGcqffd9DgU5RwMtSVYt9eBFAywWOqwltaaC4ZDP1kCr3lLwV+6bC7Te7FZ6rsVO4WdpXB23Pygq1gYfPHqRs0DL44yEeIxH/Hi6UcBSBpZvTA26YOiHUy/BdqlNkhUs7JQsKZJvF+qIBlicTwgnjgJ3gjcYSHIMhStjIihCsLhTMnQKPwkfS9luuP0hVoZNKk0FlR4lypjAISZwCPKMLnmgAZKiolxvIVuRjvpGro+H0FI1vLEgfGsEymVRtLWDGi4MC1jKuFMqLRwTjr0wrAtwbub06dpBDyRMxwIfBVqpeACJoA/1lozlTMWS8LHbWLF0mj1hjTvOYtp6xuw4IyEe07EAmHa/phE0ALOJoOvuD9Nt/1UnMk/L+1VcGhUdX2dOG2eBlkfxczRuToTxZCN/1CehasBFG0olh30EfpbGlTERsqphcadk641XkWRcGA4iwDGGzXjf7JY6qm8zFMGVsRA4hsLrdAlfbFqfNksEecflESSHm+Jz1WZX1XiBozEZDSBXa2Kn0DgKUJ0aPBjEFHPYzwFwJ9AiFMFcKorNXM21LKFRNvM1jIV9mIj4oWhaW27Bvqb74xy4YPXzdq8MliJHAq1+lsKNiTAkWYWsapAVDbKqws/RCHAMtvM1bBcamIj4erZYVCTZVoureJDHN/5wxXRvmSQrOJ8QEBM4NBXVlnWtG3dnonixXbAtwDyJAThkeZ6zQMtjEALcmY5iZb/6nuzAIVmLjcZ+lgbPENyeimAhXbRdVwsAQj4G4xE/5tuaT0Z1YyqS8p5VEE0RXB4V4WdpvNktGQ7YjBIOsI4HWoMeUa82FbzZ+/J0uZjW/52KC4gGWHyxVbTVA7PZh9YUIXpGVeAY+Fiq7RRAQBH91F9pyNivSB2nDF+lSwiwlOMG5HOpGOZXczgXF0yVxd1ip9DAbEJwJUOynqs5bklUbsi4MxPF4/U8wn4Gfpbp2sZACHA3GUVTVg1p4RWP9bXNJWN4t1/BQZ9WVzcnw/jGt4yXDQ85LN2+268i5GcQ4GjDDfVm8LM0ro6JrlwbC+my57XQ3OYs0PIQV8bEI4XkTqxkqxgN+bBbMt6bInA0Lo22M1fpEp5sOHdqmoj6Ae1Lb0YNuvXE4SbVC4YiuDomIsAzWNpz1mjaxziv0OxVj8LVbBWrAC6PiuAYCjxDgSL6MIIGfdM6PJgSEIBoh/8CcNirpB0FP5qmf0yDhluTYaiaBlUD4kEO6WIDiqpBVlTIKtp/69mI8/EgnmwWUG7IXYNSmgDDYR9iAgs/y4CmCJqKikpDRrYi9SwV2cFhw7nT/UlWiAkc4MLEqaJqSA0HHR+2ODxYXhoJ9czkaxpMTV4uZSqYTQgQ/Szm13K4MxPtO9CKCZzle71Ul3H/A10/OzgqFbqgtXZIodZyXVDYy5wFWh5gPOxDQuQNN35Oxfw9Ay0fS+HKWAia1l+TeD9cGw9h/aCKivTxiWx+NYfPpiJYSJe66hC93i1DVlQ0XVC9dML/8Tg8Q1DoYxrMTQq1lqmg3Sy3pyN4u9d5M9412MyuaEC62OjY7J0uOK+Qv5rVZQ28vHmsHbjXJxYLOG9JtH5Qw7XxkGPXaLrYwHI7MH28nsdsn8Hjt5ay+Hw6YnmdXdwt2ZrVujMTxUuHS4UnsZWv21qaPe1411TqK0CQZzCXiiJTbpiaruklcsfSBMkhAU83Cni2WXQ0vX/IXCqGhZ3SiUHWIc82C5iJBbqaI9eaCq6Oh514ix8hq86WmhKiNz0Jj+O05k0v25qKTSKbW4UGro4565kpySrOJQTsORiYWiVTlpCKu2N+rbrUj5erOud88KGESr9Hr+dbRfzE987ib37POfylu1N9v59SXcaNCevrHyH6mvx4Pe96kHXIRru8fMZZoDUQKKL3LTE0wfyqebXiN3tl+LqM0bcUDSvZKu5MRy2+094wFMG9ZBTzq8bE7qpNGQLfPZHq1q3pRC/EcSL+3ppLg8ZpI+heQX7ZxqlPu0VvP0T0MeAZGlv5OsQe1/AgccsY3Wq/qFGsWhSZYSlT6Xvd/OffXMH//XATv/MyjesTob7fw2FWq1/8HI0b42FDrRpOkilLuD3l/B50GjgLtByEpgjuzrx/oV0bD2Eq6sfDtXzfMg0tRcPFke6n96as4vGG3hvlVIUs0vYNNNobc3UshEpDxnaPBvTD5manaTjcPO1zeOO3A1nVHD11SnL3YFYDLG0qx3m5U0TQ5gBI4GjcmYnixkQI9aZ8pPM2PRSw9XXsZN2l8uFmvv5JZizWc1X4GPPrz4PVHPK1FkoNGQeV5kdrv1GsZLWGRR4jIu+Ip20/LGXK8Nt0f59mzgIthxgN+XAuLuDpRh48Q2Ey6sfNiTBe7ZRsEcrjDS4E86s5XB4NIeS3dwNKxQVwNGVYl+deMoo3e2VDPotNWcWVsf5PhEZgKIL1gyoCLIWpmB/XxkO4OxPF/VQMd2aiuDwqYizss7SRON0DZhe9MoxWqHYpJR9iV3AkyRou21A+9HM0Pp+O4OZkWD+wrOfxYrv0XubZ7oDOTnZLDVfKh4qqOXaIGyTZShO3piKWniNdbGC31MDXzg319fWLbakbM8wOByErmqt9er3I11q4aUMp9LTj3dXiFPPZVATLe+WjBs5royJebRdt9Tkzc2pdSJcwGvIhFuBsuQk/m4pgMV00VPunCHB3xrynV8vhjuOhIIe9koRaS0UtVwfQ+XcTDbCICRyK9RayJvSD7JRNcBI/S8GpUQkj8hYCTwM26Rv2myXmGQpXx0LQACzs9JY9qTUHK9vRi4TI923ybpQgz9jWY+c1nm4WMBrisXuC16NRtvJ1EAJ83+Vh/O7rjKmvLdXl96RuenF7OoKX2+7045rl1XYRoo8ZuNTNIDnLaNkIz1C4m4zi2WbhPdPS51tF2w1YM2UJMybKF7ulBgr1FiYi1hq076dieLZpbIpF9DG4PNp7LPskFnZKEHnnUs5m+qfytRbe7VdNbyoURTAdCzjeO2QVH+vceaveUsD2SHvYWWJdzlQwHTN2X7A0wc3JMD6fjoAi+ub6bLNgaOJ1fcAq8L3IudA/FRO834PYL01ZxWjYb/l5NnN1yKqG8wnzGUbV4EHta+eG8HSj4MkgC9AdLpyuUHids0DLJqZjAYyGeVM6LlYZDZkLmgq1FhQNiBkwxv0QnqFwezpiWONlIuKHyDNYSPengyWrGi6NOndz+k2aH4f9jOmervnVHDZyNdRbCkQfg7lkFDcnwriXjGIuFcPn05GjEiUzwBoMzzj72mKPoLaTH2S/jIU73xcU0e2I7s5E4WMoPN/Ss1d1k7/bUl3GRMT6RuwUy/tVx+UXRN+nG2gB+pT05VHrpehvvt3H7HDQ9Ne93Cnh2njnNZChCO5MR1yb/rTCs408hgTn5UC8ylnp0AbuJaP4wuBJ2E5KfWg07RYbOBcX0GgphpW040EOkQDb09bikMujInYKdUP9WN1QHFxAzG7uQwJvyRex3JCxdlBDpovZ8NCRbyENltazPJKiotLQS5ZFhzS5WJsDnQ8ReBq5LlUsu19/Zb8KQnAkpkqIfk0GeQZLmYpp4/JOjIZ92HZBv6tfziUE5NadE8w12id6mpFkBQSdzcSNEOQZxIT+JkGPn78iARYXhoOoNxWUGy3kai083ijg5qT3e6CaioZzCaFvQdjTzlmgZQGRZzA7LDiuSN2JN3tlCBz9kRZML1ayVVwdC+HtXqmntMT5hIBivYVlg6a9d2f00qlZz6+TWD/wjvq26LN2q1AE2O8SZAHAQbXZdSHiGYJE0IdwgIWfpUFRBKqqod5SUKy3sF+W+vJWZChnN8xAj9Kk3UbU+xUJ18ZCaKkqIn4Oy/uVI+shO/F6I3jLYZ04K6bPp4XVbA13k1FLlYqKJONX5jf6+trD+/niSBC5avPEvabhsBaeXTxez2M84sOOAXukT42zQKtPLo4EUay18NRhE9BuqBpwcUTE003zrcwL6RLmktGu3mG3pyJ4tVM0nKkzarNjhEiAxbDog8Az2LRhSvNDWoq5xYm32EcUD/Jds1lGkGQNW4U6trpkUSIBFkMChyDPgGvb6jRlFZWmjHw7kPswUcg4PKLfK/Nhc5ylvyZL4dWGs15rXrVXOuTtXgUMBdM6fUbxeJxpG0t7FQR5uqsYs1PUJAVzyRgerec6OhKckpkbqJre7nIWaJ1hiPupGB6udb7w3YAi+qRJPxetn6VxczKMhZ0i5pInTwQ64blllORQAPWmgqW9Mr7j/JAjgZbZRdPqphIJsJYDLSMUaq2uk3cU0SfSIgEWAs+AoynHZSh6lQad6DF5uVNyfNJpLVsFx1BdLaUGSb2p4Np4yDG/0NMyVWuVYr1l6yHSDL0OVgAQsphtd5MnGwWk4oLjE7Fe49PP/dqNpgvTDWqN4WiCuWQU8SCPx+sFU6rJHENhLhkDz1J4sJpDWVIwv5bDXDJ29BieoXB7ynjT+3HmV3VjVivcnAxjr9TAXlmCogHfXj7A/VSs9xeaJF8zl41o9rCS6YWTWlVmUDV9YvXtXgVPNwp4sJqzpczbDbpHxsyJDbspq7ji4DAFoPsvpobcsbvpl7CfRdivCwvfaevExWxqSv6qBFoA8GQ9j9GQO4r7ZtFOQTP8cYSvoICpN1b/08SA8uVBnsa18TDe7JW7lvtOgqUJPpuKYGW/emL2an5NN3zeytcQ9rN9lSIPeb5ZwMWRYFcj4U50OjU+WM3h7kwUTzcLtizuDEVM6WEB1j35nG44t4TD63SvW6ZlMYjtRLrkfKN6OOCdJZRjKJyLCwj7WTRaCjZzdfzRuwMAeG+QYi4Zw3zVenbG09e0zciqhpkhwZKulhOk4gKeDbB9pR9e7pRweVQ0LHb9KfDVuVNOKbEAi7lUDFo7k2ZGkPHQAiga4PBwLd+10frVThFTsQDe7VtL6bZUDftlCSMmTn8srY8pd0vNP1rP4/KoaItdSzxo/mSa93g/jhUGPR7ecKj0tpmr4/aUsxNZzQEZ9h4yJHC425YNgabh9W4ZD1Zz+GKriFyHrG2pYc/06kK61JdUzGllMV0C5yHLIYGjIauq0+ckRxj0muM2Z4GWR4kEWNxLRlFpKphfzZmaLCQEuDMTxbDI49F63lBvUEvRsJypYDJqXRsoX2vBz9KGPK6iARapuIDHBqQjXu20Fe4tCiVGTG4ODAXTGbAPkTw8GeSkjAaAnqXJuoPm3nslCU6qEPTy7XSCYZHHXCqKC8NBHFSbeLSWx/Nt40Mrr3fLtoiNViQZiZDvK1MKKjVk3Jy0Zs1jFzGBxVjE70j/qhu83at01Qj71DgLtDzMi+2iqUZbigB3ZiL4rvNxPF7Pm3a9LzdkyIpqyyK8dlDDheFg14myVDwAlqZMlRlXslVwNIUJCwGh2axYQrTem+FlqxLZYf03uUdpsObgz2an2MDn09b6BruxX5EQDzovxDgs8phL6sFVpixhfjWPpYz58vwh5xPmBTRP4s1uGQmR/8pktjplCd2CpQnuJqPQNN0F4TRjVPn+U+As0PIohVrL8OmJpfUS4UjIh8frBfzhcrZv5/jdkoRogLPFNub5VhH3kic3st+aDCNdaPQ1ibdbklButHBxpL/NwmxvSdhvfSP1shSAUz1Sh/TS9rKrlNWJ17tl203Vj2NHFvgkRkI85lIxXBgW9OBqzVpwdZxemm5mWDuoIRLgPFVWc4qV/Wrf645V7s5EIfIsHq3lke/T09NLLO6WXctqGamuOIl3OjnP+IjlTAUsTTp6WPk5GjfGw1jJVvBo/f0G+Web+b6b0t/tV3F9PITF3bLl5vPDScTHx97fXCoGaJql3pxSXUajWcX9VAz1lqKfjtrr/GElTNO+7AVQNQ2a1l/ft2DRc5FjKE8vjE4HWr1Kg7IK+FjKtMWRUUoNGXdnoh/dI3bBMfYt4sMij+SQgHytiaVMBXsONV+vHdRwYSSIpT7Wh5NYyVYHJoHgNkGXJ4gFjsa5hODY9TtIclXJ0Xv/kOmocV9gJzgLtDxMgKNxaUTEH68cvPfxsJ/F5VERC+lSR8NmWdX7ioYEri/bg5c7Jds2p8NJxNVsFTcnvmx6vzERxovt/idmmorWlwxFwKRlhVXl9HiQ87RIn9OLnJGyaZBn0Gg5l/XThymCeL1rf7mlbNEaKexncWlUxEFFwrv9qit6awAQttmr8OlGHjGB83T21g5ebBcRDbCuHJ78HI2xiA8vtp0V3x0U6aLUUzjbKmNhH5b3B1tmPSsdepDZ4SA+mwpjK1/Hyn7lSFAy0e7TkFqKroPVQ4wxV20iJnBg+0zpP1rP26Jh1VI1SLKK1FAAjze+vKHeZcqYjrl/0jArYsnRuqH2/VQM95JR3JwMIxUXDNvyRHqYKg+ausON+kYCrYBJk+9+qDVVOFHdWs1W+7LjuTQi4rOpCKpSC/OrOcsTv2Z5vlXAsA39h4e0FA3nE97WFbODlqLh4oh1s2kjXB8PGbY/O63Mr+VxoQ/TbaMMh/iBa76dZbQ8xLXxEDRNH5s+ZK8s4X4qBlnV8Gwjb7q3YilTsZSZerCas1wSSA4FUGsqWP/gvddaKpqygrCfdcww+SSyFXM/w3y9hZcdMm8CRyMe5BHyM/CxNChC0FJU1FsK8rUW8tUm/H0EEQxFEOQZ+DkaPpYCz9DgGAoMRUBTBBQh0DRAUVU0FRVNWYOiqmBoCn6OBkdTkBUNxUYLu8VG12DHyak/QO/RYimCVpfFzo0eio1czZHyVkNWTaldJ4cCEH3MwLMUTUXDaNhnawbNy0MfdrKSrVo2m+4Fx1BYdEjV32vIqgaK2G8ndGsyjC82iwM/AJwFWgOGEOCzyQhKjVZHqwyrVjiP1vO4l9Rtg/rhpD4ro9yaDOPtXhn1DuWp3ZKEy6MiqpLsuEI5AARYynRGq9QlCKw2FVRzta5fv7BdQMjPgCYEhBDQhECDpi8qmgYVeg+ZomhoKSpkVYOsaijUWyjYFIDGAiyGQ76jLFxVUrBXauCg2nQ8owXopty5LqWWXn6IdvFiq4hEkMe+yWC7F/Eg1zPQGg35MBHxGZIycYvnW0Vb+9de75ZdK6sNkiGBQ6Mpo+yg/+G1sZAl8ejTxGq2invJ6Imm2f0yJHBYO/BGNvAs0BoQh2rtO4W6KzfTk/UcLo2KeNOnGu+T9bx+Otgy3lNl1C/x9W7Z0Wbl4wyJPGomtWf2y9b6q+qyhro82JN+rtY6MdARfQzGw36sZCsdhy7sIMB1D7TcUhmvtxRcHhVtD7TULm1uIs/g6ngIT9bz2C15r1fvi82CpbXhOJqmtz7YuWF6CX0AKeRoT9Ehgy53uc3iTsm2Hj+KACMh33vVoUFy1qNlGusX/3QsgJCPxcO1PLZdapJWNGC/1OhbI8vP0WAoCpcM9CawNMGdGXN+iY/W85hLOqd3dIjZBmDRx3TMxn0KlBsyljJlR4MsAPBz3ZcaN5UBnm4WcHXM3h6bk+x+LgwHMZeKgVB6Vrpb6XSQtFQN2/mabeUVNzKkg+LamDtBVtjP4tXO6bLWsUqlqSA5ZE/P7t1kzDNBFnAWaJmGoShwFsscVUnuaxLQCpdHRYxH/chVzaf0zycERAIsHm/ksVduYCzs6/jYSIDFubiAx+vms3QP1/K4PtG/roqRX4vZXqB+7HpOG0GDTf1W6HXPkG7KtjZBEf2Qc2cmiphg7+91p9DA+YSAz6cjuDsTRSzAYilTwfxqDqW6t/uWAiyFS6Oho6Ebq7xOlxG0KIniVdwqRV0aEeHw2ceTPNko4PKotUPQ3Zmo52RGzkqHJpFVDbcmw5ZS4wfVJoZF3pUx7puTYdSbSt8GnnPJGJ5s5HAoeVWotSBGGYg8g/IHja8zQwE0mgre9KnNowFY269iKtaftcTssIiVbBXDIo+wn4WfpUFTBIqqodZUUKg3uyrVn4TRycLTTIClHQ8GepUG7fY+I0QXEh0WfaAJQbHewvpBFRu5GjbaPXWzw0Fb1bVDfhZPPNR/1YsLw0GIPgavdkp99V92QlY1XBoJvTdh/KmQrTRNDT70S73l7eDcSapNGQxF+urZvTUZxhMPXnef/i7iANuFOgj5UhizHyYifkcDrWvjIZQbMp6b6Kk6TiTAYjLiP1GnazNfx9UxEW/2Kkd9BDcnwljOlFGzWGarNBWIitrXJOLr3TLGwj5s5evY6uBBZ1bPyq0m7UGiT0U6G/TTPbTIrPajTET9GBUuOyB6AAAgAElEQVR9oCmCUqOJ9YMaNnP1rgF71GbbGMqFrJydlOotVCS5p3J/P8jdmtZOOQmRdzzQ8rNf3a15M1fvazr41lQYC9sl2ycX7eDT30UcYKfQwI0Jc6KXH8Iyzi7K9aaCrXz3abhOXB0LgSIEL7uMFi+ky7g9pVsEzaVieL5dtBxkHZIuShgL+8D0UcqwW5frtG2e/cA7fC0CAN3j52hUnT4mcLgwHMTtKV3X7Pp4CCJPYztfx+ONPObXcni9WzHUV7e4U7I1kF7OVPrS0xoUe2UJUkt1ZPTdadujQZJ1oRJR+wpntABd5NqoxyxF9MGrLzaLnu2DPAu0+sTqCbzq4FgwoOu83J0xJzZKUwT3U3oToZHJj0freXzPhbgj9fDXu2V8NmXM6/E4azafNJ22p/ECjAsTf73i1eNZlXNxAXemo7ifiuHuTBTXx0OYjPjB0QS5qm5N83SzgAerObzcKfU9Yl9pKrg+bu3AdJxivYWrLnm32UWu1sRmrobPp83fa92QZNXQ4MxpZCVbxYiNQq8n8TpdRuQrYtR9Eg1ZxUSkt4doTOBwcUS0LIHkNGeBVp+82in1NSFByOHUofOnvVc7RcSDxgyRR0I8zicE0xfsHyxlccXmCa5D+lGm3ytLlpspj1P9CggwMsT5ZaDXwaQmKbgzE8VoiMdKtorHG3k8WM3h0XoeL3dK2CrU0XSgO7gh23vg4W30PXSLpqLhyUYB33Mh3reLxEk8XMvbHsB5hWTcWQFMWXVPfd6rPNssdK0cXWqv8/32H7vJWaBlgZjQO4iJBzncmopgLhXD1bEQAiyNjVwNf7ySQ9hha5ZqU8FUtPep4PZUBFVJ7suAWgOwW2wYTvOa5cFqznSZ1koD+4eBqV2CoV7GyYTWVNSP8wmhZ8/OVqGOx+t57DpkotyJxXTJ1vvw7W7Z0PSrVxB9jJ41nAjhm0tZpOICkkMB00MjnXi6WcDXzg3ZNtHoFXI156fGX24XMWRgj/mUyVakEyeW51IxLO2VT42v5ilaErzH040Cxo9JHQQ4GlfHRNxPxfDZVBjxIIdspYkvNguYX81hIV1C1WG7k4/e42YR1zuUM2iKYC4Zw9PNgqXepnythYiftfU0fByznohv98p9LexhP4tspQmGAsbCPC6Pisi4vPEPAsrBTXAzX8dQkMP6QX/9gk6jasDFEft81sqSjKtj9pUjnUDgaNxpB1c1Sdazhm07oLd7Fawd1OBjKNxPxSBYsEaKBzncnYkiU24gFQ8YKgWdFpb2KhgLO1s+rDUVpBzOnHmddLGBm5Nf3k8xgcW18RDmV3OebHrvxKfZregSGoCowGIs4sd+uYGNXB0LaWNpTNHHuObvd5L/WELkEQ2wR1OF2UoTQZ7p26tsKVOx3ULhELOeiMW6jOsToaPNwyhDQQ7Feguyqjfkp4uffpAFAATOZhvmV/OYS8ZOnGD1AmYtmXrBuKm+ahCOoXSRVo3gVbrYU86h3lLxYDUHP0vhXjKKvZJ0JIvRjeRQACMhH3JVCUuZKrKVLzMOU1E/WJo4Lo7rFvGgz/E14vFGHjMxP9b7kLv5VHi0lse9ZBT1poKdQr2jVZ2XOQu0LPJqp7/68FTUbzgos8raQe09+5ybk2GsHVTxdu/LRSJTlnBnOmpJ++bhWr5vT8Re6J6IQdSasqGFup9pMpH/at4ObgxWLqZLYCjAASUBy7zeLR9ln+16Pi8EFAxFcGUsBI6m8Hq3hGeb5qVe6i316PB0dSwEnqGwelAFR1NHJuchPwueobB+UMNa+89JbObrhm25TgP5WtPx70fTdH024KsbaBGiCxp3m4L3Ol/NncUDuKHGfRxZ1eBjKdyY6Cy2+ngjj8+mInhmwXvx+VYB5xMC3u3brzPzerdiOJDToJ/imyZ2dquK/2d0pizJuDERxottb9qKnEsEka3Ys2HWmgpuTYXxRR+BjR1cHhUR9DFgKYI/XrEvCLDD0uTJeh6TUX9HnbvTwufTESymS9jK65pPj9acK2W92C71pSv1KeBjddu30/69n+0sA0Jx2Q7s1U4Jk1F/z9LeSrZiqMm/Ey1FQ7khO9bo/9jAJOL9VAxP1gu4ZnLU/qugmXUSdquyH4dnKNyeiuDWZNjT4q/5qr0lIMrhcuyHnEsImEvGkAjyeL1bxqM1fVrTa03oLVVD8BRnjn0shbszUTzZKBxptc2v5pCKC7g7E0XCIcuu+dUc7iWjLl9Vg8XP0piJCUeVmNOMd1e+T5z9ivv9P7KBUkapLmMi0tnL0AiZsoTxiM+xRb7TJCJLE3w+/aWZtWryiNn8CmhmnYTdJ3GGIrgxEcbn0xFQRJ88+2KriJfbRfhZb8ofLGWq7w22WOX1btlxIdhUXMBcKoaJiA8r+1XMr+XeW1fKDRlXbJQ6sYvXu2XcdcFA3m5uTIQR8bN4dEJG/d1+FY/W89ivSKYPeEZ5uJbHjcmwKwLDg4ZjKCTjAbzZ8750gxHOAq0BwNGkb9V2S69rMKPwYruEexYXwsV02VENnQ8nEWMCi+SQ8J7X3MvtoqnM2ldBM+skZBsCTEKAK2Mi7iWjCPA0XmwX3zv1A7oIoVOaa3YwZaOrQL2lODJ9OBb24X4qhsmoH6vZKuZXc9juYivl82hg+yZdst0CySnOJwRcGw/hxXbRkPyIkz/z51tFTMeET17M9OpYCIsu9TC7wVmgNQCmh4SBjKaaeckvLEo+AO3m+GlnTq7HJxFTcQEMRWHpA4NgRQMumRjdz1c/fc2sk7Cifj87HMRcMoYhgcNiuoyHa/muBtVeVtpPF+3tG7LrFo8JLO4lo7gwEkS62MCD1ZzhHqelTNmTtkBlydvSBYQANyZCuDYewrv9qqlJt4V0CZyDk6dLmYohfcTTyv1UzFKfsBc5vcXyU8ygTiONlvHGsKaigQCWp6de7hSQHAp0nESywm5Jwn80G8ejtRwaHZreX2wXcT4hIOhjwNEUKELQlFVUJBn5WhMH1SY0TdcUyw6gnDtILgwHIfAM6k0Zc6kYCPTgQFU1tFQNLVlBo6Wi1lRQlWSU2xm/8wkBQ0Eem7kaljPmRG5f7ZT6Mgx3g41c3dZrdTFdgp+lDPkufojIM7g0KqLWlPUAttrfJG+xLuPqWMiWRna7ebJRwPXxkKemyVJxAcNt0+gXJuVhDqk3FdyejuDphnPBwovtUl8SNl7nypj37XT64SzQ+gqRN6miu56rWdY/kmQN9aZxDSwz3E/F8IfL2a6PqbfUrhOQNAHiIo9IgEWAZ8DSFDQNqLdklOoy9isS6i6LzDrNSIjHaMjXV5Opj6Hwbr/a91SpLhAq4qFHNbWGQz7bAi1JVk1tuD6WwpWxEBRVw8JO8cReoH4QeG+WDwFgvyzBz9EDu8dmYgEMh3ioGrBxUMNqtopVG/xSzfaH9kOx3gJF7O+xHBQBjsaBTRIrXuMs0BoAxZq9AQdLE1weDcHP0pBVFS+2ix9lofwsjUof5rvzazncmAj1fboDdP/Bq2MhVCTZshk3oH+/NybCtpx8FE1/f3vlk7NZFAG+di6GdLEB0cfAx9KgCIGsaKi1ZBRqLeyXJcinYLWjCHA3GcOLrQL2+lS875Q5NEO54d3FdOPAXlmSXhsuS+taVwxFsJguOZIFWc5UPLsh75Ulx4SOP2Q05MNY2AeWJijUW9jK1bDe/mM3C+kSgnx/a65RNnN1TwsBm+XaeMiV62AQnAVaLkMAQwrLRogGWFwYCWJxp/SePtGQwOF8IohnW4UjHamhINe3ds1Wvo6YwFnylVpIl2xZUGMCiyGBf6/p3SliAodhkTekRTQkcIgJHII8DZbWMwiSrKAiychVm8jbHFybZXY4CEXVPKFH83q3gpEQ33ew5yS7JQkXhoMf9fv1y0K6BIGj37PeIgS4MhpCgKPxZreE5w6Pr+drLVwdE10TSDbLw7U8Lo+KtpoDszTBuXgQkQCLelPBVr6G3VIDu6XOgwN20lI03JoM2ZaV7MSbvTKCHI3KKc+6XxgOfrJBFnAWaLnOZMyPTRvsFO4lo1jYKWF+9eOL86DaxEE1h5jAYXYqiGebBYR8/asL52stXBsPWTbwPGyO71d9PhUPoCoptm2C3Tj0OTS6+Os/884/H5YmGBF9iAosAhzjWh9CgKM9eVJMDgmeDLQAIBqwz8i3pWi4ORHC4408ZoeDiAVYLO9XXe+ZEjyuXWVGWLgTk1E/xiN+1Jsy3u6VBy4NUGs6P8VcrLc+CTHTT13D0Nt33ydIIshbCrQut3VxjGycuWoT86t6wDUS4rGQ7vtl8WqnZEua+sV2AecSAlZM9vjcnAxjaa/cV2OxWe6nYnhos9JzS9GwVahjq1CHW1Z4NyfDSBcanguyAGC36E5moR/sLLWNhn0IBxhMRPymBwfs5N1+FYToli5eZCVbNZ1JZCiCy6Mi/ByNrXwNW/m6pxTnF3fLGBK4rgcwO3i2WcCwyCPTof3B69iVzUyIPFJDAlqq6uggQj+cBVouY0bEMxJgMRHxI8gzaCkqtvL1vi7IXLWJmg2p5Scbub6CpOM0FQ3VtnK80eZ4t05sAkdjdjjoeLZJ0fSeubqJKVCzzKWiJ2Y7vcJ6robpWMC2Mrqd5GpNS5N6h6X7Qr2Jt3sV7JcaCPoGq3uUqzZtL8/ZjWjAlizA0bjUPmwu7ZY9NbH4IZqmT+g6HWg1ZRWTUf+pDbSs6o6Nh32YiPrxdCOP/bIEArgS4JrhLNBymV7GtTcnwyAE2M7Xka00UbCpt8eOJnRZBaSWajlI2CtLuDwq9myOZ2mCm5MRV4Ks5FAALUV1ze4hyDOOBlrPNou4PRXBUw/r0YyFfZ4MtAB9QzdD2M/i4kgQ5YaM17tlHFS/vGYVj0xahgYc7PXixVYRkQD70ZoXE1icTwTRaCl4nS57LlvRDbd6M59sFHAuLmDFholJNxkSODzf6u/3OR0LIB7k8HSjgJ1jGXINwPnhIA48VE49Eyx1EYGjsdZlqunOdBTPt4o4qDR7BmRmsWNaDAC2C3VbLCZe75Zxp4tyfMjH4HwiaMhA2ip3pqNIF+tdFbbtxumR+6as4vl2Ebem7Fcnt4vNAbgjGOX1bglsjxpvgKNxZyaK6xMhlBstPFzLd8wYleqDP13bIVvgJC1Vw6URPVs1EfHjfiqGiyNB5Kr6z/bFdgktL45OdmEpU8G4RUszo/jY07edzw4HTZfozycE3JoMYyNXw5ONwonCwNseW1tO32/mFJOKC117JPbK+kYfccCQuWSjhtWj9TzuzlhXfJ9fO/l5xsM+iD7W8TIHSxPcS+rN+ZLs7gIuupBdUFQNr7ZLuDnpzWBrp9DAbMKb6uAVScGVsY8PFIcm2Z9NhdFSVDxez+PldqnnZvFmT5+0HCT7FQkXTTgluM1ExA+GIkgOBbBdqOPBag5v9wbX12YXU1H7rJ26sZAu4+YJHrBeZq89BXp1TMS5uHBkL3USl0ZFXJ/Qlfp7VR62C42jfmYvcFY6dJFekz+Z9kXnhFfWftnebM3TjTzmUjG82CpaKoE93Xh/tPvSiIjdUh3FLjYudjAa8kHg6YE1inMuGcPKqoaFHT3YclpGoB+GgjyWLfT8OQndnoRiKIKr48e0rvosx3ph0jLit2+i0g4Op2KzlSZWs1VsF+q4PR1xxEliUOzYbO3UjXy9CYbS2zy8zkiIP/o9BzgGC+n8UelzKubHeNiPTLmBAMdAUTXTB2+B8054c5bRcpFyo3vwcDjiaqZh3ggMRXBxRLTVf0vRgPnVHFiG4H4qBrHP8XFF0xei8bAPt6cjWNmvOB5k3ZgIodqU+1Y3twMC98aZZVXDYtqbmS2vlrMoAiiahvvJKPwshedbH5tkm8ULk5brNguy9gvPULifioGCPkF9/DqQXJgsdpPNtrWTW6912yF/Wbs5nulb2X8/c7mZ0zOaq9kaXu2U+qpuvNguIOgRWZOzQMtFTjrZxIMcbkyEcT8VAyH6qGu+Zm8/h6xq+GKrCIoiuDUZxp2ZKEJ+ey7AUl3Gg9UcVE3DXCqGmGC+JFaqy6AogqVdZ3swCNGlG15sl3oGvU7j9ph9S/FmsJVpD0Z4hQttk+yIn8PzrSJkTUPZJnXv9VzNtQ23E3tlCbPDgy0f3p6OIOxn8WA1d6LQ5kK6NPAyq90Mh9zp0wK+1Cv0Okp7EUzFA8g5MDTQVDRcGdPXFo4ZrA2VN8K9rwjXx8OoSjJYhkJVkrFT0CcLjze+iz7GsXJWo/XlVB1FdANP0cdgPVvraEFjlGpT0TNc7b6n1WzVVEP/Vl5vsl9M9+536YdIgMV42OcZw9KW6v6p/Xiw5aUy4qCn4c7FBSREHmvZ6kc6TpLNNRg7vRT7JSYMpnx4PiGApoihqUEvlFntxO1M4sudoq0G6U5w2CoTD/JYzTrzPvfLEuaSMVRdEI/txlmg5TACR+PqeAilhtzTABmAoyP/x1E1YPGYJcfscBCij7E8Ot1SNDxcy4OlzAdcr3bssen5EH1yqekpC5JBZdRaivd6tpYyZde9+CYifkxG/djO17GSrXYci3+1XUI0wNo2pr/ugVKp2+8hGtDlGczY0WzkBv9zspO9koRLI6JravWSrKIpq477LfaLwNFHU95O3vdrBzWsHdRwfsBDN2elQwe5l4yCoggeruXxxmCNeVCeeMuZCp5uFHBpRMSwaD1t31L1gKtYb2EuGUXC4HM+XMvjXtK+tPdcMop3mYrtchlWGWS/zmGD/C2PlBHztdaJE352Ew9ymEtGcT4hHE21bRW6NyprAC6M2Ffa3CsPfvJvryy5svEwFMFcKoaWrJr2/EsXvVVStgO72jWMslNsIBX35lTvzNCX76voAekTpzkLtBzAz1K4Oqb7y5nNXGRcMj3txJu9csfx2n5oKRrm1/LIVyXcS0YxGu7dq/Bko4CrY9YW2QBH47OpCObX8lA8Jr0zHfO7lrnshKxqeOWhYMvvwKQtoAuJ3k1GcWVURLbSxPxa3vQQRK5ibwnLCfkWs8SDzvZA3ZwIYyTkw3yHPiwjOK015zaDGL55sa1bp3mNQxcAigAbHi5v2sVZoGUzBMC5RLAv+45EkEfLA1EBQ9t/Wciqnq3KlBq4ORHGvWQUE5GTAzpF1bCZr/ct9DczFEA0wOGZR1XRR1xsjO3GYbDVS5jTDYwIhBrFz74vJPpoLY9FC5psy/vVjtdqX8/X9lIcJE6V5qZjAVwfD+H5dhHbPbKFvXi1XYLfpEK/l8lVm5iO2XcdGWV+LYe7M1EwHtrtD+1xJiJ+ND2w5zmNh370nwb3UjG86tN/Ky56Q+PGyT1A1YDn20U8XMtju1DHaIjHvWQUn02F35OIqEgyZhNB0+O5d6aj2C3WLS/yTmKH76RdyKqGaGDw111FUnDVQvmQoQhuTobbbgOaYSFRo0zYmOXNuVQq7Ua6KOGcjeXDy6Mibk9FsJmr2eY/2JBVXBvwz8luBnXIerSex1QsgNnhwZcSR0L8kcF63IY2ldPAWTO8jfgYCosWFhmvaH7Y4YtolN2ShN32dBEBcGFYQFTgUW/K+IOlrOFJRJYm+GwqMjABUqOE/cxAjH1FnoHoZyDwDPwsDZamwLTTKpmSBGDwE16UyTSPPjkbgo+l8Xa35Ghz/5bNlh5OlUrNkAjylgzi40EO5xICdosNx67pijSYnlWnaCmD0wg7nOy7MxPFcqbsuF5hJ2aOTZRyDlRPvIg3dvZPhBuTYUsb/aFg6aBpDkhWWAOwlKkC+HLxf7Wj9xjMdzHkHbTKuxl0c2F73qfoYzAS8kH0MWApCoQAqqZBVjU0WgrqkoKSJKNYa6IsyShLJy+sdnhX2sHCTtGQYfnFkSAifhZLmUrf2WOz7BQamB0OHp3ErXJYKh1kq0A/XpNBnsHlMRFVScZiuuz4kMnrXd0rcMdFH1In8YJkxeP1POJBztbr2Qw+hkKAo1FrKqh7KLvvJIYDLUIIDeARgG1N036YEPItAIcdy8MA5jVN+zOEEALgnwL4QQA1AH9d07Qn7ef4awB+uv01P6Np2i+2P34HwP8FwA/gtwH8pKZpGiEkBuBfA0gCWAPwFzVN8+xumrGoRdUYcIP0IYNu1P6Q+bUc7iajeHRCgHJjIoy1bAW7Ax4iMIqZsqGfo5EI8gj79SwUIQRNRUWp3kKm1EC5IaPcsL5Q8h5p3pBkDZ9Pi3hygsRIciiA4ZAP69nqwPzvYjaWWCuSghsTYbzYHpzExk5Bn0rrpc7PMRSujonQACxsl068D51kKho41YEWRYBr42EwNMHLAf6+j5OtNFGR5Pfsz9xgIuLHHyxlj6oXK9nT72VpBDMZrZ8EsAggBACapn334ScIIb8G4N+1//ufAbjQ/nMfwM8BuN8Omv57AHehJy8eE0J+ox04/RyAHwPwJ9ADrR8A8DsAfgrA72qa9rOEkJ9q///v9/etOosdF2zBRuNnK9QGLO52Ek/X87gyJh5pfxECzCVjnhEgNULYz2Dx2JBE2M9iKMhB9DHg2yl0SVZRasjIVqT/v717i43rzg87/v3Pmft9hneRFElZtmzZlteWLHtbFDASdLtJ000XTQAvUqyxKVAgbVAUeWjXWKAPDQI07UuRtuhuHgI0aJImQdF2m2bhLpo6D23XsmVbluTVnZJ4v2iGw7lfTx/mUBpSQ3JmeM7MOdTvAww4/M+FM3+ey+/8L78/2VKNhynrZ+S4Bz0yu0WtpYXnRNzfPMlmio/z4QyS2ScFO3SbjEZ8bQMtzaU4OxHFqylurGb5fGFwAYJTc2qdTAaZiPm5s54baEC9n1K1wVK6yETMx0qmPy1t41EfS1vFlt6LZ0NHgZZSagr4m8BvAb+x57EI8DPAd4yiXwR+X9d1HfiJUiqulJoA3gF+rOt6ynjdj4GvK6U+BKK6rv8/o/z3gb9NM9D6ReN1AP8B+BCbBlp+z9EPmnZYCw1ge8DL07RT15vZ40/E/BSrdSZslOW9U15N4+UTQTLFKhvZMplilYwNgmtlky5rgPVsibfmkmzmytzdyNuqJWMzV+HMeKTjnHiHsUP34d5A/qWJCCGfm1trWdsEByuZ/ib7PIqI382L4xG2ChVur+f7cqF0FNlyjRcnIn0JtOaGg1w+YkJsp+q0RetfA/+EJ12Frb5Js9Vp51J9ElhoeXzRKDuofLFNOcCYrusrALquryilRjv8vH01FvEdeSDuaMR35K5HM7jU4LKWHyZbqhHzu4n43LbK8t6pjVyZDZNzMpmh0e+FF/eIBTy8MBYmW6pxYzX7eHKEHcX85g1rzVfqfGU6NtDWopVMibfnkujAvY38rtUi7CTS52Sf3XpuJEQ04OHaYsYRY0Vb3VjJ4nY1U/BYKei19//QSoc2wyilfgFY13X98j5P+RbwR60vafMcvYfyjiml/r5S6hOl1CcbGxvdvNQUs8OhI08jHwoPfoo9QNwGU/0PsrhVIhb0YKNGGMer9XPtG0PQa+S6OtHMdfXx/fRAZmN2685G3txtTx/MhjwZD/DWXJKpRICfzKf4aD5ly4uAHTdX7JHvbT+JoJfPHm5RHcC+dFTZco0zFmfhf/lEtG8TV+yok/6uvwp8Qyl1H/hPwM8opf4jgFJqCLgI/I+W5y8C0y2/TwHLh5RPtSkHWDO6HTF+rrf7gLqu/66u6xd0Xb8wMjLSwVcyj1dTPSUn3auT1A4vTUQ4NxVjKhGwbFzN86ODXR6kE1eXtnnThtmOnapc7d8s0518S9V6o5nratmaRcStkspXTF0a5vpKpm9pXYbDXi7OJTk92rIEUdq++eZaZct1Xj5hj1UM2nHKZJz9hHzWrVbgUpDfZ8bzs+LQQEvX9fd1XZ/SdX0WeBf4C13X/67x8C8Df6breutW9kPg26rpbSBjdP99AHxNKZVQSiWArwEfGI9llVJvGzMWv82TgfU/BN4z7r/XUm4bL01ETelq6yS1g+Zy8cVihsV0kXpDZzzq45UTUd6cTXBxLsm5ydiRMk57NMXtAUz37cWCQwfI2pHVuYo8muL8TIJTwyFurGb5bGHLFisg9MrMwKha1y1d0y8Z8vDmbIIXd5Ygmk9xx6GDkAfdxX2QxXSRRHDwSyv1atvCsaLnZxIDn8gyaEc9YrwL/Is9ZX9OM7XDHZrpHb4DoOt6Sin1m8DHxvP++c7AeODXeJLe4UfGDeO9/0Qp9feAhzQDO1vxmjQ1vtxBB3kq/6RpX2d3sk9otq4dpXXgtal414u/Dkr+Gcm/0g+pvLWB1nMjYS47ZLvqxM4SOma1xJk9yzfo1Tg7EaVQqfPlyjap/PGo++tLGWIBjy0mkLQzkwyRLjhzsLdV44OTIc+umdbPqq4CLV3XP6Q582/n93faPEcH/uE+r/894PfalH8CvNKm/BHws918xn5bMKnpvdZo8NZcklpDJ1eqsp4tky48OaBoLsXaIbMSx2N+HqZ6/zx2mfXYiYBbY5tnuznaLDmLm/VvrmUZCnkfr2/mdOlClbMTUVOGDAB8uWJO/bw4HiHk06jWdcdcMHWjrjeT1dp1sLlZF92DkC1ZE7yeTIZsseZsaMCrrjy70wBMMBn3s2TS9PNrS08ftENejbGon1jAg1tThx5gEkFvz4HW69NxPrPBDtGpSMDNmg1maR4Xii5noHRB15uzso5LoAXNViMz9Vo/fo+Lc1PNNQZ3JhMomi0JVrdUDsJWwb7faS3rnAvVvZqjdsw9Arw2FRtokBXwNFt2S7UahQGPEXNuCG4D4zFrV2LPV+rc28zz2cJWR1dxLpdiuMfZi3ZJltqp0DM8VdhsmktZFmTtsGNutqPYyYFllm73v5BX4625JD63i0vzKVZaWqN14PSItbPIBuX2eo6J2GAWZj7Mg0cFpk1cfLyfoiamLYHmOMZBTLRQqjnD8fyMsbj8wzTXl7OWH98OI2erI7BRQm0APjOSwfnciolYgHjQg8+t0Xk3MnsAABoRSURBVNB18uUaG7kKG21agc5NxvjCJskJO2WXZWOOg4jfbXlLwY3V49V9mCvXeW0qxhWTFrK+tZZjJOJru3/udWEmwa317IEJe1OF49vaezIZ3BVY2smJeMC04ST91MxxZd6+eWYswuWH/evinU4EOBEPML+Zt2UaCQm0jiBt02bsck1vzvJ49PRjT4IwLz63i1qjYdvBpQdxUkoAu0sGvX3pknluJMyjvLOy+R/EZfKV1txw6MBA69RwCM2lOhp/dWc9z2QiwJIDT/qHWbNxKoVeFuq2AzNzw70+He9LkBULeDgzFiGVL3NnI2/rAFcCrR65XfDgkfOmST8JwpoHhDNjEUdO93Z63ho7ifdpWroTA/qDXF/KEPBqFE2aAds6q7hVyKvx8okoH99Pd9UFMhU/noHWfaOLzo4n1uWtEs+NhLi74axjaiez3jsxGvFxe926xMMeTfHyiSi6DteWMly674wLN+l/6dF0MuToXEA7zB7U2w+jEZ9jEi06Qb1PzYM317K8OZvA57ZZn3uPKnWdsxNR097vznqek8ngrrKvTMfxezQudRlkwdPrGB4nJ+L2HQs1FPIN+iN0LW1Cl75LQTLkJVc2P/XO82Nh3pxN4PdofL6Q4cpiBiedfiXQ6lEy5NzkdDtGIj6uLDpnpuGOvScj0bvxqP/I63R24+P7abyaxsXZpG0HNXejXDX3pDJu1MlIxMc5Y9ZWr+PaVjIlXhiz/0oPvVjdtu+F1r1NZyR9blWuNZiIHS1APD+TMHUZrbGoj7fmkkzGA9xey/Hx/bRt1+E9jARaPdKU86tuzoQ1GgfBzhminWY6Gej7jJxsucal+82Zcq9OxphxcOD85co2sYB5F11L6SIXZxPkS1VTAmAzP5udPHhUtO0F12bO3GWa+mXiCLPoL84lTc1vdjIZZG27zEfzKZa27BtUd8r50cKA1BsNTo+GGYn4LFt30Epet4ubq/abndGJ+U1njX+wq+lkYOAZ268uZUjaZEH1XjSMJJpHNRrxcXEuQaZY4dL9NAWT1p+8srD1uJXsuLHz9wqbnC6hH1SPI+JfPxnn0gEzYHvxMFXg1HDI1PccJOdtDTaRyld4kCo8bhGKBz0MhbxEAx68mot6QydXrrGZK7OZs9+U9nOTMUdmj54dCj7z62aZJep3s2CDxsEvl7cJelymBRf91mt3RsCj8cJYGJdSXFncsmQZlEpdJ+Jz80hTx2JMaasVG7d03F7LoSkcNY7o1moWr6aodPGhXxyPcM2ioQfJkJd7x+SiWgKtHgV9bsJ+N8+PhqnVdW6sZrlbaL9ReDTFeNRPPOgh4HWj6zqFSp2NbNmyNaYO49R8RqMRvwRaJrgwk7BNoF2uNTh/MtHXvDtm6jRHWMirMTscIuxzs12qcmctZ1oeroPcXs/x6mSU2+s5Sg4NZttZSBdte+GVKVZ5dTLK1TYrfthVtlzr6rgwnQywlC5QtWj8ydWlDBG/27HjslpJoNWjsM/NdrHG5QdPkoS+NhXDrbm4vZbdlQm7WtdZSBfbTkfeyWuVCHrxul3UGs3kola2hJ0eDXNn3XkDNgGKJg8+fhZNJwJcs1mC2nLd2f/X1hxhbpdiOhkgGfKhuRSlSp2NXImVTHlgyRSvLm0zO9Qc02THwKRXY1H7Xnh5NOeNzFnOFDtaMD0Z8lKpNshaMMNwR7nW4LXpGJfmnXkB1koCrR5t71mEs1zTH1+duhScnYgS9rlZzhQPTEWwk9eq3cHCoynGIn6SIS9+r4au6+TLdTZzR2sJS/Ypb5LZ3C5FyKfZ9irWCSJ+Nw0dSiblzTHLT1eyJIIe2yYB3s9IxMd41E/Q6+KNk3FS+QoLqQLzm82bndx/VMDjUsbA5RTHYU6JndO8/LSHrrhBW94qcXE2eWB+qljAQ9Tv7ssxeKHHtXvtRgKtHng0xd0DWoQaenM20o6xiI+TQ0FqDZ2ldLHjIKla11ncKrLYZiyCz60YjwaIh4xldowxYRvZ8qFdGHZM9NeJUyMhfnKveQCI+DTmhsMEvBqP8hXub+apOXEKZZ/NDYVsudxSvaFzejRs6swlM/ncLqaTQeJBDy4U2XKVpa0iG9ny42zuYxGf7Rc6rzZ0Ls2nODcV62taD6ssbVnXfZgMeRiJ+FE0F7PuNklysVLn9ekYny04q56vL2dIhryk2pxHRiM+vJqrbxe6zZnJzuqCbUcCrS65XIo3TiYOXGdsr7VsedcBeDjsZSoexOtxUazUWc+WWNvu7gBdruk8SBV40OZjJENeTiaCeNyKpa0iy1tPDhAuBbmSs1oNdsSDT2anZcv1XQGDV1OcGYsQD3oo1xospgu2nIQwSBfnkqbPDjKTXTLHD4e9nIgHCHg0KrUGG7kyS+niod3tM8Mh2wdaO75YzBybJXrM6D6MBTxMJwOEvG7KtQZr20VWMmVS+SfbZDLkZToRwO/RyJVr3N/Mk99nVQC3S3F2IurIoQ75Sp0z45GnAq2ZoSD5cq3thb+1nDerfy8JtLrUaOhdBVntbOYqTwUBQY+LsN9jyuD4VL6yayc5mQwwEQuwmC4yHvMPfEp/rwoHLHVSqevcXNudLG8k7GMyEcDrVmQKNeYf5anYrMusX16ZjPKxjYMsaC6s3O9WIZ/bxamREFG/h1K1ztJWse3+2Yl1hy0LdVyW6On2OwQ8GqdHwwSN5ZNWMiU2cmUySwcH+nuPqwATMT9DIS8Br4ZLKSr1Bh6Xi5tr27ZsOe7Upw+3eGkiwk9XmsfUM+MRltIFS7K+H+bacoaJmI+VjDMuYtqRQMsmCtUGXo81QcDDVJGHRl930Ovi/EycLxYzjprurbkUd7tcQ2sjV2Yj92Tn1BScHg2RDPqoNRqsbZePRTK8wzw3EuLueq7viUl7MduHVqFp48IjU6hydyP7+GRyVPcfFZhOBhwzrmR+M49SOH6s1uIh3Ycu1ZwAlAh6yRSr3F7LctWkIGglU2Il46wAu1O5cg2XglcmY9xY2R7YWDNdh5PJkARawhz5svXTWG8bC0gng16eHwtzez27q3ncrp4bCXFr7WgzJes6xgLaT9JwhH0aM0NBQj4P5WqdxXSx69QXEZ+bkN9NyKsR8Gh43S5cLgV68yCPUk81fjdPbvqu4OfxCU89aSxXPHm9Do9Tg6xtlzpqdZkdCrKRK1N0yLT+9aw1J60TcT/TiSCrmRIPUgXLgqETMecEWuvZMi+fiA5sJqSZ9nYfjsf8TCUC1OoN7qzljnzseBYtpIq888IIf3lrY+AXaTdWs3gcnAtOAi2b6PdGlCpU+Gg+hdsF508mSBcqtk4Olwhakz08V65zffnpLsfRqBfN5UJzKVxGoFOr61TqDYrVOoVyjXylRq5cJ1uuke1DkLxXyKsxEfMTC3rRXIqiEYDtdD+fHg2zni2xXXROHpr5zQLTiYApEzYm4wEmEwE2s2XubeZ3jVW0ykLaXjMND+N3Oy8FQTtr2yXOTcbweVwsbxVZ2iqxekxbmvrlrbkkH97aGPTHAJrjN52ca08CLZuI+NykBjC1vdbg8cb74ngEv8fFlcWM7boT8pX+BQt7uxztKl+pc2djdwsdNMf7feVkgs8eph3TktXqRLz3QGs47OXUSJiNbJn5zXzfu4aXt0rNrtoN+160tPrpyjZet8uxYxeTIQ/Pj0a4uZZlJOKz7axVJwl4NZ4fDR95LLLZsmX797zs53hczhwDAe/gY94bq1k+X8gwFvFxcTZJwKMN+iMBze63ew5NsDoIYb+Hq4sZRwZZQNezmiI+NxdmEpydiLKZq3BpPjXQ9TCHQr6B/e1uFaoNzk5EB/0xujY3HOT8TIJsscZH8ym2ClWuLGwxleh9YWTRbAUfCnltmfrj1lqOOYeufyiBlk0EvPb5V6xul7l0P4VbU7w1lyQ+4ASnp0fDjl0HbxBGIt6BdGWaZSldPHRBWZ/bxevTcV6bilGs1vjkQXpX7rpBurcpFwVWUApem4rx0kSE+c0Clx+kdy3/Uqnr+Nwu3C7npwPoN7ereay/u56zdRLYYYcuQG+fs/szzmfDsRLZUvNqsVCucXE2yXjMP5DPYdX4rOPK7bLfttStkcjTrUKaS/HqZIzzMwlcCj5b2OLKYga79Xpt5iq8OB4Z9Mfo2PXlDEGvPVqv2wl6Nd6cTTAR83NlMXPgLNG7G3nOzyT6+Omcb3YoyFQiwEfzqYEPej/M1aUMYRtvq/tx/hH5mPBo9t14KnWdS/dTrGVKvH4yzgtj4b7+/b3LHYmDuRx8Rf/cSIiLcwnutYxxOjMW4eJskojfzdWlDJcf2H/sWcQ/+KEAnarWdV4at1/34dxwkAuzCXRd5+P76Y4nM1yaT/X9GOVELtUc8L6Ybr8EnB2Vqg3OnogN+mN0zTlHg2POCc3dOvDZw+Yi2s+Phgn5ND63eHkJj6YcuwD2oGjK/tvSXsNhL363xt2NPHc38swMBbk4kuTBZv6pRLROcGst19HivHZRrtkjg7nP7eKVyRjZUpVba7me1ovUabbGB4yEpOJps0NBNJey3YD3Tqxk7Nu1uR9p0bIJzQGBVqvb6zk+X8gwlQhwYSZhWaA4lQg6NnfKoDgwzmIzVyHo03hrLslsMsiDRwUuzaccs6TNXpli1VGDzL9c2SYWGNxYzJmhIBdnE3g0xeUH6SPnvVrJlHjZQfXfL5oxFmsxXXDMzNi9FtJFR+1bIC1a4ogW00UW00VGwj7mRkLGbDfzriJjAdlEu+VyUKQ1FvUxOxQiXagQD3gceYW9H5/bvsMB9mro8MJYfxf1jgU8nBkL8yhfwe9xccnkv/3JgzSvTcW4YsMZdIMwNxwEnNmKtWMnfcuNVXtMfOmUnMVsomG3xFVd2sk9FfG7eWsqyc21LFsm5AXzOuhkJTqTDHk4PRohlStzZyPP2naZ50ZC1JzSz9ahW+vZxxn9nSBb6s9M1Vcmo2hKcX058zi4On/SmgHsD1IFkiGPI1a/sIrbpXhjJsHl+ymc2jlwejRMxO/mi4UtLuWcFyhKoCVMtTNT0aMpLswmWMmUjrZwrUMPDINkxyqL+Ny8MB6hXK1zfXmbS/MpppMBoxuj6NhujINkSzXOjEUcM8bsxmqW4bC3pwW1DxP2uTl7IspSusC1padbI366uo1XU6avp7dVqPLqZHSggZZLwcxQiKGQl08e9Deh6qmREI2GziUHtmL53C5enYyRLlQcP05XAi2bOGYX81TrOp8YV6vnpmJUag1urHZ/wrHLIF0nqdXtMSPPo6nmWAoFXy5tc/lBmvGoj4tzSda2S9x/ZN2ag3Yx6Bx03To1EmbTxBaD2aEgwxEf1xYzB57sC5U6X5mO8/nClml/e8fVpW3enE30rVt0IuZnIubH7XKxXaowv5l/fIsHPGwVrQ/6PJrijZMJPr6fcsy5JRH0EA96GQp50XWdWkPve2BqFQm0umTVoG+9z12H41EfM0MhStU6PrfGw3TBsrXBdrIMnx4JEfF7uLK41fHO7/Qu1UG4u5Eb2AKsmkvx4niEgEfjxur20+NjlLPHiHTLqkWyrZLqckH1dtwuxbmpGPlyjZtruS5SB1i3vX6xuMVkInC01vU2YgEPJ5NBgl6NQqXGw1SBlUyJlX2OpYmQ9YHWqZEQ9bruuP1sOOzj9nru8aoOHk3xlemY5TPb+0ECrS7VGg1L1jLrx0nx9Ggzt4xXU6xlSk/tiDPJAGOxAFuFCrfXc6avd3jHqLOxiI+ZoSDXlrcpHDL92kkDu+0iU6zxxsk4nz40v3WgHaWa62SGfW5ur+e4vrz/QNWZZPCZWux3frPASNjniLUzAe6s5xiP+Xv6H41GfMwNh7i9lu1p27u+vE3Yq5GzICVDuabj01zEg56ex45qLsXsUJBkyEtDb6YZWN4qcXWp80Ag4re2hfPCTIJPH6Yd04rVKrGn9bda1/l8IdPX1kirSKDVNUU86GXvQr5HVbR40eQXxyOPu+40l6LeZk98kCrywOjKiQc9PDcSot6A22tZ8iYe/NayZdayZUJejYuzCZYzpX2XfXBy8s1BOiyANcMLY2HiAS93NnIHZutute7QdA1HMZ0MOCbQgu6D4bMTUTya4ovFzJH+v9W6zrmpKJct6i66t5kn4tO4OJdku1hleavI9gETAJIhD9OJID6Pxnaxyvxm7nGet155LVwB5OJc0pFjsXbsN+Lh4/tpx383CbR68MXiFsmgh5QJs+p21HUsa4XwaIpCSyAXD3h4dEgXwVahyuUHzc+iqebBNOzTWEwXWTapRSJfqT+edfTKiShKNcdTtJJEb725sZplKhEwfd2y50ZCDId9zG/me8p1NL+Zt6QLx86cliOvk2Ap4NF4ZTLK6nbJ1DUmSyamhmknW67vOmG/OB6h1tC5v5lndjhEMuSlWm+wslVkdbtMKm9ut5VVyYSdHojAwd3sl+ZTXJhNPB736zQSaHXpr58d4/9+92ebwwlM3md0dJTZb9rmfXVdR/W4w++MJev19Ye+v4mfVZi7kZr1v3jW/qdW7ddW6WQft+p/OIhtQ9d1UPTlf2TF9zsu+9Nh3+Mo+9GgL3Yk0OqS36Ph90huJyGEEEIcTnpmhBBCCCEsIoGWEEIIIYRFJNASQgghhLCIBFpCCCGEEBaRQEsIIYQQwiISaAkhhBBCWEQCLSGEEEIIi0igJYQQQghhEQm0hBBCCCEsIoGWEEIIIYRFJNASQgghhLCIBFpCCCGEEBaRQEsIIYQQwiISaAkhhBBCWEQCLSGEEEIIi0igJYQQQghhEQm0hBBCCCEsIoGWEEIIIYRFJNASQgghhLCIBFpCCCGEEBaRQEsIIYQQwiISaAkhhBBCWEQCLSGEEEIIiyhd1wf9GUyllNoAHgz6cxxiGNgc9IdwIKm33ki99UbqrTdSb72ReuuNneptRtf1kb2Fxy7QcgKl1Ce6rl8Y9OdwGqm33ki99UbqrTdSb72ReuuNE+pNug6FEEIIISwigZYQQgghhEUk0BqM3x30B3AoqbfeSL31RuqtN1JvvZF6643t603GaAkhhBBCWERatIQQQgghLCKBVheUUmeUUp+33LaVUv9YKZVUSv1YKXXb+Jkwnq+UUr+jlLqjlPpCKfVGy3u9Zzz/tlLqvZby80qpq8ZrfkcppYzytn/DCXqot3eUUpmW5/+zlvf6ulLqplE/320pn1NKfWS81x8rpbxGuc/4/Y7x+Gy/v3+vDqi3X1ZKXVdKNZRSF/a85n3ju95USv2NlnKpt33qTSk1q5Qqtjz/+y2PdbU/HrTP290B9favlFI3jO/zX5RS8ZbXyPbWZb3J9tZ0QL39pvFdPldK/U+l1Anj+ft+V2X386mu63Lr4QZowCowA/xL4LtG+XeB3zbu/zzwI0ABbwMfGeVJ4J7xM2HcTxiPXQK+arzmR8DPGeVt/4bTbh3W2zvAn+3z2rvAKcALXAHOGo/9CfCucf/7wK8Z9/8B8H3j/rvAHw+6Dkyot5eAM8CHwIWW55w16sQHzBl1pUm9HVpvs8C1fV7f1f643z7vtNueevsa4DbKf7vlu8r21lu9yfZ2cL1FW8r/Uct24djz6cAr2Kk3Yyf6P8b9m8CEcX8CuGnc/wHwrZbX3DQe/xbwg5byHxhlE8CNlvLHz9vvbzjt1mG9vUP7QOurwActv79v3BTNhHXuvc8DPgC+atx3G89Tg66Ho9RbS9mH7A4Y3gfeb/n9A6MupN4OrrdZ2pz4etkf99vnB10PZtSbUf5N4A9keztSvcn21nm9vQ/8+4O+Kw44n0rXYe/eBf7IuD+m6/oKgPFz1CifBBZaXrNolB1Uvtim/KC/4TSd1BvAV5VSV5RSP1JKvWyU7VdvQ8CWruu1PeW7XmM8njGe7zSt9bafbrc3qbcn5pRSnyml/lIp9deMsl72x/3q2mn2q7dfpdkyALK9tdNJvYFsb3vtqjel1G8ppRaAXwF2ho449nwqgVYPjHEF3wD+9LCntinTeyg/Frqot09pLmXwGvBvgP+68xZtnntYvTm+Tge0vT1L9bYCnNR1/XXgN4A/VEpF6a0Ojm29KaW+B9SAP9gpavNy2d4OrzfZ3lq0qzdd17+n6/o0zTr79Z2ntnm5I86nEmj15ueAT3VdXzN+X1NKTQAYP9eN8kVguuV1U8DyIeVTbcoP+htO0lG96bq+ret6zrj/54BHKTXM/vW2CcSVUu495bS+xng8BqSs+XqW2Vtv++l2e5N6A3RdL+u6/si4f5nm+KIX6G1/3K+uneSpejMGGP8C8Cu60d+CbG97dVRvsr095aD99A+Bv2Pcd+z5VAKt3nyL3c3DPwTeM+6/B/y3lvJvG7Ml3gYyRjPlB8DXlFIJY7bD12iOVVgBskqpt43ZEd/e817t/oaTdFRvSqnxltkhF2lup4+Aj4HnVXPmkpdmc/MPjQPY/wZ+ae977fkbvwT8RcuJwin21tt+fgi8q5ozuOaA52kOBpV6O4BSakQppRn3T9Gst3s97o/77fNOsqvelFJfB/4p8A1d1wstz5PtbbeO6k22t6fsrbfnWx77BnDDuO/c82m/BrsdlxsQpHnSj7WUDQH/C7ht/Ewa5Qr4dzSvWK6yewDurwJ3jNt3WsovANeM1/xbniSVbfs3nHLrst5+HbhOc7bST4C/0vKanwduGfXzvZbyUzQP8ndoNkH7jHK/8fsd4/FTg64LE+rtmzSv1srAGrsHHn/PqJubGDNspN4OrjeaV8w729unwN9qeU1X++NB+7wTbvvU2x2aY2A+N27fl+2t93qT7e3QevvPRh18Afx3YPKw74rNz6eSGV4IIYQQwiLSdSiEEEIIYREJtIQQQgghLCKBlhBCCCGERSTQEkIIIYSwiARaQgghhBAWkUBLCCGEEMIiEmgJIYQQQlhEAi0hhBBCCIv8f5mjFQ6om9JsAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "radius = 1 * 5280 ## convert 1 mile radius to 5280 ft\n", "\n", "# generate buffer around the selected station\n", "buffer = station.geometry.buffer(radius)\n", "bounding = station.buffer(radius * 3, cap_style=3) ## 3 is square bounding\n", "ct_clip = gpd.clip(ct,bounding)\n", "\n", "ax = ct_clip.plot()\n", "buffer.plot(ax=ax, color='yellow')\n", "station.plot(ax=ax, color='brown')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Next, clip vaccination station layer with bounding box, and futher select vaccination stations in 1-mile buffer" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\yunhe\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n", "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n", "\n", "Left CRS: EPSG:6434\n", "Right CRS: None\n", "\n", " \n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vac_clip = gpd.clip(vs,buffer)\n", "other_vac_clip = gpd.clip(vs,bounding)\n", "\n", "\n", "ax = ct_clip.plot()\n", "buffer.plot(ax=ax, color='yellow')\n", "station.plot(ax=ax, color='brown')\n", "\n", "other_vac_clip.plot(ax=ax, marker = \"o\", markersize=20, color = 'violet')\n", "vac_clip.plot(ax=ax, marker = \"*\", markersize=260, color = 'hotpink')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IDNameAddressNotesPhone_NumberStation_TypeVaccine_TypeNotes.1formatted_addresslatitudelongitudegeometry
6868NYC Vaccine Hub - Korean Community Services203-05 32nd Avenue, Queens$100 incentive available , Walk-up vaccination...(877) 829-4692Community Health Center/ClinicVaccines offered:Pfizer (5-11)Pfizer (12+)$100 incentive available , Walk-up vaccination...203-05 32nd Ave, Flushing, NY 11361, USA40.770949-73.786463POINT (712899.741 478991.509)
721721Walgreens/Duane Reade24-28 Bell Boulevard, QueensNaN(800) 925-4733PharmacyVaccine offered:Moderna (18+)NaN24-28 Bell Blvd, Bayside, NY 11360, USA40.779062-73.776015POINT (715828.853 481912.856)
709709Walgreens/Duane Reade19-23 Utopia Parkway, QueensNaN(800) 925-4733PharmacyVaccine offered:Moderna (18+)NaN19-23 Utopia Pkwy, Whitestone, NY 11357, USA40.779974-73.793427POINT (711010.623 482302.802)
\n", "
" ], "text/plain": [ " ID Name \\\n", "68 68 NYC Vaccine Hub - Korean Community Services \n", "721 721 Walgreens/Duane Reade \n", "709 709 Walgreens/Duane Reade \n", "\n", " Address \\\n", "68 203-05 32nd Avenue, Queens \n", "721 24-28 Bell Boulevard, Queens \n", "709 19-23 Utopia Parkway, Queens \n", "\n", " Notes Phone_Number \\\n", "68 $100 incentive available , Walk-up vaccination... (877) 829-4692 \n", "721 NaN (800) 925-4733 \n", "709 NaN (800) 925-4733 \n", "\n", " Station_Type \\\n", "68 Community Health Center/Clinic \n", "721 Pharmacy \n", "709 Pharmacy \n", "\n", " Vaccine_Type \\\n", "68 Vaccines offered:Pfizer (5-11)Pfizer (12+) \n", "721 Vaccine offered:Moderna (18+) \n", "709 Vaccine offered:Moderna (18+) \n", "\n", " Notes.1 \\\n", "68 $100 incentive available , Walk-up vaccination... \n", "721 NaN \n", "709 NaN \n", "\n", " formatted_address latitude longitude \\\n", "68 203-05 32nd Ave, Flushing, NY 11361, USA 40.770949 -73.786463 \n", "721 24-28 Bell Blvd, Bayside, NY 11360, USA 40.779062 -73.776015 \n", "709 19-23 Utopia Pkwy, Whitestone, NY 11357, USA 40.779974 -73.793427 \n", "\n", " geometry \n", "68 POINT (712899.741 478991.509) \n", "721 POINT (715828.853 481912.856) \n", "709 POINT (711010.623 482302.802) " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vac_clip.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# if you would like to generate shapefile/csv output, uncomment lines below\n", "# os.mkdir('outputs')\n", "# vac_clip.to_file(driver='ESRI Shapefile', filename = \"outputs/vac_clip.shp\")\n", "# vac_clip.to_csv('outputs/vac_clip.csv')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }