{ "cells": [ { "cell_type": "markdown", "id": "275972b5", "metadata": {}, "source": [ "# 5. Validation Data\n", "*Written by Men Vuthy, 2021*" ] }, { "cell_type": "markdown", "id": "85630995-bb76-4221-a990-d3f947b976c7", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "id": "c4618ddd", "metadata": {}, "source": [ "**Import packages**" ] }, { "cell_type": "code", "execution_count": 1, "id": "29a6ace7", "metadata": {}, "outputs": [], "source": [ "import os\n", "import rasterio\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import geopandas as gpd" ] }, { "cell_type": "markdown", "id": "cc171886", "metadata": {}, "source": [ "### 5.1 Paddy Points" ] }, { "cell_type": "markdown", "id": "6dfcad0e", "metadata": {}, "source": [ "**Create raster image based on no-noise data**" ] }, { "cell_type": "code", "execution_count": 2, "id": "c3eaedca", "metadata": {}, "outputs": [], "source": [ "# Read data\n", "DF_NDVI = pd.read_csv('output/3/no_noise_data/no_noise_ndvi.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "dc0ea4c4", "metadata": {}, "outputs": [], "source": [ "DF_NDVI = DF_NDVI.iloc[4:, :].reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 4, "id": "ec504f92", "metadata": {}, "outputs": [], "source": [ "NDVI = DF_NDVI.T\n", "NDVI.insert(0, 'id', NDVI.index[:])" ] }, { "cell_type": "code", "execution_count": 5, "id": "ba77a8c6", "metadata": {}, "outputs": [], "source": [ "# Add one image for projection and shape reference\n", "raster = rasterio.open(\"input/ndvi_2011/2010_01_01.tif\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "2e637ce7", "metadata": {}, "outputs": [], "source": [ "# Re-arrange cluster range\n", "indx = []\n", "for i in range(0,392313):\n", " indx.append(i)\n", " \n", "Index = pd.DataFrame()\n", "Index['id'] = indx\n", "\n", "df1 = Index.set_index('id')\n", "df2 = NDVI.set_index('id')\n", "df2 = NDVI.set_index(df2.index.astype('int64')).drop(columns=['id'])\n", "mask = df2.index.isin(df1.index)\n", "\n", "for i, j in zip(range(len(df2.columns)), df2.columns):\n", " df1[j] = df2.loc[mask, j]\n", " \n", "Smooth_NDVI = df1" ] }, { "cell_type": "code", "execution_count": 7, "id": "4ba39fce", "metadata": {}, "outputs": [], "source": [ "# Reshape the cluster array\n", "Array_list = []\n", "\n", "for i in range(len(Smooth_NDVI.columns)):\n", " array = np.array(Smooth_NDVI[i])\n", " NDVI_array = array.reshape(raster.read().shape)\n", " Array_list.append(NDVI_array)" ] }, { "cell_type": "code", "execution_count": 8, "id": "8e085871", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(65, 521, 753)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create array of smooth ndvi\n", "NDVI_array = np.array(Array_list)\n", "NDVI_array = np.moveaxis(NDVI_array, [0, 1, 2, 3], [1, 0, 2, 3])\n", "NDVI_array = NDVI_array[0]\n", "NDVI_array.shape" ] }, { "cell_type": "markdown", "id": "56b6cfa9", "metadata": {}, "source": [ "**Export image as tiff**" ] }, { "cell_type": "code", "execution_count": 9, "id": "803d644b", "metadata": {}, "outputs": [], "source": [ "# Data dir\n", "data_dir = \"output/4/no_noise_img\"\n", "\n", "# Output raster\n", "out_tif = os.path.join(data_dir, \"no_noise_ndvi.tif\")\n", "\n", "# Copy the metadata\n", "out_meta = raster.meta.copy()\n", "out_meta\n", "\n", "# Update the metadata\n", "out_meta.update({'driver': 'GTiff',\n", " 'dtype': 'float32',\n", " 'nodata': None,\n", " 'width': raster.shape[1],\n", " 'height': raster.shape[0],\n", " 'crs': raster.crs,\n", " 'count':65,\n", " 'transform': raster.transform\n", " })" ] }, { "cell_type": "code", "execution_count": 10, "id": "e2e9670b", "metadata": {}, "outputs": [], "source": [ "with rasterio.open(out_tif, \"w\", **out_meta) as dest:\n", " dest.write(NDVI_array.astype(np.float32))" ] }, { "cell_type": "markdown", "id": "07b085f0", "metadata": {}, "source": [ "**NDVI timeseries at allpaddy points**" ] }, { "cell_type": "code", "execution_count": 11, "id": "e31427da", "metadata": {}, "outputs": [], "source": [ "# Read data\n", "NDVI_img = rasterio.open('output/4/no_noise_img/no_noise_ndvi.tif')\n", "NN_NDVI = NDVI_img.read()" ] }, { "cell_type": "code", "execution_count": 12, "id": "75d3e921", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAD8CAYAAABNR679AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9eZBta3rWB/6+aU1778ydmSfPcOeqW7eqVCUhSipJxrQbNbaMwrgDQjRmCGgTKFADNhii6ZaEHYF7YHAb0w3dQTtwoAZjhCwChWy6ZYSQLBASIKk0UfNwxzOfk+Oe1lrf1H9831qZp1RSVd3p1LCfiBvn3H127lx7ete7nvd5nlfEGNliiy222OLxQT7uA9hiiy22+GrHthBvscUWWzxmbAvxFltsscVjxrYQb7HFFls8ZmwL8RZbbLHFY8a2EG+xxRZbPGa8ZYVYCPHtQohPCCE+LYT4nrfq92yxxRZbfLlDvBU6YiGEAj4JfBtwE/g54PfFGD/6pv+yLbbYYosvc7xVHfE3A5+OMb4YY+yBHwB+x1v0u7bYYostvqyh36LHfRJ47dL/3wS+5de685UrV+Jzzz33Fh3KFltsscWXBj70oQ89jDEefvbtb1UhFp/jtkc4ECHEdwHfBfDMM8/w8z//82/RoWyxxZcHfuDTH+T3vmv7PfhKhhDilc91+1tFTdwEnr70/08Bty/fIcb4N2KMH4wxfvDw8FedILbY4qsOE9nxD1/8usd9GFs8BrxVhfjngBeEEO8QQhTA7wX+x7fod22xxZc9/uGLX8fC1/go+cmXX3jch7PF24y3pBDHGB3wHwM/CnwM+MEY40feit+1xRZf7vjhz3w9Bo8UASUCbTDbzvirDG8VR0yM8UeAH3mrHn+LLb5SUAiPEoFCeHyUIEAR+ZmX38nL9gq//4WffdyHuMVbjK2zbostHjMkAR8lRjh2ZMtcrmlkhxGemdrwlz/62x73IW7xFmNbiLfY4jHh+z/1zfz9T38ji1BzGhpsTBeoioiNikWomIied5b3t8X4KxzbQrzFFo8RNio8gnUoaYPhrtvlNDQY4THC0UbDKpSU0j7uQ93iLcS2EG+xxWPCXK2RIhBi+hquQskDt8PHuxuEKJkISyM7Jvm/P/mLv+8xH/EWbxXesmHdFlts8etjFUoWvuZQn0OA226PNhj29RIjHB6ByvzxH373Tz/uw93iLcS2EG+xxWPC737XhwD4kRe/lgehxEaFkQ6P5MhPmas1BZ6J7B7zkW7xVmNLTWyxxWNGGw02Kqaq5WlzTBcMt23qjqUINNtC/BWPbSHeYovHDCMcUkQO9TmN7Mb/1rHkgZ/xmj3ghz/z9Y/7MLd4C7GlJrbY4jHjyE15aGccqCWF8DxXPARSgV6EmpncjNK2Lb4ysX13t9jiMWMie95T3cEIRx8VSgQUkQduhz4qCuF52hw97sPc4i3EthBvscVjwA995gNUwmKEYyI1PifHKiKSAEAlLeeuZhEUc7V+nIe7xVuMbSHeYou3GT/20nsxwtBHBYBH0IaCmdygRCrCR37KbbvHiZsA8N7y9q/5eFt8+WM7rNtii7cRP/yZr2cRatpQAClnwuATD4zirpvTRkMhfP73yA1zyqe663zPL/+ux3noW7yF2HbEW2zxNqMRHVYoFJFACvu56+YAtMHgpcRHSRdMui0a3lfe4jdWrz7Go97ircS2I95ii7cRlbCEz/raHfkpC19hhGOu1rTRsAgVAF3QKCJKBCrh+JmX3/k4DnuLtxjbjniLLd4m/MRL70EJkbc3XhRjReRQL1Ai0EdFJSyVsrTBcOZq2qg59RMmokeKwE+89B48Aht1GvaJnn/zuRcf2/Pa4o1jW4i32OJtRBsNPkomsmMVSpQIGOHGLnlHtkgCi1BjhOc3NK/hkczVanyMStj0OFld0UbDz7z8TozwHPkJL9tDXm6vcMUs+TPv+9HH8jy3+OKwpSa22OJtgkdgSNs4BoPG8KePkj4q2mgISK7rU14o73KozzlQSyAV3DYaelJ0piXd/zxUnIaG05xrXAjHrt4wVS3f98nf/Nie7xZfOLYd8RZbvE3wURKQqMRNoETggd0BYKY2tMEQhGRFyX0340AvmYgehGMVSmzUo8StjYYHboe5Wo+Pe9/NCKRB3w1zwlytt4FBXybYFuIttnibEJCjWaONSRFRSfuIfvjUT8b726g5jZpVKDn1DYrArNjkkCBNJSznvqKSlgd2l0O9YBUKbtp99vSKA73ERzluiN7uvvvSxbYQb7HF2wSPwJNka4XwSAIT3Y25xKshClN4rupzGtHxwO+wCiVPmpORG7ZRU8meXigKIETJdXOWqY2CUlqWvsp78DxzueZArj7v8W3x+LAtxFts8Tbg73/6G3mlfwIbFe8o77Mj27ELroRFqTByxDtyM/7cXK2YyQ0ByS27xzqUNLLjIG997rmwRbehYq5W3Or32NOr9LhZ9rbFlza2hXiLLd5E/MiLX5u2a0SJRWGjpg2GB26PW92cPbOmEmn/3EAvIAJEuKoXzOMaG3WWscmRG26DwSOZqQ2rUPLhzVMA7OkV1/UZhfBU0mKj5qo550lzwkR2eCRtpjd+7KX30kbDqZ8wVyts1HzH87/4OF+uLTK2hXiLLd4kpMxghSSg8i46T+A81Dx0U3Z0yxW9GGkJyHI2BD7K3L3aRwZsE9lx5Ax37Jx3V3fYkS3noRoDg479dBzenfoJD+2MZ8uH6UQQU5iQEiHL5DxHfsqPHr+fG9U5v333lx7PC7XFr8K2EG+xxRvAD3z6g0xkh42a+26eaAUJL3ZXOdQLKmG5qs+pRA+kLviu22Wu1sxkUkoAI00BmWoQIfHFeNpYsKdXKOJo+EAlbvhQLzj1Tf65wDVzRiUsNtMcp77h1DdIEQlR8M9O3s1RO2FuNijCr35CWzwWbAvxFlu8Tvz1j38rlSxpg6GNKcSnj4o+F8bbds6zxUMUSTHxSneFLmh29Sa554Qdu+PB0DGE/YSYZG5GWg7UkpncJE44KiyKCksQ6WfuuySBe8YcJbt0tkefh4oPb57iVjun85rWa0KUXGvOebI8RRH5yZdf4Fuf+9Tb+bJt8TmwNXRsscXrxCJULHzNsZ9yq0+RlTZq1qHkzDV8dPkEN/sDfJQ8cDPWoWCqOp4qjjN3a8bHkiRaYsglBpC5Sx4MHatYYFGsQkkbDUduykc3T9IFQyV6PIJKWPqoeaW7wkvdVR70UyaqZ79IecbPTY94vnnIU8UxR2FCiJK/86l/42181bb4XNh2xFts8Tpx5hqsTJTDVLXsqxUeObrlNt6wDkXiaYkY4XmqOBpVECarGQan3WBZlpdoihBTrzR0zIrIwtdU0uJJvHIjO+ZqzSqU3OwPWPgqd95r3tPc41Y3B+CZyQm7eoMRngduxrGbIkXgTj/nP/zZP8xL5wd805VX+K9+4w++La/fFhfYFuIttnidCFGMQzA5DMRwBCG4UZxiJ2kzcyE8+3rJrlpzoFN3W3GRwuajHLthRSREiczDvqEoyxjoo8EIy6E+T48hLJXoaWPBOpS5OAvu9TvYoOiCplaWpS95T3OPqWo58zW7asPzxT1WoeSV/pCZanmyOgXgXjd7+1/ILbaFeIstXi/+0tf/AwD+8kd/GyEmqZkiUEnLsZsSouAJc0IjOox2Y8GFVHzbaEat71CEIRk/yEVYEUYaI5AkcYOxwwjHjgrg4TzUnIeaECXvqu+Pj1dKyzVzzkwlbfI1fUZA8ppNlMlAhYQoqJXlU+eHj+GV3GJbiLfY4g1i4StutnvUqufp6hgjPNfMGft6OWYJL3xNG82osOijoo8KIxxtqDHCZUmax+TiOyDkLAlJGIt1ITweQYiSuVqzCBEbFbtqzb5eXpwYRODUNxzq87GAv9ynYtsFg42KUlqmSlJKx0095/f+i+/iqJ3wTQevcMUsmMmWP/Ken3osr+1XC7aFeIst3iCWvkSKwM31nC5ovmZyJ2dItBjhsFFz2+6NZgwbNW00OUNiQoiCfb1kohLfPBThkE0hQ7jPTG4yB60gwpHfGTvwQX9sdAoIMsIzV2sq2TNXaww+5RfjOVDLLI/T2KjScRYuufYOOkKU3K9mhCiYyZZK2sf58n5VYFuIt9jiDeCP/Pz/loWdc2e9w7VmwfXynC4Yjt2UXbUCkqzNRjUWyDakDRxnrqGSlmeLh8zleuSD16EcKYNKWBrZ0cgORcReMmrYqFAisAplKsLZ0TcYQlahxEc5yuM8Agk0smMdBtmdoZEdE+Ep1JqZ2mCj5oY5Gc0iE9nxQ5/5wNaF9xbi88rXhBDfJ4S4L4T48KXb9oUQPyaE+FT+c+/Sv32vEOLTQohPCCF+21t14Fts8bjxe//Fd3Fvs8Mnjg85Xde0ziCJ+Kx0OPZT7rldAjIXv4KFr1iEiqWvsFEhsytuHctRIeERfKJ9gg9vnh555FPfcBoaXrX73HczVqFkrtY0smMmN0jC+HsN/hGH3kBjDFnIp77hF9fP0kaDInXGp77hPFS0oUhDQGk51AsO9TlGOF7ur/DHP/QH+I6f/mOP58X+CscXoiP+W8C3f9Zt3wP8eIzxBeDH8/8jhHgf8HuB9+ef+etCCPWmHe0WW3wJISBwUWJUoCl7XJScuIYzX3Pma9a+BOCBm+WCmuVqRKaq5animEb2rELJa/0BH+9u0AbDXTvnlxZP8RP338PL/eEjxXgieyZZMjfmG+cAIEjOPZsT3tIOj4voTUv6Kk5kzxWzSBTHJXyyvcEn2hu00TCXaw7V+ThcPNQLatVzUK74ox/6g/yBf/Wdj/zsX/3Yv/OGX8//58d/6xt+jC9XfF5qIsb4z4QQz33Wzb8D+Nb8978N/CTw3fn2H4gxdsBLQohPA98M/Is36Xi32OJLBqddnYphFOMX6eNn19Ay8J7ZPQ7MipCjKBON4DjzDW0wXDNnNLLj2E+xUXFiUw7x08URM7WhVhYhkpTt1DcoEXmpO+Rr65tplZKf5sGe49xX7Kj2kWNbxWLsjC1q7JZbkonkaXOcXHqZJ26jYU+vWIcCSRiL9kBfTGTHb5y8ysJXSBH5leXTfPs//U+4Ui1RIvJ8U/NjL72Xb3vHx7/o1/EHPv1BFr7Gxup1vhNf/ni9HPG1GOMdgBjjHSHE1Xz7k8C/vHS/m/m2XwUhxHcB3wXwzDPPvM7D2GKLx4dG99xfJ93tvNrQec2iK1EycFxNqJVl4w1SRHb1BiUTbbEOBffsLo3qUpEOmnUouFGccdfOAfjm2Ut84+wVFAElYsqsMOdjrkSfk9sS31yPA7VC+DFASA3yt2jGLAsfJXfd7qiY8FGyq9coAgdqyXNF4ohv93tJlxyT8WRHtxjlMMJx6ic8UZ4yN2sqaZFEznzNXTf/ol/D7/vkb+adxRkAH9/ceIPvyJcv3uxhnfgct8XPdccY498A/gbABz/4wc95ny22+FLFt/zo9zAtUnfYWc15V9E6TYyCzmo+eXrIalpQKct5X/Pc9Ig9veZev4MkUhWWtS+ZqZaZStnEUgTu2V0qabmiz/Gx4KGb0cieQ32OIv07QCN7WuFGdURKekv5FB5JJZJueOiEIdEWksBMbuiC4ZX2gEK6JHvT61FJceobjt00uQBVOw4aUyi9IkRBozoCgjYYuqAxwvNzy3dw+vHfykxu+IE738xZV1Fpx4Nl6vb3mw1KBnaLDQflmndP7vIN9RGLUNEGQ6N6/vQv/h6kiKO777/+xG/hj77nn77N7+7bj9dbiO8JIW7kbvgGcD/ffhN4+tL9ngJuv5ED3GKLLzX8+z/1J5CioXOa3iusU9w/m1IUjso4QhScLBtOVzWlcWy6gtOuptKWRV9yUK+xUVKr1MUqEXit3WOqOrQMnLiGfb2kC4Zb3Zzbm13eO7vH0pej8WIhKtqouabPOPMT9vVyNIf0UbGOJQaXBnTEtHQ0KhSSMz/hVjfnYTdhonumqmPtS14KV9lVqcs18mKzNMBdt0uIkoduSiN7bFScuZoQU++1azas+4Jb3R7PlIFv2n+FZ4ojjv2EtS9Z+pI9vebZ8iGnvmHpK3aznK+Nhjt2D0lkR7fc63f4LT/+Z/j6/Vv8tQ985RdheP2F+H8E/kPgL+U//4dLt3+/EOKvAE8ALwDbRVlbfEXhaNOw7gpK41j3BiEiSkWUiCw3JVJGhIj0naFrC2KEOyc7KBUIQWC9YmULZqbjuGgwInCvnfFwPaE2lm+9+ik+3V7jQT/lzmaXRV/yP69eQInIlXqJlgEtAvvFmnWRrM1lKEFC6xOfa7JxBJFdfCHplgGO3YRjm/TLJ13DzdV8LKi1tvzG+U0gDRXRcOobTtyEK3pJI3uM8ExVO3LKisixm3DFLFn7gkWoeHd1l1e6Kyx9SSkd3zR9cTSfHKjlSLG00bDOx1VJy5mrKaTj/fO7/LUP/L3H8O4+HnzeQiyE+HukwdwVIcRN4M+RCvAPCiG+E3gV+N0AMcaPCCF+EPgo4ID/KMbo36Jj32KLxwIB+ExBGJU+3jEKpEw8bN8rYpAEL4hBgAApI9O6Y9MblAysrUkddVBIETnaNPgg8UHy8uZgjK3sveJ41bBel2jjOVnXAOzWLedVxf1uSiE9z9TH7OrNmGM8GD+M8Jz6hod2xolrKKXDhdTpXq8WnNqae+spPkg6q9mfrPno+XUq5VhWJQ/tlEb1PFMcUUnLbhTcc7ucuAmN7Mfs5Eb23O7mrHzB0pfYoAkIjPQ8VRxnh6HnPFQo4jiobH0qxAtfsa/TXr1G9vylD/yDt/+NfYz4QlQTv+/X+Kd/+9e4/58H/vwbOagttvhSho8CJdJYozZJkhZj6nSH7rh3ghgF0UuECvSd5tTXKBVZtiVCRJxTnG0qYhSEIJhUPaV23F7tct6XSBHZ9IbVqiKGJD9zViFk4DiHvW+cYW0Nrde8e3ofj+Ru2MWTLMsbb1InatJAbuVKNj4pJ1a+4NXFHs4reqdwXrKxhonRPFGfE6LgXrfDU/VJTohTLC7J8mxUNLLn2E3Y1Wu09FircFFhpOMJc4oiUSWnvsEIRyE8NkvuAKRIeRjvKB8wUxtKaTlxk8/xqn9lY+us22KLLxI+SErjKJTHhqQjPlvVeCep6x4bBUTQxuNlTOPqCCFIpEwdtPeSvtdIEUFEhIBNnwrkQbOis5rlqsJZRXQSISOIQAQkEu/haNkgBDRlz9KWvLrZ57hraHTPreUuz+8ecW4req94enLKtTKltgUEnzo/5HRT47zER0G7KRAysu4NJ7JGZo+WJFIryw1zOkrdjPAsfcm9foeJSqaRB/2MLmgebKYY6Vn7kpUqKYSjj5qHdsZMtezmXXltSOufniqOmauLDdMzueFh/OpLgNsW4i22+CKxX69Z9iXzakPvFWddhRAR7ySL83q8XwgSIkQvQUYkEa0Dk7JnsSmRMqTiLCIxwnpZ0qoC5yXWq/HnUxGOxCCQOiTKIypiSF23c5JKO255zcYa7vkp67bkk0Gy6Q0hJP535QrWrqAPCusVnUta4c26xHUKUzm8l6ljB0rt6JxGS89EH9LIni5ouqBZ+pI+aLTw7OiWlS+Z6I7dcsPKFSgRxs526Jz39ZI2GB66GbtqzVS1GOE5dlPOfMMVvXgk7OirCdtCvMUWXySuVCuO1hNeOt6nLiytTV8jIYEQiVGk4glIFfEh/T1GQd9pjjuN0gGlIsQIUeCdhCDwVnLaTsELRBFQhScEQbASoS4eRzAUZ4lzSVJ2pVxz7+waziYKoz0rQUWEjDwoJrTO8PzOQ85shQ+SprAs2xK30eAE1hbIeUCpwIOzKVJGDneWzEzHw27KlXLJwlXsmxXHdsKu2fC+5jbrUNCF1C3vFWvObM1Dm2JAN75AisBUpbyMIZnOCM+MdrRq7+slReazAf7Av/pO/rtv+Ztv/5v7mLAtxFts8UVCisC07FhuSk5bg1SpeNVNR99rnE2dZnAChEDqiNIeKSPGOEKQeC9RKpssnERIiDHTGF5AEAgVcK2GXqaia+K47jMGiHlnXXCS+yczjpcNXWuIl4aEBEEE2kx7vLzcB5I6YlZ2+CBZkbt4GVEqpG64tJTao2Rg5QqWtmRu1ry7ucvSV0xUzwv1vUtRmg7rFbWy1MrSyJ6j7BY86RtWMnHeV4vz0dUXkOMC0xAlPbCvllRVkuH9b37mj/KOyRH/5df//bf4HX382BbiLbb4ItF6w8YaCuPApFD1SdmjZWAhSpz2dJ0ZrUwxQvCJH243BUonGZsxuRD7QXEh8T4XUBPQhadvNalWCVCR6HO3LcBbCSJRFyFIulYSnSTmIh6jSEXdC9p1QQiS1aZkUnfUM8uyLzhfZVuxAFEEhEjPx1pF32t6p6i1pdE9D/opXTDUqmeiO+70KfZzGAq6oDgokoQNoJSOLmgK6emD4qXVAUZ49tVqTIqDJGE7dlMe2invb26hCLyjfMAn1VWanKvxlY5tId5iiy8SIQqEiEyrDutT9ytE5GRVY23idkOfb1epuEEqyIjkqgPQKgCJepAypp+1kihAGk9T9fRrA15ddMpREFUEQiqeInfRqfkmZE45Zl4YGdG1IwLdJnXFfWtYrKpEa3QKoQOiiAgV6TudOvZeIk2gLi0bl2zaIaYg+i6ksiFFYEe3nLsqOfzMGh+TbK5RPSZ4pIoYEdDS0weNR7IOJbvZLn3sp2NXvfQlP7d8B43seb66z2GxpMnDwK90fHUy41ts8QbwQ7/5/42RgVnRsV+vx0v8GFOhBBA6pGGalxSlpW46hACtU1JbU/a0Vo/8cmksWnuQEaEC01mLlGEc1AGpEDsBvSRaSfSC4CTRS2KAkLtlVfiRox5CB4JNHLQQEaniqHMGIAqkikgZcFYlSsWlQWHvFPfPp7xyssdLJwc82ExT95u72Y0vWLiKU9sQoqALOkVrBoWWaZ8fgAuKQjoqaZNNGkklLftqyToUtMFQSkcfdFJ/+JTVYYPmBz79wbfnjX2M2HbEW2zxOvDPv+3/xm/58T/DxiaDhvOJ90VERBRI7Ym5g+1ag5UXX7V1V+CjoO81Wnt8VkkAo8oiRIFRgaK2dE5CJxBBEIcC62SyTAWIEqjT7ULGpJbzMhVtASEIhIqEXiI0qPw7o5epW5cRkRUcwzEjI8FJNqukGZYqoo3jPlOWtsDIQOcVSkQ2NnXRu3XLvNzw9fObyMzLVNKykBVLn0LxS+HwCI7dlMpY2phojF29ppE9J27CTKcO+wPNK6N2+Ssd20K8xRavE1oGamM521QsV1VSPgBCRaJXY0GDpHSIWU+86S4kZbZPRUxVPevOpJ8RkRAE5+uKfmMgiHTtGkHkIVzMCgp04oujk8jCI2Qa3qVfCgyKi4GpkEkqF3qViq6MiAiuNen4OgXDY+fjFjISIgQpWa6q5CjUHh8kfa9wvUbqgFaB98zvsas2KaIzhxIlnncHgH29TOFDIu3lu6rPRx2xjZoTN+FhN+Vr6tscqCUv2ytfFfvytoV4iy1eJzbWsOoKVusydcMZdd2zWZepsPlk7oiCkct1ViOVJ3hFjCSlgohIEdFNTwiCvjN4K4mZa0ZEosyFGNIAb8g6FBeFM9jUlafbRLqfk+lYdEwDPnLnC0lVEZJKgwDCX+q6e5kGhBpA4HqQOo7P1TmZnoMX1LOed8yPODCpqA5FeNhCsqvX4wYSkwPy22BY+IqZSrv9XuoO+aWzpzhqJ3zDTurEZ/LRnOWvVGwL8RZbvE5MTJ8oBqcInUlFEC6Ksr/oZKMXo4POe4Gswvg4Qkba3mAKh7UKuy5SIc3dMTEpJsZB3Wfxv4SsqAiCmCVzgwQOk4d5Q2duZTqm4WdzvR6HgeNxp58TVhJjAAlRiOTui0Mnn4q4KgKFdiny09XcKM54ujhi4esc7TnnzDWjK0+KkBaaCk/r07qmQnh21Yb3zu7xoJyO3PKw7ukrHdtCvMUWrxO1TuqHg3rNKyd7rFwFIXG/ZdXTCZOkZCIN0ggiFcII1hXJbKECXkq09vSdSbphK0gyiPyLZC7GRXh0cJet1JCHgz4N5Mg/DiB6mYq3iulnLqkscJc64fxYUUfEcKwqEompcMtkDIn55BLyoFDIODoE+6DRco0RaZP0sF36ZlRU0vIO8yCHzaesjjYYZnLDvloykR2H9TlHxZQH5Q5PmyNWsaANxSOv+VdqPvG2EG+xxevAd/7cH6LRBY1Ou+oq41hB6npJ0rRYOJyTqZONSd+LzB3tQDGIRGU4p1KCW+EJQY3/RlY7jB3rUFQlQEzFVMfMS5Me+3KRjiCcyN0s6ecGrXIQIxUx0hGQ/i64KPrDP0VB9ALnZeq8gRgEXkV6p7i72mGien4lPM1EdVwtzqlEDp5XG540J+NG6fNQgWTciaeIVMJh9BlztWYdSgweZM/f//Q38rvf9SEArupz/tGL7wPg29/50Tf9fX1c2BbiLbb4IvG//Cf/B17YhVpZjroJp109ytAgaXt9kLSrIhfhrGaIILKJI2ajha49zim6tckdZ6IOxu4zJt52KKqx4KLYmgCD2CIMdASjhG7sgiH9WQRk6QmdSgUeLqiOkebgggoRueC7JJuLkDvuS7RJ/t221xytGtb2Bj5nLk/KHikihfL8pisv8b7qZg6pT1riVSh52hyh8iZrIzwh65AhrX0KeVXTgCH8/vXsxvtSxrYQb7HFF4n751MqbSmU53iTNnWEoWvNuRGyzgXXCUTuWIWKyfm2UYjaU882eC9TJkSmAoRK1EF0YiyIUYDoLwwaY+EcCq5Ijzt2rkOhBKKJF4M9L0Y98UhPDP82dOmCpMSQqdsWOiAaT2jVxeMP3Xwml6OTeBnpOp0NLenY202BVIGm6vln995FKR3XzBn37C4/d/Is++WKs0nDu6q77MiWNsdzAhz56UhhGOH4hy9+Had+wlwJjl7HbrwvdWwL8RZbfJH4+Hf8OQA+8P/7T5mVPR0kSzOgCs98Z41WniV1Lm5h7HCjS8V1vr9kuS6x50kdwFCA4+f4hTISy0tytZg7X0gd6yUX3SOdrchFeCyc+e86QJAIJxMNMQg+VBwLNpnLjl3KU0bF0eQxPp4Ol+QgKW3Ou8SJx5hmhq5X9K3hTER+Ur3AYb3kqJ1w+2SX5W7JYbGkkgc8Wzwch3lKBFahTAtN9SmKyKlveOBSPOblDvkrBdtCvMUWrxO/+NvT/oP3/IP/c6JUVdb/rir2d1ZIEwgkyVfMpgok0Kf4ysFM8av8rWPdjBe87jCUUyF1vz5zw5nyGHnfy9zuJR56xMBT60jMNunhscYOeSzyF2cFqcN4M728cBCWPmUtZ6pDiBx2NDynbCrR0x4fJGddzc2jObbT3LRz1jadwH77Ux/ha+ubVLJnFUoO1JJK9sxkO1IVh3rBqW841Of8nU/9G/zBFy4vjP/yxrYQb7HFG4QQyZkmokLKgDHJ7CAAZVL4TnQSVFY9VAEfU76E0HHsglMCW37QyEUBFhF87lClGOVqPJIpwaPa4iGQ3n9WlfciWfFURJQhqTgGLjiQOmEBovJjIZYq4ns1RnNGHZOyY1CBZN5YFCHx2lmJMZwY9MRyMF+y6g237s+To08HfKd4+GAHaQI/rt9D9UQa3A25xFfFeeaMNTO1wZBMIiHKr6giDNtCvMUWbxi2T1+jGCAIwbTqmBQ9p6IZA4KEDoRepY7WC7rOIDPfO4oThqKauWaGWMxheDZARmSRdLahyw6+QftLTAO8Ifdi4H4DiOy4G4ZuMWQFhsrh8xKi8uOAb0h68/bCABJ7mSiK/Bhj123iRaeuLnXXEsrKcr6uLl6nCHGt0/OoPcEJbj+c898uvxkpI0/PT/mGvdce2dzho2SmWuasedkevmnv3ZcKtoV4iy3eIIRIbrMhuH3TGyqdtl3EkIN4VIAiFVtpPDGStMNSXxTg8QHJ4T+5483dpTBhjNBMfPLFsG5QTwAXigZ9SSaHgO5SQb+krhClR+aQokQrp0IrdRh/x3gsQ4c+/O6h8x4oj3zSKWpLl1UjXWvwg6X6khRP1g5TOLyUeflqRMvAlWrJNXM+mjmMcEgC61AiCVTiKy8ac5u+tsUWbxCf/j3/WepuY3KaOS9ZWzNah4eVRkIwJqb5HB6vTepspYpInVnYXNgeoR3ybd6m4h5aTezUI+YNuPi7GFQVA40hUvc7ZFSImEKEcIleGIwn4pJ0LoUCXUjURqWFiclcYsJF9yvieCzShJSRkU8IrtUXFMZANBdhPHGFKJAqIEVyGIYouWZOaUPBXbfLqZ9wGhpetQcc+yln/itvuei2I95iizcBQgZ8vvRu1wVahTTg6pPsy7t0eS91zhGWkfWqpG56hIj0rUl5E9khN8rXBiWEZCzsQueu1l8qjgMFMdAcg3544D1Ecs0NHWz6Oxf3zzyv0oGQ2+tk2pAX6gu4cPmJSx07IAs/HvcYXk+46OgHqMSLq8ITAWsVWnuCl1iXsjeulEsO1BIjPItQYaPmV9bPAnC1Oefr61fe1PfuSwHbQrzFFm8Q7/i7fwFQY4RkBDabgqqytFEkFcFg6shRmURQxiNEZFJ39K15ZNcd+pIZY+hq4dHuFy7UEvAIH5zcdgGpY1o2avVnaZAZB4XSpPB6KcN4DBEupGkCVO3HXxkjiQ8ejk3GnPqWDSsi/fs4eFQx8eQq5AWokaK09Fny55zCtxq7NggTOLM1p37CgVqiiHgCu2rDU8UR19UZAD/y4tdyy+5hhOO54iHf+tyn3qR38/FgW4i32OIN4B1/9y8k6qFXYwFEgOs0dd2n7N+u+CxJWbIVCxVZL0s6naIuk/Y2XqgYLhs0clc5dsNw4Zwb5GvDfRGXXG/5BDDQHpLx34QOSQmRu9wQUvGMWaExKDOIqUh7LwlWoksPuaONl7hsIRgL/+j+szKdFLSnanradTEW6LSN+hLvHASxVfzsrWeQRN49uYePKUDeCE8bDLfcHnO1QhK4bk5ZhaTDvmyD/nLEthBvscUbQHAXmtqkXiAX40hvNVVp8U7hB+3tUC9z8Qo28bxCBaJV+f9TSlsUPOqCi6Q8iXH+NsjOLgrvYAzByXGlkpBxtFYPtMjA+Yq8mSMGmZeYxkfuNwzxbKshd8tK+0SlyLTtw7u0MUSWHqk8oNIJwETQAWX8+BqVdc6WULlztjIpOnSK+STA+qjhJzcv8JmrVzhvSw4ma75p/xVm9eZXmTkK4Xngdvjw5il+95v71r6t2BbiLbZ4nXjH9/8FhBj4XB5RJEQk3arAl5K66Vj5imgv0Qh5u/Kw004XLm3igFREdXg07nLoesdCmh9HDeqIS78/MnakUVycJAYFh8jDu4Hf9agxE3l098XMEZtLecVZNqeyBC/2Mik4dNqLB2DXBar0qKy4cBtNWKcyY0WRHqP0ODO49PLh5WOLJqbn7yR3TnYIXrLpCp6ZnPBMeQQqBchDCgpaRcUr/RU+srjxZr61bzu2qokttnideOn3/9mLsJ3h8npwz4mLjctG+Uw5cEEhDMjcbL9OUi8xKBByXkPqbsX4c+MOu0v78R7BI1rk/NdOEVuVdt21aqQEEgWRhmshClQeJAKJ1zUpe5ggkKWnmvbUdY+1atQSy9pRzTq08bi1hl7iVxp7VuIW5rMcf/kQNxq7KMcFq4PqYngtReHTFcVxhdtoCuPQ0vNql1QTp77hPFR4BBPZjbnG/6uf+N+/4ff0cWHbEW+xxRuBExcUAVwqgBfd73JVXagHLvO+MXGqkM0TKie0ZUv0YA9mCAOC5Kb7rFVIo3RswLBktMoZF4KLXIiQzRSXnHkD7zxohofhXQyJQiiatOz0+HRKuyjH41C1Q2s/bocGkqztcrd+SSOtGpcoms9RnMehn06/P/RpZZMsPVJENt6wVmnJqFEeHyULn/jjECWVsvT+spj6ywvbQrzFFm8Eo7xsyAQWF44zdaHbqib96CwbOlKpA7NJy3JVXVACw4LQwaSRC7tQF2qEsQMn//tQfy7nEF8eypV5kWknL5QTMHLTA2fs7aUimZUaZW3pO816UV4M8WREmpC2TpN53hxmJGS2Ol/uzAGiSAHySkAZUqrbqL3OhzPoirPUDxWZTFvmzWZcs3TmG9poqIRNQ7zoebZ4yO7Bmnt2l+/8uT/E3/ymv/UmvblvH7aFeIstXiee+zt/EURy1A2FJSAvlAAxDbmil7guyce08UxmHW1rEAKM9lR1z8rKXNDkhVrhUpcbvRzlX2MHfLnYWZm6Xsimi9QBR5tohcil+2Y7s6ocMrsCQ68udeAB01i08cQosGtzyUKdHHfNtMPalKz2qKEkpgwNlbZ2DDRK8CmJ7WKwmQedg37ZBIIX6MLjOzX+vvWqQolIrS1rZwhR8GR5ipKRho5V3uBxoNOWj6Uv+f5PfTO//4WffUve87cK20K8xRavEy//we/l2f/PfwFcDJuEiCMzQbwwSqSBnsSLSGVcqncycKVZccftIFREl33aVxe4kH/BhZlDDEVYjJ3yWJAH1UQu4GPRVplyuBQUpKqkblAq0nc6JacNg8DCU9QW22tiFJSVxTQW12liBFO55JZzim6ZaAqhwjgUFPlko1Sg73J5EZEYh03SWd6W75tWSEmCjGm41ytM5fBaEjYav9Kch5rFqkJrz+KgotxzXDFLpAgoAkZ47rsdbvV7POhnfFg89Va/9W86toV4iy3eCEQuwiJedHhDFvAjXWsqnqHVHB1P2d9bUWhH5zVXp0uqwrLqCuyySGY2wWjKGB83XmT9XoTthDEx7Vc55QZzxqXYTGnSIMz1GutF6sCHXXb5Ift1kbTRKmCV4mC+RIlI5zS1sax6w2JZJ1NKnbpqRCTkxLmqsAgRcU5ijEfLgJSB80XzaE5GPreQaRdBKsYhSMrasrFpwDioLmIjWFvDcT+hlGlLdJPzKBSBK3pJWTsa9eW3cHSrmthiizeAV/7Qd6e/CHI+g0jfqlHPe0lVkYt02GgePphx596cm0dz7i+nVNphlEc3DtP0VNOO6XzNk1dP0aXHTPpkwICLDInh2zsOvBh1x0ImSVvskzZYlD7zwWQDioROpTjLoZvOSG47Tz3tuLK7pFSpmAoROdtUHD/YSScMAVJE6rrHGE9ROLTxSJmOU+uAlgGTueSitGn4V1t06ZKl2wRk5oaLyiF1wPeSrjXp+V4yq8SQ1B1d0HRBY6OijYZ1KDnzDUY43lPd4bniIX/949/6Frzbbx0+b0cshHga+G+B66S3+m/EGP+qEGIf+O+B54CXgf8gxniSf+Z7ge8kydv/ZIzxR9+So99iiy8FDHIzdzHMAnGxegguhlakfyIH7fSdol8brFdc21lQ6JRlfKVZIUXksFrSmJ7Oax4spqzOqovwdsGY+/A5fw8gipCogyiQKumPo888dMw/Z1LnrcukBfZWoYwnBMn94x0iUJaJrgiXLNBCBaQKTKvUgVqvkCKiZGDTG6xN2RFVYTEqMit71tbgg6B3mo50/D4PAZ1VI8UTWpUHjiCCIPokw/NB0gfFypeU0uHjRS85VS0eQSUc180Zf+5f/w7+T1/3P7x57/NbCBE/526WS3cQ4gZwI8b4C0KIGfAh4HcCfwg4jjH+JSHE9wB7McbvFkK8D/h7wDcDTwD/BHh3jNF/zl8AfPCDH4w///M//2Y8ny22eNvw3N/5i8naPAzWBpHEkA886Iov7bN7hLIYinYuoqJIJo5m2iWuOQ+2Cu2IUXBluuJ4XXN8bycVfRMuuOQh2D2I3P1eGDaikxdd7yXpmNBhLM6QCnTskrZYTizTWcv5STPalIfoTFm7MaGtqBzz6ZqdosNFSYiC3iuMDCgZWHQlUiTuvNKO41VDmzMmisKxWZdI5RMHHQSqTC4832UpSCA915xtLBpHPel4/soR75w+xAiPjYpSOq6YBbtqw4FKgzuPYOFrPtY+wW+afJp/750ffus+DF8ghBAfijF+8LNv/7wdcYzxDnAn/30hhPgY8CTwO4BvzXf728BPAt+db/+BGGMHvCSE+DSpKP+LN/40ttjiSwex/awYSpkHV15eKo4XAzeIj0rPLmtoyVpioO8V3qmRS13HkslOC0Dv9IXyYOiIL2/EGNLR8i+JLkvLMl0iipRpHAHfarxNPyMEl7ZtpECiurCsirRJA5cfO1MuSgVMle6zW7ZoGXBOpo5YRFqnuTpZIkVk2SdlQ4wCKSLBSyKwXpbJWBLT66iKMD43oUPO38hqDZUGiUJG2k3BS8f7HG+aRH0oT4iCvXLNe2f3UGUY9981smNPr7jvZvzYS+/lgdvh1Dc8XRxx1875I+/5qTf3Q/E68UUN64QQzwEfAP4VcC0XaWKMd4QQV/PdngQu7zG5mW/77Mf6LuC7AJ555pkv+sC3+NLGB/+nP0uMAh8Ehfb87Lf/xcd9SG8anv+BP4/vFSJ7G2Le1zZajC+75y7zt5chPseVqBegA4MrOVg1KiPaTYGdKHbrlnVdpgHWZ8dg5i5XyJg2dwyStlychUqcq2vz136QE4sLdQcaZOUoS8fZqk6KChkhmzzInXrwkqACrdWcdRW9Sx1sbRxl5rtP25rWadZdwW6zQWXuuKr7dIJZlkgVUzodyUAydPFiKPrIVJtFTGqOThOcZHVWszqr0311SM9XwKf2D/mG6zd5sjodF5H6KFFEKmnpo6KSdgwL+isf+zYa2fNH3/NPv9C3/y3BF1yIhRBT4B8AfyrGeC6E+DXv+jlu+1Wfuhjj3wD+BiRq4gs9ji2+9PBHP/QHmeRJ9WeWV7i3nlEo6L2i0IHOat73w/85H/2d//mv+tk/8K++M+lEleW//sa/8zYf+etDCCLzo7koDcoEK4hBXhTdgZ6QXNASkHMhuDBdDAOpoTO+7L7LiogI2CCZmj4rDeLFz1zKOB7yIhAgJxahYu5oM/dqZVZSiJEiiSHZiqNT6KlFac/ypEkBP4XH53jNwVQydOox87vH5xOcVZjCURuH9YreKza9wQeJc5KTZcPVneW4zcT2+pHQ+SE0f9j+HGPeEBLiqK7o10UKF8rUyPCzkIpxDILzk4afWr2L3Z0VlXG0VhOCZN5seNfOQ56tj9jTK059gxGeuVojCfzQZz6Aj5Lbdo//5Gv+yVv7Afoc+IIKsRDCkIrw340x/lC++Z4Q4kbuhm8A9/PtN4GnL/34U8DtN+uAt/jSw8YbTvuagEh2U+2oteW0rfFRUBqHC79aoPNv/uPv5qmZ5pt3X6YNhv/4F34//69v+P7H8Ay+OIhLRU+qgNJggyEODrdh3b0kbbOARztiOfyXi+alf4tBoFTEtZc2Jeedca3V7FUb3nXjPg9WE44f7EAvGPbbjbI2kVQPg+kiOJkKWi74cVB15M5dTSy7szXLdUWMeQefS4XWdTIN83LmsCkcfe6ovRcYkwpgDGnVkY+Czml6lwZ3LtMYVWFRMlAax/miIYa0lSTCRRARPHI1MRbZy62djGn3X+78hYxIEYlSJMdiEPhWcWJn44mjKB3HUfDL/RPcmezw3OSYHb3hilmy9BVGeO65XfbVipna8F989NvZVRt25OZtM4Z8IcM6QeKAj2OMf+rS7f8lcHRpWLcfY/w/CiHeD3w/F8O6Hwde2A7rvrLwPb/8uzh1DZ3XnPQ1fdAUMmlKd01LQHBnvYMNilpbln05FuMnpmecdTVCRBZ9ydOzU7QI1Moy0R3HfYMLinmx+ZLrkt/5A38+/SV3uFJEwjBcGizGl6mJIm9uHoZPwwBvuMuwiWMoxrVPhoa8fTn0KlmTTUDVnt2dFbVJl/7LruTkvMF3CpljLsd4yzz0Wy0qokuuPLhw6AmVumOAorFpcLYpUCrgrErUR2IGRrpE6JBcc/k5SxEpK5t20nnJZJq44pgXpsYo2HTJQVgVllnVcbKu2WyK8SQTXMrYEDJ5/3yflBZDkQ1OoopwofaACxWITvrk4NVY2EX+f0R+fgKKyhJCulqRKlCVlivTFRPTE6LgndOHTPMVXZLGGbT0KAJXi8WYhfyffe3/9w1/fl73sA74zcAfBP61EOKX8m1/FvhLwA8KIb4TeBVSHGiM8SNCiB8EPkqi+P+jX68Ib/HlhT/+oT/A9fKMRsEVs2ThK56qBZ9Zpc26RnpmpmWqOrQILFxJrSzzYsOOafFR4IJi16Th06os2C/WADxdHbOnV/xSeIbTvsYGxZ/8xd/HX/vA33tsz/dzIebOC5FyIS6WYg5Ds0xHfDaH+9lhN4NLjghSgEnrlaQKmMIl+VcQCOOzcQSOH86QOlDWlucOjtHK8+B45yLvODvuooTNuhxXJimTlo5Gl3XEPmcPyzQ8W69KQqtQs7yYc1gGqvNuuewS9EGgC4dWIeUse5kC5YPAWk1QYVR5hChwTo0pay4kfXBVWbyXdGuTTSrZDJMxJnfmhaxShhQE5CWuV6OaxGQH33qRbOQxBBBpz54ygWqWfs8Q8dn3Gu8li/Oa5aJCqrQp5NbZLpOyR4rI8aqhLiw7VUuIglI5np6cMjdrvueXfxc3irO3hLr4vB3x24FtR/zlgb/ysW8jREkbDPt6yTqULHxFJS13+l023lCrtE0B4NxVlNJRSsfKlxwWCySRe/0OMo8NuqCZmzVGeL55+iKnvuGfHL8PFyXvbB6yqzfYqFj4ihAFK1+ydAX/3bf8zbf9+b/w9/8v45aKYfg1BP1ELx/dUpyLlyjCRVpaLx8tzJf3zJnB9ZbuenFZfvH9HPIgROXZna/Zn6w53VScL5o0gIuMuRehV3k4lzp3oeJF7CRc0juT+F+TLvXLyqaClemHMXbzEoTKW6lJy0/7zhCcQJl0EtHaI2UkBEG7KSCSMiScQohU/DarchxyXpbaDby6LHOgkE9bQ3TpU9SmVRcvoQq4PlEvw8lioFCkDBeLWXMUKaSTwXpVjq+VyieUGEFpP7oRtfaUJumqd+uWQnompuOZyQk3ijO+9/0/8ro+Q2+kI97iqxx/5WPfxtJXnNh9PJI9nQqnFIFdvWbtyyQVMj2N6jlzNTYqDsyKUjoCAiM8RqT4wplumamWha/QwXOjOMMIzyqUtCEVcxclHjnqRBWBTSgppGNHP57mweRCILIZYnCEISHGmArtMEiDxMdaeaEhHtx2QzrbpYjIcUIXL4owgBjktC7fP3fjLkhK5dhvNlivWDqZcoeDuFg8qkGXluDVI/kOlyM3GRUf6VLf9joV7Fy8lQ5pA4eTF063CN5LpIzYXiOVR8pkTfY+/TdQJDGIsdDGAFGItC6pl0nul08GY8GXYuR/4zAgzMlw3kqkTh2ykJGiSBSO8BePE2yiMiAZRIbQoR49FmadXYADhdLnl38YEnqX5IPOKYzxHK8aQhRMyp4QJX2j+Ysf+ffY0ysK4fjD7/7pN/zZ2hbiLQD4v3743+dr69f4nc//8iO3/zef+LeohAKVnEv3+x2UCMla6kuMdMxUi5EORRw711I6piqlYUkRaVQ/FtVKWhrZ08h+1HuW0vKxzRMsfUmtehauYldteMKc8IvrZ1m5dHujeiSRP/2Lv4djO+Fvf/P3vS2vz/t++D9PBUCAz7bhKC8pHCIpGyIXlNG9djkec9TpxjTEu1QIReaNVeY/IyTzhBpYPUUQnqgkqvTs1i1XqiX31jtoGS4e14tEc5BUBwC+VePviEM7CZdChZLVWMgxSPiCHmCQkiWViJSJ8w5eJfWIjIh4Se0x5GFkXlqZ1Jl6L8bhXHByXFyaDixSTXq09oknzrOEurBMip5FV2C9SlRLvn9ZWnaqjoPJmqNVQ6Edm66gw1BWPSGk7SFCpGAhn5e2hpDD8I3HOYl3CqkCReFHXtsoT2f12En7KOhaQ7spWPeG067mfj3lqeaUJ8sTvu+TvxngDRXkbSHegj/5i78PmHFaNPzLV54DwEbFKpQ8dM/x0E55vrqPR7KrN0gRuG93AFi7gpMoaFTPDXPKvl7m7cUGHyVXjOShnY2F2gjPmasvHFHCceZrdkk0xRDmAozhLZW0OCm5YpY0sqeNKWdAu8C/+5N/Ciki/+i3/NXX9dy/8Uf+U0JktBYrGWiMpdYWF1KkpYuSQte0/cXKe+DCkTYGqvsx6WwIZBci0wsK4rBuLYo0PbmEcXW9SgUx5pDzMPyZ5WeoQF33zKsNSkT6oCiNy0YSlbvuxO9KGVImRM72ReTLdu1Th5rtwSmIHpzXI6csVOr405YRMLUl5GFZWTq8z91zEASZrhaEjLmw+XGQOURpGuPxPlXePjv9hEhpblp7Cu1xIfG706qjs5p5veH98zsc9w2vLfd4ECT9JXplv15zrVogxBVWfYGUkWaSivPaGtZdWlQ6njBEoixUvmJJAUOCEBI1YUyiVNreoLXn2b0TCulwUfGJ7iqCxDPfbnc4b0oq5Whk6pKv6AX/zSf+LY79hO9+3z/6oj+H20L8VY7v+Ok/xszUzHSLzQUO0j4wJQJ7esUNc0KRqYVXgsFGRSP7HEMYafNtqbt1zNSGJnac+gai5tnyYQ7y7jF4LAobNZLAOpSJkoiGG8UZU9Wy9BVKBM5cA8CeXgHwydU1uqB5sj4dueVNZdgxLb/zn/9xfvh/8de/4Of9m/7xd6cAGVegRCTGkFLESANHgJ0iDWxOugat0rArydVSwQHGS/6k4wVBTAKIyEhdjLebQOTyhoo47nCrJz1CRKxN++OCinQbk9fQ5+tmkQrk8rTmE5sCe00xKzo21iRjxKBHFiBLfyH7Glx1clhYKkdHnqzS/YITxE1WShThkWWjwQmCTMVz6BJTcQsIJGVpkTIVqQFap8t/gL5PWl4A59RII0gZc1ymwWWeliiYVh27dYuRyTHngmK3aDlVNRuXlB1dZ7h1vsMzzQm7RUvrNKWx7DcbOqeZFD1XJ0tO2ppFW9L3evx9RqXCr5rA+aYaKQqjEi98tqpxTnFnMWNSWParNU3Vp0FzpizOFw0/u3qWT+4c8q75Q752dhsj0/N9PQPmbSH+KsU3/6PvZVL0GFlSSM+uidioOPJTdmTLx/urzNWaJ80xlbD4KCmER5XJqXTqG5RIX9Y2GOZqTSM7lAhMRM9pbFiEmi4YPC0rSuas2JFt7ozTfY/9lHUoMcIxVS07csNEduyq9fj4H9s8wXE/4cxWSBG5383SUFB59osVXdBMTcd3/PQfY2lL/vG3/j9+3eetZKB3mhDBKM+ksOyULTumZelKzruKadGN0rShuxIClMqTeqfwrb7YNEE2IciILvxYeKLPl8cD76viRd4wMASkt1lNANB16e9FlbrQEBKlIbJca7BHHW8a5vWGQvlEK6iYg+VDpjjSsHAYYo1qCZ2CgHTl09VLa/C9GfnfgbuWMknZyPvsnFX4kAZeIaTL+ugkHYlS0dqnDtQrpEz8rVYhFdlRveFT46+yDltGTOGQMo7hQVPTjy68+92Miep5dbHHui3GIaF3CiUjK18gRcDIgJeSzqVgohdmR0x0x221S6Ub7p3PAJIVO0j6VjOrWwrtMCqwX6+zHbtkd7LByMC82gBwdzVj3RYELzGFSwFIVuGt4uhkSowCLT03qnMUgVI6/uyvfAd/4TcMlovPj20h/irBv/uTf4rOa2pt8y0Ni65kr9oQEKxcyUM34wlzgswc8ER27KslQB6YxfH/r+tTPJJjP0WqwFytx99V4GlEx3V9Ni549FGyI1sa2RHixRDuCX1Cq5bYqFEi0EfFTG5YUPNid5Vr5oznq/ts/JMcxYZGpyQyLQJN0XO1OOdWt0cpHXOz4Ta7/M5//sdZu2KkFc7bCoDWaiYlhEwlqGwGWPWGUjtkEZkXazqnWfYl1isCAh8k1qqRQxSkNLJNr8ZtzJCLXRSIvBZIqUjbFUSfsxMGlcQw4b+0r86vNWt7sc6+bZO0K14a3o2SuSjwTnBy3tA5xeF0hdYBr0NSsIXEiU6nLX3urKWKozZ5gHeK5Zm+yCuG0WgiM9dtSjfy1iGI8e/eyWQrDkl2FyNoFVKB6lTetuHGwV1wEmkCdWUJ+bGESDxwqR0bq5lXG2IU9EEhoxyvUDbecLapLr3GUDcdu1WLFoGp6VjYCh9F+i9ItPSU0jEzHS4o7osp3kuapkcAx8uGzqbwe2UcTzZnvLaaE6Jgt2yplOOF2X2kiHTuKY5Op+nlyVcEhfYsQ5UyMzrDRx5e5+F0yrV6wY3yjEb2/JWPfRuKiBSBP/Hen/h1v5/bQvxVggerSeog+lSgeqeYVSnlS4vAma34uL/O2hfj9gOZXQYFgSpfrjfYUcwPUAk77hOTIlAQxuI7QImARyJFGO87DOkO1GqkQwZ4BBPRj/bT1+wBXdDjz2rpOeoanqpOWPsyydpcycKVnPU1E93T6J6zvmZmOiamxwXJsk+Dw7U1hAgxSHqXNk8cZc1okVUe522JkgXOSzqrR+mVMB7r0qBqmMiPygKfF3GKSAwST17C2SUJ1rDGHsWFtVgFLjZuJE1xjDkvWCY+WmR5cugVgaQEUEXqep1TIz86SOgGgwQk5YDOkZajMMPJ8eQBjMM7EQRxOEmImPKE8wBt0+aOOVuUhYzIwmfXHiAFvdXEcGEeCUFSFBaXz/1F6bg6W7K2hiIbUp7dPeagXFEry5mtedBOU4ymM0xMz/XqnE8vDseTSIxQV5an56c8NzmmC5rWpxVKyzblRzy//xAjAqe24eXFPrOi4/n9I067mrNNxW7dsjddUyhP6zRGBu61Mzqv6b0ixJJoklTyifKUzuddgyGdQPqoRnnedNoiRWSxqrA+xXT6KCilp1ZJm3yjOPu8389tIf4Kxwf/pz+bwrtN4sY21tB7yZVpyru1QfHp0yvsli0rW/DqYo+rzYK9YsNHlk8y0R1XzJJniofM1Zq5WtMGQyE8HoGPkjYaFiHZmW3UtNFw3+7go2RXr2lkTyXSt9FGxUwlYwfAPbfLrtrw3vJRF7wUgUZ0rDN/HKLk+ekDPJJG9nzSXeXlzQEz3bJyJTbKZCDpStbWYHKQees1On+xe6+YlR1FkJCzMJpigwsSHyQ36nNCFJz1NZuuyOuCUsc66IYtKkU05Mt8Angh0aUb6QhIEikhIpQO61LsY3TykkwrD9XGDArBuFI+ijwki6N1WOlIGLIiBGjj0Dp1oA9PZkkadlkbHAWrdZmPNRVLaQJKpxVJg1xroDA2qxJKT1G58RJciMTpDojZnSaEx5hh4JcdclFQGZepCZFpkNTRa+MATVVYrFdMTc9eteZas+BKsRrVMIqAFoEdveFWO+e8TwqcHdNSFenzUxrHtWbJtfqcie7oep0cfspRaM/5quLTx1eYXuvY0R175ZrDasmBWfELJ09zp91hVnXpSjCffK9UK4675sIoojy1ttxvUxfcOo2QgfmsxXrFalnlxadJ4SGVpyg83ktunu5yvGlGznmv2mB2Pr+fbVuIv8KxV224v5yiypR4NSs7VJU6FhsUIQqsl7go6b3CeYmPOzzcTFOBioJKOybmHcyLzTjI2jUbGtlz6hq08CxcxcoVvGNyxI3idLSFfnqdQvnmZsOprTmzNVfLBU9Xx6x9yb1+h7leE6JgXy/ZkS1GXCgnJIGZ3PBsfcSu2rDwFWe+xgXFwpajMWTolq9OltxZ7NBGmBSWqnA0umfjDJV2lMpxUK1onWHlCkIUbDYVUsDKFUx0z5OTZLl+6cE+rjVjN2vKVJy8FwgksvA56/fi9fYbTdABCo9U4cLSnI0C0Sd6QZU+5T+Qc3SEfCSEB1LhRoW01TnLwgarMZByJLxMg7YgRpszMO7OUzoN42yvCV5QVZZ53bLsCrQKTIo+FRqRCpCUYVSQ+CAwKuCDpLXpPlp7rE3F2XuZg3kSXTO42Cxk6V2g3RQUpWNntubqdMl+uea55ujSzrnIOi8AvVItsVHhSVdcr7HHcT9Bishz82NcVLggqbSllC5/nirur2e0TqNkoCgch9MVa1fwfPOQg2LJiW14dbPPWZfojWVXoGQY+eKJ7nimPubD509glOGpySn7ZjVq5nfLlr5RHE5WvHj/YOT1hUzDVWsVZWnH93LVFjgnUSpysmxY2eLzfk+3hfgrAN/x03+Ms74mRMH//Fv/q/H2/+Bf/O8wKl26r7sCoz3KKyqdErKGM39vFBPTc1Ct+MzJAa3V7E6XbJyhFJFFly75Oq+RpA0MWgR2qw2SyKmtKaVn17R0QaOIfE11m0Wo+On+BVauwAXFfrHizmaX22GXh92UPqiR8z13NR+cvcREdjTCU5A67kJ4ruoFc7Xmgdvh1W6fjS84rJZcK88BWPqSSRTc3uxSKcuN2TkbZ3BBsrBl4guVI0jBYbVEi8DSligRqLXn3vkM5yRunk5IS1vy/M5DhIjcOd9h0xqkjJRZBeCkxPZi7OpF1tUOJghiWoIpdVYa6HCxhdnq1PlG8tqi/GYN/PEQBDQUZS/T7Gy4LQ+4pIw4K/HuUgF38iK1jCTHmjUtSgaOTqcEqym1HweRQkS0DIkTzbbkzitK5SFftisZ0lYOEalKi87DysT9yjQkzEtNtUqhPt5L+nWRjm2Qj4nIWVfx7p37YxEOUbIOBiUCu2rNvl5y7Ka0MV1BXK/Ox9wRFxWd0+xVa2qVCvHGP1rgTpd1kqCJSB80u3rNvlpypif8q/4d7FUbTjM3vFLF+BoM7s+v2bk7DoI9kqtmwYcXT3DS1mgVOG3r/JzTFdtw1TPMDXyW32nt84A2pcz903/7L3/e7/C2EL9FePXmDRRpV5SN8PzTd9703/GTL7/AL2yew4X3sLGGdW/4lh/9nrGDqcwBm95Q5MKLU0QliMqngYP0bJzhfFPhg+TqZMkL+w9Z2lS8C5k+UFcnS1yQTE3H2hX4IHnQTlm4VKBbZzgoE9UxmDNU5pifrY+43c15tjqikT2ldOzqNa+1qaCGKHj35B7XzBkz2WJIYSv+khtPxkDvGzySqeq4tZnzZH06DvyGztwFhZaep5pTlq7g3nqHzicO0QbFYbVk5QoK6ccT0TPNCfNizUceXqdSNn0JTSqyN5pz9ss1nzg+pLOGWdWx7g39WEzFBRUg8sJ6kSMxhUAYl9LKeg1ZATLIy6KTqdO9hJhZizGzIqZ4yst8sjKpyLbrYkyAU8aDSdkOqVNLu+SkDJyvKozx1HWPnm6YFD02XAwe19aMwe7WK3bLFh8lG5t4175PRVEAWnlkVt5VRdo/1+c4y8IkamBS9GlN0hDMY1LIzuFkRec1K1emzRlZmrjMK4/OXM2rXZoFbEKR7usLCpmuYo7aCS5Kds2GudmwcBULV9L7i5PFaMZwmhtN4mUXoaaUlucnD5DigFfkHtYqTvuG6aTlqd0zamU5cQ3PlMc8VZxwp9/FxjSoXbqS53aPmemOX7j3FHXT0XUGpQLTuiNGwaRI+Rxra7jSrLi7mOFckiHWZf8FfZe3hfgtgo1wHDXrYHhKb970x/+pl5+nDSVzteaJ5oyVK5gWXUo5iyJ9sTK/V2hPZw1K+SzXSZf9fVBYr9I2Yau5u5yNki1IgvdCO4wM2CAplMcGhRIhfUhtycYZtAh0RvO+6R2umAU7ckMfFQHJVLU8UZ6y8Omy8JnyiEr02EKz9CX3uh0e2inPFg8x4lGXQxsNBelYlQjM1YqHYsa82GS3XhoInrmGQjres3OPhasopOOw6Fm7AtelS8PWaWZGs1u0SCK1tnmybmn9FCmg9QYl4vjfvllxLmqe3T3h9nI3pUgGmdLJsspA5gGczIVNmjS4wydbruvK1KFmamLImIg5EGi4tB8yd2N2gA1d5vD/Q1Sk0knDW02ThMr1KqWPDdI546nqHqM8bW/GFUu7RYuWntabUZ5XKYvLg9JCeorSoUWgz5RVBJyXFNrTu6QyAZhWHZveIGC0Cjsv0XnJ6KTsaTcFkcik6Xhy94xKWSrlOLMVt7o9dvWGUjieKY/zybRjplpu2zm3uj1O+5paWSQRG2XSLvvk2OyCZukKWmfog8JIz3JTpkFekWSNL55dAaCUnvdPb3HVnNNMe16eHnD/bEqMcDBZ89zkCBeSiufVbp9nymOuFuc0sufDqyf5wPw1nixOeGhnhGuCm6s5x6pmkn/PsBnker2gkI7bm112qjQQt17x1O7nH9TBthC/JfjUazfwCNqoaKT9VcsZvhj8wxe/jv/1O//1I7f92EvvxceSu26Xe3aXfbPimYlm4Up2ipbXFnNCVLS9weg8MJCB3iv2qk2W5Gh8kNTGsu7T8soQBU3ZMzFpqDJcDS+69MHqjGa32PBwM8Xn/WRGpkvB5LabYaNirQuM8Ny3OxjheWinvLw8yHnFgucmx9ze7CBFpFJujCAMyFE7rIh4oCflTKROOfJEccKJazjuJygCu3qTdpXpNSHKxGuTpE/XqwV90NxfTems5r6YsXYFO0VLoRyVsnxicS1Pu1N+gw2KtTPoMgBJo9poyzM7J/ReY72i0xpvDdFJQgwpDyIXSe9UUhN0KhVRl6VbVT7JyHgRCE862V3OloBckMdhHklDXPkcQQnTpmPdFjlLIT3WoHBoSjt2iFolvrd1mlJpCgQbZ9L773UqxPk57+ahZRsNkkufj8ImjW52GdbG0vvk5qu0o5B+PKH7XHw22YGoVOD6bMGN+jwpC1zJ2hV8enHIN+29wjVzxgvlXSphUURWsWAmN5zYCTeqMzySjTccbSYcbVIHfWprTvsmn0SSEmZjDX1nmE03oxJi0xs+/OAG79w7Yu1L9vWSK3rBtxy+zEeKG0mVoXteXe2jM61WKsetbs7XTW5y7Kac2pqvndxiIjtOxIT3Tu6mE4NX2CAxwMT0TE3H+ye3sFHx6moPYHQJ3lnsfEHf820hfpPxS68+DWhslIQoOQ4lpyHwqZfey7e94+Nf8OP83CvPYkTgQBr+5SvPsQ6p8L5m93lfZVBEJrJnV62xUdEFzVlXp8u3skXXAb2TNJZLWzKvNmycYeMM1+oFG5e0mYX2Y+dbaD/K0lyQ9C7LcYKk0I4+qNQ1ysBusaGQnoBgonoCgpvrOcc6fWGmumfpCmplUSKOtEDrNecu2UOvlEuM8NwoTqmkHb+Qg/ayiEnKNkCJwEy2PFmepGISNFIEDvUiJ7TV7OiWdSjY1yvuxF2uVYvkjmtrtAy0g4IhCs6o6bxO0+1mk6yq5ZKVSpSLJOU/GOlxMQ2JKu3YmNSV2mDG1K+QC1WMWT5mArFTo/kCsmqiGIJzxLhVYsx1GORswLiXLv986BXlzoV6IEYxBtwIIHiJDQJR9ZmOukgPAzjrKg7q9XjiPF7XdC49992ipQ86u9gkp209Zg6r/FmYlh0+yNHk0Ht1YY7wit5pfBCcLpsxT1jrpNTR0jNVHUb6dN+oObITPtC8zKFco0TMihtFG814jGlg21Bpy7To2SsTP9wqy9olfrjMC0mL0iJzs9HadMLcqVtmpuO+ndFFzYN+xrubu0z3OwKCj5zfSHROFFwrz7lRnLEOBX3UtMFwozpnrlYoIjfMCQGJnAbe0TzktTYV3JO+YUd3dMFwq5sToqQxPevCYJRPOwa/AGwL8ZuMY98wlxsWIV2KH/kpc7XCR8nHX3uC9z79hS0ruaZ6ArAOholwFDJgjONQn+duUVBJwVyt8UieqY+pleWoa1i7xK0BnPZ1yoHN3dy82nC1WqSNGlGwagtK46gLO5a8i0zWjofLSdJOOs15W455DLeWuzivOGhWhELQe81Okb6ka1dwfzNjp2gppceINAzppKIiKRwmOmksn66OedIcM5drVK46MnfFUgSIkiRskhjh8LHgUC/YV0smsh8Hen1UHLtp4hi94Zafp5OADrgqdcgblzr/Qc5mpOdKvcQFxdR0HHcNv3z8JN+w/1oK0iHJsp4qT7jb73C33WFebVjlS/4haDytgxdZ0iaQJl5QFHmV0Ug5ZIPGIH9K2uSYgnm8IDp1iXfmQt4WEvWwk8PVtfb4QiEvBbErHfAhbUSRIrLqilFGNSt7CumYGs/aFRhV4qNgv+hodOIxa2VZ+WI8WTkRqU2iB1yUzKqUKZ1iTQvWLg28zjcVq5zvK0QKZ49BErWnUpaVSzwwwBP1OStfsGfWo9ZcDSc84ZnLNU8WJwAsfcXSl1yvznm2OaaSlrvdDi7kK58oWfZF0vNmvrbKVNpKJMXQTLcY4fnI+Y00MDar8Tv2TfNXeHFzBRcUT5YnVMLSyI6J7KiKnt1Qj1LNm/0BjepoZM+u2vDu6g637R4/0z/Pw37C3KzpgmFqOu6sUxd8rVl8oWVjW4jfbDT5wzWXmzxwchyqDeusJvhCoYAuwkz2rKLm2E/po2JHtuMCRAArNZPY8e76Ls9X9zn2E07shAf9jDubHZZ9GrxNi46DasXVakkpHU9PTrBBcX8xpe2TwsCoJFsKeQBhpB8HfUZ5jEodh82FqHeaY3GhvwwIGt3jQuIde6954LMjKRfXqenScKRvxm62EhcZxm00hGBG3bFHjMO7YeGjEY5ZHggufM1pKPFRsvAVHsmObtl4wxWzYO1LPJKTLnXqLkisV5TKjZfMq9xdvX/3Dj9z/x3caudcLRdsfEEpHXuZ9gA47ypq43BeobRn1nSECG1vCEHSd3pc5aNrh+tUsh1flpbJgfvNt4ULu/MYj3l5kBcEogyUxo562a7XBCsJQuTwdMZJvRThYphICmOzQXLW19xozjkoVxTScXe1Q+c082LNNBfjgOCJyRkuptfMBZks8MWGgzLJDAOCtSvovWLRl2zW5ciVQzphSO1oSstZX+PyY89NcnEW0rGr0klbiUgfJceh4oHf4VCd83xxj0WoqUTPOhR8Zn1IrSyd1OzoljNVc9waOq/orMboNHxujMVIT1P22LBDo1Pi3yvrfVpvmBcbXl4fMNHpO/rx7hrXqwWldpy5BqWXzNWaPiqUiCx9xToUzGSLEgEjPBPZYYRn4Wv+5ek7Afia6V0a1XHuqtHJWWrHQblm5Qr+9C/+Hv7vH/jvf93v+7YQvwn4yKtPjpdX6zDlQCdZ1SpqZjJ94BrpeOBrHrz8Ttpo+K3v+MSv+5hthNNQjJfmHoESgVUsaEMxbqf1uUD0Ma14UaTIyf0inflPVFpj5ILkerXgenmGJLKvV7igkETuLmbjIGoY1GkRUrpUYen9RRHx2Y1WaEdp8sACkabsuRBPTZds0j5RIUXWHs+Klh3dUaueTR6MtcGkbbu5yw9RPkJHAMn+TEzUhQhj4W6DoZEdFZbX+gOUCKOGuQuGNqRjKqXjoFylwWI2emiZtoe03lApy3lXcXM5RwCvLeactKlwb5zhQ+EpjAwsc4fZOz0aHWqTQmGkCJz1Na/cOyDkwZkp3EV0w5BHMawtEheFNnQqJ6ZxoTselnvm7cyy8Div2DhDbSwrWSCztXjYnGGKFGIO6YTT5Il9Y5IbcmL6cbjVekMEbp/v8GA1YbdueXJyxo5pWWTVzPBZeLhu6ErNWZ+2JodsI1YycLJsUixoPsaBnqmKnhDh3iJlMTy5ezZq0K8UySb/8e4J7ro5lbDYqDjM35sHbodPd9fwUbIO6erO5+MJCPaLNQ82U7xNy0kj5E7Y0+Qrrd2y5Xp1zmubPfaKNbum5aSvU+GVFikiD9oppbQsfcmZr0eH50wlLfuzxcN0peWnY6Nw6hvWvmTpS75x9xUO9YJfWD7L7W6XB+2Uh5vkDHxqdsq7J3f55Or6eDXw62FbiN8gfubld9LGKUY4KuFoZEcbFW0Wps+EI5AK6TB4msmW7/vkb2YmW95X3E0FKSoq4Ufq4rZPhaASbrT8ttGM22eH9LLB3VYIx5qCNhhObMOxnXDWV4Qo2TEt18pznixPsVHxydW1cc/cM9MTSu24s9ihNin8RovAWV9xvGgSNxhFSiiDcW26vFQrJ7pnohNPPEyyIQWs7BZtvn9KN3vYT5A0THTPu5u7zNQGdWmcWQlLT3rtPMNJRo2xmuHS4E6JQJXsA+zrZf4yL8ZuGlKHfc/u0sieo27CyhajMuTuaoedsqX3OlE3eUuyi2nQsrYFG5s48WVXjF/6QX9aFY6rzWLc0/dEfc7Juma5LhM/qpPmVjaRQntChNWmTMs5BwyDumyXRg/Ou4uueEhC63rNShlUttcGn63QeZintedsUzGrOoxKemEtQx6KWnZNy8KVrFyShzXGjg1E7xV31js8lBNal/jNUjmWfTnK3CrtRnv7xhp6p5KFukyhQ8kGnp6OkhGtkkzQe5mla8kws6s33OrmbELBU+UJz5YPedocUQnLsZ/y4c1TKchJdeyqTT6xpmTApS856RtqbXm4nND1mqJwtE4zMT1aBo7aSXppo+RKueKwWPDqZp+nmlOumsWYiW0nCo/kennOg37GfT/jxDW8UN9jJjfYqDHCsa+WVDJZ+V/srnKz2+P9k1s8bY544HYIUXLUTbi3TsFCV5oVXzO9y9PmmNms5VOba5+3jmwL8RvAT738PApGJ5gRgdfsFdpguK7PeEIvaKNkERPPWwmbk8Y8+znopotqdIctguHjrz2BjRJFUh54BMd+ylymUJ1GdmOhCchsNZacuYZFvpTyJLvv9XrBRHU0KvFajez4ldXTfOL0Kj4KDur12PkcNCuenR5TSsfCVbRec+prztsSKaAsckyjUhQ6y9/yMG/4gq1sQZeHE6V2XA7d3Sksu2bDwqbHfs/0Hi+Ud5mIR3WWUgSqXJhVjCM/LAmPONgG0f+Qh3GozqmEzZeOKfu4j4oZwxVJx3t2Chq9l3hNmy4fk/g/d0JFR6E8LjuhGpNyf8+7Kq2BDyl3oil7vJF5EBWY6Y5r5Tk2Kp7ZPeVV5vTZDLFZlxzsrmiMpXUpZMYXDutUioe08tJZ7eLyHh0uNMdeEKXI+QaSELhINPMC2TiKyqUuXXtskNQ6ycWmpmOiO66XSZL10E5Z+XQloIVnt4gs+iqZdUTE55PQ6aZG54B0YPxTisi6N3SdoV8VEFJ4ka7CuGooRtj0hmkV2G82KeFO90kiJx2vbA7Y+MTR389Z1SZ/P27bPe60u+PQuJSOc1excBWSyMYbTrqGZV/Q9RqlArOq47Be0eieUqUN4r1XrHzBk9UpJ7bBBsXCprnNsLhg0KmXwjHTLRPVEaLgoZ1xvT4D+nG+A2BR7Op1OmbhaaPhoZsxN2turtPVlFGeHZM20FTS0sSOc1d/3lqyLcS/Bn74M1/PVbVgX7UYIhbBIhhmmZv1UTCTMmkcgUWoCMLyvuIei2AwIoyd5HXZsQqSmbAg05n6SX3KIlS0UbMKBTZqVqHkaXOUsxsqnlRnzKQlxPVYlEd5lwi5RAV25GaUiv2G5jVmcsNr9oBDfU4hPKe+wUfJHTvnuG+4Pjkfudxa2fx3yZlNH5hCOtY2XYZLkYpqiIKdomNWdEgSr3oWK2pjWfYFLkjOc+hKbZIIfxgCLfr0BXAhieQBTlxDGwomeXNHJTw2SnrkeIno89+NcGPBhXQCStzxo5z7gVqmKM5hmJkHfc/JB1itebo44uXykFvdHvfkDhttuL3apVSOa01SVyxtic60z7B1WohIpR2rvqApe96xc0ybjSK7ZkMfND9//Aw2qOQ4rNtRzjXdS5fKNisLbA56vzJbpa78eCdpdv3gqrsIE2KwM2cN8t50jQDONtVFpnCRFolOqp4iv083Juc0Osm7hk0pw7aTd5X3uG33sEFxZitab1jZgjJf2ndeUyqXTsKr9L6lwPQ0CFzbgr7T2JUBL5gcrimNRYpE09h8shp27TWmZ15smOdB7hPlKWtfcGQn3NvssPEGFxRLX6XhW97oUquelS95bbM3vg9SxGTgyFdXs6ZjXm+Y6J7DaomRSef+wvQ+d9rdFOAUxWgcOulr5mbNNCcQKhHGTTFGOkKUPLRTTlzDbbvHE+aENhpmsh3XdX1d9RpPmyPWoeS23WMdChrZ89z0iKnpuLmc87GH17i5nPN7nv55njZHfOv886ultoX418BVtWAm+9SdCo8h0uROa+Aw26goCKyiSZ2ccONQbh0Mq1hwqFZUwrGIhkr4kQOViLFoGNIuNyPcmM07l2tu+V2qYJnJlrns8SRudBGqseO77faQBH5D/WoecCQe9bpOQvI+KiSBVSw5sQ1tlrBVyqXNynqTbKQkGdJJ14yXs4OA/3K5W9m0tkaKyKTox/Xp1ismhc2hQoq1LaiU5fnpQ16Te5x2NS9uDvBBpAm+8rxW7ecvQzdSOZA4YUjdceKPUzc8FOZhcJZex1SY0/0vKIlEXXgkKc9gIiwNHaqIhCg5dzUPuilV/lIW0rG0ZdIRZ+6xNjY583KXb5RPQxyXdufNiw0nfR5oKc9+uaZUbtQiQ1KQ2JBMF4V2o175dFNRZuoiCIlQXCwfzVGUIq9eGmyz55uKg8k6ueI6BTqiy7Typ3cKrTyHzYq9YoOWnh3d0qh+DPE/D+lE+wuLZ7i92qXzmrU1bHqT9rGZ5KY8beuRUtD56qfdFKxzSFHKRBaI2rM/WbNTthTSobN+ecgBaV3qsp9uTnh3dZePb27wWrvH10zusKs3HBZLNt7wynqfc1dyozrnqllwM29qKXE8jBMK6UczihRhdAEOM85G9+zopI9fUabNL8phRGCqOh4w49ymdLR73Q7P1MfjLsU2pMe0QdPlxQh90NyzOxjheLo4ynr9OaW0PJMbpQduh19ePI2PgmvlYuTT96sVNkhap/nE+jp/4ht+/fjLAdtC/DnwQ5/5AJIZjTweC4T5HLYMReQ8lhR4KpE7n1wk9lXLPu3Ytc1lTxsVp6FhJjdUwrMOJulnsSyosFGnTi7/jI+S0zBhJltOczDKqW9oY1IVLELNsZvSyG7MA74oZorzULMOBR9ZPkmt0kqXsz7ZmWtlqWWPJ2lnAW6u50m/Kf1F5y0DrUv86bIvcUGOXzifFQiVdqPqIlESjFrQU5sWLy76ks6my3UlQ+5W5COyteEk5UkpbjKGxOXl10URxxOWye+BjzIP7xw2ak5Dw1ytmWSX3vB6hCgoCOyrJc8WD7jT77Jjakzp2XjDeZ802IORYXhuQH5NkrvQxzT1H7r9EART09EHTR8ULufoVirprgvlKZQHk05iSlxsFF50ZeJVc8Yul//jYsPHEF/ZdZozWWGtBhMoGpuWmZKGrEpEDsrVOKi9YpZcM2dIAjf7Az65vs79dprS5Wwa1g05w2erGiaASbRCuylGG3TXmrQlOudm2I0BESkqOwa4SxF5uj6hVpYXV1eySqbm/mrKvJiPwy4lIv968RS1snzt5Caf2lxjZjo23nCjOOWhnWFD2pE4PCbAsU0F2YVEuzXG0vnk8pyZ1LHW0jLTbTIAifT5m6mWuUkU3Nys2TPrPKCrWPsi71WssEFx7mp07qq7oHm1O0hXuvk7bYTjlt1jHUo+tbnKwpY81ZyyqzdMVcv7mjTfuWPn2KD4S1//D379QnMJ20J8CT/z8jvxCOZScx4qXrb77MiWQ31OgFxIi1woEtH/wO3gEVxVi1QQZU8lIougmElPIy74v2NvOFRJW9jmPN4kmk8FppI9NmqOomEieiayo42B2y6Jx32U3HW7HOrzXIgrHtopz1XtOMibqzVHLsVSrkPBmUuF8LifcK0856BajY44felL9LCbslds2Cs2nPQ199czSp0sr8N9XJBj5CCAyx/QYYBjZOoKj7vkfAKoVR5+wWgwCFFgRKDMNM9IMQiPjzqpQZJkYBT5DzwdpOD5gaqwXHTI6aok336pazYiYIbnQWRHtjxTHjFVHbe7OYts1T7LXLAQkWmZBl3LvmCnSHKn/SoV3HdMjmhUz6ubfWY68YqOVHx3TJLOdT4ZJCSRSltmusM0ntO+Hi/TP3pynaPIuOduWF+ESPvvdmbrRGfYtE34yd0zln3JclWhipA3Nkua3Q2TsmenHAaj6fVsg2EVSrpg+PjqGvc3s2TD5iL1rdQupYVZxdmqZiFLurYYl24m+3TioolpQIhMx1cUbhx8FtLzZHnKma/H7nPg1G+tdjm3FTumHSVsp7bmo+snuL3ZpQ9JQnfmGrqgmegkERsK3EM748nylDYYfvbkOY7bJp3stGNebniiPOM91R1WoeTYT8ZEtzYYznxNFzT7RdooLok0sudQL/LnTPJqd0ApHRPdoQgonbZsVCMNmT5Lx27KZ9aHBARXiiVft3ObSlqmqh0/m9fNGU+Yk1+1hPfz4aumEP/CK89QCs/7n7n1Of/9X77yHB6VL2kTl3vfz3heHaFy+tUqXzIrIuuoqYTluj4d9a233R7oE+ayx4hAJYbuNGIjHKoNR6Hk1DdcVUuMCKyiZhGqvKGiR+YL7aRlTDrZ85ACUYzwzFTqsu+6XV7qDmlUnxQToWQmN2nhp51x3844szUbb0Z1AKQiODUdc72mUT1rX7ByJX1Q9EFxngc3697QOZ25wzBeeg0Y7Mo+SGyQqGybfdBOsVlf2hjL1WrJTLfjYAxSrsHMtCn4XYSLbjd3wpbUiRrhEl/ua2ZqM65sGjDw5IMTz44nt6TRlSKOWQVKXGTCzmTL+6pbLELFNXPGq8UBHzp5BusllXGj3EsSUxIZqWBpGahUy6lt0uue+ddjOxlPRHc3aXIuc/7EE/UpabNbZG7SVYskqUceLCYX9mYRH9UQxwsJmlWKebNhXm446yqqusdaRb8xlJOeg8ma/WqVeFKR3qtdnWJKb3V7vLi+wlE7SQaevqDIQ8a1TXbn0jickxf5y0EgVTpBKB0oyh5XJqoi5JX2pkj5yw+XE6ZVl07AbsLL6wNO2+Taq/PrONjnW685JWVIaBV42E2plKP1hmvlghvFKYrAmW84dhN21ZonzAlnruGhnaZgpygp8xVYrS1XihVXzCJvBu+opGWuVqwyhxui5J31A+ZqzUy2HPkpS1+Ng91KWrpguNnvMVNtWk4b0vVWo7rx5GCkZ6qSDfrcVlwtzsfPkhSRSvQsQs13PP+LX2RlSviqKMS/8Moz3PfTtLTy1adRRL7umZuP3MdGlXjErFk8FEll8MBPkKRL9yp3sI10NMKNX7CBSx62VXy8P2Su1qxD6qSMCCxCwa7smAlLoZY00mFzqPqpn1Dl8PShqAzDgE+313jQTzEipMumqGiD4Wa3h4+Cd9YPEw8q0s65z7RX+dj5dTbOsFtsuFqlY2+dwUVJoy3XygXnrubc1XlNUsFZV4+XzBtrssWVsQMeOrxBNzxAyTSUHOROAE6kwgzwsEsFQItAWbjkaFNpjc1EdhT4R3h3gHa46hCaPl95VCJZoL2QrEM5dsSVSJGFw5cn/b+gRzIZVBsipPhOEZF5CDYXLXPZMpdrznzDfrliajoK6biz3gVgaVPRCgg6p9HCUxnLnc0OLy4OxtcmRMGVaslZn4Zfg4sxRJFW7kzuU0nLi5srPGinNNpy2qUFlWOgB4zcMCJFZIZ8BWK94vbxLserBufT2iYp0wr65w6O2c/W3wOzSm5BvWThKz62upE2Tzg9bqSeFD21TrrpoZtNVwHk8KKUt+y7iyWf4dKwTJgU/zi89yEbe15d7PGwnWCDos/ZHUoGnp6fsnGGe8sZSl7shgsxBVM1uqdSafZx4ibc6XfHAV4XNB/f3GBhK1a+YGnL0VW3sYbDekkguUsP1Tk2auZqzalvmMiOr6teYybb9HnJ+vPr+pRbLtELR35KcJJDfc6Zr9OSg2CYqZZSWq7qc+6KXW72+/l73vJUecJ9OeOhnbGrNpzFZhzYfe/7f+R116gv60L8ky+/wLGf/rpnoX/5ynMc+x1OfcOhPscQsEg+8uqTLKLhxf4qLxT3mIhIKTyViNh86XZddVjZjQE+cME5vuL2mMs1uzJdmj7wMyphuet2x6GIlalDq7A00lKIQB8lRgTaqHjgJ8zlhqCW4+MODrQ2psvKFCuZJGV4eHl5QJW/yFoG+qBp68SvfXj1JL9y/CRt5jmtVyxtybPTYyaq59Z6l6v1gqvFOXe7XY7thAftlB3TMjFpl9y5TZfns7LHhou9YZ1XOK/GwVWR+WAjfZZKWVqfLu/73A0pcdFJm6wpHTStG2849xXX1dmolFiFknVMwxaZ99fZqEc304BK2HTFQBwHe4tQo0SgiD4FjseIF4nbH4owJI4yxDjeZmTLe6rbLHzFkZ3wsJuyzOukinzMvU9c70xEWm9Gdx4w/nksJujchdc6GQaWfYGLkgf9jINiycJWrF1B6w2tM+MmaCFzdGYAVNrqXNWJg+6dYrfZcO94h8V5PfK2ZW2py6xIMBtKmV1leTD3mfUhJ9neDknTLYlMTDcmrm36pJHedGn+IGXA59D3lPyWzBl9lzYgS5X4fZkprVnVJaelU2ww2JByTozK84F1zd1+h6qwzJsNDxZTfEgdrc901hFJL39ntZO4dBgt2y+L/QsZm3KsbHpfFl3Bui25lU8Ev6SewTaK9xZ3qIQDlVRMM9lyIDsKAj2SIjcsIUpu93ssfZlfs/T5kkSMTF6Ay+YOgC5o7tlduqBxIUWvrkNBFzTnrmJu3ljC4pdNIf6Jl97DfT/jnp1zqM9zuv/OqCf9tRCizC900ikO3dw66vHfhvU9iatNP9dHSTtYRIlUuRBMhGORHV1GeB6EhkWoOHJTbNTc7Pf54ORF5nI9UhYFHnNpop8MGo4gU3dwTS05DhWnIW0+PvcVi1Bzp59zJQvQH3ZTtPQ5UDtl5U5Uz/1uys+dPMv7dwtcVGPylBQx7eNSaXo+VUlPuqNbXtoccjt3feddNXK/y75MqVJ5oGYz7bC2dfqydSYvkIzUZYpaHFbOSxEJTjA1PcHYNPSKctwnVimLzvGZu6ZlR7fJ3ooiBEMbDeehYpEdTkMI0OSSbhoYFRSKtDtsQBsNC1dhCkdFOgm0OVN2uFwfuNGBL1a5GD+nT5hMP84vbJ7jfjcbqZhlV4x64FnVjTw5kLSqIfGnpUo28A49Djknuk/dolfcbWdsvGG/WHPUTniwnrBqixRdadIn0mcTh6ocgrR9oygcSkY2vaEsLT0G7yTaJPPGs7snXK0Wjxhi2mCSBKuvcTHxtH1Ifw4otaMxPb1XnC5rgpconVx6XqRjIoq0Xkl+1taPmDTMwUsWKlAXKWyn1C49rk6bYI43SU3irGJh09XBrG5ZtiW9u9Ci+5BS4oxKrrxhKwyQaKH8+4eO3uY/1bA5xBs+s7zCnXaXj1RP8t76Dk+aE66rc5pshjqPJR/vnuBJc4zBc+SnnPmUtWJIKiSZw+mvm7P03Y0Fd+0cIxzvqu5x7KaswzDcKzl3iXteZAXN8Jl6vfiyKMQ/8uLXMpeWq3nQlQqqpI+K6/qUn3vlWb7p2Vc+588ObrZKWgoCR6FmR3SsYoEipA3DCF5zO1zPvO2AgRMucldlCJzGYjyGIz+hkjYN1szxOMRbhXKUkfko+Yy7yjeUr6XHEoFjX1Gpiw7vLJTMZceRn+aCrjhxEzbeYHU6+9bKcq+dcVgteb55wDPFQwrh+cX1s/zyyZN87Pw6OyZtY5hWXQo+6QsWXcnPPXyWxvS8a/aALmiO+5RoddRO8uZbySJHYQ5UQ98XWJ8+9MOX+GAnTeOViCy7gmWXNh3XxjIzLY3ueaI+5+Z6Pg4Dh4649cnqPISvv6N8wER2owrE5sSrYT+diX4sAqtMRQzDE7iIyRyQlChJYXHkpuyoluvqjBZJT1pqCrkI55Nt0mWn7nguN7yrvMvZNHWRd1Y7KUhHhhyInjSsAZG2SGeJn1FuHHqed2mT8NT0aVde3kJRqJQRUcpUvPu8fFTkLdJpp1wqwtf3z1n3hrqwnG8q1p3JRTmtXhqK8G7dclgtRy7YRsVn1oejPblQactJo3tO2oaQj3Fpi9HSPLyvMQqcVeNae6mSDXzo2IdNzDLIHLmZ0ucWZzUrU9I0HfNsrV7ZMvHpyuPbAiHTiWa1Tsd12YJtvcxa9URVtE5jvSRkblwNMsr8PRpMNUqm92XdG1amIOhkjX/JH3CcA3je09zl+eIeM9ly7Kd0wfBaf4BHjlTC0qeMki4YdtWamWp5Wh8nSWl0nMoJL3WH+ChHzfGQdBhiiugchtkb/+s3hJ8PX/KF+Gdefif7KlAJT4PlZXuFHd3SDnxOlq78Wslmw8odRUy8oehppKOMnm6Uk7XZKaMeKcSzS51YIPncB554FQ0HakUlPKeh5FBteOBrbNQpjjHzj6exSQqHaEau7bpajzxmEQONtFTCc1UtWIQ6JW0R2TNrdtWGkzjhSrnkzKa9cD5KFqFOAwjVMi83nLQNa2HG4JNKpUGJyjrf403Di+IKz0xOmOmOT50d5sFdP2qDfRDEmPbWGe1RMtKYfhTnw8Vl46CAqE3SDndOU2vLi/6AtS3GzhEuvnTzuuWd1XIcnpxmG3cKUam42e+P3fUVs8iqkfQ4t91edkK50WVoUcnuLELimvMONKnCyBUn+iLl9g7F2GbdsSIVgGFH2lW14DfUr7F0JQ83U6yMzMoNKp/UTruanbJNVtrc3U91R6lc5jVltmGnLb6Vsiz67FLsalqXqIDrswWvHieHn5AR36bjKUvLxmq0CqmYW83Z+YTgU1SmMZ6+Vwghx+Hr2hecubTDb7jcT1chaaNK63VeB+Q5rJacdA2v9nPun0+xVuGtGlfdAxRlGqRt2iRvC16mDdEy5QsrFZLDzwes1fi1ZpUpjLqwo058NHVkM4oANuuSdlNQNx1NkXbnrfpi3I8HaYlBn6V4u1ldknj3JCkcVjstbcGmT9khw5blQVK4CQW/snyaX+IZatkz1R1LV7KXh6VGJN5f5rnKwlfsqvWYeVHJHoPnQC1ZmZJPrK8nikSnKw4lIg+ycmPXpGHd3/ymv/UFVrTPjS/5QnweKiYy8ZenIX1x77pdntAnHBbnPPAzntanKCKfeu0GL+SVRB959UnWUeNJBotbbp46ahFYB00bNY1MU3iVzRqLaEbZ02ctHGeVg2favKV4Ljc0Wat6Xa3po2Qme/6dycfoouI8lqxiQSXSpVuIkqMwoQ0FM9kjiRzIjgc+bT82MnCoNngecBoaKmnHjRUP7Wxcoghws93j5c0BXze9lTZM5EHcwiaaYW0N1qRuZnC4Ndry3uldpqrl0+trVDqZFWZFmyytbZ1Dd9LlqJKBaZGO87wvUSJFIg6yJCnSl6tUF2ErhfTc26ShzDC8GyzU++Wa983u8I7ywZg9Kwm0MeW/LkKVviAiiexvdXtpIJKTzx7aFLxyxSxZ63TFMVMbCuEvePVQQ6agLsMIn65qLp1QbJRYyMPRC/33RHY8Vx1RHjpeXh9wbqtxKDeEIhUyKUCebY75uslNjPDctnNe2VxJXZL0uKDYeMNuuRlPSjtFm8LXvcEYh+0rogeCQBYerQK1cZn7V6zbMsnFImkHnozEINGZk0/PQ+GCysqQmK88XDKYFCvutjusc76GFoE2F600KBQImThqmQvtpOyZlR1HsmHdFuN+OucUOhtQAIrSIVUg5KumrjV0beoKL0KhslwxSGIMECTBC1aLirWsWNY9zsmRGtH55F+alB1x3E4e6ZKHbTI6d9kxpiHqTpnosdO+hoJRXgaw8iV3lru4KDm1DRPdjVs+hm0upXTcZH/kgyWRiXA8QLAOReqCvebUNnlXnhmv8DbePPK5er34ki7EP/nyC1xViTr4191TzGTLE/qEYz9lIrsk9I8ycYG5G/jXrz6FjZJSQCNcSiuLigO1TDRFPtuuYoEPguv6DBsVVgROfYPKQdCXO+Ohs1plWmIVSp5QC0I2HwyX35XwHPtqTAYLSFZRcVUtGDbWPm2OsFHS5EQmIzx9LOgy37kv20RTyJZPdddTboIIecuyptE9Z7ZCi8Ctbs6ddpcHm0keQqQNCqu+4F5b8s69Y/bKNZLIlXLJ2he81u6xcslGOkytF31FpR1ayny57cep/7ACSCufc41TRGCRC22lLHvFhjNbsXTleFuhPJP/P3t/HmNZluf3YZ9zzt3eGi8iMiIjMyuzsqu6unumZxNnSFGiZY8oCyBobZBAWTAM6w8ChGEZMmALJgkbMmCbMA0DsmDDsEEDBmQYBEV5gWTBtjablixRJDXD2bqnu2vpqso9IiPixVvvds7xH79zznuRVT3TPT2aqeLMAQqVGRlvu+/e3/2d7++7BBe4B+U19/PrVCCjQMMFfD/60h6YbfKKAMH3165MXM0X7YyrfsSnzREH2ZavVS9F7RaMj6zXtL6U58CmAV+lbBrS7rMz5mGoGi1LJZ3C8V75kvfKl/zixLF0Az5qT3hSH3HVjtj04jk7zaRgV6pj7UpeNgd0Qcyx7svP0P0q06fOGaDKe5rM0jUZaE9W2OTj0DvNdlNiW5O8J4qqFzZDL5zs1mVcNiOOS+HHDoKzWWsNw7JNg8MsSO07p7nYjsi1E9vT1mCCdFkXUliLrE/f66CQm65Su7DSUSWdbpnL7/VOsw7pLVo7+t7QtcJ71kpMfzLj6AHnjISnohP+XG8LRqOazabEOUXfG/rgjrdpCuaLIS4kXQASVApcrg2Hwy0HA7mxTfNaxDTOcFGL7erItImnPspaln3JZTPiRUiGiayNQvcc5DVbKwV3XZU8yK+oVMd36/vcWKHb9d7wajvm8fgSrAw/e69Zfc53/TtZX9hC/G988PMYNWbOMOGH97PrJN+1yKDtZX/AxpXM9zx6CyxrnzNSgt9OTMcy0JssiqWrGCmZLhc4UI65q9KgRZR07G1thelwrGSrVKmOm0CJ2alubOqqlq5KsluQQdJMbdEILc2pjiF9EIgInFGZjtqJMmxuh1wG672J7niruALgI30Ho8SwpnWGJ9tDapsns5qml+1g15swuXaMTMt3F6e8f3OSptlGOZHdesX3rk+TnDcKOFpn0snaemEMRLyuCso564RPWtucJ+vylsvXcbnhJ0YvGOqG+/m14PCBqldE9oPPaIOktFIds3ydbqzx5mPwTMwW6zUj3fAgvyZXPS+7Gd/Z3uOD+i5UJKvRKIiR9JImdcEGn4a0zitqn4nDmxfTpFw5csCpLnXXkZN8bNa8m19wXo25sNPQzWdUuuPELHjeH/L95oSVLdkGSGAQutXea1wovGKooxKP+6CqWawr6UYz2fLXIWLIOSVFOHoSO0XXGRRgMkfd5LxYTrg3Wabzz3lF6zLhCIcb99ZKHJBRnrrL0ApWvQn5eWLVaXvpaMtcoALnBQOPicR9b1LsUTwnqqxnWtY8X0wlP6/oZJagojeHBI368Hm9V7iABysQmlwuDI1tnVMNWto2w/aaVktDMiyDyVRnUtedZS75Y0dLUpDwgzh0dl4xKRte1hPuD24YmYYtBddukOCIGA8FPc5LZyvFuuLXVg9539xNIqfGZdwtF1ivuD+8YahbrvyQTFmWvbzmD5PS/Nut37YQK6Uq4D8EyvD7/2fv/f9IKXUE/OvAY+Bj4J/13l+Hx/xF4M8iIcb/ovf+3/lR31jtc/CwtBVHwbC59jlTJSoy7R0v3QFD3YSCmHNlxxyZVepc44r4U8QLBRN2gcebJfijCL64czcgNzvpbRUu1npvSh+n/RALtwgJai8Dp9YbRroJBiWi7IqFfu0lBaH2uVhl6pq5HQokEbx2Y9GJ9Kw72ZKuMtz0AyZZzfvLEza9dCODrEtYYGV67ozXaDybvuDj9RHbLmfdiGFNYSw9moOilkRjY+kCw0Irj0WnyfX+lqttC0aFuFt5r2hBMNAAh3gvxfpksOKb42fcz6+Z6jp1wWufB7MeOQ6Faqh0y9qVqejmqqFTgvtGyKHApuMZrQhPsgV2IIqoX9s85F4x5yy7EV+KIBC59f3vFeGFL/l2/YAX3Yx7+ZyHxSUzvw04sQNv2LiS837CSLeYTPyNZ2bDNM0SMl72M2qfc5IteGUOeOEOAkVuVwRBPCxGpk1F7KoveL46EEl4Ljl0NmDyWnm2jZju60JgAO8U3TbH9bJ9H4/qwNt2TPOaaQimjRTHdSeG7e9MLhmZhl+5fou6z9KAq+4yrJUOtix6bOZom4wis4mKF4uwUR4X5Nda+cB26JlVWx4Nr1k0Ygo0KVvWrcAYRSnpzp019H2AU7x08iCybR0SPEi4dxbgCUtTF3TaJagizy3kVgaGXrGpC8qil2gmq/EenvQ7kyHvFXWXMd/Ke3t7eBXYRtIkFNqy6spdmEGANC7qMYOsY5w1wJDS7FSlF+2YUlum2YYXzQGv63Eq3o4fvxuGH64jboA/6b1fKaVy4P+nlPp/Av808B947/+yUuovAH8B+PNKqZ8E/jngm8B94N9XSn3Ne29/0At83jo2qyBtVWxcyZERzOfSjlm6ipnZUCgB1KNzWaXFTyFXlot+KgYe3oj3QDDYqX2O0ZtkQr5wFcdG2ADxgj0KRTjCE5FOU4WBXiSIx8dECe7GC11t7UphagQRQuczLkPnG9HLlyG5olJdoNAMeNoe83bxmkq3gl0GqlYbXvP7mzs4FI8HlxyXG27aAbm2XNVD1iEhYlI1HFUbXm9HIkIwlm8cnvN8fZDoVrkRTHfb58mjYNOJP22VCeZMIM43XZbYC9GDwWjHKA9eC5G6huKk3PC10SvOspsk+V66irUr0w6h8xkLWzE1dTo+Szdg4Xff6f6KKScxqQMlJj+R5/m6GfNkc8h743O+OXhKvFV2PqNVFuN96Lp7ap/xfnPGh/UpY9NwlK2SDWe8SRsc5/2E7zenHGXrdDPMVc+pWSbJ9cv+gNfdBKMc563Q01onMUyjoLrrnQx/o9Bl0QkmOS1rPr2WWPfRoKHIbGIwGOPoOpOGYp3VmNKm1OiIuyrluWrE1zkW45FpORms0nzjVTMh15aDqmbZlPRRruzF4a0P2GsUbrTW0FmNVqTClhubzn/xVBYa4FUr51yZ90kWHk2RYBee6WMclI685J1AxPfy+s7KO1YKTGbl5hNUfhDSqTN57vW2YL0pU9afd9A1GdpIgrUxMpzOi47WBbMmJeGgMYklGj1loShLAGnGIM9ZGoHXZGdhGWZdyPPTvKrvJj9rrTzTvOav/QN/5QdUsB9t/baF2HvvIUjLIA//eeCfBH4x/PxfA/4G8OfDz/+a974Bvq+U+gD4Y8Df/FHemMZxYkRGGF3yT7IFZ9klH7Wn6edRkjzRW86yJSMlW/4iszzrD5PU8aerJ9Q+58isKHAsfMnGlQx1k4ZqcSubB+J3So1AJcpTF7fOePFGCPhk6toC9zXq/NG77l4OYHCzClStY7PiN+qHHJgN75Tn5KqXwhXw0S5ksT1vZnRh2+tQnBRLloOSl2uxUZSLWU6QbZ8zLWu63ITEWcPXDyRq/nvzE9ZtMBDaDrAhj04pz7ot0r+B7CSsF7+BQSEmKwA6GK80Nks0taNyzddG5xxma06yhcTLBDVSdIyLS7r9UHCDNDvywS2KNvy5ACm84fhCxNSDwb6pcaXiNxb3+dbiXrJ6tErTKSmeHXJjtNHpTvUcZFvu5XMq1YUdjJjRL13F3I74tL2TCv1vbB9ilOMwW0tcDpYOsW18GgIkxaegpW0H6ACDSG6gDQGnnlHWcKdc0eYZTzczxlWDLSSUNcIGdZehlBQqGZKFrq1X+MagD3q+Onudbn6rTm78h/mG153wzE/LJcu+IlOWadYw10MJfzWWmwB9lJUkq2TG0VvNeluyqkuKrEcrgkucliGz2/mEbFtxpbvKhtR5hnOaKpOsuG27C2UF6HudBn0gBdYpOabekaTdSnlm0w03ywEu/kx78F7gjNCRd12GynsZMIbzQmuHUwrXGvpOfDCywuI9rFWBHnmRn+O56aoECzlnyMKAuXUiPop7v5gwsmwln3GYt2y6Iplf+QB9aOV/14ow/JAYsVLKAL8EfBX433jv/5ZS6q73/oW8ef9CKXUafv0B8J/uPfxp+NmPtByaSztmYaVT6lSWupYoab3opwkPlM5F89INGamOA91Adp0GQVUYAHXeUCN+vydmSYGjDlP7SnVMVCv0Jn97ixvv9BU2wRqRMxxj4E24hQsbQOwgO58xt0Ou7IhK9Wjlgvu/mNW87A9Y2oqrfsSr7oCjbMWLbsaBke3yeTvlqh2JgqerWCkbuq+MO8Wa1hpeb8cy4Glzmi7jdLJioEVscVYtcF7x3Zu73B/dcG+04HwzEevGrGdVlzK5djsownlFlfdkobtwXqXOuAvDOgWMi4YHwxvx8y0WvFVc8U5xzlTJMa/DUK7bg3RyLCPVpi1+9BqORU5OuJBdhwZP8qCICc9FcNYa6pay6Pjjhw3/2fwRv7J8i0+LIw6zDUfZmqqUG/RU12kH825xThF2TBLT06Izl2CpXEme2sYWLG3FO+U5CzcI5jF3OTCCZR9ma+5Xc767usuLbpqCScus57hac5DXKaUaYN4N+Y3rewzzVmS9WZ9ubG2fcX+64Ioh1inUQLDZvjO4Ntz8Bj2P7lxzr7qhCZ3eg8GcdV+yDANi5xVlYDWMTcPYNDzdzLiuB4kPrgOjZRACRmuk82zbjLPpkt7pMHAV97htn1P3GW0vQ8Cmy9KgN54P46KRxJC9rj7LXPpzxIjlu/WYLLgLWk3fy3mYF714WUQaWxEgsDqjqIJ0PhbmcIPqO5FhK+NQmXTOfWtwgZb3IcccDodMyzqp8tpwY+ydTh1zacQMqLEi3okzEq98il7adEUozELXHGS3mTk/7vqhCnGAFX5OKTUD/m9KqZ/6LX7980CTz/A7lFJ/DvhzAI8ePfrMA+IFWumOqa7TpP1bzVuMdMPD/DIMs7YY5RipdufUheZMiw9whDQi3rt0A0kANi2XdpQy0EaqpVJ9moA69dmPET1u28AVRQmWWXstndKeR0Spu8SVfdoe8bw5YJrV3Mkl0ieaiTyuXjMsWj6sT1NaAQg2ftFOeL6d0nvDrNhQmU6My7WjtRkfNHdS8RzkHZs2JzMiOZZ8NpFHv6in3AQ877DaMKu2LNuSSdGwCfJW/G6QoZUPnGKdRB4RwyzCFnGUt0yLmrUtmOVS+B7nrxmpNkmWLVqsLf0OlhBfYcVQOWz0mVAqiTpi0ZUVXdY0BAOgRehaG5dL0QwWoI9GEz5YnghtLJfu7GN1h7P8hhOzEN/ivcFqvPn91OBpuOkLg+Jb27fkOOXrBHONdMO3N/cxOB5WKhVsjZeJutPCZmkGosLLGhpn+GRzlGLnR5kIFI7KDZvAJz7M23Rxj/KGq+0w8G9hWDW4QrNWpXSeA4mjWlvpgiV6SAaEz7fTZPiTBcVnNFjvvaYLwoxo4G60ePpGC8ssc1SFiHL6kBhzWG6wXvH+/CRBGsO8Y5h34qVsegZ5T9NnHA02gg8H6GJcNdRdFqLkBY5ASfpIhLmUEpVkVQVjoM5gjMcEDNkYR5X31HlGXecUhd2xJ5Rwxb03qbIoLenRRHaGV2w3cq3kxgb/i0AjLGsqI5BD5IM3NqOxhoNA6yxNj1VCCW2CDeykbMi15d/9xX/1M7Xhx10/EmvCez9XSv0N4E8Br5RS90I3fA84D7/2FHi497C3gM8oLbz3fwX4KwC/8Au/8JlCLdzfAzqfcWqWSYU10k3ayj7IrhOsEDveSvW0aJ70U2Z6yyjgi2K9KHHdzms2cSvsNR0ZRnWc23GS1pbYRE/Lo8MX0AWoQitxyGoDDk2Ywtc+50V7IBdDttuORxOT1904KXMAPq7vAELdetof8nfmj2ltxjiXrrIwFtdrrpoRR+U6FcrWGaZFTW3zdGEdDbdsgjF773Xisr6ux2Ta8Xoz5OVywrhqRBE37MjDxXM43FJlwquOLl1tbwTTC0qtQR7oZ9YwyhsmIQ33cXXJzw4+SSKKCCXcckrDY0PeXOzeov9w7HRRPdrvDIOA5MQW6WlX/Tj4b3S87ibYTF7jMNtwVK5lq2k6GpexcSUvuwMk9blOnfncDhMrovNGBqV2yIf1KZ03fLo+5KRa8ROjFzzpjiSGqqt4a3DN6xCTU+mOSnfcKVZc1GMWTRWKa8M027Kywr0udM80azguxIUudrOZdqy6kut6wNFgQ+/F2F2pHO8hNw6T96zWFVo7DoZbll2Z3tvItMy7AVp5TqqVuN+5jMwF4yZbcNWOkoNbxPcjnlv3GQdljdOKUdVyPFxzUIiFpwSnDsm03HR1JrLrps9owva8sVkqcADHI5Hrx6is+BlFVES6kSvl2dQFWnvKqufuZEljMwaVwAMx3LXpcuaLIVlucdbQtmCMwBW21+jMCUYcTJO8U2kHhUJ2OYVwmRe1JMmYoGZdNBVV1iV5/roV6OEgdLlxsNeqjEVTse1yfulP/6U3S9Tv6vphWBMnQBeK8AD4LwP/c+DfAv554C+H//+b4SH/FvBXlVL/CjKsew/427+TN3ecrXjZzVi4ikfZdTLZ+ag/4qKfUuWXzMI23wbVWxyooWssiks3oCDySUVmugn0pQICtitDwGOzSg5qN14GctFgXJIgBCOWrm3HSY1sCBeCQcem4ePtMfN+iMaTactbg+tAmYG133U1540M7d4eXjFvByklYtnJ0ODh6Jq6z1k0FcOspQ6whHWayojPrY6ObapgHLxzZ+WWO4V0dTqIMdZNQW81izBR3hY5k1Kob3WfsahLlPJMq4aDsmZrcoaFPG5Zlyn6KZoNLfuSURaHXeEYeJ2oYUbJ8QBS8kjE4qMwRiADYZZYbyiUpVLymIi7G+UCXBHTPApWVuiGL9pZKozvDl/ztD7kphuwViWX3Yj75Q0bV3JgNqlLj+81131ydlu6Kpm3nFSrxHo4Mqv0GYamoXFyg9HK8f3tCd+9EUQuigokwdqz7CrulKuUufb+6pSLeswkKLF6Z1g0FV2/owpWWc9Gu9S5TYqGdrqhyCTKqXUZrzdiLmQLyV1bW9nRzLIN837Iy3pKa01ygbMB41Vhl1NkjtJYMXHyAkNkA0dhRIwzLcQAqjI9m14YGFXWp/PqVTcmM45h3vJ4fMXHqyOBuULM0ihvRShUtjR2jwbZG6q8p8pkuNdZE4QbOVcbcf5zQb4MO4+Lps7DAE+j847hsGez2bEefPBv9lahM4e3GoI4pSo6TkcyvFx2ZYJRhA+f0QZxSxfMrAZ5t3u/LuP/8V/8X/1OytbvaP0wHfE94F8LOLEG/rr3/t9WSv1N4K8rpf4s8CnwZwC8999SSv114NtIeuS/8KMyJkA6zZFq+Ub5XAqoihxYz8Nszkdh+3ppJbF1FCb0QLhYcwwuGO4EsjtCyxqqnnmIFYqJGZFhMWTXVQMsgyXj/ZCAsU7cV0mY6ELRiZN1lBTmZVdylK+ZZjWX3YjrbshhvuG6Ew7ivBtIUbWS7PD+8pQYRx9PhM4abjpJDTDacdMIFzJG+VzXAx5Nr5kWWxatuLFlylGYnjvFmlHWsOwrLrfDBEEMyy7p+1dNybougpGPDFYiInNnKBDGthfmShmI/pL+KxlhMWUjMUciJBH4ubHoRuZDhU/Hdjfc3AlnogVoxHM1QicTZZx8j1XeMbcjihDY+v3mhOfNDICvDC54q7oOlopDTouFFE4kEdoivgIv2gMWfcVxgB8OszX38zn5SN6zLTUfbU9wXtyhN65kaJoUo37VjrhoxrxcTSiMFe/mQopQbXNeNROyILB4tp2x6ksWTSVBrCOfWCutNYzKlnHecNMMEgwUO0eAdw9fMzIto0zUpTFS/nw7YdWKr8PICCwXM9pkyi/Wo50XTrkNA9kiFOH9XUceQj1bW0ojENzmjss1616SrDtnOCw3ZFPpck8qKXDDrOW6GaZOuAk7gd5JfFOZ95TGpoQT8SmWoeDZaMlVLdFcLuDXfcCSc2MZzVa0vWG9LVHGSgcMlFXHdiPnswq2odEpTudiXlSWHWeTZYKGYhEudE9nZRA3bwSO2nQyW4lmRH/7T/3PftRy9WOvH4Y18WvA3/c5P78E/pEf8Ji/BPxYvfzGlyydEPkvfM5QNcHjN6dSffAcaLBo5nbIsVon34ja5xRYzq3QiyILodIdQ9XQ6ZqRarEoTswCi06pF503bHxJ7QWDjEXFKKid5sJOZButt1zaMR+1p8nFLRqdn+YL7g9uaFzOUXbJxhU7HwKvk0Bk45VIWbsCHTqO1mV7J3WWWBHbLpftVZB3Gu1QXvLBzrcTxrmYXJ+WS3K1S994vjmQ4MumENesMBWeDGoZfijZy9ngKRC3heerMZOq4c5AMPbIMR0XDY9G1/zM6EnqTuPQsgjJtnrPTKn2WSqswE5MgUrG7nFFRV1kSNQxSirsUkwY6h2bVeIgv1Vc0XnDRTsR5WUu5uKX2RjnNXeLG1E4upKVrSh1x7wbJsrXxhW82BzQO8P9cs61F09di+ZXlm8xzkTmvbYF1qtg9TlI6STR67fMekZ5Q6aEcbPsSq6aEY3N2HbyeU7HKxqbcV0PqLKeo8FGYpZsxkEpyRXWK+rgnlcFLusg+PVmpuPeYCGeI4Ev7IGbrhLTJd1ykEv3vmhF9DPIOlZh0DQb1GTKsd0OKQMnPKogWys30Cx8H601FFpzd7Dk4+4oWaraEIllveLpZiYezIGDnmuRMZdZz0B5GiPncZS5ixOcnH/Ho41kxvW738m1p8g6bHBYAzgZrZkNauZbsVeNSrui7LG9TvxkU9pgaC8F24QBW24sm6ZIbKK4S5DrS6xde6sTXv77UYThC6ysm+gtcztKBXHuBB8eqY51SFZduoKpaui04cJOODMLDJ5LN0xT95FqqCm4skOslYIrBV2oa4LVhql98CRYI6KLYZiknwSe8TJEGP1K/YiVrTjNF+nijlzmpas4b6fiX7qdctUOJZFAW+bdkGVfBgWQpjA9i6biJkAFw8DNVconfFWUVtJdtL3QyA5KSbxYh9j3xgpu9+70tYQuhqjwp/VhMJvJaBqxUhyVLdOi4a3RnJuu4pObI5qgtor4nLiOiRJsmHWM8yaZpZ9UK35m9IR3AvsgDteEBqYT/AAk3nSFmLcTLvICm8QZsVuNK/65wOKUTruOXFms3yV3jIBOZTjV8ai45DBb7wzkdZuea26HKUi1cTk3/VA8lE2XIKWxafj2+oxPN4eMs4ajYsMs39BmGXeLBW+Xr/mkucN1P2SoWxalWCD+8vYBvZUtt1ae43LDwLRctSM+XRzS9Yaq6OitYVrVdM7wejWiaTIOxjVH1YbK9OiQqP18Pk3UtXHeUpiegemY5Rux9XQygL0/uBF/ieCV/Gwl8fOn5Sodx1m55dVmkgxxZACrcUpk8H3YUR2UiixAL0a5dE49Kjcs+5I2MEHi41snXftVM0r5hU2XMS5bquDDXJkuQRvzZhDUnhm91WTGUWUdh+WGm2Zwy1rUh51XH7DmKK+P5j8XqxHbjcBn1aDlraM5L26mdJ2ha7JkcF+WHcOyTfztKE6KzQTAtsvo96ATfhdkyj/O+gIXYulav9U84CQT9/2lG2C1dEYX/VSkrbpORav2GRPdct8suXElOETinNdJNhuLdaf65P4VXdRqbxIkcRxYF2tyLuyISyeMiLUrGeqWX16IGfWdbJUoabUv+NXlQz68ucMgEwjgpq3S1DzCDjJs07TBMnA6qGmsYdONGOZdGqYAjIuWm23FoOiosp6z0YJC98ncJdNi5FL3OauQGLzshV/cWCneuXGMBtJxT4tGzMqbMYXueTi9lticvtjxU9uSKusYZi3zdsAwazHKMc4b7hSrVCwj3LCGIIxZJel4ZKlY4kDOpYI91I14fuyRaWLkkYUEQ7R7eXQumDPFZZVLrJrIJ3+YX3JsVnKeoJmZNUtb8VF7wkTXDHXDnWzBxNTczW+46scsbcXd4obVqLyVDLHoK2bZhjv5kiOzIq8sH9R3hVOcy7lx3UohuW6GHJYbptmWF/UBLzZTvBfprw00wWVTUhhLlfeMypbT0Yph1sqN0/Sc12PePrrmajtk3RQ8nR+QH1tOyxVDLQouG5JPln2VxAl3hmsWTcXL9ZSbZsAgfG+Z3rFngGS6bp0WuplXQsnymk1fsO1zRnmL9RJB5LziQTXnWT1jlIuDWe+1wGNhWFf3IqkuMsuqKXaRWVnGJmDGQIIUE0xhLIu24qap9gbAO6l2mfU7f+Lw/pxXDIsOazVNk9O2Gc+uD5IbIIj8O9Ll6i7EmoUbSPzsSnnWAaYrM0vdZem1fvUf/5/8OCXrx1pf2EJc4Pi19p5Q0wJjQqKExIil0m0w1SkST3TjSmpv6RDa0YNskWTJD7I5L+2UtS8CLaln6QaMQuBntMC03nCka9k2BZvMpR0wt0MmpqZ2ORtXcFRs6JzhqheM+oWfJVxuVm15uZqwbSUWSClPPrZoK3f5ZVultN+obIsDs02XB+MVMVUxynEwqNP29rIepaK46kqqEN/eO833rk8pjGVZS2JyVXQcDGruDpdc1iNer0a8XE44HG4ZZi0v11PeGs8ZZQ2X9YhFXXE8DHHg9YArP2RUiErMe4n90SoEM/qcEU0StEzDjXM/SSNX9jPExcgrdoj7mYhjbptq74Z4pKKeBqP4kKbgkocFRi64mGRd+5yZWXNilpjCc95LjlylBV/OleXELCQ2pzuk9gV38hU6F576nXzJi3bGoq941hxy3Y/EI7obps83MB1fG59zmK951hzivGJlZcA6yIRr2lvDOjiYRTOl2WBLaXqOyzXWK266is224MHwhm9MXrGalnxvcZqc2uYhd1CaCctJseRlM2XZlGxCwkaZ9fJ6XjMttkyzhudbgbREASkwRhtMfDZdITfaXCTvRaBMVqZDI4ycy2aEIzjNZTJTyHCp0C+6KnWcWnkKI7BX02dsOxnWGe1wSFp1LJjrAAXcGa+xTiKPIrsictbjTSsLg8vIWy6MZTqsWSDucX2vqapOxB7BR9laMaPvM0PT5ZR5R27k+bdtzrbOwSuy3PIb/8T/+McvVL9L6wtbiF/aKZ+2dyh1x1l2Q6EE843MhtYbOgyzwP+9DPhwgWMd/B5MMPyOBW+mNzzpjjkK0UQTvWUWLCyXrmDhKs6yJR2C487dgDoUncgnlQJe0bqMD5YnTPOa02opk/rQpbTWBJWU53i0YdPlrNoSm+mUCxeXdZrWGrbbKhiQw7IuOZ2suDNYCcfSyQUUZaN5ZrlpByl6CGDdFGjtGORCSYtS2MNyw51izVGxSRHqX5+94qIeJ5OUUvf8xMEr5sMB744u+HB9wqbPORssed2M2PRisLLqSuaZdERD3TINzBQgeQR/3uoCTrwfe58+f2AxRPohHuow9DM4LDowXOytTrsLw9xWGTa2ZGbWySr1sh8nAyiDTzfcY7PiVTfjKFtxbNZYFFNTY5znUfFavKAR3Pgr5QWbvOSql0HrJ5sj7g9uUhz7ULcCdVjxAr5qRW6cKUdlBMtve8OokoLUdDJ8Lastj0dXNC7jOqSuPB5fiaDAZdwrbhjOJIZna3Ou2yHzdkDnNbN8y9AIjNH2hjKzrFvBQQtjeTCaM8u3yXf3vJHvOCscrzZjCmPDwMoyzhsGRkyOBqbjphtw01aJmulQLANnPcqaZWjY8lZ1zcfbYwrds+wqXmymgrE6zbiU+KTGGqowFDahoMZiXBXy3TgP27okN5Y8s4yKNmG1g1xuCkr5dFMqTca2zzEjn8771hpa7UT8EmTPZSWdc9tk9MHUyDvFB//V/+HvoBL93qwvbCFeu5KfGjzl4/YOH7d3Uicy0g3Hep0y3eLQLXJCn/THAJxkC070hiIOihRM6JiFQNBF8KsA6aYq1VMF8cfSFSGae8xHzSlD06Qu2igvlKasToOTp5sZl8E7VcxRspQG3PRZ+v+6K6AL+n0n5t6jrOX5ahrI8ASKkSXXltrmzGuh9hyUdRo0xA44bi83nTAbhnnPYbnh7nApiR7bCeuu5KWaoJXnaLDhuFzz0fIOl+shP3/3qVgoGuHE/sToOQbHV44uEu/2op/ytD1k3g0k9jzf8pXyglxZFq6iCKKa6EQXqYRx2ZCkUgUznliExT9CJ2ph5Phq5QKmHBRW4d/3O+MuQBGwE2lEH5GYcSc3WMPSlRwbUbitXclPVk85DhFVOXA/u+ZJd0yHYeOKMAi2XNkRrzvxkDgtlqxKEUi8VVzxvD3k3FYMdcvY1OSlDXMCw9aKkdJXplfUwba0d4bvXJ5yWG0Z503gkQvzICY7x/WsmSWu8cB09FnDxXYs3iDBvObDxR3qNiffixtyXrHqSlqXBe9qFyAwGSYO8xBVFSh28r23jE2TZgqdMxwVc8nt66UIHxUbCt2HG4387tA0PKjmVLrjpToQmpszKTS1CwIQbyy56RkXPokiosc1iFkQhLRoLZS4TEvXnSkJy41WlU5LgvQg6xhkXRp+R4bJNrchVNXRtmEAGIr/h//c/+DHqES/N+sLWYj/Xx/9JCMt2OLPVZ+moZp0sS0XdsSRWcnWE8+5HVMoy1Q3nGXzlMYcL1a999xDZbmfLbnrVylxow0XcxsI4Z3Pkp9F4zOcDX63KDqXhUGT4FerrkwFUiuxGxSp644mlKbGYSBQKo82llVbpjBICCR+7TisthyV0uHNii3P1gcpnufecEHvNYu2AgM3TZWSCqzTXNUj2R6PbjgqN0HYITjb3WqJVp6rzUDwOt1zXKwoVc+dfMlUb1Nsfczbe7u4YGK2rMuS637EW8VVUisWQSCzDyN0e6knQIqpAj4DWxjvUwHft5/cH9jF543ydh2GqlEEIn/v0w6oMt3O+Q7POkjcL+2YSUyC5naoaNzlDHWbfEKGuuUkW7K0A2qf8fXhK160BzxvD+m84V4+5yhbUQTvi01R8v3mhN6bQCcTbu3AdMyqBUfFhnk3YN4OyJTjTim7ncZllLrnMODR592Um37AYbYJbBvDN2cvQ3c84P2bE0rT8yjgyfHGfbMecLMekGWCQx9UNXnAaUsjsmuATDnulkLrK3WfzI8mRr7vMlASB6YTf2U8h9mGx9VrokH/Sbbk7eI1nc/4WvWCD8oznjaHvG5GXNaj3QAM6JwhUyEoIBM8vNA96+CTUWQ24cYRy5U0bcsoa4RFZDPx7jA906CIixLly/WQzhoORltu1gO6EH6qtSMver77z/zLv7Mi9Hu8vpCFeBR4wBWeSzvmZX/AxGwleshVdD4LjmwbrkLmmQlWk2tb0qmM2kty8kj1USQLQC7W/hJc6XXgBet0kQOps/q4lu66cTlrW6QTYpw3kj0WIuZjcm8bJtm9haY3OE/yeNXKMy7EIOWw2rDqStadGMMUmdj6Oa8ogr79rWrOZTfixfaAUd6yasskqb0OnOHGZiI3LtvkByydUcF3rk9lkj/YMCs2Cc+87kYcDbeMspbjYkXnDMOs/UwRftnPmJk1M90w1TVzNwyS8hqHRiPiirj2C+hE1yK40W1yWJNYIv2ZYhx3M8AuR1BF1sNOdbf/ezH2KleOKsik46qCkjL+3kRJZln0qIhFPBZhgxexkBHFZaU6zu1EBn5eMTFb7uqGuR1xkBVc90MelVfcz+UxcWbR+YyfGTxhWVb88urt9F6vuhEv6in3qgXTbMuiu8/Fdsws3zLKGl7UU+GMV4YbO+CqHXFUrLlfiJH+B/ou190wCTfES7dgUjScjlZ8cn3Itino2gylHQejrch7u5yy6lMXHAtjH2Cftwev+Xr5IvHfC2V5pzznWXfIQbahcxk3VvDpxmVMdM3D/JKPzQlHZsVZdkPtc77T3Oe6H9I5w0EuSs91V0Bw6Ysy61zbNDDc9IVw5vOW3BhK06dwUK08i7ZinIuceGTa5O+86ktam+11yg0Hg1psPkNnrLUEnxaF/QwM+EVeX7hC/H/43p/gLBugcczMOrmRVbpLmK8MhRwz3TN3wisFmLsyFWWLkqKtWia6Y+ky1j5PeXE5nip0Ws4r7F7X9XF7h6WtKHXPp9sjWmeYhGwyMQRxnFVrln1FEwIl7xRrptmWi3bCr1/eY90UVLl0AOO8kQ6WoJPHc1Su2fY52z4n147xQLrXps9YtBUvMpm+d85IBl3W8fb4ipNCsusi5efR5FoGba1QjYwW5VQdtoJ9mGQverHMLHXPJK9xXjM2NU5rhrplboe03nCaLZmZTbARzVJhXtiK02whTAW1i+mJtMLYncbuNlp5Rn/l/fVmB9whEEaMQP/scM6hw9/3FY2Rj50H34r934831whhQRwM+jTFB8jxTHQnzDolu6KY/nKSLxipltpnIrXPF9TB4yLeYPZd8h6E4IK41Qd4UM25aMcJ2qmMDLsciqt2FHjK4g+RK8ss33A3X3BkVinZ5Vfs20wy2WGsiobz1RgFjPJW/BjI0FXHuApc9N6QFS4N4bZ9zk0r+Pcoa3lQzjkw24SJW5Sk0yjPg/yay37Mp/Y4CWjeLV9xHHD16B1dhRtapdoUH5Rry6zYBDtNg/IqiYAy7ZIznVaezim2vZiygySYxAL7ajMJ8Juhyw2DEDjbOsOmLxLkU+0NRjddFjBocXobV00KMfgyrC9cIY4DncsQh1SpnlG4I4pLmnQGYtSuwgVhubJDhuECurQ5Z9mNJASrnLlzyY5x7TNGqsdEGNP7ECaqaLxhjeHT5piVLVn2FauuFEVR0N0f5Wsy7bibL7jqRzivuOxGDEzL4+o1ubYsD0qerw4YhGwxrTwPhjesbZGUUbXNA94ruNkg65Jq7qaRjiBmcpWlsBWmWS10LZclpdNpteRedcNvzO9zUG45LVe8vzhJ9LNMyzDmuFilC+FssExpEmNT0zihlIkM+ZpjvWWTX3Npx1g077dnjHTDs+6Qs+zmVuGNvtFrX2C84LTRYzn6PEdfh7g6FHiNCcUnCjhmepOGdsmzAg30aThzyxGPXdYcSDKKwQs9LrIrAnQxd8NUpA0+wUS5it22FIo2eFo8zC+pwnu2WB5k1wnyqF1OhxGpdqDnHZkVw5DEvejlpjvNau7lNxxlQqN71U5ZdmUY6lkyY9naIkiVJXLnrLzhZwefiG+zq5jqmqFp5UbVV5wOlhTGsmiqIEevafoRXWdoukx2R8bhgd7LLCHXlk1XUGbSSHxvfZe3BtfcyVZsXEGurDBhXM7PDD/lYX6JRXPeTdF4XvdTEeu4gnfzi/Cdyo2u8xn3ijnzva49nneRZ6xVR6H7VGwjHa0LgpMqk0Kr8Vw2I8lF3OviV12ZDNjjrm/dlekampQNG52TGcdiXZH9Pqnjfpz1hSvEM7PBes1Mb7i041spD5H8P1ItOZKYISo6lwpJjM2J28yzbEnndbqoNJ7aGzQ2FeM8bFM7NBUdPzf6hOfdIS/aGSA4V+cMd8sF46zhTrai9hkX7ZizcsFPjF5QqY4H+RUzs+ZBcc37g7vcK27QynHTC/Vt4wrO2wnrvuSmq/j5408Ta+CTzRHH5Zp7gxsumxGV6blB6EebrqCxhl9393k4mgNwb7gg15anmxmTYBDkvOI3b+7SWcMwbznfTDgabDjK15Sqp/EZubK8XYnaL3alQ92ImZLZJrhABDVDLvop1/2IUdHwbnEeuqcRM7NmbsdJeAO3lXHxe5Cf21RYI8a7b/gTB65A6oaj093+cn7PIAi5KOP3uV/s6yC8iRFIQOrMu3ADiKsLarZ4flRIGse+WVR0WwMSc+ayHyeu+eP8dXq+kW64X95w2Y24k6+4m98w0Vte9kKHi+95YDompmZpq3SM4q7vSXeczI2OMtntnTehS/SacfAXWXYlg6xjWjX4qpFIpF6sHE0QRZRZT2ul4EX2wtP1jFf1hGkuw2KtHH04v+d2lFSM1muet1MmWR28XPpbx0G+I8en9TGZthRe8OVV/G72xBon1YpBSHSJUF0MM932OYtgXJUpgRR86Krr0E1nUfquoLEVy6YkppSXxoorXJ+RZe4LRUv7YdcXrhD/6Xd+g//pb/xjvFVcMtJt8jH4sD3lJFvwIJtTKUsROpuYTxfxSRem9KNg+B6L9ZN+zExvODFrPu4POTMLjoICCwQ7zr1Y4n0tP+fULKlUx518yfe3J2gkRuh5PeP9/pRVXzLMWr4+fMU7xTnHZpWM0I/NKpyocvLcz6953h3ysjlIZjLfmLziKFvzuhtzkG0TDvaqmfKNySvmXaAtWcO0rGl6EW28f3PCuJDpdTzZQewtB6ZLW9Dz1ZhpJRdspeWiPwqMgKgijFSymVknk/S5HSbxRfzdmJknF2PHmjJ1vnM7Yu0KPm3vcGC2vFe+RIfHR2e8uCJ+GxkSzmvYg4QMnjUmbHn7W91vjL2X7yrGXJkf+NyRvRHZFFH0EwuuC11w/HNcI9WT4xKPfOkqjkOnngf/DIviWX/I99q7PMqvROkXfj7TG35q8JR1Gcz37ZCLfsLKVkK5y1pm+YardsSwEt51xGQ3rmBjC160B+l7fdVNARmyNT5LJlKPAgXuxfYA6xXjoqWzhknZYAMktWhLKif8YZEQyzC40JZ1V3BdDzDKMy3r9PkjYyPe2CRpRPO6m/BWcc3SDTA4nnTHbFwRhDLBH0Vl3IQhXBuolYW2ZNpy0w0kVsuLSf1+Zxspa85LgvekaLjcDm9R0Huv0Yhh+822Ejpgm1FWHb5sxZuiaLk3WfzA2vJFXl+4QgwitXzaHvNWcUmlW2Z6w3G24lF2zSJ4UNzPlqHwtaHYZlzYKQ+yawCe9Yepe8tVz8aVoSuSC//CTui8uLlVymE9FMGbVLaam5Tq8TC/4qKfypZXSaewdBUv2hml7lJ3sL+OA1c50rUmQSQyyzeMs4YDs+XAbKhdztuFdFQfNad8c/yMjS35uDvm3mDBUbHmwGx53sz4dHPIuiuCmYtmbFq+Mrqk0h0frk+4acWRbBWSdaNk+kl9SDnsxE9DdwnndWg+7Y6luCjNzGy4smOedMdUWgrzA3PNRG9Zu5Icy5PuWPw8Ar96orecZg0vukNOskViuFzaAZd2zOP8IsEEEBI4MEnEYb3BhcIbh3DxWO7Ueepz/x+L7v4Qj0BjjKsOxvwOzdTXe3CDwu7R4GLRjiv+faLrZHkq56aF8LgrO+Zpe8zdXOCa1htqX3CWzTnNGj5sTznvplgvUe5bm3OnWDE0snU/ytZpx5TrniPd8dH2hNetOKxN812B7L0m0zYMPAWHPsw3nBQrXpQHXDYjXrVjtNPcHS7pvZi6R6rYthPxx6SQm/OB2dLajGUYGmvlWYadWqEts2KL85K9t7YFB/kWE3aeT9sjLrsR06zm4eCKXFle95MwFBwl4Q+QuuJFWyWYrtCWUb7Le6utsH6q4O3svE50TVHwybncBwFI9JyIaRqFEbqnxvNv/0P/6x+2zHyh1heyEH+lPBccLgyLRqqjDsKMio4rN2buCmZatp/r0L2NdMPCVVyFPLhhCARd2CpELy2xXnFmFnKBuiELV/Fufh3YFCR1XSzyle8hEze4KCyJA6Cz7IZhMOKOsIlLnVekSdnkTPa14Usal3NgNtzPr4WDa+SEn5gtbxWXdD7jvJ0mj4EDs+Vpc8h5PabpJZooDsUGumXdl7zoRUV1XG64qkcMio7DaksTfI1FtpunG0kM58yV0P3iz+pg8Tgx23TsY0GKEFFtVjzvDlMOYGS4xGiouR0y1TWzgA9HLBlkEJbMe/aYEPvYrd4rwtFutA7frxxX+f2OHX8YdsU5FuO4JIl5lf4c2RKd20lgdcCMLYoOzcaJsq8I79OEx+i913icv+Ykk+Hdy/6AJ90RGytDu6neMg9ZidFI6l4xZ2UrbvoBubKM85qvl8/F1MpO+ag55XU3ZmBaHlQdW1dIAnHAXSMsEQMtI356lK3JB5ajYs1hueF785Nk7v54fCVKtb7kUo2Y5A0n1YplXzIIQZrxOWubUafA0x1tMEYyCVdYePJX3UiUdbrnop9Sh2Zj6wpGWUsXEi42QeAknGBRxm36IjGPRPYvO6bD4CextTnP1wcsm4JR0aVuOSagtCGhvOsM2rhkBzAumvS7X8b1hSzEV/2Yx8Vr1q7kxKzZhKIcVxzGXNgBtc9ZukGajEc3tYneUijLh+0xnTecZEty5fhb9WP+SPUpQ9WhlcAJL+2QE7OlUpKVhdoFJrpwIU5NnRKZh6pJE3i47cUbVyxgFinKj/LLpAgEUkim1i69f4fmw/qUV800DNOkUGXKUmjLYbVJQo7aZjzZHvL28Iq3B6/5/vaET9eH3BmsOK1WrPqCeTukCpDHgZHjEf0ZondDpTo2vhS80lUJrrBe75nnCI86Do+6bEmlW+HYhqJ1N78RG9Ieitym49NiqLgtU47Ft8LLRayceE8ofwsWiFDD2pVp19HhqQNcJc/VfaYYx+8hyt4FMtjuCrh3Cd6wqFScBYoo0sCwRVMQ2R2a6Hkdi/Kx2mJ1zTR6LuuSmdlwlt2E7jjnLJun3EStRClYu5zrbshJdsg7xTknZkGd53TeMDZ1gjGuuyHzbpCEFDr6boSb/tjU6XjeyVesbcnxYMPdasmrekLjDK3L0sBZOlXHablk3ZeJ1uaUSv9WBLvTRVcxzWsGpuXR6JqX2wnrvuCqG6Wg1LUt+bA+CfDKlq3N2dqcTV+g8Ul514eCvgi+KyADuN5pMcRXAl9sbc48QGuDvE+QSaYc02JL64Q+er4ei1Vn1jMu22RI9O/9w//L30m5+UKsL2QhFk8Acc2aqJ5OCW/1wo7ofJb4q9KJRscvgQuuwnYYAok/DI2sV7zsJ7c6qxxHoRyt73neT7hrVjslHjLYa5EBUxIxYMPW+jYUIZE/ofNzeYqDr5RLwgR5z30yv4n8zWgZedWP+Whzh4Hp+Pr4FRMjHhqnSHGZdwM2ruByOyTXjqNqzaKveNVMqG3OT0xf8qC85kl9RKMyMiWCgp8aPecgdKiV7riyY9ZOZMEGL0GmKr/lqzzUTUrHMHhy3XHRTZnqOt3kMCR621G24ml7zEg3exixCVQwI9BMKGZtwKKjR8iUPhRElTriuEaqAy30ti6Yzju/mwOIZ7AU3drnaSAYj7nQH4d0vgVlKbFJZKMDj3jjM4bsEl7SZw7FmlAALSqxbvI9f4zhngw/KhLFEEm8US7cNO2cztspjc8YZw0f1HeDJ4pwkm1xFfB5g/aOw3zDVTdi3Zfk2tI74dxOMgkfiBi7QzHUHW+V12TK8rC6QiuXBmOZdhzkdYiItyz7iutGDK+cVyyailm55bjcMMp219ZVOwIj6dOHxTb5W0fO8LwdpNj5rRXDqUUbKJ1ecVDUaESw5IhDbx92ddIxVyEx+dlmltIwjgYb3p3OWfYlRaBcNi6j0D0rL1acg2I3e4hMpC/z+kIW4rnd+QpfBKnxRAvvMU5tn/RHt8QCIGkKhbJc2Cnn/VQGaMqzDjLXZTCDz3HkeHLlMUoMyO9nSyAKP8RsugtdY3QDS12dB5QNAgQfsth2nMVYhGOnvO+VgBezm0WgWlW6JUfS2zau5EE150E5T9hz5KhqJaGGQNhai4ruuhlSaMvPHD7jUXkVKEWGr41eUU46JrqWLXRwPatUF2hiXYBTRLQw1TUVXTJ2N8rxpD1mZjZE5zqDYxEENfFnUVLc2Sx5Mi/dgJf9AWfZDUunb/lQxCFfpbo9/4kdu8EFOCIe65jksXalGEDRJh5vVPLVPk/BoxbFOhxbgPN+Il1xrjnLboiJ3IkRoULBRSeGhGVXpF3kHeNTfFakAcbXM/jwuXcMCI0Mnl7aAxaBr1uonm8On5Ery9wO2TgJKCUT29ehbnjeiXLvdTehcRkj07KmCM5wOvhDyHDzqh8x1G06Nw+yDfeLa7kRVhlP1SF/9/UDpkXDx90RdwdLRlkbbCGDBWjecFRudgZUSPca06cLvbPi7PyO07sKsIP1ikwJpFDbjEJbbpqKm82AepAxDr7H47y55fC37YXvv+4Lll2ZRBnHwzXTouayGdF7jTMdm16MsDKEfRFvHmXWM8kbed0vkXjj89YXshDPzIZ1EGdc2AkzvUn80M6b5EEMMgSL2NZFLxPm1/1ERBfZHBAT9bNsHjwExhTKkSvoPFzZnAO9d3dlvxgLt7QJF3WuHK3P0oQ+57NfvsEl2CF1vexSQgjQxoM985t4c/mp6glfr56TIzcT+XzS0Q9HLY3L+O78brpooiF56wzzbsjj6jWf1icc52u+Xr1Ij410sYJIwpcivLajVEjWqmOmt8z9IN3woln+0g34qD1iZSu+Vr1IDJHWGyrdBdFDzlEmhkwLqtApFxjlGaqGCZ65q6h09CYmdcVGi0Bgv8DF4xeLWxQSyHEP31Xo4C/tmNrl4fvbYfRxeGbRqVue+5JRKP7xpSIXeX9I6LzgxQafdk4ghXcTxEEGz4FuKIKAqN4bFMZdk9Ao24Spx+Mmne8BN3aYPtPGlVzaMZ3LZJveDfjK8JKBLdjagtftiJuuYmtzBqbjqFjLbsME8yWv02yl8Rk/M3rCVTvksh6J/L2RHLpZvsUoz4vNlFm5ZZLXzPJtKr5aebZWiv9NV7FoK8qJxIyB+F/3zuCIaSCaUveCOYdmoe81V4sR5kAw+N6IXForsYaV3EOBvkZ5K94qfZ5Sk2OSMoiFp0Y6aZABYPRUboMyNPsS48PwBSvE/8pv/qPC/c03vFe8pPY5l1ZoZ2tfJEHBwpeJStR5g8Yxt0MsmkL1vFUIn7cO4o/I86yU5X52w9pnaHYdbO01y4A5TlSXVFcmdMblXsGN/FI8SYrbeXOr641b8J2Sa+callaAVTpvIHSYo5A40oVt97PukIneCoMhEP9NiH2Jkulo/JNrgTgeV68TjCKfWYJVrVIsXcWIlrUv0pa4Dk51Unxt4gQ7NCdmIYUhDJ42tpQuz88AOMvmbJxsHydxmBfk4Wf5PFHX9hO2a5snypwMtzKe9Ye8m5+nG1yyyoyQQOCExxtcPKYx3mrjSpZ2kIZ/8TjWPop/rHhJ+4K5HfEgu6ZUjQwCQ8GMiru4nJf3kGs5H9Y+48oOOYpGUfE9hGI9Uj2datONI76Xs+wm3eyi0dEoQFJaOT5p7/A31+8x1C0fbU/QyvHO4IKxaei9YdWXHOdrgSJQnNcyiG5cxtqWrK34KI+zhqEWy8t4M6h0xz969G1+afWY182IVVeSK0cTAlZPB2IONTYCmzilWPQyhLtfzXlez2idYZw3bK2Y0tvgj9F72UGcVivO6zGLTjIVW2fYNBK/pUO4QJmJSXwsloOsozRirWqUcIedlrtiZXbX5TBrKbRNRbmxGauAbXfWcL0ZcDjcUmiL85/JH/5SrS9UIX6nOOeXNl8RP9oiavgNf2vzVRm82JKnrfg//OzwE+rQG8Xp/b7EVrC6jKFqEqMh95ZZGEDFzlcii+QwRH7y2meJ5gTBXDr6BuNovaYJ+GksHOnPgX+ZvzFA2qdlwd6032u52APFqwv2nu83d2lcDll0hxNp6uuBnPTrTjA5o8T/eKBbWp/xuHhNrnpydsY40fS+8xk2wAJRufisO+RrxavEfOhCl6txvOxnyXa0w/BBfZdfXj9mbBru5MtUaOd2mArgy/6Ap+0R/8Bonrrphddc2bFgt+H3pBhLUTvRi8Q8icfGIanOVfjuYppGfE0p+PJe72fXdNmCy17Mn47MKuHbz7sZD/OrpLp8nL+mUjZJbQvvUgGu/a4oCzyxG9RtQscdGRS5asMx1WEICPMoGfa79xvDT0XZKb4P6+C3HGG1582M83qMVp4/OvuYzpukpmtcxsTUvOqmiYO+6ksK3ZPrnMeDSz7dHrF1BZOsZt4NGJguDHqPODBb3iqvWfUF55sJz7xwlO9UqyQP77wh81Kgl11FH+CH+Hpx9c6w7ssksphkUqCfLsWL+3S0YtuLwm08bCgyy93hinHe8LoepUFzYSTFu7GSkmGDudC+v7FWntrKjTtTltYL1Q7goNgm5Z5cy4r/65/43/7WxeULvr5Qhdgox2G2ZqhbLvopV3bEScBuG5dzEByp7udz5na05zExTAKFSksEzlQ1OK2Z6S0tmokS0nmcxoPYXUaa1lB3LF3BLOs5ClBB5yESSOXii7CFdEKRWQG7AvEmBzaufXFCXCPVJlZDUowpcaE6MFs63XLeTXFes7QVK1tyWi1xAd+MFovFHm+zUl2CJNauZOEqDvRr8jBwLHAsfJlMWx7lV4L7hsJ1ki0CY6Ljop/SesOT7jgVvqt2SJvJ1vnj+g7OKzFJr17yUXvCk/oIgO9k99PndF7ztD3ka9VLfrp6wtJVrF3JgwAd7R+vSHGL6xY2j2z5N67kvJ9wlt3sURwbqnwHMW0Ci+Zlc8CRWXNkVlS6S8Vn47LdDTR8j7XPueinnGQiCpiqJr123OHsRCImYfcWxZUdJnZHdJtzoSDv85yN8kxUy9IVYp4UCnamHQ8q8YBY2QqN506+ZGUrPm2O+NbNvdQV9k4zymUId9mNyLTlw8UdJkXNJG+Ce1rLxhZcd0O2TihjpenTNr62Oa3yws5BBTqbSJBL03PVCkXNeTGHd6gARZgAR0iWinSnwumd5rXwj4c7Z8LDchNYD3Uy7OkDFU/v7UKMdnTOpOdvrIhXBoHe1jqDdZrT4ZLTcsVVO4RBkFOrLzcsAV+wQvzA3PBEHfOi3XmyxpTd150wHjqX8ao7QCuXpv5rV8r025WMMkltiKGVkYJUe5P+H/HIiW5xXiwzAXJd03kptpuQ2JHktICVnE3ppEMxLnC3EnE/j02x//88XLjxZ/teCclk3Wz4hn7OJgwZF07YEo3LMOzctCJN7dHgmreKq+C726fO+jTcqCLnNhm1IBBCjLivfb6jtqmOmjwwKwrBZpVjk9y/JC34ncEFK1tx3k54tp3xuhnzbLNThJW65xenv0mOpcNwP79O2PJMbxOdLB4TkM5zn3pmA5YqIpo8DUCHuuEsc2FYGG6sPiOq6OJa2oqH1VUaLM50zST4jFSmo/OkG7PsHLY4I+wbMZ3X1G7HcInYMSr4HwdcdhPec+RaJ3GIuj3kjfab8bvPVU/jJCH54eCanx99nGiYLkAb75avEu591Y5ScsZxuUbjWfclk7zm0fia3utk5h7X1hYi1GglRmkZkjUyJdlxIL7HWdhNAhS6DxzmnE2f03vDTVvRGGFDtNagjUfTs7EiHuqsIdOWe9VC4updzp1yTREMgao93nJleqGvKY9yPkmYp0Ud1KEKowQSic3GuisZ5tK4RKxaTIN6tP5ywxLwBSvEC19y1Y/5/7z6GkfVmuNyw7wfssylG1zZkrFpuOqFy1ipjvv5NQbP3A5Zukpob/kNG1umLaL1Omyfex7lVxi9TbLos0DrAmi8ofG7QMHamySDjlCG9fLnQjmKsD3V7KbtsiXced3GbqvYK8A5bxTmMBhK1K2AiY5My0SL/0Ptc66qMU8CL3qUtdwtFnxl0CSGiVFiIRkL7v6Wm/Cale6YIFviTu0UaLHQxCHpUDUsqDjvp/za6iGZtpzmSxjCNwdPOctuqHRHNzT86vZtXrQHOGS7+Q/MPuKnqydp+137nJneMInHck+uvI/Lwo4+BgES2rtpJajAZQkv3nd3S+b9kUUT/IL1njADYOmiIi9szV2WbqYTXaO9S250Djl3jswqQSkA64CrD3UThrG71x2pLjEt4s289VoYIYGdYVEc6zV///BDvlq+SpTAhat42h7xqp1yUiwZ6pZH+SXLUmCPR4MrLrsRZ8WCO/mSGzsIAiAR9yzbipPBisYZtlZw4XUvN9Qodd72OaXpma8HjIuGu2bJui9u+wgHhsQmZN5p5Zm3AxZNxbSsmRZbemeYFRveujdnZBoelVcsbcW1F2pc5BUPTMdJsaLzhmVfJegkLkmAtsmy83APemidSPuNdsyC6GNlS46KTYJPvuzUNfiCFWIQeOLd6Wu6IK+8qMd82N9hlDe8N7lgaIQ58dbgSnCk0AFJdycmKWtXhmy5MjmEASzdgGf9Ia0R+8bOS4c50S0bl/Nxd4dvFC8ZqZ4ndir8YVoxB/Ixg3hfrCFUpn3ZLIqEJ0czoZhfXHvDKBSaMk3sA41ur5POQ5cdbR5lgi+vfpStOCsqzoogV1aOs/xmj5YWuvu9bj6+ZsQ0a29Y+4JjvWHtpVuJj5sHL4G5G7J0A767OWPeDfj7D74vNz21s8F0XvOsO+RufsP9/JrhpEnfYe1zJmorVpmBHSHAgjAj9ncKndefKcjpfEjQkA2MBWEWRAm5JG9boidJfG2LSt97fL9vcpSvbMUkqDP3ZdMFlmm4uS3CzT3i253qsaFz3x+Ktj5P4pLY4VsUOnTQ8tyyU4sS74luOVI1J2YtqTC+4Hl3mNzbgKQWTf4cKMZGjnPjhLlxmG047yZ0XnNQbgPNMbAXQpebaZdCYY/KDa0zvN6MmJY1a1tQ97LjGGZdggYumxGF6TnIaq6bIds+53S4pDJi7hM5zafFklJ3wUpABsHjYknZV0nKXeqO636UZjiRilkEpahmdxPY2pxVVzLOm1tKwmgOv+ok025gOkYhkPfLvr5QhXhuh5S6Y5LXHGRbfv3mPrXNkpF69Gz9avWKmGe2CbLaJoR6GhyPi9d8bO+IUkl3IjUNab8bV/JRe8rrfkKpO151B9zPr5Mar0XzzI55O1skihtIIZVhnErFlVSMw7+Hf4tr6TMmqqf2OpkUzZ1wj8uIDe/ZcaYN5RvnVYsmRg4trVDADsyG2uecZOJdO1VNKgCx4CTrQDxNwDTjDcTg0gAxUq208qmDNXjeLc6pVMer4oAXrRynPDhwxa31cbZipoU73AZ2BRC8PXoqZZnpJsAOt49Pyh1DU2FvdWRwG+aJ2LFFJu371Ln0mbQPPOIy3TDiEFSghzjwEwLd0GxxwNLlex26S8fksh/zm9v76QZf+zy9bqRSyvP1yZs43jDie5f8QxJ/NsfKf6EbF0GJCFVe9jM+rE8lhFT3HJgtE73Fobmb3yTI6ahc8bQ94tdWbzENhlGvG2FTTDJhV9hQuMa5MGtiGkxkJUzyhlEh/g2F7nFGcd0MU+zRKDAgqhBbFMNuM+0Sl1qzM/uvVM9VPw5QFikpe392U6mOUvWcd5NdFl7whi5DCK4LHsazYpvO33HeUJies2rBcu8mZb1iZPoEY36Z1xfmE/wnH7/Dk+4xN/2Qg2zL9zfH9N7w9viKXMmE9ihbi9ouiDviUOrIrPi7m8dctmMeFZd82h2zcSUHoQCnC0h1jLKGj5q7aDwvmwOO8zWftHcY6pa1FnxuboeYQgq985qHYXgTC+1+gZAhBmGQ56hDBxKx3whjXNjBLbOboe+ZKB86ZZVYFhqw4bWi10LE7s6yG6a65lnwerCo4NncJTgkrvg+u0DNK5CAzhadhm9RgTi3EnwplLwOGxgna1dyls/FLDywLD5u7zDUDY/yKxF2YBMFLiYydz7jxCzTe+rQUmwTeyPE2eAYhWKdjunnNDexOEf3N6P3PYejR0XgQwe8W0QffZoHVIE7Hr+TiMw3ntSljlQrrJhAIbzqpbhFhkjE36MHdjLBD5/Lsbt5RN/s4R5HPa5cyefWCHUy0vWedzIbGZuG00KG1LXPxaJUO0ZFw8vugIt+wlvFFa+7MY3LaVyeIrFiB1z3QjcDeDC8oXGG8+1EjIBCYe2CPWauHINiw6YvmNeDpHpbtSWbruAi5MiVpmeUtYxMm2AirXwwy7fkusd4R6k7HuZXKZw3wkKXZsXf7N/jvJ7cOh7RwH6UNdx0g0RT651OXfFBXlPqnrlXlAFrFv5ylz7nl3l9YQpxTGj+7uaMdV8yb4dJq/6z06dpOh2n0g6dTGbO8jlvl6+ZGJGX3s+vmZUhWt3lzMwmeQbkyvEwm9N5zUs7ZWkHfNLe4UV7wNC0KXhS4oIOUvcTJdGiyJNOufUxIQIqpbB4XBgIArcutoWreJAtmISTxnrokCIs0/S4mZTnjknSIF2aC54OR2aV/ComgVu7D5MkvGxvF+68Zo0R86QQNW/9jk53apZYFPOgPCywDJXkhg11k/D1Z90hD4tLorgGYG0nLO0g8Z3jEGsfGtmn0BU4rHIsXcVMbVP3qNON6PZNDnbGPEnQoWyCg+JjNZ5OaSp6CLh6/J0idGkO9hR88h1En92KPu0oCBzxd8pXDHXDSbZIaRlRGBIHcXHle4VJPm+fdhwizRbmixT0nf1qk7rqjvu5iI5mZsNRMFfqfMZILbl0clP4yepZOq/n1ZDrfkSper4+fMmvLB9y00nHeFhuQupyw9eql7zuJ/TOpKJ1Uqz4+OaIVyuhzd2tljwYzsmUS0o368Sy0lnJnfv6wStyZZlmNQfZJrE7omOhwTMxG4HPsjlHuk5CmFzB2gue/87oNfNuyKIvKUOu39bmvKzFvCpTjlmxoQ+JHKNyI0W428myrZf08c4bSv3lSeL4QesLU4j/qXd/lf/2L//X+Nb8Ho/G1xLJ3WeM8oaxqTnLbgA5YTeuRON4kF0nn4aTbMHaldzPr3mUXWNRPOmPUte1XxgArFLAgmMtXfan3RFLN2BuhxybFX/qnW+n3/2VTx+maXelwKi49YxWjrAMhPKLICyofc6z7pBCWR7nr3k3v2aopNt1CCSxdporVzHTDRqbOrWo5orTeYuii17CeE7NMkmWC1zqnOO2PxbwuN0eJjpVpGvJEFNCPrdc2ClHIen4/faMx/lrLuxUoqp8n2TJnc4SC6LAsQ74fMRiowQ6GRrtXaR1EGi0Sm4MkTVRp0JkEzYu73HnFwxSQKtgxvTmcCYVbEQNWXv53RgMK2Y+mlLZBE/EZzZ4ysArju+5VAKTWDbMyh3uHs+/LmDt+2sf149vz+BZuoJP+yM+ae9wN7vha8WrBI3Id9Onge43ihf80epT2cUExorQEWtiZJjzmqFuOM62nGVLNgFWibOST5ujpJAzOH5m+ISJ3nJlR8wK4ZvPuyErW/LH736M85pFX/JiO2WcN1RZR2H65BkR6WNH5YbGZUyLmp8YPKNSQm+0aKZ6m+iBESKbaEvOrtnQXiCiUndCQS3nZHrCVTuk7wa3QkbT0pbDcsOdYsW8G9I4k86PaSa6gRiA+lff/2OcZAv+0a98hy/j+sIUYiA4MTmermdsO9HWH1YbXndirP1WIZzXOIWXLtBhMZKWUModN3YiueqD4mtvmIZc5M/thImueWkPuAxb0GiGvZ8uIT/XTHRPh5J8NR8HSLuOdu4KngUBRFQEHmcrzsyCie7Stjgu62GkHSAOU90erii/68CHbtCrQLW7LR6R4VR7C5OM3MyNyxMUIqlwsgwOh2akmoA5ZunzFli+Ubzgw+5UmBkq+BgEQQKIj8ZU1ekYH+t1+D621MF3IiZhRNHE0hXBZGiTjnEsssbvmBH7ax8Ciinbhdq7OX3OgCbyq0EKYzyOEhKbM3cDMTJXPYVyCds3wW94H792XuiN+74XcowcI90n3L1FJyOg/fNl/zupVMd75StOzIKh7sK/+zQ32ATq3VD3VAFHHpotJ2ZLG26wQy+4/LmdcG4nYsOpG2ZZj/XwSZD3j03D2pbcL+b8RPWcSrc8CSKofVvNgen46eFTOm/4sD7lqhklTBlIEUcAs2IbcvjEuW9pB1z5MZWWAfFINxybNTPdpmZjGbISJ0GcIVRBuVl0znATxC/7SysXLDRdyKiToeHrdsxpuZTg1HBDjxS2UvccZGH36/PPPOeXZX2hCvHPjT9l1RcSUd+LemfeDFhUFV8ZnSeeLI6dIU4YNMXiB/BufpGCKB+Ebq31mgs35FhvyZXjxKyZuwrrdfI+GAZ61YWd8u99/xsc6w2lslzag1BsB7ydLRKX2HrYuEy6mjClXzqx5nw3v8CimITt+uO3XgDw8dN7dD5iylKMI3e5Q+gZhtAZq912PLINkslNwCg7TBowJUvHQPWK9pNwWwG4X3hfujES1CqdXyyma1eGjrlObIxR1iYWR+RpA0xUTQzwjNS8aNijw1DVRTn33oodbM6uo9zZj6pUrCBwod8olvvd836m2US1aaCaqwgb1EnGHr1GbDjuGmGuxIGs5LEJ7NSF58Tvhos63TAFA9+4nGWQjcdjHXHvuIPZh0pqb7iwE47MipHqKZWl8SbMBXbQ161jpaI/c5ae16jdTOF+tmQ4/ICX/QFX5ZiZ2fCkPQ6eKzcs24qtLRiYllJ3lFok9cII8ZJMbk3Ca2+aAWXWU+ieO+UqDcni9SJd+SoZOg1VT5l2i1Apx8YbUJZKKRrv0/c/74fSCTst3hLxhhsc1sbB0zg6xPVe0+TiSX2WL7juh0TnxaFuk/ERwN/55G3+6Nuf8GVbX6hC/LXiJatJxbNmliSOR6UYm1zZMbUvgqOaS8O6aFCz9gW/tnkUYlskbSKnZx2YC2J9KNvUaG+4dBWjEPj4aXPMvWKeitBMb5LQ4938GoBS7XLuuj0625N+mnwnYtFq0fzxtz/+3M8pghA5adfOp6KQimlgUCRYYo97CjvOb67b1CFYtcNZYeeJESfTrY+m7PI7czekUp1sKcPEv0WnWKFKdTzMrni/vSt862zOsd6kkNZoZykmRxL8OHyDA9x5y9yVFFhGAYeGnbAEPiuAgdvRRTuPYfHN3dHZbj9uHx/f5wwL1AMT7cB14fjF19l9H4knjgzatHLkuPSZOqVTp/tmA1+pXmTLqDSLiHi4vJ5NWHGUFM+tHP/KSIF+Zcdh9xb8S4izA59uDC/7WTD52QZXuk46aCUd/LFuOCnOqf1rlmFA/f3mlA9sxZP6iM5rMm8Y6pavDV6mjMIbO+S1GVP3wjs+KGoGWZdSla/aUXB9c2nXcRoGmNHHWyPXROM9B1ox0xrjLUYpai/n39INeN1N2FoRYmQq0DNRyW95lktQgkihgzWp6bhqh3LjU547+SpYtpokJYdgAOa/UCXth15fqHf9J7/yXS4/+HledVOumyFNn3FUrsmV5aPtCafFkplZJ3zxzIhI4NvNPVpvuJsv0pbFopiFkNEbl8tkfE9FdWJaZvo1rdeBUSEOWXEbLkY1Om2hcwWlcjh23YpGuiTrNQtfBTpVQ6nsraIU14dP7kkRUJEZcbureXNFbJX0Ojtj9SjhHWohx7doujDQE6igDh3nbli2CVN++buwAKLJUKRGXdpxsuasfZYSfU3AoqPfrkUzVU2gZLnPdqdeiqNFs3Z5wg/tG0V2N4Bzn8F/4/NEiONNHvA+ZLD/s/jcDp9ueLFL6wLd0AA6DPDi4LUIN+jILc5D19l5obhJ5LzDqTaZDoFIyS/sNN0gI5PFBbFJ3I1EPD/i+zIgrbjwRuTkxiSsfB++iC6AD7JrnvWH1K5gjjBczB7sJbsoqHA4+hQb9kl7h5PAwohqxKftEZ80d9KAO0qY++D8NsxayZfTfWKH9N6wsQV1JiwZHd7nkXYYFHPvmGiFSTdchfUCSyx9zsvugCYkkOfa0jpNjhKjeStKunVfCo0RlTjGrRO5szGeq1Y8Kx6Uc3AytFzZigf5FSPVfu5192VYX6hCDPBnvvpL/OZv/OOiAOokvuU4X3OQSfJBxH1Hqk+UsKFuWPQzjrIVJ2bBVO9SZ18FuGKmtwyzZRqUxIn5lat4lF3zIJtTB0vFuN688CPVLK42pP8+zufAbkgGkgz96dN7qeuSYdPueeLU/t2HL9Jj3n9yL0AQclG1/rZizyDm86LUCswJWiptKb2iwSSv2ijljpLciNNOdU2hemZ6ewtvjqKLOHhbuIplL7uNkW5Y+ooTswwR8oppuOG8OSCMzxd/VimRtsZim+/9ezzG+0O5/QFfHJDu/84+VBO53OkmEPiz8fjvj9MEBlK03lOoyCzZYfKlchjkJrePNHbs8PgIr9gACVmvmYaEDqMc6+CdDZK8svYSrllgd0IbZABntaSefKe5z00/ZGiEDbT2GYXfHY/Gm7QzkxuE5C8an1EHQ3u95zwWYa5cCV3xLBOxj1GOuR3xvJvxZHMYHNtaqkpuFuu+EGjC7BRuEYoZGHGgG+iWx9Vrjs2KoRJcOA/NSa4UHYq5g5n2WO9Tc5Erwda18oHmZlPx7Z1O0EipLU/WM04HS8bBQ0IGcvIY6xV9cGKzKGE0qSZFUg1VH+YuX771hSvEAP/yT/3feVL/N3hVTBllLStb4pCI9+OsTdP2j7s7whN2eUoiFuJ42Coqn4ZMkzc6h7j1P9J14tmemG1iTmxUyURvGamOUkWuw26lwuN3mONQWR7tYcFxxa4sLus9G6+o3thex/dnvXQ2cWsb4Yn4ehbFg8BtjnlrQJr+x+42dYd+pzoDEUfsL+c1czdMbIdnvZiTHwUYaKJr8TQIw5tSWZY+l06Y3dY5XrjRyxcChU/5JPGOct9oHwm74hqTlaMnyDIISyLOHt91rnw6RiYcr3gs9rHhWHDzUPiXzjHSilJpOu+IJLL976fz4qSWA7UX6mGHZhZ2SWsvNpMbV7IOgbRHZsMQYTcY5VhaMcbvfIbJr0E3DMOx69Ac6AbthcJXqQ6yDQ/ya87MTeIxGzyXdsSVHfNOcZ6YP6dmyYduwLPukLUrWXuBjKRY38aXZ7plRstZ8GS50Gu+35ywtTmltpwUy8Sg+erogt+w99OwU7rhEFaq24Ddiojlop9S6Y4ztQzMEKiVDc/lE9wGt10Oo7VoXK3LJHm6ED/kp5vZzoM4DkRdRql7BqZlaFo+3R6xtiWdyzjIlxybFRO9DbCOS+fCl2390IVYKWWA/wx45r3/x5RSR8C/DjwGPgb+We/9dfjdvwj8WWTH/S967/+dH/WN/e9/4f/IX/jVf4Z3q/Mwqa2ovbilxTDJoW5YugFLW/FHBh8DiLMXcgFfBRxO8Mye2iuGyqZhW1y1z5m7nBmb5O0A0bvgs6Y+SYW1143B7VKt3/j//jKQCsvLZ+JS1u51NSZgxruBkk+KrdgxppDNPYtOec9K3NrcAKM3LFzF8/6Q94qXqSuLAoJ9Hux+ikZMJD42qxQT/25+Kcc3FMfoxmYQc/TIn12GdGfZuez4sp/HjIir3e+mk3LRBwywT8cqHpfPHE/FrcKskSKco9B7N8Aj8+awMEBEAKEAp+cPDyuU20tw9hgazt2Yha04zsRu88KOmGnBNkeqZZLXyai+9jlHQQCyvwovN7h3i3PWvkgMlX1rzqUbEE3tR6qn9oZP+yOsV3zaHPMpx9iBoio6tPdMbn2/O5Uf4ZhMdMtXyoukzhybmrvZDTd2xLmbpEHdppdU5RhR1DlDYzNuugEv9ZTjfOfPonESFqu3KWDB7N0E5fv1zF3Ji27Gi/ogSJR7pnlNWfUc5WssOkmnj4oNBkeP4ahY0ztR75Wq573huSRemzUzs0nGXzPd7lSqX8L1o3TE/x3gN4Fp+PtfAP4D7/1fVkr9hfD3P6+U+kngnwO+CdwH/n2l1Ne89z+y/OVReUlMr3inOMehBcNUQn2RwZIKBbmSoFF8kts+7w55XIhRehOGdLW/7QtcKLHM3FAm+sssYJlC9Aodp/rBmOR+sf306T3MrX+XtaO8KXKlmLxx0hje7Lk/W3Sid8V+4ZLn3JMN41MBfGkPUvZfxCoN4qm8z3UtVI82m9QZn5gF0aR9qCXPb5ItA9RgQ5irYaob1j5PA5zYBUcF2j63tvM6caMjbWufISGPc7c+U1TO2Vs3nt1xmbss8IV9ohIOE1bt0QpyIqc6dt97r6mkA4ZdFxkvZg0EEsstNof8jvhOzPQmMVie9TOMchxrmWnEROFTtQpwkb514443w5neUvmOFhMGcCFRJXjtfqN4kc67Kzvkop9icMy7AfdLMV6KBbsKRSnHU0W1mY+7jaDoC4Koi3ZCXkpiTaU6GpcnH2CNJwtCi8Zlib87MjFMVsQpcztkZjZMdM2B7qgUaTexf4YunQwaVyF777DcJAl2aXq2rhB7T6+pso6DbMt1N0znxcB0EgOVzxN0dhSc/CQPsWWSjuuXc/1QhVgp9RbwXwH+EvDfDT/+J4FfDH/+14C/Afz58PO/5r1vgO8rpT4A/hjwN3/UN/ff+sbf4D/6+N09OlSeBhAv+wOGuknm8EAit2scRilOsmVSgMWT/MjUaShkUUxUz0R3DPVVckF70xlsn9Mat9YR85R/v/2+f9DJELe/PwjF2nlW3Jbh7h7PZyhc8QLfFyTkynGgGz7ucp62R7xTnN96nghNROgjCjPs3mfvvGGoO573k5TnlytHhSjYTvQ6cWyjkX4dPH73qVpAUtXF95s4tGqHfyeDHEg3iYPw3aXj6m8f65979CT9+TtP7ocLU35npDS5ktfKw21u46PQRI7v3Alu/4OGpfHnnReucNwFdD7jJFsE1VtLpSQAc+EqLt2IHMvL/oAHgW1T0fPSjjDKcWZWSWyydBVt8GnQuBCrJIybczsJr2H4lebBrYEqCu6XNxxkG4Hl9IaCeIx3isM8/W2Hp0ebTY3ndTfmN5b3mWRNgiJGWcOyqzDBqzhyel24mY5Nw8TUQT13E1g3NrE8REm6g9k671kGM6PouTwPRXactYyCgdEs2wDT5BtxmG+46QdUuuNePucsl9d6YFZv7GY1E+0Eo/ae23ueL8/6YTvifxX47wP7IvG73vsXAN77F0qp0/DzB8B/uvd7T8PPfkcrWkA6r5nomo+7O0QjF9Hht2l70iJ+Eh0ZBZZZtkkMAoejVJKcEXmeFsUmMCmcV5Sh26t9zlHQyEensH07RinM9jPd8Jtrp96StSu0u+74B634vG/CFPE9ALduBoK/6QARyBDtfn7N3A6JjmIAhKn50g24n93gvEp84cgKENN2waBFyZglBVjseuuAk+ZBxp3jUiceB237N4xIGUyc0YAnmj3Y5U2Rxr51aFzxGOwPOQG+8fA57z+5R4eidgq0Q/uohnRUyrzxPD7hy/tDpTcv5HgruKXKRFHhWbgKq2UoHDnVtSs4yS9xaD5uTzjOVjzOLjk1K17aKZduwLHeovEptKBFEkwiHBRNhK7smPN+ynk3Ta+dK0tuxPgKbqfTRAl+hxJIa6+7zwND5L3iJc+7GWXZMzHi3/C6Ge92J178KjIvxvMuCDOMspLarHvuZEvu5xKzNbdDMBtOVLPHUPEYhBO98fBRe8rT9hCDCEKm2VaSnPFsXMHrZkymLZO8ZuAMd7IVG1dQ5j1H2YqHxSXvZFdMtKNQ6haMVymXrqPf6nr6oq/fthArpf4x4Nx7/0tKqV/8IZ7z847GZ5A9pdSfA/4cwKNHj37gk8UivHDVLX/bpZUYpcfFa2J0e+1znrbHfLV8ybv5pVDYaBLOexkSFDqvedWP+V57FgIdHffza0a0DHXHhDYVjtipxaKxb8qzYwzsqEOxo73FN1ZC5YHPFmGhsCn2x4Gx+Lq9Ixf/HgddkYv7edhrpN2d6A3382u+09zn3eI84cC5CnFCAeI4MUucl5TjXZe8M1ofainGUbF36UbUrkiw0Ug3VGb3fvaLVtxBmL3dRVzR2Oibj56ln73/5N6t53jzZufCe/u89d7DF/z6p2/xrJ/ekqhfPnuAxTO85b/syb373N3J/uuVeEBuFCNaOkwS08SiaVE87w8ZqoaH+WWiBx5nwi4olQ3T/AVzN7glQY+GTpd2LInOiMH8x90Jzitu7JCXjQQhjE3D2DQ0LufCT6Qhyfv0ftxeIepQdJ40EL5yWUqkuZvdMNItZ9mct4sL/mO+RuPE9P2qFYXdabliYFpyXZIpK0MzI3LiGIT6rDvkqFjtKVcJNEFN7UUM89IO+aS9w7ovOStvAvWy4KoeMs0aMm0DtCXiDKt1EJx0nGVzZmbDsd4y0y497/5uMY9FOOJIX9L1w3TEfwL4J5RSfxqogKlS6v8EvFJK3Qvd8D0g7n+fAg/3Hv8W8PzNJ/Xe/xXgrwD8wi/8wg88gr/4+H1++ZNHQY485WU/C1tZ4bbWgZ84MxsWbsDbxWseZPNbev7YDYxUz9pJEXs7dHyRNxs7xkiZikU40r8ipxSEPL9Tqt1+6/tFOP5Z1Fu3IQnr/a0/R4w4DZ0UOH9b+hw/j/OKCzdIjI64xd83IwfBQWdmw0ftaUg0zsnpbynAovjBsRNaRF8IkbBuyXE4JR137XNOzJKlqpKoZhI4y/qNG0Mswo03wtNNAgf5f6Ec773R2ca/7xfk6OUsGL+5BUm8uX760VN++o2fHT94xvXzt3bHew8vNnt//7yiXIQtb/w8KAsect0S1YMxGzE6jUWXuPvZdXC92xkCnewFEeB1UO4Jdvswv2SqGl7aKcdmxaUdc9WPuF/OuZMv2ThhbMSG5Kofs3Gn6fxYuiqlON/N5zzKrhjqLuH6l3bM8+6QjSvpzIaH+SUzs+FuvkArx4t2JgM03dN5zZsi5K3NWfQDnnRHLNyAQonpTo5LlMz9ArlxPvCec06KJXeyJU/bI266AXfLZcrIK4JfxCY41p13UzSe4wBFTLSiVAa3x2iBXTNj4lD2y1uHf/tC7L3/i8BfBAgd8b/kvf+vK6X+F8A/D/zl8P9/Mzzk3wL+qlLqX0GGde8Bf/vHeZN/5O1PAfir7/8xTkNI5JFZJeL8XEuCwjeKl2jlk+tZJOM74Hk/4MPulJ8un7F0RnTxAYPckexl6nvhRFoZ0y6ie1dckb98rLegXFIWNYFaRhBq/KApbtwKG+Rksm8wJuKKuF5c0VJT/CdkANSECyFF8Ox3nChGquUsu+FJd8xPV0+SRBZIjnax88WJQEQ4qOIHsfHZnoOWY6iX4tXhDgHhZ+8nkjjvE2YdY4hi59cqmNtBesw3Hj39gd/5ew9f8P6Te+lzaDzfePiZ+/kPvQ7v717r+vlb0kEp6HzkJ0tR7kLh3/9OxLVNbkZ4HSKSJLk75u/FUFKIdLj+1nCu8ySq374Ps3w2ESZc+Ckmm1P7nIf5JcdGXMwq1fF3t4950R7IZ8k2TIorJqbmu5szPqmPGZmGUvdctGPGpuFFe8B/4t7D4JhmNZXu+GBzymUzpDI996qbNGi8n19zki2C8tJBBq+aqRR9PMteXNZ6pzlvxgxMCwWsbMVQN4xUy5GpBRbxnhpP42HuCk7NEjN4eus829qcoWkTr1i+Y826L5lmW6zXoPYTbeIwVzMMr5GrnXBExz+Ha+fy2QOOH+x2WV+G9ePwiP8y8NeVUn8W+BT4MwDe+28ppf468G2gB/6F3wlj4vPWxGw51muGqhElE0LkPstuEgc2R0xeKuWYu4wLO+Jhtkj+uzmOGhE8POmOk8VjdHdrAp669gUoEpZsPTv8jdt8yDhxjyKK/WIasbp4cccDkbqvvZ/tr33GxD4+Hf//Jh0KdkV4H7KwKCZmy0U/5Ul3jEG8B7RyGK/ShRAFHh91dzgzN2GA5DnQHUYJQyHi6ACPs0uiubkcA5GlRv/h6DtsAosjdrNHe3FDv916s1v+3V6GnZKvwwvdjR2TYl+e2yGsj3hcI8MmeknIz0waxAFpmAnB68SOhOseLDejqXoRvpMYgntiFrJ7CI1GG8QjziuO8zUTI3zlu/mcj/Uxz+oZFHCQbdnanN4ZbkLwJ4ixeusyFm1FZToua4Eftq7ga8OXnGVzTsya/8Lou/xK/Tb/za//f9Mx+u/9yj/LKNsNTbc2x3nFs+aQsWmC97MMCl/aKmQdlnTecJbdBNMr4fLPgw9LV8q1c5ovaFzOjR2kzxfhi8bFHEVZzodk7/C9yC5JMOPcR2xaodF0yn7pivGPVIi9938DYUfgvb8E/pEf8Ht/CWFY/K6uf/ydX+c/+fgdprrGIVzZmJgr0t4sbc8vXMnz/pCJ3vJRd8TCVTzKrpJ44+PuiN+s73MnWzIzG04DHUaKWZ/oXnFLDCTT94luGfmdo1nrNa/smBOzJnpF7C/Bdj+fbxyfZR+XfJO2Zr2i8eaWkg12bIQEBwRxSVKchYL9MJun3L7alzzrD5PXwVk+58SI4nBuR3x7+4CP9Ck/WT3jYTYPwhfS4LLxZsfjfkMRFwswCCOjULuo+liEOm84Mbfd7X6v1+H9p6kr1kqFLl6KsQy2dndSjeyQDI5Z2EHtFI4RcogDU32L98wtmXSk9u2c51oMhZffOzFrjszmVhGXnYUjx3KQbbixAhbcWAmTfauQuLDWGjon6S0/PXnGB5tTWpex7iRluXUZmXIMQ6yQ0WIMP28H/Ka/J5DE9NdYuIr3t3c/c7wOzJbrfkimLdplgerm0mC39hnP+jEfNGfc2AGn+YL3ipccmzUT3RE9uY3ekOdyo9n4MqlD7/osDIqnVKrnnVIGkeIdodNNcv87AYGN4p8jvAQit+74PKDpi7u+kMq632r9g48/4lufPqBSPWUmQH+BTR4KEausfZ7Me5Yh5eDcTrjopxxnYq7+1fIVZ9nNbgsUurYWndzboucAQI1h6Qpmurkt8ggKvvh41L5puax4WkQMOE7r45/3C3J0Ads3uIka+n0/hgghbPbCLyNuHU3r46DxcX7Fla75XnvG95uTJDjYuJJLI7LcV/0BL9spvTccmA256nmc3WA9QQhjuQnDOvHi2FGq9mlr+x15TLuOx0P4sNUtscfvxzq8/5RnQf1YBapbXDIDiLsLOAlDTrnRZOExuximOFCOg7v94WQcuDqvEpYOpB3DxpecmUWiHVqvAvxkk6JSI37bN/2QO/mSF62Y/yztgMfVa7a2oNRdSk/++vAVg2CUs2gHaOXItKMyXTCHdyn+6Lod8mo75f3lP0LvDds+5x/8d/88vZMO9RtHE6L5+izfMs3qtBvsnKSKfFDfZWVL7uQrHhTXTPWWDsPcRb6/3LhnuuVIdbeugaXPiFl+v8LbbFwRIMGOA90EfH1/7rD7c6X225ddMdboZCfwZVlfukIM8M1Hz/j1T99iol2QCu8CM4cBGtj4lp8rn3LpBpz3Ux7nF6LCcxWbtuRpe8hQt0xGW0aq5aWdkjvxYNi4MsXmwO0OdqYbLt0gDfcmug0iik6KZGAC3GYH3Hb6iuu3UgJFRoGciHt+uHvYWaQcDfUuQRjYK4I+DRpz1ZObFbPq+8yLAd9p7nHVjzkwa5ZuwE0/5Lof0riMnxk/5d3inPvZ8hb1KXbqnc+ow+tFF7fIoNgf2nV7UuaJrnFec2K2zF3xA5kPv5frwVsv+H9//+v8bLELAY1FuAtsFpBjHkU0bzJCZKdg9x4vLnHF3lljFBzoLu2oblzJuZ3Q+SxJyaPRzz41cf85R7oh1z3OK94qrrixQ44ymZPkY8uNHfCyOeDAbPnp6gl3sgXf0ffZFBuGumXeD5m3A1pnGGYtR8WG1mWs+oJJ1nDdDuidZtNJ71llPZ3TLNoB46zlphswMB2Z2iWTXHYjEYZooYqWwYDqZX8gtNGQdDMzG0aIU1xMsjEqDMF9j3gV9/x09YT3m7PkGT0L/GA5HnEg6akUDPXnM4bzwIwZ3/vBA90v4vr9vxp+h2uibSgOinM7ZqrrIE8WqliuHJdukExYjHI872TANDEb3q3Oue5HPGmPOcmWKZPtiT/mG8WLNMiKAoT9jnN/S7qz1ST8LCq7VHJZ+zyrx7jeFG9Eipq8Z/+ZDdabfOa1z3BeeJ7RZ2Cn4tq99r6/bR18OO7kS6am5hvlCyplubJDfqV+xHvFS07M+hZTxHrZXtY+47v1Pcam5k8MPqANTNtojJ4GVF7sDRdeBAQX/ZSzbM7cFT/QHvT3Y/3Jr3wXgPNn9xP3FdgNg1TcxfhAB+tTkGkbj80eHr+f4Bx3RFGlF4vzRLe8tJqP2hMe5lciEsGF8FZ7q6OOa6Y3PMyv0kzjwIgc/9QsOTIrfr1+SKYFNx7qhm+WzymU5bv1PXJlWdkyhbOKsbrAb1FQ4VDQgq58ChpVwLovUnrGvB1QW4H/zqolZXBm64Il5Qebu4lm1+WGia6ZmC0FNgx0o2Ohus2xVwILTVXD4+KCiY5FWyfoiPC4mfZpOKfDVeNw6XvrvGV6/8tVhOFLXIhrH+lU4kkaC2fjPVfOMHcVz7tDjsyKx/kF1mvu59e03lAoy1l2Q53nfNodY5TjQQjDXNgqbbdlqCeQx5Gpk3IvJjfUPsPt0cX2B2jW7xKf33Qb28eA941r9otutIBMhVd9fjGP8UH7a18qHFeikQXvgiLKkEPA5kT1jLIFs+F3uXTDsC0WccTS5/ytzVe56kdsXMGdfBkGfp5j1dy6ceyvUlmmiAx6ZtZc2jH/1Lu/+tt+t78f6/TBc14+u39rx9KFi1tSMyCnxylhA+zsNIXSlhKmE91R1pssmC58n+f9lA82p9yd3ghjwOeM6ERKHyTVEY+vfc73WsFfG5ejGTM0DTO/QSvHlJ4H+TUrK/S1uR3SIWnTB9mGZ80hW1swzWvulKswDMuSt8XWyrt9azjnZT1Nhu2bvsB6zUmx5CDbctMPaFzG99fHnDdj7pRrZtmGjRNT/CubBznylrcLcWk7MpsET3UeCrVrOhKnHpgoT647crW65ZwnA9UAFXmSWlIKr6glBYP2TH5Al/xlWF/aQvyNh8/F4cyRTNmvAiFeimbJxEgU+Xk/4cqOMXiu+hFH2ZqhbniQzVNaxaUdc9mPeVxcSDdtR8zdUPid2Ry4ncgrg7A+UZJMGFbtEoN96m732Qzp8W8wK+B20Y3b3tbrVJRh58sQu/RYhOOJW6rd1H//ueXfxCe5yl/zXB2I1aUdUJtlUsLN3YBf3b6NRfFe+Yq1K/mgvstvrs5wXvFz06f8bPUpZ9lyJ+D4nJtE/Fm5t20/zn54xsTvxzp7IPS46+dv0XmXGBT76ru4ItshzgVqDHgDqmNEn45Nzi6pG2Lhlht/NW0TW2efXbE7fxS1h+809/gPr78GSGxRpiy9N1wXI553h7xTvkqDr+/V93idTVMyR2Qs3HQVh8WG03wpg78ARfVOs7UFGs/AdBwWG7TyzJsBq7bkzkAMeergRXGcrxkfNKz6kuN8zcqWLLuK127MwHTM8g13MnFFm+ktEyURYwV9+Hz+ljouUjgBRgpwNpkGzZ3jyKh0Q3TITsuGY1oqjfWeoc4wOHIM4/uf/C6fFb8360tbiIGALYkd5ll2w0xvWfiSuSuE9uMNv1o/4robAYJpPayuuZ9fY0KxPTUrap9xapZc2THfae7TFecSzOklOt3tqehi17sJGGeMiXd7XembPhERKojF+fMYEtGWE3a+urGwv+m4tnvs3hBD3YY39rfEdo9NITcA+VyzbMPaF2xciVPib7B0Az6uj9nagif1EfNuQG1zJlnDN8Yv+NnqU2aBgrZvnH/7vdweZA5Vz5D+x+IB/16uw/tPE1QRi8BOzLM7B+L/o1Nci0kww/6QN56nSVbvMmZ6w0m5u5nBbVzYKBl0DnXHxNRMgtDincEFr7sJQ91ykG140c6YmG0QZkhRf9Ee8M3hM75RvOTcjqXjtiWdM0Gy7zjKVkRD+MblKVChdRmtFbrc6XDJOG94UU+5Vy2QNI8B825Arhzn3UTYJPmGRT/AeZW8Iia65siEMa2P105UpX72xm33fmf/7xtneWVz7piOkRIGRe09F7bg7axjqA0a4WY3vmf8mWf+cqwvdSGeByXOUDeJtWC8S7JRh+bvH37It+sHvOoO+OrwnD86+H6imc1dJZFMgUEwMxs0jmfdIY+LC86MnNgLX5J7t5Nyhsy22uep44ic2tu+uWITGDvjCBjESXoUfbyZTxaLcOyyc3Z8XQJeKeo3ycR7c+WB9zuhv6XSS74VeN7OFqG4bFk7zd+pH/HL68e8W12QK8un9ZjWGSrTcVKtWHYV317d53U34d3qnHeLV/LZg/R5f21ciMDxn1X7fVnW6YPnXD4Ti5Q3h6qxoMIuE69SsrPa+F3Cc/yeNbfjoc6tBG+O6EIenk4qvejH7IIAZKJ6/kj5hMmhcMHP8jlHZsVptmSmNyyKKg3GTsyCh/kl367fSjS5s2DYdF5OeVIf8r31Kc+zGV8bvkxe3ifFkqFpWNmKo3yd7DBrm7PsKkrTs+pKfmH2KZ/UR1y3InjSSrpo68XARyMxRoILy9wk/xxhU8cuwmrfH+JNz+7oJxKNas6f3af1kv/4+HO+s/ef3OP4h/lyv4DrS12Ia58lg5S5E8XWhZ3SeiNmKKrlSXfMxpX8w5NvY3CMlCjHDpRnplfMXcbcDdG4lPF1r5gDJOXUSLWBbqQZ6h6HYu0LTsxaDMztUIQKgaAfWQawc0yDNylpn++tK/8mxj3AzpGMnb+FDWkdKPa6XFnxdUeqxwHdXsqHRJrvvQ7SoUy04x8afMw3y+fkylHqd0J8eUaubfI4+P5aTvPzZsLH5R3erc55kF+jETMXGcoIvj5UPRd+yCwEi/5WA8sv6jp+8IzzZ/eT6EasJPc9ondYcBTtDLF0ezfkOECNf3fAWbZk6QpaNCN6COIaFCn2Ku4qcuUZKcd7+WseZde0aB6Ym90w0Gz4O9t30lD6JFvw9fI5tc/5sDvmLLvh4+6El80Bx/mahRqwtTkfbO5yXKy4k0nhvOrHaDxbVzDNasphzwfLEzSeWbHlqhly2Y2YZjWfrI4Y5w0Hec1NV4X36ci05aYfsMlLPuxOklBqpHoOdKR0fna92SFr4Oytz4p5Th/81juq/7wFQP95ri91Ie58xrP+UGhR2YJLO5LUghAJtHDimVrqjpFqk+3gAT51oZNQyC/tmGOz4u3ytUgsIXid1kgkvU9GQHXgz6YuR+/UblFzH9f+EG7fM6LbH8S9QT3b966N8mIpuLcHf/vDwX0j+v2CYWEn+gjuc/Kasprw0qWC+6alA75RPsdNRfb90faEB+WcO9mCx9UlD4tLEYY4MX9vveEsW92GVYLw40RvPtdB7cu0Th88T3zjBCnFXUzo+Kq9LXPc4USsF3bFGHbOdLuB8O0YKBB1p2Yn1e8CtBRjgCKDZeMzSZbJFvyHN9/gq0Phxc/Mhrkd8lF7KgW5PuWj1TF3qhX3qpDsohxjU3OSLRK08bI7YOMKGpextQWFtmRZy+t6xKYr+GRzxNvDKyrTM8xaBqblVT1JO58DvaVxGZ80d7iTL3kYwgSGyt4yio83ts/AFN7z4HMK8B+E9aUuxH/yK9/lf/fd/xKnwRt2orfUfsu7+Tkthl/fvMt75SuGwUgFoPJd6iCf94MUthkx5VxZ5nbI0g04MQsMXvwXEqdYMdMtJ6qVi0s5jlXzmc70zRWLaDSxgZ3AYZ/3q8MwJ/77/vM6v4Mt5PdlWU/ivH+ewVD3OayG/eHTUMl2MRblE73hjw8+QivPPzT83i21l0VxP7u+VXhj4GUTBkYmCBviv3de/5a+El/0ZZRKOCfsKFe1F1bJiQkZbRFuwlNjqN7gEltP2lntQxVx1cEHJA/GQtHGcuMNQ7XL0pMdl5C2Oi+5eaOs4Ukt3tMFkprxuHjNd5p7zLtBUNVpGpcxyzccZevEsLBItuDE1ByYLc6IOCfXlpfbCZug0Hu2OkjBnrXNaYzAYoXumWQN98sbJqbmbn7DzKw5McuUnLE/nBOP591x+cP1JS/EIMYjx2bF0DQYfLK//Li5wzvFBbXLWfiKR/kVQ90w0y3Ww4Ur+bi7Q3RxW7gBj/JLyakrmiBSEFpSdPv61qc7W2Xrd8bhUkxJZj/7K0IT+4Uv0pj2oQbC86T0Cnbubvt+xkZ5Ghdcv5TmaE+htj+si7DHxmUJwln7jKVTCc+ulKdUsWsWxVtkhiSRiIpYNzgsS2dYByGCDn4JdXhfWnlKLFdOlHMdmm8+/PJxOt9cZw+ep+SViGPmyA3M4dl8ztY63y/C8Q8KTPBMyHGMdJ+ofzeBb12FbDrYFalovG/3nqtUYsD+ve6Ui34qYbuu4IPmjIt+ytJVNC7n7y4eUvc5hRFl3HuDV0z0lgf5NS/7GVe9eEPUiOn9MNhsNkHssemL1PFar7hpBhxWG46KDRrP3WoZuMmK580Bs7zgTrYIKeA5S+fplE1Cq3hu1nt+1L+Vp/cflPWlL8T/0k/+O/wbH/y80FeC98LaF1S6C567YhY/CjiyGMy3MmgLJkJzJ12BRPz0fNyeMNINZ2ZBvXeaNN4kE5wdzzEKOEi822JvMPWmfzDEk3HHxIjKLfeGPBakOLd7zykdek8ZfJTiCR29Z/dZGEuX8x9tvkapO36mfEJFz9zJLmDpKh6YG45MF4qKx5ht6tr3s872L5Q0sFSyxb7wQ2pb4XTNUHc03nBpx+Tq5gsl3Phx16O3XvBxKMYyaBLxhxRdmDvNSLtb4o0u0NfiONUGxsV+okqEbmJ6tLj3aUplk2HUiW6ovUYjHr8O+LA75D9YfpMPV3c4q5bpfX5rdZ/OazZ9QWV6eqcZ5w1HxZqH1RUP8mvuZ9dMVMd9s2RTSKrK0lV83J4AsPIVzmu+NjrnbrnkWzf32PY5ndMo5ZlkDQPdkmnHLwy+z99evsNAt0n6vHESOzbvh3Q+E19hvaUKBRlELv6ql9nKTPd/4Ivxl74QA/yZr/7SZ37265++lU746Cs809ukXiqQ1Nm1F+bFzKxTKu/j4oJv129R6Y5/+t2/C0g3bMnYeMPk87DZsCXt9rabGrnQnFe8iQPHte8nESlwt4ZySnjJ7s3H7cU3xe1/HvruyNL4XnfK+9tTfnL4PKm+7obMr40rg7hjpyZ709Q9rnhbidvJ6GEBwXMhYJdXYWj5RRVt/Ljr8Rv4ZQx+tRAEC45S7RIx8r3dDJAy8OL6PBP92mfkusOhWPqMWRi6PukP2PiSr+fnCSt+tp1x3QwZZi2PBtdcdaOUejzJG+4UK0rdUwWj9QOz5X52nW6mhZJUlRtncKrlvfIlAHM75O8bShr1B9wl0466z8i1k+IerDwr3XHRT/ja8CUv2hmLVqhtzis2rgzip5pjI8U+0i833nBlhzzrDxnqBuv7BMP8QV1/TxTiz1s//dtgku99zs/+jQ9+nrPsho0rOTDrVIRBsOGJ7iS/zEXSPXv/Lhdg+cYJ9abz2r5oI9/rkPf/LZ6wHZrGSYBnFTyI97Hf2G2PlEzeo2pL3OeGzPSGf/74P07mQJHL2sbuKuCVHSS44UjX0qXteV3EgWP8vDoY4zfh+WLC8D/4+KPf8pj/vbbOHjwPfGOYBcoXvDGsRbD3PDIsAjMC9k2hJIX4TT8LE4bKpYIH2YJfb+5LirZveZAt+Mb4Jbm2HORb7uYLtjZnVDW8W50H90BNFcROp4HG1nnDSPXp/C2U4kBbclXLEBrHSLWsfcFlL0yMcdZQjHt6Z6hthvWKtS25akdo5Xl7cMnW5kyzLZ03NC7jo+2JeE8Umg/bU+o853F2ycZnXNgJczvkODgeigeH+wONF/89W4h/J+vzOuu4frvCvr8+DVP2/bWz67s9hEvTdP/ZnDfY9664XbBjt3xj8xRTFNkRseM5Dll+ccWfX7gh77dnwShep0I90+0tWMKh0g3mzZtOjLyPYpcvIz3td2N1XnLZhCu8+/l+J1wGbDRCFNFlDbi104nHFKKpf58Gqc/6KRf9lPv5NdZ3rH3GULf8kcmnvF1cSM5itpIBs3J0PqP1hkchbHeo+zQozPeCDmy4uRs8R7rHAIVv6ayEpAJJFt15w+tGFHSLrkqOhy+bAzJtmWY1r9op81Zc1yZ5zcB2gYmRs7AVx9mKtStZhOTpSYAsHDKM/oO6/rAQ/+ewHr2xhd0f8u2vOPCLhe1N563IRIgy4v2AzSh73g/srJRl7TMu7EAGOGbFUDdUYboeh0AzXfNucY7zGq090YJxvxNL8UvsVHtx0BJ9K2L8OuySof8grlLt2AAm/Ff7XcDps4Atw64YG7XHiPG77zbSJGuXUyMe1P/R9m3+zuorPCqvhEqpPBWWn6yecWYWlMrSoXnZTzDKcdFPqXTHRG+Th7WE5sqAMA5fCe8zQlmlEh+5tc/QyjEzGzpvOG/FCnPeDRhlLcf5mtZlaLwo6Yx0+ZfdiKN8zSSraVzGnXwVaI6Wpa0kKLSfip+yLTjItgEObPn56smP1Oz8vbb+sBD/HqwYjvmtTx+IxFTZWzBCXG/ybWMsEpCGeZGHGvHvWGA7rzHBQW3hqhTFDiT4AQjRThIeunElS1dwtOeTC7e79w51K0Ukvu9cOdY+kxxAn7EJMe1/kNaHT+5RqV33u88h34cnrpzhILgFRnEH7I5tisQKGHKkt4HAGg+ya0bThhOz4MRsQyCo5Z38audH4lXqhOd2yJm+oVJd4iRfuILvNPd5r3zJ40zmBMICkZvDLmll9/6WruJ1Pwkua4q75ZKrdsSL5oCbtuKw2IbHaPCaNhgJlbrnQXnN28VrLvop1/1IvJddwetO4I7eCYSxtBVfKS94acefyRr8g7T+sBD/Hq79tOJf/zSEWf4A1dmbQ5x4kVrEGD5KYfed3+au4FlIJQGSB3AsCkO1M6OZqI6J6W4VenmecEGGDq1Q7jPR9e8/uUfrNcd7mX9/PNhJ/kFa7z4UJkXEcaNIR7paOU6XrgQyJm/YBmmgfcOdrwuWklEWHoU997MlX1UixIjFfH91aC6dcN81jomp0YFFZFHyveuGXPV81J5SqY4Cx0R3SfjjIFiqirJP8uoc192Qw3zDdTdk3g3Z2px5O8A6zTDrmOVbFn3JwHQ8qOYAzLshpe4Z6YZpcc65nvCiO+SmH5Ary9DILu6inWCCjer6D+CNfH/9YSH+fVpxG5YCMkPyxudl0e3/ex1y4GLCgzAm5Gv8sD3laXvE3zf8GJACXqg+5cxF9gXsoJBIl9vnM3co5q5gptvPlY1+maWkv9vrTSYFwHee3EeHrDuQCKU62KLGmyj4W5TEyBuvfQZe+MRvenhAVEvuTKGi6dXz7pCz7EZCdbMmmbfDzpNFdkAVH+s7KWfvTQ+QCDEZPKfZkofVVUoEybVl3gorYlLUbPqcUvfUNmfeDmldxp1ixcC0XPdD/vb6XQ7MljvZgnv5dUpxjt7IA93yl3/2//Ljfwl/D6w/LMS/zysWtW99+iANanb4XfiTivSoXST9wpf8ev2Qk2zBsZFhylk+573ypQRU7vGWo/Pavun850mPi1CoTZDXxvy5P1w/2qq9CZJnw/P+EI3jQDeJOxwZKW8OZkU4sTOWj8V2om4nsMWCHg3Znde8U5xjgkq02Ou+K9UlXu9ZfsN7+mWIIuqJ6dvdHr5fEM4L5Rjqhof5FUPdcmMHvO4m3Bss6Lym1JZX9YRX9YRMOTJluW6GLLsS5xW9F8Oot4dXHJgNZ7mkUYvQRDxMStPzh0vWHxbiL8iKsMWHT3aMi32fiS4IA0plWfqc2uX8XPUJk8B0ABnC7Tud7cMbcTofi0HEnDsvF7pF/WGn+7u0fu7RE375k0fkynE/u2bpdsY4t+xC9xgq+z/vQu7h/u6o83siIuWT3DxXlsf5a0CSV17aAz7qD3hcvObESHr5y/6AtSs5y+cs3YDcWCr6W7aq+8PcPJkQycBPFJ8CazUu4zSXbvq6HfByPSXTMTxVMS7+/+2dW2wc53XHf2dmZ3e1S4qyrqYjirQdIYHdJIqgXAwnhuPcbKNI85JAAQLkwUVeArRBHwoLAQLkIQ9pgKLoQwsYbQMDbe5tLgiCOIbbIEWBNlISuZUTKbITilJMXayLeVnubeb04ftmuEtREiNSO7PS+QGDnR3Ocv7cXZ799nznO/8WgSi1kks/XOnUiGpdtgWLjAUtFsvnqQVtznc2c7a9eSOf9qHGAnHBSPOxx0/fk+VoYdmx+bT3A6sHrazmF9JmMv1kX419MX2v3VOai4yGvClPUdk/OcPRmQnKJGwLGnQIvFt0WjsuKyyxJHNPSY1IYdkXr+kn3aqybJKbvifS0rLAO9U04grnu5sJSCj7euKOhvy2tcutNK12qIYdKsRZuit1GAG3DBvIJnvBjax3ly8yFjaYKl/gSlzncrfGxabr9R0nAe3YnV8SZ1S6o7zAXVHDp0yaVEVv28U+68UCcUFZ2UT95OlxqhJzId6ctfjspa+zW08Ht/RrZ4zcFn0fhom0R0nK4VOTWYlhU6Pltqy+CiYdASc9qYKmhtm8QC3oZlUrKVkqAbIugbWwxUxrG0cX9tCK3b94JezyWqvOWNRka2mBgIQwXMwmfdviRtTNJCLMmv07HdvCBWINCCVhKnrN15wvwYgL1i/P72CuVWX36BXGItefe1dljkDUla1pxY3gV2kIbzju3OLPIWPvxCzOLXqJAOfcsLInBSz3sQC855kr4u91EDHy4R2Tp/xr4bbV6sar3iV5ZSVN2nQnrawAMsfwGPG9szdl5y/EFXaV5ygFroa845v8by0vZv2jQ7TvfZFowHRnBxfjkex3lSWmLm3uLs2zJVjK5ihcrbnbL0lCOw5pxhFLfpvrbmJ3+RK7ojnOdsb8qs7hMgcYJDYiHiIe3PN7HsQtxZ5PyiTSyWbWU4NG6HcVTjTg3XfY0uMi0ybwvaz7J6rS9FGEc78OxO03CTnbHWNz0GRXuJD1TUkrYZz1UsV5LsYjVMXNGUxVX3O29GGL17s1tkfzRBLzhugyNXHdBfuqMtT1KN4cuCbxO0rzhEGSpTvArwj11TZNQraGC+yrzzCzeBelIKETh7TDkFKQsBRHmfvNbHuMmIB91VPcP7BneriwQDyEXG8ptlFsrsQ1n1patrjKlon7UW9awpaWoN1dep2qn6RNc8Mdgr4P3EVfonauOwbARHSJ0XDJGehGLvd8qTvCaLDEaND0dkySBWNXtxxmJXDzySY+eO/xTOPRmYlsBV/6Ad9M3O8sBW4ScqkbEYUxI0GLjgbMtrfQSkrUwjaXu3WmOzt470Ce5eHDUhOGMWDiniAaiLJ/coa37DmTpZSc/VeXi3Hd9/StcrY7CixXWqR9ReaTKh0tsdM7J48GTSaiSzTVTd3uDJ1TRkDCWNjoS3ukk7ZpBUZd2gSSUA9aV33Yr8x3V8V1dRsLG4yWXKVEosLmqMmmsMNCp8LJxZ1MN7YRScx4dIWOhhw+NXlLn9thxUbEhjFAHr/vVwD8ZHovj06d7PtZ71L4DkF2bi+HT01mNkoxQjloMKcVV2kRdtzEGkKsAWWJCSQhJuD+8nk6WnLtX7PWsG4c1sZVTTx2g9WRvStDAf771BR3R1fYEjVIVIiChGZcYntlgcVumYVOhXYScmz+Hi5Xa0xUL/VVYhjL2IjYMHJgZRDu5cE9v79qBJqSTvilueK2d5gJJPGuMs6DsRos74e4YDyXVGmvsO90S7JvroQxNSwFGK/PUSl12VFd4O7yHN0koBmXGIla2Yi5lUTM+Zpqox8LxIYxZLxj8lS239QoqyPuNaNNHbXT+642udO36i5tYxlJzGjQ/IN1PHnfMZcWKbsFHo1OxOzSGM+fezPnGqOcmx/lcqvG1vIi4+XXqQVtriQ1/nPapuxWYqkJwxhCIhIalKj7KoltQYM2QbYwIyagEdeyUfJcUmVL2MgqIMoktAmyYHyzuFJKZ5vU7pY4uzBKpxtSibrUK20qYZcvv+1bG/Vn37bYiNgwhpBLSTXrQV2RuK8Uza28cwG3ra7Bez1oUSbOVuUBWU3wevjo/S9SCTq04xLlUpcwSKhX2oRBQilI+OEjf7vua9wJWCA2jCHkvVOvZOasDS31Bdg0RVELWpQlzhzJo57a45W365lE2xIu8uj2E0yOXqZa6rIp6jBabvHTD3z5pn/nncaaUhMiMg3M43qFd1X1gIhsBb4BTAHTwMdV9bI//xDwlD//z1T1uQ1XbhgGb9lzhqMzEwQ9rTR7iaTrStJYvb1qom6BCetY9XbwjUdu+rGG4w8ZEb9PVfep6gF//2ngBVXdC7zg7yMiDwAHgQeBx4G/ExGrWTGMW0RdupQloS7dvj7E6Sg3LVOLJMn8CdNURtoO81p9sI3BsJ7UVVk7xwAABaxJREFUxJ8Az/r9Z4GP9hz/uqq2VPV3wMvAO9dxHcMwrkPavjQNqLHv4tbREhfjEdqEy84hLE/ORZKwf3KGfXtOX7NczhgMaw3ECvxYRH4uIp/2x3ap6iyAv93pj78B6H1Vz/hjfYjIp0XkiIgcuXDhws2pNwwD6AnGJD05YWdXFOI6rC1qiYaWiBELvgVjreVrD6vqqyKyE3heRI5f59zVKsOvqo9R1WeAZwAOHDhg/fEMY528eeJVTp4eZxTn0LK88MN52sUasC1ctE58BWRNgVhVX/W350XkO7hUwzkRGVfVWREZB877088AEz0P3w30N9c1DOOWsHdi1rlLk9AkoKUhsahr9i5J32IQozjcMDUhInURGU33gQ8Bx4DvA5/yp30K+J7f/z5wUEQqInIvsBf42UYLNwxjdRK/lcU5Ndd85cQ93jDUKB5rGRHvAr4jIun5X1XVH4nIYeCbIvIUMAN8DEBVXxKRbwK/ArrAZ1TVpmQNY0BEPvMQ+4RfKEpd2lc17TGKww0Dsar+FnjbKscvAu+/xmO+CHxx3eoMw7gpnGUWmdedUWxsZZ1h3GZM7Z5lz+5ZAmDeN4xvqrWVKTL26hjGbcr9E7N0Tt9zlRGtUTxsRGwYtzEWhIcD0QJYXIvIBWAReC1vLTdgO8XXCKZzIxkGjWA6N5pbpXNSVXesPFiIQAwgIkd6+lgUkmHQCKZzIxkGjWA6N5pB67TUhGEYRs5YIDYMw8iZIgXiZ/IWsAaGQSOYzo1kGDSC6dxoBqqzMDliwzCMO5UijYgNwzDuSHIPxCLyuIicEJGXReTpnLX8k4icF5FjPce2isjzInLS397V87NDXvcJEfnwgDROiMh/iMivReQlEfnzguqsisjPRORFr/MLRdTprxuKyC9F5AcF1jgtIv8nIkdF5EiBdW4RkW+LyHH/Hn2oaDpF5E3+eUy3ORH5bK46VTW3DQiBV4D7gDLwIvBAjnoeAfYDx3qO/RXwtN9/GviS33/A660A9/q/IxyAxnFgv98fBX7jtRRNpwAjfj8C/gd4d9F0+mv/BfBV4AdFfM39taeB7SuOFVHns8Cf+v0ysKWIOnv0hsBZYDJPnQP7g6/xJDwEPNdz/xBwKGdNU/QH4hPAuN8fB06sphV4DngoB73fAz5YZJ1ADfgF8K6i6cT1y34BeKwnEBdKo7/WaoG4UDqBzcDv8HNPRdW5QtuHgP/KW2feqYk12SrlzLosoW4lIjIFvB032iycTv+V/yjONOB5VS2izr8B/hLXwjelaBrhFtiV3QLuAy4AX/Gpnn/wPcyLprOXg8DX/H5uOvMOxGuyVSoouWoXkRHgX4HPqurc9U5d5dhAdKpqrKr7cKPOd4rIH13n9IHrFJE/Bs6r6s/X+pBVjg3qNX9YVfcDTwCfEZFHrnNuXjpLuNTe36vq23FtC64375P3/1AZ+AjwrRudusqxDdWZdyAeBlulc+KsoJCCWEKJSIQLwv+iqv9WVJ0pqnoF+AnwOMXS+TDwERGZBr4OPCYi/1wwjUC/XRnQZ1dWIJ1ngDP+mw/At3GBuWg6U54AfqGq5/z93HTmHYgPA3tF5F7/6XQQZ7VUJAplCSUiAvwj8GtV/esC69whIlv8/ibgA8DxIulU1UOqultVp3DvvX9X1U8WSSMMj12Zqp4FTovIm/yh9+Ocegqls4dPsJyWSPXko3OQifFrJMufxM38vwJ8LmctXwNmceYGZ4CngG24yZyT/nZrz/mf87pPAE8MSON7cF+L/hc46rcnC6jzrcAvvc5jwOf98ULp7Ln2oyxP1hVKIy73+qLfXkr/T4qm0193H3DEv+7fBe4qqM4acBEY6zmWm05bWWcYhpEzeacmDMMw7ngsEBuGYeSMBWLDMIycsUBsGIaRMxaIDcMwcsYCsWEYRs5YIDYMw8gZC8SGYRg58//w8JPghLiJMAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(NN_NDVI[0]);" ] }, { "cell_type": "markdown", "id": "f2952764", "metadata": {}, "source": [ "**Paddy Points**" ] }, { "cell_type": "code", "execution_count": 13, "id": "be02aa36", "metadata": {}, "outputs": [], "source": [ "paddy = gpd.read_file('input/paddy_point/paddy_points.shp')" ] }, { "cell_type": "code", "execution_count": 14, "id": "ef7f8214", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "paddy.plot();" ] }, { "cell_type": "markdown", "id": "1a757b4c", "metadata": {}, "source": [ "**Extract ndvi based on paddy points**" ] }, { "cell_type": "code", "execution_count": 15, "id": "d93eb182", "metadata": {}, "outputs": [], "source": [ "NDVI_List = []\n", "\n", "for point in paddy['geometry']:\n", " \n", " for i in range(1, NN_NDVI.shape[0]+1):\n", "\n", " # Select row and column\n", " x = point.xy[0][0]\n", " y = point.xy[1][0]\n", "\n", " # Locate x and y of point to get row and col of raster\n", " row, col = NDVI_img.index(x, y)\n", "\n", " # Extract band value\n", " ndvi = NDVI_img.read(i)[row,col]\n", " \n", " # Append to list\n", " NDVI_List.append(ndvi)\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "d3ee5c66", "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", " \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", " \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", " \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", " \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", "
0123456789...240241242243244245246247248249
00.306560.300700.308720.3003000.376140.310700.302420.294080.295440.26586...0.304840.293800.274220.273420.310360.3047800.311800.276980.300980.29138
10.292460.285260.293920.2841400.324420.301640.286600.278760.279480.25624...0.291320.286200.271600.264060.298120.2943600.291700.263220.289800.27682
20.276460.268580.278120.2663000.284860.290540.274360.258700.265740.24814...0.274360.274080.259400.253100.288790.2772800.274960.253080.284970.26114
30.255860.258870.264240.2544400.267460.281120.263740.240620.252460.24176...0.264460.269240.259380.255040.284560.2811600.271920.245600.280630.25934
40.244620.247990.256400.2483200.253480.280480.262000.232380.246360.24074...0.256020.263100.254640.248240.287280.2921600.272140.247580.281950.25890
..................................................................
600.415780.565930.684000.6801930.603640.648580.670000.495990.635860.54138...0.417420.439840.280200.669480.371000.3146430.385600.305760.384220.46544
610.480960.575990.584100.5564330.477800.535000.547040.496670.576080.58816...0.507900.504040.364240.631300.428640.3804430.427840.366700.450800.47698
620.535900.587830.527780.4276530.384460.459660.448260.500610.526780.60048...0.569460.515740.377340.587400.466860.4520030.421840.436700.516320.48336
630.569180.557150.443460.3789400.364580.446920.399980.501320.458860.63756...0.589100.545780.426980.549180.580100.5491000.467140.560820.571420.53050
640.574400.539220.364180.3803200.462140.449400.399120.483980.430580.57456...0.590700.514900.454680.481880.610560.6039200.512180.603780.562380.52114
\n", "

65 rows × 250 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 7 \\\n", "0 0.30656 0.30070 0.30872 0.300300 0.37614 0.31070 0.30242 0.29408 \n", "1 0.29246 0.28526 0.29392 0.284140 0.32442 0.30164 0.28660 0.27876 \n", "2 0.27646 0.26858 0.27812 0.266300 0.28486 0.29054 0.27436 0.25870 \n", "3 0.25586 0.25887 0.26424 0.254440 0.26746 0.28112 0.26374 0.24062 \n", "4 0.24462 0.24799 0.25640 0.248320 0.25348 0.28048 0.26200 0.23238 \n", ".. ... ... ... ... ... ... ... ... \n", "60 0.41578 0.56593 0.68400 0.680193 0.60364 0.64858 0.67000 0.49599 \n", "61 0.48096 0.57599 0.58410 0.556433 0.47780 0.53500 0.54704 0.49667 \n", "62 0.53590 0.58783 0.52778 0.427653 0.38446 0.45966 0.44826 0.50061 \n", "63 0.56918 0.55715 0.44346 0.378940 0.36458 0.44692 0.39998 0.50132 \n", "64 0.57440 0.53922 0.36418 0.380320 0.46214 0.44940 0.39912 0.48398 \n", "\n", " 8 9 ... 240 241 242 243 244 \\\n", "0 0.29544 0.26586 ... 0.30484 0.29380 0.27422 0.27342 0.31036 \n", "1 0.27948 0.25624 ... 0.29132 0.28620 0.27160 0.26406 0.29812 \n", "2 0.26574 0.24814 ... 0.27436 0.27408 0.25940 0.25310 0.28879 \n", "3 0.25246 0.24176 ... 0.26446 0.26924 0.25938 0.25504 0.28456 \n", "4 0.24636 0.24074 ... 0.25602 0.26310 0.25464 0.24824 0.28728 \n", ".. ... ... ... ... ... ... ... ... \n", "60 0.63586 0.54138 ... 0.41742 0.43984 0.28020 0.66948 0.37100 \n", "61 0.57608 0.58816 ... 0.50790 0.50404 0.36424 0.63130 0.42864 \n", "62 0.52678 0.60048 ... 0.56946 0.51574 0.37734 0.58740 0.46686 \n", "63 0.45886 0.63756 ... 0.58910 0.54578 0.42698 0.54918 0.58010 \n", "64 0.43058 0.57456 ... 0.59070 0.51490 0.45468 0.48188 0.61056 \n", "\n", " 245 246 247 248 249 \n", "0 0.304780 0.31180 0.27698 0.30098 0.29138 \n", "1 0.294360 0.29170 0.26322 0.28980 0.27682 \n", "2 0.277280 0.27496 0.25308 0.28497 0.26114 \n", "3 0.281160 0.27192 0.24560 0.28063 0.25934 \n", "4 0.292160 0.27214 0.24758 0.28195 0.25890 \n", ".. ... ... ... ... ... \n", "60 0.314643 0.38560 0.30576 0.38422 0.46544 \n", "61 0.380443 0.42784 0.36670 0.45080 0.47698 \n", "62 0.452003 0.42184 0.43670 0.51632 0.48336 \n", "63 0.549100 0.46714 0.56082 0.57142 0.53050 \n", "64 0.603920 0.51218 0.60378 0.56238 0.52114 \n", "\n", "[65 rows x 250 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create array of ndvi\n", "ndvi_array = np.array(NDVI_List)\n", "\n", "# Reshape array of ndvi\n", "ndvi_reshape = ndvi_array.reshape((len(paddy['geometry']),NN_NDVI.shape[0]))\n", "\n", "# Create ndvi dataframe\n", "DF_Validation = pd.DataFrame(ndvi_reshape).T\n", "DF_Validation" ] }, { "cell_type": "markdown", "id": "c1622be8", "metadata": {}, "source": [ "**Save result**" ] }, { "cell_type": "code", "execution_count": 17, "id": "6619f27c", "metadata": {}, "outputs": [], "source": [ "DF_Validation.to_csv('output/4/validation_data/validation_paddy.csv', index = False)" ] }, { "cell_type": "markdown", "id": "6eb94fd3", "metadata": {}, "source": [ "Visualize data" ] }, { "cell_type": "code", "execution_count": 18, "id": "a3f93553", "metadata": {}, "outputs": [], "source": [ "DF_Validation = pd.read_csv('output/4/validation_data/validation_paddy.csv')" ] }, { "cell_type": "code", "execution_count": 19, "id": "446544fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '2011 NDVI Timeseries')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAE/CAYAAACjNM69AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABY2ElEQVR4nO3dd3hU17X38e9WF+oVNYQAgSgyvRqMcQfHNbbjFjvdseP0m/rmptzc5KbnOsWJYzs9dhz3bogb7nTTkUAICUmooN5Qm9nvHxpxZSwbIWZ0ZjS/z/PwWDNzZs7SscrSnrXXMtZaRERERESCUYjTAYiIiIiIOEXJsIiIiIgELSXDIiIiIhK0lAyLiIiISNBSMiwiIiIiQUvJsIiIiIgELSXDIiJjjDGm3Rgz2ek43o8x5jljzEecjkNERMmwiPg9Y0ykMeaPxphyY0ybMeZtY8yaE445zxhTZIzpNMa8bIyZOOixczz3tRhjyoZ4/f82xuwyxvQZY753kli+Z4yxxphrBt0X5rkvz3P7L8aYHk+sbcaY3caYHxljEjyPf9MY8+oQr53qeV6hMeajxpjXhzgm15PsDvyzxpiOQbfPstbGWmtLT3phHWStXWOt/avTcYiIKBkWkUAQBlQAZwMJwLeBBwcln6nAo577k4EtwL8GPb8D+BPw1fd4/RLga8Azw4ynEfi+MSb0fY75qbU2DkgDPgYsBd4wxsQAfwfONMZMOuE51wG7rLW73+tFrbWHPclurLU21nP3nEH3vTbMz8ERpp9+94iI39APJBHxe9baDmvt96y1ZdZat7X2aeAQsMBzyAeBPdbah6y1XcD3gDnGmOme52+y1v4dGHK11Fr7V2vtc0DbMENaC/QAHx5G7F3W2s3AZUAK8DFrbSXwEnDTCYffDJz2aqlntTjf8/FfjDG/85QltBtj3jDGZBhj7jDGNHlW0+cNem6WMeYRY8xRY8whY8znBz222BizxRjTaoypNcb8ctBjS40xbxpjmo0xO4wxqwY9tt4Y80NjzBtAJzDZc98nBx3zcWPMPk9M6wZW9j3J8/8aY+o8K/s7jTGFp3uNREQGKBkWkYBjjBkPTAP2eO6aBewYeNxa2wEc9NzvC5b+VejvGmPCh/UEa9uA54GzPHf9lUHJsDGmAJgL/NOrkfb7EPCfQCrQDbwFbPPcfhj4pSeGEOAp+q9lNnAe8EVjzEWe1/kV8CtrbTwwBXjQ87xs+lfVf0D/yvxXgEeMMWmDYrgJuAWIA8oHB2eMuQL4f/T/UZMGvMb/XYcLgZX0//9OBK4FGk7raoiIDKJkWEQCiif5vA/4q7W2yHN3LNBywqEt9CdePmGtfRI4CnzyZMcOcoT+ZBHgMWC8MeZMz+2bgeestUe9F+Vxj1lrt3pWzR8Duqy1f7PWuugvJxlYGV4EpFlrv2+t7fHUHd9Df/kGQC+Qb4xJtda2W2s3eO7/MPCstfZZz8r98/SXqlw8KIa/WGv3WGv7rLW9J8T3aeBH1tp91to+4H+AuZ7V4V76/z9OB4znmGovXhsRCXJKhkUkYHhWLv9Of4nCZwc91A7En3B4PMMvexip/wS+BUQN8/hs+uuNsdZ2Ag8BNxtjDHAjXiiReA+1gz4+NsTtgdrjiUCWp9Sh2RjTTP+K7XjP45+gf4W2yBiz2RhzyaDnXXPC81YAmYPOU/E+8U0EfjXouY2AAbKttS8BvwXuBGqNMXcbY078fy0iMmJKhkUkIHgSxj/Sn5hddcLq4h5gzqBjY+h/G38PPuRZAS0BPnOyY40xscD59JcADPgr/SUMF9C/+vm0D8I8FRXAIWtt4qB/cdbaiwGstQestdcD6cBPgIc917oC+PsJz4ux1v540Gvbk5z30yc8P9pa+6bnvL+21i6gv+xlGu+9EVJE5JQpGRaRQPF7YAZwqbX22AmPPQYUGmOuMsZEAd8Bdg6UURhjQjz3h/ffNFHGmIiBJxtjwj2PhwBhnsffr1PEYN+ivxPFkEx/W7gFwONAE/DnQQ+/BjQDdwMPWGt7hnlOX9kEtBpjvm6MiTbGhHravC0CMMZ82BiTZq110x83gAv4B3CpMeYiz3OijDGrjDE5wzzvXcA3jTGzPOdJMJ7WdcaYRcaYJZ7ymA6gy3NOERGvUDIsIn7PUzv6afo3mNUM6ql7I4CnzvYq4If0J5xL+L86V+jfgHUMeBbI9Xz870GP3+O573r6k9tjvLvTw5CstW/Qn0Se6GvGmDb63/L/G7AVONOzuW/gudbz2ETPfx3lqSG+lP7rfAioB+6lv50dwGpgjzGmnf7NdNd5umVUAJfTX1JxlP6V3q8yzN8x1trH6F9pfsAY0wrsBgb6SMfT//+nif6Ndw3Az0/rExURGcT0/ywWEREREQk+WhkWERERkaClZFhEREREgpaSYREREREJWkqGRURERCRoKRkWERERkaAV5tSJU1NTbV5enlOnFxEREZEgsXXr1nprbdpQjzmWDOfl5bFlyxanTi8iIiIiQcIYU/5ej6lMQkRERESClpJhEREREQlaSoZFREREJGg5VjMsIiIiIs7o7e2lsrKSrq4up0PxqqioKHJycggPDx/2c5QMi4iIiASZyspK4uLiyMvLwxjjdDheYa2loaGByspKJk2aNOznqUxCREREJMh0dXWRkpIyZhJhAGMMKSkpp7zarWRYREREJAiNpUR4wEg+JyXDIiIiIjLqPv7xj5Oenk5hYeHx+x566CFmzZpFSEjIu+ZR/OhHPyI/P5+CggLWrVvntTiUDIuIiIjIqPvoRz/K2rVr33FfYWEhjz76KCtXrnzH/Xv37uWBBx5gz549rF27ls985jO4XC6vxKFkWERE/Ma+6lb217Y5HYaIjIKVK1eSnJz8jvtmzJhBQUHBu4594oknuO6664iMjGTSpEnk5+ezadMmr8ShZFhERBxX0djJ5//5Nmt+9Rof+/NmrLVOhyQifqSqqooJEyYcv52Tk0NVVZVXXlut1URExDHNnT385qUS/v5WOcbAkknJbDzUSFlDJ5NSY5wOTyQo/NdTe9h7pNWrrzkzK57vXjrLa6831B/I3toAqGRYRERGXVevi7++WcadL5fQ1t3HNQty+NIF0+judbPq5+t5vaReybCIHJeTk0NFRcXx25WVlWRlZXnltZUMi4jIqHG7LY9vr+IX/95PVfMxzilI4+trpjM9Ix7oX/3JTozmjQP13LR0osPRigQHb67g+spll13GDTfcwJe//GWOHDnCgQMHWLx4sVdeW8mwiIiMitcP1PM/z+5jb3Urhdnx/Ozq2ZyZn/qOY4wxrMhP5bnd1bjcltCQsdcHVUT6XX/99axfv576+npycnL4r//6L5KTk/nc5z7H0aNH+cAHPsDcuXNZt24ds2bN4kMf+hAzZ84kLCyMO++8k9DQUK/EYZzapLBw4UJ7Yv84EREZe6y1/OLf+/ntyyVkJ0bztdUFXDo7i5D3SHSf2F7FFx7YzhO3L2fOhMTRDVYkSOzbt48ZM2Y4HYZPDPW5GWO2WmsXDnW8VoZFRMRnuvtcfPWhnTy54wjXL57A9y6bRWTY+6/mnDmlf7X4jYP1SoZFxOfUWk1ERHyiqaOHm+7dxJM7jvD11dP5nyvPOGkiDJAWF8n0jDjeKKkfhShFJNgpGRYREa8rb+jgqt+/yfbKZn5z/TxuWzXllNogrchPZXNZE1293pkwJSLyXpQMi4iIV20tb+LK371JU2cP939yCZfOOfX2R8unptLT52ZLWZMPIhQRGLp3b6AbyeekZFhERLzm2V3VXH/PBuKjwnj0M8tZmJd88icNYXFeMuGhhtdVKiHiE1FRUTQ0NIyphNhaS0NDA1FRUaf0PG2gExGR02at5e5XS/nRc0UsmJjEPTcvJDkmYsSvFxMZxrwJSaobFvGRnJwcKisrOXr0qNOheFVUVBQ5OTmn9BwlwyIiclr6XG6+++Qe7tt4mA/MzuQX18whKvz0+38uz0/ljhf309zZQ+K4kSfWIvJu4eHhTJo0yekw/ILKJERE5LR876n+RPjWs6fwm+vmeSURBlgxNQVr4a2DDV55PRGRoSgZFhGREWvt6uXhrZVct2gC31gz/T0HaYzE7JxEYiPDVDcsIj6lZFhEREbs2Z3VdPW6uW5xrtdfOzw0hKWTk1U3LCI+pWRYRERG7JFtleSnxzInJ8Enr3/mlFTKGjqpaOz0yeuLiCgZFhGRESmr72BzWRNXzc85pYEap2LF1P7RzG8e1OqwiPiGkmERERmRR7dVEmLgynnZPjvH1PRY0uIieb1Em+hExDeUDIuIyClzuy2PbKtixdQ0MhJOrcH9qTDGsCI/lTdL6nG7x85wABHxH0qGRUTklG041EBV8zGumu+7VeEBy/NTaejoobi2zefnEpHgo2RYRERO2cNbK4mLDOOiWRk+P9fy/BQAdZUQEZ9QMiwiIqeko7uPtbtruGROptcGbLyfzIRoJqfFqN+wiPiEkmERETklz+2uobPHxdULckbtnCvyU9lY2khPn3vUzikiwUHJsIiInJKHt1YwKTWG+blJo3bO5fmpHOt18fbhplE7p4gEByXDIiIybBWNnWwobeSD87J91lt4KEsnpxBi4I2DarEmIt41rGTYGLPaGFNsjCkxxnzjPY5ZZYzZbozZY4x5xbthioiIP3h0WxXGwAdHsUQCICE6nDNyErWJTkS87qTJsDEmFLgTWAPMBK43xsw84ZhE4HfAZdbaWcA13g9VREScZK3lkW2VLJucQnZi9Kiff0V+Ctsrmmnr6h31c4vI2DWcleHFQIm1ttRa2wM8AFx+wjE3AI9aaw8DWGvrvBumiIg4bXNZE4cbO0d149xgy/NTcbktG0sbHTm/iIxNw0mGs4GKQbcrPfcNNg1IMsasN8ZsNcbcPNQLGWNuMcZsMcZsOXr06MgiFhERRzyytZKYiFBWF/q+t/BQ5ucmERUeohZrIuJVw0mGh9ohceJMzDBgAfAB4CLg28aYae96krV3W2sXWmsXpqWlnXKwIiLijGM9Lp7ZVc2aMzIZFxHmSAxR4aEsyktW3bCIeNVwkuFKYMKg2znAkSGOWWut7bDW1gOvAnO8E6KIiDht3Z4a2rv7HCuRGLAiP5UDde3UtnY5GoeIjB3DSYY3A1ONMZOMMRHAdcCTJxzzBHCWMSbMGDMOWALs826oIs5pOdbLc7uq6e5zOR2KiCMe2VZJTlI0i/OSHY1jeX4qAG8e1OqwiHjHSZNha20f8FlgHf0J7oPW2j3GmFuNMbd6jtkHrAV2ApuAe621u30Xtsjo+t6Te7jtvm2c87P1/GNDuaZgSVA50nyM10vquWp+DiEho9dbeCgzM+NJHBfO6wfUb1hEvGNYhV/W2meBZ0+4764Tbv8M+Jn3QhPxD/uqW3l8exUfOCOTmtYu/vPx3fx+/UE+e24+Vy/IITxUs2tkbHvs7SqshavmO1siARASYlg+JZU3Suqx1o7q4A8RGZv0W1zkJH66toi4yDD+58ozePjWZfz144tJi4vkm4/u4pyfr+dfmw/T69JKsYxN1loe2VrJ4rxkclPGOR0O0F8qUdPaxcGjHU6HIiJjgJJhkfexsbSBl4uPctuqfBLGhWOM4expaTz2mTP588cWkRITwdcf2cV5v3iFB7dU0KekWMaYtyuaKa3vcHzj3GArPHXDr+5Xi04ROX1KhkXeg7WWn6wtYnx8JB89M+8djxljOKcgncdvX84fP7KQ+OgwvvbwTs775StsLW9yJmARH3hkayVR4SGsOcOZ3sJDyU0Zx6TUGF5RMiwiXqBkWOQ9PL+3lm2Hm/ni+dOIjggd8hhjDOfNGM9Tn13BPTcvpLfPzbce24W1J7biFgk8Xb0untpxhDWFmcRFhTsdzjucPS2NDaUNdPWqw4uInB4lwyJDcLktP1tXzOTUGK4ZxtvDxhgumDme/7iwgKKaNtYXa8VKAt/W8iZau/q4bE6W06G8y9kFaXT3udlQqq4SInJ6lAyLDOGRbZUcqGvnKxcVEHYK3SIum5tFVkIUv19/0IfRiYyOfdWtAMzOSXA4kndbNjmFyLAQlUqIyGlTMixygq5eF3c8v585OQmsKTy1Osnw0BA+tXIym8oa2VLW6KMIRUZHUU0bqbGRpMRGOh3Ku0SFh7J0cgqv6F0YETlNSoZFTvCPDeUcaeni66unj6iH6XWLckmOidDqsAS84po2ZmTGOR3Gezp7Whql9R0cbuh0OhQRCWBKhkUGae3q5bcvl3DW1FTO9LRvOlXREaF89Mw8Xiyqo6im1csRioyOPpeb/bVtTM/w32R4VUEaAK/sr3M4EhEJZEqGRQa559VSmjt7+frq6af1Ojcvm0hMRCh3aXVYAlRZQyfdfW6mZ8Q7Hcp7mpQaw4TkaNUNi8hpUTIs4lHX1sW9rx3iktmZFGaf3oahxHER3LAkl6d2VlPRqLdwJfAMvKtR4Mcrw8YYVk1L582DDXT3qcWaiIyMkmERj9+8WEKvy81XLizwyut9YsVkQgzc81qpV15PZDQV17QRGmLIT491OpT3dfa0NDp7XGw+pGE3IjIySoZFgLL6Dv656TDXLppAXmqMV14zIyGKD87L4V+bKzja1u2V1xQZLfuq25icGkNU+NADZ/zFmfkpRISGqG5YREZMybAI8Mvn9xMeGsIXzpvq1df99NmT6XG5+cubh7z6uiK+VlTTyvRM/60XHjAuIozFk5I16EZERkzJsAS93VUtPLnjCB9fkUd6fJRXX3tyWixrCjP421vltHX1evW1RXylrauXyqZjft1JYrCzp6VxoK6dquZjTociIgFIybAEvZ+tKyZxXDifPnuKT17/trPzaevq476Nh33y+iLetr+2DSBgkuHjLda0OiwiI6BkWIJaS2cvr+w/ys1LJxIfFe6Tc5yRk8BZU1P54+uH6OrVjnfxf/uqPclwAJRJAOSnx5KVEKW6YREZESXDEtS2He7fgb5sysgGbAzXbWdP4WhbN49uq/LpeUS8oaimlbioMLISvFs25CvGGM4uSOeNkgZ6+txOhyMiAUbJsAS1LeWNhIYY5kw4vb7CJ7NsSgpzchL4w6sH6XPpl7X4t6Lq/slzIxlH7pSzp6XR3t13/A9cEZHhUjIsQW1reROzsuIZFxHm0/MYY7htVT7lDZ08t7vGp+cSOR3WWopr2vx68txQluenEBZi1FVCRE6ZkmEJWr0uN9srmlkwMWlUznfhzPFMSYvhd+sPYq0dlXOKnKqq5mO0dfcxPTMwNs8NiIsKZ2FeEuuLVTcsIqdGybAErb1HWunqdbNwYvKonC8kxHDr2VPYV93KK/u1eiX+qWhg81yArQwDnD0tnaKaNmpbu5wORUQCiJJhCVpbyvtrCxfmjc7KMMDlc7PJTIjity+VcKxHnSXE/xTVtAJQECBt1QZTizURGQklwxK0tpY3kp0YzXgvD9p4PxFhIdx+Tj5byptY/D8v8J0ndrOvunXUzi9yMkU1bUxIjiY20rd19L4wPSOO8fGReudFRE5J4P20E/ECay1by5tYOjll1M9945Jcpo2P45+bDvPA5gr+9lY5cyckcsOSXC6ZnenzzXwi76coADfPDTDGcPa0NNburqHP5SYsVOs9InJy+kkhQamy6Ri1rd0sHKXNc4MZY1g8KZn/vXYum/7feXz7kpm0d/fxtYd3suSHL/Ltx3ez94hWi2X0dfW6KD3azowALJEYsKogndauPrZXNDsdiogECC1BSVDa6qkXXjBKm+feS+K4CD6xYhIfX57HlvIm7t94mH9tqeDvG/pXi39wRSGF2b7tgSwyoKSuHbeFggBdGQZYnp9KqKfF2sI8Z7+/RSQwaGVYgtKW8kZiI8P8ZpOQMYZFef+3WvydS2ZyqL6DX794wOnQJIgU1QyMYfaP74uRSIgOZ35uouqGRWTYlAxLUNpS1sS83ERCQ/xvwlbiuAg+vmIS588Yz9byJvUkllFTVN1KZFgIeSkxTodyWs6elsauqhaOtnU7HYqI36ps6qSls9fpMPyCkmEJOm1dvRTXto3asI2RWpiXRENHD+UNnU6HIkGiqKaNgow4v/wj8VSsKkgH4LUDWh0WOVF9ezdfe3gHK37yMit++hK/X3+Qrt7gbvWpZFiCztuHm7GWURu2MVIDyfpAP2QRXyuqaaVgfOCWSAyYmRlPamyERjOLDNLrcvOn1w9xzs/X8+i2Kj6+fBJLJiXzk7VFnPPz9Ty8tRKXOzjfidQGOgk6W8qbCDEwNzfR6VDeV35aLPFRYWwtb+TqBTlOhyNj3NG2burbe5ieGbib5waEhBhWTkvjpaI6XG4b8CvdIqfrzZJ6vvfUHvbXtrNyWhrfuWQm+emxAGwobeBHz+7jKw/t4N7XSvnGmumcPS0NY07+fWOt5XBjJ1vKmliUl0xuyjhffyo+oWRYgs7W8kamZ8T7/VCBkBDD/IlJxztfiPhSsWfzXCC3VRtsVUE6j26rYmdlM/Ny/bskSsRXqpqP8cNn9vLsrhomJEdz900LuGDm+Hckuksnp/D47ct5Zlc1P11bzEf/vJnl+Sl8c82Md3UzGkh+N5Q2sKG0kQ2lDVS39I8/P3taGn/9+OJR/fy8xb+zAREv63O5eftwc8CstC6cmMTPi4/S0tlLwrhwp8ORMSyQxzAP5az8VEIMrC8+qmRYgk5Xr4s/vFLK718pAeA/LpjGp1ZOJio8dMjjjTFcMjuLC2dmcN/Gcn794gEu+c3rXD43i5uX5XGgtu14AlzT2p/8psZGsGRyCksnp7CrsplHtlXR2NFDckzEqH2e3qJkWIJKUU0bnT0uv988N2C+J85tFU2c49kUJOIL+6rbSIuLJCU20ulQvCIpJoI5ExJ5fm8tXzx/6rDe8hUZC0rq2vnonzdR2XSMD5yRyf/7wAyyE6OH9dyIsBA+tnwSVy3I4a71B/nj64d4YvsRAFJjI1k6OZmlngR4SlrM8e+rvUeSeHBLJc/uqubDSyf67HPzFSXDElQGSg4CpRn/3An97d+2likZFt8qrm1l+hhZFR5w9YIcvvXYbl7Zf/R4hwmRse6+jeUcbevm/k8u4cz81BG9RnxUOF9bPZ2blk1kY2kjhdkJ70h+TzQjM44paTE8teNIQCbD6iYhQWVLeROZCVHD/ivZaeMiwpiVFa+6YfGpPpeb/bXtzBgDm+cGu2bBBLITo/nf5/erX7cEjQ2ljSzMSxpxIjxYZkI0V8zLJj899n3fXTHGcNmcbDaVNVLjqSEOJEqGJahsLWs8XnoQKObnJrG9oplel9vpUGSMKmvooKfPPeZWhiPCQvj8efnsqGzhpaI6p8MR8bnmzh6KalpZOill1M996ZxMrIWndx4Z9XOfLiXDEjSONB/jSEsXCwMsGV6Yl8SxXhf7qludDkXGqH3V/Z0kxsrmucE+OD+HiSnj+KVWhyUIbDzUiLWwbMroJ8OT02IpzI7nqR1KhkX81sDwCn8ftnGigc1+KpUQXymuaSM0xBzvOzqWhIeG8Plzp7LnSCvr9tQ6HY6IT711sIGo8BBm5yQ6cv5LZ2exo7KF8oYOR84/UkqGJWhsK29iXEQoMzIDa/UrMyGa7MRoTaITnymqaWVKWgyRYUO3XQp0l8/NYnJqDHe8sB93kE7YkuCwobSBhROTiQhzJr27ZE4WQMCtDisZlqCxpbyRuRMSCQsNvC/7+ROT2KZkWHxkX3Ub0zPG1ua5wcJCQ/jC+VMpqmnjud01Tocj4hNNHT0U1bSxdLJz735mJ0azcGIST+2odiyGkQi8rEBkBDq6+9hX3RYw/YVPtHBiEtUtXVQ1H3M6FBljWrt6qWo+NibrhQe7ZHYW+emx3PHCflxaHZYxaOOhRqB/opyTLpubRXFt2/GploFAybAEhe0VzbjcNmCTYdUNi6/sHxjDHGDlQ6cqNMTwxfOncqCuPSB3u4uczIZSZ+uFB6wpzCTEBFaphJJhCQpbypowhoBrqzZgekYc4yJC2VrW6HQoMsbs8yTDY7lMYsDFhZlMz4jjVy8coE+tCmWMcbpeeEBaXCTL81N5aueRgOngomRYgsLWw00UjI8jPirc6VBGJCw0hLkTErWJTryuqLqV+KgwMhOinA7F50JCDF88fxql9R3HR8yKjAX+UC882KWzsyhv6GRnZYvToQyLkmEZ81xuy9vlTQFbIjFg4cQk9lW30tHd53QoMoYU1fRvnnu/6VJjyUWzxjMrK55fv3RAg2xkzPCXeuEBFxVmEB5qAqZUYljJsDFmtTGm2BhTYoz5xhCPrzLGtBhjtnv+fcf7oYqMzP7aNtq6+wI+GV6Ql4zb9tc/i3iDtZbimjamj/F64cGMMXzp/GmUN3Ty2LYqp8MR8YoNpQ1Eh4c6Xi88ICE6nLOnpfP0zuqAaGd40mTYGBMK3AmsAWYC1xtjZg5x6GvW2rmef9/3cpwiIxaowzZONC83EWO0iU68p7LpGO3dfUFRLzzYeTPSmZ2TwK9fOkBPn1aHJfBtKG1gYV6S4/XCg102N4ua1i42B8Bel+FctcVAibW21FrbAzwAXO7bsES8Z2tZI2lxkUxIjnY6lNMSHxVOwfg41Q2L1xQNbJ4LopVh8KwOXzCNyqZjPLy10ulwRE5L4/F6Yf8okRhw/ox0osNDeTIASiWGkwxnAxWDbld67jvRMmPMDmPMc8aYWV6JTsQLtpQ3sXBi0pioiZw/MYm3y5sC4m0n8X9F1a0ATBsfXMkwwKppaczLTeS3Lx2gu8/ldDgiI7bpUAOA32yeGzAuIozzZ47nud01fl+fP5xkeKgM4sTfxNuAidbaOcBvgMeHfCFjbjHGbDHGbDl69OgpBSoyErWtXVQ2HQv4euEBCycm0dbdx/66wGlmLv6rqLaN3ORxxEaGOR3KqDPG8OULpnGkpYsHN1ec/AkifmpDaSPR4aGckZ3odCjvcunsTBo7enijpN7pUN7XcJLhSmDCoNs5wDvWvK21rdbads/HzwLhxpjUE1/IWnu3tXahtXZhWlraaYQtMjwD9bVjJRnW8A3xpqLqVqaP8clz72dFfiqL85L57csldPVqdVgCkz/WCw84uyCNuKgwvx/PPJwrtxmYaoyZZIyJAK4Dnhx8gDEmw3jegzbGLPa8boO3gxU5VVvKmogMC2FWVoLToXhFbvI4UmMj2VqmZFhOT1evi0P1HUzPDK7Nc4MZY/jiBVOpbe3mSfUdlgDkr/XCAyLDQlk9K4N/76nx6z84T5oMW2v7gM8C64B9wIPW2j3GmFuNMbd6Drsa2G2M2QH8GrjOBsrYERnTtpY3MmdCol/+xTwSxhgWTNTwDTl9JXXtuC1BvTIMsGxyCjlJ0Ty7279XrkSG4q/1woNdOieLtu4+1hf7b3nssDIEa+2z1tpp1top1tofeu67y1p7l+fj31prZ1lr51hrl1pr3/Rl0CLDcazHxZ4jrSwcIyUSAxZOTOZwYyd1bV1OhyIBbJ9n81ywJ8PGGNYUZvBGST0tx3qdDkfklPhzvfCAM6ekkBIT4dcDOMbGcpnIEHZUNtPntmOmXnjAgrz+z2ebVoflNBTVtBEVHsLElBinQ3Hc6sIMel2Wl4vqnA5F5JS8ddB/64UHhIWGcPEZmbxYVEu7n05Q9d+rJ3KaXj9QjzEwP3dsJcOzsuKJCAvRJjo5LUU1rUwbH0doSOC3HDxd8yYkMT4+kudUKiEBpKG9m+Ja/60XHuyyuVl09bp5YW+t06EMScmwjEm9LjcPbqng7GlpJMVEOB2OV0WGhTInJ0F1w3JaimvaKAjC/sJDCQkxXDQrg1f2H6Wzxz9XrkROtOlQ/2S3QEiGF+QmkZkQ5belEkqGZUx6cV8ddW3d3LA41+lQfGL+xCR2V7X49e5c8V/17d3Ut/dQEOT1woOtLsygq9ft15t8RAbbUNpAdHgos3P8v1tSSIjh0jlZvHrgKM2dPU6H8y5KhmVMun/TYTLiozh3errTofjEwonJ9Losu6panA5FAlDxwBjmjOBtq3aixXnJJMdE8NzuGqdDERmWDaWNLMxLIjw0MFK5K+Zm8+GlE+nxw2l0gXEFRU5BRWMnrx04yrWLJhAWID8kTtX83ESgv4+yyKkqGkiGM7UyPCAsNIQLZ47npX21esdF/F4g1QsPmJkVz3cvnUV6XJTTobzL2MwUJKj9c9NhDHDd4gknPTZQpcRGMjk1RpvoZESKa1pJjY0gNTbS6VD8yurCDDp6XLx+wL9Hx4oEUr1wIFAyLGNKT5+bB7dUcu708WQmRDsdjk/Nn5jEtsNNaL6NnKrimjbVCw/hzCmpxEWFqVRC/F4g1QsHAiXDMqY8v7eW+vZublwyNjfODbZwYhKNHT0cqu9wOhQJIC63pbi2jYLxqhc+UURYCBfMGM8L+2rp9cO6RpEBb5U2BFS9sL/TVZQx5f5N5WQnRrNyWprTofjcwDARtViTU3G4sZOuXnfQT557L6sLM2g51suG0ganQxEZUn17N/tr21k2RSUS3qJkWMaMsvoO3ihp4LpFE4JikMCUtFgSosM1iU5OSXFN/xhmlUkMbeW0NMZFhKpUQvyW6oW9T8mwjBn/3HSY0BDDtYvG7sa5wUJCDAsmJmllWE5JUU0bxsA0DdwYUlR4KOcUpPPvPTW43KrHF/+zobSBcRGhnJGtemFvUTIsY0J3n4uHtlZywYzxpMf7X9sWX1kwMYmSunYaO/yvibn4p+KaNiYmjyM6ItTpUPzW6sIM6tt72FLW6HQoIu+yobSBhXnJqhf2Il1JGRPW7q6hsaOHG4Jg49xgy/NTAXjtgKZmyfCok8TJnTM9nYiwEJVKiN8ZqBdeOjnZ6VDGFCXDMibcv/EwucnjWOFJDoPF7OwEUmIiNEJWhqWr10VZQwcFmjz3vmIjw1g5NY11e2pwq1RC/IjqhX1DybAEvJK6djYeauT6xbmEBMHGucFCQgwrp6Xxyv6jqm+UkzpQ247bok4Sw7CmMIPqli52VDY7HYrIcaoX9g0lwxLw7t94mPBQwzULc5wOxRGrCtJo7Ohhp35py0kUqZPEsJ0/YzxhIYa1KpUQP6J6Yd/Q1ZSA1tXr4pFtlVw0KyNoR8uunJpGiIGXVSohJ1Fc00ZkWAh5KTFOh+L3EsaFc2Z+Kmv31GjKo/iFtq5e9te2s8jTY168R8mwBLRnd1XTcqw36DbODZYUE8G83CTWF9c5HYr4ueLaNqaOjw2KPtzesKYwg/KGTvZVtzkdigh7j/S/s1OoEcxep2RYAtr9Gw8zOTWGZUG+meCcgjR2VrZwtK3b6VDEjxXVtDFdm+eG7YKZ4wkxsHZ3tdOhiLCrqgWAwiwlw96mZFgCVnFNG1vKm7h+cS7GBPdK16qCdABe2a9SCRlaY0cPR9u6tXnuFKTGRrIoL1kt1sQv7DnSyvj4SNLigrMk0JeUDEvAun9jORFhIVy1IDg3zg02Kyue9LhIXlaphLwHbZ4bmTWFGRyoa6ekrt3pUCTI7a5q0aqwjygZloB0rMfFo29XcXFhBskxEU6H4zhjDKsK0nh1/1H6XG6nwxE/VFzTX/eqZPjUrC7MBFQqIc7q7Onj4NF2Zqmlmk8oGZaA9NTOI7R19XHDkolOh+I3zilIp62rj22Hm50ORfxQUXUbyTERpAVp15WRykiIYl5uokolxFH7qttwW9Rf2EeUDEtAun/jYaamx7IoTy1mBiyfmkpYiFFXCRlSUW0bBePjgr6+fiTWFGaw50grhxs6nQ5FgtSeI57Nc9naAOsLSoYl4DR19LC9opkr5mXrF/sg8VHhLMxLUr9heRe323Kgtk0lEiO0xlMqsW6PVofFGbsqW0iJiSAjPsrpUMYkJcMScHZ62svMy010NhA/dE5BOvuqW6lp6XI6FPEjFU2ddPa41ElihCYkj2NWVjzPqW5YHLL7SCuzshO0AOQjSoYl4OzyjB0uVO3Uuwy0WFOphAxWpM1zp+38GePZXtFMc2eP06FIkOnqdXGgto3CLJVI+IqSYQk4OypbmJwWQ3xUuNOh+J1p42PJSohSizV5h4FOEtPGKxkeqZXTUnFbeKOkwelQJMjsr22jz221ec6HlAxLwNlV2cJs/VAYkjGGVdPTef1APT19arEm/Ypr2shNHkdMZJjToQSsOTmJxEWF8doB1eTL6Npd5RnDrN97PqNkWAJKXWsXNa1dzM5JdDoUv3VOQTodPS62lDU6HYr4iaKaVpVInKaw0BCWT0nltQP1WGudDkeCyK6qFuKjwshJinY6lDFLybAElJ2V/ZvnZufoL+T3cuaUFCJCQ1QqIUB/vWFZQ6c2z3nBWdNSqWo+xsGjHU6HIkFkz5EWCrV5zqeUDEtA2VnZTIiBWRpJ+Z5iIsNYMjlZLdYEgJK6dlxuq5VhL1g5NQ1ApRIyanpdboqq21Qi4WNKhiWg7KxqYdr4OKIjQp0Oxa+tKkinpK6dikYNCQh2A5vnpmdoJ/rpmpA8jkmpMbx2oN7pUCRIHKhtp8flVjLsY0qGJWBYa9lZ2aISiWE4p6B/BUst1qS4to2IsBDyUsY5HcqYcNbUVN462EB3n8vpUCQI7B6YPKe2aj6lZFgCRlXzMRo7ejhDm+dOalJqDBNTxrFepRJBr6imjanpsYSF6se9N5w1NY1jvS62ljc5HYoEgd1VLcREhJKXEuN0KGOafjpKwBjYPDdHK8MnZYzhnIJ03jhYT1evVrCCWbE6SXjVsikphIUYlUrIqNhd1cKsrARCQrR5zpeUDEvA2FHZTERoiH6xD9OqgjS6et1sPKQWa8GqqaOH2tZudZLwotjIMOZPTNImOvE5l9uyt7qVWdkqkfA1JcMSMHZVtjA9M47IMG2eG46lk1OICg/h5SLVDQer/xvDrF+m3rRyaiq7q1qpb+92OhQZw0qPttPV69bkuVGgZFgCgttt+yfPqURi2KLCQ1k2OUWb6IJYcU3/5CqtDHvXWZ4Wa2+UqFRCfOf45jklwz6nZFgCQllDB23dfczOTnQ6lIByzvR0yho6OVSvIQHBqLi2jcRx4aTHRTodyphSmJ1A0rhwXt2vZFh8Z1dlK1HhIUxO1eY5X1MyLAHh+OS5CfoL+VSsmpYOoFKJIFVU00bB+DhNrvKy0BDD8vxUXjtwVKOZxWd2H2lhRma8OsGMAl1hCQg7K1uICg8hPy3W6VACSm7KOKakxWg0cxByuy37a9pUIuEjK6emUdfWTXFtm9OhyBjkdlv2HmmlUNNWR4WSYQkIOyubKcxK0F/II3BOQTobSxvp7OlzOhQZRVXNx+jocWnznI+cNS0VgNdUKiE+UN7YSXt3nzbPjRJlFuL3+lxu9hxp5QxtnhuRc6an0+Ny82ZJg9OhyCj6v04SWhn2hcyEaKamx/KqWqyJD+yu6i8NVFu10aFkWPxeydF2jvW6mKPJcyOyKC+ZmIhQnt9b63QoMooGOkkoGfads6amselQowbbiNftPtJCRGgIU9P1/TsalAyL3xvYPKeV4ZGJCAthzRmZPL3zCO3dKpUIFkU1beQkRRMbGeZ0KGPWWdNS6e5zs0mDbcTLdle1UJARR0SY0rTRMKyrbIxZbYwpNsaUGGO+8T7HLTLGuIwxV3svRAl2OyubiYsMY5Jms4/YDUty6ehx8cT2KqdDkVFSrM1zPrd0UgoRoSGaRideZa1ld1UrhSqRGDUnTYaNMaHAncAaYCZwvTFm5nsc9xNgnbeDlOC2q7KFwmzNZj8d8yYkMj0jjvs3HlYrqCDQ3eeitL6D6do851PREaEsmpTEawe0iU68p7LpGC3HejVsYxQNZ2V4MVBirS211vYADwCXD3Hc54BHAPVwEq/p6XOzr7pN/YVPkzGGG5fksudI6/GyExm7DtZ14HJb1QuPgrOmplFU00Zta5fTocgYsWdg8pzaqo2a4STD2UDFoNuVnvuOM8ZkA1cCd3kvNBEoqmmlx+XW5DkvuHxeNtHhody/8bDToYiPFddqDPNoWekZzazVYfGW3VWthIYY/TE7ioaTDA/13vSJ77PeAXzdWvu+W2qNMbcYY7YYY7YcPaoaKzm545PntHnutMVHhXPZnCye3HGE1q5ep8MRHyqqaSMiNIQ8jXH1uekZcaTGRqpuWLxmV1ULU9NjiQoPdTqUoDGcZLgSmDDodg5w5IRjFgIPGGPKgKuB3xljrjjxhay1d1trF1prF6alpY0sYgkqOyubSRoXTk5StNOhjAk3LMnlWK+LJ97WRrqxrKi6jSnpsYRrSI3PhYQYzpqaymsH6nG7VY8vp6d/81yL6oVH2XB+Um4GphpjJhljIoDrgCcHH2CtnWStzbPW5gEPA5+x1j7u7WAl+OysbGF2TiLGaPOcN8zOSWBWVjz3aSPdmKZOEqPrrKmpNHb0sLe61elQJMDVtnbT0NFDYZY2v46mkybD1to+4LP0d4nYBzxord1jjLnVGHOrrwOU4HWsx8WBunaVSHiRMYYbluRSVNPG2xXNTocjPtDS2UtNa5fqDUfRiqn9o5k1jU5O18DkOfXVH13Deg/NWvustXaatXaKtfaHnvvusta+a8Octfaj1tqHvR2oBJ+91S243JbZmjznVZfPzSYmQhvpxqq3K5oAbZ4bTelxUczIjOe1/dpEJ6dn95EWjIEZmVoZHk0qKBO/taNCm+d8ITYyjMvmZvP0ziO0HNNGurHm8beriI8KY+nkFKdDCSorp6aypbyRDk15lNOwu6qFKWmxjIvQ5MjRpGRY/NauqhbGx0cyPj7K6VDGnBuX5NLV6+axbZVOhyJe1NrVy9o9NVw2N0s70UfZWVPT6HVZNh5qcDoUCWC7q1pVL+wAJcPit3ZUNnOG+gv7RGF2ArNzErh/kzbSjSXP7qymq9fN1QsmnPxg8aqFeUlEhYfwqkolZISOtnVT09qlThIOUDIsfqmtq5fSox3MUYmEz9ywOJf9te1sLW9yOhTxkoe3VpKfHqvvGwdEhYeyZFKKNtHJiB2fPKdkeNQpGRa/tEs7an3u0jlZxEaGaSPdGHGovoMt5U1cvSBHrQgdctbUVEqPdlDZ1Ol0KBKA9hzpb803U2USo07JsPilXccnzyU6G8gYFhMZxpXzsnl6VzXNnT1OhyOn6ZGtlYQYuHJettOhBK1VBf3DpJ7ZWe1wJBKIdle1kJcyjviocKdDCTpKhsUv7axsYUJyNMkxEU6HMqbdsCSXnj43j2zTRLpA5nJbHtlWycppadpw6qD89DhW5Kfyh1dL1VVCTtmuqhZmqUTCEUqGxS/trGpmtjbP+dyMzHjm5SZy/8ZybaQLYG8dbKC6pYurF+Q4HUrQ+/KF02js6OEvb5Y5HYoEkObOHiqbjlGYpWTYCUqGxe80dvRQ0XhM/YVHyQ2Lczl4tINNhxqdDkVG6OGtFcRHhXH+jPFOhxL05ucmce70dO5+tZTWLvXxluEZqBc+QyvDjlAyLH5nZ2UzoM1zo+WS2VnERYVx/yZtpAtE6i3sf758wTRajvXyx9cOOR2KBICjbd3c8cJ+QkMMs7R5zhFKhsXvDGye01/IoyM6IpSr5ufw3K4aGju0kS7QqLew/ynMTmD1rAz+9PohmvQ9Je9ja3kTl/zmNXZVtfCLa+aQpH0yjlAyLH5nR2ULk9NiiNOO2lFzw5JcelxuHtmqiXSBRr2F/dOXLphGe08fd79W6nQo4oestfz9rTKuu/stIsNCefS25VyhTjCOUTIsfmdXVTNz1FJtVE0bH8fCiUmaSBdg1FvYfxVkxHHp7Cz+8kYZ9e3dTocjfuRYj4v/eHAH335iDyvyU3nqsyvUW9hhSobFr9S2dlHb2q0SCQd8eOlEDtV3sG5PjdOhyDCpt7B/+8L5U+nuc/H79QedDkX8xOGGTj74+zd5bHsVXzx/Kn/8yCISxuldUKcpGRa/stNTLzxngpLh0XbJ7EympMXw83/vp8/ldjocOQn1FvZ/U9Ji+eD8HP6xoZza1i6nwxGHvVxUxyW/eY2qpk7+9JFFfPH8aYSE6B0df6BkWPzKjopmQkMMMzOVDI+2sNAQvnpRASV17Tz6toZw+Dv1Fg4MXzhvKi635c6XS5wORRzidlvueGE/H//rZrKTxvH0587inOnpToclgygZFr+yqayRwqx4oiPUIsoJF83KYE5OAnc8v5+uXpfT4cj7UG/hwDAheRwfWjSBf246TGVTp9PhiAM+98+3ueOFA1w5N5tHbzuT3JRxTockJ1AyLH6ju8/F9opmFuUlOx1K0DLG8LXV0znS0sV9G9V32F+pt3Bg+ew5+RgMv31Jq8PBpqSujWd2VXPbqin84kNztNDjp5QMi9/YVdlCT5+bRZOUDDtpeX4qK/JTufPlEto0QcsvqbdwYMlKjOaGJbk8tLWSsvoOp8ORUbRuTy0AH1mWp44vfkzJsPiNTWX944AXTkxyOBL56kUFNHb0cK8maPkl9RYOPJ9ZNYXwUMOvXzzgdCgyitburmFebiIZCdrk6s+UDIvf2HyokSlpMaTERjodStCbMyGRNYUZ3PtaKQ3qkepX1Fs4MKXHR3Hzsjwe315FSV270+HIKKho7GRXVQurZ2U4HYqchJJh8Qsut2VLeROLVSLhN/7jwgKO9bq482X1SPUn6i0cuD69cjLR4aHc8cJ+p0ORUTDQs/0iJcN+T8mw+IXimjbauvq0ec6P5KfHcs2CCfxjQ7l2wfsJ9RYObCmxkXxs+SSe3lnNvupWp8MRH1u3p4bpGXHkpcY4HYqchJJh8QubPfXCSob9yxfOnwoG7nhBdY7+QL2FA9+nzppMXFQYv/h3sdOhiA/VtXWxpbyJ1YVaFQ4ESobFL2wqayQzIYqcpGinQ5FBshKjuXnpRB7dVsmB2janwwl6D25Rb+FAlzAunNvPyeeFfXU8s7Pa6XDER57fW4u1KBkOEEqGxXHWWjYfamRRXrI2BPmhz5yTz7iIMH6ulSxHHW7o5Jld1VyzcIJ6Cwe4T66YxJycBP7z8V0cbdMG1bFo7e4aJqXGUDA+zulQZBiUDIvjDjd2UtfWrf7Cfio5JoJbVk5m3Z5a3j7c5HQ4Qev3rxwk1BhuWTnZ6VDkNIWFhvCLD82ho8fFtx7bhbXW6ZDEi1o6e3nrYAMXzcrQAk+AUDIsjtt0qL9eeLHqhf3Wx1dMIiUmgp+uLdYvbgccaT7Gw1sr+NCiHG2cGyPy0+P46oUF/HtvLY9vr3I6HPGiF4tq6XNblUgEECXD4rjNZY0kRIczNT3W6VDkPcRGhvHZc/N5q7SB10vqnQ4n6Nz9ainWwq1nT3E6FPGij6+YxMKJSXzniT3UtHQ5HY54ydrdNWQmRDE7W0NxAoWSYXHc5rImFuUlERKit5P82Q1LcslOjOana4txu7U6PFrq2rr456bDfHB+NjlJ45wOR7woNMTw82vm0OeyfP2RnXrXZQzo7Onjlf1HuWhWhn6nBRAlw+KourYuDtV3qKVaAIgMC+VLF0xjV1ULz+7WLvjRcu9rh+h1ufnMqnynQxEfyEuN4RtrpvPK/qP8a3OF0+HIaXql+CjdfW4N2ggwSobFUVvK+jdkafNcYLhyXjbTM+L4/lN7aerocTqcMa+xo4d/bCjnsjlZatw/ht20dCJnTknhv5/eS0WjBtwEsud215AcE8GivCSnQ5FToGRYHLXpUCNR4SEUZqm2KhCEhhh+8aE5NHX28M1HtQve1/78xiE6e1zcfo5WhceykBDDT6+ejTGGrz28U2VIAaq7z8VLRXVcMGM8YaFKrwKJ/m+JozaXNTJvQhIRYfpSDBSzshL4yoUFrN1Tw8NbK50OZ8xqOdbLX94oY01hBlPVq3TMy0kax39+YAZvlTbw9w3lTocjI/BmSQPt3X3qIhGAlIGIY9q6etlX3aoSiQD0ybMms3RyMt97cg+HG/S2ri/87c0y2rr7+Oy5WhUOFtcumsCqgjR+/FwRZfUdTocjp2jt7hriIsM4Mz/F6VDkFCkZFsdsLW/CbdVfOBD1l0vMJSTE8KUHt9Pncjsd0pjS0d3HH984xHnT05mlEqKgYYzhxx+cTXio4SsP7cClcomA0edy8/y+Ws6dkU5kmCZEBholw+KYzWWNhIYY5uUmOh2KjEB2YjQ/uKKQreVN/H79QafDGVP+saGc5s5erQoHoYyEKP7r8llsKW/ij6+XOh2ODNPmsiYaO3pYrS4SAUnJsDhm86EmCrPiiYkMczoUGaHL52Zz+dws7njxANsrmp0OZ0zo6nVxz2ulnDU1lXm52pEejK6Ym82FM8fz83/vZ3dVi9PhyDCs21NDZFgIZxekOR2KjICSYXFEd5+L7ZXN6i88Bnz/8kLGx0XypX9tp7Onz+lwAt4Dmw5T397DZ9VBImgZY/jhlWeQPC6CG+7ZwNbyRqdDkvfhdlvW7q7h7GlpjIvQ4k4gUjIsjthZ2UJPn1ub58aAhOhwfvGhuZQ1dPCDZ/Y5HU5A6+5zcdcrpSyelMySydqEE8zS4iJ56NZlpMRGcuO9G1lfXOd0SPIedla1UNPapS4SAUzJsDhi06H+lY6FE/U28FiwbEoKt6yczP0bD/PC3lqnwwlYj2ytoqa1i8+pVliACcnjePDTy5icGsun/raFp3YccTokGcLa3TWEhRjOmz7e6VBkhJQMiyM2lzUyJS2GlNhIp0MRL/nyBdOYmRnP1x/ZydG2bqfDCTi9Lje/W1/CnAmJrMhPdToc8RNpcZE88OmlzJuQxOcfeFs9iP2MtZa1u6tZNiWFhHHhTocjI6RkWEady23ZWtbEYpVIjCmRYaH86rq5tHf38fVHdmo63Sl6YvsRKpuO8flz8zHGOB2O+JH4qHD+9onFnFuQzrcf381vXzqg7y8/UVzbRllDp0okApySYRl1RTWttHX3afPcGDR1fBzfXDOdl4rquG/jYafDCRi9Lje/e7mEmZnxnDs93elwxA9FhYdy100LuHJeNj//935+8Mw+jW32A2t312AMXDhTyXAg07ZHGXWbPfXCSobHppuX5fFS8VF+8Mxe5ucmMTMr3umQvK6r18UbJfXsqGxh6aRkFk9KJiz01NcWalq6eGDzYR7YVEFNaxd3fXi+VoXlPYWHhvCLa+aQEB3OH18/RHNnLz+56owRfe2Jd6zdXcOiicmkxankL5ApGZZRt7msicyEKHKSop0ORXwgJMTw82tmc9lv3uBTf9vCE59dTuoYqA1v7erl5aI61u2pYX3xUTp7XAD8GkiNjWB1YQYXn5HJkkkphIa8d0LrdlteL6nnvo3lvLCvDpfbsnJaGj+4opDzZ2oDjry/kBDDdy+dSXJMBL98fj+tXb385vp5RIVr6tloK6vvoKimjW9fMtPpUOQ0KRmWUWWtZVNZI8smp2gFbAxLj4vinpsXcs0f3uTWv2/lvk8tCcgRpXVtXTy/t5Z1e2p562A9vS5LWlwkV8zL5qJZGcydkMibJfU8vauaR7ZW8Y8Nh0mNjWRNYQYfmJ3Jorzk44lxQ3s3D22t5P6Nhznc2ElKTASfOmsyNyzOJTdlnMOfqQQSYwyfP28qiePC+e6Te/jg797k2kUTWF2Ywfj4KKfDCxrP7KoG4KJZ+iM20BmnivAXLlxot2zZ4si5xTll9R2s+vl6/vuKQm5aOtHpcMTHntlZze33b+Oq+Tn8/JrZAfMH0NM7j/DnN8rYdrgJayEvZRwXzcrgwlnjmTchiZAhVn47e/pYX3yUZ3ZW82JRLV29btLi+hPj5s5e1u6uocflZsmkZG5cOpGLZo0PyD8QxL88u6uaO17Yz/7adozpb1e5pjCTNWdkkJmgd998xe22rPr5ejITovjXp5c5HY4MgzFmq7V24VCPDWtl2BizGvgVEArca6398QmPXw78N+AG+oAvWmtfP62oZUzaVNZfL7xY9cJB4QOzMzlQN5U7XjhAQUYst6yc4nRIJ/X0ziN89v63mZoey5fOn8ZFszKYNj72pIn8uIgwLj4jk4vPyKSzp4+Xiup4Zmc1D26pICI0hBuX5nLjklzy0+NG6TORYDDwNVdS18azu2p4dlc13396L99/ei/zcxO5+IxMVhdmkJOkdx+86bWSeg43dvKViwqcDkW84KQrw8aYUGA/cAFQCWwGrrfW7h10TCzQYa21xpjZwIPW2unv97paGQ5OX31oB//eW8vb375gyNU1GXvcbsvn/vk2z+6u5t6bF3LeDP99S3FDaQM3/3ETcyYk8PdPLPFKHWZXrwtj0CqwjJrSo+08t7s/Md5zpBWAOTkJnJmfyrwJiczLTdKGr9N0y9+2sLW8iTe/ea6+twPE6a4MLwZKrLWlnhd7ALgcOJ4MW2vbBx0fA6jfiwxpc1kji/KGfptZxqb+DXVzONzYyef/+TaPfmY5BRn+tzpaXNPGp/62hdyUcdxz80KvbUjSxiYZbZPTYrn9nHxuPyef8oYOnt1Vw7o9Ndzzail9nnZsOUnRzM9NYl5uf3I8MzOeiDB1pRiO6pZjvFhUxy0rJysRHiOGkwxnAxWDblcCS048yBhzJfAjIB34gFeikzGlrq2LsoZOrl+c63QoMsqiI0K55+aFXPbb1/nEXzfzxO3L/Wr6YHXLMT76501Eh4fyl48tInFchNMhiXjFxJQYbls1hdtWTaGr18WeIy28fbiZbYeb2FzWyJOeEc8RYSEUZsWzaFIyF8wYz/xcLVq8l39trsBtLdcv0u+ysWI4yfBQ3w3vWvm11j4GPGaMWUl//fD573ohY24BbgHIzdUXUbDZUtYEwCJNngtKGQlR3H3zQq79w1vcdt82/vGJJX6xEtXa1cvH/ryZtq4+/vXppaqtlDErKjyUBROTWTDx/34GV7ccY/vhZt6uaGZbeRN/ev0Qf3illNTYSC6Ymc6FszI4c0qKVkA9+lxuHthUwcqpaeoCM4YMJxmuBCYMup0DHHmvg621rxpjphhjUq219Sc8djdwN/TXDI8gXglgmw41EhUeQmFWgtOhiEPmTkjkp1fP5gsPbOfbj+/mx1ed4WiHie4+F5/+21ZK6tr5y8cWM0tfmxJkMhOiyTwjmjVnZAL9fxyuLz7Kuj01PLn9CP/cVEFsZBirCtK4cFYGqwrSiI8Kdzhq57xUVEdNaxffv3yW06GIFw0nGd4MTDXGTAKqgOuAGwYfYIzJBw56NtDNByKABm8HK4Ftc1kj8yYk+cVqoDjn8rnZHKht57cvlzB1fCyfPGuyI3G43ZavPLSTt0ob+N9r57BiaqojcYj4k/iocC6bk8Vlc7Lo7nPxZkkD/95bw/N7a3l6ZzXhoYYzp6Ry09KJnDcjPWDaJXrLPzYeJiM+SmPTx5iTJsPW2j5jzGeBdfS3VvuTtXaPMeZWz+N3AVcBNxtjeoFjwLXWqQbG4peOtnWzr7qVz5831elQxA98+YJpHKhr43+e3UdaXCSXzcka9V+qP15bxFM7jvD11dO5cl7OqJ5bJBBEhoVyzvR0zpmezg+usLx9uIl1e2p4dlcNn/zbFubkJPClC6Zx9rS0oEiKDzd08ur+o3zx/KkagT3GaOiGjIq/vlnGd5/cw7+/tJJp4/2vk4CMvs6ePq6/ewM7KltYMimZb148g7kTEkfl3H96/RDff3ovH1k2ke9dNisofpGLeEuvy82j2yr59YslVDUfY35uIl++oIDl+WN7suiPnyvintdKeePr55KRoEl/geb9WqvpTxsZFU/uOML0jDglwnLcuIgwHr7tTL5/+SxK6tq54s43uP3+bZQ3dPj0vM/uqua/n9nLRbPG851LlQiLnKrw0BCuXZTLy19ZxQ+vLKS6pYsP/3Ej1969gQ2lY7NCsrvPxUNbKjhveroS4TFIybD4XGVTJ1vLm7h0TpbToYifCQ8N4eZlebzytXP4/HlTeWlfHef/8hW+9+QeGtq7vXqurl4X97xayhf/tZ0FuUn86rp5hKp1lMiIRYSFcOOSiaz/6iq+f/ksyuo7uO7uDdxwzwa2eKaNjhXr9tTS0NHDjUsnOh2K+IDKJMTnfr/+ID9ZW8SrXz1HrWjkfdW1dnHHiwf41+YKosNDuW3VFD6+fBLRESNv69TncvPItkrueOEA1S1drCpI445r56qXsIiXdfW6uG/jYX6/voT69h7OnzGeX18/l3ERw9mr79+u/cNbVLd0sf4rq9R/OUC9X5mEkmHxuYt/9RoRYSE8fvtyp0ORAFFS18ZP1hbz/N5axsdH8vnzpnJxYSZJMcNPYK21rNtTw8/WFXPwaAdzJyTy9dXTWTYlxYeRi0hnTx9/ebOMn68rZsmkFP700UWn9Qet00rq2jj/l6/yjTXTufXsKU6HIyN0uuOYRUaspK6dvdWtfOeSmU6HIgEkPz2Oe25eyOayRv7n2X1867Hd/OfjuynMSmB5fipnTU1lwcSk9xx1/ObBen6ytpgdFc1MSYvhrg8v4KJZ41UfLDIKxkWE8ZlV+WQlRPOlB7fzqb9t4d6PeG/E+Wj7x4bDhIcarlmgrjNjlZJh8akndxwhxMAlszOdDkUC0KK8ZB697Uzermjm9QP1vH6gnntfK+WuVw4SGRbC4knJLM9PZUV+KjMz49lb3cpP1xXz6v6jZCZE8dOrZvPB+dlqgyTigCvmZdPntnz14R3c8vet3H3TgoBLiI/1uHhkWyVrCjP9aoS8eJeSYfEZay1P7TjC0skppMdr962MjDGG+blJzM9N4vPnTaWju4+Nhxp4/UADr5cc5cfPFQGQEB1Oy7FeEseF862LZ3DTsokB94tXZKy5ekEOLrebrz+yi8/ct43ff3h+QI12fmrnEdq6+rhxSa7ToYgPKRkWn9ld1cqh+g4+vdKZCWMyNsVEhnHu9PGcO3080L/p7vWSet482EBWYjSfPGtSUI+LFfE31y7KxeWG//fYLm6/721+d+P8gJlEet/Gw+Snx7J4UrLToYgPKRkWn3lyRxXhoYbVhRlOhyJjWHp8FB+cn8MH56ueT8Rf3bAkF5fbzbef2MPn/rmN394wn3A/L1/aXdXCjopmvnvpTO03GOP8+ytRApbbbXl6ZzUrp6aphZWIiHDTsjy+e+lM1u2p5YsPbKfP5XY6pPd138bDRIWH6A/tIKCVYfGJLeVNVLd08Y01050ORURE/MTHlk/C5bb84Jl9hIQY/vdDc/xyg2tbVy9PbK/isjlZJESr7GqsUzIsPvHkjiqiwkM4f8Z4p0MRERE/8smzJtPntvz4uSLCQgw/v2aO302DfPztKjp7XNy4RBPngoGSYfG6XpebZ3fVcP6M8cRE6ktMRETe6dazp+ByW362rhiX2/KLD83xmxriXpebv28opzA7ntk5CU6HI6PAP77yZEx5o6Sexo4eLpuT5XQoIiLip24/J5+vr57OkzuOcOvft9LV6xrxa7V09vK9J/fw1sGG04rJWsu3H9/N/tp2bjs7XxvngoSSYfG6J3ccIS4qjLML0pwORURE/Nhtq6bwgysKeam4jo/+eRPt3X2n/Br7qlu57M7X+cubZXzsL5vYdKhxxPH8bv1BHthcwefOzecDGhYVNIIqGbbW8uCWCjp7Tv2bTYanq9fFv/fUsnpWRkA1VhcREWd8eOlE7rh2LpvLmrjxng00dfQM+7lPbK/iyt+9wbEeF/fcvJDsxGg+/pfN7KxsPuU4nthexc/WFXP53Cy+fMG0U36+BK6gSob3VbfxjUd28qm/bTmtt2Pkva0vrqO9u4/L5qpEQkREhufyudn84cML2FfTxof+8Ba1rV3ve3yvy833n9rLFx7YzuzsRJ7+/AoumDme+z65lKSYcG7+0yaKalqHff6NpQ189aGdLJ6UzE+vnq3yiCATVMnwzKx4fnb1HN482MAtp1mfJEN7cscRUmMjWDY5xelQREQkgJw/czx//dhijjQf4+q73uRwQ+eQx9W1dXHjvRv50xuH+OiZedz3qSWkx0UBkJEQxf2fXEpUWCgfvncTpUfbT3reg0fbueXvW8lJjubumxboXc0gFFTJMMBVC3L48QfP4NX9R7n9vm309Pl30+9A0tbVy4v76vjAGZl+2TdSRET827IpKdz/qaW0dfVx9V1vUlzT9o7Ht5Y3celvXmdnZTN3XDuX7102611dKCYkj+Mfn1yCtZYb791IRePQSTVAfXs3H/vzZsJCDH/56GINiQpSQZmxXLsolx9cUciLRXV87p/b6PXzKTiB4vm9tXT3uVUiISIiIzZnQiIPfnoZANfe/RbbK5qx1vKPDeVcd/dbRIaF8uhty7liXvZ7vkZ+eix//8QSOrr7+PAfNw5ZdtHV6+KTf91CbWsX935kIbkp43z2OYl/C8pkGPoL9o+PhfyX/4+FDARP7jhCdmI083OTnA5FREQC2LTxcTx865nERYVx4z0buPUfW/nPx3ezPD+Vpz67gplZ8Sd9jZlZ8fz144upb+vmw/dupKG9+/hjbrfliw9sZ0dlM7+6bi7z9HsrqAVtMgz9YyG/dfEMntlZzVce2oHLbZ0OKWA1dvTw+oF6Lp2TpY0HIiJy2nJTxvHwrWeSnRTNuj21fP68qfzpI4tIGDf88cjzcpP440cXcbixk5v/tImWY70A/Oi5fazdU8O3Lp7B6kK1UAt2QT8e7FMrJ9PjcvOzdcWEhYbw06tmE+JnYyEDwXO7q+lzWy6dox8qIiLiHePjo3jktjOpaj7G9IyTrwYPZenkFP5w0wI+9bctfPTPm1g9K4N7XjvER5ZN5BMrJnk5YglEQZ8MQ/8UnF6XmzteOEB4qOGHV5yhhPgUPbn9CFPSYpiZObIfViIiIkOJiwpnesbwV4OHsqognd9cP5/b79/G24ebOX9GOt+5dJbeyRRAyfBxXzhvKr0uN3e+fJDw0BD+6zJ9kwxXTUsXm8oa+eJ503TNRETEL60uzOA318/jhb21/ODKQkK16CUeSoY9jDF85cICel2Wu18tpddl+ebF04mPOr2/RoPBY29XYS3qIiEiIn7t4jMyufgMlfPJOykZHsQYwzfXTAfg7ldLeXZXNbetmsJHluURHaEm3ENp7erl7lcPctbUVCalxjgdjoiIiMgpCepuEkMxxvD/Lp7B059bwfzcRH78XBErf/Yyf3urTAM6hvCHVw7S1NnL11dPdzoUERERkVOmZPg9FGYn8OePLebhW5cxKTWG7zyxh3N/sZ6Ht1aqBZtHbWsXf3z9EJfPzaIwO8HpcEREREROmcokTmJhXjL/umUprx2o52frivnKQzu465WD/McF01hdmPGODWMut6WhvZu6tm6Oev7VtXXR67JMSB5HrudfelzkmOhWcccLB3C5Lf9xQYHToYiIiIiMiJLhYTDGsHJaGmdNTWXdnhp+8e/93HbfNmZkxjM+PpK61m6OtnfT0N7NcBaNI8JCmJAUfTw5HkiU50xIZHx8lO8/IS8oqWvnwS0V3LR0okZYioiISMBSMnwKjDGsLszkgpkZPLG9ij+9cYiG9h4yE6KYnZNAelwkaXGRpMVFkRYXefy2MXCkuYvDjZ0cbuykorGTww39H28ua6K9u+/4OSanxrBkcgpLJyezdHKK3ybHP1tXRHR4KJ87N9/pUERERERGTMnwCISGGD44P4cPzs8Z9nMmpcYM2W3BWktzZy+l9R1sLW9kY2kjT+84wj83HT7+vKWTk1kyKYWlk1PISHA+Od5a3sS6PbV8+YJppMRGOh2OiIiIyIgZa53ZDLZw4UK7ZcsWR87t71xuy94jrWw81MCG0gY2Hmqkrat/9XhyWgyrZ2Vw8RmZzMqKH/UhF9Zarv3DBkrrO3j1a6sYF6G/p0RERMS/GWO2WmsXDvWYMhk/FBpiOCMngTNyEvjkWZNxuS37qlvZUNrA+uKj/OHVUn63/iA5SdGsKcxgzRmZzM1JHJVNeS/uq2NTWSM/uKJQibCIiIgEPK0MB6Cmjh6e31vLc7ureb2knl6XJSM+itWFGawpzGBhXrJPxky63JbVd7xKn9vy7y+tJDxUnflERETE/2lleIxJiongQ4sm8KFFE2g51stLRbU8u6uG+zcd5i9vlpEaG8GsrARPp4poJiT1d6yYkDyOhOiRj5d+ZFslB+ra+d2N85UIi4iIyJigZDjAJUSHc+W8HK6cl0N7dx8vF9Xxwr5aDh5tZ3tFMy3Het9xfHxUGLkp45iQNI7C7ARuXjaRuKiTJ8hdvS7+9/n9zJmQyJrCDF99OiIiIiKjSsnwGBIbGcalc7K4dE7W8ftajvVS0dhJZdNAW7djVDR1UlzbxnO7a/jT64f44gXTuG7RhPdd7f3rm2VUt3Txv9fOHfVNeyIiIiK+omR4jEuIDichO2HIcck7K5v54TP7+Pbju/nzG4f45poZnD8j/V3JbnNnD3e+XMI5BWksnZwyWqGLiIiI+JwKP4PY7JxEHrhlKffc3F9P/qm/beHauzewo6L5Hcf9fv1B2rr7+Nrq6Q5EKSIiIuI7WhkOcsYYLpg5nlUFaTywuYI7nt/P5Xe+weVzs/jKhQWEhhj+/GYZV87LZkZmvNPhioiIiHiVkmEBIDw0hJuWTuSKuVn84ZVS7nmtlOd21RyfmvcfFxY4HKGIiIiI96lMQt4hLiqcr1xUwPqvruLSOVnsr2vjY8vzyE6Mdjo0EREREa/T0A15X3WtXaTGRo7KdDsRERERX9DQDRmx9Pgop0MQERER8RmVSYiIiIhI0BpWMmyMWW2MKTbGlBhjvjHE4zcaY3Z6/r1pjJnj/VBFRERERLzrpMmwMSYUuBNYA8wErjfGzDzhsEPA2dba2cB/A3d7O1AREREREW8bzsrwYqDEWltqre0BHgAuH3yAtfZNa22T5+YGIMe7YYqIiIiIeN9wkuFsoGLQ7UrPfe/lE8BzpxOUiIiIiMhoGE43iaF6ag3Zj80Ycw79yfCK93j8FuAWgNzc3GGGKCIiIiLiG8NZGa4EJgy6nQMcOfEgY8xs4F7gcmttw1AvZK2921q70Fq7MC0tbSTxioiIiIh4zXCS4c3AVGPMJGNMBHAd8OTgA4wxucCjwE3W2v3eD1NERERExPtOWiZhre0zxnwWWAeEAn+y1u4xxtzqefwu4DtACvA7YwxA33tN+RARERER8RcaxywiIiIiY9r7jWN2LBk2xhwFyh05OaQC9Q6dO9jp2jtH1945uvbO0bV3jq69c3Tt322itXbIDWuOJcNOMsZsURmHM3TtnaNr7xxde+fo2jtH1945uvanZljjmEVERERExiIlwyIiIiIStII1Gb7b6QCCmK69c3TtnaNr7xxde+fo2jtH1/4UBGXNsIiIiIgIBO/KsIiIiIhIcCXDxpjVxphiY0yJMeYbTsczlhlj/mSMqTPG7B50X7Ix5nljzAHPf5OcjHGsMsZMMMa8bIzZZ4zZY4z5gud+XX8fM8ZEGWM2GWN2eK79f3nu17UfJcaYUGPM28aYpz23de1HiTGmzBizyxiz3RizxXOfrv8oMMYkGmMeNsYUeX72L9O1H76gSYaNMaHAncAaYCZwvTFmprNRjWl/AVafcN83gBettVOBFz23xfv6gP+w1s4AlgK3e77Wdf19rxs411o7B5gLrDbGLEXXfjR9Adg36Lau/eg6x1o7d1BbL13/0fErYK21djowh/7vAV37YQqaZBhYDJRYa0uttT3AA8DlDsc0ZllrXwUaT7j7cuCvno//ClwxmjEFC2tttbV2m+fjNvp/KGaj6+9ztl+752a4559F135UGGNygA8A9w66W9feWbr+PmaMiQdWAn8EsNb2WGub0bUftmBKhrOBikG3Kz33yegZb62thv6EDUh3OJ4xzxiTB8wDNqLrPyo8b9NvB+qA5621uvaj5w7ga4B70H269qPHAv82xmw1xtziuU/X3/cmA0eBP3tKhO41xsSgaz9swZQMmyHuUysNGbOMMbHAI8AXrbWtTscTLKy1LmvtXCAHWGyMKXQ4pKBgjLkEqLPWbnU6liC23Fo7n/5yxNuNMSudDihIhAHzgd9ba+cBHagk4pQEUzJcCUwYdDsHOOJQLMGq1hiTCeD5b53D8YxZxphw+hPh+6y1j3ru1vUfRZ63KdfTXzuva+97y4HLjDFl9JfBnWuM+Qe69qPGWnvE89864DH6yxN1/X2vEqj0vAsF8DD9ybGu/TAFUzK8GZhqjJlkjIkArgOedDimYPMk8BHPxx8BnnAwljHLGGPorx3bZ6395aCHdP19zBiTZoxJ9HwcDZwPFKFr73PW2m9aa3OstXn0/3x/yVr7YXTtR4UxJsYYEzfwMXAhsBtdf5+z1tYAFcaYAs9d5wF70bUftqAaumGMuZj+mrJQ4E/W2h86G9HYZYz5J7AKSAVqge8CjwMPArnAYeAaa+2Jm+zkNBljVgCvAbv4v9rJ/0d/3bCuvw8ZY2bTv1EllP7Fhgettd83xqSgaz9qjDGrgK9Yay/RtR8dxpjJ9K8GQ//b9vdba3+o6z86jDFz6d84GgGUAh/D8zMIXfuTCqpkWERERERksGAqkxAREREReQclwyIiIiIStJQMi4iIiEjQUjIsIiIiIkFLybCIiIiIBC0lwyIiIiIStJQMi4iIiEjQUjIsIiIiIkHr/wPJhp/yaNWrhQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 110 # column number or pixel numer\n", "j = i+1\n", "\n", "# Plot between noised and smoothed ndvi\n", "fig, ax = plt.subplots(figsize=(12,5))\n", "ax = DF_Validation.iloc[:,i:j].plot(ax=ax)\n", "ax.set_title('2011 NDVI Timeseries')" ] }, { "cell_type": "markdown", "id": "1cba647a", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "id": "e2e063e1", "metadata": {}, "source": [ "### 5.2 Paddy Classes" ] }, { "cell_type": "markdown", "id": "825ffb30", "metadata": {}, "source": [ "**Visualize data**" ] }, { "cell_type": "code", "execution_count": 20, "id": "66575f90", "metadata": {}, "outputs": [], "source": [ "# Arrange dataframe for plot\n", "DF_Validation = pd.read_csv('output/4/validation_data/validation_paddy.csv').T\n", "\n", "Date = pd.read_csv('output/2/date_img/date_img.csv').iloc[:65]\n", "\n", "date = []\n", "for i in Date.iloc[:].values:\n", " date.append(i[0])\n", "\n", "DF_Validation.columns = date\n", "\n", "DF_Validation = DF_Validation.T" ] }, { "cell_type": "code", "execution_count": 21, "id": "9c06370f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '2011 NDVI Timeseries')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 206 # column number or pixel numer\n", "j = i+1\n", "\n", "# Plot between noised and smoothed ndvi\n", "fig, ax = plt.subplots(figsize=(15,5))\n", "ax = DF_Validation.iloc[:,i:j].plot(ax=ax)\n", "ax.set_title('2011 NDVI Timeseries')" ] }, { "cell_type": "code", "execution_count": 22, "id": "b8aa9ce0", "metadata": {}, "outputs": [], "source": [ "Date = pd.read_csv('output/2/date_img/date_img.csv').iloc[:65]" ] } ], "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 5 }