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@kiko-datasparq
Created January 13, 2021 12:52
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Exploratory Data Analysis / Feature Engineering / Model - Predicting number of houses sold in the UK
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"DOWNLOAD DATA FROM\n",
"\n",
"https://www.kaggle.com/hm-land-registry/uk-housing-prices-paid"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Selected columns\n",
"columns = [\n",
" 'Price', 'Date of Transfer',\n",
" 'Property Type', 'Old/New', 'Duration', 'Town/City', 'District',\n",
" 'County', 'PPDCategory Type'\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Min date: 1995-01-01 00:00\n",
"Min max: 2017-06-29 00:00\n"
]
}
],
"source": [
"# Read whole dataset\n",
"df = pd.read_csv(\"price_paid_records.csv\", usecols=columns)\n",
"print(\"Min date: {}\".format(df['Date of Transfer'].min()))\n",
"print(\"Min max: {}\".format(df['Date of Transfer'].max()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Explore Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df_group_date = df.groupby(by='Date of Transfer') \\\n",
" .agg(count_col=pd.NamedAgg(column=\"Price\", aggfunc=\"count\")) \\\n",
" .reset_index()\n",
"df_group_date['Date of Transfer'] = pd.to_datetime(df_group_date['Date of Transfer'])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"locator = mdates.YearLocator(5)\n",
"locator_fmt = mdates.DateFormatter('%Y')\n",
"# Plot raw data\n",
"fig, ax = plt.subplots()\n",
"ax.plot(df_group_date['Date of Transfer'], df_group_date['count_col'])\n",
"#plt.axis([pd.Timestamp(ini_period), pd.Timestamp(end_period), 0, max_x1])\n",
"plt.grid()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Sold Houses (Count)')\n",
"plt.savefig('SoldHouses_Count.png', dpi=600)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Auxiliary function\n",
"def plot_period(df, locator, loc_fmt, column_id, ini_period, end_period, max_x1, max_x2, filename):\n",
" fig, ax = plt.subplots()\n",
" fig.set_figheight(5)\n",
" fig.set_figwidth(7)\n",
" ax.plot(df['Date of Transfer'], df['count_col'])\n",
" plt.axis([pd.Timestamp(ini_period), pd.Timestamp(end_period), 0, max_x1])\n",
" plt.grid()\n",
" plt.legend(['Date point'], loc='upper right')\n",
" plt.xlabel('Date')\n",
" plt.ylabel('Sold Houses (Date Point)')\n",
" ax2 = ax.twinx()\n",
" ax2.plot(df['Date of Transfer'], df[column_id], color='r', linewidth=1)\n",
" ax.xaxis.set_major_formatter(loc_fmt)\n",
" ax.xaxis.set_major_locator(locator)\n",
" plt.legend(['Rolling window'], loc='upper right', bbox_to_anchor=(1, 0.9))\n",
" plt.axis([pd.Timestamp(ini_period), pd.Timestamp(end_period), 0, max_x2])\n",
" #plt.tight_layout()\n",
" plt.ylabel('Sold Houses (Rolling Window)')\n",
" # Save figure\n",
" plt.savefig(filename, dpi=600)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot entire period"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create one year rolling window\n",
"df_group_date['1y_rw'] = df_group_date['count_col'].rolling(window=365, min_periods=365).mean()\n",
"# Plot by date\n",
"locator = mdates.YearLocator(5)\n",
"locator_fmt = mdates.DateFormatter(\"%Y\")\n",
"\n",
"filename = 'SoldHouses_Count_ALLyears.png'\n",
"plot_period(df_group_date, locator, locator_fmt, '1y_rw', '1995-01-01', '2017-04-01', 40000, 4000, filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot train-test period"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create one year rolling window\n",
"df_group_date['1m_rw'] = df_group_date['count_col'].rolling(window=60, min_periods=60).mean()\n",
"# Plot by date\n",
"locator = mdates.MonthLocator(1)\n",
"locator_fmt = mdates.DateFormatter(\"%Y\")\n",
"\n",
"filename = 'SoldHouses_Count_3years.png'\n",
"plot_period(df_group_date, locator, locator_fmt, '1m_rw', '2012-01-01', '2016-01-01', 25000, 5000, filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot year 2013"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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o0KG9y5wD3n777SxTyM6brpQqAT4I/Nd0+Cbgg0qpzcA5+nfonkzrVWRNuIvI5SIyTkRCIjJeRO5JaZ8kIjX6ZxGR60TkKBGZJSLLTOfdKyJT9H/3mY4vE5GZep/rxd/82IcPBxipcP5PZCBj/vz57NmjeSdXrVrFvHnzmD17Nh/96Eepr6937Ttz5kxqamrYsWMHxx57LNdccw0zZszg3HPPpb29HYClS5cye/Zs5syZw3e/+11mzpyZNs51113H008/DcBHP/pRvvCFLwBw77338uMf/xiA0tJSAN59exGf+eiHuPTSSznhhBO44oorEu/oiy++yDHHHMPxxx/Pf/+blKV1dXVccsklzJ49m3nz5rFmzRoAZs2aRUNDAyLCtImH88xjDyPAlVdeycKFC7t7Sy0QkVYRGSEijaZjtSJytohMFZFzDEHdHZnW2/Ar1PnwMcCRjaIePg4txGIxXnnlFS666CJAE2o333wza9asYdasWfzsZz/LeKzNmzdz3XXXsW7dOoYOHcrjjz8OwOc//3nuuOMOVq1aRTAYtO27YMECFi1aBMCePXtYv349AIsWLeKMM85IOVtYv3YNf/zjH1m6dCnbtm3jrbfeoqOjg2uuuYZnnnmG5cuXs3///kSPG2+8kblz57JmzRp+/etfc+WVVwJw2mmn8dZbb7Fu3TomTprEinffAeCdd95JugEGGXzh7sPHAIdvlh+4aG9vZ86cOYwdO5YDBw7wwQ9+kMbGRhoaGjjzzDMBuOqqq3jjjTcyHnPy5MnMmTMHgBNOOIEdO3bQ0NBAc3Mz8+fPB+DTn/60bV9DuK9fv57p06czZswY9u3bZytkBZg99wTGjx9PIBBgzpw57Nixg/fff5/JkyczdepUlFJ85jOfSfR58803+exnPwvAWWedRW1tLU1NTSxYsIA33niDN954g6uuvpbN769n7549DBs2jJKSkoyvfSDBF+4+fAxw+Ptb9xGU6ta/svJy53YPGD73nTt3IiLd9rmbUVBQkPgcDAaJRqMZ9z388MNpaGjgxRdf5IwzzmDBggX85z//obS01DYaPj8/Gc3eVVpmnHHGGSxatIhFixZx6ulnMGzECJ5+4r8sWLCgW+MNBPjC3YePAY6k5u5L96xCpFv/mpuanNszRHFxMbfddhu33HILJSUlDBs2LGEef+CBBxJafHcxdOhQysrKWLJkCQAPP/yw47nz5s3jj3/8Y0K4//73v7cXsg6Xd8wxx7Bjxw62bt0KwEMPJYPTFyxYwL/+9S9Ai6IfOXIk5eXlTJgwgZqaGjZv3szEyZOZe9I8/nLbH21cAYMHfVqhzocPH30PwdfcBwPmzp3L7Nmzeeihh7j//vv58pe/TFtbG0ceeST33dfzuK177rmHa665hkAgwJlnnsmQIUNsz1uwYAEvv/wyU6ZMYeLEidTV1XVJgy4sLOTOO+/kwx/+MMXFxSxYsCBR4OanP/0pX/jCF5g9ezbFxcXcf//9iX6nnHIKsVgMgONPns9tN/2c008/vQdX3L/hC3cfPgY4fKE+cJFaHe+ZZ55JfF68eHHa+f/4xz8Sn81V2tauXUtZWRkjR45k7drkRp7f+c53Ep9nzJiRiE6/6aabOPFE+5ovV199NVdfrWU+h0IhWltbbXk+6dQFnLYgaVH4y1/+kvh8/vnn8/7776eNPXz4cJ588klbug888AAA+xs7mHPiKdQ0dzC8JL2IzWCBL9x9+BjgSNaW96W8j+7jueee4ze/+Q3RaJSJEydaFgrdRXbfyMH9vvvC3YePAQ4joC4+uOc6Hz3EJz/5ST75yU/mmo0M4L/o4AfU+fAx4CGJv/6k5+PQQbbeRkn5O1jhC3cfPgY4xE+Fyxp8V8chDJtHM5iely/cffgY4EhUqMstGwMOhYWF1NbWDiqB0avItuqeeljfz72wsDBLhA8t+D53Hz4GPHzNPRsYP348VVVVVFdX92icjo6OnAucXPBwoL6dYEARry/sVfoN7RFaOqKEa0IcLLCKuMLCQsaPH+/Qc2DBF+4+fAxwJAPpfOnemwiFQkyePLnH41RWVtrtL96nyAUPH/7hc0wYXszr3/1Ar9L/2TPruO+t3fzikpl8ds7EXhmzP8I3y/vwMcCRTIXLLR8+fJgR71oRvoyRGHOQv/C+cPfhY4DDD6jzcagh8U5mwZqU2Euh10fuX/CFuw8fAxzJgLrBPt35OFSQTWuSv1GSBl+4+/AxwOHXlvdxqCGblnO/IqMGX7j78DHQ4afC+TjEkNSus2GW1/4O9vfdF+4+fAxwxP2AOh+HGCSLAtiPMdHgC3cfPgY4Emb5Qa/L+DhUkE1XkR9Qp8EX7j58DHD4mruPQw2SxSDPuO9zB3zh7sPHgIdk0b/pw0d30BfR8oMdvnD34WOAw98ly8ehhmyazg3ZPtiFvC/cffgY4PADjHwcashmKpyf567Bry3vw8cARzYjk3346A6SWrWfCucEpdRo4DTgMKAdWAssE5F4Jv2zprkrpe5VSh1USq01HfudUup9pdQapdQTSqmhprYfKqW2KKU2KqXOMx0/Xz+2RSn1A9PxyUqpJfrxR5RS+dm6Fh8++jP8ACMfhxr6Y4U6pdRQpdRjugzboJSar5QarpRaqJTarP8dpp+rlFK36fJpjVLqeNM4V+nnb1ZKXWVD5wNKqZeA54ALgHHAdOAnwHtKqZ8ppcq9+M2mWf4fwPkpxxYCM0VkNrAJ+CGAUmo68Clght7nr0qpoFIqCNyOdoHTgcv1cwFuBm4VkSlAPXB1Fq/Fh49+C/FTg3wcauiLPPfeH/1PwIsicgxwHLAB+AHwiohMBV7Rv4Mms6bq/64F/gaglBoO3AicApwM3GgsCEz4EHCNiJwkIteKyE9E5DsicpFOdyXwQS9msybcReQNoC7l2MsiEtW/LgaMjXUvBh4WkbCIbAe2oF34ycAWEdkmIp3Aw8DFSikFnAU8pve/H7gkW9fiw0d/hr/jq49DDVmtUKcbrXtzaKXUEOAM4B5tbOkUkQY02XW/fppZDl0M/FM0LAaGKqXGAecBC0WkTkTq0RReixIsIt8VkV12fIhIVESeFJHHvXjOZUDdF4AX9M+HA7tNbVX6MafjI4AG00LBOO7Dh48UZHMHLh8+uoNsZnBkKUp+MlAN3KeUWqmUulspVQKMEZF9+jn7gTH6567KtDQopbYqpf6llPqyUmpGVxnOSUCdUurHQBT4Vx/RuxbNNEJeXh6VlZV9QdYRLS0tOeEhV3QPJR5yTT8XfLy3X1sDHzxYnaB5KNwHn4fBy0NTWBPAkUiEysrKXqVfXdMBwNZt26hUVZl2y1NKLTN9v1NE7jS3A8cDXxORJUqpP5E0wQMgIqKU6s2VxXQ08/0C4HdKqWnAGhH5aCad+1y4K6U+B1wInC1Jm8weYILptPH6MRyO16KZOfJ07d18fhr0h3QnQGFhoVRUVPT8QnqAyspKcsFDrugeSjzkmn4u+Ghdsw9WrWDkyFFUVJzQ5/SdMNh4qKpv4x9v7eBHHzqWQEDlhAcn9DUP1c1heO1/BIJ5VFRU9Cr9B3YshYMHmTxpMhUVUzPtFhWRE13aq4AqEVmif38MTbgfUEqNE5F9utn9oN7uJNP2ABUpxysdaMaAiP43ro990OHcNPSpWV4pdT7wPeAiEWkzNT0NfEopVaCUmowWhPAusBSYqkfG56MF3T2tLwpeAy7V+18FPNVX1+HDR3+CX1v+0MCizTXc/eZ29jd15JqVnEOymJ+ZjQI5IrIf2K1rzwBnA+vRZJcR8W6WQ08DV+pR8/OARt18/xJwrlJqmB5Id65+zA5NwB+B7cBVIjJfRL6UKc9Z09yVUg+hrVBGKqWq0CIEfwgUAAu1mDgWi8iXRWSdUuo/aDcrClwnIjF9nOvRLj4I3Csi63QS3wceVkr9Ei168J5sXYsPH/0ZyYpdueVjsMPf0CSJ7Prc9bF7f/CvAf/SFc1twOfRFOT/KKWuBnYCn9DPfR4t6n0L0Kafi4jUKaV+gaa4AvxcRCyB5yZcDpwOfBX4olLqbeANEXklE2azJtxF5HKbw44CWER+BfzK5vjzaDcq9fg2tGh6Hz58uMCv2HVowK83kIRk8V7EsxRAKiKrADvT/dk25wpwncM49wL3ZkDvKeAppdQxaKl130CzfBdlwq9fftaHj0EDX6jkEn4Z4CT6orZ8f7/PSqnHlVJb0PLrS4ArgdSceEf45Wd9+Bjg8DX3QwMDRej0BvqktnzvD93X+A2w0nBRdxW+cPfhY4DDry1/aCBb5uL+iHg8e/ciPnBWUauB65RSZ+jfXwf+LiKRTDp7Cnel1HzgM2i5duNIFrB/DnhQRBq7w7UPHz76Btn0b/rIHIbP3Q9sTCI7mrs+du8P3df4GxAC/qp//6x+7IuZdHYV7kqpF4C9aOH9v0LLsSsEjgY+gObs/4OIPN0t1n348JF1DCAzZb9G0ufuP4ns+twHjBvqJBE5zvT9VaXU6kw7e2nunxWRmpRjLcAK/d8tSqmRmRLz4cNH3yOb/k0fmcN3jySRxR1fTZp7v7/TMaXUUSKyFUApdSRaQZuM4Botbwh2pdTNqW3GMRvh78OHj0MI/q5whwayuVlKf0NStmfP5z4A3B/fBV5TSlUqpV4HXgW+nWnnTFPh7LaXuyBTIj58+MgdfJ/7oYEsFlfpd8hmBsdAuc96sZqpwA1oBXSmichrmfb38rl/Ba06zpFKqTWmpjLgra6z68OHj75GP5/jBgz82Icksumi6O+7ICqlPubQNEUphYj8N5NxvHzu/0bblvU3WHfAaXYpmefDh49DCH6e+6GFLG1J2q8gCdN5NlPhen3ovsJH9L+jgVOBVwCFFsT+NtBz4a6nuTUClyulgmh71eYBpUqpUqcN5X348HHoIFlbvv/OdgMBidxu/zFkt4hN3Eqjv0FEPg+glHoZmG7sF6/vOvePTMfJqIiNvnnLT4EDaFvPgXbvZmfMsQ8fPnKCAZQa1K8xUHzBvYFsLjQHUODiBEOw6zgAHJFp50wr1H0DzZlf2wXGfPjwcQggm5HJPjJHPIum6P4G8y3IlhAeALf5FaXUS8BD+vdPAv/LtHOm0fK70czzPnz46GcYONU4ewfVzWEeW17V53T925+EVbj37tgDJXBRRK4H7gCO0//dKSJfy7R/ppr7NqBSKfUcEDYR/0MXePXhw0cOMFAmu97CM6v38vNn13PujDF9SjebQWT9DeZ70Nt3YyC5P/TI+IwC6FKRqea+C1gI5KOlwRn/fPjwcYgjm9XA+iNi+uwf7+MqJ37Wgj3szPLba1o5+Vf/Y39jR5fHGygb9CilPqaU2qyUalRKNSmlmpVSTZn2z0hzF5GfdZ9FHz585BIDZbLrLeRKyA6gDU16DC/NfUdtKwebw+xpaGPskMIujT2A3FC/BT4iIhu609mriM0fReQbSqlnsHkGInJRd4j68OGj7zEAJrteQXJ3tr69IX5KYhJePveeZHgMoPt7oLuCHbw19wf0v7/vLgEfPnzkFv2/pkfvIlcxCH5KYhJWzT39hhi56t3xnAygVLhlSqlHgCexxrr1ShGb5frf15VS+WhbvQJszHTDeB+DF00dERRQVhjKNSuDGgNosusV5CqwLe4HPyRgvgN2j6En72x/L2JjQjnQBpxrOib0RoU6A0qpCuB+YAdaGbwJSqmrROSNLjDqY5DhW4+soiAU5PZPH59rVgY1fJFiRTxHNyTpDuhbuocivGR2T3Z2GygWEqNSXXeRaSrcLcC5IrIRQCl1NFpi/Qk9Ie5jYKO2tZOiUDDXbAx6+FHaVuRqS1D/OSRh1sjtNXe9rRsrsP6+n7tS6nsi8lul1J+xj3W7IZNxMhXuIUOw64NvUkr5tlYfrojLgApu6bfwfe5W5Gry97feTcJ8B+zmiJ4shOLxOPc++lMmvBiCRyfD3/8OZf0qc9sIolvWk0EyFe7LlFJ3Aw/q36/oKWEfAx8i4msphxB8oaJBcqS554ruoQhzjQG729GTQjShzjCn7VzFv374Z6Y+eDNs3Qpz5nSLzxzhKKXUycC/RCTa3UEyFe5fAa5D2zQeYBHw1+4S9TE4EIv7wv1QgL8bmRW5CjDs7+bi3oQ1oC79fvQk6LGws4O2UBGb554KiyZCfX132cwVxgN/BI5RSr0HvIW21evbXdlq3bVCnVJqtFLqj8DjwCjgcyLyMRG5VUTCHn3vVUodVEqtNR0brpRaqFfdWaiUGqYfV0qp25RSW5RSa5RSx5v6XKWfv1kpdZXp+AlKqff0PrcppVSmF+2jbxAXfyIzIx4XfvXcenbVtvUp3WT8mP8sIHflSX2fexJeRWx6kq5Y0NlOW6hQu8/DhvWacFdK7dBlziql1DL9WK/JNAMi8h0RORUYC/wQqAM+D6xVSq3PlF+v8rP/BFqBPwOlwJ8yHRht39nzU479AHhFRKaibUD/A/34BcBU/d+1wN9Au3HAjcApwMnAjcbN08+5xtQvlZaPHENEfBOkCTUtYe5atJ3XNx3sU7q+ULEiV5aMxCLLfw4WqW0bUJfIc+/6zcrvDNMRKkgK97qMld1M8AERmSMiJ+rfe1OmpaIILR1uiP5vL7AkU0a9hPs4EfmxiLyk70ZzXKYD62lyqXf1YrSUOvS/l5iO/1M0LAaG6hvTnwcsFJE6EalHq29/vt5WLiKLRbPf/NM0lo9DBHERP6DOhFyVHx1A5Th7BbnaejWRotXHb8COmla+8I+ldERifUrXDeL4RUPi2XTjVhV0dtAeKtDu8/Dh2TbL94pMMw+olLpTKfUW8AgwH80kf5mInNiV9DjPjWOUUsN008NwIJjyvasYY9p8fj9gbMt0ONq2sgaq9GNux6tsjvs4hBAXX6CYkRAqfWzO8PPcrcjVIqsnVdd6glW7G3j1/YNU1bf3LWEXeFWo60mpXs3nXtDrZnm0V+ZlpdRypdS1+rHekmlmHAEU6OPt0c9p6CqzXgF1Q4DlaIVrDKzQ/wpwZFcJGhARUUr1yWuuP4hrAfLy8qisrOwLso5oaWnJCQ99TbelpY1YWFlo5uraDwX6Ne3a7L558xZGjgz3GR/bd3QC1mvP9XPIJQ+7dmvhQosXL6GMtj7jYe8+je7q1auRvcmpN9v3Yd0erZjou+++S1WpvT7X189ibU0yCPzNN9+CzlYL/Q27NZ7XvPcewQNdK68e6mijI6+Affv3s6m6mtJt29jkfW15hh9dx50icmfKOaeLyB6l1GhgoVLqfXNjb8k0ETlfjyGbAZwKfBuYqZSqA94RkRszGcer/OyknjKaggNKqXEisk83URjOxz3ABNN54/Vje4CKlOOV+vHxNufbQn9IdwIUFhZKRUWF06l9gsrKSnLBQ1/TLVz6GmVFISoqTs8ZD6nIJf3ddW3w+mscOWUKpdGdfcbHsvBG2LqFkpISKirOAHL/HHLJQ2XTOti5g5NOPpmq9cv6jIdnq1fDnipmzZ5NxbTRSX6yfB9qllfBe6s58aSTOHqMfb53nz+LjQdh2VIATj3tNNYsfdtCf++SXbDuPWbMmEnFjLFdGvrx2/9HW34hY8aM5ehR82DfPg7zvraoyY9uCxHZo/89qJR6As1n3lsyLZWWoAXQNQCN+r8LdZoZCfdM93PvLTwNGNGBVwFPmY5fqUcYzgMadVPHS8C5uitgGFqN3Zf0tial1Dx9hXOlaSwfhwj8IjZW5CoFyzB7+o9CQ65qvOcuBS83z78jEuPeN7fbuqG8UuFiHtHy33tsNf/35FrbtsLODtrzdJ97L5nllVIlSqky4zOaLFpLL8m0FFo3KKUeVkrtAl5HE+rvAx8DMnaHZ5rn3mUopR5CW6GMVEpVoa02bgL+o5S6GtgJfEI//XngQ8AWtEL5nwcQkTql1C+Apfp5Pzfl+X0VLSK/CHhB/+fjEELcL2JjQe5SsHS6vtcdyF352VwFNhrCta8X2m9tqeHnz67n5MnDmXn4EEubpfysTV/xWAhtOtBCcb59aevCzjDtoQJt4N6Llh8DPKFnXOcB/xaRF5VSS+k9mWZgEvAo8E2TP7/LyJpwF5HLHZrOtjlX0Irk2I1zL3CvzfFlwMye8Ogju4jH/VQ4M2I5mmT9aHkrBluee672r4/ENHoxO83dMxXO/V7F4s6ZOAWRDtpDhdqioZei5UVkGzbZYiJSSy/JNFP7t7rPaRIZm+WVUqcrpT6vfx6llJrcGwz4GLjQouV9iWJAPEyNA43uoYpcbfnakwjwniBXiwq3+2wR7nb7uYv1byqiLtUvi4xUOOk9s3x/REbCXSl1I/B9tGo5ACGSdeZ9+LCFb5a3IlcalEHNj3/QkNjvO1eae9+SzdkWqG4ph5ZUODvN3aMmQCwet+0nIhRGwrrPHRg6FBobkw99ECFTzf2jwEVo1eoQkb1Av9pmx0ffwy8/a0WuNSj/UWjIXREb69++Qq4WlW4BhNaAuvS+SSuH/dhOZnkRKIqENbO8AMEglJZqAn6QIVPh3qn7EAQS0YI+fLgi7peftSD3G5b4gNztypbzaPk+peq+mLUG1NmZ5d3vVSxurzbERSiKGBXqdGS/Sl1WoJRqVko1pfzbrZR6QinlWWMm04C6/yil7kAroXcN8AXg7p4w7mPgwy8/a4WXNpJtun78g4Zc+9z7+inkKpDTLSvBM6DOw8oRddDc4wJF0bBeoU5vNyLmj+x2zbVc4Y9o1en+jVZI7lPAUWiF5O7Fmi+fhoyEu4j8Xin1QaAJmAb8PxFZ2G2WfQwKxDW7vA8duYuW9gPqzMj1cxg07gCXzV/MAt/NJ+90r2IOmTia5q5tHJMQbv03qO4iETFH6N+plFolIt9XSv3Iq3OmAXU3i8hCEfmuvh3dQqXUzd1m2ceggMjgC+J6bHkV33tstW1brjQoA7kg+9SqPVTV9+0Wt17InQ9a+5u7FLxDJ0rfbFR328/dTXO3a0z43PNMmns/NcsDbUqpTyilAvq/TwAdepvnw8zU5/5Bm2MXZMqhj8GJmAy+cLql2+t4bWO1bVvudoVzjzzOJt1vPLKKx5ZXeZ/ch8h51Hof0/VKK+sJtte0sq/RfkMaN3eQl1k+5rHlq5fm3pZfmBy397d97StcAXwWraTtAf3zZ5RSRcD1Xp1dzfJKqa+gVYI7Uim1xtRUBrzVXY59DA4MRp+7lv5nf81eVbeyhVxWxhOxL2KSbSzaXM1Ro0o5bGhRWluuYhAMarnToHuf7rf+s4oJw4q57fK5jnSdhLAbvBZg0VjcPloezeeuae76wX5qltcL53zEoflNr/5ePvd/o5V1/Q3JTegBmm1K5vnwYcFg3PI15pLbn7s898HlYwa47l8ruPyUI/jhBcemteXa556rVMhsrLFaw1HaOqO2bcn68O6E3aLpXaPlHTX3DjqM/dxBM8vX1rrycChCKTUKuAatHG1CVovIFzLp77UrnLEbzeU6sdFAIVCqlCoVkV3dY9vHYIC4CLqBCrc4g1yXH+1rGBp7Lt6BcDROJOr+HPr6vuSqxr9h4s4GXbcFvJs7wGs/9+5Gy0tc87m3hVLM8ps3O13CoYyngEXA/4BYVztnFC2vlPoI8AfgMDT7/0RgA9p+sz582GIwlp91y+3P/YYlfe1z1/7mYnHh5hKK5+x+6M+/j4ulZXNRGXep8Z5x+VkX4e9WxMaWH93nbslz76dmeaBYRL7f3c6ZBtT9EpgHbBKRyWiF8hd3l6iPwQGnoJeBDLcNLZJ5zn0eymX6v++QMMvmYIHn9t5l00zthlzluWczr991MesSQeqdCme02S0MxCXPXSg2No4xmvtvtPyzSqkPdbdzpsI9ou9+E1BKBUTkNcB1Y3sfgxu5itDONURwnL1zZaZ2yzfOKt0c+tzdFlm5Mo/nvEJhNjR3FzdUzCXGxFKhzqXd3qSPc1s0RigWJRwMkfgh9t9o+a+jCfh2vTpds1KqKdPOmVaoa1BKlaLZ//+llDqIXmfehw87ZDP95lCGuznYMMsOjoA6ydEGLV6a6mALqMvmIsstE8JNQJsPufrkbXiO6qtV20VSW5u2l7tSAyFavkf7t2Qq3C8G2oFvoOXeDQF+3hPCPgY2cqWl5BpuZspcmWVzlV8fc5ncs0o37k43l6mBkAuLgU43C2Qlg8Wsm2auf7Ppa/1rhqsFrLqGxsJS66j9zCyvlDpGRN5XSh1v1y4iKzIZJ1PhHgKm65+f1KPoffhwRC4jpXOJWNxbYxw05UdzdL1ewixXteVxEVjZhNf2qT1BTMQxQNBNQGcaUGe3MHCr9BjYuIEtIyZY+5aVQVsbRCIQCjlcySGFb6OlwN1i0ybAWZkM4lXEpgC4A7gE2I5WvH6iUuoJ4Msi0tkFhn0MIiQjpQeXdBdxnkJzpTEmOepjIRt3nqCzStfDanQo7pKWVbqGMMxClL6bz93tOXgF1LllWiQUB5t+wY3vs3XEeGt7IABDhkBDA4waZcvroQQRuUb/+4GejOOluf8YTWufICLNAEqpMuB24P/0fz58pGGwblbiVqEuV66K3GnuOt2+JetpMTAHGKq+YorsatDudNHpZmFsh61XjTYnutba8untbgI86qK55218n80jj0gf1zDN9wPhrpT6mFu7iPw3k3G8hPvHgJNFJLHzg4g0K6W+ipYK5wt3H7bIVfBYrhETZ7Nr7lKwcqup9rX1xtvnnptVRzaDTDfsa2JIUci23G42n4P7YtZK364NnIrYZGCWt7FE5G3ayOapH9XHNaF/Rcw7lZwF7bJ6RbjHzYI9MbpIi1JqcM3aPrqEeKIq1uCCuEx22awU5oZcFW3xErLZQtwjSt/sMgr2DUsa3VQGehE3PLSSuUcM5beXHpdON4sWI7daFq6FaCypcHZ9nduizqtnQhvfZ8u8FJ879KuIeRH5fG+M4yXcRSk1DGytV31cZ8lHf0Ku/Iu5xiFZoS7lb5/RzdGiImOf+wCyoLR1xuiI2E/J2Y2Wd/O5G+ekt5uP2HV3C3qMxRza9u2DUB71xUPSBywthZYWWz4PNSilvuXWLiJ/yGQcL+E+BFiOvXAfZNO2j65g0KbCJbRGQSnrzybnQqWP6cZyTPdQy1rIpqvKLSWtJymJ7Z0xHl9RxRWnHJH2Phtje7mhbDVzUydXs7zNuEaee9r17tpFZMJEE31TW0kJtPab0iw9ym834LVxzKTeIOJj8GGwFrExT6TBlLkwV5psrjXo3FXGc2rX/vZ5DEIWXVVuuxH2pFrk65sO8pMn13Ly5OEcPSZd5sRFHFdvbilrXpq7m7/eMc123z6iY8aaaJhO6EfCXUR+1hvjuJafVUpN8mhXSqnxvcGIj4GFXEUGG4jFhWis7z1Hbv7NnGnuOaotn6sAQq9yu9n0Qbsh4R7JAtlY3Pm3lrwfXR83opvAozHnsbtTLMiLF7ffStQplmPfPiKjx1h4S6C0tN8IdwNKqfFKqSeUUgf1f493Rd561Zb/nT7glUqpGUqp0UqpI5RSZymlfgG8BaRvmOzN9DeVUuuUUmuVUg8ppQqVUpOVUkuUUluUUo8opfL1cwv071v09kmmcX6oH9+olDqvq3z4yB5y5V828NsX3+cz9yzpc7ru21waf/tYkzUmub42j+e4pr0T1ZzVG8iiJUPErZiM+2LmX0t2suqg/Z7snmmFLu4A913hTGZ5W597+nkGkpp7us89Mjq7mrtSKqiUWqmUelb/nk25dR/wNNpurIcBz+jHMoKrcBeRy9DS3aah5bYvQttj9ovARuAsEVmYKTEApdThwA3AiSIyEwgCnwJuBm4VkSlAPXC13uVqoF4/fqt+Hkqp6Xq/GcD5wF+VUn0Z/OrDBbmK0Dawp6GdfY0dfU7XzRSZu4C63JrH+35R4S7MchbFn8X7H3MRsl6LmR8/sZY/rgjbj+tRadLN5+6mfZuPuafCpfc1NPe0pn37iIxKau5Z8rl/HW27cwPZlFujROQ+EYnq//4BZJyo77krnIisF5Efi0iFiEwTkbki8mkReVBEujt75gFFSqk8oBjYh1ZS7zG9/X60qnig1bW/X//8GHC20iI7LgYeFpGwiGwHtgAnd5MfH72MuMekkHX6LpNdNpFJEFE2XBVuKXg5krGuC52eIhKLc6DJfvoxyHlqsv2oxnssLmw56BztHXdJSeuJxcDN2iS6n787qZ/mY13d+S3mFFCXYpa3tPaCcNdN4h8G7ta/K7Irt2qVUp/RrQVBpdRngNpM+c10y9deg4jsAX4P7EIT6o1oEfkNImLYhqqAw/XPhwO79b5R/fwR5uM2fXzkGOIyKfQF4nHnyT2rdBOC1E4b0duycEvueXM75/3xDXee+twMbaXfm3h8eRVn3/I6ndH0h+wVLZ9NvtzQEyG7cP0BzvvjG9S02GvYcTch2wOLUdzVEqX9dbocN0uVRXN3i0+x+R0Z/v+0rIN9++g0ae6Wrr2juf8R+B7JNPARZFdufQH4BLAfTVZeCnwuU2Yz3Tim16DnzV8MTAYagEfRzBPZpHktcC1AXl4elZWV2STniZaWlpzw0Jd097ca2zJiodlXPByo7qC9I55GK9v0m5rbAXj9jUUU5VnD5d/fFQFg//79tJREe5WPJRvC7KqxH7OmRtNwY7FYor0vnsO2xhgA+w8csKXVEx6Wbu2kJRzl1crXKUy5z3tbtHevuqbGdvzmVq0u1/p165lZ3tGr9+EPyzqYNTLIByelb1DSqtPdunUrlZKc3zO5D0uqIsTiwqtvvMXo4nSdrDMapbq21nac/fu1579hwwYqm7c40rDru3639s4uX76Cxm1W67FhHm9uted/d5W2ENm4cSOVbdssbVu2JbclWb5iBWPz2i1jHDig8bx9+w4qK/daearV3qtI1Pq+z9+5k+UHDgLarnANjQ2J9lE7djB6xw7WOd/nPKXUMtP3O0XkTuOLUupC4KCILFdKVTgN0psQkZ3ARSYehgFfBX6VSf8+F+7AOcB2EakGUEr9FzgNGKqUytNXOeOBPfr5e4AJQJVuxh+CZpowjhsw97FAf0h3AhQWFkpFRUVvX1OXUFlZSS546Eu6W6tbYNHrCFho9hUPD+5cyr6OpjRa2aZftOoNaGrmtNNPp7zQOsHvfmcHrF/HqNFjKC1t7FU+Xm1ci9pbZTvmP3csheqDqEAg0d4Xz6F8Vz288zajRo+moiJ998qe8LAmthk2b+K000+nLOU+bz7QDG++wYgRI6ioOCmtb9HySmhp5Zhjj6W0cXOv3odvL1rIjPIxVFTMTmsrXPoatLUx6cgjqaiYkjieyX3Yu2QXrH2Pk04+hckjS9La1f9eYNiw4VRUpFt4H927AvbvY9q0Y6g4aYKlLR4XePF5AFse9izZCevWMmfuXE6cNNzS1hGJwcsvUlRUbNv3lYa1sGsnU6YeTcW8iZa29WyBTRsBmDv3eJq3r7aM8dDuZXDgABMnTqSiYpqlb3BzNSx9l2AwL9knGoWmJo6uOAs2vwtAefkQKipO1ZntgLffdrvPURE50akRTUZdpJT6EFAIlAN/IgtySyk1AS3W7TDgCeBh4GfAlcBDLjxakJFZXil1mlKqRP/8GaXUH5RSE736OWAXME8pVaz7IM4G1gOvoZkdAK5CC9wDLVrwKv3zpcCrotlxngY+pUclTgamAu92kycfvQxrNGzfm+a1spi58Lnrf21cAtmMlne73lzVls922VNw8Ml6mKGTMQhZ4Ms1at1Kv6vjamM4Bc1l8vzT28M2bg3LuC732SuWw30/d8s3m77Wv2YkAurMgxw8CMOHI8GkdaE3fe4i8kMRGa/XfvkUmhy6guzIrX8Ce4E/AzOBZWim+9ki8vVMec7U5/43oE0pdRzaXrNbdQa6DBFZghZgsAJ4T+fhTuD7wLeUUlvQfBP36F3uAUbox78F/EAfZx3wH7SFwYvAdSIS6w5PPnof5h9lLtLhtK0oc0HXeSLN5k55cbciJmkf+gaJVLgsxD641hPwSMFLVorrfb5cF1keDyAcjSUWLWl9PRZKsbjz83fLc++IuE+ZbkGRXhUI3d5371Q4599Rsvys6eDevTBuXOKYUin3KntFbLIht4aLyE9F5CUR+SZaxborRGR/VxjL1CwfFRFRSl0M/EVE7lFKXe3ZywEiciNwY8rhbdhEDeoR+Zc5jPMrMvQ/+OhbmCcp7UfWl5trGsIuBxYDF60xm+mBWjERJ2Gm0+3z6PDuB5B5wf0+ewkd7W9WFlluG6nEk+fY4VN3Lua0o0bynfOmpbV573SXwWLGpr3dQ7i77+zmYU1wuV5rKpyO226DF16AZ5/NSHO30F21CmbNShwLKtXr0fJJ3qUSqNQ/Z0VupezpUgsM0S3diEhG29tlqrk3K6V+CHwWeE4pFUDb592HD1uYf3i50KBzbZa3nQx7kB7YGY3zoT8t4s3NNbbtbnnOPa0t/98VVextaLdtq24OO/KUTUuFW4GcTAqvQJYWWeI8rpd7ZF9Dh2NtBtf6CR4ph26LHS/N3a1vpnTdFrrG2CNffx3+8hdoaoI//cmVru1e72+/DaeemugXCKj+XFt+CFoGmfGvHM3SvRzNRJ8RMhXunwTCwBd008B44Hdd4dbH4IJ1Zd73QtZtd7Zs0zX/zbTNCy3hKOv3NbHxQLM9Xdc8Z/1vl6lqi4pv/Wc1T6y0jVXl30t28YV/LHXgyaCfDSHqYi72WEQl7kcW3o+eFJNx7+vsSsjYUmFzgtNOcgmeXO6ldyqc3m7TZp4TRISxL78MP/kJ3Hsv/PrXqEjUkWdj4xhLmy7cjUPZ1NyzDRGZJCJHishkm39HZjpORsJdF+iPAwX6oRq0KD4fPmxhnqRyoEC7mqmzStdFkvZkMx0vbTPm0p6oLd+N+2FM7k6+4HA0Rmcs7pqrnI1FViZCx1OTzcKi03WR5VEpMO5ibXKzVPTE990Ts7z3Isr5vTPfo0BDPUNXr4ZLLoFp0+DII5m2cbkjz2kuipoabbvXmTOTZvmAsjLWj4R7b+3pkmm0/DVoQXB36IcOB57MpK+PwQmzMMiVkM3VokKjb9PWA/O4twnUmW5PNHevKG03weLV15N23DluIrMyv103F/cUGWnurn3t29zN49ZznOja+b7DGZrl3erDe70btu0inL/xLR5/4DvMvrCC2lNOgfJyre3SSzlx+WuOPKdFyy9dCieeCMFg4loDKuU+5+drUXadnfQD9MqeLpma5a9Dy/NrAhCRzcDo7nLuY+Aj1afW13CbZLOJTCbDbmnQHgLJvZJYDxYVCXOws7bpRLenvv6zbqnkwcU73fmyW1R4aJTZqtiXLMfq3O5G2C1OJJPn672BS3pbR1QT7nkOksDtXnqn5xn07dvm7XqPFYcfw7r7H+P9H/wg2XjRRRy39h2trwtPievZtg2mTtVpaQfTfO6gae8tziV8DxVIL+3pkmm0fFhEOvVgPfSk/BxM2T76C8wCLDdCNrdmeddynd0aV/vrZB43m89DKdtQWOIfRDB+xxnR9YjSNszFMZG0yaSnu8LtrmtjT4NHgJkNY16LGS+NsyUcpSAvQCjYterc3u4A69+0djdLhVuMgdfCz80s36k9pJDDpWb0PnvQtbUmIRRHOlg2ejozJk9BqtYmGw87jNKWJke6UdOAIoLauRMmTrTwovncU/oapvnh1mI8hyJEZD3w456Mkenb+7pS6kdom718EK1k7DM9IexjYMOiueeCvovvM5tIbJZhq61030ydjLR3n/xtLaDmz10k7bX5i6u5uAeau+gm6m7RzdBM7cTWJbe/xR2vb+0Ku4D3vXLL3Tb4ciyA41ZMxiNw0W2XPCNa3lG4u9D1Wvi5LaJEoCgSpiNUkN6/tJSCzg6UxO0tBrHkTRIBTMLdMVoe+pXfvTeQqXD/AVCNVnTmS8DzwE+yxZSP/g9LnnsONnBx89dmE5nsCtedRYdnnnMG5nHQBdrmzYxctAgaGwE42NTB21ucU+zc6LoJtF7ZjczRHWCc56y5dzcV7kBjBwea7DdocYOXL99Lc3dzJbkFTHpr7uh909uSZnl7a04mee5O99GtSFBcoCjSQVuoMH2xEwgQzi+gpLPDduxh761gYv3eJA8W4a6dE1Qq/X74wj0dIhIXkbt0X8C1wBLJxczpo9/AKlD6/lU5NFPhtL/d+elkHiRmryUlPwtcdx1H/f3v8M1vAvDPd3ZyzT/t02e90tncBIubFcMLXouZTMzUTmS96g10N17DzVUA3pYMN2tTzCVQM1OLgV27kQrnpLm7Lio86CaekQ3Tmlk+TFuowPZ+tBcWU9LZZvsMj/3vA3x61Ys6bWw192BApfNcWuoL91QopSqVUuVKqeFoifR3KaVuzS5rPvozzL/nXAnZXPn6Dfrpbe6Tu/u4XsIOx3ZLWmJ1NSxZwpqbb4Ynn4RwmI6Ils5mP67HoqIHgV5u8FzMuJmpPe6VuDwjMALbusCs0c+DZ+Ow02I3Js7Wpsyi1u35crMYjFn0P8Y37O+eWd7DEuHGlwgURzpoDxXaxwIUFFPa2W57vQUNdZxUtU4bp6Md6upg3DgLzYDd9fQzzb2ne7pkapYfIiJNwMeAf4rIKWgbvvjwYQtrnntuhKxI39NOaIUOPGlt3dEK9b4ews4+zx1Kwm1MrN+LuusuuOAC2sePh5kz4eWXiYk4Bup5B9TpdLtRXMUNtpuDmOm6apS49vUu+tI9l464aNdmfuyGNiLtu7OIcrsX5j52792xTz9ExbblBByCLN0tUV50caQrIhRGwrTlF9r2bysopqSz3fZeFTXUMXP/VgojHbBrNxx2GOgbxhjPPqgGhM+9R3u6ZCrc85RS49A2jn+2yyz6GHQwTwY50dxdTK+N7RFm/fQllmyr7X26LhNeQpPpRgyClybrZsYWgfsfvZGHHvoRgUcfha99TWv42Mfguefc66F70c1g8u+JiTvWjev1DgLEtT0Wd17suCHz1DC7BYmXZcb5fc40St+uOa+lmcObqp1z73tQt8HN2hQ3NPe8AmfNPdxm27ewoY764nLm7NuEbNuWMMkDdMa0GILCUDB9UVFc3N+Ee1R3f1+MtqfL7WibyGSETIX7z4GXgC0islQpdSSwucus+hg0sGjuOfK5p/JhoLYlTHNHlF11bVmga/2bKU9e8N44xN1sW97RylWX/YzO5SvgtNO0hjlzYN26zPyqnpq9jXA3NGh7ll3hZTHIrJ6Ae187JKP0u8CsDu/8+h4IaNf77EHX5RnmtzQzrrk6AyuH8/P1WnDaL3S1aPn2UKHtC9JaqJnl0xpFKGqs49ljFvDvh35MwccugZNOSjSH9RiCwlAw/X4UFUG464GSOUSP9nTJNKDuURGZLSJf1b9vE5GPd4tdH4MCZu00B1b5Hu0a1jt07TRZ7W+3hJ04T9CWdgezfEGsk3BevrXh2GM14W63hWbauE58aX/tNOyeVKjzMjVnshVpd3zu2Qx6TNLtel/3wEUvi4F+L23a8ttaOMxFc8/ELO91n23dEHqee1uowHbx366b5dOsXK2tiArwi7O+yDHf/i8tTa3wu+Q2J8b+9IWhQPqohYXQYV834RBFj/Z0yaiIjVLqPmzeDRH5QqaEfAwuWM3yOdDc3Wpx97C4ihvctEY3TQbgQFMHexvamXvEsLS2TEzJTnTjIhREOwnnhazto0eDUhTX1ybGCKakRHndK9f8eo/J3w1JbdO+3b2egJV+erv3M+qZdcVBuBs1/u32KM/wersTqOn27hS2tXBYR6dz5oALX26+fHO77YIzLrrmbh8t31ZQRElnO52pYx88SNuQYaAUnXmhtHcrHDWZ5VMH7mfCXUT2K6UeB6bqh7q0p0umZvlngef0f6+gbUF36Nfx85EzxAW+sPQprlj5fE4098wm8GzQtdI3w8tcfOcb2/jyg8tt27x9sm50oSAaIZyXb52IlYLp0xm5e6tj357k13sFttV1xHlqlf1uc97+axeNMkNNtjuWCjdksuc6pDx//UumWQnuG/Q4WQwc3jsRCttaGN1Sj4rZ15h3GztzV1F6WzDcoQnngI35HGjNN6LlUxqqq2ktNy1+U4W7YZbPC/Z7zb2ne7pkapZ/3PTvX2iBdSd2kVcfgwhxEca01DKuuSYnmnsmG4s4BWv1BD3xq7Z1xmjv7PokC+4+ahHdLB/MT2+fPp1RunB30vq1NneLQXdMzW/uifKNR1YRtUnDi7q4Cqxju/Hs1Ff766ZBd+fdSJqhvSwGJil/yikMWbMmo9x7cNKgrX896RpoayMWzKOuuJzhzXX2fXtkIdHbbe5zXkc77XkFens6NJ97Wzrd6mpahyTLx6a+W+FonGBAkRdM3TmGfifc6eGeLl0rnpzE1K4Q8TH4EBchPxahMBLOkeae5CMVXubx7sJIZ3Ki6+m/jjvvZOcZNJWY/O002TgF0QideaH0a54+nTFVzpq756LCha6XpSIa19rsBGnm2QFuGqUzT058efn63ZCprz/RvGwZrFvH0bfeSizc6ciz+XhXr9fMTxpfjY20FpWwt3wUYxqrbftmlg1h29X1nQ11tNEWKtTb009oyy/SU+FS2qqraTZp7qk9w9EYBXkBVOp+7tAfhXtYRBLb2HV1T5dMi9g0K6WajL9odeW/32VWfQwaxAVNuEed/XnZpa9PLDZtbpWzekYz+dlV03Hon0n50e743IPxGHGliAVsTJVjx1Lc1GChYTeuozvAhW63zNRpfTPUgk0Ql3Gtz8jmeg2LQTfSFbu8qHjsMfjGN4iUl5P3zNOOfTV+nO+lZ5S+0Z769BsbaS0sYW/5aC5Y9Srcey/s2pUxXa/9DtwWfnkd7bSHXDT3gmJKw+3pbdXVtJQmhbud5l6QF0DZ8dX/hHuP9nTJ1CxfJiLlpr9Hi8jj3WTYxyCAiBCKRTXhnsNUONviKgnTa3Zopn424LXlazwujuZg781QnAVLXmc4ESmf1lxQQDCiKQduhWicFx3OfHmZbY2+djnlXlqha557Btpmd/p6wd1VYMPDE0/Axz/O/vPOo+DRRxz7anxpf90WM12OMWhqoqWghEdnnUMgHodHHknWQEjra7MQ8tLcXRazeR0dtOUbmnt6e0t+ESWdbel0q6tpLhuaxp+BcCROQV4QZWOV74fCvUd7umS65StKqYuAM/SvlSLiF7Px4YhYXDPL58XjWQlcy4Q+9K1Z3iykuuML1jR3+7bMhV36CfmdYTqMNDgb4Z4XCTv2TURpO6XgZRDb4K2NutD1WuzY8JVJHAA4aPY9CLZ0e68sdAFiMdi+HWbNombvXo7++x2UTbkCkSG2Y7tq7p6uE51uanNjI80Fxbx+5Am8N/1EPnrDPJg0SROAhYX62CaeU2Aez24rYbea9vnhtqTP3aa9NVREqV2FuoMHaSqbbCJibe6IxigIGZp7St9+JtxFJA7chVbufTgwvit7umRqlr8J+DqwXv/3daXUr7vBr49BgrhAKBalIBrudSGaCdy0mZ5oZ5nQ1D53XWC57WTn5QtOXm96WyiqBdOBjWm2sJC8SMSRr0zN8t1J0Yq68Oy1AHPTGt22VjUP19vvRiY54Qn+qqth2DAIhYiWltJ5/AmctHtdt+5zplHrafeysZHm/GK9DW2f8+OOg8rKZF+X5+C9mCU5dgry2tu1AjbYLxxaCrSAOsv1hsPw0ktsPWqWI91wJE5hXlD3uae/6/1JuPd0T5dMA+o+BHxQRO4VkXuB84ELu86uj8GCZEBdZ4419/Q2Q+tz2CvFFa3hKKf+5hUW25SuTdPOUuC9wYd3jXendjfhnxcJE84L6e0pjQUF5Olm+W4FtmVgivYM9HLRvh2vNwOh45abDQ7xGB6+fjckrQnpbdaFH7BvX2KzE4DYyFGUh1s9n2933D2OC93GRpoM4W4cu/BCeOqp5DW5+M3TFiypPLs8o1C4jTbD527DdqsRUGc++OijMHs2e8dNsuUB9IA6J829oKBfCXd6uKdLV6Llh5qJdqGfjwGMg00dnPjLhWw+0Gw5LiLk6z73LgR49hrchF1Un327M4HXtXayt7GD7TXpNaot/lyXydBpEo7G3Mzy1r+pcFvM5Hcmq9OlNZuEux1bXsFabqZX176trQytPeDcN4OFkFO7m6/fK6AuGdtgT9cN7gI45fP+/TB2bLJvSanjLmhmXrvzjBwtKI2NNBWU6Ofoxz71KU2ItrdbxvZycbi121qTOtppN3zuNvNDS2q0fCymVaK74YbEpkJaXyuMgDpU/zfL08M9XTIV7r8BViql/qGUuh/NRPCrrhLzMfBQ1dBOTUsnO2qtddpjcfSAunBONHc3LdlLyLrB1Qxt0ti6aqY0j+nuR3bX7G0D6iyae0q7Sbh3x2/upiU7Cn4R+Oxn+fxDt2ljdFHrs9B15Tm9n63Pff/+5Li98G7YdU0LtkzV3MvKKA3b5HWnjO0WuOidNpjS0NREY36RxrMhJidOhJNP1gQ87s/f+r47L2jshHeoo8OUCpfOc0t+MeUdrQyt3g9tbXDPPVBWBh/+sOX3kfpb0YR7EIXNLnf9T7j3aE+XTKPlHwLmAf8FHgfmi8gj3WAWAKXUUKXUY0qp95VSG5RS85VSw5VSC5VSm/W/w/RzlVLqNqXUFqXUGqXU8aZxrtLP36yUuqq7/PjoPpyESsIsH+3sdd92JnD3UaK3dWPcHpgpk+l53RdYjpO/yyRs9bmnoLCQvKgh3NPH7Um0fKJCXWrDk0/CokWUN9dr7V3U+szHXe+VzX22CAYRTSOcPBm2btV5FsvfriBjnzvYau4lLpp78j670XXiK50HwGqWNzd98YvwwAOWvrYWA7uFUoZ85Yfdi9g05xezbuxRfOcXX9BiAX76U7j1VlDKqrmndE7mudtcbw+Eu1KqUCn1rlJqtVJqnVLqZ/rxyUqpJbp8ekQpla8fL9C/b9HbJ5nG+qF+fKNS6jwnmj3d08VVuCuljjf+AeOAKv3fYWYh2w38CXhRRI4BjgM2oIX9vyIiU9FK3P5AP/cCtKI5U4Fr0fa4RQ8yuBE4BTgZuNFYEPjoO0QTmpv1h2RJhcuB5u42+fdkAs84Etumr7hM0JDpBO6gubtMwvmRTtdUuLyoHlBnazFw59mtUIkjz5s3wznnUN7cYN9O5pYKezO1M88WszwQam7WJvyHH3bnOQO45rmbPwuacDdp7tHSsvQAMjPfGQXU2fd19MU3NtIYSvG5A5x1FixeDJFI5rn7dtX+XKwgoQ5TQJ1NeyQQ4PLLf8MPbn1Oez579yZ2fzP/blPphiPxbEXLh4GzROQ4YA5wvlJqHnAzcKuITAHqgav1868G6vXjt+rnoZSaDnwKmIEWu/ZXpVTQjqBS6j6l1L2p/zJl2Etzv8X0rxL4ven77zMlksLwELSUunsARKRTRBrQ9qy9Xz/tfuAS/fPFaMEEIiKLgaG6H+I8YKGI1IlIPbAQ7Wb56EMkc8ZTNXcSFer6WnOPu6zsoXfM8nYLA/M9cNe+ezKB2/PlbpbvTJrlUyfhggJCLmb5XjGPp5rsDx6EmTMpb2lESdw+z90rSj8DLdkrJS0uQn59PYRC8NBDKddjT9cNbtYVcw0BMczyJs09WlJKWQZmeVeLkKPmbn+vpKGB5oJivc3UMHQoHHkkrFjhqn3HPNxQCbO8rebeRlt+gT3DuD+HqOmFSouWj5rz3HtPc9flj7GfSkj/J8BZaPXfIV1uGfLsMeBspeUKXgw8LCJhEdkObEFTTu3Qoz1dXPPcReQDxmel1EoROSvTgV0wGS0x/z6l1HFo/vuvA2NEZJ9+zn5gjP75cGC3qX+VfszpuI8+RNThR6iZ5TWfe19r7mn+zRR4TeCLNlez9WALnzttclqbuyZj5iF9XK/Ap8z8yA5C1s0EGukkrJtA7epthzIwyztG8XdHyB48CLNm0VFQRHlHq+39cLIIJcZ2s6BkaF1BIFRXB/Pnw6ZNsG0bsYIR9jxnALdCQ7ZmebPP3dMs731NXbbq7K6i7uhT7NsWLIBFi4gPPT2ja+rqOxsKd9AWMu51Os/JY86/X7uxDbO87bg99LnrGvZyYApwO7AVaBCRqH6KWQYl5JOIRJVSjcAI/fhi07COciu1UJxS6iHgzUz5zbiIDb0X8pwHHA98TUSWKKX+RNIErxESEaVUr4kEpdS1aCZ98vLyqDTlcfY2atvj3PVemK/NLaQkZBPUAbS0tGSVBydkg+6aau29XrtuPeX1mxLHN+2IcLbuc1+2bBk1m4NZ4yEVEdOP/53FS9hekjRQtbS0sHbvegC279hJZeW+tP53rQnzfl2MSZGdaW3bGrWNXTZv2UplzFqqs64jqVGsXr0a2Wv9eVXXaBNLa1sbLS3xtPtQV69FKL/+xiKK8qzvzvo9mun8wIGDtvcv3Km1L1u+nIatViufamtJaO5vvf02wwoDieegOjuZr2vuixcvYWep1Zj33j7t+dbU1tnSbWpp0+muoHGble6OHdq4HeGwpe+sjRvZM306w0uGMLK1gbffWcyYEitd472qrbOn29Km0V3z3nuEDm6wtG3drtHt7OxM61tvekY7d+0ivn8/BwMBghMnsu/f/2bprPnaeQ2NXX5P39N5bm1rT+vb1Jl8J/fv30/7tm2s2bmT9spKWlpa2LBvP6XhNtu+AA0N2rvx/vsbqWzbZmlbfVCjG43GbPt26nUMqvbsobKyBoCC/fs5YfMmVnzgGEATkua+o4YPZ8wTT1B78QwAtm7bRqWqsoy7dm808XnRojfT5ru2No3nvfv2U1lZb2krPLCXhomTAFi/YQOzyzss9CNRbezqmlrH3wnAkiXvstv0zra0h6k5sI9IHMKd1vuR19TEKS0tvGX/XPOUUstM3+8UkTvNJ4hIDJijlBqKtvXqMXYDZRFd2tOlK8K9t1AFVInIEv37Y2jC/YBSapyI7NPN7gf19j3ABFP/8fqxPUBFyvFKO4L6Q7oToLCwUCoqKuxO6xW8vG4/77++nMOPmcucCUNtz6msrCSbPDghG3RjGw7A8mUcc8wxVBw/PnF88xvbyI9FCMVjHH/cccyeNDJrPKSivTMGL78IwEknn8xRo0oTbZWVlUw7bAqsWc34IyZQUXFsWv8n9q8k1FJny2f5rnp4520mTT6SioqjLG17Gtqh8lUAZs2aTcUx1t/hAzuWwsGDFBYVUVqq0sb/y4a3ob6eU087nSFFIUvbwWW74b01jBw5ioqKE9L4Cr72EkSjzJ07lxMmDre0LfnjU4mAunnz5zNuSFHyOYhALIqSOCeedBJTx5RZ+jau2gOrVzF02DAqKk5Jo1u4vBJaWpkzdy4nTbLSfadtA2zfRig/33qt0SgjzjmHdXc+yMi2Bk46+WSOND0jSL5XQ4YOpaJifhrd/CWvQls7M2bMoGLmOEvbisgm2LKZYF4o7R7va0w+o/HjJ1C+tp3Rs2ZBcTEj4nEic4+Hd96mtKyciorT0ui6Qd4/CMuXUlBYmEa3piVMaOELfHbF88wdmU9RXR2nXHIJlJVRWVnJ2OPm0t55n21fgNvWvwX1DUw5+mgq5k20tIXX7YcVyyEQsO0bePVFIMbYcYdRUaEXgPnd7wh//FIiwRD5wQBI3Np3yBB4+mnKy4dCXR2TJk2momKqZdz6lVWwZjUAp556GsNK8i3t+YtfhfZ2xowZS0XFcZa2A9VVbDlZs4wdc8wxlDZtsdBXr7wIsRjDhw+nosJqtf7D2jehsRGAk1Le2dgrL3DUpCNo6oiyruGA9Zra2iAadZp/oiKS0U6nItKglHoNmI/mJs7TtXdDNkFSblXpG74MAWpxlmdpUEo1oynVSv+7ny7s6eIVUPdnPVL9NmC88dl0rMsQkf3AbqXUNP3Q2WhV754GrtKPXQUYlRSeBq7Uo+bnAY26+f4l4Fyl1DA9kO5c/VhO0ZOAHC8s31nPqt0NvT5uT2CYT1PNtnE9oA5I5Mz2FTIvrmHfPxp3q/HuYoZ2MReajzm9G9EEX85jO/Hl5moIRTudi9goRWcwRH4s6mrydfTnupjPHf21Bw/C6NHUlw5lRFujqwvDO8bArc2OJ+vnUH09jBkDs2fDe+/1SjyGU5zH5Lo9XPfOIxR0tMEvfwmlyQVNpKTUfotTY+yEad353XDewMX4ZGp/+GHaP3YZAPl5AdIyGcvLobnZ9Z01+9ztKDvey7Y2htXuZ+eI8Xq7c19bn7tpUwhLgKRIcuMYZcOVUcSmG89WKTVK19hRShUBH0QLBH8NuFQ/LVVuGfLsUuBVvXTs08Cn9Gj6yWja+Lt2NKWHe7p4ae5mM8XyTAfNAF8D/qWnDWwDPo+20PiPUupqYCda4j5oxfI/hBZ40Kafi4jUKaV+ASzVz/u5iNhvStyH8PIV9gQ3v/A++XkBHvxiugaVKzhFLcdFy3PvDOShsiTcX1y7jw8cM5qCPKs52BrYlt7P048cdy4D6/Z8vYt6aH+9Ap/sN1Ix+nr4ZG365kfCzkVsgEgon/xYxHUC744vOJEKZ/FziybcR42ivmQoI1vruxV8mFlAXXo/S7AlekDd6NEwaxb8/Oc9SpN0E4QiUBpuZ+ewcTz9yes599PWZKNIcSkjwxlEy7u8G86pcEZf/cCmTbB3Lx2nLoA3KwkFFe2dKZ3KyqCpKSNff+rnNLqpbWvXcmDcROKhPIjEXTNL7NqcouUjMW3L5IJQ0D5aPhiEvDyIRCA/ny5iHHC/7ncPAP8RkWeVUuuBh5VSvwRWogeK638fUEptAerQIuQRkXVKqf+gKbRR4Drd3G+Lnuzp4hVQd79be3chIqsAOxNIWmk9fbVzncM49wIZpwb0BXqSZuWFcCxOyt4MOUdCc0/5JcVFKIhFaCosgfbeLxyxo6aVLz+4gr9dcTwXzLKaZcUSxdt1gRWNe5eB9Uqz6lauusvYnhXbXDX3CJ2JVLj0EzqDIQoc6hG4acFaO47j2l5vU5OmQRUVUV8yRNfcnZ+Rc/lZg4ZNm8vCIHWdkW9o7tOmwc6diO7L747lzSu4sKyzjeaCEtvnH9ED6rzK7bq/G/Z9k4JS//DII3DZZUT0Qi/5eYF0IWpo7hlYk5xoJxakqQ1r1lA1fioBfTLr6uIuGo+TF9Dy3c2ZGOGoJiMNzd32bhhBdV0U7iKyBphrc3wbNtHuItIBXOYw1q/IoAicvqfLScC/9ENfV0qdKiI/yoTnrpSf9ZEBepJK44V43Hm/bxGhcuPBbpkTe8STg7YZj8UJxaI0FxSjOtrsuvYIHfoPORxNL41m0dxtKqfF9INuQtarxrdbVTWnsY1jjlpwBhOplwZt1zc/EqYz5JDnDkTyQprmbnevvBYVLu22FeqqqzVNGagrGcbItgbbe50sEWxPV1yuN3mfnfk1+ibM8vn5MG0ahevXutJ1g1d+fVm4leb8Ytuc8M6iYkoiHc7ZAa5WAfdFY9ozeuQR+OQnE/c9FAzY1j8gFiPQ6Va90MxDOl3HKpErV1J1xFSChqbi8pzsxo3GhXw9It7MlzEXaPu5K/u5sH9VqevRni6+cO9l9GTjCS+4aZQrdjXwufuWsrKPffKG/yvthxSNEleK9lAhKgs/JoOu217gqZ8NZLIpidPjc/OLS4rgcKLraZZ3NXGm9xMRV4GWH00WsbFDOC+f/KiTWd75es3ttn3teNZN8gC1erS8m8+1O2b5TFIKDb4SZnmAM86gbMlbWls3pLu7xUAoDbfRUlBsv4hSATry8ikM27uw3ISddVHp9u4I7N4NBw7A/PmJBZShuVv6KgXl5RS0t+p9na/Xia+ku0D/EI3CN74BTzzBmtmnEghowt22kqDLQjgSjSeEuxlJ4e6wnzv0N+EOPdjTxRfuvYxsmuVj8Tgxh2HbOrXgtfZOR/dNtxGPi+Nkl9BkU9s7O+nMC2n7iLf1vs89cZ89zIW2k2EGGrRXQJ2bXzz1c/KYh/btZnp10+otdG0092iESL7zDlwJzd1FMHQvz92GJz2YDmD38MOo2LaMY48+HE47TZv8dXj5vjPZ+c1R4IgwtqmGIQerkmZ5gA98gCGGcO+OWd7l3RCBsnAbzQX2mruIthNacUf6hkTmMd0WM1p76rimzYgEePllOOccCAQSC9X8oENeeFmZFvznQNf8LjryJaIxtXcvXHIJbNgA69ezb9xkAobibsNz8nPasETikshlt2juEd0s71ShDvqbcO/Rni6uPnel1J9xyW8XkRsyJTRY4Ga27SmiLkLWKWq9N/DjJ9+jsT3CX69IT8FyEkgq0kkkkEdHXgGF2dDcMwgw0j47C3+nWxWN21dNg8zLz7oVuXF6Qglh6GKN8J7c09sLImEiiYC69HbN5x6xvyaPe+W+kY7NBZuE+6axk5n27Sd46qrZHPeFT8Dzz8NFF6XQdV9kdTVOQESYcXAb/33gO7QNH0Xz1KkMKdaqtHHmmQz57JXkzYs60m3vjPHenkZOnjw8rc3NuhIXobSzjZb8Ykftu7mgmCIH4W6MaTevmA/FRQiaNk1JbePll+F8rZCnYf0ym7gD5g1Xysspam+BvFJPi4Hd/RreVMPrf/0SQztaNDP/t78NN94I+fmICMGE5m5/rU7jRmJxygrz0s61mOVV/zfLi8hDSqlKNL87wPf1bLOM4KW5L0NbLRSiFZ7ZrP+bA3Q53HAwwMuM2dOxHbU+w0ydBbq769rZXWevfTtN7oHOMJ1BTXNXHX2ruXuVgfXa+Ssez0S7dheydr3TTM1/+hP8738ZjZ0U/M7jamOnt+dHOom47J2tpcI5mOUN+ex1P1z4SowrAo8/DnPmJPsoRbSkDL78ZbjjDhNd98Vq8hnat/341bt55W9fhClTNJoJnmBy3R7+N+Vkfvv3F1l5++3JjsOH0374Ecw4sNXRdfK9x9fwiTveYW9D+jvt9fzKw600F5Q4mrhb8ospCtvHp7i5dNze97gI5R0tvHbnNfy/r30Inn4aPvhBgDTNPY0vs+busYhO46u5mQ+veY2Xp87jS/9cqgnUX/0qEcgmgNJ97ql9vX5HkWjcZG0wae6GcA8FHfv2B+HeW3u6ZBQtr5T6CnC6UWZPKfV3YFF3mR/ISJrle3/saMzZ557NFLxoPN51YReJJIR7IAvC3S3gyhrFm97u5TrRrteerpvQEctk56Z96weeew6WLtXMpOBqFcjcj5zenh/tTAbUpQ9NOBFQ56YF23Q0HXc3y+sHHn9cM89eey2Q4h75xCfge9/TzLbHHmuKbXCg61rqFS7Y+Bbf/fA3eWhcDSxfDh//eOL8CY0H2D1kDHZ3o33sYYxsa6DBgfCaqgbAPpDTzR2g+dzbaS4osqUbjwut+UWUOASfxlx+326Lu7jA1JpdtOQX848f/YmfXToXDjsMgKg+SYWC6SZuQNfcW6HUYbHq5P6qrISPfIRPB4v55oe+yRAHS4YRUJdqTUoNekxFJC7k6+mvFs09Yo2Wt2W6Hwh3tL1bDJyApmQbJhVBq2fviUx97sPQitYbKNWP+UhBdn3uLpq7B92mjgitke7x5Bo97rCYCXSGiQTz6AgVoLKQCpf5ZNd1gZXJ9XZHyCas1Ebbzp3wwgsJX7PbM8xkUxkzDTPyo51E851T4cKJVLj0vl5pVq5uCjPPIvDrX8PNN2sbtZj6xOMCxcXw9a9r56T2taPrYgIvbKijvKOVxRNmItOmaQFkBk8iTGg4QNXQsbbWhs6ycso7Wh3pGqbsvEB6TqpbimVccDfLi9BSUEyxg+buavJ3MY/HRZhUv4/NI4+gZuS4hGAHk+buVIu9vJxCF5+74/v+zDOwYAHbhx/GuxNm2PIsgovP3f6zgUjMHFCXPKHDHFCH6reau4h8wPgHbBWRs0zHMt7fJVPhfhNWx/4K4Nfd4HvAI1fR8klN1r599k9f5rpXupeSFs1gUZHarjqTmrtyiADuCdxiDLyEnZdZ3q0gjNuiwisFz5IaJAK7dsHIkdr2mh58pWnB5jaPvP6CaCed+sYxdv07gyEKYhHXCH8vS4ZrnjvAokXQ2prw92p9jfP0A9dfD088Ac3Nnr8jt/Zx2zawfsyRiAogo8dYhLsITGjYz+4hY+zjD0rLKQ+32j4/0AQLYFtvwm0hJCJaKlxBieMCbX/pCG7572+0XdnM7gLMwr1r77sITKrfy86h49I0WWOh4qi5l5UlYgC65A54/nn4+c/5/OW/1p6B3f3AZJZPaXNbJBuZLMmAumRbqube333uOrotSDIS7iJyH9q+6U8A/wXmZ6vATX+Hl6bTo7HdzMU9cAfUtoT5+N/eZn+j/UufSd53qrALRCJEgnmE8/K7rbnf8+Z2fvr0Onu6MTcN2vzZWQt2ik+IuoztJuwsUb52PJsEYai+HkpKNHP0s89a+OqqBm1NSUpvz492Eg0ZterT28PBEPnRiGvmgXN8ghvP8Mdnfsfamy7SXA8/+hEEAqb2lGsaMkSLXD9wwNXEbTUH2wn391k7Rqv7L2PGpGvuulnedqFTWkZ5R4vj9SbdX8582S7ARNfcC4odK7Ld+MEvceK3/wM//SmsXm1pt632Zxo7+TlFGIowqX4vO4aNS2szFAK7yHMAysspTqTC2S1YUngQgVdfhbo6OP546+IurW8yoC71IcddfkfG4irBc1z45zs7OPfW1xOukkI9Wt52yup/wr3b8IqWT3XeG1usHqaUOkxEVmSHrUMbzR0RggFFcX767Yu55F97YU9DO196YBn/+PzJjCxN3+vYzSwfddFkvLC1upXlO+t5f38TY4cUpo8dE+9FRZrmrpvl8wq67XNfsq2WrdX22xe7ae6eee4uJk7zmDGRtB+Iawqe56JC+ysChQcOwMSJcOGFcPXVcNNNrv58VyHqaZaPEHUJqOvQNffumOXdU+GEE6vW8+Gr/8LCO75k024dA9By4KuricVHu46bOoYZh2/bwP/GahukxEeNImgW7tEY45qr2TNkNHNthXs55eHdju9GRBcgbrUI7DVVSaTCDXF4hqICtAUKYPJkTUjajG2/cDAJw3h6mybcD2NsqnBPaO5GpbiUgcvKKArXpNFIjB3XUgpnHdhCyfON8MgDsHkz/Pa3EAi4vhsWs3za9dh/hqRwTwTUAf/vKU0BSM9z75+ae0qW2vjUfVwyzVLzqi1/i0ubkKFjf6Dhyw8u5/ChRfz20uPS2rwmw9ZwlE6HZPVN+5tZu6eJ7TWtjsK9O75gr8h9I7DGeeHQ9dSwYDRCOBFQ170fk7aYcW4D90kWUoTZ3r3Mv+wyis74CH+d8lFvf65LxTavcpxexUQSwv2kk7SqbTt2ZOTP9yqeY/ecCqKddOZriza7Kw4H81zy3J3HNedQ2/UNRDoZ1VrPjiFjbagmtVHL2CNHasK9XCt00+VsiH37OHrtEhZ/9tNa++jRmuYuAkoR3LeX+qJywnn59vEHJZrP3cmqE9FfCjd3kJPrpCzcRnN+sceCU2DsWG2/d9uxu7aYlZgwsX4fO4YdxpiUruYiNmDzbpWXU5TwuadfU0yEH792DxMaD1DWOgUWnK5F46fGVDgsSBJFbFLa0/YiMCFik75noDWsxa4U5AUIKNWf89x7ZU8Xr2j5D3R34IGM6uZw2mYlBtxSgwBm3PgSQwoU56ZV0ffOVe9unnt7xL2wTbKvc3tXo/STAXX5DF3yJvzkJzBzpjZxZYhMYgxsfYFOAUZ//jP1c+cyvfI5Jo6YRzx+WHpnPCZSN1+/h0ZpNAsmzT0QgAsugGefJR6f4kg3U7N8WrsIw1sbaCkph077+xUOaGZ59x3H0vuZr9GufejBvRwoHUEkYD/NGP0tfQ3NvcT5d2SNMTA1xGLwve/xzpkXsb9c22JYioq19KumJmhtZfwvfsyG4fpuZDY8hUvLKA+3OpvlXd1B7m2lem15O1gsM2PGpAl3d8sNzNi/hdN3rqLg9yvh7Ao4/XQA5OBB4oEgjUVlaX2N327IJRXOCPBzejfm7X6Pj372Fu6+8VKOGVtuaTPgVCI4kEiFs7ZnorkX2AQB1rZqpXKL8oPgVKHO2BnuEEZvubwz8rkrpUJKqRuUUo/p/65XSoW8ew5MuAkdN43SQGPYqa+uQbuM7bjlZ8xZo6hrTd3yKX1cp77GcUezrIMgNALqXjj6NGrnn6lNVn/+sysfdnS9o/TtJh3TZ6O5vR3uuosdn/sce6bOZPrB7c6WCpeaAVGXSdZF4dD7CEriSDxGgSHcAc4+GxYtct+By2XRaC0/mtK4axfhvHyay4Zq7SlTnojQkaftCme3uMukzGvqZwMjDu7RArmwn+BtKwUawt3FUmEbYxCLwYIFUFXFixddbWon4cfn1luJh/L5+ke+63hNHSXllIdbHC1G7oGcSZqpfEtnhPxohPZQgXfchNnakNJuKyijUW5/6maOaNgP9fVw2WVw550AFPzpVt6aeJxxpvVaXLRgQPO56wF1du/dsB1b6MgroGrImLR2r9oL5lS41Ftp9bmnau6p1oZkW11rGIDi/DyUk3QPhSyVEAcyMo2W/xtavt1f9X8n6McGJTJJSetOvrlhcora9BURfVFh39fN597QFnGl6+WvzyS/Ps3nHtUC6nYNG8fWr3xL09yrqlz5SEUk5u0OyNjnvn07jBxJx2GHsX/yNKYf3OY4gSc0MDfTazd8/XERXrz3ejb86kLGP/EEHHus1jBvHixenFkRG1sNyp4HAFatYsPoI01aUvq4me0Kl9bkeb0jDlSxe+hYl/7aX8szHDUKamq6EGOgf372WW3SfvVVWopKre2jR8O+ffDQQ+z5yjepLtWyeG2tGKVlrqlwdjyk8WIzdqClmdb8InAwF1vS2QqLoKhIE9Qp9NL42rqVGU8+SG3xEH587nW0/OJX8NZbWlDelVeS/9gj/N+5X9H7WrumF7GxEe56povd/Ri/ejHvHKHFNqTnqic/25bbBVNteSss71XKfGdnljf4r23pJD8vQDCgnH3ueXm+cE/BSSJylYi8qv/7PMmSeIMO0ZgkVr2pcNPcjfrvTsgkWMurUpid8PfS3A2fu92iwhjbM6AqpW9Qr1AH+o/3sMO0CTZmdREs31nfPUuFiyC01ewOHEjUEN87aRrTD2zzjIh2m8C9NFm7sUfWHWBEWyPTfvgsry9cCOedpzVMmQItLYxo1IOXXBYVTlpQ8nNK46pVrB9zpKN/MxYXOoN55MeiHqlwXtebzteog1XsSgh36wmxeHLqtfCcorm7LTjGN+xn5PrVsHAh3HQTfPOboFT6omPMGHj0URg5ktapx1jbUtBeUqanwrkLdze+7NpVU1PCJO/l4kj43VNS+CzntbZqNRJOOYXpLzzK78/4bHLhcOSR8N//wqhR1L26iPriIbY8RV20YADKyigJtzKqpZ7y6v1abIgJU97+H29Ommvb101Aax3Mee7WzhYLWEq3BM9Bo4hNcoe42tZOivTqdI615YPBQSPcvQLqDMSUUkeJyFYApdSRQO/vUHKIoLE9wj2LtnHD2VPJC6avf6LxuHMalYvGUdviIWRdtELDx+xF1669vq37dI12R809Zn+9gWiEzqD2eomI5vccPpz8hobEOdtrWvn4397mH58/iYppo23pdifGQOwmFpNwr5o0jbMObutykKCFrk2b26QEcNyWlSyeMIsYCskz/fSUQubN47i9G9l/9KmuWnKXA8xWrWL96Gmu1cA680KUdrY7Bk2lXltGdIGR1XvZNWFeWv9/vLWdpTuTWql9tLzzuDERzty2nD8//Vs6Jk6G8aNhxgy49NK0Pgkf9t//Dnfd5Zmu2F5saO42jeEw0w9sY/2YIx1jLhZsX8G8Xe+hfvwmfPpymD0bANXcRHNBsfM1pS4MjKA63bpjWexUV2vxK+Xl8PDDPBCfwDuvbrGOPW8ezJtHtLEdWK9dbwrZdJ97ygnl5czcu4lX7voS8dJS+FFYy8EvKIBLLmHY3l28cM6ptn3NX52sWEGbQkCp9yJV8HemLkjQ/O8tYU2JKc7XhbuTzz0vL03BONTQW3u6ZKq5fxd4TSlVqZR6HXgV+HaGffsd3tpSw22vbmHTAfs0rJiL0HEz6da0hF3pxjKIxPUUSDbt9brmXmgfA5jB2M7m8YTQSWkPdHYSMTR3o2n8eApMq/+mds1d0BK2X0m7LaLcrBwxOzO1SbjXjRhHYbST7938Fbj4Ytixw3ZsVzO1l1nepn3u1pUsnjjbPu/3lFOYu3ejhb7d2F4aY5r2vXIl60a7a+7hYD4F0U6HhVL6tdnRTesqwviqLewYdlha/xW7Gli0qdrUN124u6Z+xYVPrHmZmyo+x6N/fwJeeQXuvjstSltjQ2DCBDjzTPjc59LbUtBRUkppZxtxO3XzpZf43fN/TOfZxNfnlz3NmJY6pKEBrrkmcQPL//cC68ccqdFNHzndpJ8SMR+LazXiyw/shR//GD75SS3t7JxzXAPQ0iwCJqRq7mn3+qijeODEi1jw5Xv46e0vam6CF1/U/PkPPMCbl12T+I2n9rVYz2yuV3CuLe/m3jDM8gWmCH+D/7rWTi2YDpz3c+8fZvle2dMlI81dRF5RSk0FpumHNoqIu6Tqx4i4BKeBrsl6msfT2w3N3X69mnxx7SaOTLRrJ7r1us+9MM+espvWb7Q7uSCTUevWE4KRCB2pP/wU4R51WcxAZr7+jM3UJuEeE/jYZ37PB4dEOHbpo/DuuzBpUqKP2zP0KjFq9xmASIQTNq/g93PtU/DiEycxpvk1/Zqc6Xpr0KaGtWuRWIwdw8Yx3eGli+mau+PGMRma5dPa//c/IqF81o+enMZ3JBan1bQ1sZ1Z3i0qXWpqWLBjFT88/2tc47IQTtD99rfhO99JM9nb3ctIII/OYIjCTpvaDO+/z2FN1TqN9OaYCCPaGrnttMv58K3XkzdnFjz0EEyaxOj77uTPH9eLeto9QyfNHe03X7F1Kbc/dTORIUNh8gStCpyJbqJvyv1wcy+k+dxTzy0t5aazryZi1LlQCo45Rvu3fTvLX9oMb+9M8myma+caS2kPJvLcre1uWn/agiSe/Fzf1slhQ7WUT0fNPRiETndLZq7RW3u6eBWxOQnYLSL7RSSslJoDfBzYqZT6qYjUdfcCDmW4RUsDxGIu+5u7TIa1ejRnqUOegZvf3KuqWiLSvjtmeSPP3eWanIR7Ilc55YRAtJOIYZY3fmbjx1Nw8GDiHLfFjEHXmSfnhYGtJnvwIJxySoLXbSPGs3bKCIhuSQv0cyvl62VdmbvnfX758l8Z/2AUTp8PDz+sNd5xB9vHTGTriAm2s0586FCGdLTodG3auyNkH3kELrsMUQHHgLpYTEzlZ9PpJgvrOLdp41pUYvjd73j+rE8m6rSa+eqMWi1Blmes57mnWcDWrtX+7tzJyKuv5q4559NUWOpZ5yAuouU2O7Wl9o0LTQUllLTbbL26cSPDOpop7mx3XPiNbG2gpmQo8UAAfvc7+H//D0Ih9l37NXbI4Ra6y3bUMfcILbgvbYE2dqwWowLEqqu56cU/c/Wl/48pn7iQX14yy/F6Uy/JVVAaZnknnzvJdzHtXhUUpFhBUug6pSuazg86WJOs0fJWdKamwmHdj744pM05jj73/qG5GzD2dDHkbJf2dPEyy98BdAIopc5AqzH/T6ARuLOrnPYXeGmUkXjcNfgM7CeOGl1zLwm5a9BRG5Ogmy/f2u6suXv1ddPcvRcV1uNBfVc4S1uq5m5kB7gEJ3rGGDj4Pg0kPpk0d0ta2fjxsGePpX9ixzHX1LD0NhFhxoGtbB9+OJU/+YNmLgYtr/aXv+TP511rOdcybvmQhHB3E1i2mqxlAjddxCOPEP/EJ4FkZHJaYJuIaT9354WSY65yPAZiKjYkAt//PjQ08MbJ5ybPNfXrTFkpWOiWlkIsRqC9jYvWV/J/z/xJM29/4APav89/npr7/sVNFZ+3Xq/DeKntqWuQVMTi0FRYQml7c3rjRs1tMq6pxuFexRnZ1kBN8RCt/aKLYNUqWLqUvddcD2hBZALsrG3l0r+/w+ubDup9UxYdp52m7aLX2Ungq1/lmWPPYPERs10XfqnXnnYvUt5n47dT4ORzN53jJvi1dme6ToWXnKPl7ccB+/S95CYyJMzytsX/oV/43E3o0Z4uXmb5oEk7/yRwp4g8DjyulFrVHW77A7yKyWSWf53eZkSt28ToaXRdKsV5pdgly96mtxk+d+89uZ3bnVwJCTN1qs890mkNqANNuC9cmDgn4qIhG+1OxYC6XFv+wAEtJaqjw5pfffjh2rarJrgFL3qZ5Ye1N7F92GEUHHsctLVpxVNefBFmzmTT2COhWbPepPaOWTR35wWLd567/vkPf4CRI5ETT4QnX3Qu9RmXxJav7S4m7gRPra3a5i7r1jHs1Uq2vLuEAEL8ljwYO0arIb9iBVRWEn7kfSC9Nnkk5SW1/JaUgrFjGbp3F19beAd3nHE5HDdLM6uHQtDeTvuYSfB6pfV6ve6Hcb0ugh+0+9xUUEpZu028zfvvs2HUJA5vOmj7+w+1NOuFmwptfN/agWBA8wU3d2jaY2N7hGEpvMTjouXsT5sGp5yCikT5/fk/d7le++szrseAU854KM9+4WcJTHV5JyH9XnoWdMJ5VzgLrZS2tPKzKcI9EVBnugZlFvT9SHMXkfuUUi+g7esC8H0R2e/WxwxP4a6UytNt/mcD15raMo2073dImOVd/L2OpmQXDatWD6jz1KBtJvBMtGsnug3tmnB32lPGK/I8FhfHhbCTmTov0kk0LyWgbvJkyjds0Mzg48eb7rPD2DGxtWJ48Wwb6GVo7jt3Wl0YKZq7uaSqvenVZQEmwvD2JqqGjGEUSktJ2r4d/vEPLZhrh1nopFxP+VCGhFsSPDhdk1dRl3hcYMkSrb730qXE9Wku6FANLCZCS34x83euJvLZD8H0ozWNMWXsuOhMf/SjmuZz1lk0Xfd1Tj6zGFGKn5x/NFcHD8Btt2mpacOHW7U302OMpFhq0i7pYx/jkr/+lB3DDuMfJ1/CD66/wMqzab8Br8Wdm1Zo5x+Jx4WmwhK+tPgxuH6XFri2YAHU1kIkwpqJUzmsqTr9d/j22xTX1FBTPFS/ppR2/WtAKeKS5Lszmv77SXy87TZ44QXarriS8G/f1PlLY9nDUuHcFo0JAQXBgH1AnWtMRdrYXdXcTRXqbAorgSb8U8dNBNSFkqb4fJO2lEiFMy0cLHNXP0iF6609XbwE9EPA60qpGqAd3ZmvlJqCZpofkPASHCLugt84LxVGeUQn4e6mQRuaqojNatTU146vcMTedJ7g2SXP3WyWs6Wrd0ntGohEiRnC3fjxzp/P/vPOY/KHPwyrVyfoxlwEeNzjer3MsqIxniLcTX3Hj7f43L1y1W3roZvOH9rezHtjpzBCRBPu774Lb78Njz1G/Ja3kuemXuuQoZTr1cBsYy4c7jNo78uY5hquWPkCc/eOgEXPa6lfEyciUc0EmZxIU69HeGvicVzy2T/w/dMP59wfXgtbtmi59/rYx1dtYE7DLvjeQu0+LlsGoRCtta3E11dq5wVDcMYZ2r8UnrXPyS9pmnvqff7KVzji1lt5sOLzGZihvdrthU4woBw19z+ddjmz923mrPHjUR//uBYdXluLTJvGnoLRHN5UnaRx332aNeOGG5h56TXUJnLKU3jSv+cFtH3Gjd+aIdxtYwGmTIGvfY1YeyS9zeaaNKRer6kl1cQdF/ICAcd8cy/t263OgYvyneDZ4nNX5jbtb14g4LgrXDLPHVuzvML+fe8nZvle2dPFq7b8r5RSrwDjgJcl+fQDwNcyIdAfkRA6Nj+kiIOP2YBb4Jvhc/cSsvZlT5MTYlxIRJom252FeyTmIdxdtP5oykSaStdJkw1GO4nm6Xm9BuuBALsvv5zJDz0EsRgRD/eHOc7A6XrdCr4k+Gpq0ky6xcV6u6nNKK4Tj0MgYLle952/0vmNizCsvZm6ovJkMZF77tHqfBdbNwxJ7R7PL0CUoiASdjWBOm3LevMLf6axsJRIweHw61/Dxz5m4VM5mUDjWuPWkROoOXYWfOQj2uYf3/oWACUNtdzz+M/53/TTYcJE+Ne/EilnXpqd0/UaAs2x79SpPPPpr/PEsBO8LRUedJ002aCyT5WKx4U1445mzbij+dn3PkRw+nTNxRGJEP3GN9n7r3eZv3O1du2vv66lpU2eDBUVTF69mA0lQ235Mr4HAkqLUdAZC9tq7il9vRYzLtfrFmwXjcXJC6rEwi/9Xpk/291n53avwEVNo7Y3B1oXYNa+qeVn42IN9jXnuSf56l9m+d7a08Uzz11EFovIEyLSajq2aSBv95qJ4OiO5t4SzjCwzUNgddVcHHEoNJM6nm1EtCdd+4VBfkdbYicyyw9dL2bD3r2elfGSmr3z9XpuvRpHE956MJ2Zn7igFeQYMiRRfcvMqx1dt2DLeByGdjTRUFSuTSpHHqmZyM8+W293nmg1X28JQzpa7HPoXczyZa+8xGFN1Xznw99g5Wevg8svT6OTLBjirJ3FRLQgsCefhJYWuO46rvzLj3hixge48cM3wN/+phVPMXjy0OycJvj0gLr0vv/7yFVUlw7vssaoXYdp7JQBDNKOmnvq+37RRVBZCW+9RfvHLmVP+WiOrd7B8Nf/p5VU/pVe7vWKKxi/ZS01XsJdN8sb73zYZgtZu3cj2Wb3W0ink7x+57ZoXNOejVcjzV/vcZ/dFh1pv8HUvmJKhXPgWYtPsPZLDaiTFD6L8pPR8ka7Bf3ALG+gp3u6ZFrEptehlAoqpVYqpZ7Vv09WSi1RSm1RSj2ilMrXjxfo37fo7ZNMY/xQP75RKXVeb/GWiOK2ndzdhbub5h6JZipknelq/Z1/4L2uuce86NrzPKzuIDVDtW0703pNngw7drjmMpvH7Gref5pQeewxLdI6dVyj7+GHJ0zzUS/B4VE5bXhbE/XGDlxHHaU1nHVW2nhpE3hcaCws1YS7i6C0axvz8D+545SPEwmG0vgyXCKOqXCpbohzzoHGRjj6aKiupmr8FP5y6idd3zkzf5m0p5rlXWv422rX7n3dtji2BLbZtLtZBcKROBtGT2JP+SiOeOg+7fl+5jNa4+zZBOJxk889hSf9r2aWTwbkJszyGWvuzgs/7bP99Zp5MBCNxwkFAwkN2i0Yz9tC4syz09MIBuwtBtbgQ2tbWiqcWDNqUjX3NL67aZZXSk1QSr2mlFqvlFqnlPq6fny4UmqhUmqz/neYflwppW7T5dMasx9dKXWVfv5mpdRVLmR7tKdLzoQ78HVgg+n7zcCtIjIFqAeMrZ2uBur147fq56GUmg58CpgBnA/8VSnlUIOta3DTzmIZBNuB/SScELKOdJ3HzlRz7+pOZuCuIZvdAW58pZIdVneA6qGj9baUxsmTYft2097YDnxlcD8cTeciFHV2kNfYoGmcN9xgbTf9NQfVxWKZ3WenAKOh7c3UF5Vr7UcfreUrz5qV1ie1dzwOjYWlWl1zF0GZ1lZdTfnSd3jx6Pl6e+q90P5mtkmHaDnhixdrtdr//W8e+fS3qCseknmUvgmWUq+mZmORa8dD6jHtUTqf76V9u/nc3QIXU3kGCEdjNBSVc83H/x+L//KAFiipuyiYMYO4Uo6aeyJILKCIx5M8dtosvF21YJeFn9v12vWNJTR3h33VPXLVzRYSt/fKqYiN82ZGzs/Irh6++Zklhbv92D0wy0eBb4vIdGAecJ0ug34AvCIiU4FX9O8AFwBT9X/XogtlpdRw4Ea0CPiTgRuNBYENerSnS06Eu1JqPPBh4G79u0ILEnhMP+V+4BL988X6d/T2s/XzLwYeFpGwiGwHtqDdrB7DTah4Ra0nBIdN3+M3L+eo2t2OmmomqXBOtN0qth25ZzNH1lYhuKcOeS4qXOha+oowvO4gNcMM4Z7SadIk2L7dFC3vERHfDZ4/tu5V3vvjJ7jwolM1rX3WrLS+ia4mzT3NTJ02tnUMMyQSoSgapqmgRLvmKVO03GhTNLJTSlpMzJq7s7CzvFePPw4XXkj1WefT6lC33Bx5rH23jmu1zOgfiorgyishLy99IWTDk6WvQ7tFuLulwtkcSxNKnhql/WczH3ZaodfYYVOsQNrvu7iYmrETqNU19zQBbZialbKYkm2j5VNdCR7X62bSt/4srY2RmBByM8v3RHMX+/PMfDpFy8dNzyj1PiZ2hTPl5putbanR8mnopnAXkX2GK1pEmtEU08OxyqdUufVP0bAYGKqUGgecBywUkToRqQcWoimndogppY4yvnR1T5dcae5/BL5HUokdATQYZfaAKrQbh/53N4De3qifnzhu06dHyCSwzatCnd2EdcnyF/nEmoXd8rlbzMUuWpRd30+8+wy3P3UTwXjMdWzPgDoXE7jlXjU2goKO4jL9nJROulk+WeY3/XqMFDwnuu7FNYQJDQe4ff4nePTVdfDgg7Z9E+OaNXcPbdTNPJ5XX0djYam+O5d+Qnl5kq6IY1WuWDye9Ll7aLJEo/DLX8I3vgE/+AEbb7zJkefEROmQCucV+JRp+VlvAZ38nBpQZytkXf3IHs8oQ829q66GjkjMdF5631cvvIqVh01L4yGVrvndtouWTxPQHq4i8zF3S4W1Xywu5AUDJhN2ersbXbfn4HY9gL7lq317gmel0nPz41azfFystIoTPncHzb0XfO66a3gusAQYIyL79Kb9gBHc4ySfuiK3erSnS5/nqiulLgQOishypVRFH9G8Fj1HPy8vj8rKSpbsizKkQHHM8HRL/o5dWj762nXrKa/fZGmrbtNero7OTiorK9P61tZpNal37t5NZeVBS1t5WxMn1+8nFhfbvrv3aHQ3b91Kpey2tG2sS04sb7z5JmX51qXp/oMdAOyyoTuktZHDm6p5+v5v0vzCTwgffhjbP/c5wmO17Th36te7fcdOKiv3Wfoa16vRfYvyFLo1tdr1VlfXJK6pZNs2RpePpDOs8bRx40Yq27cB0NLSwqrGRiatXMmmzdpOVtu2b6ey0lolzjyxvLHoLcoLrHSr9ob16z6Ydi/X74lwRFsDm0YeQa2JtkG/vkHjubm1hcrKSsY2NzN01Srer6yktj15vcuWr6R5u/X92LtPu6bGxqY0uvtWb6a+SBPmdvcyFosngohaWlst/aua40R1zX39+g0Ma9xi6VtT08E//nMjc/ZvIvbbCI0zZ7LxllsIDxvGys1bE+dt3badykDyXrZGtPtYV1cLwMpVq2jfFaSlRbv2bY3J92rzlq1UxnZZ6FbXatcbF9Kud2tDsu/2HTuorNxraW9tbUt8fvuddxhZpE3IHRHr5Lp56xYq41a6B2s6Ep8rX3+dkGkHMfNvYfeePVRW1lj6Nrck6S5Z8i67S5M6zPo9WlBrtLOT+vp6Wlpiluvasze5ZcYbi960VJPcYrre9Rs2MKLZ+oyemH4q+/Zr57yzeDFbi5N03zugXXNnuIOWKKx+7z0AduzeQ0tehN1VSbrvLF7MtpJk3wOtyXfygM37vm9/8l4tW76c+q3Jd3ZzvcaPQmhqbrZe674OOjvirNV5WbZ8OQ2mvg0dSbq1dXVpdA9WJ+muXvMegf1JL+velmTf1HddO9ZGTbX2O9yxYwdTxyXnU4PnSGeYaMp7t3mLlnG0crlWeGrDhg00NiXfp83vr6OybiPbt2nnvfHGGxSY9tQYsWED4w4cYG36/JunlFpm+n6niKRVYVVKlQKPA98QkSZzxL+IiFLKQXXrOnq6p0suCtGcBlyklPoQ2q435cCf0MwWRsGc8YAxQ+0BJgBVSqk8YAhQazpuwNzHAv0h3QlQWFgoFRUV/PyWSqaNKePLHzsh7fxXGtbCzp0cPe0YKk4Yb2nbUdMKb1QSCORRUVGR1vcvG96G+noOP3w8FRUzzDywtr2JY6p3UNgZpqLiwrS+zxxcDVVVTJo0mYqKqZa2/K018O4SAObNP5VRZQWW9n/uWAoHDzLusMOpqEhGNIsI77Y18d2Lv0NjsID7vzifYW9UMvaGG+D+++GCC1hY/x7s2sXh4ydQUXGsZdzt+vVqdOczuqzQ0n77+9r1Dhs+nIoK3SvS1saqkeMoKymmur2VKUcfTcW8iYD2Q51zySXwpz9xxKTJsGkT4484goqKYyzjdkRi8PKLSbrlVrpPHVgFe/YwfMRIKipOtLQdXLabstYG3j5iNqdOnUrF/EmJtsrKSkrLQlDfQFFRsfYMIxFYvpyxFRXsrmuD118DYPZxc5h/1AjL2I/uWQH791FSVkpFxQIrz+sPUF+kWSsm2FwTLz9PfihIZzhKcXGJ5f1Zv7eJhbpwP3zaMVScOMHS9aGVL3LCnvVc8NV7ePPGCxg+ZAjz9YmlY+1+WLEcgImTJlFRcXSiX0NbJ7yykNGjRsLBAxynX1NlZSUVFRWU76qHd94GYPKRR1Jx5lEWuvdsXQI1mvA888wzLelLZTvrYPE7ABxxxEQqKqZZ+hYsfU2r0geccso8JgzXUxFfes5y3qTJR1JRMcVy7N5t7yYyGBYsOIPCUFLomH8L48YdRkWFtdZ64fJKLfccOOmkk5g6pizRdnDZbnhvDcVFhZQPKaK0NGx5Ds9Wr064aE499TSGlSQ34SrYWqvFIwBTj55GxclHWOg+uld7NwBOPvkUJo0sSbR1rN0HK1dQWlJMKKg4dvrRsHIFI0aNprS0kbHjhsNubUF/4sknc9So0kTfrdUtsOh1AEaMTH/fH927IlGHfs7c4zlhYtKFW7KjDpa8QygYpKSkxPLOPlK1nAZp4bjjpsPyd5k7dy4nTByeaN/X2A6VrwIwZOhQKirmW+g+uHNZYs/5mTNnUTE9mZGycX8zvPkGAUXyd2ZC8bJKxowZAvv3MnHiRErz9yXOMXguKS6irTNm6bssvJHA1i2cdup8eONVpk07hrdqtkOTVi74lBPmMv+oEWxUW2HT+5y+YAElBSYx19oK77xjN3dHReTE1INm6JHqjwP/EpH/6ocPKKXGicg+3exuaFZO8mkPUJFyvDKFTq/s6dLnZnkR+aGIjBeRSWgBca+KyBXAa8Cl+mlXAU/pn5/Wv6O3v6rn2z8NfEqPpp+MFrjwbqZ8RGLO9eHdTO+ZVopLNdtF48LQjhZqi4dw6rYV2kYmkYjlHMP37FZMBtzN56l0IzEt9/rgiHEsPmI2kdNOh5/+VCsheuWVsGmTh//a7Gd0vl5L1927qR02Opl+lcrv8OHQ2Jjwn7lV5AOPIEE737cIo1rrtQ087Ey++jE7n7t3VoIzz/kNdTTomrvd2xE3m+Vt2pr0gDo7U/Mx769g6fgZVJcM1fbUNglZ9zxn7W+SrrOJ28v0nm62tfKfCjvTbCwuaeN4mXzd07vs+4aCTrnbJjN1eldXuuGoySzv4Q5IbU8ENmpp7skiNjbBrOmpYc7PIPV8p755tjnjQtBUxMbNLO9E18lfb3y3K0RjtCvsd28z85wWJxCPa64E0zhWs3xKnnsq4W6a5fU4r3uADSLyB1OTWT6lyq0r9aj5eUCjbr5/CThXKTVMD6Q7Vz9mRq/s6ZLLaPlUfB/4llJqC5pP/R79+D3ACP34t9CjEUVkHfAfYD3wInCdiGQcbBCJumwn6poK5xxZDg4+aLTFxND2Jh497lx+8eLtMH06HH98YuVrpue2qHCi7RTFHY3HGdbeRPuQ4da+p52m7Vj1la+4Llg8i7rY+WR376bGJNzT2M3Ph85O071Ml5SZRq07Bb1pu3MNcxBYKffKqFInYl3MuNwPOwEcaqinvtCIM7C2i2jFNvJc9lVvLCxlas0uRix9W9sFzXTS9PeX8dbE4zIQoul0wTl62C2QK609NeDKY/KPx0mb/FOD6VLHsTuW2u6V9x0Xc5qVvZC1ExypY6ey5RpQh4eA1r8H9G1njfcs6XNP59Huu1tALNgHagIEg3Y+9zghcxGbFMLiRVe0Cnd27V6xDYL2bijS30nzgjS1ZyQq5AcDloqL5usvTq1Qlzp49yvUnQZ8FjhLKbVK//chNMH7QaXUZuAc/TvA88A2tEDvu4Cv6vzUAb8Alur/fm6jidvu6SIi/wdMIUPkVLiLSKWIXKh/3iYiJ4vIFBG5zPAtiEiH/n2K3r7N1P9XInKUiEwTkRe6Qjsaj9tONFqbi7DzyM2OJsrEpgj3tjCF0U7uOOsqTvzavzST46WXatuQ6v4ft61mYx755k718CORGEM7mukoH6L1NbdffjmsXOkauGaJps40GG/nTqqHjjYFj6X0KyjQhLur5u5hMXBJSYyLaLtzOWnuqWll5eXaUr+pycKL09hObWPeW84Gm/3Lzd+dUtJiIqwZOwVRill3/1GrFDd9urYAmz6dMxe/wDsTj3O4Hud3I6kxOgh3F2GWOp5bmpVT8GFeyo5j4Wj6w/SKAE8TdhlYG0KBgG17Qsg6RMu7WW7MvLu9G3Y8G02GwDLes3AGee6eiyjzwsBBQBv59WYYRWwyCahzouu0gDfTdXpGSimUTdCc2bpip6xoVfUMHqyWoCIvzb370fJviogSkdkiMkf/97yI1IrI2SIyVUTOMYSyHiV/nS6fZonIMtNY9+rybIqI3GdDLqi7oEHb0+VV8xVkyvOhpLn3KVL3lDYjEcXtomV4au6pZvnaGhoLSynMD2opaQA33qjlYF92GWzenNHGMWAv7JzMxdG6etpDhYQKNB+9ZeEwbBg0NRHV3QNuKWd212Slq7fFYrBwIeuOnJ3QUtO6BYMgQrQzqrc7Lxq8+LKboFV7G6FYlOb8Ytdoast91LX3qIfm7hg9Hokw4e3XeMnIN0+56KSZ0iFqPS5sGjWJqz7xc16+/WHYtg3+8hfNl/q3v/Hjb/2V9aMne2ruaZOsPr0lqoGlmeXtx0m93tRz09qchHvKO2C3oPZasKTeq0zMxcGgUw619tdJ6LgJWUu0fJcXWUmBhSStR3YV6twK0XjzbN/XPq0sTihg0oJT73MGdPOC9hYS4144LaLaOmMU5we9NXc7noOBRAm6uFgVASNa3kAa7X5Qfpbkni5P0YM9XQatcI/ExNbsDiaB5bKyj4u9tuIkoOM1tTQUllGQF7TQ4IIL4P/+D667zrVASuZ57imTSk0tdUXliV2ULEInGITycgqam2x5No/rRDeWKijffBPGjWPvqPGOplEA8vORzrBOI52wlxvCLW0wv6Za802r5AS+6UAzl/39bTqiyYpWFr70dDg3YWa53lSyb7xB87jx7CsfRSiYbk40aLpt4GL5rJRWtvauu+DMM9ky/mg9xc5O2CU/p91r/auT5p66Z0Ha9ZqOuedB2/SNp5e9tRXunu6AlPM9hE7MtKhIt6Akn4Pdr9+NrqdZ3nyvUi7TrLlrZnntu/2ucF1bzLi5KRKC0qaWfmoRm3Tt251u3OU+mxezds+guSNCWWHI3udu6msXJxAy8YyIpVxtahGbtMH7QflZEfkVWsrbP4DTJfkgurSnyyAW7m6auyGwbISKaXKyNc05aHbxmlrqTULWsrD46Edh/frEsajNqsJSXMVNg06le7Bao2ssKlJ/acOHU9jcYOHdblzH9lRB+Z//wGWXERcS/jhbFBQQD3fqNNKbvdwQbhXqCupqTJXCtGMrd9WzdEc9te1i/4zGj4etWz0XUWma+86dWnnbr3yF9R+6DLA3JybMlEFv4W47kVo02S60GcI9gwp1dotV6wSf8m55LMDETnOPpp/X9QIpztdr0MpzMsvrjOQF7WvLW+imnBCOuAfUud6rlEVFus/d+ZoyiTGw+2we187nHolJmonbQtf0u3Ty9ae6XVL50O5zyn2MxonEhLLCPM0s73C9gUC65I/E4oTyApYFSSwunDt9DPd//uREVkVySZkyQP/YFQ7phT1dBqVwF9G0dq9oea+oddvJ304rBOI1NTQUlVGYF0xvHzECamuJ2vzQk3QzC/RKnWSlppr6ojIKjUVF6sJhxAgKmxsdr8dSftZLyLa2wsMPw+WXE4tLokiFk+ZOOJx2bQYipmN2ix23jIbC2upEjW+Ddlun9oMOx82au6mTvrWn2RUTjwu0t8O//528XhFm7N/CvLVvaamEJ52klSG98Ube+/CnAD1C2EWTAS/fd/eFXZrPNVFbXv/uMoF3uVKci+nc4Ct18k/dNAa83UFOm7+Yx7XQjYtnQF1AKduVgVvhFi+fu1vfdM3dej9cTfpe7g+X9oT/WqUL2VhcW3w51pb3oCvi/D6b6aa2NXVobsDywjzNLO/gc7fX3PV6+Ca+YiKMKM3n9KkjE+c57YLYT8zyvYJBKdyTKVj2AXVuVbm8fN+OgV519RYha2kvLgalyOtot+8LGWzg4rAwqK2lvrjcflEBmnBvanCkm6nPPS5oleAWLIDJk3WTXbL+cxr0iHltjPRmr4nFTXMvrKuhpmSYhbYh3DtjZleCqe+HPgSRCKWvvpykIaLt6nbFFbByJQBj9+7gwUf+jwvffV7T2B96CJ59Fq64wuIrdBIqTqlwmV6veSwLnw5tFmHmSTeNbEYR4G59g4lIbO1YanU6bVx3ul25XqPdyUJiNfna9bWnA1bNvauZBfEUYZe+n3v6ucnvps8Ov5U8h8WMeRe8VI4jMS2tzClj1bpotKEr3ouooI3m3tyhCdeEWT6Vrk7LznUSiWnXanYzxePJOvUGrM4gE/qBWb63kIsiNjmH4fez0wi92r00d+NFTn2hVa3V5572Yxk5kqLmeqCwW4Ftjj7omhqLzz2tffhwipsboSiDRYXdWiga5d8P/YhpDXsg2g4vaEkLIs6RtIAWMR/uAPJshVnUIxXOMW0wEuGoV56hcuRsS3t7QrgnfXQWuoEA3HorR33q08z90A9YefgxGt8bN2rR9F/6Ehx/PF9/7jX+cuonee7sT7H4R2dbSCfSjmz8jMnAJvsFj5egdNXc3fy1+n3MS0bUOY7rpH078eWlQZvfAemizz2T6w0ob809PTVQ+xuwiR5P5SV17PZIjIK8AOFo3PW3b9fXrLmLJN9pTbgHXYPiMgpcDCqicXGxGAXojFmFmrEoCDho7tZgPAe6LqmdBt2OlK2yDOFeXpSHQosF2NcS58W1+zl/5tgkz/rCIBqLc9kd7/CNc44mEouTnxdAmayC5kWGAeUQJNhfzPK9gUGqubvnqrtphREPn7ujkK2r1czyCZ97yiQ3YgTFLr5vR4tBTQ184xscvWO9TtfaT9Vqvn43zb24xc0s776YOWrPZsa01PHNb98J+/fDGWck6OSlTOwW5OeDvr99t9wfZouBgUgErrqKzsJi/nHChZb2Vj0yPxzD3iwP8MEPsuNr3+XqZVodinhcYNMm+Pa34ZJLYOZMFs7/MPcff6GjzzWg7IWOJDQo/Xva9dhfuwHzIaeJ1ODBjOawYQIN6XRTNTt3wZGJNprKX6KvJIvJGKfa5rl7WcgczMV5wYCjDzpk2qzHjuc8fXe2NF5c7mV7JJYI2OpuEGCitrz+3SiM4x4Ul+TZzsphtpI5muVtrjeq+8y9tgN22mQnHnf2uUvK9ZrRrJvlzZr7j95s58sPLtfHQu+rubfq2yKs3NXADQ+tJKpr7gnNXF8opWnuvZwK1x8xSDV37ZE7+dzdzPZeGnTcTugAgbo66ouGJAI+0ia0ESMoaW6E8rHe5nFz31/+Elav5hcrHmTGjHNQLcfD0D0wcyYsXEjp66/SMH6BSXNPGXj4cEo2b7fwbqXrvpg5afNy3pg8l4PlI6EsWebTbZMUQBPukTBQZEvX7HN3y7+PxUUT6k88AbfcAiNH8vz//Yn4G1qtcmPSMTT3SDx5D+zGrT3ldObcekty7I0b4Zpr4OKLAXg6tojoviZHLVebZNJNvl6au6f/2mWxY3UHWPs1tWsT2ZCikC1d86Rs5x5xNxd78Gxjtk31ubsJjuTY1jbj+kMOAtpCN+58r+xeSzeTf3tnnOL8PBrbIw6au7Gws7EY6H8DRp67/v7aRcunFe1JLGacNGi3vdFJ9DXw+PIqzps5VtvP3ZLnbn+vQo6au7PPPUHX5p1MmuUNn3vy/sTiYvG5iyQXpI3tETp1n7t5RzmzW8KAWfhbMIjM8oNac7dLwTIf90wNy9RcHI9T9P56qkuGJYS7nVm+VNfc3cZNtO/bB9//PjzwADz8MF/48u0c1lzNvHdegDvvhPnz4eWXqb7woyycckp6Cp6BESMoaWmyb0uhazeBn7x1BYsmzU378Ycj8YSWY9ePggJUIlpeb9+71+SHd7/PgUgnC+/+Ck9+5xwtZuGvf4XvfheeeopIfrLuvkG7zWyWd3CdALRMmExpZxujWuq19o0bYVqyZrrRx34Bpk3eWonRlAnaEO4OGkUmWrDduebvduZTQ0tyEu5d0ty7nOdujlrXjhkLZ2Myzg8G7O9lBmb5vGDAkeeQh889k/3cU8fuiMQoDAUIBpTDQsisyTrQ1TVV4/qS+7k7P//kYsb5ep187qnvxto9jXz70dX84PE1RGPuqXBJ87g9XbvFmx3d1Pvc1G7W3K2Lu5ZwNMFHQC9wY3bRRVKEe1xIpPSZoUzC3wJfcx/YSBapsVu7u1eh85zQUk3669fDPfcQV4rXjjqRTxgatJ3mvtfZPG7WoCUeh899DsaNg+eegzFj2Fc2gm9/+FssmDqSB64+JXHurk3VVN/7bjLP3Y6ubpb3ut60SfiZZzh272aWXDyTcalaTiRGkV5QwtZAkp8PkU5QpgXEpz+tRZ//7ndWn7sNXye99yZ1xUP4+nfv5vlvnKn58HUYz8CsySai5WPJdEY7vqIoVo87mjn7NkLnPG0zjyOPTLsHdn2TZnlnn7tTkKGnRcisJTsI2ZCd5p7wbxpmeWe63j53e41Sa0vrauv7NjTVssI86tsi5Oc5CI64tgCIxtPLRCeEnUM6m4hz+Vm3KG7z2KnXB4ZZPi9RQjatb1zLwe60oWu1riSvKaIvNl0DFy2aezrPhs/duHZbuinXu72mNWmWT2y9av98ndwBsbgktl51W0R5a+5iaotYXSdifQ7RmLZwM1sb4iKJVE8DrtHyvs994CKpuTsId/24fQqW+yQcjQt5sai2OnzrLTjzTKiuZs3v/kYsEDQF1KX0HTmSspYG13GvWPk8i2+/ktnzZkBdHdx9N8ybp/exj5Y3rBCOmvvw4ZS1NjrTdRKyL78MX/4yX/nUz2gtKE67nvbOGCUJzT1tWEu0fILnLVvgjjtg9Wqi8TijWuq4fNWLjPr3PzV6poE+tPhZ/n3ceXTk5VsEu8FnUNegjbHbdJ+7prlje6+Me7Bq3DSuXP4ss277DRxxhMarqR3sTfqGWd7W565/zSTP3V6jtNJJvV5t7HQftKElGZp7dwS0E13LBO5wP1I3cDF+e2V6DEAoGLC3VMTN1c9Sx9X+aimHNs9Q7DM1Nuxr4r8r9iR49gqoSx26vTNGUSioa+72747XoiKZ524SWHF307p3jIFLjXfLQjd5T1vDUaKxeEpAXfq4Gl17F4YILnnuVrpmNHdEUApK8/NAt2QktkIOR9O0fnOcRiIVziS8zVkZBhz3c/c194GNiFO6mg7XVDiPgLry1gZe//NVhOIxyA9pvuDzz6flvX3AgYRZPm1hMWIEZa1rHOnG48JVy5/lh+d/jetu+CgnnjRNe1ENvuL219SpFw0pdLEYlLY1621pZNPNsi/oZv/ly+Hee1m6KA7ReJr/1RJ85GCWD3SGoUDnvb1dCw68+274yEfIu++/3PLcrUQDQUrKG+Bfd2qFZi67DPbtY1ztXl6cdhqH2Woy+qYUKl1zt6TCOQiGx2eeRUDiLCgbAr//fVq7U1+NrrLQTbYlJyxwF+6eed8OC4eQa9pRnuVcO1pOdRsMDTrd2qD9tctHFhGLwDKETlK4a1pbnsPCQAvGC9ARiXtosg7CzqYs6pcfXM7OWm0LWjuNMvUe2EXLlxeFCCp74R7Xedau19pmfE+NlgdduOum9VhcbASl9tcxfS+Oy0LIfK+Si/WWcEwLTnMpYhNPPF8Hd4DFLJ9CV+8bCgTSXvamjiil+XkETIFxoYCmUDd3RBNlfgtDQY1n0+CpZnnjPXPU3FOJDyKf+yAV7u6au5tP3ktzP2n7at6aeBx3f+82HrrmlMRbZvjWDDNWWt+RI1016LIdWygPt1B55AlcPfZwKLTub57UKFP5tWruaRPpiBGUJ+jaX++nVr3IlSufY8IzpVB7UNvM5IIL4LzziL3+vNbX9OM3in0Uuvnc8/MJ6DXt43GBHTtg4kT4zGegsZETP3YOO/PKOP8Lf+HOq+dx2OShWl75yy9DbS3XffEWwuQ7BjVqQjZJ25wK5xgtr9+DXcPGccsZn2XIxTOYY9oLHjw294mLvqiwi3jW/joFGXZtA5d0umBMwta2po4IJflBU7VAe0FpFyegjU0izcrJYmCnfScsFSk+d8MsX1qQR9Ahs8C4ppCD/zrhhrClK45pmEbGCBg1zx2uN2Bcr7WtIxJjTHkBAYcAM6u1wV6TNehaBFY8uZgJpyyUzX2dFjPWSoBO710ASGrBbZ3RRBEaxyI2HnStqXBO15s+bnNHNLHYVHpZ3PygoiOmlaWtadEseiPLNIuZWXNv74xpZnn9u3Ef0zV3496kMD2IzPKDWrg7ae5uu5XF4kIgHqO0s514WxtIsWVv7VN2ruHtI2ZrPwzTccNakAios9GghySEbDrdo199lpeOno8o+1W00052xrU4LipGjaK0rYXfPfdHisaOhM1PaPu8d3bC5MkMW7Oc7yx6gOsv/j7f/viJnHT6bBgzJnk/DEFp4tkQpEWhIDYVJDXk5yf2s4/FBbZuTfq2r7uOZUMn8fNXthEN5mn3o6BAKyZzxRUA7PvV/6A57KhBpZpH2yK6WT6eFGj2lhn3xVsyGC/9kkT3/dkV34inTEJO7U58xUUSaUNOvlEnE6iRcqTxCE+u3ENVTZQKU9+8YMAx8jyk5yqna2fOk78551+jKyzeVsuS7XWAprkHAtrk7rRQKnSIE7H6ZO3vhZ3QMc//Cnt3kbEZip2vvz3ibpbXhKVTQB0JvgRSNHexbMKSbiHRFzM2izej3bHcruVeJeeJNl1IuqXCmft2ROwX0U6LVbPrJJVn452E5H7uBUGjLUptSycl+UGKQ5p4iph+kweawxaejd9rMMXB7KfCDVLhbpiqnaPlDYFlN/nHueu/v+SU3Wsp/nscJkyAb34TLrmE+NhxnLpzDQ8fdx7FaULWQ3MfMYLytiYObzzI6KoWeL9U8/fefDPE48x+9mF++InfaH1dzLZpZnmdbiIFL5VuaSmf+fqdzFz5JkeXByEUgtNPT+wY94GYcP35N7D4iNk0HmsV7HGTqdY8qbRHksJdOQQfUVBAsNMoPyvaLmimwLXaWXPZ8J712uyu116DIs2P2BY2meX1PoagVKZZ35oa5kLXVvDj6XN3Kq5i3RXMQZMNBOiM2QhZXfDbpZU1tUe1YiGmye4vr22hRKJcT9IVk+8See6185druV2TufjyuxYn2scPK2ZIvnLPoQ7Y/1bc8q+Ti4p08/jB5jAfnj2Oq+ZP4sHFOx1T4YzFTFqee2eMovygc0CdmGMMUp9/cnEnYl04GJq7p4AOOu9Bn5/n5A7QNWhl578WSgvyXMzy5uebru3GBZN1xeF6bWIbLJq7znPILNxbw4woLUi8s50pZX/NAXVGymwwYJXujvu5DyKz/KAMqEvUjneKlneqLf/cc8z/3U8Y3VLHnBseYtOOg9quXW++CTNnoqYdzdD2JtaPnpw2IUW8hOyoURyzbytP/fObXH/7D+DDH4ahQ2HNGti/nye//3t2DD8cSJ/8zZNFWkBdquZuMznsKR/Ng8d/mKfOvlzLm6+u1jTpd9/l0X++xP+mnmLb1ymyOCHc83XN3e42m8zyMRGN3lFH2Y7naqlw0K4N83gyoM6IltcWJMkJzX5csOc7sYhymGRTff3mNnAOqHOrUGYccxOyQX1RkXo/mgzN3RRgFInF6YhaFyl5QXsN2lyoxMn0aufrT5rl7SfZr501hRvnFzmb5SW9AI65TaObviDZ19ABwLghhRYeO6Nx6lo7mTq6lJMnD7e8G5ax40Ioz177bo/EKAwFCQbsF3nmgDqnynjGu2G+11G99kJq8KF5XHD2fYu4Bbah97X63A2MG1LoGFBnza9PI5sSQJjSlmIxMKM5HEkIdyPdrUAfpyWsae4jSvMTv9HUwkdHjSpNLMidNHfDLu+b5QcZzD73VM0NbFLhwmH41rfg5ZdpP/kcvnnxD3RzsUBFhfYvEqFzw0bOv3MVogJpwWlJs7yD5n7EEVz52ZtYPGYa86aN5cEvngK1tTB8OCjF1mfWw1vbbfu6pVEZCxXHRQVJq0KizQjUO/JIWncLcEC7Hy50zU2GWb4wFETZFHQBID8fFYlwwftvcsKWNtj+JnzgAyaenK/JfMzJhG3sIy2i8W0sOPT4MvKCATp1/2YQlTYuOAtwsNf6tVQ4ZSs4kgF13UyFM02kqe1xIeEOsPNvjizNtwQYRWNCR9x6PaFguvZt8B1yLJBinvzt342gg5m6tDCP0nxFIOD8fB0Flos7YGt1CwBTRpda6Na0aFai0WWa0LdLV/z/7b13lB3HdSb+1YuTEzAzyDkTJMEEMErDJEJUICVTgaKiqZWT1pLWP9vUkX6WLCt5ZStaWpmyKSpZ3l0ri2KmhgQDCGZkYAY5TMBg4puXu2v/qNjdVf0GEDFDDPqeM+fN63rVVV3dXffe7yY5rsV+nRewPGFx7nv7xvCGrz2Bf//Apbh+dTtcV/MT8IGCOsRNKfWE4Yp9qBJCkowTFA18yTvnYBugTDZ+tHJWY1XFJDZhce52mzvkuJQys8PnfrsT779iIcbyZSyZye6PMDUJ5sxs7gXMa66R75Y/8dFN580CwAR0sXfZcssHSGjulHrtNNOQzknmXtTKTrpUhWHIY+US7nzuV7h6axZ4IAVs3gysWgU8/zyeer4fhx/ey36nP3PJJEorV+FE3SHe5n3YA5q7/2UhBM/OX4uyo0F2M2bI5rCqcGFOfgLSstkv9f42TUb+b9l0/H3zHlje4LEKMFi+VMQ/PfRdPL5hI7B6NbBBxeeXQ65Xb7dqFITABXMCy2kFP/J8U01x5s5gPsv1hggVYmz92XFdAcsHHQ2UzZ19959Z7PUmZzzWTqVDmAkCjxMiBRqdRvMlLGmt9RQHKTpuoMCRLQsZK8Jig8fB+wbtqjozY9fr/YFID2tjsjrjCDI7+7j7T7AKmYK5i7XsH2PMvb2BhU0SeV7vy+915FMnLzmsTGl1Mi4d6rYeZT4yv93ag+tXt3sK1tgYpbhH+rvEsiZqsHwAmWOfYSGHtrXS4XFQr/0aAGY3Vns8z/3nBexe+hkNXreZAxK81Oyx4RzuffogOvf0e2B5kc1RTGssX8bgeBHr5jcp6N1XbGh+Sw3rSYhyqLMlsfHPOxbjXn4uY/TTmM5JWF6HeUx29/OO7MEHX/gNBpvbmf35e98Dfv5zoLHRw0j9fcOg5JLP5h6WP75yrm1vW9i4op+Kcw+c2mqvB8I1aFv+bx2Wt1TWBFIpJIsFVJWL+PbbP84qys2ebTx3GJM1w/Ls5RaabFZTdwQcXcl5ibVVYu7BzTBm8QDvGWFwcVtDlWVcdmNscd/hzC4Y1y9IbaTKHFByXPCstL5sb4ZxXbs5wKO5+9EEkUvfAjWL0CWTKQFg9z9lgce9BXq8jfsHMmipTaG5JuXp2z/K159r7qY64uKaJDyuvSt57ZkWDnVCYBZIlUvtDnVD2SJSiRiqkrGAQ52yuVeAuLkGnS2W8Y7vPo3dvaN8nroznrdzVnNudSkNwPKzGiYAyxvW2XEpxgplbZ0pTowVsKtnVH4HIN9Bwah7R/MYyhYxo44LWQQAqNyXRnMlDI4zWF6YknTN/eM3LJf/M83dwtz5p1GxOEfs7uckc/fUKA9IyRRXHHgJ96+4Eg9tfA9w552MwUsbj12jDNP6/N7yfnu+42rOaRU0xnAm6+1X0ZFP629us1+vmCfxbdBeb3mzExBSKdRmx1BIJFE2gGiVNOgwp0cGYasNPKczd/6vzXnJK1QEpx02L4fD9MwU4W3b28dyCaxsZ/n3/bMWY6XiMYvtG6HMnRAEYHlKKUZzJTR4vOU5LO+rr2Bi0OKakpopYU/vGA6dHPdcv8kWLAQ8KcwaJbzgnMUcKYUWM85gXTGeyAQoYtULZQfferQL+ZKDff3jWDKzNpB1TWjubQ2KqVBKUShTfPLnWzGcVWmPTeaAnBZ7Hece/gJJyfPiLwyWNzPZo0NZzGuulg51XiWBenwbwmB5lwIvHBrCcweH8Pe/5sWiKLWaP/afGMfMuhQaqhPM5q69z43VSekXYxpX+VQE769Ma1wjkiMBb/rmJrzxG5vQM5LDNx7pAqC0frH/sbwFTKgAlEOdeOaPDedQdilaatMBm/vv/vIafPyGFXIOhBDpUGctHGN67M4Ru/s5ydxLZe+LpZPjUlx98CU8uWjdBDZ3e5tJc0/EiLWghf7SVaqSFiZU+M9bFA51YbB8SGhgGLMru+rl10+bl6aAOIc/A6cF0mnUZ0cxnqw2IxUhiIHupW8rvSkczFyqwuBSiRhy/N6nKtg3Q89tCf9htkNhc/e2dfVlMKM2hZn1aWPfiXhE2/KWUz4nvyNfruSg7FLuUKeo6LgymY/QqkxhZYBgdmqtbvr6E3j9VzplG2BOAyts30tbvfC4n2Im50NNYxTfr/rHx3DVlx+T39U6U/zixWP454f34l8e68b+gQyWttYFtNH+sQIIAWbUpvi4TMB6pqeMn245gq8KUxs1w/L5InumJSzvUilACK3e6/HuvaajQzluR2Zt+nuq4twrICRciBJhZMM8+yBDDMzPZFf/GJa11UnHNR2WF06HRFurB7b34Eu/2+UZ15TwZ4SP3VStNHchQP3f54/iIE8WJDIjFn3QertHyFJ7y4EB1k/3ExF9kz77KYHXp8DTZjF/AThnwuHOSeauwzz+/PJO9z6s6T+ALfPPC7VPA+GObQEN2mWbhnSKCmPQFeBgm9Oc6bxlx0UyTmR8tYlRikMVM6P5+1LBKL3FP/JF3VveDH8ilUJdLoNsqspiogi5pkqQPdegBWowzsPgZtSmpEOd9IgOE9Aswo7YZILV2ey55ff0jWFFe70GF5rHTcTs8eY26NXRhBm9zVM3W7NBCk1ovFjWPO2DzF2H7NkcgnMiBMakLgGkwszbjbH5upOfGLdnJI9eDq2fzBSRTsSlYFCTZvbbl44MYSBT9PoY8JU+MZbHjNq0vBaBrgghbzirci6YvPR1U5PIUKdro6KvzYTBmHu1KobiunIvYBnq7AxaF6IoVfd4hKMNIrudGPcXLx3FF+7bCUopuvoyWNFeD3ChQkceZzUK50K+VpTiT3/8Iv71if18XMhxGaTv4pM/34oDA+Oy2mBzTVL2FbS7dxTpRAzPfeoGNHNhKsjchebO1kNsw8LxcUZtWgpoQkFJ+FziY4SEwPLmd4X9OILlpy15be7azX/5ZaSuvBxfvfq9yCerTl2D1r4HNOiyy1M9mplsqYJ3eNm1e0tXguwTsZi0cZ7KnIGQ3PJQa5dKeKHknM+hzgjJplJozI4ia1nncgiTFeezndurQVMJy7fUpuQmYoO4y9pGWgkuNmn9McI8wPVNhVKK7v4MVrQrjdLG3JOGkDQ5rkUrVNXovBqWyCvfoGnuJceVzCOTL8sUomEpc5O2Z0cTDCgF+kbz+MA9WzA0XsTevgwaq5NyEzeiN/D6J5zkG7tMe2oQZkZyJfxm63G84bx2aXOv5qaup7pPAgCWt9dBWF3FuMPZkmREAPg9Aqq5X1emUJbXZHo29GdaCDNiHxGau5/JChovMCexec3VMpe64wI1monOpZVheaG5C0apNHfqMWF84n+/gu9tOoC+0QLGCmUs55o7KFDSbsTsRhU5IOYvqFB2PJo7pUD3iQx+uuUI/vRHL0jNvbEmWG1wd88Y5jVXo7VeMWhRt16QZO5iPXzPx4w6Vc9BONT5y7rGiFLUAhnqKmnuESw/PcnqUPftbyP/sf+Bey67BYCZ2VkFA3hRgCAjdJGKx0Ltpqb/9WMpS95qnQHbhAqb5l4x9CvEP8HVGBK1bIQivaSf3FQKTfkxjKeqzdc7AUe+VEjREaFBu1QVjWmpVRuGjUGLkLOYIXOao42rX78gSsHzZXsFg+MjeWQKZSxvr7faAoUWbNRkpQZtgW1d3Qyh2gbHmWbXVKNs7jpqNV4oa9cbvJ5AbL5BMBQlbl1Kcc9TB/D43hP4jy2H0dU3xoSZmLo+394MgGeocyk69/Tjks8/gk1dJzDK7bm1hqqC//f5I8gWHfzxVYvluH6tcOWsBo82CrD3Vjjo8ZHhUnUfhA3ZpfBEBxwZzGLfiYwnvFPEuYu9QKRb1vvqS3V0KAeAJe4hELnlXdTwtGwFx4sY+J/p4WwJ8RhBbTrBhQr2g2zRQbHsIlt0NLOb6reHoyfL2urlWumau2CwJoe6wfFioLSueO4Hs0V5j3THReEBf+DkOFq5+UncB/0eJWJEmkcIGAP2M/eZdbrmzpm7H5YnKlOgX3MXZESMIlh++pKuJUvGODYG/Nd/IXvHe1WbAR8Ng23FZmjyAC6VGWQnoTjf0zyR0K+UJRGNznRsQoVN69eFFRMcbPOI19uSPlhebITpRMyaftZJJNGYyyCbrDJer65h+F98wfjDaoHHdM29pGB5QYK5m9AIwdyDfhHU09dkK1be8ur41iPDAIDVsxusGoUHHg8gFezTGpLm075H8yV89/F96BtTsd0CptTDijKFMhyXaT0moUIW/zBcr3ByixMxLsXMWrahnxgrYG/fGBNmoJ47kyAmtMKd3Mt6U9cAnj84BAC4aEETH1d1fPHwEBa01GDt3EY2rut9huvTCczxJGZhfQtlL3OPcS9tsRzChKEL0S4Frvmfv8f1//y411ueEDhU+e7oNnfdbv7R/3gRN3z1cRwdYnbk+c3V/H1gMHRbfRViBBgqcM1dc/LUs8kdGsxiblM1L4/rvd5n9p9EoeziqqUzA2v1/EGW6nd5e50UOMW+8yevW4Jb17GkWEQTwASdzBSldl6bYp72gsmOZEvK5l6jqg02VCktvrXea88vaM9dW31aIonC6VV/pt9+0Vy01qsMdUpz92WhI2ot/IVjlIOd4aGLmPuZIULIfELI7wkhOwkhOwghH+PHWwghDxNCuvhnMz9OCCHfJIR0E0K2EkIu1s71Af77LkLIByY6B/3lkA/Vb34DXH01SjP19KrBvhOxuZsSgvirGQUY5QSStiRDNneAw+N+pzdR+elVQAzCrldvypccVCVjnMFaik4kkmjOj2I8VW0xf+hCh1kQSlrCCkUyGQEXC5t7S60qDWuvf001Zhds0/v612MgU0BLbYptWNrxJ7sHUJdO4IJ5jdY83kIgCR3XYpPNl1iecGFz/9rDe/Hl+3fjx88cAgDPRunV3Bn0GtMEA8eleHb/STknfVz9erNFhwkGMeW4KCDa3b2jGM2XsaJNae5+7VqQ0ChbuAY4OF7EcwcHUZ2M44J5TZ55AMz7u03TCv2a+4pZ9dLfQl+rYtmVzzEgTDqA8K2VzJ2afRv0kDLhUCc8tfMlB5v3n0Sx7MpQO8el+O3WHnT3Z7yau4TlXaQTMcxqqMJgjvps/RQfuvc5LP/U/QCAQyfHsXBGjby/+j18YHsvalJxXLNCMHe1tq8cHUFtKs61YB4Gyef8iRtXYNHMWr6Oaq2EiWMgU8CO46OY01iF5toUXKruYdFxFSxfrWzuDdXK7NHqCXXzwvIiHFSQEHYunN+E29fPxxfffr5nXuJ6/Q51Hpv7qXjLn4bNnRByDyGknxCyXTs2aTzrdGgqNPcygL+ilK4BcDmAvyCErAFwF4BHKaXLATzKvwPAGwEs538fAfC/ALawAD4DYAOA9QA+Ixa3Ehmh9YceAm6+2cv4jTA1tbZ7NGi/huz6HOpCHLlsNndbWJEcNxEMWSk6LhIxZQ7wM9JyyPWIdmu8sQbLA4rJigIbgKg2FjgtnGQKNaVCiEPdxNbZ1q7D1EJz122uSVsonEN5jWu7MJOyQPo9I3nMaawOOLY91T2Ay5e0sDrU/FhAc3eEFhxmczULaMeHc5jTVB1winvl6DDiMYImbdMtejT3kvQ8F2v1/acO4F13b0bnnn7NHBC83pFcyeNA6LpU3sfN+5nGuKK9PmBzrU3F8cdXLZbniXFotZpXEBzOFrHlwCAuXtik5UtX4x48OS7NK0J405ndylnMgU9s7uIWFh2/5s5zrfMfCJhZz2mv337h6KUy1FGpUWaLDj71i22Y31KN916+gM9Z9T14chzpRIx5gGsadCxGMKepGifzLrf1q3E795wAwMwFh05mOXMnHiYLAL/dehwdK1vl+6av1c7jI9JpDnytBNqQjPtRDHZ/BbQ+kCli+/ERnDe30ZiXfjRXQiJGPMWhRNw/AA2WD2ruwlNe3ifK9sMNi1vwpbdfIMOF/QKp36FOD8ENFI7x+Vx46PRs7vcC2Og7Nmk863Ro0pk7pbSHUvoi/38MwC4AcwHcAuAH/Gc/AHAr//8WAD+kjDYDaCKEzAZwE4CHKaWDlNIhAA8juPhGCjivUcqY+403ejb0U3X0kswuEYTHS2Xutc5X3OacRohdqEhZYtXLITB12WH9TE4z+rls2a/0ca3Xq23+3/59N547OCQ3G2Hb9FM5wRhOzua46Ghe6RaBxLYeLoUW9602wyYdlk/YfBBcxONmmNp0vXpb32ges5uqPGjFkcEsDp7M4uplTLOKWbRvAa0bvdapfVyA2XTnCubuMnslwDbUmXUpaaIAlOcxwGp6OxrK4VKK4zw3e1dfxuNT4Z/zcLaEQtlBPKbWyp8mdHl7vWQcYnP/65tW4u/eskb+RjBo0X7oZBa7ekexftEMxXQ8yWRcmQBFzFlnOqsCzJ1NOqC5AxypYN91zd0UDbGfh/ZVpWKaQx2V17bvxDg+8rqlqJF+Aqrvy0eGMa+5miMKjBEyGJ4z9xwzWcQ1SF/Mf1PXAEZyJSxsqZUCmH69Y/kybjpvlgcRFO/FQKaI2Y3VfK3Y70uOK3079HsAvh5C+z58chwHBsZx/txGiczoDHokV0JjddKTLEpHH2fWKZu6WCNBszTNXVRQdGjQYU5A+kIgCTrUVY5zLzkurv2nTty/rUc1ngYsTyl9AsCg7/Ck8azToSm1uRNCFgG4CMCzANoppeIO9AIQ+PhcAEe0bkf5MdvxihRwqNuxg9VHX7rUa/s2MXf+crC+ts3fZK91ueYuGJI/ux37nrKU3iw7XlugaVyT5u6Pr7fZ3NOJmFWYCdOQ2fXG5G+/8uAe7OoZldK3sG36yeHMvVBVY9XcVVY9O1IBGKB11xsHLbTGRk2DTcTMfVVYWbCspxLegms5kCmg7FLM4pq7uIfClnzxQiagK83dx8D5nOOcQXvb2KepSEeh7KB/rKDFUFO59oDSoGSebm2THS+UMZYvozoVk+M2cPfxkVxJg+XZWunvzd6+Mfzq5eO4bFGLhPT1czfXJPkG7x03mfBuObEYW3PR3tWfAaXAhfMbPQxLJ8k4fLD8Oy+dh41rRd5xL7Re9NnchaNnSVvrkVyJQdOpoBa8f4Al7hGau0mYWdpaa3RO235sBPOaa8TAoFT5dsxpqsZgnjFs3VFz9awGAMCvXj4GAFgwo4b7GHiZezJOcO2qNs+49WmVVdzvNFd0XIlaqbWAXGfxLj/RNQBKgbVzGyTz1u9v32hBCgLCxKG32zT3ZJzgogVKWSUc5XKoQTPnnyUJywfbK2WoGy+UcWBgHHv7Mqrx1QuFmzSedTo0ZbnlCSF1AH4G4OOU0lFfAQ5KCDEBKqc71kfA4BEkEgkcOnxUtm157nkkH78P9StXYs/jj+PImHpAh0fH0NnZ6TlXb38eCQKUKLB9x07UD+2VbfuHeUhMqYhCmXr69p7II1eieG7LswCAHTt3oXmkW7aLceNwkc3lA+MODuXATcfY29WNzvIh2baPj1su5FAq+cbtzyOfo3jm6acAAHu6utFZUn37s2xcQh0US05g3J7ePBy+A3Z370MnVc+muN5chjGwR37/hGwrF3Lo7OxEsVjEseM96OxkQm8mk0FnZydIdzdeDyCXTKNYLgfGPXykAOKyF3Df/gPojB9T1zTObX855qjU+cQTqE6o5+fEyTyyBYqCS9HXlwfGBhAnwP49O+VvRobYfJ7ZvBn7atSmceRoAU7ZAQVw7NhxdHaelG3DvNpKLsM2imee2YxW3lfcg5OHuzA6UgIhQGdnJ146zq5hx8svYrA7hu4h9jv/PT5ytAC3XEY266D/RNbTNlaknjm/+OKL2LONoDoB+Uxk+g5idKQMhwK7947JvrHiODo7O3Eyx+a+/6C699t27cULx8toq4lhZITBzv1HWd8tuw7gJ0/vY+Oe7AcAvPDyVtn373/5CoplihtmjuLHO4sYK1Hs3jsu29vSDh5//HF5r3bvZc/6vq696MwdYHPOZDAylEeuTLFzt+oLAMMHtuMwv+5t27d72gZ7DqOzswcDJ/IYH3exp5vN8w0tg9j5wmbsBDDE79Wu3XvQOb4fo5kshuI5ua7HjhVQKpeRzVMIVvCNn7G2xiKDxHfs3IUEYXb5HUfYc/Ds009idCSPggN07dMYBoCevVvRzxKzYfeePfJ4yaGI5YbQ2dmJQwdZBMPw8CicFMF4chQOBZyyi2SWrfOevV0oZNlz8+AOVrSpf/9OHD9WQqlcxvZd6twrm2J4cfNTEpHp3rcPMVcxruJwHzo7O3GQj3vg0GEQuJ7nSwj1+/bvx8go6/sydwIdObgDh4+UQSnw0ivq/m871I/aJEFnZycopTh06DBGxtS4h/ZsQ2dPHPsPMnPHzt1sn/ziVVVoGulCZydbqHwuh2O97Nk7evggOjuPy3N0H2F9Dx1l7/4Tj3d6CjWVSiUM8/nu2L4N8b5dsm1HLzu+5YWXAABd+w+gs5Od59J8Hrs2b8b4wAA0ShBCnte+300pvRsTpFebZ70aNCXMnRCSBGPsP6GU/pwf7iOEzKaU9nAIo58fPwZgvtZ9Hj92DECH73inaTx+k+4GgKqqKtraPhs4wpjUBesuxopHfwXceCNmd3Rg+7ER4KknEY8R1NTUoqPjdZ5z/fDgc6gaHUQpX8bKVavQcfE82VZ/aBDY/Azq62pQGCugo0NN7+6uzah2XFx5xTrgid9jxYpV6LhMXZYYt6aKOT/pfQHgW7ueRi2lODg6jMVLlqDj9ao8at1BNm5TQz0GixlP33sPbIGbKuJ112wAHn0IS5YsRcfrlsj2fScywBOPo7YqjUyhHBj3Pw4/j2E6jhO5DBYuWoyODpXbWVxv64wW7BkawCUbLgceewwA0NrSiI6OK1H9zKOYNWsmOjouBMAYXkdHB47zXOtObT0oiQXGfXBwK6qH+5EpF7Bg4UJ0dKyUbd39Y8CmJ9DS1IDDY8O48qqrPVr5Pfu3gORKyBcdzJxZi1nN1ag6dhi3b7waX3/xUQDA7PZWvHyiF5et34DF3LEIAO478QpqxgbgUqB9Vis6Oi6QbT0jOaDzMcxoacK+kUFctn6DdErKbusBNr+IG6++DJuHd8KlQEfHFeh//giwdSuuuepyzGuuQcPhIeDZp1FVVYXzL70CVck4atMJPDi4DemhPtTXpdHSVIWOjsvkuAOZAvDYI5jV1gqc6MWF6y7CO//1GQDAj+5cD2zaguuvuBg7H+tCoeRi3oJWYC/bTFcumI2OjgvRO5IHHn8U7bPnAocYg69vm4ve7oO47fIleO7AIByXYumyWcDundifiWOo4OBj1y/H5Utm4PHvbcaylauBl14GwDy8r1k+E++8eQMe6H8OdKyAeQvbgC62aV+2ch46Os7HwYFxYFMn5ixYBHR14fzzVqPjonnyWZgxowbDuRIWLJ4F7N4NgEU13HLTtSyU6+lNWLl6DfDSS3I9Ll93HjounINf9r6E3uIw5s2fA3R14/prO+Tm3z+aBzofxYoVK9GxYQHizzyK+XPUc7gpsxPx3iOIJwkAzoCydahNjeCON1yB729/HCtXrkLLgd3oHytgMM/g+huuuxY/PLgFI7kS5s6fAXDBIhWP4dabrmXhh52PYPny5ajftwdjPH5+/XnL0NGxFK+Uu4B9e1FVW4e2pip0XLYAP9rJeMqHNl6O/7NnE5YuW4aXRo4CI6Pymv/optfh0EN7Ees5jEVLlgE7d4IQ4L/deD461s1l6NTDD2Dx4iV4duAwkGNOfOsvWImOyxdiB+0GuvagddYcpPuOe943x6XAQ7/DokWL8fzJo8A4E5qXttbibRs7cOiRvcC+LixftQZ4kd2HvizFNctnoKNjAxKP3o/58+dj63APkGXjvvHaq9BWX4V9Tx4Adu/E/EWLgd178Lqrr5RoAgDUPN+JppY6oLcPy5cuRUeH2td6thwGdmzDzNZ2JHuO41qtaiQAVD31CNLVSWAsg4vWXYhrlrfKtvz2XuDlF7BizVrghRfQNnseOjq4OaipCZdddBFwySX66cqU0ktxanTGeNarQVPhLU8A/DuAXZTSr2pNvwbwAf7/BwD8Sjv+fu6BeDmAEQ6FPAjgDYSQZu6U8AZ+rCIFvOV37gTWrPG0MZg6iI/rjm1B2JZ9muKvS9yxzZahThV4iVlhaqvNXYflfVMuOS4SE8iMl05awspCYXn2KWyUeoEWcS5TelEAKPOysqVqMyxf4o5twnnJeL2WePP+0Txm1KY8sHw6GUd7QxWa0kTOS5+nnDdVsdsV49y19uPDbFOb01jNY5mVPRZQhXv0JDaXfP4RvPEbm+Q1xGPmVJ96iVP/uMekJ7ZyqCtqzkIKlmffdej0hUNDcCmwdk6DhMeFCWMgwzS9d102HzUcpi6UvA+XSC1r9FrnmekkHFw2Q6vC10Pvu2q21+PdP65IcCJ9Krhfiad0s9/m7nOoI7xNP/Xm/YO4ctlMj+OqvtaNPNVqnIDD46ptXku19D9gfVlZW9nezGzf0qTnuIgRBsuz9arDHG4fF/btK5bMwGffsgb/cOta1KQS3Nav9qhtn70Jt/BwNt0Moa/lbC1ZDMDug/8e6A51et8b1rR7zp333QchUPth+2ScyOgHf5y7CVoX12NKUgMABb53+snjUGexuYv3z5NE59ULhZs0nnU6NBU296sAvA/AdYSQl/nfzQC+DOBGQkgXgBv4dwD4HYD9ALoBfA/AnwMApXQQwD8AeI7/fY4fq0h6DHXZdT3MXTwsVcm4mSk5rtyog3Hf6gEOeq1TJBOKyQa81oVQkTTbvh3XRUqMG2KDDjjyccc0e2Y8xXxs6XZtIWf69QLeAi29XDMHzN7yJW5zL1fXWB0IE3HmvBRMqeu1ufuz7B08OY7FM2s9DnViw37TEq7hEzG34FomYsSYUjUQHaC1947kUZWMoakmySpK8qaCKKDCPYlVchX2eXgwK69BePg7LsXm/Sex6K77MJApyHOZHOqODuUQjxHMaqiStm+dGUrmzr/rgq0oWSo8ol1KPX1TPFRLPLP+LGOirKrf5j63qRpXLJnB2+Dpa2IsfqYi7M1irfK+cWfWKT8C0TcVOK/X5l7wMTVZetUnDN98/ixP2Ki+Hu9Zz5QxURVOn/NCXoZUZ5Qe5i+YO/9edlnI3dzmahAA1yxvlfHmgkG3N6TxwasW432XL+TX612rKp/3PxvXK8AJb3mZ58BxjclgRF/9+bhxtWDu7Hu+5L0P0uau9b35/Fn4wR+vl/Zzk83dO7h6nwPz0nIz+NvEuW1x7uKbmLNHMInHT9lbnhDyUwDPAFhJCDlKCLkTk8izTocmHZanlD4JfxFlRdcbfk8B/IXlXPcAuOdU56An8iBDQyyBzXz24pZCPM8Bv+bubRNaM4s3DzLvZExlirMlSGEOdYZxQxzq9L6mcWvTCWvBmrDwPXZu5ZAXyKUuNHe+HnrddJEH3J+KVZ43zpl7bS0oZfPa1TuKeU01aKxJ8rS5wsHMLsz4r6l3NI98ycXimbV49sBJXvlLaW03LEjgLddcjIFMAfdt7TGuZTzGPHgrRwcALx0eQntDFXpG8pjdWC01zqDmzvrInNe+9WCFSJRQce9TBwEAm/eflA5I6h6qfvsHMpjVUMUEIRKMgxbMXbxxBd9D21STlElfmBas2uc3V3s87f2a2/I2pbmLcZtqknjqruvkb/yIgSlW2XG9c149u4H3NWuMnuIv1JR9Lph1TRfwxHK4PBSuOhnHHRsW4IqlM3Ddqjb57LrUu153XrNEntvvtb5wRq1nzkz7Vu+DcKgTTKjENfeGqiQ+dnEa7792mdobhMBiuCZxvUGPd3j6CvLnjy+WLVowvFp/OhGTz50/Ec31q9rwZPcA1s5p9K0HxezGalzJE+qwvuxTCEkmzT0s1E2slb+fGNfqUCdRH87c/0DNnVJ6u6VpUnjW6dCUOdRNJekvZaprL7B6tSrp6moatD81Gvwhad5NR2myQa1PPKCV8sOnk3GrJquH6Dy8sw+/fuU4vnX7RcrTXmN2ahNRTFL09c5Zg/Qpe8F1eLPsKC9uvzCT95X11DV3QabypwBQirNHz6mulfN60zefxNLWWjz6Vx0sJC1GkIgFx9XzvwNsI/3nh/bg8iUzpNSoNHfq2dgJIbh8yQw8sL1XrivA7NpVybj0WncpApnx/CFpjkvxtu88DQBYN7/JU2VLau5lFQXB2thxfUlcl3oy41GqMn8dOpmVFctMIVpPdZ/E+XP1Tdaruc3nTEXWxvYlk7ljwwIVouXTVAXDUrCsWXPXNVmbBm2DZWWsetlFfTqBT968Gm+6YDY7r2HcGAGaanRYnnKo2Qzpsrz8NAjLEx6C5QI1qTg+/WZveB4AeU13bFiAD1+zRMLQ4nr1fWSBT3PXGWVVMiY9/AWJfAoAsK4tgZbalKcufKHsSIRQvybhpZ+Ke80QXu1bvR8CHvcySpMWrM79J69fgk++cXVgPcR9+Oo718mEReLc4h4GmLf00jcjN0TTvpMWBl3S1spPYi8IhMLxTyEYekw750iGunOSuRcdF2/d8yTevKMTy+4vAuvWyjbd9l0oBR+AMNu3vvk7LkW2WMaav3sQX3/XuoqZ4iQ8btGgR/Ml1KUTPMyK4r/9kDnh/NM7LvDEuYs5fvG3O/FHF89TmfEqaO7Kzshsinp7KhHjULO3r7+sp7C5N9Uk8blb2JqKuF4/ZfijR2trAEdd/74T43w9OLMzwOMiD3hdmm0wDqX41mPd+NZj3fj8rWzcxTNrFUxt1ILAr5ed+7IvPIJkLIbXr2xFPBaD4zqBcf1ChX6fjg7lcP2qNgBKCwLEJq02YrEH6YLDwZPjeLJ7AOfPbUSWV2oTm+eju/qwn69JHQ9x0hn0SK6EtZK5Cx8DF/Oaq/G991+qacHw9H3T4iSuuWgV3sWdOpUGrRjpwhk1sg3waj/NNUkZb+6Bxy0adMHG3GNqzulkHO/ZsMDaF2D1AYSALPqaNDs9iYnjssI7/gx1IhTOJHDoazW7scrjdClMRSWHYl5zNd592Xy8dd0cT1+BRixrq8ONa9oD97+sCeD6nNic7WtpM0OwdvZ+Fx0XN6xuw3Wr2uUY+lqatGACJugUHRdpi01eaMGBeWl5DlIWIatQcj0+Cfq4JYvm7kUbDAJJTClUtpKvQiDxmJSiqnDTl8oOxfUHnsexhlbsf/+fAp/9rKcNYDZoY9y3o7TAQM5zn0PdSe6U9KX7d0lp25YpLixW3XEpBjJFtDWkJTwunuX+0QL6OIwoHHhG8yXc+/RBvO07T8lSswCMTmLixRIvrN+JUGiUwrHtVy8fw3X/xMJfdvWMYnZjlcwYluPC0HfuuBhvvZBtdroWK+j5g4P4zANMG501h3m4ihSx+jULpKPsuvjPLYex6K77kCs66O5nQsWKdiZU6EVmDg6MoyrJbMWK2Zm0IGGThfwsOi6e6h7Aohk1gaQ+JcfF/+pkntFCc9SXciBTwPwWlTBE2dy9cLC/jCUAfPqX2zGULeKvb1opN3CRBGjHceYx/c3bL8JN583i6+xdq7VzFYyt+xgIxg4oTUYwrMvnJPDu9Qsk0xHOWh7N3aeNiraW2hQuW9TiuSbKIWz/xh+0uRtgeR+6EujLrzceI5gr4sW16zWOy7/q8ej+3PKUAmVKrYKfEGb87cJUVOR7wUevWy79AMT9FdX3brlwDv524yrP9QLK3OVfCwAyqU9wPZRDnT9fgOgv1vmiBc0eQUnPc+Bnoqyd7W2U2oWdfDm4joCXQQfbdKEiyKAJ0bPmmRl00THPOUaItWIc8d3DgOYeVYWbnlRyXDQUc9g8/3wcv/HNwOLFsk1A3GmNyd63tcdTEjJtdWzzaidC4xjNlZXmbnFs0xEDf9tQtgjHpbzQBNv8BUTYO5rHfz53BKtm1SsNmjPKMocOhTNKjB/b3TuKe5484JmH1Nx9EPh4oSzzaTsuxV0/24b9A+M4OV7Erp4xrJpVL+HTXNHrGQ4oDUnQ/hEHt39vM9LVDMJuamuW4/jXQ1Znc4G7eY3pw4NZdPVlMLMuJTfU8aLqe2BgHItm1MoSqJQG7a0AZM5zk7AjmKzjMvPHorvuw89fPIpfvXwcf/K6JTLbXNG3QUi7KiEySU2h7HiSyijmrvo9ve8kblzdjrWaY5uEE8su6tIJvOWC2XLjzBW9a6Vsn9B8DLzCjIJHuabj22f1voKWtNZ5+oqN8hvvXofv3HGxp69Nowza3C2wvMluHvPCwV+4dS3+9b2XaH259h3qUGceW6aBdc0CBwDk+U3yn1sI2CUjDM0+cz5HSjUuo1LZDWib4mvJcT0Iob/drrkT+dwE7oMY1wLLE2IXZnQhK0aCWnKMEKtNXZ+zGTFQsLzfFyDmEUgMc0YYLC+eHXbuP9TmfjbSOcvcG4vjGEvXoOy6+MVLR/F3v9rO24TtmzHZI4NZ/MV/vIiP/fQlAD5Y3hIaJtqFQJArOQGbu+tSjORKMq1lWRtX2L4F9Y+yJA+t9WmpUQpP1Yd29GLH8VHccflCmdo2ozHKkuZAE4uxcd/zvWfxud/uRLZY1oSKuPGaekbymNNULVOMNmu24H0nMp5KZ6K0qt9xST/lviEXJYfiux++iq1DbW1gzmXHRaHkcEc+NmcR/tQ7msfe/jEsa6uTa6kLBrt7xwIhWmZY3mseSSdiqE8n8A+3rMWS1jrJZH+65TAA4N82HUCMAB+/YYXcaLI+HwOhubNMYuxYoeR6Nni5UfoUh2s5pC/s/bqdeX5LjSc0TPdtqK9KeOBzCY8atCtADzvyjq9Dviva6/D9D16mUub6NPeqZNyjSZmiEvQ2QC/+YWCULkWx7BgYNPsUG3R7Q5XKla6Pa3SoY58Uyvbttbkzc1E5BJZXDDqI+ohqdLbnysZkleZOjUxS72tDm/IlV2ZJ1IkQhZBYBQPHAnFr41o191Lwetm4xG52keaA4P0Vc7aVdBVUMmTVE+cW+1eg5KsPMSr4veUj5j49qehQ1BeyGEvXouxQPL7nBP7P80dAKVUOdYk4HFdpMs/x8on+Kmk7j4/KFJH+0DCd6YwXyzJ1JcCY6Hv/7Vlc98+Pg1IqGWN1MiHPPZApwHUpTmRE6c601GSF5v6zF9nYb71wjnyRdEbZO5qXYTgxMAFEaOtHh3IYzQn7tRr3oR296B/LYzRfQqZQxpymKgnLN3JIelPXCZRditWzG+SLJRiSXkBC12IBoMCFmJZmxoAFc9fX6oVDQ3j+0BAumNfEy2tSCf0fGcyiuy+D5W31UrMb15jdseEc1szRYWoz5KuHSrn8Pt95zWK8ez2DMgWTXdrK5tfVn8GS1jpUp+Kyrx9tEJo7IUpoYPCqrrl710GQYKSir24jXCDhfi5UaIz/ogXNCloXMHXJsULcgtEFNXfCn3dmwrh2VVvAXpu3bOBizqE2d8k4gvCprW9cYwyAiWEpr3UbUxE+F/7+hIg0sAiuFf9qY9Cqnju1aqp5aZ/2Iyjsk0WDmO9R3mbb1hiWzXtcztkA6QOi9LSZyZrWyXNNFgYdCxEqFJO1aO5E19zNwo4pfE/M2V44hs/ZprlHsPz0pLLjoi7PNHfHpRgvOsiXWBlDZXNXTnEAMMoLS5RdpYk5LsWbv7UJH/vPl1F2XLmhpxLBzT9fcrG4tdbj2Lbt2Ag7d66MnT2jqE7GpRY2XnBw6ecfwWd/s4Nl2wLT3IU2Kl6ywfEi5rdUo7E6adRkXQqsX8zso6LvDI1Rbjs6gnQihuXcfl0oO/jIj17ALf/ylErM0lQtnWaE5v773SwZ0+rZqvJXVtZx98LynsIfDptHujoN3HUXkApC65/65XYkYgR/+volsrxmPa8V/cKhIYwVyljRXic3/6yPyQrmLmzfJphamUfUi1+tw+dco9Q3wvP4edU6qw0ilYjJMpfCnivW08s8grD8kpm1mN+iad8u9YR/Sa91wXR45y+8bS2+/q516sxE2ZgDDMvnLe/fDEXct6mvjHMvmWHqMGhdbLI2zT20r0+TNQoVFi99QbrN3Y8oAfD4pMjrleNabO4cli8aIO6A5m7QdAG2dwSLnbCwQ9u4ekiaTQvOW+8R+zTNGWDrYRUq5P23ae6VkYpi2YI2QI9zNws7JccmkKjzmdYS2jWdi97y5yRzLzkuanMZprm7VMKcPSN5Vbc5FefMXe3Cg+NFnBgrSK3Zcal0nDo8mEUfh88bOCMa99lGl3G4OE7YpiKex2PDOWw7OoLz5jTIjWYwy5zxfvjMIam5C1jecalHEl3Z7mU6uuaeiBFctKAJAHeo0yDuo0M5vHxkGGvnNsqNbzRXlmvRwyuEzW6slpq7YICvcKFA2LcBDcb0l9b0ae61qQRILAZ86UvypRVVuQCguz+Dd1w6D208gYqj2YI79zChYllbvdEMASgmLOLNTZqsYJQuVfdfFAwRa6W3AcAan+d5Vru/87gA5L9mv2OU3GT5g/OWC+fgbzaq1LoCMdDH1Rk/G5e1zW2qloiGul6LTVbb3AEgQfxMSSVtsdlclUOVt68opKIXP9HnBIRkqCNhYXTsM0xzZ4IBDRak0Wzu0tnLZ0oAgJJrPq/3eg2IgWvx0vdp3zbECDDD0DFCjO+RZ14lx8hkYzo8bhMMSo4125s/bNPf1665K0c+PwMX3+yauyb4WTT3QtkNtLF29b/NfyGyuZ9jVCq7qMkz5u64rmTCPSM5vHJ0GDNqU5jdWAXHt7l/5cE9KJZdvP+KhQEtuKs/gwd39GLt3AaZOCTjM6yqjF4Mlhd1tg8PZrH9+AiDofkdEeFeALO516UTqEklpO1bn5coc2mC5c+b2yjLUApv+Wr+/cDAOLYdG8G6+U2SMenjHuCVsOZym7uu5QKsdnYiHgtoOl7N3estX3B8TNSgBQPA23j+cbH5i+sdypaQTsSwbn6T3HR0pKK1Po22elUJy7Voo7rNXTBL3fFNMCydgZ/HHdfE9Y4bGLA+LiC85YMOdeJyb18/HxvXztba2ZzyHlje67WeNayz3peFldkdmwCbzd3spe2Pc07FfePGVEy4zWu9UihcGKSft0D64nkOEwz0eHO/zR2AMRROtIlnzqa5m4SZytp38Pr887YLBuwzjFHaNHdpltFKKXvOjcrmgIkIFaZng805xOYunskQJ8CATR3e9bM51Amhw5OjIbK5T2PK5eDGEigmWCY04V3eM5LHC4eGcMnCZh7rTD3a90+3HMZtl8zjWiNjOiI39KauE3jp8DA2njdLPog6XNxSm9LqUDM4UYRUPb73BPIlFxfMa5QlYYUGDQB7esfQppVQ1L2pAZaLW7QBXmZ37UpVTEFCvnzTemRXHwplFxfOb5IMa1TToB/d3YdEjDBzQMzLCAFdqGDfJSyvO5DB61BXKFOZqxxQdja//fpigTYIYUbLOXDN8pmoTsWNTHaNHv4Voo3qmp148WtSQVg+W3RQn07gg1cuwqWLmgEgYP74+A3LcdcbVbgTiG5zd4wOdSIUrsrgrOW4FPmSg1Wz6nHn1YuxnoedCWEmJ4URsw3a7LUuzAFmWF7YL4s+HwF9rQQsH9DOiHKos5k/ZF8DjF3J6VEIOiahQyIGieB5AW86Vk/6WQ3ytQsVfFwDGuG4FKVyENIX7VbPc+1/k2MbIQS5UtCMoM+rULJ7y/szIvr7Fsshmru8R2aTjt2hzu5T4YHlK3nLW9Li2vrqFOwLPmcR5+4qJ+XI5j59yR0eRqGWx0i7FFnOOLYfG8Ghk1lcuqhZMQ6N6aQSMXzshhUA1Asu6MebDwMANq6dZWSyApIHlGObgLgf3smypV0wr1E6Oo1qGvQz+09ipsbcHZd6Yp0Fk/XD1Pd/7Bp89Nplaly+gQuB5SgvOnLxAqW5Cwc7gGU/a+fQuF+DBlSaUAnLG0KH/Olnmeaucif5TQnrF7fg87eulS92IsZSTOrjXs9zXvv7/nnHUnzixhXa9ao4aJOWC8Czlh6bO2G+ArmigwUzavDZt54nGbFCDFi/a5a3emLKBVwMmGB5r+ZeZWCGTOBw0Vqfxv//5jUS6fB7y/uvSXjpGzVo/inigv3KW1yYMMpB7UzXGAGzPVeG4Fm0rzCbu83j3e/YZspuJuK+bZqqa9XcNVi+glOcHwURESv2eHPN4z2AVBDj//LchFTU+vNlJ2TccKGixENy/aR7vIfdf5swo2B5M0sJi3MX26itzrzNoU7X1gOFY/ineLeFXweACJafzlSTy6BcxzZjXXP/7Ss9AIBLFrbIh0m3BX/oykWYyzV1obnrDLxjZSuWaV7cY1rb0jbF3Jm3rStfxIFMEW31aSyeWSsZlg6PA5DpKwU8nis6WNlej6uWzcAiX5pQMafW+rQH6iJAwNTwpvNnY15zjXw59OvVSWnQBuYumE6JQW/6puVPP8ts7kGYWsz5a+9ah/fyQhmiXSAG9ekE2urTuEEUtPBp0G+/eB7WzW/S+moOVxYnIR2N0Jm7gF6zRcej0Ys2AFqEQ1Bw0HPL+5kwoGvuQZjaoUxzD2r17DNrYTpiXLNzmhiXhUL5YcwwWN7vnGSyb9tC8HS7KRBeOMbPCKW3fAhcLGB3W9pTIdz5++uwvAl2B7S4bz/ULMwB1phxogQwS5w7YNbcY5oGbUdQgpngRLudQSvkxpahLh+CrrBxzbC8bq83oRxAeGY8QX4GrocN2tAG+VtbKJyGcMocDhEsPz2JAqgvZEEbOHN3XLm5jxXKqK9KYO3cBvlgCZh6099c68k0JUK0dNj+029aLdsAxnQIAd592XzcytNTAlxz9/V9/YpWFsssmTtr++ubVuKyRc0aQ2OCQa7k4Kbz2vGTD18uGbjSZIPMClDMTofWP3Hjck9fIVR88/aLAEA648U1JttYnURDVUJ6pYt3Nlc0OK4Rb/pZv81dwvIWRimEqFzJwXWr27DlUzdInwa1zkGHODa20ijsoXBKuq/yCR0upciWHA/SIK4JUIiBaVxlc/euifQ8Fpq7KYaaM/fg/eNMx+AjoI/LxvRp9bIqmFlz023fNnu9XXPXYHkLPGqrCibMHxNJXWsb1xRvLubtsbn7ktgArEJkMDxPwdCAJd2qa0YMxLg2wUDnSDY7ci5EmAHCw8ryNmhdQ6qsQoUF0tch7krmAJtjo+n+ek4OQ5ik9r85H36Y5u4V0MT8AZwzsPy5l1ueAvWFcZCmJgDsodO10Ts2LEQ6Efc4thHCSjbqoRfxOIPmsgUH77x0Hu68egmWtXnh8fEi26C//EcXeKZACNO+s5oTWcdKnsRECBUcHn/7xXPxFxq0zmA7nkzEolEKTdak+TmUaZzvvXwBPnrtcpkURPQV5oDz5zZi8yevR206Ltsdbq+/7dJ5+NTNqwNlHbNFJ8AYQPwOdTRg2wZCBJIYgcO9x4Nt8Fyvv52QMM9j9qkXAKnxM3cuVIia2HqbuF4gqH0T+OLcPXH/7FPIVyahQ8DygfNKzT2YLAjQGHSI5g4EN37Wrtm+4+bnKsxZy6WUVS4M2dwTMeJ5h/TrDZuzHTFQDoQ2uFj3ljdFLZg0d9FudagjKre8Faa2CQba5ZuYO9Eg/YAwo4Uk2uZsv0dqLGNYGUIcJjUhy25zDxcqbLH5+grE/RnqtK/m9LP6b81Cpe6bJLX4cwSWP+eYOwXQkB9HorkJhHihcwD40FWLAKgHbSxfZqFbvk1J19zbG6qwktu9Ad0mWw4wHEDYvpmXfoywB1dmA5NMls2rNu3XGolVy9Uh7nQiFtg8hOaeKzmor0p6sn0pzZ2Pm4qjrcGbDcxxGSRckwpmKAOYBmyybftt7rW6zZ33zXChIhBjLeZcdIwaMmDX+tkGHe5gpJsaJgrL+00JJqHCa3PXogeEF6/VoQ4y1NHfJu5RzqK5EyKqlVGjhiXI1BbXtO8AlKxt7qLWvXfOlRk0YBYqhNCo527QzwuEMyxbemHR325zZ58lxzwvHfUxesu75vSzoq/d9q0xWZMGHSP21LUVIO5wWF79b00/K3wb/M6J/FS2+Hqvt7x53JLFS19/PgL54SusVRgKIr7pXvIyMVTE3KcnMVh+HMm2JiRjMcnM/mbjStywuh3tnKGJ5zCTLweYCsBewvGCA5dChpoJ0mF5/wYMsAc+W2R9//K6Zbj1ormyCpjyWmfMrsagyWYsTEV3MDPOmUv2JYcGz+uzudf4hIp4jG12eqy7f9ycgRES+LzlHeqZWzwuGDSDr/2MQ4flbeMKJmti4JXsly6F0ebONHcYhQplc7fB48GqcHobWweY+8YULG+C3QHdoS64kdqcwDybqKXkZ9lxLWGD7DNvEN4Ath4lx+XZG81zto0rtH7HqPXzcUNgecDO7FjUgs1bnvWlhvMCnMla11kb15IG1oYYeezExHQfiDWnvUJ9bMzdHkbnZaJmDVoKMyFCllFzh1462q9B67B7uOZu0/rZnM3PrKAALK/5JwiSWnxkc5++1FDMIj2zBfEYkfD3rIYqrGhX2ndcJFcplAIMC2APk0rdamOyQcbA+iomOqMuLQt0AGoDHM0x7dsPR8UJURqjRaPMWBEDYrUT+23uJqFCzNlvg5ZwcbFsTjSiJ7Epe+FvXRAyCyRMqCi7NESDdlCVDAoGsRjs9kv+VTBSwG9zV852wXHZ53iR+VSYQ7RUilIPQ5QbNNNkTPnFRYa6KssGnSs5iMeI0fPcxgh1Lchqr63gjOVSM4RNSOXUpaY5iXM7LjUWShFrI+zEQcRAO3eYzd1SsaxSX9t6iHkVrTZ3u+auz9kmZIXltBdkQir0nBK2dLyszTyura9glKZ7FDx30EQlyBznbhf+KpkSPDZ3CywvPeTh09zPAZv7OcfcKQXa3AJIUxMSGsMKeERrmqxfMwfYw6T6+qBzTaM0CQYxopiojUGP8frtgb4cMQCC2qiuydo0d9ucxbszmmNzDmjQRGnItrXKl9zAhkSISj/ruhRF1yscJKQgVA6EhYlrsgkV8nqLZmGGEOKptmeasydDnQ+WLwvEwHJ/swUHVYl4wGQjtFGhMaZ9ufYBZnM3asG6n4Blc88aHBdFu7/Knz4nQTaGJOdrQTkAO4Qtz23xtLf1jWv36FT76s+o1eYOGGH5iVyTLMPsF7ArjqsYZRgsb9Lc9WfWprmzccMh7rC1tFVYE2RDbti4ZuHONm6ldfZo7oGqcPq44XO2wfJ6X6m5V1cDX/86sGQJ8OlPB847XeicY+4A0OrmgMZGxONEwd++DVwwHcbczUxH9K1NWzQ7CyxPiPK0rrUwrNF8GTVp07iajTmgfbPPTCEIYYt5yXEDcxbjlqzCTCVzgDGnuaa5C6ZVa3CoG7ehHGHjVvRt0DQdi/3S5d7yybhXE47FiExCFGZzN82ZcKZi8tQXMyrToCMeG1cl5bH5VBTKrvW5ktcb8JZXZNrc9X03zG5uFirsffX+Jgi7smZf+byA3ZtaFAXynz+MIYm+tnlVMjWE9T0VqNn2zAKnIWRp/1cKKwvT+k9Vc9eHMt//EM3dY3MPH9e/lPr1iHTgUnP/xCeAp54CvvhF4IknAuedLnTOMXcKoKWcBxobQzV3PR2rjblbteCK8Lhu27Zr7n7GL9rDHLnYuCXzuEBFBj2WLwcYvxjXBunrm45J6hdajLBRe2B5DW0wMSyduQfs+VKIcgKRA4AfEjQLYJRD7wHnNUKks6UNqRgvlgPQuTi3XhvdlH7Wf1xdk9KgbXHurO+rq0GHQb6VIV2tb8i5jWU7Y/ZxPX1Pcc6AiFoIzy1vO7cUSOJBc4BHEKoANdtyBgAInNc/rzChwmZKmEjfU9X6KwlgYYJBJXOQ/pIG49z189rnHCPedfWfWNQC8Wjuq1YBGzYAhw8H5zRN6Jxj7gAw9+QxYOFCxGMEIzmz5i5haovmHiPQNHczbFsou0Ymq9vrrZp7rhQ4LxuXyJrzNk02X3KtsHymgkAyahEqwphsPGSDJiAy0F0mfTFkqGMOc2bYVoxr8x4vOq4R0g/TgsRmJ1K9mjztbYKQstcHwxHFuVm8uSkES03KpLnHQ9qJpy38esO9pU+NIVXWzCfGdE5V29TbKyEGNgYtzCN+m30lzV08WzYTRti4Em2Ix4ImG+1/s+YextzV/5XW0pSHX45r6qv9b7O5A5WFylM1B+mzDAh/WqMtbLBSGwDUV/s0d0Fz5wI9PdPWue7cY+4UmHdoL3DJJUjEYhos72ccbGmKZbeizd0GcQNBLZe1K+g1OC77tAkV+oNcnbLbAm2IgXAwsTvUmTX3eEyFd5kYoaCAvTamYr6NmnslhqWNGyZU2JzxBNnspgKWD/g+eMYNhiPKcS3wuF6T3SNYaGtViUH/QZp7yAZtc6iynVtf54oaYwjzN8GyFc8dC5tzpb5c+DOl4/Wslf3cfr8H/5zDmGzY9fjP42/3Z3rUzyva/SSajUKFztyNzDBMMJiYMGNqnyhCQhBEMryQvX2djb4L2v8BzV1QKgXMnMkY/DSkc465V1EX2TnzgIYGJOLaBu73eK/IoFV7UPvWxrPA44JsQgUAo0NdGDOciFBhH5dobWbEwHbuUMldSz8bBssDZkapX6/N9m3r69E4LKFhwqHOhoKYxtXnbGbQ7Lkyw/Lqd0YG7Tm3faM0MZ2w69XJFm+u5mU3u9ic4gSFaWeVbL2BbG4IZ5QTMTVYk/po/4cJLMacAB7mbheUzGFj6vdhlc4q+RiEoRyng64QrS2YaCh8XCKZrN1rHbA51LEfGJbRp9Xb18qsuatjDVVsPyuUDB7yCxdOW2j+nGPutZSieNHFAMIZmt5Wa2CUun0ojOmYtG/9gfdD716mYvKWV//b7OamNjYv9b/NxwAwCxV6X5ujF2BmoiIQTsDyNQZYHjBD3GGMtDKTVf9b49ylR/zEBSUSshai3aO5e5KnVBYMZLslGsJ/TtVX/R+m2RkzlFWEXu3n1Z+dUKbzB8Dyp4MYxIhWTvaUNcqwcSswyhBTQiUNOtwMcfqIgT5SmJB1OvdI9q00Z0tOAMCrEMm+2vqYn1ne16C560srNfeyG/gdFiwADh0KHp8GdM4x9xrqovqqKwF4X65QRmmC5XXN3ZDwxXZe1lebT4DJqv/98fNAONPRn3+bF7caN0yoCGeyYYKQsVLZBBzqgCAzA7wvuM2xDZgALG+Bml1ratuJjRuquRtt7up3FWH5EKGikmAQqp1VgOVPXSus1Jd9GmH5CTKOivZ6Y0Y+vRTtqdmCw7TvirC8gNYraNDmUDh734k6xVVi0EYPf4TNWf0fdu6KYXKhDDrQVDG3vFjLuDFMTh2rF97yflgeQGnuPPTv2BscfBrQWc/cCSEbCSF7CCHdhJC7Kv2+ibqoe/NGAAoCr0oGU7UmQjZ3QG3+8RgJ9S6uDI+HMFkTLB/CDCvB1BOF5W2OfPLcIUKF0RmLw/K5SrB8yrCR6lpyqAYdbt+0OfqI9LNB4U79H2ZzNznFEaic54AXQq/UNzbB+1tJc7d54gMT8TwPgcf/AO27Mix/qlq/1rdCEptQB0MTAw8ZN+5hsqc2Z48GHWbrPy2kgt9fU8iZ9vMwwaCSb4Ot1Cxgu94KCImA5Q2cyBObb0Q52KdJc9cP1aTiSMaJp1CXoIczaTx4/3PBwQ10qrxmqumsZu6EkDiAbwN4I4A1AG4nhKwJ6zMci4GsYDW/xQNjDDmrAMuLB6omFUxi4t3A7UzWlP9d/26Gx9XLb0rVKsgWCmdrr2RKCDt3aOgPVCjcuAmWrySQ6EJW8tQQkjA7o8q6xpi7X0sOW49YpXWOCZu7ORWooDAmCoTb3M1x7hPT3E0QZyXHtnANWv1v1KBD+lYaV3qtV/BPCCscY4LldaZjCt+T0HoFASyMGVbSgk2ae6i9vgJSoTvjBfpWiBmXqE4lb/hTNmGo/8M0+0oM2lbsBgg64vkpnYjh/LmN6NzT76lzUXJc3J+twS27N4X2Z3M5dV4z1XRWM3cA6wF0U0r3U0qLAP4TwC1hHfriQXuvOUWsrlHamb8tbEz2DWHuRg25AmIgzl0JljUnhGGfqQqCQdi8EjFirJIlyJRVLVss4/d7+vHgjr7A3E7Foc7m4Q/YQtLU/7YMdSfGChjNBfMRhDJ37by2ZDJl18W+E+OBsStq7iHnPhVv+TB7r8k5iUzw3BU3/9BY9XCt0NRXOGOeHmIADGdLGBwvhhe0CfFqNzvUqf/DoOZKCElYYpZT9UoHFANPGVEbva/9/ocJHOzcIWaXilkE7UxYrxypzltJc7efz/8833bJfOzty+CFQ0N4dFcffretB7955Tjum30+tt/7X9bzaHTKvGaq6WwvHDMXwBHt+1EAG8I6OAbpV2Qw0kkPBxP1w3USzKCpJthX36RMYWXiQTVp5joUW2+Yl3hBTH294wbbBepdqW9Dtf2a6qqCfeu1Y36Uo72xCo/u7seHvs+grxlVxDO+zsBMcxYMPZ2IBTYHT1+DkCXWsj6dCGzCAhL91mPdAIA5TdXGcRMxEoDlk/GYLGhjmnNbfRVKDsVXHtwDQpRDD8AEkrp0AplC2ThnXZv3n5sQJlgVy67xHupCiEm4a61L4/hI3nO/ZF9tLU3PdEN1ArmSY2zTz2d6ZtfMbsAz+08a36OGatXXJMzWJOMYhjnnQ9hzJ+bywI5eAMDG82aF9A2eWxwzrbO+X5iEStHHuM4p/f22P++mcfV3r7k2uM7iOTOts/4MGve7JLHOSR/XJMyK98N0j/S1NTkIr5vfhE1dA2irCTJqXfg1Pc/NtSkAwAz+qZO+n9WkE9i4dhb+/jc7cNt3n/H8rqmuCpe8/fpAfwOdMq+ZaiI6THG2ESHkNgAbKaUf5t/fB2ADpfSjvt99BMBH+NdLAGQndaJBSgCYiswJUzXua2kOUz2+oKmex1SPH80hmsNrafxqAC9q3++mlN4tvkyU17yW6GzX3I8BmK99n8ePeYjfpLsBgBDyPKX00smZnpmmag7n8rW/VsZ/rcxjqseP5hDN4bU0/gRoQrzmtURnu839OQDLCSGLCSEpAO8G8OspnlNEEUUUUUTTi846XnNWa+6U0jIh5KMAHgQQB3APpXTHFE8roogiiiiiaURnI685q5k7AFBKfwfgd6fQ5e7KPznjNFVzOJev/bUyvqCpnsdUjw9EcxAUzWHqx69Ip8FrppTOaoe6iCKKKKKIIoooSGe7zT2iiCKKKKKIIvLRtGbupnSBhJCP8u+UEDJziubwE35sOyHkHkJIMPD0zIz774SQVwghWwkh/0UIqXu1x53IPLS2bxJCMpM9PiHkXkLIAULIy/xv3RTMgRBCvkAI2UsI2UUI+ctJHn+Tdv3HCSG/PFPjV5jH9YSQF/k8niSELJuCOVzH57CdEPIDQsgZMVfyd72fELJdO9ZCCHmYENLFP5vPxNgTmMc7CCE7CCEuIeSMeq1bxv8KIWQ335t+QQhpOpNzOCeIUjot/8CcHvYBWAIgBeAVsLSBFwFYBOAggJlTNIebwbInEgA/BfBnkzRug/abrwK4ayqun7ddCuBHADJTsP73Arhtip/DDwH4IYAY/13bZN8D7Tc/A/D+KVqHvQBW89/8OYB7p2AORwCs4L/5HIA7z9D4rwNwMYDt2rH/Kd5DAHcB+MdJeCZN81gNYCWATgCXTsH4bwCQ4P//42Ssw3T/m86auzFdIKX0JUrpwSmew+8oJwBbwGImJ2PcUYBpjWBJG860w4VxHoTlaf4KgL+ZivHP8JgTncOfAfgcpdQFAEpp/ySPDwAghDQAuA7AL8/Q+JXmQQE08N80Ajg+yXP4IwBFSqkoDfYwP/aqE6X0CQCDvsO3APgB//8HAG49E2NXmgeldBeldM+ZHjtk/IcopSKJzWa8+nviOUfTmbmb0gXOfS3NgcPx7wPwwGSNSwj5PoBeAKsAfOtVHnei8/gogF9TSnumaHwA+AKHAL9GCAnm6zzzc1gK4F2EkOcJIfcTQpZP8viCbgXwqBD8ziDZ5vFhAL8jhBwFexe+PMlzmAUgoUHRt8GbrORMU7v2HvQCaJ/EsV+r9McA7p/qSZztNJ2Z+9lA3wHwBKW0clmiV4kopR8CMAfALgDvmqxxNaoB8A6cecEijD4JJtxcBqAFwN9OwRzSAPKUZeX6HoB7pmAOAHA7mGloqugTAG6mlM4D8H0wc9FkEgVLSPI1QsgWAGMAnEmeA5sIQ/LO6fAlQsinwNLQ/mSq53K203Rm7q+FdIHWORBCPgOgFcD/mMxxAYBS6kBBkmeSTPPYB2AZgG5CyEEANYSQ7kkc/xiltIdbRQpgDGX9GRrfOgcwrfHn/NgvAFwwyeODO5SuB3DfGRq70jz6AFxIKX2WH/vfAK6c5Dkco5Q+Qym9hlK6HsATYH4Ak0V9hJDZAMA/z5R55jVPhJAPAngzgDu4oBPRH0DTmbm/FtIFGudACPkwgJsA3C5srpM07jJA2tzfCmD3GRi70jx+SSmdRSldRCldBCBLKT1THtK2dRCbKQGDpbfbT3Fm5gBm476W/+b1OHMMJew9uA3Abyml+TM09kTm0UgIWcF/cyMYojSpcyCEtAEAN8/8LYDvnsE5+OnXAD7A//8AgF9N4tivGSKEbATzwXkrpXSqC3tND5pqj74z+Qfmlb4XTFv8FD/2l2BaUxnMeeffpmAOZf79Zf73d2d6XDBB7ikA28CY2U+gec9P5vX72s+Yt3zI+j+mrcOPAdRNwRyawDTmbQCeAdNgJ/UegHlGbzzTz0CFdXgbX4NX+HyWTMEcvgImVOwB8PEzOPZPAfQAKPE96E4AMwA8CqALwCMAWibhPpjm8Tb+fwEMUXlwksfvBvOHEHvidyfruZyuf1GGuogiiiiiiCKaZjSdYfmIIooooogiOicpYu4RRRRRRBFFNM0oYu4RRRRRRBFFNM0oYu4RRRRRRBFFNM0oYu4RRRRRRBFFNM0oYu4RRTSNiBDi8AprOwirAPhXhJDQ95wQsogQ8p7JmmNEEUV05ili7hFFNL0oRyldRyk9DywpzBsBfKZCn0UAIuYeUUTTiKI494gimkZECMlQSuu070vAMrPNBLAQrMxuLW/+KKX0aULIZrCSnwfAKpN9E6yASwdYDvxvU0r/ddIuIqKIIvqDKWLuEUU0jcjP3PmxYbBa3WMAXEppnleh+yml9FJCSAeA/49S+mb++4+A1Zf/PE/J+hSAd1BKD0zipUQUUUR/ACWmegIRRRTRpFESwL8QQtaBVT5bYfndGwBcQAi5jX9vBLAcTLOPKKKIzgKKmHtEEU1j4rC8A1Zt7DPgldjA/G1sBWMIgP9OKX1wUiYZUUQRveoUOdRFFNE0JUJIK1iFs3+hzP7WCKCHskqE7wMQ5z8dA1CvdX0QwJ8RQpL8PCsIIbWIKKKIzhqKNPeIIppeVE0IeRkMgi+DOdB9lbd9B8DPCCHvB/AAgHF+fCsAhxDyCoB7AXwDzIP+RV4W9wRYadyIIoroLKHIoS6iiCKKKKKIphlFsHxEEUUUUUQRTTOKmHtEEUUUUUQRTTOKmHtEEUUUUUQRTTOKmHtEEUUUUUQRTTOKmHtEEUUUUUQRTTOKmHtEEUUUUUQRTTOKmHtEEUUUUUQRTTOKmHtEEUUUUUQRTTP6f1dobXbn1NZNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 504x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create one week rolling window\n",
"df_group_date['1w_rw'] = df_group_date['count_col'].rolling(window=7, min_periods=7).mean()\n",
"# Plot by date\n",
"locator = mdates.MonthLocator()\n",
"locator_fmt = mdates.DateFormatter(\"%m\")\n",
"\n",
"filename = 'SoldHouses_Count_1year.png'\n",
"plot_period(df_group_date, locator, locator_fmt, '1w_rw', '2013-01-01', '2013-12-31', 16000, 8000, filename)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot February 2013"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot by date\n",
"years = mdates.DayLocator(interval=2)\n",
"year_fmt = mdates.DateFormatter(\"%d\")\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(df_group_date['Date of Transfer'], df_group_date['count_col'], linewidth=2)\n",
"ax.xaxis.set_major_formatter(year_fmt)\n",
"ax.xaxis.set_major_locator(years)\n",
"plt.axis([pd.Timestamp(\"2013-02-01\"), pd.Timestamp(\"2013-03-01\"), 0, 6000])\n",
"plt.grid()\n",
"plt.legend(['Date point'], loc='upper right')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Sold Houses (Count)')\n",
"plt.savefig('SoldHouses_Count_1month.png', dpi=600)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extract data\n",
"\n",
"__Dataset description__\n",
"\n",
"- Ini date = 1995-01-01\n",
"- End date = 2017-06-29\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### House prices"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"ini_train = '2012-01-01'\n",
"ini_test = '2013-01-01'\n",
"end_train = '2014-12-31'\n",
"end_test = '2015-12-31'\n",
"#-------------------------------------\n",
"# Train period\n",
"# Features: 2012-2013\n",
"# Target variable: 2014\n",
"#-------------------------------------\n",
"df_train = df[(ini_train <= df['Date of Transfer']) & (end_train >= df['Date of Transfer'])]\n",
"df_train.to_csv(\"train_price_houses.csv\", index=False)\n",
"\n",
"#-------------------------------------\n",
"# Test period\n",
"# Features: 2013-2014\n",
"# Target variable: 2015\n",
"#-------------------------------------\n",
"df_test = df[(ini_test <= df['Date of Transfer']) & (end_test >= df['Date of Transfer'])]\n",
"df_test.to_csv(\"test_price_houses.csv\", index=False)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sale counts"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"ini_train = '1995-01-01'\n",
"ini_test = '2011-01-01'\n",
"end_train = '2012-12-31'\n",
"end_test = '2016-12-31'\n",
"\n",
"#-------------------------------------\n",
"# Train period\n",
"# Features: 1995-2011\n",
"# Target variable: 1997-2012\n",
"#-------------------------------------\n",
"df_train = df_group_date[(ini_train <= df_group_date['Date of Transfer']) &\n",
" (end_train >= df_group_date['Date of Transfer'])]\n",
"df_train = df_train.rename(columns={'Date of Transfer': 'DATE_SALE', 'count_col': 'SALE_COUNT'})\n",
"df_train.to_csv(\"train_sale_count.csv\", index=False)\n",
"\n",
"#-------------------------------------\n",
"# Test period\n",
"# Features: 2011-2015\n",
"# Target variable: 2013-2016\n",
"#-------------------------------------\n",
"df_test = df_group_date[(ini_test <= df_group_date['Date of Transfer']) &\n",
" (end_test >= df_group_date['Date of Transfer'])]\n",
"df_test = df_test[['Date of Transfer', 'count_col']]\n",
"df_test = df_test.rename(columns={'Date of Transfer': 'DATE_SALE', 'count_col': 'SALE_COUNT'})\n",
"df_test.to_csv(\"test_sale_count.csv\", index=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import datetime\n",
"from sklearn.linear_model import LinearRegression\n",
"import statsmodels.api as sm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Problem statement\n",
"Predict sales in one year's time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Auxiliary functions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Create target variable\n",
"def target_variable(df, offset, col_date='DATE_SALE', col_feat='SALE_COUNT'):\n",
" df[col_date + '_OFFSET'] = df[col_date] + pd.offsets.DateOffset(days=-offset)\n",
" df = pd.merge(df[[col_date, col_feat]], \n",
" df[[col_date, col_date + '_OFFSET', col_feat]],\n",
" left_on=col_date, right_on=col_date + '_OFFSET', how='inner')\n",
" df = df.rename(columns={col_date + '_x': col_date, col_date + '_y': col_date + '_TARGET',\n",
" col_feat + '_x': col_feat, col_feat + '_y': 'TARGET'})\\\n",
" .drop(columns={col_date + '_OFFSET'}) \n",
" return df\n",
"\n",
"\n",
"# Create offset feature\n",
"def offset_day(df, offset, suffix, col_date='DATE_SALE', col_feat='SALE_COUNT'):\n",
" # Offset by days\n",
" df[col_date + '_OFFSET'] = df[col_date + '_TARGET'] + pd.offsets.DateOffset(months=0, days=offset)\n",
" # Merge\n",
" df = pd.merge(df, df[[col_date + '_OFFSET', col_date, col_feat]],\n",
" left_on=col_date + '_TARGET', right_on=col_date + '_OFFSET', how='left')\n",
" # Rename\n",
" df = df.rename(columns={col_date + '_x': col_date, \n",
" col_date + '_y': col_date + '_' + suffix, \n",
" col_feat + '_x': col_feat, \n",
" col_feat + '_y': col_feat + '_' + suffix}\n",
" ).drop(columns={col_date + '_OFFSET_x', col_date + '_OFFSET_y'})\n",
" # Compute weekday\n",
" df['WEEKDAY_' + suffix] = df[col_date + '_' + suffix].dt.dayofweek\n",
" return df\n",
"\n",
"# Rolling window\n",
"def rolling_window(df, days, column_id):\n",
" # Offset by days\n",
" df[column_id + '_R' + str(days)] = df[column_id].rolling(window=days, min_periods=1).mean()\n",
" return df\n",
"\n",
"# Convert feature from categorical to numerical\n",
"def categorical_to_numerical(df, column_id):\n",
" # Find unique\n",
" unique_ids = df[column_id].unique()\n",
" for index, ID in enumerate(unique_ids):\n",
" df[column_id + '_BUCKET' + str(index)] = (df[column_id] == ID).astype(int)\n",
" return df\n",
"\n",
"# Cross feature\n",
"def cross_feature(df, column_subset1, column_subset2):\n",
" for col1 in column_subset1:\n",
" for col2 in column_subset2:\n",
" df[col1 + '_x_' + col2] = df[col1]*df[col2]\n",
" return df\n",
"\n",
"# Compute errors\n",
"def print_error(lm, x_train, y_train, model_name):\n",
" error = np.sqrt(((lm.predict(x_train)-y_train)**2).mean())\n",
" print(\"Error for \" + model_name + \": {:.4}\".format(error))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load data\n",
"\n",
"(RUN EXPLORATORY ANALYSIS NOTEBOOK FIRST)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df_train = pd.read_csv(\"train_sale_count.csv\")\n",
"df_train['DATE_SALE'] = pd.to_datetime(df_train['DATE_SALE'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x19ffdb22848>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"loc = mdates.YearLocator(5)\n",
"loc_fmt = mdates.DateFormatter(\"%Y\")\n",
"fig, ax = plt.subplots()\n",
"ax.plot(df_train['DATE_SALE'], df_train['SALE_COUNT'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Target variable"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df_train_with_target = target_variable(df_train, 365)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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6emkuZy8u4PBRq7ncoRYfnf1DzM3NZtPDe2lo8bEiQUOYyco1GM91Y88t8WZxvGsgymGezG6hzR9gf6NVAX3/+x20+QMsKMwZ130JQiYjymAMJOv0jNfXuL0nwLy87GHnR14zfE6JN4trHtnHq0e7MRSY+pSfIbIxTEOChjCTlWswnutGnhu+v9qmTkL2yj7ZfIPYtxQrkSCMDzETTRCJzBxhIR9ucL/h7l1c9dAejncNJDSJhM/p6BuirqkTjaUIAMfPkKy5arJyDcZz3dj7CyuCVPofl+Z7WFtpNcZZW1ksEUkZigQjTByyM5gAknGKRtrK9zd2svH7L1A9ikkkLPAjewRXj2JumklE93ku5v5rViWtYJRS7Ny8YUbfvzA+pJzJxCLKYAKI5xSdm5sdJajC7S0PtfgwNYQiMpATrWpjTSqxncCSaTSTzsJyvApNchQym2Qi+9L9fyCdEDPRBBBrsinxZkXlDQSDJpse3suhZh/nLc4n32loY9n/w8Tb8oYFnstlDFs1j7RFTjUfYrpI95IZQvoymql0pvwPpAuyM5gAYle47T3RK5a3T/jZ39gJwKGjfsI72bD9P5yBnMqWN9HxkaUqpAicMJsZbWcphRBTQ3YGE0TkCjd2xTI3N3rFsqK8KCrPAKL/cGsbO2jvCSR8r3DBu1q74F34Dz1yJXTrjgNUJWijKQizhZF2llIIMTVkZzAJxK5YANZWllDXbK/ib1w3zP4/Ly+bqooi9jda4aK37jjAzji7g7DAr23qtJzKgaDzhx65I6lv6mT37RdiGMPbaI5EMjZWscMKM4HZEGQxlYgymCRinZs7N0fnG8SilGLrpio2fv8Fx7n81ofdfHRRQdys4pBplbN45rZTJShiE7qSaYITSTKmKongEGYSEmSQPKIMpojwH+VIwnR+gYfV9u7A1PDp+15mbWUxOzdvcI6xdhDFzi4jsgTFeFdCydhYxQ4rCLMT8RlMEeHIn/aeQJQwbesJOBFB4d2BK0KI1zZ2RvkPrF2Fth5oHXeXMVbi2VhjI5bEDisIsxNpbjMFxPYgAEV9s/1YKeojdglaa654cA8HWnzO+Wsqi3nC3h20+QOsv3sXIVPjMhSv3HEhhm0iCmc5j8eEE+kPSHQ98RkIwsxFmttMA/HCPOubfey2BbjWmo33vHBql+APcNvOAzS0+jh3cQGvfmAVp6tptHYQCwpyKPFm4c124R8IMifLYMv2UwXe7tu0atwmnEgba+wuJnw9scMKwuxDzESTRGyY56pyq1lNVUUR8/M9lNo/kSYXpXCKz73xoT/qeuH1d0ffEH2BIAB9gRB1ER3RFKRswhkpcU1MQoKQOYy6M1BKPQZ8BjihtT7XHrsLuAlosw/7e631s/ZrdwI3ACHgNq317+3xTwH3Ai7gEa31Pfb4MmAnMBeoA/5Kaz0xhfenkVhH6/IlhVZpTaVsc78lhO+9eiWGOrXSdmr1LC1Gm5r6FmvVH359Xl421ZUlp0xOEWam0nxPSg7k0SKDJDRPEDKHZMxE/w7cD/w0ZvzftNb/O3JAKXU2cDVwDrAYeF4pdab98o+Ai4FWoEYp9bTW+nXg+/a1diqlHsRSJA+M8X7Shsgwz/PKCmlo8VkNamyn8ZbtB5x6/GuWFnP/tVXMjxHmWhO3/PVIx6QiuOMlus0viO4JICYhQcgMRjUTaa3/CHQkeb3LgZ1a64DW+n3gCLDW/jmitX7PXvXvBC5XlsS6EHjKPv8nwOdSu4X0JLyq3nPnRfzylg2sXmqVW15VXkhHT4C65k7n2JqmTjba9VMAJ6MyXvnrZI9Jpg5LONENcBLdpH6LIGQm4/EZ3KqUalBKPaaUKrbHlgAtEce02mOJxucCPq11MGY8LkqpzUqpWqVUbVtbW6LD0gbDUMzNzabNP2iFgCrFm8d7uOy+l5mTFf3RhzQJy1CM1mYyUXmK0XBCWW3TUP0EtsYUBGFmMVZl8ADwEWAlcAz414ma0Ehorbdprau11tWlpaVT8ZbjItynd+M9L1BjZw37B4KYQG8gRKwhJ9HqPGxychmK88oKmZsbXel008N7uWzry3g97pQaxICV6FYtTmJByHjGFFqqtT4efqyUehj4nf30KFAecWiZPUaC8ZNAkVLKbe8OIo+f8UT26QUwlNW2sncgiNfjoicQAmBlWSENR7swI3wK4dwBpRRKKR6/YR1XbtvDoRYfmx7e5zh7RypPkQwT6SSW/ANBmLmMaWeglFoU8fQvgVftx08DVyulPHaU0BnAfqAGOEMptUwplY3lZH5aW/GMLwJX2OdfD/xmLHNKR2Ll4TNbLuDgP17M7267wFEEAA9eV8WayhLchqKqoogtOw4Ms/139g/R0NpFSBOVuTw3N8sJ/6yOKU+RLBPRU0BqxwvCzCaZ0NIdwJ8C85RSrcC3gD9VSq0ENNAI3AygtX5NKfUL4HUgCHxNax2yr3Mr8Hus0NLHtNav2W9xO7BTKfUd4ADw6ETd3HRTmu9hzdIiapt8rCgr4KyF+RiGwby86OgcwzCc1XlsIlo40Svs7K1r6mRVeSFbdhxwQkofv2Ednf1Dw6KOpnJ1LjWLBGFmM6oy0FpvijOcUGBrrb8LfDfO+LPAs3HG38OKNppVmKbmePcAg0ETDRxs7eaqh/bwT5efyxmlueTZZqI8jyuq30Fs5dGwDd/KCbPyFIIaGmzTUF1TJ539Y2uQM5EkmrcgCDMDKUcxCViO4z1Od7MwNU0+LrUjifqHTMDqdtbeO8htOw44iWT3Xr0KV4zp5mTvIPXNlgJoaPGxvLyIw61dUYJ3pNX5ZNvzJUFNEGY2ogwmgTZ/gNqmzoSvhxUBQE6WgTZNR4jvb+zkgn95kWp7ZR+WqbEr7+0JGuTEW51P1Y5BEtQEYeYiymCCCQZNbvl5LZH+03MXF/DaB93Ec6n2DZrc+LM6VlUUUW/XJQrFWdnHW3nHCt5Eq3Ox5wuCMBpSqG4CCBd7C4VMvrBtDwdaupzXnr3tAp7avD6uIgjz6tFuhoIhdt9+IWuXlSSM+U8m6ifeMVJwThCE0ZCdwTiJNMEsLyukobUr6vW/+2UDf/fJM+OeG+k7ONjajTIUOyfB7i72fEEQRkN2BuMk0gRzqMXH8rJCIs3xrx7t5ouPxW/Cs7gwuijcZIroicglEARh9iLKYJyE4/9dClaWFfC3F5/Bf/33TyQl2N9t73Mer6ooYm5uNldv28v6u3dxlSRuCYIwhYiZaJyEe8JoDXUt3Vz3aA2GYkQfQSzebBdPbl5Pe8+gU75i//sdtPkDLLB3DyOFhmZCGYhMuEdBmE5EGYwTq/5QdBhpqgv6QNCksz+IjlEhHb0B5hd4RuxtPJ2JZlNFJtyjIEw3YiYaJ+NZpM7JMjAUVC8tpsSbxW07Dzqv5XlcfOb+3Vy9bS9t/lO9iGubOnn7uN9pUzlaeevZQCbcoyBMN6IMxsnc3GzyPWPbYPUPmZy9KJ8fXrmCNz/sps5OVDOU9VrIFv5am5xXVojLUHizXVx630v8twdeIRQypy1sdKTeyRONhMYKwuSjpuKfeTKorq7WtbXxo3SmgrANW2vN+rt3xTUNKVLzHYRZs7QYpXDMT3keF32DIc6xk9fC71VVUcRTt2wEUmt3OV6SMdtMtI1ffAaCMDEopeq01tWx4+IzGAORwrCqoghvlouewVDUMWeUenmnrS/BFUZm6zWrUEqx8e5dhDROuevXPugmJ8tSDAAHW3xONnGyGcUTIVRHy2ieDBt/ODTWNPW0VGUVhNmOmInGQJQwbPYNUwQA77T14XGN7fpHTvjRpsnqyhJcCvJz3LgMxYryIvoj3mtFeVFKJpOJ6jkwmtlmsmz84fmv/97zfN42kwmCMDHIzmAMRBaEO29JIQdafHGPC8ToiNPn5nDk5EDUWJ7HxXPf+DhfefwAh1q7UAque7QGgBVLCth9+4WU5nvo6Btibm4Wmx7eR21jByvKi3jqlg0prY4nqkZRbEZzbA+FySpnfbJ3kNrGDkIa6pt9XPHQHn55y0aJLBKECUB8BmMkbG6Zm5vFVQ/toabJl9R5eR43PYEgAB4XPHnzBuYX5ACK99p7uOaR/VHHr6ooihJ4qZh5Yo/V2urJHBbSOzevH7epJZFJaDJs/FprPv/AK9Q3+wBwGYq9d1407UX3xJ8hzCTEZzDBRJZrvu+aKjbc/UJS5/UNBp3HgRB89sd7nOerywswVHSeQkNrF+09AVthJF8mOpGQnugaRYl2G5NRzlopxZM3b+CKh/bQ0NpFdRpEFkkOhDBbEJ/BOAh3MzvZE0j6nJysxI6EupbuYVFJIVPzte31Ufb9ZMI6E9ntk61RlGzo6FSFfYbnYxiKX96ykb13XjQhO5vxIjkQwmxBdgZjJFE3s9Hoi+NsHo2axk6nNEWyK9Hx2O1TWe1ORUXUePOZbtNQGGn3KcwWRBmMkdG6mY2FlWUFZLld1Dd1cu7ifA4d9TuvhUtVHO8eoKaxA1NDXVOns1qOFcTjEdKpOponu8NZOjfnkfLgwmxBlEGKmKamrSfArTvqU65BNBJnlOby1C0bAIMjbT0Ue92su/tF53WF1UXtkn/7o/O+q8oL2bKjnvpmX9wV/FiFdLqtdkeaT9h5W+LNGtYGNBkmwvkr7T6F2YBEE6VA2FxR834HkRHu9151Hnf+6jX6hpKPe19dXshA0OT1Y9bqX2OFmZ69qID6Zh+rygsZCmkO2s1y1lYWc9dnz+HS+152rrH9xrV88bEagqbGbSj2pBBZM5oQTLcImXjzCX8ftU2deLNd9AWCVFeWJO3EFeevkIkkiiYSB3IKhOPcY0X+1584nJIiAHjjQz+/vHkjZy3Mc0pW9ARC1DX5CJqamiYfh492O8fXN/usOkg51mYu3+PmtHm5VKXgvI1szzla8lm6NcOJN5+w+ShkavwDQUK26SxZJ644fwXhFKIMUmBeXjYryosm5Fp9QyZ1rZ289WGPM6aAVeUFzpcSsndtLgWrlxYzvyCHA9+8mGdvu4CPLszjgn/5A2jN7tsvHDWyJjL7+AsP7aE2ogpqewrRUOlE2HzkMpSVpW1/TsmatUq8WU4BwHQwhwnCdJKRPoOxmkCcOPcH9yTMOk6FojlZrCgr4GCrtQPQQEgrlKFwaU1IW0lqT2xex8cWFaCUwu1WlObncKCli6CpqW/2YRhq1PsY3p6ziAMtPkKm5tbt9ezcvGHGmUginbep+gxMU3PNI/toaPGxoryI7TeuS5tdkCBMBxm3MxhvfR6lFFkuhQGsWJLPb766gZ9+uZoz53tTus4ct+KzP3pl2HhDaxch01IEAD2BIJ+9fzebHt7nzLXEm8XyskJcCqoqitFap5QPUF1ZwgPXVeGyZV99s4+2nsCUlaSeSMLmI5fLSMms5ZiYtPWZd/QNTfJMBSG9ybidwXjDFE/2DlLX7MMEDh31c7mdQXzWgryU5tEftITuwdZuzl1cwBsf+slxK3oHh/seIm3hc3OzueaRfRxq7WJ5WRFam2y854WU8wEAqitLnMqrW3YcoD6DHKnpFjElCNNNximD8QqBEm8W3mwX/oFg1Phbx3uinqfSy+D1Y92cvaiAVz/ojvu6oeC8skLm5mY5+Q0hU9NwtAtsc9JY8gHCysE0TTZ+/0VCaRjHP1lIfoAgRDOqMlBKPQZ8BjihtT7XHisBngAqgUbgSq11p7L+o+4FLgX6gL/WWtfb51wPfNO+7He01j+xx1cD/w7MAZ4Fvq4n0VYxXiHQ0TdEb4wiiEcqN2BqSyHEIy/bxenzc2lo8XH1tr1obZWoAFhdUQTg5BmkqtgMQzE3N5urt+1xrllVMbXd0qZTGEt+gCCcIpmdwb8D9wM/jRi7A9iltb5HKXWH/fx24NPAGfbPOuABYJ2tPL4FVGPJyTql1NNa6077mJuAfVjK4FPAf4z/1hIzHiEQjiiaCAdyJIlEoak1Da3dmFir/3DTZZeC+6+pYl6eJyWBGiuAT/YOnqoCquB+u7FOqtcZbTze+anG+E+38hCE2cyoDmSt9R+Bjpjhy4Gf2I9/AnwuYvyn2mIvUKSUWgR8EnhOa91hK4DngE/ZrxVorffau4GfRlwrbYiMzz/RHeCfPvuxMV1nJFkXithK3P25c5zHfUMm5ywpcHIJIp3AkdVBkxXgsc7zWMdyKhVRY53wqTjnU43xn6jGPJPJVPaFFoSJZqw+gwVa62P24w+BBfbjJUBLxHGt9thI461xxtMGJ8u1sQNvtht/YHQTUcJrJSkjfn3wA/I8LnoCIfJz3Pz6Kxvp7A86jWTGuiJP5DwfyWwW77qJrpOKcz5V381YHP9TuZOQbGZhpjNuB7LWWiulpmQppJTaDGwGqKiomIq3jApBHI8iGIlYZ3Ndk4+X/sef0B0IceaCPAzDoDTfKn2tFMOE4HgrmSYymyW6bvg6tU2djmN7pOvHXjMsoFPx3aSqPKZaOKdzMT1BSIax5hkct0082L9P2ONHgfKI48rssZHGy+KMx0VrvU1rXa21ri4tLR3j1FMjLIQMIDc7tabGCnj8hjUjHuPNNlhRVhg1FtKai3/4R04vtRRBmERmiGRNLmHn+Z4kewEkuq5SisdvWMeKskIaWnxODsRo14819QBJm7gmau6TxVT1dRCEyWKsyuBp4Hr78fXAbyLGv6gs1gNdtjnp98AlSqlipVQxcAnwe/u1bqXUejsS6YsR10oLwoJveXkhfYMh5riTX13OyXaxtrKENZXFcV8/a0Eez3/j4zxwXRXnLi6Ieq130ORI26lw1Xg287BymJublbQgSsXHMJKA6+wfshLkYuoBhSOU2nsGx6y0Jnvuk0GqykoQ0o1kQkt3AH8KzFNKtWJFBd0D/EIpdQPQBFxpH/4sVljpEazQ0i8BaK07lFL/DNTYx31bax12Sn+VU6Gl/8EkRxKNhZN9gxxssaqHhpPFkqFvMMRfPvAKc7Jcw9pZgpWbsPFf/guAFUuilYE32+DMiES2WEHa5g9w284Djhnk8RvW0dmfegnnkRgpDDeR2WYk88xUJnpNRx6BhKoKM5lRlYHWelOCly6Kc6wGvpbgOo8Bj8UZrwXOHW0e08l4xMirH/hHPwg4/EE3q8oLOdTaxdmL8vn1VzZysveUcI8VpEoRpRw6+4cmRRAlEnCJhO1ItvOpFtAinAUheTIuA3kslOZ7WFtZQm1TBzlZBn1xSkaMhqGgemkJ9169got/8Ed6Ytpfrq4o4v5rqlBKOSUnRmpmD6TsUJ1oIRxP2M7Ly2ZVeRF1zZ2sqigaNi8R0IKQnogySAKt4d6rV/LO8W6++H/G1lDnmS0X8NFFBZzwB6IUwU9vWMMZpXl8/YlDnP/9F1m9tJgfXrXSKTkRubqOV06irScw6s5lvJE14e5uitEdvqGQ5s0P/Zga3jzmJxTSuFPws8R7b0k0E4TJJyOVQSoCxmp8v5f9jbF5dxbxahDFjuVmuzhjfh5KqWFO1b9+rIaV5UUcsquV1jZ18tXH65IuD3HbjgOjCvlUwh5jPxvr/vewv9Hq97y2soSdmxMrkyNtPU4Irj8Q5EhbDx9dVBD32NGQ2H1BmDqkhPUomWAnewepbYqvCOCU0M9xRY+dXurFZQuuXtuRHAgE+crP66Pno7H7CxTiNhTLywo5ZDurDUYuD5FsdE6ykTXxPpvwe4Spa47/PuHIpjPm557qxpbjjnKCp4p0IhOEqSPjdgapJgeVeLPI9biHVSmNZSDaBcC7bX2cs6SAV+3WlYePdrPqu8/TF+MrcCmrlPT2G9fR3jOIqU0u+beX8AeC5Oa4mZubOHErHFI6mt8gWcdtvM8mrEjCO4N47xO7gq+54yIOtPpYu6w4Kk8iVSY6+khMToKQmIxTBqkKmI6+oSgBnm1A2H8cL1w0jAY8htXEJhyOGqsI1iwt5kfXVlGa70FruG3nAWobO5w6RX2DITr6oqOEYgVvsiGlyThu5+VlU1VRTF1zJ1X2Z6OUYufmDXF9BmHhqrV2lEhtUyfXPLaPhtaucZt2JjL6KPJzq6ooYuumKuYXpE+PZ0GYbjJOGaQqYEq8WXxsUb6zwh804WMLvPzrVVUUz8nigv/1B8e+H0tdS3RZ6jyPi75AiBXlhTx43WrmF+Q479/eE3DKXgBWX167i1koZDotHWNX7xMZUmq5M7T1QGu0tspfGIZiQUFO1LGxwrWqopj6Zqs8xaEWX9I9FkZjoqKPIj+3/Y2dbPz+C1SLH0IQHDJOGUDyAibcJ/e1o9FC/Y3jfYC1Sp7jNoaFicbjowvz+O3Xzsc3EIqrhCJ3LNbKdRVbdhxgw9278Hrc9A2GqF5azPYb101a4la4nHVIWz0SRhLkkcK1vtnH7jsuxFCKublZbHp436TMbzw49ZTsnVcmNfIRhGTISGWQLCd7B6l5vyNuo5rPbH2Z5UsKEyqCVeVFuA2r6JzX4+KdE71c91gNO25aj9bWTiBSKcTuWNp7TgnmsL+itrGDd070sP3GdSk1f0+WVExoscfOt81Hpqm57+pVTkG9dDHDhD/f9p4At0a0+ByrshL/gzDbUDO19np1dbWurR1bzH+y/8ihkMmKb/8nPYHRV/6RGMAzt13AmQvyeedED5dtfZmQqXEZipf/x5/y1R0HaGjtGtFMobXmqof2UNvYiTfbRe9giFyPi/4hc0zmjVSaziR7XJs/ECX0xxoKOtWCdbzvJyGvwkxGKVWnta6OHc/I0NKrt+1h/fee56qH9owYWtrRN0T/UHLZxmeWellTWYxLQW6Om8/cv5srHtxDfo6LOVlW3GnI1Fz0g//iQLPPySlIFC5p6WhlJS0ohaEUPYFQlHkjlXtO1Iwmsgpqql3Kzv/+C2zZcYDwemIsoaDT0bQmlYJ38ZCQV2E2knHK4Lh/gP2NlqN2f2MnbT2BhMfOy8umemkxLkNxzuKRE6f+/ctreWLzBn675QL6Bi2hfaDFx/nf/wM9EX0Q+iKUy/KywigzRaRwtuz3nZgaegJBQrbENYCqmDIPpqk53jXAie6BuF224gmvWCEcDJrj7lI2lkqhM1GwSrlqYTaSUT4D09R8NSbpa6S1odbww6tX0tk7yO1PHhjx2m6Xtfq/6+nXEkYXgZVXYGpYVVHEU7dsiArTjDQ9hB3FtY0djgPZm+WidzAISjmRPrEZ0msri9m5eUOU2cIKGS1ynNNhn0TYmVrb2MGRtp6o8NC3j/s5a2H+sDDSeXnZCX0LYwkFncpKphPFdFREFYTJJqOUwcneQRqOdjnPvdlG3KQugGDQ5IqHXnFKV4/EmspiSvM9tPdEZ+uGWVlWwOEP/JaSUIpntpzPvLxoM0XsCrm9d9BxxM7NzbZ8D/e9hKmhPrbVZPOp96xt6mTfeydZd1qJk/B1yuSkHEVS4s3CayfTeT1uTi/NdbqXebNdXHbfS1RXlrDjpvUAw2zkiYRhqqGgM1WwSsE9YbaRUcqgxJtFtgv6bUtN36BJe+9g3Bj6K7ftSUoR/PzLazhjQb5z/bCAzfe4+f03Pg4KfL2D3PXb16lr9rF8SSHfevo1DjT74raSDK/et0REvOy4aT1nLcynurIkYavJ/e/bJTM0bHpkH/keN//5N59gYWGOY3IKmdpRJNb9W47x3kCQjr4hdty0nreP+7nsvpeGNa2Jl7U9UcJQBKsgTD8Z5TNo7x2kfyjahGOGhjuIT/YOcqjFN+r1vNkG1z1Ww7q7X+Avf7Sbt477HQHbNxSis3+IT/7wJS7dupvXPujmrPleDrT4qGmM30oy3Cnr/muqqI8RviO1mtx503r23XkR229YS/hu/IEgG+95gc8/8ArFc9zDbNzz8rJZXVFkfQYabt1hmcHCSmfYsTHnJ2rBOVFM9vUFQYgmo3YG8QwQvv4hFsV0pZyXl22twhs7OG9JAUGNk4Ec5iPzvLzb3uc8P9jaxaX3vUy+x03fUIg5WQaX3fey83rvYIjXP+yNusbKskK01mhtCfXwCllrHdeOHtlqsraxw7HrG4ZiQWEOpfnZ5HvcTtVQjZU89oVte3ly84ZhZSu2bqpi4/dfiNoxlOZ74pptIse0Hm42msjQyqkO3ZScAUHIsJ1Bab6HNUuLnOe52QZnLcwfdlx4Ff7MbR/nV189n9989XzOmu+NOiZSEUTSEwiybO6cpHIT3vjQHzd6R2u4b9MqXrnjwqh+uuEVukuB1+Pmsq0vR51rGAb/+f99YpjSa2jtcspWRAq7+QUeqsfQOznVCKBUV/lTGWGUamir7FiE2UpGKQMrAsfAZSjOXVLAof95SdyqmqapufbRfXxm68tsengfSimeue0TzMka/ePSwJG2aEVhKEvxxNI7GCKkoaaxgzb/gPPemx7ey/n3RMfwwylT0jO3fdwJX40VlgsLcli7rAQDqxaSy1BUJxD04evtvv1Ctm5aFfX+IwnHVEIrx5JHMJWhm6konunIiRCEqSKjzEThyJuQqXnjmJ+OviHmF7jiHxcRZvnmh90UebM4vdTL4Q96Un5fU8NAUPPMlvP5h18f5mCrZXLKy3bRMxjC1PDnP/gjB/7xYjr7h+I6ayNNGWctzKc6QTim1kRFISVTtuK2naca5Ny3adWoJb5jI4DildeI91kmWwtoKiOMUgltHcu9CMJMIaOUQYk3C2+WC38gSMjUfPXndfzilo3D7NFOUbOmTjxug0sjbP9jQQHVS4s5e3Ehv/rqBU456GO+Pi7/8R7gVFewsxbmRwmnEm8Wx7sHhkUXxROWwaDJldv2cKjF54SFhhVJssJakVxv5bDZaDT7/ljzCKYqwigVxTMTcyIEIVkyShl09A05zlWA2mYfbT2BYaGlSil+9qW1rPzOfw7rQTAWfmfnFRzvHsBQivn5HoaGTNbZigCsXcKZC/KihFOJN4trHtkX1eMgMiEsUtCXeLP4wrY9HGj2Wcc1dtgNcLJTEtaJHMiJGG21nE55BIkcxckqnnS6F0GYaDJKGZR4s8hxRXclC5nxaw+9d7KXvsHk6hLFY2lJDk0dA6xZWsQ//PpVDraeyllYW1nC1//89KhqqEMhk1BIYxinhFObf3iPgxy3wafvfYk1y0rYfsM6rn3UKhe9vKyQhoj3WFF+KtM4GWEdLjoHqa3KS7xZdqtOX8LVcjrkEUxUhFI63IsgTAYZ5UBu7x0c1p6yq28o7rFnLsjDmz3cn5AMhoLmjgFWlRfROxiMUgQAtU0dnDbXGxX1Ewhp/tuDr0Q5JSMdqWuWFvGxhfn0DobQwP73O9jXeJLaxg6Cpnb6KBsKzl1SwJM3W1FIyTpjb9t5gI33vJCSYzTc7+FQaxfLy4vYfuO6tF0tz8QaSIIwlWSUMogNB/RmxQ8tBStM8+A3/zyq0X2ymNqKKjrQ4uP1Y8MdzivKCvn6E4fQROc+vHq0m/aIwnmRiWg/unY1b3zoj7rOFx+rwetx41KWnf/Hm1axvKyQN475ueaR/U5SWvgakWGqkYxVUIbPC5maw61ddCRQrOmAFJcThJHJKGVgxAjCF/72EyM2bHe7XTz812vG9F6umPcy7LFV5UU8eN1q6m3bfqR60sDXttdzvOtU9dGwWaI038PqpdHZcSFT0zcY4rdbLgCluOB//YGDLV1RIafJJFSFTT1hpZKsoJxJAjYZpSgImUxG+Qzm5maT53E7JaW37DjIEzcPjyaCUzZmp+ZPEhgK0FBdWczWTau4+ed1Tn0jEzC0xu1SFOWc6qsca5Cpsfvzro5p2q6UYvsN63jrhB9Mk3/63RtWraOyQubmZlNvr9ABR6iXeLOi7OSP37DOyULWmign9VhMPTPNoSr2fkFITEZ1OjveNcC6u3c5zw0F+/7+z+MKiDZ/gA137yKYQmKRy1A8s+UCp/Tz0FCIVd95blg2cm64c1m2y85d8JOb7aY3EMSMuV64qxnAVQ+9Qk2TD4AVSwowDEVDa5e9Y1DUN3dSVVHM/descqqohu/BpWB5eRGHW7uoqigGrN7Fy8sKOdRq7SbchmLPnReJwBSEWUyiTmcZtTPQMetwj1tR4s2Ke2y4B8D+xuElqROxemlxVA8A30Awbqe03nC10MEQh45afoBlc+dw9+eXc9fTrzkCP7Ibmqm1Mw5wKKJWUl1TJ7/dcgHz8jxOoln4HsJho5FCv665E7QmpLEcz7aSiCxCN1NW+4IgTAzjUgZKqUbAD4SAoNa6WilVAjwBVAKNwJVa605lSZV7gUuBPuCvtdb19nWuB75pX/Y7WuufjGdeCecb87x/SNPRNxR3JayUYuumKjbcs4vRNgfnLszlzsvOZv1pc6OycUu8WawoK+Rgi89Z+VdVFPLW8d6ofAeAhg/8XLZ1N6vKi6LGz16Uz9zcLNp74jt1DbtO0V/cv5vVESv+sFkonI1s5SHsPbWT0KeO237jOidTebKL0AmCkJ5MxM7gz7TW7RHP7wB2aa3vUUrdYT+/Hfg0cIb9sw54AFhnK49vAdVYPtQ6pdTTWuvkl+RJEs8iVpQT/yOwInFgVXkhdc0j9zV47cNern20htxsg7MXF1rmlyWFuF2KQ61drCgv4hc3rcc3EGReXjYf+Po5//svxr1WQ2sXuR4XvYEQhrIijDY9vI/tN65jbWUJtU0dzMl20R8IUV1ZzF2fPYe/uH/3sBV/bWMHX9i2J8os1NDiY0V5ETtsv0Dk6j+sENt7AlJyQRAykMkwE10O/Kn9+CfAH7CUweXAT7XlpNirlCpSSi2yj31Oa90BoJR6DvgUsGPCZxZngftOWw9nLy6MGgs7j2saO/C4Rl8Vh3VM76BJjW1WOhDRD6GhtYt32nqYl+dhcDDEzT9L7OsIaU2v7WMI70jqmjrp6Bti5+b1Vs9mu+R1OLs47DgO9yeob/Zx3pICq9x1rFmotYuTvYPML8iJK+Sl5IIgZCbjVQYa+E+llAYe0lpvAxZorY/Zr38ILLAfLwFaIs5ttccSjQ9DKbUZ2AxQUVGR8mTjZRvH7gxMU/Pmh93UNHZgaugPjs/B7jIU3iyXU9/IUIxqdnLOy3bRFwg6QjkU0tzy8zoaWruoDheVs0NUAQaDIR68rhoUbNlxIEpJaA01dsTRrdvrh/VJDuNkJNv1kwRByAzGqwwu0FofVUrNB55TSr0Z+aLWWtuKYkKwlc02sKKJUj3/3bbhCWCd/UMsth9bzeX3pOQ0DuPNMhgImqyuKKJvKMQbx/xULy3mW589h89EFLpLRhGsKCvg4S+uiao6qjV84aFXOGCHqtbaReWWlxU69YgOtnZz/r+8aJWmsHcmLgX3X1OFBjbevctpZ9neE2B+TE2mSG7bcSCh30AczIIw+xhX0pnW+qj9+wTwa2AtcNw2/2D/PmEffhQojzi9zB5LND7hFOcMjxzKyVJOw5KwvTwZ8jxuDAX5HjcGcM7iAl65/UKUUrx5zM/K8iJ+9qW1fPPXrw7LJRiNJ25cz7w8D+29g5imyfHuAd441uUoAoDlSwopzffwi5vWc+6SAmcVHzI1B5t9nL24AJeC6soSSvM9zI9IWgvZbS4TlZ0YKSNZavoLwuxkzDsDpVQuYGit/fbjS4BvA08D1wP32L9/Y5/yNHCrUmonlgO5S2t9TCn1e+B7Sqlweu0lwJ1jnddI9IWCw8aeefUDdr/zutOIvqqiyAnh9GYp+obiC7v+oRCP37COax/ZhwnUNvno6A1Q3+wjpOFgs4+/fHB33HIUo/H/3viQf3+lyUlYi8eD11WhNVz76H5e/6Cb5WUFvNfWhz8QxFDw2gfdnLO4gJ99aQ3tPdYqPrLNZV1jR8LdwUh+g9heD23+AQzDmLW7BNkFCZnCeMxEC4Bf2/8gbmC71vr/KaVqgF8opW4AmoAr7eOfxQorPYIVWvolAK11h1Lqn4Ea+7hvh53JE81zrx4bNvbzl97nZACnhMN5S045kxMpAoDlSwqYk63IckEgZDlPvvDQXlaWFVDb3IUJY1IEAN94oiHhawZQvayE+QU5nOgOsL/R+qgOtXbjsk054Sqnh492U/Xd5+kfMqm2Q0hX27kT4d3BzjihoyNlFlv5F8Xsb+wgZGou+sF/0T9ksrqimK3XrGJ+vsfJbk5WgKarwJ3qXsyCMJ1kVAbylp/v5bevnhw2vqrCSrqKTMxKxNO3buR//t9XnW5lsZw138uRtn5CKXyuWQpG0DtRPHPbBczNzcZQCq016+5+wXktN9vFQNAkJ8twIpLCuAzFnjsuRGuc3cFYM46Pdw84/oeo97DLYISzoZMRoOkqcE1T8/ZxP5dtfVmys4VZhWQgA+3d/cPG5s0xeOrmDXT0DTE3N4urH943rB7RWfNzeftEL2sqi1lYMIeGo/EVAcBbJ/oSvpaIZBXBqvIi7vrNq44Za01lMXOyFP32BfqHQjx728c5vTSXK7ft5WCzj1yP2+nsduv2enbctD5hy8xIRlqtz8/3UF1ZQm1jB16P2+nHHHZOo1RUsbyRBGg6tpIMK6jI+5MwW2G2k1HKwIgT2PS/vnA2LpfhCKCdN62nzT/A5p/WOKUi3j7Ry+6/+zMWFc/BNDVzslxOSYmpwptl8ONrV3FBRLJaXVNnVHTSivIipxzGU7ds5GTvICHT5Px7XiCkrfyDjr6hUYvLjbZaj+3GdrJ3kFu311Pf7KOqogiUclp0jiZAS7xZnGc35kkXgeuU5tbQFwjyzG0fjyozIgizkYxSBh7X8OCp//dqO3929lLnuWEoFhTO4e8+/TGufWQ/YPkDmjr6WFzipb0nMOWKAKBvyKSjd4iqpcVOYpupIc/joi8QYmVFEU/dssERWOEKnVprqitLonYCkRnH8UhmtR5ZAXR+QQ47N29wFEyyPoNwc5xwZnS6NMeJdaCLIhAygYxSBnFqxlGaNzzp7GTvIOsqi3EpyxnrUrB2mRXsNJ0y4S/uf5nqpcX8bsv5fPb+3VZS3JDJs19PvHIdS5npsWQhRyoHpUjK1BO5Am+wm+NMt4kIZl5pbkGYCDJKGfQFAsPGBiOiTWPNI69965McaPWxdlkxShm0+a3G8yuW5DsmpMnCbo0Qhamtfge+vkGWLynk8AfdVE/CynWqhGE6l76Q3gdCppFRyqDu2PA8g4KcU4Iu1jzSFQhy+oJ8QJ1yKGa7h1UcnQwS+ZQ1cN2jVhTuyrJCtt+4LqpSaqzgHmu0zlQIQ1mBC0L6kFFtL+Px6N4PnCza8ErVpeC8JYXcur2ODXfv4gsP7aHWNmdMhSJIlkOtXbT5B5yM4Csf3MPrH3RhRtRgGi2buM0fiOoNHW9sMgkrHVEEgjC9ZLwy8PWFHAGplOLxG9axvLyIhqNd1DT5CJraagBTVkgahL9HoYGLfvBHat7vIGhqapo6ufS+l1nx7ecIBi2FkKhPcbgO0/rvPc9VD+3BNHVUqYmrHtrL8e6BpJVCOigWQRDGTkaZieKR4ybKVt3ZP8ThiMSzcCLVvVevpKN3kCse2E1/+mwO6B0Mce6SAl7/oNsJM/UPBDnS1sNHFxUkNMW09QScgnz7Gzut0thYfRBCGvY3drDx7l1UV5ZEmZbi5R/EM0WBNMkRhJlExu8MTi92DSu3EF5Jr60sYfcdF6KBDfe8yGVb00sRhMlSmldu/zPysl2AFW56emkux7sHONE94ET3RN5nrFg2Qya3/KwuKqs4nEQW3jklKlLX1hOgtrEjyhQ1knlKEIT0I+N3BmcvKYp6HruSPtGdfCXT6eJAq5+QhrMXF1DX5ONjC/PZ9PA+aux5r60sYfuN6+jsH4rKM1hbWUJdcyerK4r46vZ6pyqqy1AsX1LA4aPdUaaleAJ+bm621TvBViJVFUXO8bGRQulag0gQBFEGzCvwDhsLOzWDQZObf1abVA+C6abpZK9dMdXqbRw55brmTq7ctsfJ8g2bbHZutpSe1poNd+9yjl9eVshTN2/ghD+Ar896XSkVNxS0vWeQelvpuAzF/ddUOYI+UqlKb2VBSG8yXhm0dPbGHTdNzRUPvsLB1pH7H6cLhTluVpYVUN/cxXlLCnC7DGrtGkbLlxRyqMUXZfYpzfcMy1KubexgeVkRD15bhWlqLvnhH/EPBMnPcXPgmxfjdhvD/A+xCiIyHDUyPFV6KwtCepPxymCOyxV3vK0nMGMUAcBl97/iJKodbO1mzdIifrflfErzPJTme9j08L6EyV1Oq0t/gC076jn/+y/ysUX5+AcsB0mkQzo2/yDZXIF0TjATBEGUAS8c8WGaenhN/2maz3iINA3VNPm4/P7dTjTQaALbMBSGoahvtsJpXzvaTa7HRW8gRH6OmzMX5CV832QS1CTBTBDSm4xXBid7h+KaLPKz4u8YZhKxZqHRBHbs6v3nX17Lu+29nF6ay8neoXELcSnxIAjpS8YrgwX52cNMFgMDQS76txcTnDEzWFleyKsx0UCjEW/1fuaCfK7etsdREDs3bxDHryDMQjJeGfzNhcuiVruDgyE+etfvp3FGY8ebZdA3ZJKf4+bJzRvwDQSTWs1HhnzGrt5jk9OO+wdwz+Kex4KQqWS8MsA4lXdnmprn3zw+jZNJnbA4Xlle6HRg6xsM4RsIJmWSGbWRTczxX328nsMxIaqCIMx8Ml4ZnOyJzq7dF9PyMt3IccNARBb0y//jT/APmnxknperHt7HoRYf1SmYhkZrZBOZnLZ8SSENcUJUBUGY+WS8MtiwbC5gmUNqGtNPEeS4YMBurHbu4nxeP3aqj8Kq8kL+5skG6po6nV69y1PsGDZayKdSp5LT5uZmjRiiKgjCzCWjlIEbiC0t5M5yY5qaLTsOpGWmcVgRGAr+5YoV/M//e5jaZiv/QQN1zdZKPZwTcDjFjmHJhHxG+hEkPFQQZicZVaguXo25ktxsTvYOUpPG5iED8Ga7uOy+l6N2Bg0tXSwvK8SlID/HjSumTHXS10+hp4D0HxCE2UlG7QyuWVHI9kPRWcXvtfex8SNzOWtBHm8e75mmmSWmuqKQf7r8XC7buhuAvohGzisrinjy5g109A1R4s2io2/8uQCCIGQmGbUzWHHawmFj1z9Ww1Xb9vLdz509DTMaGUPBj6+rpjQ/Z9j4qooinrplAy6XQWm+x/ktikAQhLGQUcpgyBwuKENaU9PYyecf2j/h73fOAqsiao5bYQDnLi6Ie1w88a2ANZUlTubw2soSXIZibWUxe++8iF99ZSOGkVFfnxCDdJITJpKMMhN9/CPzpvT9srOz2ff3G5iXm22bctys+PZz9ARCzjGryot44qZ1HGnvJT/HRUtHP2uWFuMbCEWZfMIRPWIGEmD0/BBBSJWMUgYtXYEJvZ43S3HO4kJq7FLRsTS0+jCUckw4AAf/8RLePuGn2JuFyzhl2jl7cSEA5SVWQbjSrOivRur6CJGMlh8iCKmSNspAKfUp4F7ABTyitb5not9jSWHq/ywK+O2W8/nm/32Vgy1dnL0oj23XrsY/GOKshfmA4s0Pu7n0vpedc85ZnM+bx/ysXlqC1tppDgPgdhuO4AdrhdfeE2BeXjahkObtE37m5mYzvyBnQnYAkaUmtIY2fyCqDWa817XWUVFD4WOSdVKHzRfh99HayuPQWmOo4dd13rsngMI6J/xZFM5x09k3hNIwL9/DvDwPH3T3U9/UgQGsWFJIs2+AZXO9+PpDFOS4aOrsp7JkDp19Q7T3DNAbCLGirJDu/hAhbaKUQgMupZibmw1KobWmo3eQ4jlZdPYPUeTNwtc3REluNi7DYK6zu8uivWeQITPE++29lHizOaM0jyPtvRR7szDsawOEgibvd/TykXm5aBRtPQP4B4J8ZF4uyjDifhYl3izaewdBa7S2/gDDx4VCmiNtPZy5II8SbxbnLSmk4WgX5y0pZG5ulvP5B4Omc1zYlBj7WUfuMoNBk7eO+9HaZG6eBzT4+oc4a2E+pglH2no4ba6X9072cXppLp39QWeeCpzPJvJ64fcHFfVepqk51tVP08le1i0rwRVTQj7e347zufQMxm3hapra+duJnEvsfcZ+DvHmo5Qx7PVkduQjHTfeDn8jfZ4TSVooA6WUC/gRcDHQCtQopZ7WWr8+ke/z94+/PPpBMawoL0QpxSG7JeTrx3rY/PNa/s+XrMQuraHIm8W5iwt4/Vg3Z8zP4+HrqjAMF1t2HGDDPS+wsqyAv7n4LCpL5uAPhDhjfh4n+4YIDoXY/Hgdr3/gZ/mSfN760O/kFawsK+DJmzfiGwhSlOPmnbYe8rIMalo6ONbRS062i5wsN+sqinnxnQ4+eU4pvt4Q73X0YJomIW1ysmeI3x08ymvH+zmt2ENPYJATfZaoWpRr8E+Xn8tdv2ngg17IAXKywDd06t5LPXBORRF17/rwnwpiYv4cuHJtOf6BEH9x3iJ6Q+DNNtj97klO+vr545F2muwLLSvOxgyFaOo+ZRo7Y66Hr1x0Bj/adYR3Tw6wuCCLoWCQNntuSwqzOd49SDCNTOHZLhgMgVsxofM6s9TLo39dzW07G2g42kWOW9E7aA477mMLc2nu6Kd30CTP4+K0uV4aPrDCjA+0+Lh86x/53udXMNebzSX3vkRPIIQ326D+7/+cjr4hvvzv+3jzRB/LF+eR7XZR39zF8rIC7r+mik/+8CV6B0PD3nOO2xKGgYjphHtmzHEr+u0PIt/jpm8oRPXSYv7PX1VTfc/z9A2azHErProwj4ajflYvLWb7jeu56qFXqLP/lwwFL/73P6G7fwjDVsxbdhx02rVWVxQR0ppDLV3ketz4A1Zw+KryQp66ZSMul0EwaHLFg7s52GqVYsnNdjEQNDlvSQHZLoP6Zp9jRoPobnuP37COq7ftobbZ58znvMX5vPqBn+rKEh6/YR3XPrpvVFNc2GRX29TpdAl0uYzo1xo7WFFuRf+FX4s8P5GADwZNVn3nOavJlMfNRxfmcaBlcsrBqHRwPimlNgB3aa0/aT+/E0BrfXeic6qrq3VtbW1K71N5xzMpzy0v20VPnH8UgLWVxZim6SSBRbKyrDBhcxwDGP7vPpzcbBd9gyEMRVSjekFIFkMxZcmUhgKP26B/KP5f9++2nM9n7BDp8bKqoognN2/gCw/t4UCLb8Rj3YZiz50XAbDh7l0ETY3bUPxuywV8+t6XiPfxuBQ8c9vH+czWl53j99x5UVxTXJs/wPq7dxGyP+iqiiKeumUjhqGs1773vPP/u6qiiF/ar8Hovp83j3XzqXtfcp6HZcdI8xkNpVSd1ro6djxdwlGWAC0Rz1vtsSiUUpuVUrVKqdq2trYpmVgiRQBQ1+SjLo4iAGg4mrhLWjKKAKB3MIRGFIEwdqZKEbgMxdmLCxIqArDMXWMlNzvanNTQ2sWRtp4R/8/C8wonYoZLr7jtsTMX5LF6aVHc81aUF9mvnzo+UTLnvLxslpedMv0eavFxsnfQeW1F+an3aGjtcl6D+L6fSM5ckEd+jmXAyc9xs3pp0ajzGStpYSZKFq31NmAbWDuDqXjPPI/Lif6JXdGvXlqUcGdQvbQYrXVc5/JIO4PIlVx+jpuegaDsDDKUsEkm9rk3S9E3lPgPorqiiNc/9NM3GMIV528ndreb53HRP2jy0YV5ZLmUY3KJN488j5ueQHQuf3VFIT++rpq5uVms/OfnndIokeevWVbCRxfms7ay2CmJPscN/TFlAdYsLWLrpiqUgi07D1Jnm16etKPpbv55HYePdlPtCPNi9tvVA7xZ1q7E63HRHwhRXVnM/ddURfkYYsup/OLmjRzr6qexvYcfPv8O9XZW/1O3bMAwhvf8jodSiqdutnYph1p8VFeWOIJaKcWTN2/giof20NDaNayI5Gi1wQzD4MA3L54Sn0FGmYkg2lQ0H3jqbz/O+539hEIhsl0uTivNQ6Ho6BtkXp7lsAw7rornZPFOW09UJJDWcNw/gK93kGUlXupafJw+P5f5BXMcB1ZBtovalk6WFkf7DMyQia9/iDPm59HWO4ivd9B5LdIZNlafQUdPkM+ctxBcLt5q7eK1410syvfQMxQCNBXFuRzvGaDm3ZOYwSAleTkc7eyjND+HjyzIx3BpXnqng7KCLILaoGiOiw/9g5w1P5/uwSD+/uAwn0Fn1wBVywrY/XYnH1ucT+XcfIKmyVsn/CzKz8HlNigv8dLiG6DQ48Y0TZpP9uPvH6DA68HrcVk2c23icSneOtHLR+bN4XBrN6eX5nK8Z5CBQJCBUJBVFUUcavazuCiH7CwXp5fmcrC1kwONXVQtzUOpbD5x1jxqm7oIhoYoyMnGMFzkZRl0DQZRWKvVBXnZvPT2CfqCIebmesj3uMnJdnO4xcdZiwpYe1oJB1v9nLcwl11vnmTtaYWc7Amxflkxu9/rIBgKkZvtoqmjj5UVhfQPQcGcLObn5VDgzaKpvY9ibxYfW1zI4KDJ79/6ED0UIn+Om+xsNx+Zl4fLMNAaTDSdvdbfXok3m7dO+NFa47IbDUU6b03TpL07gK9/kNPm5dr9KzzML8hxnM2nl+bS3jPIcV8/zZ19rFlWTGn+HMdJrWxbfaTT9UNfP0fa/RTNycJtGJy5ID/qb7K9Z9DJbYgtTxJ2dlYWz+FAaxfVS4uiwqQjHcRzc7M50ROg3T+AoZQz90TO3nhjsdcbTzb+eB29Y3Uij/d9UyWRmShdlIEbeBu4CDgK1ADXaK1fS3TOWJWBIAhCJpNIGaSFmUhrHVRK3Qr8Hiu09LGRFIEgCIIwsaSFMgDQWj8LPDvd8xAEQchE0iWaSBAEQZhGRBkIgiAIogwEQRAEUQaCIAgCaRJaOhaUUm1A0xhPnwe0T+B00hG5x9lDJtyn3OPUsVRrXRo7OGOVwXhQStXGi7OdTcg9zh4y4T7lHqcfMRMJgiAIogwEQRCEzFUG26Z7AlOA3OPsIRPuU+5xmslIn4EgCIIQTabuDARBEIQIRBkIgiAImaUMlFKfUkq9pZQ6opS6Y7rnkypKqUal1GGl1EGlVK09VqKUek4p9Y79u9geV0qp++x7bVBKVUVc53r7+HeUUtdP1/1EzOcxpdQJpdSrEWMTdl9KqdX253bEPnfyi8bHkOAe71JKHbW/z4NKqUsjXrvTnu9bSqlPRozH/RtWSi1TSu2zx59QSk1sG6wkUEqVK6VeVEq9rpR6TSn1dXt81nyXI9zjzP8utdYZ8YNVGvtd4DQgGzgEnD3d80rxHhqBeTFj/wLcYT++A/i+/fhS4D+wGk2tB/bZ4yXAe/bvYvtx8TTf1yeAKuDVybgvYL99rLLP/XSa3ONdwH+Pc+zZ9t+nB1hm/926RvobBn4BXG0/fhD4yjTc4yKgyn6cj9Wj5OzZ9F2OcI8z/rvMpJ3BWuCI1vo9rfUgsBO4fJrnNBFcDvzEfvwT4HMR4z/VFnuBIqXUIuCTwHNa6w6tdSfwHPCpKZ5zFFrrPwIdMcMTcl/2awVa673a+u/6acS1powE95iIy4GdWuuA1vp94AjW32/cv2F7dXwh8JR9fuTnNWVorY9prevtx37gDaxe5rPmuxzhHhMxY77LTFIGS4CWiOetjPwlpiMa+E+lVJ1SarM9tkBrfcx+/CGwwH6c6H5nyucwUfe1xH4cO54u3GqbSB4Lm09I/R7nAj6tdTBmfNpQSlUCq4B9zNLvMuYeYYZ/l5mkDGYDF2itq4BPA19TSn0i8kV7tTTrYoVn630BDwAfAVYCx4B/ndbZTBBKqTzgl8A3tNbdka/Nlu8yzj3O+O8yk5TBUaA84nmZPTZj0FoftX+fAH6NtdU8bm+fsX+fsA9PdL8z5XOYqPs6aj+OHZ92tNbHtdYhrbUJPIz1fULq93gSy8TijhmfcpRSWVhC8nGt9a/s4Vn1Xca7x9nwXWaSMqgBzrA99dnA1cDT0zynpFFK5Sql8sOPgUuAV7HuIRxtcT3wG/vx08AX7YiN9UCXvVX/PXCJUqrY3speYo+lGxNyX/Zr3Uqp9bY99osR15pWwgLS5i+xvk+w7vFqpZRHKbUMOAPLcRr3b9hebb8IXGGfH/l5TRn25/so8IbW+gcRL82a7zLRPc6K73IqvNTp8oMVvfA2lhf/H6Z7PinO/TSsiINDwGvh+WPZGHcB7wDPAyX2uAJ+ZN/rYaA64lpfxnJkHQG+lAb3tgNraz2EZSO9YSLvC6jG+ud8F7gfO/M+De7xZ/Y9NGAJjUURx/+DPd+3iIiYSfQ3bP997Lfv/UnAMw33eAGWCagBOGj/XDqbvssR7nHGf5dSjkIQBEHIKDORIAiCkABRBoIgCIIoA0EQBEGUgSAIgoAoA0EQBAFRBoIgCAKiDARBEATg/we1UfxsLQ3+CgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([[ 1. , -0.02145887],\n",
" [-0.02145887, 1. ]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Plot relationship between sale count and target\n",
"plt.figure()\n",
"plt.scatter(df_train_with_target['SALE_COUNT'], df_train_with_target['TARGET'], s=5)\n",
"plt.show()\n",
"\n",
"df_train_with_target = df_train_with_target.dropna()\n",
"np.corrcoef(df_train_with_target['SALE_COUNT'], df_train_with_target['TARGET'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Day offset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = df_train_with_target.copy()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = offset_day(df_train_features, 6+7*0, '6D')\n",
"df_train_features = offset_day(df_train_features, 6+7*1, '13D')\n",
"df_train_features = offset_day(df_train_features, 6+7*3, '27D')\n",
"df_train_features = offset_day(df_train_features, 363, '363D')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TARGET</th>\n",
" <th>SALE_COUNT_6D</th>\n",
" <th>SALE_COUNT_13D</th>\n",
" <th>SALE_COUNT_27D</th>\n",
" <th>SALE_COUNT_363D</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TARGET</th>\n",
" <td>1.000000</td>\n",
" <td>0.771860</td>\n",
" <td>0.725403</td>\n",
" <td>0.750828</td>\n",
" <td>0.815419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_6D</th>\n",
" <td>0.771860</td>\n",
" <td>1.000000</td>\n",
" <td>0.789803</td>\n",
" <td>0.765755</td>\n",
" <td>0.760947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_13D</th>\n",
" <td>0.725403</td>\n",
" <td>0.789803</td>\n",
" <td>1.000000</td>\n",
" <td>0.755095</td>\n",
" <td>0.731148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_27D</th>\n",
" <td>0.750828</td>\n",
" <td>0.765755</td>\n",
" <td>0.755095</td>\n",
" <td>1.000000</td>\n",
" <td>0.780629</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_363D</th>\n",
" <td>0.815419</td>\n",
" <td>0.760947</td>\n",
" <td>0.731148</td>\n",
" <td>0.780629</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TARGET SALE_COUNT_6D SALE_COUNT_13D SALE_COUNT_27D \\\n",
"TARGET 1.000000 0.771860 0.725403 0.750828 \n",
"SALE_COUNT_6D 0.771860 1.000000 0.789803 0.765755 \n",
"SALE_COUNT_13D 0.725403 0.789803 1.000000 0.755095 \n",
"SALE_COUNT_27D 0.750828 0.765755 0.755095 1.000000 \n",
"SALE_COUNT_363D 0.815419 0.760947 0.731148 0.780629 \n",
"\n",
" SALE_COUNT_363D \n",
"TARGET 0.815419 \n",
"SALE_COUNT_6D 0.760947 \n",
"SALE_COUNT_13D 0.731148 \n",
"SALE_COUNT_27D 0.780629 \n",
"SALE_COUNT_363D 1.000000 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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