{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Review**\n",
    "\n",
    "Hello Jessiah!\n",
    "\n",
    "I'm happy to review your project today.\n",
    "  \n",
    "You can find my comments in colored markdown cells:\n",
    "  \n",
    "<div class=\"alert alert-success\">\n",
    "  If everything is done successfully.\n",
    "</div>\n",
    "  \n",
    "<div class=\"alert alert-warning\">\n",
    "  If I have some (optional) suggestions, or questions to think about, or general comments.\n",
    "</div>\n",
    "  \n",
    "<div class=\"alert alert-danger\">\n",
    "  If a section requires some corrections. Work can't be accepted with red comments.\n",
    "</div>\n",
    "  \n",
    "Please don't remove my comments, as it will make further review iterations much harder for me.\n",
    "  \n",
    "Feel free to reply to my comments or ask questions using the following template:\n",
    "  \n",
    "<div class=\"alert alert-info\">\n",
    "  For your comments and questions.\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project description\n",
    "\n",
    "Sweet Lift Taxi company has collected historical data on taxi orders at airports. To attract more drivers during peak hours, we need to predict the amount of taxi orders for the next hour. Build a model for such a prediction.\n",
    "\n",
    "The RMSE metric on the test set should not be more than 48.\n",
    "\n",
    "## Project instructions\n",
    "\n",
    "1. Download the data and resample it by one hour.\n",
    "2. Analyze the data.\n",
    "3. Train different models with different hyperparameters. The test sample should be 10% of the initial dataset. \n",
    "4. Test the data using the test sample and provide a conclusion.\n",
    "\n",
    "## Data description\n",
    "\n",
    "The data is stored in file `taxi.csv`. The number of orders is in the '*num_orders*' column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "from statsmodels.tsa.stattools import adfuller, pacf, acf, arma_order_select_ic\n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "import pmdarima as pm\n",
    "from pmdarima import auto_arima\n",
    "\n",
    "\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, TimeSeriesSplit\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import LinearRegression, Ridge, Lasso\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "\n",
    "import xgboost as xgb\n",
    "\n",
    "# Set plot style for seaborn\n",
    "sns.set(style=\"whitegrid\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\ntry:\n    taxis = pd.read_csv('data/taxi.csv', index_col=[0], parse_dates=[0])\nexcept FileNotFoundError:\n    taxis = pd.read_csv('data/taxi.csv', index_col=[0], parse_dates=[0])\n    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "<b>Reviewer's comment</b>\n",
    "\n",
    "To avoid a nested try-except block you can use two except blocks.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     num_orders\n",
      "datetime                       \n",
      "2018-03-01 00:00:00           9\n",
      "2018-03-01 00:10:00          14\n",
      "2018-03-01 00:20:00          28\n",
      "2018-03-01 00:30:00          20\n",
      "2018-03-01 00:40:00          32\n"
     ]
    }
   ],
   "source": [
    "print(taxis.head())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     num_orders\n",
      "datetime                       \n",
      "2018-03-01 00:00:00         124\n",
      "2018-03-01 01:00:00          85\n",
      "2018-03-01 02:00:00          71\n",
      "2018-03-01 03:00:00          66\n",
      "2018-03-01 04:00:00          43\n",
      "                     num_orders\n",
      "datetime                       \n",
      "2018-08-31 19:00:00         136\n",
      "2018-08-31 20:00:00         154\n",
      "2018-08-31 21:00:00         159\n",
      "2018-08-31 22:00:00         223\n",
      "2018-08-31 23:00:00         205\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/fv/ys6mk_p178x_7pdh2v4jc4l00000gn/T/ipykernel_94463/3457137188.py:5: FutureWarning: 'm' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
      "  taxis_months = taxis.resample('1m').sum()\n"
     ]
    }
   ],
   "source": [
    "taxis = taxis.resample('1h').sum()\n",
    "\n",
    "taxis_days = taxis.resample('1d').sum()\n",
    "\n",
    "taxis_months = taxis.resample('1m').sum()\n",
    "\n",
    "print(taxis.head())\n",
    "\n",
    "print(taxis.tail())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 4416 entries, 2018-03-01 00:00:00 to 2018-08-31 23:00:00\n",
      "Freq: h\n",
      "Data columns (total 1 columns):\n",
      " #   Column      Non-Null Count  Dtype\n",
      "---  ------      --------------  -----\n",
      " 0   num_orders  4416 non-null   int64\n",
      "dtypes: int64(1)\n",
      "memory usage: 69.0 KB\n",
      "None\n",
      "        num_orders\n",
      "count  4416.000000\n",
      "mean     84.422781\n",
      "std      45.023853\n",
      "min       0.000000\n",
      "25%      54.000000\n",
      "50%      78.000000\n",
      "75%     107.000000\n",
      "max     462.000000\n"
     ]
    }
   ],
   "source": [
    "print(taxis.info())\n",
    "\n",
    "print(taxis.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "<b>Reviewer's comment</b>\n",
    "\n",
    "Good job\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the data over a month\n",
    "\n",
    "june_taxis = taxis[taxis.index.month == 6]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(june_taxis.index, june_taxis['num_orders'])\n",
    "plt.title('Taxi Orders Over June')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of Orders')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the data over a day\n",
    "\n",
    "june_1_taxis = taxis[taxis.index.strftime('%m-%d') == '06-01']\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(june_1_taxis.index, june_1_taxis['num_orders'])\n",
    "plt.title('Taxi Orders Over June 1st')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of Orders')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Decomposing the data to see trends and seasonal data.\n",
    "\n",
    "decomposition = seasonal_decompose(taxis['num_orders'], model='additive')\n",
    "decomposition.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QEtC06M1Y9OUe7DjUtWWLqGjrIAJ1qFQq6CUPdMgkFlsPEjr+FG0GkwVGc2Am+3T1s09a2nrqAsA3/KPaOiJ0Ib+kAc9+vBN5JQ1+P3d3xW63o1nnuvNRZ/PzhlPYfbQCr36zr0vbQWfwDsJu6+qhWxylkl5yMWw2OxpbfN+v1h9YiInWEqD3kTdY/CQgrFYbbvzfatz47GpYA7B/utq4RYo2U4AK267EX97jjnBaPP3hDuScqsZTS3d0wNm7J+8sz8EN/1uN42drfTrP1oNl+HZztdcxiA0BMj/QGbyDCLyphEEh71mX3Gazo7bR98DvV77ei7nPrcHJwjo/tMo3SOuIlVraXGhoMcJkscFoskJvCLwg8M50STY0G12saTZCyAaqNbIr8Zto64DYwVZH7LHeaPH7uQOdHYfK8OTS7S7j+cZ9xQCAnzee9un8H6w4hvxyI37fWuDV8WSCT4veDF0XjT09awantIlK2bOC2t5cth+3vLgO2bmVPp1n99EKAMCf2876o1k+QbpHe1Lwvphos/loKQtAQ1unibbKOh1uen4NHnp7C+91s9V5/5jMPef+8Rf+ElvkaV7/NrvTrnt9kwG/bj7t4hmobzZix/HmgHAlesOr3+zD0fxafPzbEdH3s3Mr8etm7zdaZ2n1UmzJCXf4va9vxH1v/gODqfPFNRVtHURXu0ikUPSwmLatOaUAgJ83nvLL+RSKrhe1fEubbzfSd6tz8b+PdgZEbJNZpOSH1db+dpEu0UC0RHbWs7/nKLPjQUF5E+918lpT96gr/nrCSfG37WApCis6p3j0i1/swZd/HcfbP+bwXn/9uxysP9jY7beKq28ySL735V++/zZvS+KQoq2uyYiqOh02OpJROpOeNYMHFIGp2npqIoKv4obF1/4xmqyobfLNbE5Our66FJdvOIWDp6ux60jXZjzZ7XbR3+LNdSPP8+3qXLeDfFfQWU++Rq1wfiehFMnYQeoedcUflrbGFiNaBbFRxk6yuuQVNwCAi3fhTBkjGg+c7N7ZrB0dx+vt5RfLO1m/j4q2HkOgWtp6qmizeGGxEcNXS9uzn+7De39V4lRRg9fn8KeljaWrC4BKJQx4M0CTomT93iIs+nKv1+3qEDrp2VernKKNjIEyEf1TWadDVb2ucxr0L2Luc2tcXmPj0ToLeQ+t39TR1nNv+03MQpdf0oi7Xt3QqTGIPXMGDwACSbORD4Gqh4o2f4mb1TsLcMSHuksFDhfJPzneW7bMREybL5Y28lhf3WQ7Dpfhj6353rdFwj3rzQBtEVzrk0X1XrWpo7C1sWIzma14+J0t+HSleOyOp5BTSIvOKcpJ0f/6t9m4/aX1XRY0HYj4umOE1DPZ0smxZD11Ad5WRrg3YyIZO+sP9yhJaXUrcs92XgJbz7zqFB4Gk3PCDoSYrY7AF3EjHCSe+tD3dPuj+XUu7hNP8Zd7lLzuvrrJXv16Hz79/ajXm21L/Q5vSnYEYpFe0j3ZlpV999FynCpqwB/bzvj0nUYiyYAMPidFP0tVPd2PlIMYAr1JhCGfK5LmVvei7XBeNW57yfekKRZ1Dy3fRC7kxK6PN1Ytcvzz1tImdKuPHBDH/b+thZo/6ZlXPRAIIP8omeHSU/cl9MXS1hGxKJX1ejy5dLtXx5IZf77UIdMT7ppWvfe/kRw4vd1XUyoL1hsBFghJFUJMvDa1bWnzB0az85ryRJtIxqivWbr+4Ms/j+HOlzf4ZJHyR4YmOQR6c//pJdygTTr3i7T/fbwL1fV6vPDZ7nZ/pxiqbiDavLle5JhnElmASPU/S4vejONna7nvXrOrAL9scpYLac8M6K79d1w2jPt/ZyZEBf5V70LyShq9jgchL3VXbyVDrgxPFtVj1Y6uL2vhb3yJaRNbOfvjmp0ta2r7QyKQAsc3S5tzcPOlcDCvBImXgklqs3hvxIS/ivT6E1KItfWT3F3S9tx3Jp6ljXCPinxBINT9+vWfPJTXtmLdnkKvji8ob8Kdr23B7hO+ZWmSk7Y397NUmQdhqY3S6hZeZq8/hDMpaAK9UPqqHWdx0/Nr2m2dJ8MfjCJjs76NRfaj727F4+9vx64j5TCZrfjgl0P4aYOzuoCnY+o3fx/HrQvXoc6R6CQ8LjZSiyH9opn32nltpay1nhDYV70LsdrsePrjvbj9pfVeHU+OvV1dtd0gGLA/+vVwj4tx8WWlIzYIiw0WnQUvpk1C7HgCOVE3teG6cQfZF2IrXzGKK5u5LDdAeqD8Yd3JdrcnEGvXkaKtrUmBdKWQn9UZzLhvyXas3O1ZfAz5nS0892hgijYWYUyip3z7dy6aWs1Yc8A7Fz0HYWrzytIm0Zeke9RqteGuVzfivsWb/dr35Lgd6PHJH/16GI0tJnz117F2LUbIsVxUtLXRnyVVzN6//xwoEa3JZvJQqP+88TRqGw34cT0zRgmfqyC1kosrdLeQrK7X42g+P07al/klsK96FyJWU8pbjuX7tv2Gr4ip+uoeFuPi7UQAiD9ATV1YoJJ0b/lmQfSPpY28f3Qexuk9/eEOPP7+Ni5rVWpy3JRdzK1kPSUg3aNm/kTjbpKySSSIbDtYhuoGAw6e8cy6Tx5L3q9i7tfOXKQJF1A2m50Xx9XVERo2YqwQu5f+3nnWrdCQsrSR16C8tpX7f0sbbtPS6ha8uWw/iivbtiCS1jx3gjOQ6hceya/BtU+twh/bPEtkMpis2HusAjqDWbSv23KPshhNVtG44vaOH3WN4pY2uVzGiTZ39SZve2kdnly6AyeI3XbsPqQqUtEmgVSX2mx2LF1xCOvdmPiFN+czH+9s98TkT8Ru/MouLgPQ1GrCzsNlfpuAfXEjiq3cyIHW6DCx7zzcObXOSEuSL4MvObj5ZmkjYqc8EG0Wqw31zcxWU9WO+8zd9Wmv20jsXG3dRzqDGW8u288TDzabHd+tzsWq7dIJAZ7en0Kh5G41T1repQrhemKZMPIsbeLZoyy6TipHsSm7GNc8tQp7j1Vwr23JKfFLHFeIVsn9f+mvR70O8yAXQharjddfZosVH644jBWb8ziLjRAp0UBa2kgBRu5QIcZTS3fgn/0leM2DjcjJ66w3Os/77epc3uc6u/yIEL7l2Q6DyYpPVx716L7WGy1Y+MUeLPpyr2gClaeWS6PZKnrfiz0fP6w7ieXrxa3+7J6jYsexiX2eGHnIqgS+RN9Q0SYBeXORg+yeY+VYvbMA7/50UPQ4q9WGT1cedXm9srbrRJLYTd6V7QEYS8wrX+/zqYwEiS8uaDFLJLmiXb2zAGt2FeCVr/dxImrH4TK88V02z/Xsaxyc3W6H0WwVZI/64B4lfldto95rgUz2jydb5JADdn0TM+C5y5hrr+AW+3yL3n27vl51HP/s54uH7YdKsXzDKXz02xH8c6DEZXGzelcBrn1qFQ6crGqzTcLJxZ37g/ws+X9yte7J9lPkZ0iLgpj72BvRZrHa2n1t3vrhAMwWG979yVmtf7dj5wYWbx8TUghvySnHR78e9q5kDHGe/bmVuPrJv7iFNinUpH67Xip7lHg2ikjR1sa1ZBf0Qkub2HhCLr7YxVRFbSsvZgto+3mQorHFiNe+2efRPe+Oyjrx+SWvpMHjcxzOqxEdmz0VbSazVbQ+pXAc1BnMWLb2BL5bcwL1za7GFdZLIXY/eGJpY+HNUT7MFVS0SWAilLOZGFhrGtxbzGoaxd/3xRzqK2LmeamHqrNgA3R3+qlSvy8WKbHsUXIAPnbGuUI6dpZxdb/69T5szSnF74To9DV2cfH3+zHv+TWoIq6NT4kIxOBmsdp55vn2QAqQtlw9ws/XNxuw52g5vvk7V/Lz7n7jt6tz8ZVg6xqx+BHSsiPGiULXWm6rdxVw/3/z+/346q/jvPeX/nIIFqsNr3+b7fbcgOtE4E60kZMOeRwp4HQeTEykOOYlr4hZ2ozS1+342VocEcTc2Gx2/N+Sf3D/m5u9uq+DNSru/0o5f5rxdr/GphZXIVLhxThGBo1/9NsR2Gx2bqFNJg5IZfkKY4RZeJa2Cqf487TcTkyklt9OkeeCTIwzWWyw2uzcwoikul7v1XX7fu0JbD9Uhuc+2eXxMfVNBmzKLuLF4lYQ7mESMs6VRGrBK/YcSfW/EJPZKhoW4PKs8uZ317ChhmZpS1tbMW1S5Zt8mSmoaJOAvIdMFhsq63R44bPdyD5RSXzGtesr68RvVl+yRXxFbLXRmVXS3VXjDw/R+OU72mORMltsvAdf3NLGtNlms/PM2gdO8FegrEg/frbWJdgUaJ+Y3JpTCp3Bgn8OlBDHt/276psNWLen0GUyFP791NIdOJxX7XF7WKTccJ58vr7ZiL+2u3djSV27Vr0ZP204hRWb83gxeWKWpPd/PuRW/NWJLKaECxeprEbSfWswWkS/x8XSZpaeWMj7jReXRkz6nljGyO9sa79R0qVXXtOKTdlFsNqYrcUef387nlq6g5fM0NRqQlFFM4orW0T7TgyyDdERQdz/5YLakD9vPI1dR/jWN09oanUVJ0Ve7Pfp7pksJESblNiSEp2tBgt3bp64ciPayHspJjyI955RxEJXKnDZGk0WUaHxzEc7Mf+VDS770raFp9eaZNFXe/HWDzn4ZaOzrEaFhCeHdOmSSAlMMdHmyYIGYK6fJzFtpMW6qo7pS3JuZ59XMWGmdNzbUmMYKRrrGg1Yv6cQBqOFukc7GpPZio9+PYzs3ErepC26EpJY+XkaPNkRiNVFIh/0tbsLsPDzPR2yT+EPa0/g+mf+5llCyEkwLFgldphHeOOOtNvtuOf1jbjrtY3cylBs5cb2mc5o4cWHNIuIFoPJgsff347/fey6OvW0T6UGdk8sbYu+2Iv3fjroEtcids/tOereIiUGOUntPV7RZnwmX7QZ2tyxwOIQ0S9+vpsnnMjML/KcUqtad5Njg0gihqdJFex9pjdacMfL6zH/lQ0oqWqGzmCGyTExCL+7UcQqxELeb76INpNEn7TlHr3r1Q1464cc7DxUxhPhpJeA7HtPXOIAUFbjFBRajTP+TCFSzPTlr9q/9ZhYXKYnwftC3C2ESPeolLVUGFry1oPTuf+zC1SpbcWEkPNFkFrJe0/sfi6p5os2g8mKaonaiZV1OmzNKRF9T4rgIGcbxIo0i3HSYcVeSzy7FRLGC6mamFLPtNjix517lJxbmGfT9bPC60H2M2t0EYrIFr1Z9LniLG2O9/Ydr+AtjMnnbv3eIrz700F8+rtnsX1SUNHmASazVbTatZiFRspcL5Z67Cl1TQafLrKYpYsciN//+RD2Hq/AXz5WaBdjmaOkw4crDnGvNRIr5hCt96LNm3ivyjodKmp1qG00oNYxSYldR3aCEE7swgHDbrdz5nMxPIlNAiAphNyJttPF9diUXcyJovV7+JsXs7E3Y4ckcK9JDfDuEE5eP0oE7Ip9vqZB32YMisVqw5/bz2Df8Uq8R8SKkqtkvqu3bVeEO9764QA++/2oxyt2dvwurW5BY4sJVfV6vP1jDu5YtAFXPfEXrnvmb+w7zo/ZK60WD2IHBJY2os2k+88z9ygZQC/+f+f5mL40mq3c7zlVXM8bl8h7kFzoubu/ScqqnRM1KfS9GboaW4y8Cdhut/tNtLkrGUOOleRCwWazo7HFiJ2Hy/CXIAEiPSWSG8e4cUMgzIXJNux4TmaZCucIMdEmtLQZjBZUN0h7TWrbaTlTEK5sT0JoyN9FPpcVNRLGCwkhLPVMi43N6/cWSQpKsiSR0WyTcI8KreKkaGPaLez76nqdhKXNEdNmtaGkqhkvfr4HT3+4k7u+YvP+puxin9yjyrY/QjGarQgLUbu8bjBaERbMf03K0uZt9taqHWfx0a+HcdslQ3HFjHSvziEm2sQGwI50mZK1qWqJuEBf4sCEbg6r1QYFUbtIb7TAbLEhnLh2+UShR3ZyE7O0sf0jfOiYc1pFP8uikANyuRxmi83j6vdCF4dapYDJbMXp4gY89t423HftCPROCON95qG3t/L+Fn4X+7syUiJx8eQ0PPfpLsmMOCnW7ynEYYHbVzhxCCEHQU++z2y1ibplSCtQbkEdDp2uwZQRyZIuFinRJhSNm7KL22wTCTsxkaLmpCBGTuhadfe79RKWNnIx44kVUKo2nFnknmPHHzKmSKNS8IRxLXEPkhZlMSulGK16cUthe+uUnSqqx8PvbMXUEb1gs9mRGBOMq88ZIDpWuAu9kMKde5TsD3Lx8eb3+7H1YKnL53snhAIAwoPVaNWbucUwaeU2ma0uLlWL1QaVUsF77oW/Rfg8my1WboyWy5jFhMFkdbtLSb0bq/j6PYVYu7sQ914zHP2SIxxtcF7DilodUuLDpA4HwB+39EZGnMrlMklLm5RrWUpIi3kLGpqNyM6txMTMZO41i9WGxhYjVEoF9xprBXf5LreWNh3eXZ7jci2q6nSibeSyR6023sLNYLJCq1GKtt9itVFLW0djttgQKuLGY02323JK8cg7W1FVp5Nc2ei9tLR99OthAMAXfx5r45PSiLlHdQaLy837984CbNjrXbXytiAH3JpG54PeVmaVO4Srsx/Wn0Qtce5739iEG59dzVttnSVEGzsol4kEzbIxVEKxrTdaeK/ZbK4WAKVCxu0LyAqYP7bm44kPtkvuRypMYEmKca4Gcgvq2rRuAa4CmK0crlEr0SuemVzKa1o9Fsqniurx7k8H8c9+voulrePJya7EA0uIxWITHRDJgfP9nw/hk5VHMO/5tZJ9IbyfG1uMaNGbPbYUmS02fPzbYdf2WW145J2t+HVzXpvn0KiZScOdsOUVKybuf5571AOhIxXTJlpc13HPniSSUeqbjbw+Ju9B8vXGFiP2HqvghTgcza/Bg29v4Z2PJ9SI/7e3RhwbG7rtYCl2HC7Dis15aBDJ6gO82xLMnYVeJ+KSP3amVlSwXTy5H956cAYAcPMD65HRE4kfJrPNRbiyCw8ysU0YLyq00rfqnbFQCdEhjvOIx7SxsAsNvdHCW5QfP1uLd386iJNF9Vi9s4B7nRTrRRVtx8OR7lqTmXHV2u12l5g29rkwmqworW7BL5tOC9z74tdEKtu0qZXfVy9/tRe3vLgOx886a6KaLTbRBYc70XaqqAHr9xa5xFxW1Ytn3zstbXYcJeqxsveRlIeNxrR1MEazFaEibjzWdPv6d9k4WVSPL/48Jhn/0ZV1c6RWo2Ji7p3lBzukDWQcCbn683TQLa5sxs8bT8FgtKCsugUrt+S5xIstX38KP65nUt8NRgtXQPg0YV0gt5ZiV30FIttNOUWbwNJmsPAeRL3R4hIgrZDLoFbJeb/v09+P4tiZWvy8kZ+aDzADa0EZv8p7XBTfhGuQsC4JIQWVzhHPEaJVIi5SC7VSDovVJmkNFmsXSVIsM1FICU8WnlvJg8FJWCuL7bPWdpYt4LtGrJj73Bpc/8zf7Sos/Nf2s6KD88miehw7475IdmSoBo/NHQMAKK2WFqvkNjw8SxvhHi2v0eHpD3e4Feu87FHHb7fZ7G4FcFmNc4FS12RAKzFJswueY2dq8eb3+7nXiyubsfCLPVj4xR7OHfnk0h3IK27Aa0RmbauEda29Y5/Yht5swkGQWsF7va3xY9eRMjz8zhbO7WW3292WZyCFJyuuD54ST96x2e3QqJj2sJ6YZp0JZouVJwxNFquLaGPHHnKRKbzfhbuPsL9VrZQjSOMUQe4qGrChNc99sgu3v7QeT3ywHXklDThR4LQUk5nD5Py1Zldhmws0YZZoVb2OqdEouC6xjsQUg8mCFz7dja9XHcfi7/fjx/UnUV7TKukeFYonNlZSaLFjrVyrBElPYkXkqxsMvFqq/O3gxMec6gY9r43zr8gEwI9pK6lyPvPsfdQRRa2paPMAk9kqmqMrjPVp0ZtEY98AZmXj7gE4WViHe9/Y5JKdSPLgW/9gBbHxradIZfw1tZo6bYst0j1KDoyebot03+LN+ObvXCxbdxJPLt2Oz/84hq9WHXf5HPvgkCssctJuaHEOcAaT1eVh445hY1McbWU3ZxZa2nQGi6h7VO0w0wtXy2eJbK6ck1W4deE63PzCWqwQWHESovmirVEgDKVcgeRKkxWXwUEqyOUyLqPPUxEjF5Suj3Zkt7XlkvJUiCfFMCLQbOGLNrbd7XV9kecgrQ9S5Qek8NQyBwBajVNEDOsfgz6JjDupsk4vXVGfV/LDkQxjsvD67c8dhTicV4Pv15yQ/G6TiKVNR2Sm3X/tCESGMdnZ7D1KTmINzQa0EJMK22evCoq85hA1u34X1FUkhSY5QZH/l/IylNfwr0tFbSuWrT0hGnf5ytdMm5Jj+c9FW1sSvfzVPpwqasB3a5gkHZvNLmnlsNvtPAtnXnEDft18WjLeNK1XJPf/8GBGtDW1ml2s8yazq2hj5w7SMyMcioXPEbsYUqsUXNLCZ38cdeu+btaZsS+3ErkFjEX02JlafLc6lyt6DTCufPY3tgh2ddi0jx8nK6RR8KzUNug5i56SCFWJiWDKmRiMVi6Ob9eRcny/5gQeeOsfycxt4fzEimNStJFtjgznVyMgRTHJpyuPcnGnniSLVdXruGfsmVvH4eIpaQD4oo28F9n7vyOKWlPR5gEms1V09SoUbQqFHE0OgfTWA9N5750ubsAPa6UH4Oc+3Y2iimY896l0fZy8kkZRodIWUpNfk84kmc0jRkVta7smNBIyYJUf0+OZe5R9eI/m16DOUZeIdNv97/bxABgzNsAXbWRALW8lbWZM9WLuksZmIzOIOx6+WMegozdaeK6fVoNZRLTJoHJY2oTm/UpCQDz7yS5J14ZQtAmDgqViQz757YizbY7rzgZJs9ZiT7MBhS66GIfoa9PS5kF5m8z+0YiLYvqUjUdhYRcZnpQXAZhJDHBmoGXnVuKuVzdy75fVtE+01TcbPMqcU8hl+PiJ2dzfKfFhnLC1WG2i/WQwWXjxbuxAL1aDjEWyhhW53ZljfGK/U62U49zxffHuwzMAMAtKq83Oc5HVNRn5MW0OASF8xkm3qfB+JuNFhRmTXJskJq47X9mAQsIF9+vmPPyw7iTWEO46IeEhaqQmOCdmk5nZMuxsWaOLyCGfLavVDpPZilNF/PaTGEz8hIGtB0vx5V/HRQXFrDG9MWtMb+5v0tImFGji7lHm7xoJUcEe98um07hv8WY0tjitV4xoY+551vKpVinw6RPTcen4KJfzsO7PeMfztv9ElUsyRWlViyPZg7kfLpnKiJLP/jjKWwgCTKgHawETjn01jQYuZpmN9wOAsGBXscWiM1jwixtjxMC+zt/E3m/kGEOWNRFmBkvVTQWAu17diILyJo8WmaVVLdz9HE+MzWTJDwtPtDG/05cERCmoaPMAk9kmatkQ3oA2x8AAOF1JJMs3uLrGWMQG+PZu7wMwK4Iv/jzGraitNrukibap1SQ6wYp9b7POhP++vAHzX9+Kkhqj6GcsVhsee28b3l3OVEOX2lWCHMAOnKxyWy1fiNiqKCRIiX5JTCBtbQNTVJKceMgVPS9mxWTh4hDYiZ/FZGEGWnbCiYlkJmOmBAjfoiAm2tjzfbLyCC/4u7JOhx/WncTNL6xx+zvjBe7RhmYj77cLJwF2ECcFAftbQxxp/KGOgdNTC5bwO2II4SoVzG0V1LUT44mrk/HUvFG8VSopsttraWPLFLDPqHDLJDKr0RPqmwySyQ4kcrkMEaFOAREeooZapeBEcn0z85ycKqrnrp0wNpUdL9xtMyaWQff3zrM88c3+dtbqwMZYsRYgu52Jt6oiLW0tRp6VghU5ZNkHIcKCpez5AfH4T8CZVBEW7JrMtT+3CgdOVOGHdSe5PnBnPQsLVuOmmbF4+pZR3Gc37y/B/W/+41JG5NBpp1tTb7TgvZ8O4rH3t0meuz2urGvOyeCs72y7ACnRZnUpFcRZ2tzEo5ksVny96jgKypvw+9Z8boGrUSkQpOFfo+hwDcJD1NCqXad0Nr4y1TFGitFqMMPo8DwAwPXnDcTQtBjoDBa8uewAd58eyavBp78f5fqavWbseFfboOeEaK84p2hj7ymDyYqUeOfrnvDULeO4/7NjGdnHZG09sVp+7hAT+yTs9xVVNHG/lbzufEub8zw67t6nlrYuwWS2iqb7MlsOkReKeTAVcpnowNfemmRSFhGhgKys0+GTlUdQWafDoi/24rd/8vD6t4w7oanFCLtdfJPm5laT6IRwurieO+eCNzZBZzDz4r4+W1eNNXtcM/CO5dcit6AO6/cWMVsyEeeWsrQBzCTrqUtNbAJWKOSIjgiCQi5zVAg38Cw3pJWKXPUbTFbsdxRLnjA00eW8Ta0mbiCPCWcEi8ls5U10rXqzi7tRJgOXiAAAu4htfCxWO5atPcFZC6WIj9a6vEZa6YQZr4NSox3nt3GCSmhpIycWTxBmPpFWFSnrye9b8kSDtkmC1HLeZstmi53Xh79vyccf2/I9trQFOyYwk0V8o3ayfpgn1DcbPaq6rpDLIJfLMGZwAkK1Kkwb2QsAEOVwSdY3G7B+byEefmcr3v7hAACgpJLfFnYiFrq/ScjrpTOYcc/rG/HhCn7CBCfauGvOXCuFQs5ZWIurmnnPmc1mx0Yik7ZFz2zQrdVIizaj2cZbBJFhD0KrwubsYtz03BpOhH385Dl46paxvM8olTI89+kuLFt7Ajs82Ns3LFgFhVyGCMe9aDZb8adj79j9gtAS0q1ZXa/jFa0GwLOUAe1zZZFinW0XwFiHXVyhZquLKDeYLDCYLG7j/chrZTRbCUub3CW2jx1rg9TOgZ59vmod/cC6ykliHbswtOrN3Ib3SoUMoVoVnr19PGIiglBVp8M2xzN9jBfo7/xdacnhABjLISv+Y4kdHtgYXaPJwtXtI0WdFK8tmMIrC8W6hcm5hUwka+8ey1arXbSIMUtCTAjio4NhszvnMNLtqyBEGzkv6xzP0pZ21snzBCraPIB0j95zVRbGOyb4JcsO8DJG2EkmLFgNmUzGu2kBcOnTdrsdL3+1F09/uMNt+rlULIVwNfHhikP4c9sZPLl0O844AtrZbXtYy0titKvlr6nVJGqufuTdbbhj0Xr8ue0MCiuacaKw3iU24K/tBS7HkQHWeqOFN3hZbXbO2iaWGXfUEeStM5ix43AZjubXiE7AUvu/KeQybhuYqnodz9J2urgeLXozrFYb72E3GC047LAKjR/mKtoaWozcQB4b6axWTiZrtIrEtAnjnNmkBE8Z2DcKoVqnQGLdknuJlHLhxMCm7APMAP/D2hPchBAS5HCPEhOLJwi/IyU+lJssThEFc61WG47k1cBgsuDLv9y778kYMKWSGbxNgklt+6EyfLryqOiAJ7bwIS1tYq5QYewUSXiIGlOGJ2PycGf5gPpmI+9eZrliRjpe+O9E7m928vnfbePx1XPncxM56yKtazJi2dqT3G8CnG57tnzL4bxqXg2y9BRXawhphd+UXYxiQvjNu3Aw99stVht2OoQPmTgVEcrcS6zFNzpcg2hH7I/QFXrNk6vc1vZiMwRZyAWMUOR/+js/3ipYo8S4IfznjJwAPYG9/qy1w2S2QiVxDrLfqgQB6TIZkzjC+7yHlja5XMY9UyyhxIJIKP7MFptLrLPeaEFzq/vvI8cquUwGo8U1po2FFfZBhKUtIdq50ASciwmS1CRGbLXozZx3JiZCC5lMhuAgFUYOiAfgnIvIHSiaWk3cYqNfL+a+La5s5u6f2Egt7rw8ExdMTMXYwQmO323lRPz//WckXpo/SfL3L31sFob0i+FdX/Z3k8YG0g0uFVMuZJDD5UqKYTE0KgWGOBbELKSlTcW5RwWizWjBnqMVqG00iBaX9gUq2jzASLhHlQo574EhV7xsvEhYCPNAL/m/aVhwzQjufXZVeqa0EbuOlONwXo3bAoZS8RfCautnHGUsxDJl2I2LhTW+AGZQYweG2IggbrJx/T4j1u/lB6TWNhldYj3ISb5Fb3YRZzqDGVsOlGDHIdcVNWvx+mrVcbz69T48uXQH3v6RcbO2FSjKxhWwMRvV9XreZKE3WrFud6FLe6ob9NzvT+vlOlk2Nhs5S1t4iIb7HhKjyepyDa1EbAj7GTHmzhmEJ+bxLQ9v/t80vL5gKs8yeu3sAQCATdnMNThb1uiyPU3fROf1PX62jitqDADB7Yhps9vtnJBnr+e54/rgqVvGYeyQRM4t88Jnu7nz/LL5NJ76cAfe/iFH/KQALpiUiqkjeuG528Zwr7ETdlOryaMUeLVSzrP2sbBtMltsyBcpEeDOzSqXy/D4vLF4Yt5YXHfuQACMe1TM0paREolRg+KJY+XcOTSEe521aDQ0G3jfbSPc9mw836HTNVizqwBLljGWuIQoVwsreb1csvIinXGBv2w6jb8d8UukdYLdKo6dcCPDglwWlJ5iMlt593Oznh8qIEVYsBoKhZxXR5E5X/tK/rDXn3XHmSw23iR67Ewt5j2/Bmt2FUhmswJMEVmNwFrlqaUtPETtkuHqztImXJQAzMJv8/5i3m8SUk8IaplMxotpE7b9smn9AfCTh4QZ6ELRNqRfNOIISxs7jpHxtGxsLjv/kYu1xhYT97v6O5IySqtbOatcTEQQLpmahnuuHg5tEGshcybcqFRyDB8Qh2vOyRD9/ew9TPZ170TGOkcaG0jR1palbd6sWLx05zgkO6x8RkECkBCVUo7rzhvIe03M0ib0WOkMFm7z+UlZydwiyR9Q0eYBZovTPaoi0q0B/uqMDWhn3VBR4UE4f0JfPP/fCQCcLi3SDSCV+ZNzsgrv/3xQ9D2hO460sggp5kSbqylab7JwA3CIVsWtyIV8uzqXs0iRvPfTQUcKPfO7yVV7q97ssvJu0ZmxmCglQMK6PcsJ9+fm/cVo1plES5OQsA8R2+86o4VrC5tqfrq43mVQZmsJhQWreS4h8jzsMSFapaTbSGiZsNn4g4dYNlz/lAj859yBmDw8GSMHxHGvR4ZqIJfLkBgTgmvOycCdl2dy1onS6lZU1Lbiobe34v2fD/HO1ysulJvIhDWtWFdtmCCmrbHFiPd+OsgbiBd9uRfXPLkKby7bz00+CdHBmJiZBIVc5hIraLfbsWITk/kqdG+RK8yMlEg8dtMY9HO4UQDndfM0m1UbpORZIFlUCufE4kkVdx6EWIxyDKx1TQbRgrDBWub6s8Ltkin9RE8ZFcbcc/VN/NIHd7y8nhNgZMziUmLhFx6iwm3nxmHm6GTOCsLGQ/2y6bSLJZO17hlMVl6mKVlXkn2u2ay9kCAV4iIFVcFFWPHqxS6vmcxW3iLKaLLyMleliIkQXxB+/sfRNtsxoE8k939WoLH3tNli491nT3ywHfXNRny16rjbhBmrzeYSx9rWOMMiJnjZBVGLXjwRQbhQMpmt3LZzkWEa0TInpBgxEmO1RqXgjUWpSeG4/vxBTNvClegdH4qhaTEu7tDIMP41ePVep+uxVW/mjA6kaGMXIyazFVabnTeWNbYYuXFueEYshvWP4Z2fTd4CnDG3BpOVE+rsNZRaQJDX5/1HZ+KN+6dyGedkCSSyn9rKJu6XoEFG7wjudxlMzvuZTHgg29ArLhT/cSycAfGYNuFcR8Y6R4ZpoFFLhxy0FyraPMBIuEeVjlpXLGKxYsKAW/bBYNU4We+pscUo6gb83k2mqXCSE3vg2ZdY0dYn0dXSpjdauBWLRq0QDRQGxC14LK98vQ+3vrgWLToTb2UotuJ0t3kx6/IlK3Lb7cDR/FpRdx4ZD8GudriBweh0Wab3jgTACCuhJYDdZy4yTMNbPYU7LKUGQrQFa1S8YOJJWUmcmxwAzwpns9t5Fhax/iPd1eTgRE628y4cgkumpnG/y2azY82uAlEXcVJsCDcQCS2xMsdNGiZwjy5dcQjr9hTi2Y93Oo4zYo+jgOqOQ2Xc9ZMSqy06M57/dLdkxftpI3thYJ8ohGhVXMwdCTv4icVzxUZqMWNUCmdBABjXiFiRa7b/zBZXq6cUMhnjVn34xlHca+z932owiyYisC6xx28ag+fumIBriIGcJJoQfyTsfSCXSVflt9mBPnEa3HX5UE7YtehMsFht+FokczxCwkrDd48y7WHdxMFBSt5E+d/Lh4mOY0JRAzALU6EVkn1m2YQDsUk4WkK0ecLssX1cXiMnTjErbWSo2q1os9tdwxbc7RdLkpoY7vKaM15UxNJGxH6JWevDgtU8Sy0LuRisaTBwsaLCmLaZo1O44xVyGV6/dwJeuWcyF+vJIqw1KpPJCLFp5vZU5VnaWDe0xYaGZgMvNrmyzlkGIzJU4+I1SCG8O6xosdrsXOFh9v4ixR0J2Sd9E8MxqG804R5l+thssfHmnbZgx0Ky2C+7sBqeEefyefYeGdLPKUj5oo05n1h2MHvNw0PU7Q4DcAcVbRKolTLMHMXEuZjMNqelTSFHPRFELvagC8WP8EYjVysNzUbeBWcvLrt6uPfq4RBqsgbBd4q5JWx2ZmJwrp4IkaB0rg4MXACrUlK0uWPXkXLUNxux7WApZw4G2NgOfrvIek9CuG2jHNk2rEXmvZ8OigaSk6si9sFh3WQGIp6uT6IzQFY4iLOWtqgwDe9BDHZMznqjhYttIq2rIUFKPHnzOPznXOekHUMMPMLaQmJlPRKJHQ/ISUdMIJGTpzCYmiU8RM0NRFKxkGTcjdliw87DTIJEq8GC2kY9ThQ4q9uTcThkm2aOTuH+39BixAE31zQkSIXF/zcNPyy8QNQ977S0uT5DIzLi8PCNozGYEHtajbilTalsv6Xt3HF98cPCCzFigNPdSVoDxLZ0Y2PngoNUGDM4QXIgZvu5SGI3iPBQjaSLmrR2swK1vKYVt7y4VvxcIeJuF3LCY91v7H0RHKTkTfrnje+L689zWGocgot0AwsRuptbdGbsOFTGuSPjRVy8MRKhF55gd7QxMSYYYwcz7SITfewiRTTt9rZL0yTG8ON82cVwW+Og2L3MXnO90cItitj7w0jsXS3MCme+TyUq2sh5Yu/xCq6Gp1qQPSocM+RyGWQymcvrGo3rd4hZ2siSFmrC0ib0KBQ76luqlYyrmUzOSIgO5olE8n5jPVKcaJOwtIkJXHYcZuet2ka9V7sLkHMya/kLUiuwcP5EXnyr0hECkZURi4F9opCVHst77pVE/U6SVr2ZJ9rIOby92bNCqGiTICRIwZn0TWanC0ClVEhOiizCfUrJycBqs/Nu/oYWE6/2GutuZFcPY4ckuDx8QkublKWjocXInYeMV2MnA4PJwpmGNWqFaHYRyaSsJMn35HI5z3XWonddcbqb4NmJm121XzmTiXNo1pnw5Z+uFgZy4GQtbVrHg6g3WTkLWW/HA1LXaHAZxLlVosDSFsyllVuJrCwl9zDf95+RAPjFNUnXis0GPHbjCO5vMdEmZooHnCtBElJQCgfO1KRwfPb0uZDJnHFVUoHk3KpaZ0J+aQPvvS/+OOYSt8gKIC2RCT3/iizORVHdxl617KAl9pvI38Xez6Sbi7XMkJa1ILVC1NKmIkSbu90eyLgStUruYqFmB3K9wYJVjjpW5IQSIrIrihjs8y5V1DcyVIP/zB7okmGuVMhx0aS+3N+seNiSUyppBQqXCGkg47mCBUHzwUEq3j0VpFbi6lkZeOmuSfj4iXPw9oPT8dD1oyCFUHBW1LbitW+dBXnFXK9ScVueoJDLcN+1I/DJk7O5PlMonNdPLAO+WWcSTSyIiQhCWq8IXDy5H8YOTuDiRQFnQW3yPokK0+DN/5uGz58+l3tNWEMR4N8b7AbukY5rc+BEFU46QhDEjg0LVvOsfuw4LFUYVkPUaQOkLeHC6y4mDENIS5vj2SGFJemGFo5jXGJLRBD3jC+4ZjhiI4JcrG5KhdxlkcOem1zAkoiNG87sUeb+9mS/7P4pEYiP0uKKac5wBg3PXeuMFRwxIJ7b1QRwZt4qFXIs/r9peOmuSbx2KeTioq2p1cQXbcRY4208KQsVbW5wmoatMFuZC6tUynDRZPFYFhZhhhuZplzXyDcxV9S28vZ+s9rsqG3QMxvvOjKchDV5hOJDKoA2v7SREx1RYc6MsZmjmVR3nntUpcBFk/uJbtfFct74vnj2ttGi76mUAtGmM7uYrd1ZQfRGC2+D36z0WNx37QgAzlgckmSiDp6Rs4a5WtqS40IZd5TNLllkVSjaWNer3mghqpDLseCaEXj34RmYnMWIN1JkkAOn1WbH6EFxeOehGdzfQob1j+X+L6FpiPdlPMsCSVqvCG4icIo28cE+jKjaXlzBtwJtPVjKuUZZ2E2fyd8WolVhtMPaIdxfUMj0USlu3xda2oamOV0Q3PWLda5K1SoFRotYgNiYNpPZ6pIlyKLVKDlrCCA+gXH7hla3oLymFUqFDNcSQdLCSVAK9txSz2VkqAbpvSOxfNFFXEICADx4/UjeZMyOI+6Cq6XuCxKtIGg9OEiJORNTkRQbwgWBq5RyDM+Ig1qlQP+USJeSFoDzegnDFb786xhn7Rg3JFE0fk0shKMthmfEondCGKaOYEqpCCdx9reLZQy26M1cO8lJsndCGN55aAbmX5kFmUyGmy4Y7LJ4IC1NwUEqDOgThfjoYO55H5Lm6upXyGWcAKqqY+7BcJE+TBBY9wC+lRwAlxwgdf8wiQjSljZn2wWWNuI72K4kLW3s9oLk9VMpnZY2YSHg42cZyzz5jJ4/IRVfPns+F5ZCImynyvGcePpckb9Bb7QiO7cST3/IhHYIS6CQpMSF4bOnz8V156Zzr7GfNxIxmqzlj7xXKwVzj/AeZO8dYcjA0TO1XCHqiBB+zOLdV2Z59TywUNHmBucNYuE2tFUpFDhvfF8u00wM4aqSdK0Jt0zKJVxS3Gcc22tEhgVBoZC73OzCh5n9+9Jpafjv5cO4AOaFn+8BwDwsQRollj52Dt59eAbn+tAbLTxLUu+EMHzy1GzRwsDseYRxEiwmsxVlxObBLXoTF08XJ+IuEaOyTsdt5RKiVWHK8GTJSSmKCKplhR5bTkJvcoq20GAVohxWRrF9P9lzyeUyfPm/8/DpU7M5qyS5tZBGrUSoVuWS9PHy3ZORHBuCh290iln2N0gldgBtu2CEkC7SEGIwriOsauz9SlYBJ039bD8060xcxrHYyp+FnYiF9x87obOiTsj0kSl468HpGDskQfoHwSkCWMtNeIiaS8Vna56RE0hjixFjhyTi6+fOx8A+TkulmrAwSu1hGB3Od4GLxWsJB/7QYDXvWXA3MfDP4z7omBwf4ghBIbwn2MnMXXYbf9Uvw38vH4bk2BBcPcspNoWLvuAgFSJCNfjkydmYd+EQt20l0TisQU0CSxtbguTWi4fif7ePF7WGtmdiZrn36hFY+tgsyWPZaygsXAsw9y6b5EW6a4VlPgDnxMsuOjN6O+8t0lr3+TPn4qMnzuGNPSTsgpe1/oh9V5KIaGMsbc57S8yFSqJWKTivAsC3hJO4iDbiO9gsU7bNBeVNXBB/FOGVURPZo+xOB8LnIFlivhAiNAh4suAQoiUsbWQRbTLmDAAvrCIsWOUitoJEYto0YqWZ2lhRs0Ke7bvYiCAMz4iFzeasU8q4R53nSY4L5T337YWKNjfEOzq2vKaVK6KrUjJm+RFExp8Q4eCrUSm4a09WrGfPDfBvaFb8sC4iF9FmFGxi7hAol09Lx6VT+7uYX9lU7xCH6GDPpzeQok3Btb2vSNIC2w6pASI7t5KXufPzxtPcSmPMIPeTNwtrUVMp5dCoFAgOUuGRuaNxydQ0XDUznddH5MTQ4oiDI91bZBA9G+jaTNTRI2EH19hILRJjQrhJjuwfMcsMAGSmx+LjJ2fzLGd2QniS9IoLxbwLB3MWOJYLJqUy5yLOIYQc1MmgbtYVQ7aRdd9PG9mL5+YKC3a6xQ45soHPERQYBVxdt8L7jxUdUpa2XvGhSE+JlHSLsrB12lhCtCq8cOdEvPfITAzqywy65IqUdftGhwchlchCZX8TG1MZHKR0iRvRapTcfrCAlGgTiBuNEsP6xyIrPRbnjuvT5u9hEYsdIiHvXfJZFYZVaNs4jxCVUo5Lp/bHx0/O5olxV9HmeSYbOynJZc4+Y0MBhKKc7XPh5JyWHIE5E1M9/k6WtkQyZ2kjRGRIkNKl30h3rVgICHv/sMlQpKgmvQcxEVq3BWFZyygbizZiQBz6p0TgihnpeOTG0Xjw+lGiRbMVCjnSUyKd7W1jkatW8cuVSFnatBpp9yh7KwuvVUiQkvc5MqaNtbRdNr0/L9wmKc4z0RZC3PcqpVzyebr5oiFYOH+i6Hvs7xZmiQ7ux7d+DiH+FmufRkXEtDnORY4JL945Eb3iQvDwDdJhAoAzpo1FpVRgxij+mCoUbb5CRZsbkhybE5dWt3IXlr1I7tyIwsFXJpM594pzWNqELoQxQxI4McFuO8IG7wpriLGCZPWuAjy5dDtnXWAFlVDFCwM1OdFmsnLxIMK6P2IEB6kkLW1C1xoAnHXsouAuqJmELftBip2Jmcm48/JM3HLxUIwZ7JwkyImPXSmxkxM50Go1SpfMWWEldGFMBTt564z8mL/2olEpeAGoQRoFrjlngMv1HD0oAUsfm8WVhpE6F0u0o5QMAPyHsPiybWTd71npsbyBSCaTcYMtawXNyohzKegqvH+E9Z4iHMHvUvumStX7EyIsihocpEJwkIqzFAshA+DJicop2pjrHqpV4a0HpuPjJ87hPlPXZBBY2lyHPuE1Dg5SQqmQY9Hdk3G/I47RE6QEPgvppiX7OlyYwORmZwIxVErx79WKiFFPWXjXJPRJDMNLd092sWwN7RfDE4CsVZJMFknrFYF3Hp7hdrxk72UhbT1zKjHhLXCDy2T8wthibl/2PmQTvELaIWpJWHco+/zFRATh7Qdn4LZLhmL6qBTMGtNbVGDFRWpxiWMDcqBtS5uw5Id37lFmYEqICeEtYoVlQdiFjsli4xZNfRPC8cb9U7nPePq8hxH3gNDKNjGTiZfunRCGq2dl8BKESKSeiaGEpS08RM0T131EEkfYhZXRZOXCa8jnduTAeHz0BH8xLgabqMCiUsldQjjCROr6+QIVbW6Ij9JCIZfxiiOyA7/QikI+EMLBl3mfudnYuK5xQxJ5K8LkmBDu77OO0hjsKvycMfyUd52jCv/SXw7xdmRgH17hSq1eULeLE21E7Bf5MEhl42g10rXKWCYIdhaQy1xN14CzfhoJmyUqNcCTA65YFiErjOscv1cuYx7EzHTng/ffy4fhYkF9LaFIYCe1Fp2JG4DFLDNtIZPJoA0iByrpc/ROCHP7HSpCZESFB+HuK7Pw4eOzMIOIGxOKhVCR+1C4WIiJCMJLd03GNEfcUK+4UF7B00+enO1yPaSC36W+QwphYHKIVvzemnsBk9l4+6XDuNeuOWcABvaJwl1XZjknXU60qRGkUXIFNAFHcWRiohATVmJuRG8QWuyEixYy5pWcMF0TmPjnueeqLLffK7XzRpDA8hTsYUIFwFh/P3h0FjL7x7pY2oLUCp5Fj138kGOjJ/eClHutrdpWYtfwlouHIowYG7QaJa894u5R5jxsmEWwVoUF1wwHALdhMEKEpSvExkrytblzBuHOyzMxMTMJfZPC8dQt4/DULePaTNogN4yX+h6AL9rkMuZ5Y+t1suWKFHIZPn1qNvc54b3CjjtM9qhjx4TIIMRHBWNAn0gEBykxLM29sGEhxyOh4L7/PyMx94JBePb28W7PoVbKXXYYuOWiIUgmrGkD+kTxijiLZfuSyYHsIkRsTmkLobdApZQjKjyIq705Y1QKlArXpCdf8F/Ftx6IUiFHYkwISolYLXaCEIq2QX2jcOg043ISDr4As9ptgJGzTsREBGHs4ESu9k5KQhg3SLF13Fg31aDUKFwwMRXHztaiqKIZeqOFq45Pwt7MQveocCXEPuQ2m50TdOS2LFJZpFqNEmaR7X1Ixg1JRGRYENbsKmC+O0LLBdqyrsbXFkxBv+QI3Ld4MyrrdBicGo3cgjqusK5Ulh670wTAz6jk2ufoPzbOSxvExDJkEaJtUN9olzguobhhBy4yY68t6wkA7nf0T3T2n1aj5CaD9m5nRUIKuphwJtaR3RZN7DOAuPgV3gvBQSqEaFV44PqRGNA3CpMyk7Hoqz3c+2LxjWKLEhKx7XLEELoWpCafa88ZgGkjUngW0fAQNRb/3zQATNFZAFwgNWmFfemuSfhq1XHcfWUWftrgjGkUE8hqpRwymXQsn6cILUQZvSOR0TsSy9cz3y9VCiFIrYCeMF4K3YPx0cEID1FLJiaIPROA6+9oj6WNhI35YSc5tYpf5oEVP2T/S2VJkwhFikzG9FFb2/8If+//bhuPcUMTsWGvc6eWiFANT3yLjW3C+zBYo8TY8X2RmR4ruv2fFMJxty3RNiQthhcSwVqbdh0pdzmOROEo6eHuewD+okOjVkAmk+HFOydha04JzhvvtG6S461BUJ+QtYiZzFbUOGLaWHG6cP4kmC02UeulGOR9LzZW/Wd22wJZJpMhKTaEF2Z0/oS+vP4Y0i+aV+FBzBLIjudGk4Wz4JPzi6e4ZsQy533qlnFo0Zu5e4K6RzsRYQwD+4ALB1RyAhULMmcHcrbAZmiwGtfMHoDBqdG4amY6JgxLdInFYMWGTCbDPVcPx6OOVGS9wYJSkY3TWYSDBxkkz7TF+ZCzwaXkg3vjnEEYmhbjUgVaalIgCVIrMZCoYM6utElR2DshDFqNEh88NgvfvTAHfR2WLnbjXylLm9BiJ3zwWbHFZmuyg1lMhBZXzkjHueP6eBRrxR7HBjIzm5u3/dA9dcs4zLtgAK6azK8txiLlvvIEUjRKDZJCsSA2WMUIrAHsalylVOCyaf0RF6XFjY7q6lfOSHc5HoBooPmtFw9B38QwRIcHoZeHdYiEA55wH0wWdqBuq3QIG8JA3svDM+Lw1gPTMaBPVJuJCGQYA9C+2C8Sl4QGLT+sIIRY0fcnYplcgqUFk3FkqAafP30uZyURWoilnk+XWD0vLYhCy5dGrcBtlwyFUiHnxayRz++QVFcr+8t3T3Y5L/nTH71xDB6/aSzaQngN2TAIcvyNDg/iXUd3iQgsIVpmsZccG9ouC4kwrEBMTJF9LzXOCRd38y4czBOwJrMVsZFBkMnE9yHlfgfxXey9FRupxZUzM0St8ABc9qJmx6waR5KPTOZMVGATWjyFHDe8SUJgIS1nTJFsFW/sG5wajSmOBKzM/rFuS4e0GpwF1L2pUyocw9h7KUjDL2DtR81GLW1tESXYM4y9KDKZDDERQahtZGJlyMrkYoMnO5Cz7siwYCZ25/X7nLEBidEh3H6jveJCXCZYdhDQGcxut/4hzfSfP30uL4UdYFZqrOWLDZolB5CosCC8eu8U1DcbsNxhnfB001uNRsEzsbPCQUGIHnbg0qgU0KgUXN+xNbakLG2Z/WPx0A2jOCH9f/8ZgTe+248bHCJDOMmRg+atlwzlvffEzWPx6tf7RF1OXCKC0Rnr4EkQemSYBhdN6ovc3Fzitzrb4JOljbinpAZ7UtjNGtNb1C0QzcsMU4gWiGUzNMUmOMD1+swcnYIrZ2bgwkmM27mt7EkW4XPClnZoL8LzSPUPT7RJTBoatZLbDcFrcSMQEyFBKm5HFYA/eQ1KjcbDN4wStWgKJ/3IMKb8z0M3jMLm7GJMzErmvS+1KHBxj3opRoV9plYp0C85At8+fz7v2SNLXWSIlH7ITI/Fo3NH443vmC3tgtQKxERoOS/E1JGe3QfC9rATNxmDGR0exOtHd4kILN5ed6FoEzsP2Rap50QoRoemxeC7F+bg+v+tBsDsha1SKvDjSxdCLpNJCksye72tfVXTkiNwpqyRK2fkbAvTN6y3IDJU49HiXQyepc2HBWyfhDDOGhkcpIJcLoMcMlw6LQ06vQVD+sVALpfhuxfmSI+Var5LXCYTDydpC4VgMS+02rKMGhiPw3k1PolV7jt8PkMPR2i6Jye5xfdPw8e/HcbQtFj0T4kAiE26hQgfYLEb5KIp/Th36RUzMlzeZwdbk8XGuYJGDohDzqlq3gMaH6VFQnQw5HIZYiRSi7UaJYwmK5d5JSaUyEmbLGB51wXxUIXE471fjrocE6TmB8myljYyYFMoAIV97C5oma0xBwDTRqZgeEYcd3x7Aq4nZyXjh5cuFA06Fh7niWtUCrIvfBmoeCU/JPqHHDDmzhks+hly0nI3ebsLLtaoFFAp5VxxYvY3tjdwnnyW3rhvqts9dN0hTGiQ6h+yD6WC3P1haVM4ComyCUKhwSre8yO8v2eMds3gFbYFcD4nwUEqXEQErrNITQjC58LTIsEu5xc8B+zfwrEsVKvCs7ePR5BaKXlPkAIzSK3EwL5RkoktnraHfU7J8IeocA2vLqZYGR5X0ebddY+N8sTS5nxNLIwGcB1vgoNUvD5mA+fbEpeeZjsDwPP/nYDdxyp4MbKAax9LzSeeQFqYVT4sYMnFKPks/feyTN7n3FkBhc9/SFDb7ngxhIkIUs/gZdP7IyxEzQvV8RYq2tpAeOHJBzw2Uounb3UGTj4xbywvIJJEGJArFhc0pF8Mrp6VgVaDGbPHue63Rw4CbLmFq2ZlYMbo3rxNlRUKOT54bBZkkLaQaTVKnjtKbCCXyWS8yYclMUqNwYOT0CcpCo++t433XpBayeszdvKXu3lGhaKtPZMK+V0ulrY2Bl8pcSg8j9qLzFGuDaRo80H8Se1PSkLGOkkFgJN97W1sE7tnIZut6W3sl5lI2xfbG9dThEHNUv3DuCILMax/DK8WF0mQB0VLPSFIrUCLnnTXOp9DT90w5Pcr5LI23etS73sS6+gJQjHhbjEzdkii5HtMm4ikELUCd1+ZBaPJijkSmaTi5xC0x3HtSNEWEx7Eu6ZifeSSxezldXeJaRMZf5QKOV65ZzKsVrsb96hAtDnaM3VEL2w/VNqu8imRYRrJsAOSqPAgXCByXuFCM8VNyZO2IBNwfFkI9yXCArwV2MKFjJSAbguxkh+in1PIeXGEvkBFWxuQbk+ZzL2bkCxkKkToopSaWG6+SLrYpVIhh1opZzbvdbhHI0I1ohvdtvVQhAWrQIa7hkis2vokhOFMWaPoe4NSozk3I0uQWsGz0LEDptyNahPun+hNFg/gWtfK20lXaOHwZYDhuUd9MI2Tk5zUtSJ3QpBymfBEm5cDHsDcv5xo8/I8ZH0tb11SgIh7VOJcF0xMxdQRvdyKFg3P0uZ9mxjRxrheQoJUPPeUp6KJjCHzxLUutWAk7wWlQro+Vlu4Wtp8cffzrZ4RoRo8d4d0yRsxhCEp7NjMt7QFYfiAOMwe24fxhogQxHNZKniZh+1Bo1Jw4zMg/by3VUZCeBz7nD46dzTuv3ZEuyzaCVHBHok2ybYIrvGNcwZ5fa5QQZ02b+lNxMxKbe/WFkEaJYamxXBJf20lV0khHEN9+V2eQhMR2oCMz/BlwBNuouxN0CPgOpFEeLlCEMbLSZVbeOD6kVAp5bw9+kiEAidIreQN7uxNLFpt2oEvljYSpUIuubVUe9BqlLzEA29qtIm1QayulKd44h5l69iJVV1n4Ys270VJqKCsgjf4Ysnit0VQINTNs9WWYPKHexQAL/I4LioYVqvTRefp/aTgiS3pY57/7wRMHdHL7YKPRbjFXnsQTuC+WY6d5/I0BlII6aoj7yWy5JFapYBCLsP/XTcSF4u4lAF+yRGfrjnAS8Lxlzhmf5tMJmt3CMKCa0dArZRz25W1F9Jy1C85HIluxpa2IOec9rrCSUhR3dY+4O646QJnCIn3C3wlL1u+M0QbtbS1QVsJBp5CBsfK5TLvzboaJWdlA7w365KmfLlM+qbtlxyB5Ysu8jgzLYgw5R/Nr+GyeO6+ajie+nAHbjjPNa1bWPdLygrZFjKZDFHhQbyyKt6eJzJUw20H5a+YNl9ECpkyLhUwe/74vogK02CwSMYeC+lO9qV2ECkcvXUnzRydghMFdR4XX5ZCOJF46/4D+Pezt78LABqI2ohhwSr0TSIz3trf7+6sWqMHJWC0h7uO+LJxu/D+9eW5IOMZvT0PWeuRXKiQ11CqUDMJ6Zrvk9D2592REh/GFRX3FuGi11vLH8D8/h/djN9ttoU4zltDA0uvuFAuFrY9Wadi9E4IRXFli+SWi55AbnUl3F6yPSTGhHBeB18WMp5CRVsbRAgsbd5CVrkOCXLdC81TSFdUqFbldZvIAS+4jfa4e+BdLW3M34/OHQ2bzc4NOAP6RGH5SxeKDkAuiQg+WIDio5xZaMJK/u0hMjzI76ItNcn7uC0y/ktKTCgUckzMlHbRA/zrJbVPpyeQwqhPoncTnUqpaNdOA1IIY4ncbTXUFv5yj1oIy5pMJkNKfBhevXeKxzXshPhrBe/tIg9wTU7xZYIiC3h7uqerENLSJpy8P37iHNQ1GTy6F8jAduF2SO3lvPF9sO1gqWjxcE8hwzzMFu+fURZf7h3SO+DLvcPyyZOzsWztCVw4uV/bH3bDs7dPwPdrT0iWJfIEuVyGiFA1GltMLjUv20NiTDC3h7gwPrIjoKKtDchsI0+36xAjJiKIK9zprQWIbQO72be7Dcnbbo9zwPPWHQnw40HkMn5JFGE6tNSKkXWpsttRhfjgwomPCsbxs3WO/3uf6RRNbOfii3uUnNjSekV6fR6TxZl96IuFjBTnFh8mBLLkjHBbrs5GGGcqLJ7cHtiyDUz1eO8HcjGGpklbQNvClxp/JAP7tF3sVgph5qC/rArenocsbSQUbclxobwdMdxBTtj9kn2ztI0YEI+X754sGV/oCSqlgleMvCshny1fLW0As8Dyx0ItMSYED98wuu0PtsGSB6bj542ncfUs79zHbFtYqHs0ACAHy0unisdEeIJSIceD149CQVmTT6uM1KRwZOdWAmD2jfMW0jrhi2jjJ2rIfIr5Y6tc++LeIuNZ2trDzx1kfT5fLG1k7IYvItIfK24hvljayBIWvligOwJfRO115w3E0LQYDE2L8cnSxuKLgCTxJegfYAra7jhchutEwhM8hbQeyeUyry1kACOO0lMiEBOh9fp6kYtfXwSFVqPEjNEpKK9uxSgP3czuyPRDWYcLJqZi5ZZ8n8/jT3yJhwxU4qOCce/Vw306B7k4yMrw/dq3BRVtHvDkzWNRXtOKc8a6luFoDzNH9wZ8XByQ6c5DUr035ZMDni/uJFLwWW0Sm5Z6QJ/EML+INjKzUljssj1EhfGL0HrL2CEJWLklHynxoV4LWgAwmztCtHl/vW69eChe+Xovbrl4aNsf7gQG9InEqaIGnyxJAGP1batchSf8339G4NvVuXhiXtuV/T0hzMuMapbM9FifxQS50EuJD/VJrCsUcix5YLpPzwT5XPoyhgHwi9XGn8y7cAg0agVGSmyc3hX4Eg/Zk5kwLBGXTk3DyIHxyEp3reTgb3qMaLPZbHj//ffx888/o7m5GWPHjsWzzz6L3r3FC1e2h0lZ7uOEOhMysHaQD6ItPioYWemxsNuB2y/1fuL1ZdAlSSD2+NP6YOEgY/7am2lFEh3uWRHatsjsH4slD0xDUqxvk4pwY2JfGDckEXuPV0hm03nC4H7R+Ob5OX5rk688OncM/tx+BpdN69/VTQEAzB7XF7PH+V6X6Z6rh+OXTacx/8rMtj/cwUSK1F/0BX+MHU/dMg6FFU0YObDjJ8vORKWUSxbI7mxCtCq06s0eJ7v82whSK/Hfyzvv+ewxom3p0qVYtmwZXn31VSQmJuKNN97AHXfcgT///BNqdc9ZIfSKC0VkqAYGk8Unq4JcLsMiwR6A3kLGo3lLCpEq701lapYZo1KwZlcBRg30bYVK1o7zdnslgJmYpAq5todbLx6KwvJmXD7dd1Hy+LwxKKxoQjqx72V3JzEmxKUiek/ggompokVPuwIyJjUixLfsP38xMTOJ22id0jF88uRsNLYY/R7jSfGOHiHaTCYTvvjiCzzyyCOYMWMGAOCtt97C1KlTsW7dOlx88cVd20A/olLK8e4jM2C3+2ZJ8icRoWpU13tfdwcApo9KwYa9RcggdnbwhuAgFd59eKZP5wCA4QPikN47EuMGJ2CAjy43f5AYE4KPnjjHL+dSqxR+EZKUfx8jBsTh4KlqXDrNeystpXsRHqKmrtEAIjBmfR85ceIEWltbMXHiRO618PBwDBkyBPv27etRog3gx1sFAr3jw3wWbRqVAq/fN9VPLfKdUK0Kbz0wvaubQaEEFE/fOg41DXqfSiRQKBTvCay0Ly+pqKgAACQl8c3k8fHx3HuUjuPeq4cjvXckHr4xsIJ5KRSKfwlSK6lgo1C6kB5hadPrGSuPMHZNo9GgsVF838z2nJfihO0Tsm9Cg4BFdzJZcjqdrkvaFSiI9Q/FCe0f99D+cQ/tH2lo37gnkPrHbrd7nYjTI0RbUBDjLjSZTNz/AcBoNEKr9b7sQ0FBga9N67HQvnEP7R/30P5xD+0f99D+kYb2jXsCpX+8TZDsEaKNdYtWVVWhTx9nLbWqqioMHNj+YpJmsxkAoFQq/VbSoqdgt9thsVho30hA+8c9tH/cQ/vHPbR/pKF9455A6h+z2czpjPbSI0TboEGDEBoaij179nCirampCcePH8fcuXPbfT72gsrlPSLkz6/IZLIeVULF39D+cQ/tH/fQ/nEP7R9paN+4J5D6x5fdg3qEaFOr1Zg7dy4WL16M6Oho9OrVC2+88QYSExNx3nnntft8I0f6vjcahUKhUCgUij/pEaINAO6//35YLBY888wzMBgMGDt2LD7//HOoVD1vvzQKhUKhUCj/PmR2u937DQgpFAqFQqFQKJ0CDdqiUCgUCoVC6QZQ0UahUCgUCoXSDaCijUKhUCgUCqUbQEUbhUKhUCgUSjeAijYKhUKhUCiUbgAVbRQKhUKhUCjdACraKBQKhUKhULoBVLRRKBQKhUKhdAOoaKNQKBQKhULpBlDRRqFQKBQKhdINoKKNQqFQKBQKpRtARRuFQqFQKBRKN4CKNgqFQqFQKJRuABVtFAqFQqFQKN0AKtooFAqFQqFQugFUtFEoFAqFQqF0A6hoo1AoFAqFQukGUNFGoVAoFAqF0g2goo1CoVAoFAqlG0BFG4VCoVAoFEo3QNnVDQhEcnJyYLfboVKpuropFAqFQqFQehBmsxkymQwjR45s97HU0iaC3W7n/lH42O12mEwm2jcS0P5xD+0f99D+cQ/tH2lo37gnkPrHF30RcJa2jz/+GNu3b8e3337LvZabm4tFixbh6NGjiI6Oxi233IJ58+Zx79tsNrz//vv4+eef0dzcjLFjx+LZZ59F7969vWqDSqWCyWRCeno6goODff5NPQmdTofc3FzaNxLQ/nEP7R/30P5xD+0faWjfuCeQ+ufIkSNeHxtQlrbvv/8eb7/9Nu+1+vp63HrrrejTpw9WrFiBe++9F4sXL8aKFSu4zyxduhTLli3DwoUL8eOPP8Jms+GOO+6AyWTq5F9AoVDaoqLehPV7i/HpyiNYteNsVzeHQqFQug0BYWmrrKzEc889hz179iA1NZX33k8//QSVSoUXX3wRSqUS/fv3R2FhIT755BNcddVVMJlM+OKLL/DII49gxowZAIC33noLU6dOxbp163DxxRd3/g+iUCiinCpqwEerqwBUca+lJoVjaFpM1zWKQqFQugkBYWk7duwYVCoV/vjjDwwfPpz3XnZ2NsaNGwel0qkvJ0yYgIKCAtTU1ODEiRNobW3FxIkTuffDw8MxZMgQ7Nu3r9N+A4VCaZvftxUAAPokhHKv/bLpdBe1hkKhUNqmVW/GfYs349F3t8JqtXVpWwLC0jZr1izMmjVL9L2KigoMGDCA91p8fDwAoLy8HBUVFQCApKQkl8+w71EolK6nsKIJ2SeqAQAP/icLwcFazH91I7JzK/HDupNIiQvF1JG9uriVFAqFwrBmVwFMFisKyppQUN4EANh9tAKThyd3WZsCQrS5w2AwQK1W817TaDQAAKPRCL1eDwCin2lsbPTpu9lzU5ywfUL7RhzaP+LknKrBq9/mAAAGpQQhKlQOrVaOwamRyC1owLK1JwAACrkVIzJiu7KpXQq9f9xD+0ca2jfuaW//5Jc24oNfDrm8vnLLaYzMiPSpLXa7HTKZzKtjA160BQUFuSQUGI1GAEBwcDCCgoIAACaTifs/+xmtVuvTdxcUFPh0fE+G9o17aP/wWbbeGcM2bVg41z+jUpU4WyqDwcykvy/95TDuuSgBGlVARG50GfT+cQ/tH2lo37jH0/75fU8d7+/kaBUq6s04UdiAjTsOITlaLXGkZwgNTZ4S8KItMTERVVVVvNfYvxMSEmCxWLjX+vTpw/vMwIEDffru1NRUn4VfT0Ov16OgoID2jQS0f1wpr21FUXUJAOD1u8dA11jB9c/gwcCl5wAGkxWPvLcT1Q0GnKnT4soZaV3c6q6B3j/uof0jDe0b97S3f975cysA4NaLBqJZZ8Z543rj679PYseRCpyoUOCcyYO9bkteXp7Xxwa8aBs7dix+/PFHWK1WKBQKAMDu3bvRr18/xMTEICwsDKGhodizZw8n2pqamnD8+HHMnTvXp+/WarVdXs8lUKF94x7aP04O7SkDAIwYEIe+yVHIbaxw6Z/gYODy6en49PejKKho/df3Hb1/3EP7RxqZQg2lSgO1StHVTQlIPLl3ahv1qG82Qi4DLpicDq2GkUpXzMzAjiMV2HmkEndcnoWosCC355HCW9coECDZo+646qqr0NLSgqeffhp5eXn49ddf8dVXX2H+/PkAGBPj3LlzsXjxYmzcuBEnTpzAgw8+iMTERJx33nld3HoKhbIvl0kIGjck0e3nUhLCAACl1S0d3iYKxR/YbM6q9na7Ha16cxe2BmjSWfHA29tx/5ubYTRbu7Qt3Zn8EiYePiUhjBNsADCwbzTSe0fCYrVh95HyLmlbwFvaYmJi8Nlnn2HRokW44oorEBcXh8ceewxXXHEF95n7778fFosFzzzzDAwGA8aOHYvPP/+c7h1KoXQx2bmVOJpfCwAYOyTB7WdT4pgyIBW1rbBabVAoAn5NSfkXoTOYseVACVoNFhzJq0FBeSNadGbMHtcHN5w/CC99sQdnShvx4vxJXVJ30G6344899ahvNqG+2YTVOwtw+fT+nd6O9mK327FmVwHW7S3CtedkYGJm12VmspwubgAApKdEurw3KTMJecUN2Hm4HPmljThVVI+HbxyNvonhndK2gBNtr776qstrWVlZWL58ueQxCoUCjz76KB599NGObBqFQmkHdrsdX/x5FABw0eR+SIwJgU6nk/x8bKQWapUCJrMVlXU6JMeFSn6WQulMzBYrHntvGworml3e+3tnAbbklHJWtu/XnMCiuyf55ALzhs0HypBXbuD+XrPrbLcQbSu35OOLP48BAN7+MQfpKVGIi+ramLyzZYylrX+vCJf3xg9NxDd/5+Lg6WrAUWLyxc/34JMnzumUhSZdylIolA5hX24liitboFErMO/CtoN25XIZesWFAABKqIuUEiBsyynFlY//hcKKZqiUcowfmojrzh2I1xZMwaVTmYQZ0i16JL8Ga3YXdmobaxv1+Gb1SQDAVTP6QamQo7S6FcWVriIzELBabdiwtwgf/3YYX/51jHtdZ7Dg4Xe24IkPtiPnZJWbM3QsZxyiLU1EtPVOCMPAvlG816rqdMgtqMORvBrklTR0aNuoaKNQKH4n92wdXv2a2ZFk2oheCA7yLFShl8O6VlpFRRul66mq12HJD/u5v++6MgvP3DYeN84ZhCH9YnDt7AGQOwxqYcFqzL1gEADg67+OQWfovPi2nYfLoTdakRSlwtUz+2O4o9bhjsNlndYGT7HZ7Hj+s914Z3kO/tp+FnY7cMHEVHz61GyEBatQ32zEsTO1ePvHHOiNlk5vX7POhOp6ppZbarKraJPJZJh/RSY0agXOn9AXs8b0BgA8uXQHnvpwB55augMGU8e1m4o2CoXiV6w2OxZ/nw2zxYYRA+Jw26XDPD62V7xDtHUDS5vNZsexM7WdOjlTOpej+bWwWO0ID1Hj1Xun4LzxfXnvR4RqsPCuSbh0Whoeu2k0rpk1AL3iQtFqsGDD3qJOa+fxs0zc6ODeWsjlMkxz7Czy/ZoT2H+istPa4Qmbsotx8FQ19/cFE1Mx/4pMJMaE4J2HZuKWi4YAAOqaDNi8v7jT21dQxux8EB8djFCt+GIzo3cUli+6CPdePRxTR/B3cdEbLTicV9Nh7aOijUKh+JUzpQ2oqtdDq1HiqVvGSQ58YrDJCCUBamnbd7wCu4+Wo77ZgCXLDuCJD7bjneU5Xd0sSgeRX9oAAJg+KkUyuSArPQ7/vSwTIwbEQy6X4cJJqQCAfcc7RyzZ7XYcP8sUgu0Tx+wWNCkzmct6fP7T3djVRZmOYvyxLR8AcMtFQ7DyjUtxz9XDuViwuCgtrpqVgVsvZoTbzi6wFHKu0WT3iQUKuQwymQyjB8XjmnMyEKR2lljJ7sBrH3CJCBQKpXtzwBGLMjwjlpcu7wmcpS0ARdvqXQVYKrKtzc7D5SivaUVSbEgXtEoag8mCH9edhNVmx60XD4Xc4cezWm145et9sNrseObWcTRL1w1s6QexgHQphmfEAQByC+tgsdqg7OD+PX62DnVNBqiUciTHMAukII0S910zAh+vPIzGFhO+X5OLiZlJbZypYzhb1ojwEDW0GiVKqlpwtqwJCrkM547vC4VcPFljYmYyvvzrOI7k16Kp1YTwEN92H2gPZ0pZ0ebZNZfJZJh34RDcOGcwck5W4YXPdmPf8QrY7VkdkoxCRRuFQvErbImPkQPj230sG9PW0GJEbaMeMRGBUdndarPj27+P815Lig1BbYMeJosNG/cVYe4F3ldI9zdWqw0LP9/DuWlS4sNw/gTGtff3zgLsOcbUzjtZVI8h/Tq/PEV3wGK14YzD0tZfpPSDFL0TwhAWrEazzoS84gYMSo3umAY6+GUTk8I4bUQS1EqnSJg6shdGDIzD3GdXo7CiGVV1OsRHd25B4lNF9Xj0vW0ID1FDo1Kgso7JHh+eEedWiCXFhqBfcjjOljVh77FyzB7XV/Kz/oZ1j/Zrh1AHGMtbVnosNGoFahoNKChvQj8PhV97oEssCoXiV8oc8Wj9kto/YAUHqbjMLFZYBAKni+vRrDMjRKvCytcvwXcvzMHHT5yDBdeOAADsOho47iej2YrXvs3mxdX8vpXZNqeh2Yjv1+Ryr+8/0XUZeoHOqaJ66I1WhAWr0dtR+NkT5HIZhvRjhNqJwro2Pu0bZ8sakZ1bCbkMuHRKqsv7YcFqTjTuy+382LZla0/AZrOjodnICTalQo4b5wxq89hJWUy9tm2HOs9FajRbUVTpEG1eCC61SoHh6Yyl9URBx1x7KtooFIrfMJmtqG5gMq+8dRdOcrhx9hztetFmsdpgsdqQ4xA3IzLioFDIERGqgUwmw9jBCVDIZSiqaMapovoubi0T3/TSF3uw60g5lAo57nOIypKqFpworMOLn+9Gq8ECtZIZ+g+eoqJNDLvdjj+2nQHAbL8m5caTgl14nCz0/z2Rc7IK9c1MPbYVmxgxPikrGYkx4la0sY6dSLI7WbTVNOi5UAmWwanRePnuyRjQJ0riKCdTR/SCTAYcOFGFa5/6C0UVTR3VVABAUUUTrn7iL1isdsRHaRHvZa24my4cjFljemP0IPfFxL3FY/fovHnz2nXib775pt2NoVD+DRiMFqzbW4i4SC1X/btZZ8LBU9UYOTDeJXDfYrXhcF4NYiKCOq3qtrdU1ulgtwNajRIRod7FobAxQaeL62G32zu9SCnLpuwifPDzIWjUCmgc+zgKXb6hwWpMHdkL/+wvwWe/H8Xr903tiqZylNe04uCpaigVMiycPxHD+sfi+zW5qGsy4tF3twEAQrQq3HNVFt74bj9Kqlq6tI8DlU9WHsEOh4WnrZ08xGBFySlHZX1/sftoORZ9uReRYRr8339GYtvBEgDA1bMyJI8ZOzgBX686jkOnq2EwWhDUzjhTb9l2sBR2OzA0LQb/vWwYjGYrBqdGe3yv9YoLxYWT+mHVjrPQG614Z3kO3rhvGheb6W9+/ce5ifvMMb29fiZSk8Lx4PWj/NUsFzy+ena7nfd3Tk4OZDIZRowYgbi4ODQ0NODgwYOw2+2YOXOm3xtKofQU3v4xBzsOl0Eul+Gb587H0TO1+GjFYTS0GBERqsbi+6chMYaxUlmsNvzv4504ml+LILUC7z0yk3svECmvaQUAJMeFeD3o9U4Ig1wGNOvMqG82Ijrcu02ZvcVut+Pb1bn4eSMTK2Sy2NAMpqzHKJE4vVsuGoKtOaXILahDZZ0OCZ0cN0TCujuH9IvBsP5Mra5+yRGoa2JeD9Wq8Mb9UxEfFQyZjClm2tRqQkSopsvaHGicLWvEX9vPQiYDrj93IGaMSmn3OTJ6R0ImY4quVtS2+u2ZXb2rAADj5n7hs90AgFGD4tE/JVJyt5E+iWGIj9Kiql6Pw3k1GDfU/R7A/mJrDiMop43s1a6YQJLbLx2GxJhgfP7HMZwqasCJwjq/xmA2thjx4YrDaGo1cZnCADBnQqrfvsPfeCzavv32W+7/X331Ferq6vD5558jMdF5A9TV1eHOO+9ESkr7b3IKpbtit9u5eKe2sNrsXGyJzWbH3a9tRLPOWeerscWE+a9uxJwJfVFe04ocop6RwWTF16uO4/F5Y/3/I/xEWQ0Tz5bkwySlVimQFBuK0uoWFJY3dbpoO13cwAk2kt4JYaLb68REaDE4NRrHztRi77EKZKbHQi4D+nSBVZR1R5HiMr13JCfmrj9/IFLiw7h21zToUV7TSkUbARuLNCIjDtef33bslRjBQSoMz4jDwVPV2JRdjBu8PA9JY4tRdJeA2y4Z6vY4mUyGsUMSsWrHWezLrewU0VZa3YK8kkbI5TJMzvJ+L1GVUo7Lp6cjv6QR/xwowfINp/DsbeP9lvH89arjLgWIf1h4AUKDOy9btb149cs/++wz/N///R9PsAFAdHQ07rrrLrf7hFIoPY23fjiAG59djQeW/AOr1eb2s6VVzTCZrdzfzToz5DLgmnMysPj+qZDLGDH3984CTrDJ5TJccw7j/th/ogqWNr6jKznryLzq047AbTH6JjHHi+312NGwtaESY4Kx4tWLccnUNGT0jsQN5w+UPGa8YyL8ZOUR3P/mZtz7xmb8sO5kp7SXxWS24kg+k3wwapBTtF06tT/+c+4AXH/eQFwwMZV7PdkRc8gKbQpDnqPMR3rvSJ/Oc87YPgCAdXsKYbZY2/h02xzJr4HdzrjfRg6Ig1wG3H/tCI9CJsYMZly8G/YW4WQHJ0cAwB9bmVpsIzLi/LIgmJTFxLkeOFGF+5f8g4raVp/PabbYsFNQv65vYlhACzbAS9FmMBhc3KUsra2+dyaFEkjY7XbsPFzGuf5IzpY1YvN+xg1QUN6Ewkr3EyBbA0irUULtiJO67rxBmHfhEAzsG42X7p6M2y8dikunpuH2S4fikqlpePHOiZg7ZzDCgtXQGy0dEtzsL/Id++7193HCY2sksZXeO5O9x5kEiHkXDoFapcCdl2diyQPTMWV4L8ljZo3pzdWkY4fGH9efRGEHB0+THD9bC6PJiuhwDVKTnBN5eIgac+cMxg3nD4JK6SwAyiaKlFbTMZsk34syH2JMzkpCdHgQahsN3BjhC4dOM4I8Kz0Wz9w2Hl8+ez7OHe9ZKYzhGbHomxgGi9WGl77YyyUydAR/bMvH3zsLALiPtWsP44Yk4vLp/REWrEJRRTOe/mgnN5Z6y8FTVbw9YwHgEsdesoGMV6JtwoQJWLJkCc6cOcN7/dixY3j77bcxffp0vzSOQgkENu8vwStf78Ozn+yE2WLD+j2FKCxvgt5owZJlB3ifPVHY4PZcpx2BybPG9Ma3z5+PpY/NwnXnDuDez+wfi8unp+O/l2fi8unpuPPyTAzPiINcLsOIAUyA/tH8jtsixRcMJgu3QXV7ipGKwVqKdh0pR0lV51nbWvVmFDuEd1Z6rMfHRYRqcMvFQ6DVKJHWKwJD02Jgs9nxyW9HJBe4/oa1GowamOBRPCErSg6frnb/wX8ReqMFheWM0E73UbSplApcODkVgH8yN9nrlJUeC7VK0a6wAZVSgdfvm4q+iWFoaDHir+1nfW6PGLWNenz+B7MB/Lnj+iCzHc+QOxQKOW6/dBjee2QmEqKDUVWnwxvfZft0zm0HSwEAF03uh0unpuGCSak4txPrwXmLV2kkTz/9NG688UZcfPHF6N27N6KiolBbW4uSkhJkZGTgqaee8nc7KZQuwWqz4xtHUdWKWh2e+2QXjuTXIDJUgxmjU1BQ3oTIMA0mZiZh9c4C5BbUo98IV/N6ZZ0Ov2w6jTWOQOLM9FgEB6k83kgdYCaRbQdLcba886w37WH/iSrY7EBkqMbnOLT+vSIRHa5BXZMRd7+2CTdfNMRvq3Z3sKv3+Chtu906F07qhwsn9QMAVNS24p7XN+FwXg3OljUhzUcR6w6DyYKck1VY7bBuTB8lbREkGetwmZ0sqkdDsxGRYTSu7Wh+DSxWOxKig/2SUDLUETR/2sdyMNX1epTVtEIuA4b2904IBQepcNWsDCxZdgB7j1XgJj8Xgy4ob8LPG07BZrNjYN8ortyMP4mJ0OLVe6fg1oXrUFLVgvKaVsRHMfuterJQsdvtWLbuNDYfKENTqwkAU1pEaouyQMQrS1tSUhJWrVqFp59+GkOHDkVISAiysrKwcOFCrFixApGRkX5uJoXSNRw4UYnaRqcrgY0ZamgxYuUWJm7jnquGY5pj02A2HkbIS1/s4QQbAIz2YreAVMdeeIUBKNrsdju+XsWI29nj+vhcQkIul+G2S4ahTyIT2/bt6txOcTWeLmYmV1/jmRJjQriJoCMLrG4/VIp739iMl7/aB4BJAMlyFPdsi9hILdJ7R8JuB7Ye9N191xNg40i92c1DjP4pkZDLgJpGA+qavHdJ7jrCxFmm945s116+QkYNjIdcxgisz/84ygkXXykob8J9izdjq8N6ddXM9A4rIxMbqcWw/syz9f7PBzH3uTV4/P3t2HWkDKXV7sNTTpcZ8Pu2Au53jxoYj8EdvGOFv/G6YItWq8WNN96IG2+80Z/toVACCjY2Y+yQBNENoIf1j8GEYYkwmKyQyYC6JiOa9VaUVLVgy8F8nD+hL2QyGQoIoTV7bB+vaiWxcUpl1S0wmq1c7bBAoKnVxMX8sUkTvjJ9VAqmj0rBS1/swZ5jFfh1c16H1T8qrW7By1/tRZEj8WFQX98H8oF9o3DwVDVOFtZzFjh/cjivGq99w7iIIkM1GDskAVefk9GuOlazx/ZBXnEDVu8swCVT0v7V9drMFhu25TCiY/Qg/4g2rUaJ3glhKKxoRl5xg1eZm9m5lfjyL8blOGqgbwVbI0I1mDYqBf/sL8HKLfkoKG/CwvmTfDon4Ew8AIBpI3phwrCO3ed01MB4HM2v5Xb9yC2oQ+5XddCoFfj0qdmIChO39J8uY4Tz4NRo3HHZMKSnRHZY3beOwmvRdvbsWWzZsgU6nQ42Gz+bTSaT4d577/W5cRRKV2C322G12ZFf0sBtEXP7pcNQUatDcWUzbpwzCKVVLdh3vAJ3Xp4JmUwGrUaJlPgwFFc2Y/uxZuSuy0ZTqxnr9xYhJoIZQEYPiscjN45ul0uUJCpMg/AQNZpaTSgoa8RAPwgLf8EKttiIIK9/nxRXz8rAnmMV2HG4DPOvyPT7+e12OxZ9uZeLx0tNCsccIsvSWwb26biq+ADwx1Znxf4nbx7rVb/MHJ2Cr1cdQ0lVC47k13hspesIjubXYOWWfEzMTMKeYxUYPSgB54333WrrKXuPVaChxYjocA2XbekP+iSGo7CiGSVVLRjnvjqHCwajBYu/y4bFasf4oYm4ama6z+154LpRmJSZjFe/3ouDp6pRWN6Evknel6exWG3YfogRuw9ePxIzRnlfmNZTpo9KwTd/O7djG9g3CqVVLWjRm7FxX7FLKMWRvBp8/scR5Jcy49QVM/p7tCtDIOKVaPv999/xxBNPSAbY/ltEW0OzEQaTJaCLnVLaz/s/H8LGfUWIcsRlzRzTG73iQvH4vDE4UVCH2eP6gl2ckYNTRu9IFFc2Y88pp4leb7SgpKoFMhlw4eR+PqWTy2QyDE2Lwa4j5cg5VR1Qoo0tG5Hs2PDdnwzsG4VecUzdtlU7zuKacwa0fVA7OJxXg+LKZshlwH3XjsCEYUlcJqgvsNentLoF9c0GydW/NzS2GLl6f3de7r2QDQ5SYcbo3li9swB/bT/bZaKtscWIV7/Zh8YWE7fn7K4j5QjVqjB5uPd1vtoDW+Nu2sgUKP1UBwzwrbTK8YI6tBosiI0IwuPzxkKl9L1dCrkMEzOTMH5YEnYdKce2g6U+ibb8kgbojVaEalWYMap3p1iu4qOCMTGTaf//bhuPcUMTsWFvId5ZfhCbsot4oq2p1YSnP9rBZXXLZEBmFy5OfMWrO2Dp0qWYNGkSNm/ejNzcXJw4cYL3Lzc3t+2TdHMq63RYsHgT7n5tEw6dqsb2Q6XYe6wCtY36rm4axQdOFdVj3Z5CWG121DTooVTIcP15TGHMvonhOH9CKhSOoFfhavL8CX25PQrHDo7Hdy/MwZUz0jF+aCIzsAzxvagl67bZ3wWbP7uDLRvREaJNJpPh2tmMUPt542m06s2w2ex+q1e3KbsYAHD+xFTMHtfXb3WawkPUXOmSI3n+zfjdd7wCNpsdackR7drMXIyLHK7bPUfLuU29O5sPfz2MxhbX+Krdx8pFPt0xHDvDXKNMLwP9pUiOY0SbWMmgtmAzRkcMiPeLYCNh4/Z8tQQfzWfK8gxNi+lUV+OD14/C+4/O5FzOEzKTIZfLUFzZwruPs3MrQdqXrpud7lNcYFfj1XKyrKwMzz//PJKSOtZvHch8+dcxbpB55uOd3Osp8aFY+tisf3VsSHfmpw2nADB1jRRyOcYNSfA4i2xIvxg8ftNIbM8+jduvHIaIUA1ubaNaeXthNyE+WVTvsj2O3W5HWU0rVEo54qM6dyulMkcAcLKXm8S3xYxRKfhl02kUVzbjntc3wmYDWvQm3HzREFw+PR1NrSZsyi5iRJeHA3JZdQuKKpu5KvOTM/1v0cnKiMWZskbknKzGtJEpaNGbERKk9Hl82HKAcUdNzPJ9DO6bFI4RGXE4eLoaq3eexS0X+/eebYvth0qx4xCzrdub/zcNUWEa5BbU4bVvsnH8rDOJw2qzY+vBMuibjBjs38RHVNfrUVrdCpkMGNLPvxbs5FhmIVNWzezzunJLPkwWK66amdGmRY9NjPBX6QySQeym9kX1sNrs3IKzvRzswDa6Q6tR8goLh2pVGNQ3CsfP1iE7txIXTWYWI3mO2pFjBsWhX6wVl05J7dR2+huvRFu/fv1QXt55K6BAw2q14aDIdiIAUFLVgpOF9RjUzTJSKEBJVTNXWHX+FVleWTCGp8dAba5CkLpjkgRiI7UYOSAOOaeqsXZ3IW6+aAgApubQb//kcXXgnrx5LCb5sH1Me8l3lMpgsz39jVwuwyVT07D0l0OoazJyr3+96jgmZ/XCh78ewr7jTKbv7ZcOa/N8FqsN//tkF6ocK3K1SoHBfp6sASaBZeWWfOw4XAqLzYZ/9pfg+vMG+rStUX5JAw6eroZcBq/2xRTjwsmpOHi6Gpv3F+OmCwb7bZugtjhVVI93l+cAYBJY2NpoowbGQy6XoapOh+p6PeKitFi7uwAfrmAC8sOiKjB7vO+FUM0WGz745SA27mOsrYP6Rvu9Ij5bxLim0YDv15zAcsfC8PDpGjx5yzjJRUZFbSvOlDZCLvNfYgRJn8RwaDUK6I1MfcVUL1ykLToTl1E/doj/4gC9ZfzQJBw/W4fl609i6oheCA9Rc+VWJgxLQKy6odslHgjx6sl8+OGHsXTpUuzZswdGo7HtA3oYeSUNaDVYEKJV4cv/nYebLhiMj584BzNHMwPolgM0fb47snJLPux2ZksiX11OHckFk1IBMFvSmC02rNtTiNe/zeYEGwD89k9ep7WnodnIuX46Ms7uvHF9cPn0/oiP0uLmi4YgvXckLFY7HntvK5fZy8YlnSiow/8t+Qd3LFqPR97dirySBpgtVuw5Wo61uwvwzvIcTrABwKiBcdwOFf5kWFos4qK00But+MdRFX/XEd8WvGx1/cnDe/ktnnbM4ESEBatQ12TErqOdsyC3Wm14Z3kO9EYrhmfE4j+znduEBQepkOEou/Loe1vxytd78eGKw9z7B076x938zd/HOcGmVilwz9XD/XJekvAQNbcvMSvYACaW8oOfD0oet8Wx4fqw/rEdsjesQi5DRm82Wca7sjR7j1fCarOjb2IYZ1HsSi6a0g+9E0JR32zE0l8OwWCycLUX+/fq/L2AOwKvLG2LFi1CbW0tbrnlFtH3ZTIZjh8/7ku7Aho2fmfEgDjERmq5eJspw3th8/4S7M2txJ12O3WRdiOq6nRcbNMVM3zP0OpIxg5JRHR4EOqaDPhq1TH8tY3JIhw1KB6XTEnDoi/34ERhPZ7+cAdsdjvuujLLo/0JvWX93kIAjJWtI2NF2KrorCUtKz0Wj763DTVEHb2iimbUNOjx+nfZqK5n4ksr63T4Ye1JJMeFcLX1WGaMSsGEzCQM7yDXjlwuw2XT+uOz349yr5VUNcNssXkdo3TwFCNMJ2b6LzxFpZTjwsn9sHz9KXz82xEYjFZMG9nLayG7/VApahsNOHdcHy5Jwm63w2YH54bbfbQCRRXNCAtW4wmRIPsJw5JwsrAetY0G7DzMF5In/JCRW17Tit8dpSr+e9kwTB6ejJgIrc/nFSKTyZAcG8JbVD13xwQs/Hw3th8qw+WFdS6LnbLqFqzYdBoAs3tKRzEoNRqH82pwoqAe509Ibffxux0Cv6NLfHiKRqXAQ9ePxiPvbsWOw2WobtDBZLEhPkqLpJhgNPaAzT+8Em2XXnqpv9vRrZiUlYRWfabLoJmVHguVUo6qOh2KKpp9ysihdC7frcmF2WJDZv9Yv8e0+BulQo5zx/fB8vWnuLIPU4Yn47GbxkAmk+Hy6en4ZdNprobRBz8fwmsLpnTIIqK4shnfrTkBANw2W53FgD5RuOPSYfj09yPQqBSIiQhCaXUrHnx7CxqajZDJmHIhP288zbm9AaBXXAj0RgsmDEvCfy/P9GumoBiXTk1DY4sRFbU67DlaDpPFhuLKZq92SahrMqCwohkyWfu22fKEq2dmYGtOKcprWvHO8hwUlDfhjsvadjULqa7X4/Vvs2G3MwkzL86fBJvNjte+3YcjeTW4+6rhmDqiFw7lMTPozDEpoi7JSVlJ+Pbv47DZgbBgFaw2Oy6Z3Bc/bcpHdYPBJaazvbAB6pn9Y3HptP5en8cTkmNDOdEWHx2MMYMTMDEzGTsOl+HgaX4meHW9Hs98vBN6oxVD+kVj5uiOE20DHXFtG/YVYc7Evu2ylNc3GzjL9gQ/LiB8Jb13JO65ejje++kgThU1AGBKhPQUI4pXom3BggX+bke3IkitFN1YNkijxPCMOGTnVmLJsgN484FpHT4hUHynql6HLY6imrdcPKRbPNznjeuL5eudrparZ2Vw7b7pgsEI0aqw43AZ8oobkFtQh6Nnav2eFQcwsXQ2mx29E0Jxow9xWt5yydQ0jBgQB4VchiP5tXj/54NoaGZCNmaO7o15Fw7B8bN1OHaGyXBLjg3B0sfO6dS4FplMhnkXMrGHT3+4A4fzapBf0uCRaGNrBrbozPhjWz6q6hjr4YDeUX53mQVplHjlnsl46Ys9yCtpxNrdBbju3AHtjvE6kl/DZevlnKrGq1/vw7Gztdx1ef3bbFitNhx3XJNhElsIJceG4qW7JiM4SMn1lV6vx75jJThTYcQXfx7Do3PHeG2xPOTIzBzVAfFiQtgMUgDIcMTtDUmLxo7DZcglki1MZisWfrEb1fV69IoLwZM3j+vQe3VIajSC1AoYTFa88NkevPfIDI+sjVX1Ovzvo50wmqxIiQ/1ea9hf3Pe+L7okxCGXzadRnWDHhdM7Aegc/YA7mh8UhRbtmzBK6+8goceegjFxcVYt24dSktL/dW2bsmdl2ciRKvCmbJG5BZ03PY1FP+xfk8RbDY7stJju03BxfjoYFw+vT9CtCpMH5nCbf4NMC65q2dl4K0HpuO88cwGyBv3FXVIO/YcZSxYV87I8HvRW0/pnRCG5LhQTB/VC73iQhASpMTk4cm4/jwmRuq6c5113W65eGiXBiKz4oNN3HBHXnEDbl24Dlc89iduen4Nft54motzmjOxYza2jonQYskD09E3MQwGk9Wr+DtWILPsOFzGCTa2799cdgCFjt0nhvST3vcxMz0W/VMieSV2ZmYyHoxdR8px5eN/4o3vsmEyW9vVRpvNjqOOAPoRGR1vISYtghOGMSUqhqSy25zVw2ZjBMUvm07jbFkTIkLVeHH+pA7fDzY0WI33HpmJ3gmhaNaZ8OvmtmNhTxbW4ZmPdqKsphXx0cF49vYJAbnQHZQajWduG493HpqBuCj/u727Cq9Em16vx2233Yb58+djxYoVWL16NZqamvDDDz/gyiuvxOnTp/3dzm5DUmwIxjjKMhw6FTgOdLvdDp3BzHutvtmAplYTdAYzdh5ue9+2nkp2LiM8OjJ2pCO4/dJh+PGlC/HI3NGSnzlnLPObth10Tpz+oriyGWfKGiGXywIicyxIrcTSx87B9wsvxBPzxnIT5fCMOMy/IhP3XTvCr3Fg3sCK63xHGQJ3/Ln9DG/fWwCIi9JiaFoMpo70T9aoGDKZjHN3HZDIknfH8bOMaLv/2hGc+y0sWI3bLx2G3167BOOJrZwGp0a322LYO06D+6/JRHAQ4yjamlOK7YfK2nWO8tpWtBosUKsU6Jfc8WEswzNiERaswrQRvTDdkfGbmhwOjVqBVr0ZxVXNaNaZuJjL+VdkdVrZnsSYENx2CeMG35RdDIPRIvnZNbsK8Oh721Be04ro8CC8es8ULjuW0jl45R5dsmQJjh07hq+++gpjxozBsGHMBX/ttddwxx134J133sH777/v14Z2J0YMiMWWnBIcPF2NuRf4uaCQl/y5/Qw+XXkUIVoVJmclo29SGL75OxdGk3OFGqJV4fOnz+UynXoiNpsdNY16WK12JEQHo7HFyG3y3hluks5mcGo0BvSJxKmiBvyxLZ9z0/mDzfuZxI3Rg+I7JLvNG8SsaDKZDBdP8b08hD9g3Uh5JY2wWm0upTUKypvxyZpKjC5U8LLQZTLgpbsmddqOBaMHJmD5+lM4eKoaFqvN4zAPncHMLf7GDEnA7HF9YLbYeAkNC64ZgZxT62EyW3H5dO9iySZnJWJwWhzuf/MfmC02bNxX5PGiq67JwMV7piWHd0p5k5gILb594QLIZc5dVJQKOQb2iXIkAjBeGb3Rgr6JYZjcieV6AKbQbnx0MKrqdPjgl0N4+EbXhWB1vR4f/3YEdjtT3uO2S4b2KAtWd8Gru3X16tV46KGHMGEC3ywaHx+Pu+++G/v37/dbA7sjwzOYyf90UT1a9Ix1q6K2VXLbr45Gb7Tg8z+Y+katejPW7SnEpyuP8gQb+97G7I5xowUChRVNuPOVDbj9pfW485UNePidLVz22IA+kX7dZihQYBMTACZbT0hlnQ4HTlZx7hlPsdnsXOmJ7mah7EqS40IRHKSExWrDK1/vw64j5Xhz2X78sTUfdrsdn/+Zi7I6M/7cwezKER2uwdLHZuHN/5vWqVtMMc+DBi16xgrvKWdKG2G3M3vQRoUFQSaTuWSgRoZp8Nq9U/DAdSN9snymxIdh6WOzAABHz9S6eBLEKK5sxn9f3oClvxwCAK4uXGfA7qRCwtbz/GHdSe55mjqyV6e78BVyGR68biTkchn+OVCCEyIlQH7aeAoWqw1D02Lwv9vGIyU+cMsi9WS8Em1NTU3o1auX6HsRERHQ6bpmK5RAIS5Ki15xobDZme1r1u4uwH9f3sCrM9SZsFveAEzGGVu1Pjk2BBOGJWJiZhIudNT+2tFON0MgUlWvg54w8R86XY0PfjmE95Yf5LY3UchlyCtpxApHDIc36e7dhRED4iCTMRNWfZPT3ZZzsgrzX9mA5z7ZhS/+PNaucx49U4OaBj1CtCq/bM/1b0Ehl+G/l2VCLgP2HKvAy1/txT/7S/Dp70fx0hd7caqYsfpGhKgxNC0GT90yDr0Twrh6Wp3WToUcF0xMBQD8+k+ex6KetVr3b0MMpfeOxDljfd8MPjEmBIkxwbDZ7LzdE6T4fu0JXvzb0P7S8XSdQabj+2sbDVwsYFc9T8P6x2KWI1P1wxWHYTA5x9CK2las38OU9rnpgsEBGcP2b8Er0ZaRkYE///xT9L1NmzYhIyND9L1/E2z5g11HyrgaTat3FbgE6XYGbELEJVPTsOjuyVj62Cy8vmAqPnhsFp6+dTyeumUcznUErHf3uLbCiibMf2UjHn5nK/RGC+x2O5YsO4A1uwpw0lEZ+/1HZuK9R2YiyhHkmxIfimkjxRchPYGwYDUXAH/QkTFnt9vx7epcWB2T8e9b8zl3pyewNe2mjvC+lte/ldnj+uDNB6ZjzOAEXqA5W5ZkZlY4PnliOl69d0qHFituiwsn94NWo0B+SSP+cbhqV+88ixc+243GFtf4SIPJgjW7CgCgU3eEGZbGZEWz2ymZLVbknq3j7m0Ws8WGPUTh4AsnpWJSB2xd1h6GZ8Th//4zApGO8ILJWcle7UzgL244fxDCQ9Q4U9qId37M4bxDP6w7CavNjlED4zFUItuX0jl4FdN29913Y8GCBWhoaMDMmTMhk8mwb98+/Prrr/jxxx/x5ptv+q2Be/bswbx580TfS0lJwcaNG/Hhhx/i7bffdnn/5MmTfmtHe5mclYxVO85yJm+WHYfLOv2mZ+MlBjsmAIVC7rJlTy/HRt+NLSa06Ex+38qlI2jRm7H9YCkiQtUYNzQJCrkMf+84C4uVqYO1fP1JTB+VgjrCujR7bB+uft5bD07HiYJ6jB4cjyC1V49Ct2HUwHjklzRi99FyzBzdG9sPluF0cQPUSjlmjumNtbsL8fYPByCXybhAaSkMRgvnMpvVgTWkejLpKZF47o4JABgBvS+3EnuPVUAus2NM3/ZlQnYUEaEaXD1rAL5dnYuPfzuMtF4RWOrwFnz+x1E8dIMz7slgtODBt7egtLoFIVoVzp/QMdmtYoweHI8N+4rw+9Z8FFc1o7HFiPySRkzMTMLj88ZyxXyLKppgsdoRqlXh2xfmBEQ5JplMhtnj+mL04AQUlDVheEZcl1qx4qK0ePLmsXjmo53YfqgMs8dVISRIhX8cC7q5F3R+WR8KH69mqtmzZ+ONN97Am2++iS1btgAAXn31VcTExOD555/HnDlz/NbAkSNHYvv27bzXDh48iPvuuw/33HMPAEacXXbZZXj00Uf99r2+Mqx/DPomhnFp7UPTYnDsTC2yj1fi9kuHeb05b3sxGC04U9YEABiYKu1i0WqUXJX90uqWLl3hS2G12bHzcBmiwjSIjw7GEx9s56reXzApFbddPJQXvL37aAU0DitQr7gQLLhmBE8wx0RoMXn4vyOQdlJWMn7eeBrZuVU4dKoa7zm2z7lqVgb+c+5AmMxWbN5fgi/+PIZJWUlQKaWtZwdPV0NvtCIhOhiD3NxTFM+QyWQYNyQR44YkQqfTITc3t6ubxHHVzHTsOlqOvOIGPPbeNu71LTmluPXioYgKZ+JAV27NR0lVC9QqBR66fhTCOnHRNzkrGedP6Iu1uwtx4IQz23XXkXJszSnhitM6XbcRASHYSKLCghA1MDBiaof1j8VFU/rhj61n8No3+6BUKGCzAzNGp3S6m57iileiLT8/H5dccgkuueQSnDlzBg0NDQgPD0daWhrkcv8+DGq1GnFxzgBcnU6HV155BVdccQWuuuoqAMCpU6dw7bXX8j7X1chkMjx842h88MshKOQyPH7TGNy+aD3Ka1vx5Afb8fi8MR2yZYqQ0yUNsNnsiIkIQlyk++9LiQ8NWNFmt9ux8PPd2H+CX4JAqZDBYrVj9c4CrN5ZAIBxB7boTSitbsG6vUxixRUzMjCsA4rLdhf694pAr7hQlFa34JmPdwJg4huvOWcAFHIZ7rt2BA7n1aC20YAtB0oxe1wfyXOxZSDGDE6gsS09HIVCjkumpOGtHw7w4kRtNjs2Zhfj6lkZsNvtWOtwi9537QiMG9q5MVkymQwLrhmBzP6xeHPZfigVcqQlR+BkUT2Wrz+JEQPiUFbdir3HGPdz/16Rndq+7sglU9Lw944C6I1WAFakJoXjriuyurpZFHgZ03bDDTdg5cqVAIC0tDSMGjUK6enpfhdsYnz00UfQ6/V4/PHHAQAmkwkFBQVISwuMlH6SfskRWHz/NLy2YCqiwoPw4HWjoNUokFtQh6W/dE5SAusaHZQa3eYEy7pIiysDL65tx+EyF8EWGabBx0/Mxv3XjuBlW10xoz8GO2JqahoYS9zwjH+vYAOYiY3ckqh3QiieuW08V01epVRwG9GT1kohdruds2aMGtjzSqRQXJkkyPCcdyFTxmjlljw0thhRXtOKmkYDlAoZVzi2K5g+KgVLHpiOpY/NwovzJyIsWIXS6lbMe34tnvhgOxczmNlB+8z2JBJjQvDi/IkYnhGLq2am47UFU3p0KajuhFeWNpVKhaiozjeT1tXV4auvvsLDDz+MyMhIAEBeXh6sVivWrl2LRYsWwWg0YuzYsXj00UcRH+/bpKLX6/3QaiejB0bhxTvG4rGlu7H3eAVOF1ajV1zHFiY8ms8E5/ZPDm0zqzc5ljHP5xXXSX6W7RN/94077HY7fljL7G959cw0DE2Lxv4T1bhwYh+EBgGTM+PQN2ECdhyugM1ux+zRSYgMUXLZZMmxwQjXyjolq7kr+sdThvQNwyPXD0dNowGTsxJht5qg05m498cPjsV3q4FDedXIK6zmbb3DcvRMHSrrdNCoFUhPDm53nwZy/wQCgdo/9141FB+sOIbM/tE4f2wyNmcXo7iqBR+tOIjBDhd5ekoEbBYTdBZTG2fznrb6Jzna4Za1mXHJ5L5Ytp5f4T89JQKD+7Q9FnZH/H3v9E8KxlPzRjJ/2MzQ6douqRLIBNKzZbfbvfZSyOxeFA/7+eef8dVXX+Huu+/GoEGDEBzsWrk5Odn/WTnvv/8+fvjhB2zcuBFBQY5YipUr8fjjj+Omm27C1VdfjdraWixZsgStra1YuXIl97n2cOTIEZhMHTfwfP9PDU6XGTAzKxzTh3VcppDJYsMbK8phttpx55x454AmQXGNEZ+vq0ZokByPXNm1WVUkZyoM+GZTDVQKGR66IgladdsWXZvNjh+21qJRZ8XlE6La/O0UBvbe7BOnxpzRkSirNaFfYhBiwpS898ekh+DicTS+5d9EWZ0JkSFKBGvkKK014bN1VbDbgZAgOVoNNszIDMeMzK7LfBRis9uRV2ZAfKQKWrUcx4r0GNgrCCFBNNuZ0vWo1WpkZma2+zivLG3PP/88rFar28D/jgimXblyJS6//HKeELv88ssxbdo0REc7Y7AyMjIwbdo0bNq0CRdeeKHX35eamgqt1v9xZ9NbSnD6j1yUNcgxeLD/d0wwma34ZfMZHD1TB7PVjoRoLWZNympT2fczWfHF+k1oMdiQlJImuu+dXq9HQUFBh/WNELPFhk/W7QIAzBqTglHDPc9eemloR7VKms7uH3/zQJIeD727E0XVJnyyhnGDqpRynDOmFwb1icTpshIo5DLceOFwUUtcW3T3/uloArl/Bgv+n1d9DJsPlKHVYAMAnD9lMNI6eEuo9vbPUGIDkBE9PCQrkO+dQCCQ+icvr+09XqXwWLTNmzcPzz33HPr374+XXnrJ6y/0lhMnTqC4uBiXXHKJy3ukYAOYnRkiIyNRUeFaAb49aLVaUSuir0zITMFnf+TidEkjbFD6tbyG1WrDoq93cdu0AMA5Y/siJKTtCTY4mElGKK5sQWGVHskJbrJNO6hvhGw/VIqyGh0iwzS45eJhCO4GpUiAzusff9MnOBiXz0jH8vWnuNfMFhvW7C7Gmt1M2v/FU9KQ3te3pJ/u2j+dRXfonwsn98fmA0zpl9hILYb277zElO7QP10F7Rv3BEL/+PKceCza9u7di9bWVgDAFVdc4fUXekt2djZiYmIwaBDf0vLWW29hzZo1WLNmDdcRJSUlqK+vR3p6eqe30xMSooO5ciC7j1a4zdRrLz9tPI3DeTXQahS4cc5gJMeGYMQAz2P7hqfHobiyBTknqzGxiwtPAsDmbCYo/txxfbpF7biewPXnDoRKKcfpogbccdkwFJQ34d3lB9GsMyEyVIPrzhvY1U2kBAAD+0bhihnpOF1cj4unpNFMYgqlE+g2FUWPHz+OgQNdJ4tzzz0Xn3/+OZ5//nnccsstqKmpwcsvv4xRo0Zh6tSpXdBSz5gyohcK15zA9kPuyyu0h4raVvy0gbGQ3HP1CMxoo0iqGKMGxeOvHWex/2RV2x/uIBpbjHj922wkxYZw5SXaKvhK8R8KhRz/me181hJjQjCwbxQOn65Beu9IhNIsMgoYa8Ftl3RBDAKF8i8msCoMuqG6uprLGCUZNmwYPv30U5w8eRJXXnklFixYgMGDB+Ojjz4K6JXfeEcto+Nna122W/GW/SeqYLHaMDg1GtO93JZpWP9YyGRAVZ0O9c2Gtg/wM3a7HW9+vx+H82qwdnchLFYbYiO16JNANyfuSqLCgjB9VApXFoZCoVAonU+7LG333nsv1Oq2XVQymQwbNmzwulFifPrpp5LvTZw4ERMnTvTr93U0fRLDEaRWQG+0oqSqGX0TfQ/gPeXYW9OXrVC0GiWSYkJQVtOKs2VNnV6l+9DpauQ49hBkyUqPDWgBTqFQKBRKZ9Au0TZkyBCXoH+KdyjkMvRPicSxM7U4XdTgF9F2spARbQP7+laKoV9yBMpqWlFQ1tjpBVT/2n4WABPDVlLVgtyCOkwe3vWxdRQKhUKhdDXttrRlZfXwvOlOJKM3I9pOFdf7HNfW1Mps28Se1xf6JYdjx+EynC1v8uk8nmAwWnDsbC0Gp0ZDo1bi6JlaAMCciano34sRj72pa5RCoVAolO6TiNATGeDYfPd0cYPP5zqaz5T46J0QhohQ1/pq7aFfcgQAoKCsY0VbY4sRD729BVX1eiTHhuD2S4ehVW+GVqNA/14RUCjkVLBRKBQKheKg2yQi9EQy+kQCAArKGmG2WH061xFHXbYsP+yrl+ookFlc2YzGFiNvo2h/8ue2M6iqZ7YUKatpxcIv9gAABveLgUJBb00KhUKhUEg8nhmvuOKKLtlvtCeTEB2MsGA1LFY7zvpo1TrssLT5YzPkuEgtQrQqWG12zH1uDW58djU+XXnEZ2FJojdasGoHE792x2XDEEXsvnCuH+vWUSgUCoXSU/BYtL3yyivo3bt3R7blX4dMJsMAh7WNzfz0hoZmI4oqmgEAw9Ji/NKu1CRnYoTZYsMf287gh3UnfT43y+qdBWjRm5EcG4KLp6Th2TsmIESrwqC+UZgUAEV9KRQKhUIJNKgPqovJ8ENc2xGHlS01KdzneDYWUvyNHsRkkP61/Sxa9WafztusM2HlljwsW3cCAHDVrAwo5DKkp0Tiq2fPw6v3ToFcTst7UCgUCoUihCYidDH+sLQdP8tkXPrDNcpy3XkDkdaLSUiYMCwJ9725GUUVzVi3twSDvKwCYrHa8MQH2zmr4IgBcZg91ukKDVLT25FCoVAoFCmopa2LYS1tpdUtaGo1eXWOM6WNjnNF+qtZUCrkmJSVjElZyZDLZbhmVgYAYNXOQpgsNo/Ps3JLPq564i/knKzClgMlKKpoRliwCndflYVnbhtPrWoUCoVCoXgIFW1dTGSYBqlJ4bDbgV1Hytp9vM1mx9kyRrSxlrGOYOqIXkiIDkazzoycfJ1Hx7Tozfj8j6Mwma149Zt9WLu7EABwxYx0XDipHzQqRYe1l0KhUCiUngYVbQEAuxn6d2tOoKSquV3HVtS1Qm+0Qq2UI6UD94VUKOS4cmY6AGDf6RbY7W3vl/q3IzsUAHQGC3IL6gAAM0bRhBYKhUKhUNoLFW0BwDljeiMqTIOGZiM++OVQu47NOVEFgCmI29G1zaaPTIFKKUdNkwVny92Ly5KqZvz6Tx4AQE1Y1NJTIhAXpe3QdlIoFAqF0hOhoi0AiAoPwqsLpkCpkONofi2ycyvbPOZUUT0+/f0IvvjzGABg2qheHd1MhGhVGDMoDgCwaX+p5OfMFiue+3Q3WvVmpMSH4vGbxnDvXTEjvcPbSaFQKBRKT4SKtgAhOTYUF03uBwB447ts/L41HyazeDHbtbsL8Oi7W/HH1jMwWWwI0aowc3TnuBxnj2VcuVsPlqNFb0aLzoTN+4vx6jf7sDWnBACwYW8Rqup0iAzT4OW7J2P0oHicP6Ev5s4ZhGkjUzqlnRQKhUKh9DRojYUAYt6Fg3GysA4nCuvx2e9HcSSvBk/fOg4ymQwnCuqQfaISlbU6/HOAEUcZvSMxuF805kxIRViwulPaOLRfFGLDlahpsuDXzaexcV8R6pqMAIAdh8qwdnchqhuYramumZWBqPAgAMCCa0Z0SvsoFAqFQumpUNEWQKhVCrxy7xT8vfMsvvzzGPYcq8COw2XQqBR46Ys9sBGx/9eck4GbLhgMmaxzS2bIZDIM6a3F1mPN+HnjaQBAVJgGapUClXU6HHbsgSqXgVrVKBQKhULxI1S0BRhKhRyXTu2PphYTlm84hb+2n0V9kwE2OzCobxT6JoVjYmYSRg9K6LI2DnKINpY37p+GhOhgHDtTiyeXbofdzhT6jQzzz+4MFAqFQqFQqGgLWOZMTMXPm07j2BlmtwO1SoEX50+CVtP1lywpSoWLJ/fFXzsKcdHkfkiIDgYADE2LwXuPzMShU9UYPyypi1tJoVAoFErPousVAEWU2Egtxg9NxK4j5QCA8UMTA0KwAYyL9KY5A3DThUNdtp7qmxiOvonhEkdSKBQKhULxFpo9GsBcMjUNABMzNnfOoC5ujSvBQSq6DRWFQqFQKJ1EYJhuKKJk9o/F4vunIiE6hMaHUSgUCoXyL4eKtgBnYN/orm4ChUKhUCiUAEBm92QTyX8ZBw4cgN1uh0ql6vSSGoGO3W6H2WymfSMB7R/30P5xD+0f99D+kYb2jXsCqX9MJhNkMhlGjRrV7mOppU0E9oJ29YUNRGQyGdTqzink2x2h/eMe2j/uof3jHto/0tC+cU8g9Y9MJvNaX1BLG4VCoVAoFEo3gGaPUigUCoVCoXQDqGijUCgUCoVC6QZQ0UahUCgUCoXSDaCijUKhUCgUCqUbQEUbhUKhUCgUSjeAijYKhUKhUCiUbgAVbRQKhUKhUCjdACraKBQKhUKhULoBVLRRKBQKhUKhdAOoaKNQKBQKhULpBlDRRqFQKBQKhdINoKKNQqFQKBQKpRtARRuFQqFQKBRKN4CKNgqFQqFQKJRuABVtFAqFQqFQKN0AKtooFAqFQqFQugFUtFEoFAqFQqF0A6hoo1AoFAqFQukGUNFGoVAoFAqF0g2goo1CoVAoFAqlG0BFG4VCoVAoFEo3gIo2CoVCoVAolG6AsqsbEIjk5OTAbrdDpVJ1dVMoFAqFQqH0IMxmM2QyGUaOHNnuY6mlTQS73c79o/Cx2+0wmUy0bySg/eMe2j/uof3jHto/0tC+cU8g9Y8v+oJa2kRQqVQwmUxIT09HcHBwVzcnoNDpdMjNzaV9IwHtH/fQ/nEP7R/30P6RhvaNewKpf44cOeL1sdTSJoE/1Hh9k8Ev56nzw3nsdjvqmgw+t8Vut6NZb/XLeer90B6bzY76Zt/PY/XXeaw2tBp87x+L1YbGFqPP5zFbrGhqNfl8HqPZihad7+cxmKwwmGw+n0dnMENvtPh8nla9GQaT7+dp0ZlgMvt+3Zt1Jlisvo8ZjS1GWKy+93NDsxFWmx/GwmYDbH44T0OzsceNzex5fCXQxuZAG+NtNjta/DA2W/00NnsLFW0SGEy+PYgb9xVh3gtr8dVfx306z5/bzuDmF9Zi+YZTPp3np42ncPMLa/HHtnyfzrNsXR7e/K0cmw+U+nSeD1ccxrwX1mLHoTKfzrNk2QHMe34tDpys8uk8i77cg3nPr0Xu2TqfzrPwq/1449dyFFU0+3Seh9/eirnPrUFFbatP57nn9U248dnVPk8Kty1ch+v/txoterPX57Db7bj95c149ZcynwSOxWrDf57+G9c+tQpWH4SJwWjBdc/8jbnPrfH6HAAjtK7/32rcsWi9T+epbdTjjle24MO/K306T1l1C+Y+twaPvrvVp/OcKW3ETc+vwbMf7/TpPMfO1GLe82vxytd7fTpPdm4l5r++FSt31/t0nm05pZj3wlp88pv31g4AWLu7ADe/sBbfrs716Twrt+Th5hfW4pdNp306zy+bz+DN38qxdk+xT+f5/I9jmPfCWmze79t53vvpIOa9sBa7j5b7dJ7Xv8vGvOfX4tDpap/O8+q3OVj8aznyShp9Os8TH2zH3OfWoLjStzHeW6hok8DX1eUnK5kB4dd/8vxynu/XnPDpPN+tZo7/dOVRn87zx/YCAMDXf/smIlfvYs7z7WrfRO2WnBIAwC8bfRvw9h1nJsq/tp/x6Ty5BQ0AgH9yfBOjZ8qYgWXnYd/OU1GrAwCfBzzWWpdf3OD1Oaw2O2dFqqzTe30ecpXri7WtpKoFAGA0WX2ylrBCv77Zt9V3di5zD9Y2+2b523KAeSZ8nZzWOJ7Rw3k1Pp1n5RZmDNx9tMKn8/ywjhnDDp3V+XSeL1cdAwD8teOsT+f5cMVhAMDPPo49n//BtOfrVb6Nhb9sZsauL/7yba74fSuzsP/yz2M+nWf93iIAwA9rT/p0HnZh7+tceiivFgCwYV+JT+c5UcgsGnwVtd5CRZsEXR+qGNj8f3vXHV9Flf2/r7+X3kijhQQCIYXQQaSICBZEsRdQcQHX1dXVteu6P/uqWHZtq4sF29p1cV1FsQBKERAIJZQQEkoa6cnrZX5/vMy8mXkz8+bNmyQv4X4/Hz+S995858yZe88999xzz9VoVGNSh0UteVTi0USZQJGwcByaCIjcnkBUTC31qLDiBgCqLEkSEPQnRJkJU4smCm18eOgTTlt9fT1GjhwZ9N9nn30GACgvL8eiRYtQWlqK2bNn4+233+5liYEo2KDSrVCtP/dOuxeFJgqcJA5PFBCxHZpI5FEjxwoAvCx5IlkepVhTs0hkYzu1kUTs1LIZapke1XjUeq5o41GHJooRXRNqtZykaLPx4aJP7B7dv38/TCYT1q5dy3lx8fHxaGlpwZIlSzB79mw89NBD2LlzJx566CHExsbi4osvVn7TCHtkNGwr7k6o1oFU41GFBhq1pjFRYKjYid/aiCJkgfyzSAweO9IWSfdwsxwsd0TOVuDfETltrH97fRT0OmU6UstmqOfcRJk86tCoZ5uj1Mar5ySpxRNlNj7KnitcyHbaamrCy63Jzs4OWxgxHDx4EDk5OUhPTw/6btWqVTAYDHj44Yeh1+uRl5eH6upqvPbaaxE5bZF2x+jszuqhv3YgtbqhNgoMFdsRUcvZUmt5NJKcUTZPJM4W26lVK9Lm8fig1ynz/NkaiSxiF23OllryRNdzqbU0rzaibkKtCouKEbIoG7vChWynbfbs2WG9xPLyyHbUsHHgwAHk5eUJfrdt2zZMmjQJen3gUaZMmYJXX30VjY2NSEtLU3jXSEtsRHT5KYMoS5votdkTG2xnIhJp1HK22A5NJGUb2BG7SJwkNo83glw0jvPnUWdZ0xOBftg8keg52iJS0RfY6t/GOQoyKqKb51RZHn388cd7bUA7ePAgkpOTcfXVV+PIkSMYOnQobrzxRsyYMQN1dXXIz8/n/J6OyNXW1kbgtEWIfu61RVuErD+Bs+SnUmQrknFKrchWf+XhOG2eCPL22BG7CJxRfo5dv+ljUef8RSmi7HWr5SRFAziTqWhfHr3ooou6Uw5ReDweVFZWYvjw4bjnnnsQFxeHr776CsuXL8ebb74Jh8MBo9HIucZkMgEAnE7lW/ApCrDblZcl8LEsg80W2Rb1qOSh1OHx+XxRxeP1ehXzsJPivV6PYh4rqxaa2+1WzNPeGajNZnM4lPN0BGrFWa12xTwdnYHrrDbl8nRaA/2yo9MGm03ZGcGd1sD9OzqtSIxRZoQ7bWx5rDDqlNWgc7gCxYs7rDaYjDpFPG53oP10dlqhU7hc6/YESo9E0rc8KvF4fQG9RmSbff3bNmtU4gFFqWObKbVsvHLbzEYktpldX9ITgW2OZDKleCNCWVkZtmzZwjnLi+p6ydu3b8dHH32klJoroF6PLVu2QKfTwWw2AwCKiopw6NAhvP766zCbzXC5uJXaaWct0qMqqqqqFF/Lnu2qtVQcTTxen1cVHqfTqQqP1WpVzMN+V21trYp5XKwoS1tbm2IedtXu+rp6lJcrK7DbzKr3dez4CZQbWxXx1LUE+lfV0WOIRZMinuqGwCSqpqYOMVAmT2VNwBk9XHkE7g6TIp6qowGDe6jiMDqajBK/FsexY4H3s//gIaTEKTOrdayCzEeqqnGyTpnT1tgYqM+2d99+GPTKBofW1lbm35H00c7OTlV4HI5A+4nENnu8gX4RTTZVLR6KolThcbvdqvDY7XZVeDo6OhTzsB31SHjYp7mcbDyJ8nLlgSF+sEkuFFmX9957D48++qhgzoNWq8Xpp5+uSBgxxMbGBn02YsQI/Pzzz8jMzERDA7caPv13RkaG4ntSAHJycmCxWJQRaE6AjucXFBQolgMIFAKMJh69TqcKj8VsVoUnPj5OMY9/acx/wkNyUpJiHv9pAf4NO0lJSSgoGKWIp7HNAcBfRTxtQDoKCoYq4vEXj/UXNE1Pz0RBwSBFPIbjbQD8fSorKxsFBVmKeDzGJgD+Ir+pAwYolqcTDQD8BV8HDR6CgmEpingaXbUA/IVxhwzNQd7AREU8xzuOAfAX3ByWk4vsAcH2Sg4qmqoA+B2ugQMHITs9SRHPjmOHAPgdwOEjRiDGrCwS+WP5HgB+x3bkyFHQKtyCHPurHYB/cIukr5u+bwXgjyJGYpt1unoAvojliVbbrNVqVeExGY2q8MTEWFThSUhIUMzjj5CdiJinrdMF2sYPGDAABQW5ingqKpQXClbktL377ruYMWMGnnrqKbz66qvo7OzEfffdh3Xr1uGee+7BggULFAvEx6FDh3D55ZfjlVdeweTJk5nP9+zZg+HDh6OgoAAffPABvF4vdDr/zHTz5s0YNmwYUlNTI7q3xWJRHK1j+7NqHU6rBo9Gow6PVqtVhUenV87DnjTodDrFPA5WVX2DwaCYx+kJRID0Or1iHr2NtetTq/y5dPpAhEwbgTw6fWApSqtTrh+dPhBJ0kXAo9UFnBCd3qicRxswf3q9STGPhs1jVM4DbSCypjco52FvyjIYzYiJURaJ1OkCPEaTGUaDssifRhtYno3EZrCXkyKzzQGeaLLNavFoo8zG6yOwzeyUE4NeuQ3zsVJODAblPDZXoO3oIrCpkeSZKkp2OH78OK666iokJiaiqKgI27dvh9lsxrx587B8+XJVi9vm5eUhNzcXDz/8MLZt24bDhw/jiSeewM6dO3HjjTfi4osvRmdnJ+6//35UVFTgs88+w1tvvYUbbrghshtHXPMjOrNdo25nUQTXqlX0lZ34HxEPO7Hdp06CfESlMbzsRPto2PWpljwqbUTwqv++ItmIoBqPV60NFuqURGHb0mjYFdvfd49Gg3Fmt51IHBT1yg0FbFhENSJVsj2RQJHTZjAYmPyyoUOHorq6mkl+HT9+fET5BkECarX45z//iZKSEvzpT3/CwoULsWvXLrz55pvIz89HamoqVq5ciSNHjmDhwoV48cUXcdddd2HhwoUR3bff1mmLgto7au3A6Y6irxGVtFDNSeoGJ0AtZysCeTxRJk+0OUndop+IdqEKc4bNw7KG3gic42grQRKtiIYySpGe3U2DM6GOhIczEVan3FBvHX2naHm0oKAAP/74IyZPnoxhw4bB5/Nh165dmDBhAurqIjsUWAhpaWl44oknRL8vKSnBhx9+qPp9I0G0Ggb1zm+L5Fgk9TuiahEylQbLSI5X6p7BWyWeiJxadSJ2nu6o09aP9KxW+2FfG8kgzHf+DHply6xsnoiKDyu+sm8gElvIjZAp5+kO2xzJmOrh2ObetxmRQJHTtmTJEtx8881ob2/H448/jjPPPBN33XUX5s6diy+//BLjx49XW85eQX88iiqSDqRW0VePSsuRag0qas2ePCpFONQ6pomtn4giZCrxqLY8yrpWNf1Eg5OtkjzuKHvvXE51bGokA2/UzqhVgzrnDEfGo85pLN3Tt1RaTVGpT4QLRcujc+bMwT//+U/mlIKHH34YOTk5+OCDD5Cbm4u//OUvqgrZW4hkqSx6oVJHVGsWptKyZtRFSlSL2PX+rLBbnisqTlboBkMeDU5/lL139ruOJALdHWfF9peJOWdCrdY5wyrZeF8EOnarNjGPrj4RCRQfjz1r1iz87ne/AwAkJyfjjTfewM6dO/HOO++oeu5ob2LvkRZVeA5UN6vCU3G8VdF1Xt4Zi1W17Yp42A32ZKsDx+o7JH4tj+fA0RbUNHZK/Foez86DJ1HfrKzQIZtn+/4GNLYqK9zJXv777UAjWtodEr8WB3vw3rKnFm2dymoBsZ9r8546dNhcEr+Wx7NpTy2n+K9Snl/31cPO2rUbDtj62bS7Fk63smK2bh4Pe8CKhEepMWfzbCtvUDxIsfXz6946xY4JW56t5fUR8AT0un1/g8QvpcG+/+5K5TaV/Rh7KpXVHOTj4FF1xorKE22hfyQAdpuzOTyorovcxh9v6MTxhsht/N7KJtQ2Kqs1yeb57UADGhTaeHaf2HGwEU1tCm08u0/sq0dLhzIbHwkUO20URWHfvn3Ytm0btm7dGvRff8Bjq35T3GjZuOMfGxQ1Er6RvO25dYoGTP5g9McVPyoaWPjJyH946oewOYR4bnjie0U8/GdY+th3Ecvjcntx/aPfRszTaXfjRhX009jmwJ//vl4RDzv368TJTjzwz40Ry3P4eBsef+vXiHnKq1rx3L9/U8bjZTs39fjnp2UK5QnoZ8POE1j1lbKCm2yeb7dU4+PvDynkCTzXVxuP4qtfKiPmef/bA/hx+3GJX8vjWfmfPdi6rz5inr9/uAN7Djcq4mFHbFa8vwtHapQ5OOxY230v/4K6JmUOBRt//vt6tHaEP7nir+bc+uxPnBJEcsG3qTc//aOilSK+Tb3xSaU2jDvmLH9ibcQ8Ph+F36lg4x0uL5Y9rkwetvPX2unELc/8pIgnEihy2srKyjB79mxcfPHFWLx4Ma655pqg//cXVBxrVYXnxMnwo0lCna5ZQfRGaO1dSdRFaAeZw6XEwARHNJQYmEh2tLHBN1RKo/l8eZRHpLj6USOCCCifxfN5yiqUDbp8PW/aXauKPGu3HlWF5z/rD6vC8/XGI6rw/LDtmCo8G3aeUMbDe19b9irbZMaXZ+fBk6rw7FMYJeObGuXOHxdKnD+hnMw2a/i2WWgSbnUomeAH8yiJQAvxKInUqmXj+TxKefnvS4mjHikUOW1PPPEE9Ho9nnjiCbz55ptYtWoV3n77bc7/+wtcIV6u2+PFhp0n0M7qaEKN0+WW5nG4PNiw4wT33EmBe9tCdESbw40NO05wlp6EeNpDGIZOu5+HvfTEXv6Ty9NudWHDzhOcji8kTygD09LhwM+7TnByYoQNjLSem9rs+KWshuMkKjEwDc02bNpdy/mdEkNQ22jFr/u4g6ESnuMNHdi+nxsJUcJTXduOXbxBVei9h8Lh461BERUl8hyobsb+Ku5SmBKevZVNQRMwJTxlFSeDBnk+TyibAfiXeo7ylrD4g2MomwEAW/fVoYY3IQzmkX5/FEVh857aIKeDP9kLxePzUdi0uyYovSBc/Xi9PvyyqyZoghouj9vjw8+7TgSlF1A8ry2Unl1uv43vZE10hXLzQi3TO5x+G8+24UJtsCOETaVtvCNSG29zYcOOE5z3qoSnrdPZZeOlbXOodIiWdgd+2VUT0saHyotsbLVjY5CND9+G1TfbsHlP5Da+5mQntu5Tr6qGot2je/fuxbPPPos5c+aoJki0wh2iI76/5gA++eEQhg9OwnN/mglAOIk4lLP1xuq9+HpTFUrzB+CRG07z31vBLOzFj3dhw84TOH1MNu6+ZqKfR6gjdkrzPPX2Vuw4eBLzpgzFzZeWSvKkJ4tXhX5o5SYcPNqKi88YjuvmF/p5hJ6r04n4GPGz2O558WfUNFpx7XmjccnsEV3yCDmRTqQmih9vc+uzP6Gt04WbLhmDs6fmiD6X3emRPP5n+RNr4fVRuGvxBEwvHSjK4/X6JA/sppcNHl4+FWNHpvt5FCxd08sYz9w6A/lDkkXlCYWbV/wIAHjl7tkYlB6vmOdPz60DAKz66zykJJgV8bg9Xtzxjw0AgA8fO5d5H+HydNhcuOelnwEA/3l6AXMcU7i7v0622HH/K/4l5i+fuYAlJ28WH8JmVNe146+vbQrm8YbnJO070oSHX98SkieUvraV1+OxN38N5uE7fyEGvvU7juOZ93+DUa/Fp0+eL3r/UM/19aYqvPr5bqQkmLDqr2eL84SQ59MfD+G9b/ZjcEYcXr7rTAB+B5Wvn1DO1jtfl+OLdYdRkJOCp/44XVAWAOi0Sdv4Vz/fjbVbj2JCQQb+unRKF0/4E+HnP9iBTbtrMWv8IPz5qvGi8rR1OjFwQJwoz+NvbcXuw42Yf/ow3LCwRJSn3eqStKkPvroJlTVtuPysfCw6u0CSR8qm3vGP9WhoseN3C4pw4cw8UZ4OmxtJ8eKnfNz09A+wOTy49fKxmDNpiJ9HxMk2SZzyQafb3L9kEqYU+Y/u84isEkkd8XbD3/zpP4//YRqK89JEfycXiiJtqampzJFR/R22ELOD9Tv8+SLsWbxQqLothJP03a/+JR720oESZ4teCvl5V42kPKEMw44uOdZsrg7wKJiFHTzaCgD4fmtgqUcJT01XIiutb0DYOQ49K/R/v2lPYGlOiTx0kvhvrMRqIT13hDDkNHazolJC8shdhj5QHUiIFpJH7jJ0dW0glzNc54Z9X3b0JtzZrsMV+D37fYSbj8lOBeBEOcLkOdkaWKaWKhcSKgJ0vD4QGeOcOhC0hCOtr8PHhZf1giJkIXjKeZFM5v7e8CJSOw+d7Lof93dB+gnhJNG5c83t3AhZMI+0PL902cBjLH37fFRQ+kMoZ+unrpxAtp6Ebar0Uhm9jL+tPBAR93iC+2NbCB46reAnVq6iEuePtjkcGy/0XCHGnMquyPOPrOV8JWNOQ4s/QvvzrsByvhI92xx+W8lewRC08SGei8aOAwEbr2T1i4bS5Xw+FDltV111FV599VXYbMpybfoSQjU0oUKRSkLMRkPwq1DCIwRhnvDX4oUGObk8rhDLo3Kfi22olRgq5lo2j4JlX0aekM8lUz+c5xJaMpFnGEItQ0sZGPZuRc5zCbx3KceJs9wS4rmklqHZPKGW+6XAdlQ7Q6QfSEHPipiyB/pweQysvs5NPwgvQsa2GVJLOKGcG7Fit/yoQign0ijCE24+kUEfbAspigq6rjNEXq58myrdRw0q2Wa9LjgaE4ntiVQeoWsjss0q8YSyGfLHCnVsc3foJxIoWh6trq7G4cOHMW3aNIwYMYI50oqGRqPpN3ltocotCBuG4I4YavZk1OtgAzeaIrb8Fy4EQ+cqGQa5PC6JwQkIHYlkeEI5SXJ5QnRouWU2QvKopR+rEwOShZco2AO2M4TBa7O6ECeyDM1e1pOT50Ive/LBdkSknBJAehmafS3XSQruF14fBZ3IEgXbaem0uYFU/7/DjSBydwe7mCWacHm0rAJYVrsbZqM+iB/gvkshsJ0tth6Dnb9QzlbAhrGX84PkcUnzCDk3QjyhNkEJHUwvFFUP1bcEJ9QKIkBGASdSSV836HXwePk2Xrnt4fCIpJyEzaNg7KKhlk11qmZT2RNz5Twh5el0IXuAHHmUlRTiQ1Gkrbq6GqNGjUJRURFMJhMoiuL854vgbK9oQ+gOrU6krVtnc90asZPHwza6Ec16Qs7Cejjyx5mFdWfETpyHHfVyh4iQSTm1Ys5WuMvHHCfJHvhduM/F5mEP9ML5RFI8gWfh8ISZTO4SdSKVRxA7JHhCLycH7iHFE2qwYEe2pCKRnSF2Q7Pzg2jZKYoKisqGXr0IjiAK6SJUwr5QvpIi2yzX+QsxYez51ZSe5WH3VyUpJwEZ1LLN6vBwIm1hrjax7YBaTpuiSNs777yjys37AkJ54+xZIUVR0Gg0iiJAcp2/UBEpo0FgNicQglcyCxPqiMpmc93XERXNwhToOcATwrmR0A9nl1QoZ1SChx2RCflcEgaGfa3dIb0cKfXexZwbMUOemRobmifEsmZbpxOJccLJyU5RHgEnu9MlGtEUlUegf1ntbtGIJlc/4s4oRfkdcr3IRhYnJ4LoQkZKjCBPh83N2CYhsCdUVrub0SOfJ1Sf0Gm5y8fJCTrh/N4wnC2HywuLSa8ocsN2/uhkcSU8cp2/kKspQhFEhRNzfuSxO502uTaeM3mMYMxhT4SFEv+lbCEbkdhUjjwRRP7YzyJnN7gcKC6uCwCHDx/Gv//9b7z22mv4+OOPUVlZqYpQ0YTmNrtk8rZQfoqQoWpss0vOvoXyU4QaSGOIIr1ynb+mtvDrvanFI9QR5Z5CEKoDyeUJNZuTKobM2UoeIgTfKKEftjPBdUYF9CPBw9YJe8OCEE+ThH7YMoRykqT045QZSQKk35dTpnMDyNdPKB6p5won8if93tmRSGmnVqp/yY38uT0+6Yimh/2+/L/z+aigExk67S7Jwq9uAR4xJ0Ayr43lW9I8Qja1ud0pWf6B7STRuZyCfaLdIdvG03II8oSy8YIRxPBtmFDkT6jtKDnZJRrGCneIlAqpvsVGqGVNKR7u6oW08ydpU0VsfCRQ5LRRFIUHH3wQ8+fPx0MPPYRnn30Wf/nLX3DeeefhvvvuU0WwaEFzuxPf/Vot+j07j4ausSb0YmsbrVi/Q7zIJdvA0EnXQh2x8kRbUF0vLg83P0VMnr2VTdgtUSRVaHYvZKi2768P+wgXIXk27q6VdfRKqGXWH7cfFy1yyQ1VS3fENVuqRQdwducLFfn76udK0QGTLQM7X0iI5z/rDovWOWJfG2rZ7pMfK0SX3USXEQV4PvzuoOgxS9yIVGgesYFOPLIVzPPBtwcEOfw8wk6SkDz//k6cx+kO6D+UnqXlEXMig9+LFA/nvXc9F0VRgpOiDySeS0jPQjqmKOCj7w+KyyPEI6Abp8uLL9ZVyJJHyqZ22Fz438YqUR62I0ZPHoR4TrbYJQsZC21AEeI5Vt+JjWXiBaPZNp7WlRDPoWOtQTUX2WBH/uhnFOIpq2jE3jB3LArx/LqvLuwjFIV4Nuw8IeuEoVB5uT9sPSp6nJVXpDabUN/6ZtMR0WOo2G2Q6/wF83z5c6Vo6oDYZqpQqQZSUOS0rVy5Ep9++iluueUWfP/99ygrK8PatWtx8803Y/Xq1XjrrbcUCxSN2HFAvIK3UH6K2GAvWQmcNW4xPO3CPOwtyHxwDIydlke4Ye44KM7Ddv7ohirEQ1HArkPyKpzTg7MQj89HSTqRQhDSj8frw57DwoaK7fCxnS2h9+V0ebG/StgZdXGWI9k8wc9ldXhET9XgDE6sXZ1CPK2dTtHK7WLOlhBPY6sdxxuET+cQS/wX0nNNoxUnW4QNp1gESEjPlTVtostuYrlfzQI85VXNovloQpE/iqIE9bNTom/xlyMB/8SoRaAq+k6JviXkJNmdHlgdwU65VB8Veu+tHc6giv+AtA0T0o+YDdshYcOCNnxAwvZI2tTgiKYYj5RNdQpMHpTYQrbjEEoeKR728nRnBGOFnhWxox0BJTzsgAM9wRfq6xQFlB0K0zYL6McrYeM5pW9YEwYhHpfHh31HhG28WyS6JsRjd3o5JZLY4OT3uqRtfIfNjcMiNl58M5XypVJFTtsnn3yCpUuX4sYbb8TAgQNhNBoxaNAg3HTTTVi6dCk++ugjxQJFI6QUzI1y+Dt0XZPwYCbJIzD7VsLj8XHzU/w8wpEnKR5+fgoA1InMbuQ2QLruVrjPxV8CoWeX9WI8IksmnOVI1r/5x0TRtkwsIsV+5zbWQMvXc0gekQ5d38zj6SIS049Yzla9qDwiPAKRGyD4fYWUR4DH66PQwHPyNOHI09UnHC5PUP0uGrL008XTbnUJRi59lHjFdSFn62SrcPqE/L7u5xE7qkw2D9PXw+sTAFfP1hC2R2qnLPe90zxitkd8qUgocqyER2jywO8TAR7x5xKK/CmxqULtR5FNZTk4oXnE9SO0AUXcpspb2qOfMVz9BOdzUop4ZNt4BTYMCNYPY1PFxhyBPgGEPtVBCoqcttraWkyZMkXwu8mTJ+P4cWUHFEcrpGtSsWdh0h1aiiccQy63RhY9K1TCI5SfEu5z8Ze9AvKEx8OPoND5KXx56J2zYgMLZ9OAN7CrjW/wYi0GSXm4OUBuloHh8sTHGpl7CUEsAsQ3DPExIeQRcErcHi+aeMcABeSRz9NpcwWdoRpanuDIRHObI0gP9DKP+HsPjtyILYsA8t47MzhJ8IgZYLX6lhCPEpsh9L5E+5ZMZ6LDHoFz4wluz6LOn2z9hOIRzyETsqlizo1qNlWuniN4706B/iXmbEnph/1dKKdfqAiwkJyhnEg5tgcIRBD5ejYZQ9kM1oTa6WEmVHw9K7GpFEWhjte/aJsq1i+E2rJXIF80HChy2gYOHIgDB4RzJPbv34+UlBTFAkUj5M52rXbpDh32LEyl2Zzo7EmEh6KosAY60QbL+9wq0qH1InWhGB53sGGgKCpIHotJuN5VgIdrGDptbni8PjS2KOfxeH1wur2wOdxB9afoY7nk5JBZHf5naulwBuktwBNaP/S7amixB1V+j7OEzyNkfGlnS15ki+YJbsv0TF+Ofjol+lbo9iMUcQnf+QsnsiUVsRPiUWYz5L2vsHhCRf7CnniGb8OEbWqEkbaIbHOwnsON8gfxRBBhZTvHVon+5ecR1o/Xxy3FEsrpl9NHOTw8/ZiN8m0G4NezzxeZjaco/wTf5fYGnWMbY5I+Eo/9rhwuLzxeHzrtbs7KChCwzeITRqGUgfA3iLChyGmbP38+XnjhBXz99ddMlIGiKPzvf//Diy++iHPPPTcioaINkrMwVmN2urzYdfAktu8XzmuQO5tzuj3Yuq8O+440R8bj8uKXshrmmBG5PB4vxcmLcbq8+GHbUdQ2cjs0vRtKToSD5vlyQyVaeTlAdEeUOwtzurx4b81+zjFHAGAxS8+e+IbB6fbitS92B+UAMYZBLo/Li79/uCPodyEjdiweX5cRffrdbUG/YwyDDHmcLi8oimLOkmQjnFmq0+WFz0fhoX9tDvpdSCeJ3SfcfoP3l39uFOURiwbwk4Fdbi9z1iYbBn1XhFXOc7k9sDnceEpAzzTEI22Bz50uLzpsLrz48c6IeZrbHVj5nz2Cv/V4fbI2ajhdXtQ32/DeN/tFecTAr893vKEDn/4ovFFAbiTJ6fbiSE2b6EaBcGzqgepm/LhdePVGvk31Ys/hRuYIqHB4+P3itwMNzJFdfMh1Rp1uL7bsqRXNqRLTM39C7XR7sWHHCRytE07wF+tb/PNxnW4v1myuZo6SomFmbEbo1QL6789+PBQ0gY0xS9tU/sTc6fLi7f/tg9vjA7tmduixgsfj9uKVT8uCJrAWszSPkI1/7t+/Bf2OmVDL4PF4ffD6KDz59lbB38qFIqdt2bJlKCkpwW233Ybi4mJMnz4dxcXFuP3221FUVIRbb701IqGUwOfz4R//+AemT5+O0tJSLFu2DMeOie8IkoMphRkA5M/mnG4fPvnhEPP3kMx4AMAMiQPF2dey//3hd4FdWgMH+OtYzRgrzeOfPXGL+b33TTnzN13HaebYQZI8fCfJ5fbirf/uY/6OM/ubzWkl2X4eGev5/ufy4q2v/Dw6rQYWk98gjB05QFIeIcNA6yeJVZsrf3BSWM/VaXPh665BZXBG4GDl7K5DluU6o83tDmbX2PBBCcznibHC9a4CPNzPjzd0MpsoRg8LRKtNYcxSvT4KVbXtOFbvN+L0AcVaDTuyFfq5XG4vDh5rQWtXLaOS4X6eOIuB4ZGjH1fXYEkvBxTl+p9rQJI5rEib0+3jTIZoeXKyEqDX0foR4/Fx/r15T2D3dVGe/3iEwtzUkPrh58vQ5/zS1wPAuJHpzGdy9cM+s3HkkCQAwNh8//NRFESXUvhOAHuXe0GOX88TR9M2TJ5z43J78c2mAM/IockAgMmFmWHz/PfnI8zfI7r65tTirLB4nG4vVq+vZP7Ozfbb1Mmj00PycG2ql+OI5mT5++npY7Jl8HCf62PWDtrBGVwbL9epdbm9nB29WWl+G8/YZtEJtY/jgDjdXrzzdcDGJ8b4+8KscbSND51P65fHh1VfBWx8YpzfGZlcSL+v0H2L4fmfXx6zUcdMzIpy/e1ZThQb8Oeu0u8rNSlQNzF3YGKXPPJsc7vVxZz5OoRl48VqGorxNLTYmDNx6T4BBCbmcnmO1rUz53ErhaLiukajEW+++SbWrVuHrVu3oq2tDYmJiZg4cSJmzpwZkUBK8fLLL+P999/H3/72N2RmZuLpp5/G0qVL8eWXX8JoFC5yKYWEGB3OnJCBzXvrGUfI7fHhaF07stJimSNj+AamuWsL8fnTc7FkfiHqm604Vt+J9TtPMF69y+3F0foODBwQB4tJHzx7cgV4rpo7EhfPHoHGVjv2V7dg/Y4TTMN3ur04Vt+BQelxMBv1wREpt5eJai2/sBhnTR6C5nYHdh48iXU7jjPyOJweHD/ZiSEZ8TAadEE8DpeXKVtx8yVFiNc0I3twLrYfaGb0AvhD0TWNVgzNTIBBrw3isdrdzGcPXD8ZBTkpsNrd+LZrsKGfy2p3o67JiqFZCdDrgnnYO3juXzIJg9Lj4HB58XlXGQH6uTptLjS02DE0KwE6rSbIwLAT4+9cNAEpCWZ4fRQTraANZ7vVhaY2O4ZmJkArwMNexv7DRUU4cewIRubn4901FRye1g4nWjudGJoZD41GE2So2Dy3XjEWJoMOBr2OmeHR+mlud6DD5sKQDD8PXz9snj9dMRbQADFmAx57cwtHP01tdtgcHgxKjwvicXl8aGbp+farxsHjpRAfY8B9r/zCea6GFhvcHh8Gdjm7fGeCvXHg1suKsXvfAYwfMxr3/ZOWJ5B3QlGBAYwzWLq8nO359147Ee02F1ITLVj++FoOT01jJ3RaLWOY+X2rhbVU8uDvpqC53YH0ZAuufvAbuD0+Rj/HGzpgMuiZYrtBfZ3F8/DyqahvtiErLRYX3f0lKMqvH4qicLyhEzFmPVITLcL66Xous1GHB68fj41b92BC6WgseexH/3N5fNBpNTha34GEGCOSu44P4/O0dOk5LdGMJ246HScaOhBrMeC6h79lInYUBRyt70BSnIk5houvH4/HL09OVgKeunk6jjd0QK/TYsveOkY3Xh+Fo3XtSE20IKErr4cfQaQd/qK8VDz2+2k43tABt8eHTbtrAzxeH6rrOpCebGGKEfOdLVo/U4uzcMslhfj5190YkDkYW/Y1MDwerw/Vte3ITI1lBtKg997Fc9akIfjDJWNQ22hFfbMNP++q4dRfO1rXIWnj6fZz0azhWHTOKNQ321BV2471O08wfYK28YMGxMFs0sPbFWVhy0P3i2vOLcAFM/LQ2GrHviNNWLfjOGNTHS4Pjjd0YnBGPEwGXdDRZn49++VZtqAAA8xtyBg4DHuOtOGn344zfYK28UMz42HQ64JsmN3pYZaQ775mAsaNTEeHzY11vx3v0q+fx+Zwo7bRiiEiNr6t08nkkT2wZDLyBifB5nAzk2NaP7SNz8lKgE7AxrNrzN177URkpsbC5fbik+8PcXg6bC6cZNn4YJsasPF/vLQY9TVVGDF8BD78wT+hoG1qW6cTze0Olo2XtqkxZgN0Wg1e/nRXl378PC0dDrR1uhgbL8WjFIqcNhozZ85knLSTJ0+ioaEBXq8XOp3wwcHdBZfLhTfeeAN33HEHZs2aBQB47rnnMH36dHz77beYP39+2Jw6rQZaXiTgra/2YvX6SsTHGLDy/rMQYzbwqtEHnKS5k4fCoNdiUHo803Bonlc/341vt1QjJcGEf913VtC9nW4PwzN74hAYDTpkD4jD4eP+ZU66wf7jgx1Yv/MEMlJi8Oo9Zwo4SR4m+XHG2IEwG/XITotjojm0YXjynW3YVl6PIZnxePGOM4IafkuHgzE4k0en43BFK9KTLUERl0fe2II9h5swckgyVtw6I4iHdpL0Og3Gj0qHRqNBrMUAA73c1vVc9//zFxw+3oYxI9Lw6O+nBRkYOs8h1mLAqK6IQlwMAjwe/wB1xz/W48RJK6YUZeL+JZOD5KF50pIsGJadyHxOb2hwe/yG9tZnf0Jjqx1njB+E268aL8ozOCMOAwfEor1Rh8Q4I7M13+PxweX24uYVP6Ct04Xzpg3D7y8qCXpfNE/+kCRkpwVmhUwEyOuDzeHGjU9+D5vDg4vPGI7r5heK8pQMT0N6l+Pif66Afto6nVj+xPdwub1YdPYoXH7WSNH3Nbkwk3E4AK6eG1psuOGJtfB4KSy7oAgLZuSBXxKltWuwnDVuEBJijUiJ03Nm4W6Pf0nupqd+gI8Cbr60FPOmDOXk9rEnIGdPzUFcjJEZ5PWsfnr4eCv+9Nw6AMCdi8ZjxthBQYMu7UwsnDUcFpOecTYNei3sTv9z7a1swj0v/QwA+MvvJmPS6MygiAstz1VzR8Jo0DFRF71OC7fHB7fHHx18aKV/ifmxG09DyfABQREXhmfeKOh1WgxINMDELrnj9WFbWT2efHsbtBrgqT9Ox8ihKaI8l581EjqtBkMyEzh14DxeCj9tP4Z/fLQTOq0Gz98+CzlZCVxnq2sZGgAunj0C2i6ek13LZrTN+OqXSvzriz3Q67R45e7ZyEyNDdYPreeZwxmeo121GGmeT3+swDtfl8Nk1OG1e+cgJcHMey4f81zzTx8GrVaDAYmGoKjoe9/sxyc/HEKMWY/X7z8LcTFGUZ6zp+ZAr9NicEY843jTPG+s3ov//nIECbFGvH7/WTAadJwoCrsdzpk0BAa9DoPS45kyOrQtfOmTXfhh2zGkJZrx2n1nBUWqHC4Pc0LAGeMHMzaernlJ8zz379+wsawWWWmx+OfdwTa+0+6C3en/7LTiDFQf6UBmSgwOHO3oei7/d0+s2orfDjRgWHYC/vHnM4IKvfoLA/v/PaUoC3qdFjFmA6ePAsD//WszyquaMXpYCp68ebqozTAadCgZkQaNRsOJztO6vOeln1FV245xo9Lx0LKpojY1Mc6IEYMDkS22TaUoCrc/vw51TTZMK8nGPddOFLWFGSkxGJIRB2uzDknxJo5N9Xh9uOWZH9Hc7sRZk4bglsvHio45OVkJGJQeH5CHZQsdLg9ueuoHdNjcWDA9F8suLA5ysmkeg8B5tnKh6MrOzk7ce++9eO+99wAAX3/9Nc444wxccsklmD9/PmprxQsMdgf2798Pq9WKqVOnMp8lJCRg9OjR2LpV+fpxwJnwt2baaeqwuVFz0gqP18fZ7m9zuJmIVHK8KZinq8HSdbua25042WoPamitHYGK4UksHj3PSTp4zN/B65ttaO10BjV8uo6WVqth1t6B4GUyuubN0boO2J0e0YYfa9ZzCkTq9Vxni3YGDxxtgddHBfM00R3RxKlZxJbH66MYPe/qqg0ULI9/tsLWMUc/Xh/sTg9OnLR28ZwU5umSJ4nHQ1cc93Q5N/Ssb29XjqEoTxz3AHX2czW22pl6ZOViPM0iPLrAe69ptDLJsOVVIeQJeq6APMfqO5jr9jE8wgaGz8PWc3VtOzML3ycgD0WBGfDF5PF4KRw50c7kFu4X4HG6vUw9NP57Z/evwycC+Zv7u/KF+BEpetBN4h17pWfpmV1MVFAeF4tH7Lk8Phxm8dD5S3wnqVXgubRaDVMSxePxMTbDR/mLrwrJQ0eShGwG4H9f9HN5fRTDyXe2aB6ODWO9c4oKXOvxBnQe5BwL6IfpW102g5bH6fKiqqZd5LmC3xc/r5LmsTk8OFbfGbR6wXaSkuPNQTy0TT3UxdNudaG2yRrk3HTa3Ew9PSH90LaQfu+NbQ40tdmD+lZzW2AizD5+jdYPzUO3mdpGKzpsLlGbYdBrmXwvtjx03yyr8NvAIzXtHMec4emyGfExRk6tT7bNoCiKsTn7jjQH6ZgtT1I818az9ez2eFFV63/Xv3WlPIjbVHEb5o/W+X+3+zA9VvBtmPBYwbapze0OJupJ55EHOZEhbKrH60NDs40JkgjZQjaPlp2oFyYUOW3PPPMM1qxZg8REf3RixYoVGDVqFF588UXo9XqsWLFCsUBKUFfnz1HJysrifJ6ens58pwSBEhJ+xbOXVdqszqCcLTqJk+8ksQc5AJxlnjYBZ4tu+BaTnlP9mm8Y2Ge5tVtdQfLUMU6AkdNIAgngfieJfTRNu9UlKk9Qg2UZTn7Nqw6rK3gZUcwJYHUg/nlwDpdHvjysDs3e7OB0+51rcf3w5emKtHl9nHdORy1EeUSey80rwEqfUSj3ufQiz0U7gfzZXEg98+Shda7kvXN5QuhHxElye7hLn4x+WDw+H8U4z1KGk9+3+DwuEWeCzcN/7/REjJ9jJ8Yj9t5pHvbJCk63j4lIsXk0Go2onoXeOzuylSQwYRTiaRdoh2LOFtf5o4Tbj0vEqZVwtvg2lc9jdbiZXedJHGeLu/mklde/PF4fZ4NRc3ug5ExSvMAElrHN3PYsNpHR67TMMqzgc3HeV7CNp/tEfIyBE3Vhly2iKIpzmkpbZ/CYE8pJcnu8XUv+lCSPqM1g9S1+8Wer3S0qT7KYs+X1obWDu0nB3bUSIUsekb5lc3hAURSnb7HlkWtTA300THmCbKGwTaV5tCLnAMuBouXR77//Hvfccw/mz5+PPXv24MSJE7jrrrtw5plnwuPx4K9//atigZTAbvcbc37umslkQlub8M5JOfB6AkeW2Gw2zoDQ2NyJtmTu/eoa/SHyhBgDHA47iydg9Ds7rYxxBYCTzR0w67mJxrVdPElxRthstmAelxfNLe1MWBwAGpraEccyIhx5Yrk8Pq//uZwuD+obWznGraGpPSipspbhMTC6ttvt8HUdTO9yuVHb0Mq5pqGpDe2d3J1IbP2w5aF8fh67043ak9z31dDYho5O7rZvWp54i57H49eHw+ni8Ph8FBpb2tFpFZYnPkbH4QHVlU/icKGuMXC0ls3hQXt7JzptDkGeOIuOox9Q3q5/c3narS5YrVZ0Wrk89HPFmbUceTSgcwadqOfwOGGz2WAVk8fE5dF2HbthtTlgt3MHFZvNBpud6zDT8sTyeDSarvwWu4Nj8Fo7HH4eB5eHlifGpOHoh67fbLU50NDcKcDjEuSxGMB9ri6eTqsdJ1klC1rb7bDZbLA7uZXIG1v918YYuTw6Fk9ja4Cnua2Lh3VqhdPtQXNX9Xi+PPTA29FpQ2NLgKep1QabzcaZJDmdHobXrKc4+tHptIDHhw6rlZHZL4+1iycgj8MZSKkw6yne+/JHPDs6rWhqC3xOy+NknVfbaXMx0QKTzsfweFiDT3tHJ+dUisZWvzzsAaqxzcY4VEadl8VDnyVKwWq1cvICG1s60dHRycn9ot+5TqeBlnLD7vD/nrbNri7b3Myq5N/Y0onWtkBaAMBqy2Y93C4nusRg5HG7vbBarRwn8mRLB5Ljuak+tDyJcUbmXbHlcbs9aO/o5DhbJ5s7oKE8gjx82+xl2ebGZq4tbmju4Jxfyn6uRBHb7HR5UHeylXNNQ1N7UOmKOhYPx6Z28TicwTa+vknCNsdwbbOvy8Y7nW7UBskjPlaI2ngH18Z7vD40t3agQ8ymitlmpwt1LJ5OuwudnVZ02kTkMesEbbOdZ5vbrC5J2xxBoE2Z09ba2orc3FwAwLp166DX6zFt2jQAQGJiIpxO4Yrl3QWz2T8Dc7lczL8BwOl0wmKxiF0WEnV1NX4elwe7du/lOEmHjhyDzs09koP26s0GCuXlgR09tS3+Dmx3urB9517O7p8DFUdhbeU6f3QI1aD1cHhONPj1arU7sH1XOeea8oNVSIzlGhhmVggXV54af4Ps7LRhRxm3RMDe/YeDQre0PBqfE1VVVQCAqqoq1Nf7P2/r6MTOPdwzCXfvq4DNKTzLoDw2jjwNDf6BrbWtHWX7uKUGdu09iIZWbnFXWh6fy8rhaWr053E0Nbdi7wFuG9xRVo6jdTxnoksej6ODw9PS7O98J5uaUX6Qmzi6fdc+HD/B/YzWs8vWiqoqfyeuqqpCW6vfGDScbITb3sr83u3xYdfufajhbdOnn8ve2cKRp6Pdf21dXQMaGwPvpsPmxt69+1BXz3V0aXmsHU0oL2dFCjv9z1VTWw+HKzAYtHY4UV5ejoaTzYLydLY2oLw84FTZbf7nP3a8Bo3trOOl2v3vtbGplcND67m9uR5VVW2Mfpx2/+fVR4+juiHwbhpbOlFeXo7mFu5ZtPRztTbVorw8IKvb6X/GqupjOFYTMKgNzf732trWIcjT1HAc5e7AjlR64K2srMJx1rupb2xFeXk52lkDlMsdiOqdrD8GrzWQEkIPmBWHK1HDGhBqG/zvle2sWx0u0CtwDbXVsLboGP3QA8KBg4c5A8LxuiaUl5dznNomViSp7vgRNNUF2olOC3i8QPn+gzjJco6P1jSgvNwDB8tpa2AiAcCx6gomIsBOA9lXvp/jRFYfq8e+fQ6Og0G3HZNBg8MVAdtgZ7W7PXvLOU7bkaO12B3HPWKNflcxRi0OHAjYqtpaf4K82+PFnr370G4NtMOKI8cRp+GW0qDlsRjB6Vsn2/zXOVxu7Czbx3mGg4ePwWvjlm+i27JJ5+Xa5ib/u7A5XNi+cx/nmv0V1WhJ4k6omWVNno2vqffrw2q3B9v4A5WIMfNsPL3cRrk4trm21m/jOzqt2LGbW1N1b/lh+Hg1MJh6aF47Rx7Gxrd3Ytdero0v23sI7Tbh5T++jW886X+vza1t2FN+mHPNzt37caKJa+NpPXtdnRye5qaAjd93gOsQ/VZWjmPHuc4WLY/b3s7RT2uXbTl5sgnl3kDfoijgt117caKGa+NpeRy2Vo48ba2t/vs0nIS1PWCTnC4vynbvQ22dsG32UeK7jENBkdNGF9edMGEC1q5di9LSUsTF+ZN5161bh0GDBikWSAnoZdGGhgYMGTKE+byhoQEjR45UzJszdDCAOvgoIHPgMAA1zHeWuGQMGZoFILD8Sue+ZaQmoKCggPk8vqETQAMAHQZkDQUQMPCxCakYNDgFQH0QT9aAJA6PIb4NWHsSOp0eqRmDOfeOTx6A7AGxAE4G8QzMTOHweE3NwE9N0BmMSB4wsEs2PxJTMhFr0QNoDOIZnJWGnJyhqKqqQk5ODqzoANAMo8mCpNQszr2T07IQ5/EBCDRkelAZOjAdBQUjmM8bXbXAlhaYLTFISM7g3Ds1fSB8BjuAgBGm5Rk2JBMFBcOYz493Hge2tyEmNh6xicmcew/IHIJWdyuA1iB58oZmo6Ag0G4qmqqAsnbExSXCEh/LuXdG9lAktTYACHR0Wp4RwwYhJyeF0U9mbQ2wrwPxiUkwmw2ce2cNGoaEE8cAdATxjBw+BAUFGczn26oPAgetSEpO7cqxCdx70NDhiKuoANAZxFMwIgcFXaUjAGDDwX3AERtSUtLQ0Gpn7u32UsjNy0fM7n0AbEE8haNyMYq1zT1lz27gmB1pA9LRZG8F4DdwdheFkSNHwbx9J4CA8aT1XDx6ODKS9Ix+khIdQJ0T6RmZqGpqYO7tcGtQUFAA46ZtAAKGmZZnTFE+MlkbLBI2WYFGFzIys7Hr6DHm3i6vFgUFBdCvawfgCuIZWzKKs3QXt64d9a1uZA8cBE95BQC/I+mh9CgoKID222YAgcGFdrbGjxnN1LMCgJhvW9BqtWLQoCFwbQsM4D6t0d8P/3sSgIfDodVqMG5MIZxOB6Mfi+kkbE4nhgzNgWMdywnRmVFQUAAfVQeA3j3pfyaLSYeS4tFgw2iog8frQU5OLmzOQF/XGmIwatQoeLyBGmi0bhLjTCgczeXRamvg81EYmpMHuytgw/SmOAwfMRLAiSCelAQLx/b4l8H8dnTgkFx4vIFrjJYEDMsdDradpXnSkmNQUFAAu92OqqoqDBs6FEAdfD4ga1Au597m2CQMzRkMtp2ledJT4jnypLbYga/qQUGLjOwczr1j4lMweEg62LaZ1nNmWiKHJ6auA1jTAI1WhwGZQzj3jktMw8BBSWDbWVqe7HSujdfGtgLfN0KrMyA1YxDn3gnJ6V07mYNt/KDMVOTk5DBtx6m3AuubYDCYkTwgm3PvpNTMruXKpiCeIdkDUFAQGDPbffXAxmaYzBYkpmSBbZtTBmTDZPeAbWdpnpxB6SgoGM583uCoAX5thcUSi/jkdM690zIGwaG1gm1nPYyNz0JBQQ7zeXXbUWAHbeMTOfdOzxyCBlszgICjRMszfNhA5OSkMfrJOlkH7G5HfEIiLHFmsG1z5sAcJDXWgW1naXnycwehoCCb+XzX8QpgfycSE5O7llwD984ePAzxR6shZJuNeuV7QBVdecUVV+Bvf/sb3nvvPVRWVuLZZ58FANx88834/vvv8cADDygWSAlGjRqFuLg4bNmyhXHa2tvbsW/fPixatEgxb1ysP0rn8VKwu7nRJ7uLgsMjHONMTYpBTExgUImP878or88HB4/H4aaCPqORlhzL4YmLdbPk4f7W4UKQjAxPEpcnNsY/qPl8gJ27AgWHG9CKbP4dkBLLRC4tFgtiYz1dzwXYXNyZm9MDOHif0UhPiePJ44+O+igNrE7elnaPBjanTB6LfwCmoIHVwasf5NXAKsaTGs/hsbB5ePK4vdqgz2hkpCVw9GMx0w6BFp0O7ozU7dMFyUgjMy2BK4+5KxKr0aKD98LcPi067VxuUR6TsYtGhw4bd3nETenQYQ8+ixMAMgckcnjMXdXENVo9h8fnowCtQZQna0AiTHr/M1ssFpi6eLRaPdqtgWvsTg8MRjPnkHg2sgckwcxKujYZ/Tw6vR5trIhLh80Ni8UiyKPVapCRlsQ5NNto8HNqdQYejwdmszCPxaRDSlI85zN6s45Ob2TyzwB/ErvBaBY8GD4pzoi4uFgmym2xWGDo4tFoDWhn7QK12j3Q6IycZU0ayfFmzrsCWPlEPm7JCKvDCw+lDyo8CgApicE8ep0WLp8XVqeGc43V6YXTK2w0UhItHB4TK2LXwSsMb3P64PQKp1mnJvJtamAFxcpb2LG7KDg9Ijx82+wO5JDZPXwb75Nt4+Ni/X1Q2DZTcAg3ZQEb738Yr4htFuMZkMy1zXGxXSVVKAo2nn4cHnDOqObwBNlmP6ePErLxmqDPAjxcmxpjYdt47jUuj1bUxmekxgnyiNl4m5htTo3n6CeGsfFadAbxBNvrAI+wbaY0OnTy7J7LpxO1zTqdcPuUA0VO27XXXovU1FRs3boVN998M3MCgsFgwP/93//h8ssvVyyQEhiNRixatAgrVqxASkoKBg4ciKeffhqZmZmYO3euYl52Ei+7bgzgzwPaVu6fvcSY9ZwcgUHpcZzfshPk2XlxAR7/bCrWrOcYdLoUAZ/H4/WhlXcsR5vVibpya3jy8JI5AX+eFL2bNIhnAHdw4iaAc3narC7srmgUfi6+PKyNCPzTEto6Xdi2v15QHj6PnrXrU5BHRM/B+gnscGvh6bmV9b6C5BF5X26vj3MgPOBPwKaLxYbkYSXf8p+rsdXB7I4N1X70nHbIWypusgq+d71Oi4xkvhPA0g+Pp7qug9ndaDHpmQ0qMWY9kuJNnDwgA10U10sF9YuKY604Vt/pLwps0DEJz6mJZo7D5peHnVTMisx5fDhQ3YKTLXYY9FpQVKD4dFZqLMdhY/O43F7OhphOuwvlVc3osLlDvis2T4fNxTm1o83qwp7DjXC6vIi1GDhnug7k9S02D7scA82z40ADfFTovgUE2s9J1pIm4E+03y7Wt0Sey+X2cuob0jxy+5ZOq4FWq4HPRwXJ0xZG32LvcOTLo4TH66M4dQkBv563y7YZEraQpZ9gmypiewT6aJvVhequZfvQNpXmoTh9wi+PE0e6duqG1A/bZvDHnE6nqA0Lfi6WfgTGrnDHQKGxq63Tha1ybTPLpjoFeOjnCqVndkUHvjzN7Q7sOHhSUB4671UJFLt78+fPx0MPPcQ5suq5557rcYeNxi233IJLLrkEDzzwAK688krodDq8/vrrMBgMoS8WAXtXz0ne8R6tHU5s2u0Ppc8Yy10Opus18Xn4u64AoKXdic17agV5hojwuD0+tHTyB28702DlyiPkRNY12ZiGFswjbPD4O3AA4FhdB/ZU+p2A6SHlCVT85+vn8IlWHDzaCo0GmN5VdVyUR2RnEQDsrWzEsfoO6LQa5iQHwJ+7ky3WoT0+zqYRANi+vx6NrXaYjDpMGp3JfG7Uazk10fzPJa7nX8pq0GFzIc5iwNj8dObz+BgjU42cBtsw8A3wT78dg8PlRWqiGQXDUpnP05Mt4s6NN5hn7a9H4fFSGDggjqk6DvhP4+DPCtl17Pjvfc3mKlAUMHxQInOSB+B/VxqNuJPUxtPz15v8xS8Lc9OQlhjIU+W/cyCgn06bm5N3CgD/2+jnKc0fgITYwFIofVqJEE9Tm4OzOYei/M8FABNGZXBKKwjJQz8X32Y4XV78uN1/+sG0kmyw1cHvW0Cgf/F52q0u/LJL2PbwbYZfHp0gT5vVyZzkIY+Hdv6EeOTZQg4PX55Ol2wettMWzOPERhHbLGZTgeCJeWuHE5tEbLOUTeX3iaY2O37dVxcmjzeIp6HZxjg3kfDUNFqxU8TG8/uFQWKid7SuA+VdE70g28zj4ezW5PX1A0dbUHmiDVoNcHooG892knjOX1nFSdQ2WqHXaTGlKFBJQqfVICtN3Nni62fL3lo0tztgMekxoSBg4y0mHQawTmfwyxMYu/g8P+88AavdjcQ4I8aMGMB8zt/pGy4UO21lZWX417/+hZdeegkvvvgiXnzxRbzwwgt48skncdlllykWSCl0Oh3uvPNObNq0CTt27MBrr70WcW4d2zDQZ6nRA/P+6hbUNdkQa9YzR7PQkDIwdNmI9K4q6zsPnURLhxNJcSZMYOUxAcAgCSeJjjzQ8mzdVw+r3Y0ByRbmiJ9Q8njYPF3y/FJWA5fbi8EZcRg5JJDHpBVo+OwOTScz0zzrd56Az0dhxOAk5LA6sFDD1+sDJTb4PD91nTlYnJfGVLgH/A2fXVaFK4836LnoswsnFGQwFeUBICMlllNWxS8P+7m4eqZ5phRmIT42cP9B6fFBkRu2nh1OYXlOLx3InMsH+AdvMeeGIw+PZ3rpQE5eleBgyZZHhGfG2IEcfQyScAL87ZD7vgI8g2Aysp4rXdxJsjncjJPE1/P0sQNhMoRwknSByBaNtCQheVjPJRGRonksJh3iYww8noEcHkEnkseTHG9iHF0xPUs5NzQPfTKDz0dhfdcRWnMmDeFcI+zUajg8tI5tDg+27PU7E3MmDuZcI/Te6efi27CmNgfKKhqh1QCzJ3B5BN87Tz+0PCdOduLQsVbodVrMHMsdvPnOllarYfpbB0+eiuNtOFbfCbNRxxxTFXguYRsmxLO3sgknW+yIsxgwuSiTc52YTfX5KNi61jDp59px8CTaOl1ISTBxjjmT4nF7qSBbuGVvHexODzJTY5hj05jnEouQeYNt2C9dJ0DkZCVg+CB2UXEtJ1cUYNkMb/BY8dNvx+Gj/EemsZ8j1qyXrKXItz20jR8zYgBnbEhLNDOnUgTpR8KGTRydwbl/VlpsUDFbqbGL5planNWV3+3HwHSBiSdTHsobNCYzNn4M1zYLTYjCgSKn7b333sPll1+OZ555Bi+88ALjtL300ktYtWoVkpKSIhIqWqDtCuUDYJZ5hmUlcEKb504bhkTW4C3Y8FkNhubJHZjImWkvmJHLqfsTa9YjheVcsHnYhWvZnQ7wH63CjgQINXx2xIXeLcWuOg0AF58xgjM4ZQs0fHbdL1Ge2SM4BXkHCTb8wJKApDwG6YYfcJIopoK3EI+RVW1earD0eH1M0c0Rg5J4zzWcs/1eisft9TF1oNjyaDTAwll5HP1IOQFi70uv0+CCGTJ4WIZKiMdk1OG8acM4PMJ69r8/p8vDOFtsnliLAfOmDJWtH3aNP7aek+JNOHPCYNnvi+bR67QYlp3AfJ+eEoPpY7JDt58gHh1ysgL9a3BGHCaOzgypH748Br2WOesS8J/DWTI8TfZ7p3nYpzcA/hMv8ockh9ZzV/+ieZLjTJzo5aTRmRjOa99ynis9JYY5wgoAppcOCnL25LyvgWmxHJt15sTByEiJ5VwjFInk89BHK9E4e2oOx4ZqNcHLZDptsG0elp3I2UF//vRczgTRaNAhPShlIJgnbyDXNl8wYzhngpYQa+QU1mXzeLrqqwHA8K5zW2lcdMYIjhOQnhIjGlXn2FS+DTtjOHeClh4XHFUPYTNoHn5b5tt4vZBNDTFWKLGpAHCJDB45Y9dFvOcSthmBZWhmzGHpWavV4MKZoW1zOFDktL377ruYMWMGtmzZguuvvx6XXXYZdu7cib///e8wmUxYsGBBREJFE/iGc0CSBcsXlkCr8R8OfemZ+RznJistRmA5KfC3rYtnUHo8rj+/EBoNMKUoExfMyON0oOwBwREXNk/AMCTh6rNHAfDP3s+emhPEw4dQhx6dm4KLz/Dv9jlr0hDMGj+Y81xSuTvsDj1+VDrOPS0HgP/YmdOKs0LysCNtNM+0MdmYPWEwNBp/Jxw7cgDXiZSSx+tlOvSZEwfjtJIsaDXAorNHoWBYCidykz0gNphHx34uf0c8b9owjB+VDq1Wg98tKMSw7EROJGmgAA870kYXaF44Kw9FeanQ67S48eIxyE6L47wvKT2z39flZ+Ujf0gSjHot/njZWKQlWRS9r2vOLUBOVgLMRh1uu3IcEuNMMvTMdQIA4PoFhRg4IBYxZj3+fNU4xJgNPHnE9UPzaDTA8oXFSE+JQXyMAXdcPR5Gg042j43lJN2wsAQpCWYkxZtwx1XjodNpZfcLtrP1h0tKkBhnRFqiGbdfOR5arYZzxJQQj5A8t1w+FrEWAzJSYnDr5WOh0Wg4kz+p98WW509XjmWct5suGQMAnPINUv2L4TFo8acrx8Fk1CEnKwE3LCwOslmZqaH1bDbq8acrxsKg12L44CRcv6AwKGqdlmQW5aHliY8x4o+XlUKv06AgJwWLzyngvPP4GANzZJmUPCkJZvzh4jHQajUoGZ6GK84ayZFnQHIMZ/AE/IMq/R5oeTJSY7D8giJoNf7I/EWzhgdNYPllkYSctiGZ8bjuPP8O3NNKsnD+9GGhbSEdsaMChVnzByfjirP8OzpnjR+EuZOGcHnSxN+V2+OD2+vnKRmRhgtn5gEA5k0ZGhR9lrKFfufGzzOpMAPzpgwFAFwwIw+TCjNl9y227ZkxdiBmjh0EjQa4fE4+SoanydaP36b6eeZOHorJhZnQavz2LH9Ismybypbn/Om5KM0fAJ1Wg2UXFmFoZkJo/dBjlycw5lwyewRGD0uBXqfFTZeMQWZqbEiecKBoI8Lx48dxzz33IDExEUVFRXjppZdgNpsxb948VFZW4u2331Z03mc0gk6+ZRKz9VqcMzUHM8cOZCJYbEMgZOzoUL7XR8HOSvC+cOZwzJ08lMUT6PhZAjxsw8BOFL/ojOFYMD1XmEeiQ7MjdgadFtfNL8Rlc/IZHpNe+rnYsxW6Axn0fmfk2vNGy9YPO/mWzfOnK8bihoXFgjxZqTFBPOxIm0bjY66555qJsDs9gecKpR8921D5eUxGHR783RQ4XMI8mQI8QobBYtJ3nafqZaILofQjFGmLsxjx1M3T4fb4mFm2iaMfcQPMrsuVEGvEs3+aCR9FMdebQurZb6jYibWpCWa8cMcZoKjA83CeS0I/7LackmDGy3fNhlajYb5nT1aE20+XE8DePJESg1fvPRN6nZZzPfNcQvLoePLo/WcHr7zvLBj0WsaxYVeBz0gJ1o+QPMOyE/HmX+bCaNAxy3rs2mL8qDr7uWl5DDotRg1NwVsPzoXZqGccB3a1+1hLcA4v3b/Yeh4zYgDe/us8WEx6wfwaobMR+c9l0GsxcXQm3n3obIaHYjmQ8TEGSW62nqeXDsT4UekMD7uNJgvoRkgevU6DOZOG4LSSLIaHXXdN6F3R+vB4vRw9n3d6Ls6YMJjV19kTc/E+yn4ug06Li2ePwDmn5QjyZAr0LY7zx9LP1bNHYOGsPGGbKtG32DZMr9PidwuKcOXckSI2NYQN63JKDDodbr60FNefXxi2ftjOn9Ggw5+vHoc/XFISkEcv77n8z9RVPsOgxf1LJnFsvBKbajbq8NCyqTwbH8qm0puyKIYnxqzH4384nWPjg3i8tiAuuVAUaTMYDEwR26FDh6K6uhput98AjR8/nili1x9AG3L2bBcAZ8mR/UL4YXMa/KUXQR5W5CZDwikJi0diUAnNI8/AcDp0V6cT048QD/vYKDfLadNoNKI8GZIGxivNw36ulFCRtgCPVisujxCPkPNn0PsHbQunZIVMPbt9TJV52okwC5w3CIi0H4HlSL1eC4OeG4ViD7RSTjbNo9X4t7Ab9DqOsQw1YPIjLrT8JoOO8yydrF2W7IPrQ/GYjXpOn2Fv3uGfHgII9NGua80mPScSxU7I5kduBHm6/raY9Jy8R/pdAsJnEQZH2gJ9K5yzC/mRJHZfF3Kq6Dy+IHn4etYF87D52MdOceURt4X09ezBO0WMR0I/NA+7b6UkhnD+BHhocGyPQFtmR07ljhVSzkRYPEK2hx2x65pkhOIRsqncM0O7nL9QY4XEmMOxqbpQtlnchnlCjRUybaonHBsvpB92pI2lH76ND+VEhgNFTltBQQF+/PFHAMCwYcPg8/mwa9cuAIjorM9oBJMszTNUbLBfbHKCKeh79nU2Xkdkgx0hEzIM7ORbuTyCTgk7Ykfn7+iDBx9jCEPFTr6lQ/nC8kjzsBPb6VC+Ep5Ah6Y4HVGSR6pD82apfGhZnwnyiDh/fHi9Mp0bVvRBiMfOinzxN3uwr7E52TzB7529k5Ods8Rco+O2QaG2A3DPgzQbg4P6fHmEngngOkn8zR7h8LDL5AhGgGT0UYDrjAohmEek8GEICC2zSkHIEWXfXy6PqLPF07M+BA8/GT0gT2ibynZKkyKyqSzbHMKJlMuTGsL5k9JPaJsaeG4p/ci1YRweRbY5OCIVeuwKtczKdf7YCDkxF7Spwf2LM4GVsKn+c1npMSeYh20nJMeuEPphn63KrzIQLhQtjy5ZsgQ333wz2tvb8fjjj+PMM8/EXXfdhblz5+LLL7/E+PHjIxIqmsDMLh3yOqKoYWBC+f6ogdCLZTdYoeUSmsfr8nKWKKR4hDo0J/lWQh6O8xdiuVZKP+zfCc8u6QKXrAiZTnqgk5KHDr/7PwvmYZ/9SO8Y4sojFEEMfq52VlVPoQGK1oXL7WXOUxTiYTs3/E0j7GvYTpkQD8e5ETD0jPPX9c7ZkwAxeYScG9pJk2qDfnkcgp8HyyM+OAEIqkkYLE/ovgX4z6mUgtDynxLIlYeG0JKmEnn4h1kz8tARIEbP0n1L1NnShfdcYrZQjk2VwyNHz+z2HcqJlLSprMiNdASRbZuD9czmSROYWPkjdlp4vD7psSJURIodsZPoXyFXQbruTVFgdooL65lt48V5QtlUT6gJLIuHXooX4rGxovNSE9hQzlaoCSzdtxxO6TGHbVP5eZ/hQpFVmjNnDv75z38iL8+f1Pjwww8jJycHH3zwAXJzc/Hggw9GJFQ0IRCCpztQsMLZs0KxvAl+HkcoZ2uAyDJrYIlCnvM3QMApYSffSsnD7ohCswPuMqs8Qy7kjNI6FQrls8FOuBZc3mJtl6cdNyEetiMiNUvjh+CDfscyglK5O3antLPFNsBC0PPeOfszNtg704Qgpw0CCCqlEsxDLwNJv/OkOOFBki+PVN8CAkuiYgUp+bloYvLQzpHohEhG32IjNztR8HOhnC0p8Hf1ickTiid3oJg89HK2vOdi73TlyCOz/dAYnBmcAM7mkSuPUCI5+zq58ogtS8l57+z+xi82zZeH4QnhJAk5E2wem4Tzx14+DhWxk+xfrC41IEl8tYArj7RtFpo8CEXaQr0vi0k8Ou/xSjt/7DFZagLrdnuZnFCpPE5AzMZz+5YYD393byRQzDRr1izMmjULAJCcnIw33nhDLZmiCsH5DsINbdE5o1DfZENxXprg92K5cWzodFpceuYI2BweDBUo/ilXnrgYIxbMyIVeqxWf7er9ybf8/BQ2MlNjcPbUHCTFmQRnB1L5F2wMH5SE2RMGY3BGvGTuTiie8SPTMb10IEblJAd9x77G4/EClFb0uaaXDsSWvXUYPyoj6Ds2j9PlZQ7KFjJ4Z0/Nwb4jzZjGqwXF8PDeudhzLZw1HEfrO3DmxCFB37GvCZSi0Ajq8eqzR6Glw4nzpg0L+o79DFLvHACWXVgEr8+HhbOGC37PLyEh1iduuXwsVq7egyvmCJ//G/RcIjz3XDsRq77ah8XnFgh+L7ePPrRsCt5fcwC/W1AYEc/jN07DJz8ewu8XlgjziOR+8fF/y6bgyw2VuPnS0ojkue+6Sfh2SzWWX1gcEc8dV4/H+h0nmN3ooXmEnexbLivF1vJ6XDhTpP3I5Pn9wmLsqWzCmbwacgyPDJsKAEvmF6Kqtg2TCjMFv5ern6vmjUJTm13U/uj5/UtkVebiM4bD7fEJ7rKkr7M7pXmS4k2Yf/owWEx6wZ21mq6NPG6PT5JnSEY8zpo0BOkpMSGdFimewmGpmDVuEIZlJ0pOYENF7CYVZmLamGyJcTSQSuOTiLSdMWEwdhw8iUmjpW28I0TKyXmn5+LQsVbM4NUN5F/DsfEC/f2yM/NR22jF3MlDBXnCQUTu37p167Bx40Y0NDTg9ttvR3l5OQoLCzFwoPAD9kUEDIN45AYALhcZmGjomUZC79YUNlTXnDta8HM+T0AeYZ5lFwgbcIanK5TvkIhsaTQapqyAEOjkW4+XYuQRzP3SanDbleNCyOKHlDw6nRZ3LZ4QksdHBZbCxJaz77tuUkge9hFEQvLEmA144PrJ4jz6YB4h/STGmfDg76aE5JHSMeCPSP11qQQPHcqX0DHgj0j837KpEvLQkTZpeQZnxOMhKR6ZfSt3YCIeWi4lD69vifSJkUNTpHmC5BHmKR6ehuLhwoOKsDzCzzV+VIboxIHNw8gjouepxVlBBb45PDL1PHPcIMwcN0iUx6CT91xnTR6KsyQGJ7nynHd6Ls47PVecJ8imCvNcdIaw88jnCdWer5wrbeMNOm6/EHuu6+YLTxoYeXh6FpvM3CAyaWDz+J02aRt/y+VjRTm0Wg00Gr+zJdW/tFoN/ny1eFoUd4Ivrme9Tot7rpkozqOnd0wHllGFeMxGvbSN571zMZ44Swgbz2vL9DFtfCTFmyRtczhQ5LTZ7XbcdNNN2LhxI+Li4mC1WrF06VL8+9//xr59+/Duu+9ixIgRqgjY2+B3GKV5LvzrQi11iPLwGpaYoQpXnkiei07kVMojtOylRD+hZoq9zaPv2i0VNg//nSt+Vzre373No9JzRWGfUIVHp5LNUEme7rKF6ulHWa5Q9PUv9fRsZ52spKT9aDQaGHRaTj5o79pU6U0HsnkEgiZizrq0POq8q3Cg6A7PPvss9u7di7feegubN29mEgKffPJJZGRk4O9//7uqQvYm1OrQ/AahluFUasiD5Ylsh1uAR5lhUINHqNMpGcD5OtVohHcthitPbw+WfOe493mirE/w9azU+VOrb6n23rvJ+VNNP73cL6Kuf0X3mKPkvdMRO6484fcLoQm+Ih49v3C9cIQstDx9xGn7+uuvcfvtt2PKlCmcyEF6ejpuvPFGbN++XTUBexuqGfJom6V2F0+InWny5VGrQyuZhQW/c0URsm6L0irVMT8SoBKPWn2it/uWSs5Nt0Wkokw/vekECN1fvefq7f4VZfpRgYeO2EXKI6RTsQ1K4fD09jgaDhTdob29XTRvLTExETab8mq/0QY1nAlAxRB8lIXy+Q5ErxsG1nV00dfekMV/nUq60XWPk6TeclvvOeqAmn0iyt+7ak5A70b+1HO2umm5vx84SYI8SifUUdS/+DljBr06E2q9SsEGpRPqcKBI+yNGjMCXX34p+N0PP/zQb/LZgOBtx0obrNiBvr3GY1TH4FlU4gl6LoWGk13EVWkH8lf3D9xf6WCplm4sJpV0bFRLx2o9V5T1CZV4ov699/L7CuZR1r/MaumHx6N0MtN9elaqn+7pF4r1w+JRmnICcPuX0mcy6rVg3763x61woGgjwo033oibb74Zra2tOOOMM6DRaPDrr7/is88+wwcffIBnnnlGbTl7DdFmqLqLR0kSprA8ynhiWDxiO3BkyWPWo8PmikgWwP9cbo+fR6mR0um0MOoDSby97kyY1WrL3Bp5/cUJ6DaeXu5b6r13/uCtlp6jrf2opJ8osqmR8HRHv1CackLzWCMsgK3RaFThMer9R1/5JIqnqw1FTtucOXPw9NNP45lnnsG6desA+DchpKam4v/+7/9w9tlnqypkb4IfVVA6gEebgem2WZgK0ZuInC2VeMwmPdqtkTt/ZpMeri7nT/GyVFfkT25RSjF0VwQo+iIT0dW31IhMRCJPt0XDVXrvqtlUhf1LvfceXZHR7uhfYqeoyJJH5JzkiHgiiGyZ1XL+jLqIecKB4jpt559/Ps4//3xUVlaitbUVPp8PI0aMQGKicFXuvorumqX2+uy7G2ZPSnfg8HkijZCpwROjojxqOH/syJ9SnmiP/Kk3ePe/vqWuPP0z8tdveLorMqpCv1DPpirP/bJ0C09ktrknnbaw7lBWVobf//73+OKLL5jPNm7ciCVLlmDx4sWYOXMmXn/9dbVl7FVY1Jr1qDYLUydpNrhD966zFXWzMLUif2ynVjX9KDdUavDo+Tl/SttglEeAos/5i7KIXX997728vK5Wzih7zIlkQs3WT2Q2VR1b2D02tfd55EL2Hfbv34/FixejvLwcMTH+M8p2796Nxx57DIMHD8YLL7yAP/zhD3juueewdu3abhO4p6FaCF6tULVKszC+UxJJfgENpTtwgniiZPbE8ESB86dW5E8tA6OGnunIH8PTy06Aen2ru6LzvexMdJcz2k/eezTnxkVmM9SfwEYkj1EdnmiL/MmF7OXRV199FaNGjcJbb70Fi8V/0O3bb78NAFixYgVGjfKfV9fY2Ih33nkHc+bMUUXA7du346qrrgr6/O2338bkyf7jJTZt2oSnn34ahw8fRlZWFv74xz/ivPPOU+X+3WWoFC8FsRqs0pIWANdQRdaBuqFDR+AkdU/kr/edSI6eI9CPms5fYNk3ssgfk/MXwW5fNZZ9o80J6L7cr34S+VPNpkZX5I87EY6uCXW/df6iYMyRC9lO29atW3HPPfcwDhsA/Pzzzxg8eDDjsAHA6aefjs8//1w1AQ8cOIAhQ4bg/fff53xO584dPnwYN9xwA5YsWYKnn34aP/30E+666y6kpKRg6lTxcwblQi3DoNbWYH6HVgq28xcRj0rOX/fktKkU+VO4dAxw33tEelZrScDIXjLpfeePnfPHr1IeDtjOn9Ln4jt/iiMc/M1LKkysgChwbrppd2Q02VQ1edRJ2FfeJyzdwKOWDVPL+YsGm6qWfuRCttPW2tqKzMxM5u/Dhw+jpaUlKKJmsVjgcrlUE/DgwYMYPnw4BgwYIPj9qlWrMHLkSNx2220AgLy8POzbtw8rV67sFqdNlR04EUTIoml5C+A6f6p1xGiL/EVDpC3K3nv3RFgj07Pqu317ecNHNEeAVOXp9V2f6uf8RUPKCWfCGAU2LPpWU1SqNKDSGCgXsu+QlJSEpqYm5u/NmzdDo9EEOUaHDx9GSkqKagIeOHAAeXl5ot9v27YtSIYpU6Zg+/btzJmokaA7ZmHqdSC1EtJ7vwOp1qHN6s+eok4//cj5i26e3u1fQTl/Uef8RdeuWDUiiNGQcqJW2SLV8nKjrG9Fnc1Q6b3Lhew7TJo0CR999BEoioLH48Gnn34Kk8mE6dOnM79xuVx47733MG7cONUEPHToECorK3HRRRdh2rRpWLJkCcrKypjv6+rqOBFAwH8Gqt1uR0tLS8T3Z7/YiIq+dkNDiwqnRKUGq+ZyG8MTBbM5tQxVtyTN9tNl8aiLKvRy/9LptDAaIl9SUq/OX3dF/lQoWxQNbSeabWo06Eclnmgbc+RC9vLojTfeiMsvvxxz5swBRVGoqanBTTfdhPj4eADAp59+ivfeew9HjhzBU089JYvz+PHjOPPMM0W//+mnn9DR0QGbzYYHEIln1gAASU5JREFUHngAOp0O7777LhYtWoTPPvsMw4cPh8PhgNFo5FxH/x3pMq3dbgflC7wEvU6j/FxVn1sVHg3lCfBooQqPTiNfHrvdzvm/hvIy32k1EcgDH4uHUsyjU4tHE+DRwKdYPxweyqtcHi0rahwBD2vsBqUWj08+D18/XB6PcnlYOTuU162Yx2gI8Hgj4DEZAnbD65HPw9ePiaUgr9ulWB6zUQuX29slj3IevU4Dj9ffFj1uJ2y28FczfF4f52+3ywEb5Rb5NRds/VC84cvpsIcti1+gwL0NEdl4tm1Wh0cXBg+/7YBt4yMYK7QsnkhsqhbssSICHo5tls/D149Wq8zG88G28ZDJQ1GU4uVz2U7biBEj8NFHH+GNN95AU1MTli1bhiuvvJL5/vnnn4der8dLL72EgoICWZwZGRn43//+J/p9eno6tm7dCovFAoPBf3ROcXEx9u3bh3feeQcPPfQQTCZTkHNG/83eNKEEVVVVTF4KAHi8PpSXlyvi6rQHGizl8yrmae4IdCCv162Yp7YloDO32xk2T1VVFQCgvsHJfOZy2hXLc7LewfzbYbcq5mlqDHQYa2eHYp6WJivz746ONsX6aWvtYD5ra2tRLE9Hezvz79bmJpSXyxvk+LB2tDH/bm46ifJyh8SvxWG3BuQ52VCP8vLOsK6n9eN0BK6rr6tFeXmbyBXScDsD77229gTKtc2KeLzugD5qjh+D0d2giIfyBvrX8WPV8Flrw7qe1g97clVdfQTWFoPIFdJgDyxHKg+jKUZZxIS90HD48CGYDZFHFg4dOgBtmANYVVUVvD6uw6i0bzlcAd14vcptc7stYON9Po9yW9gW6Ntej0ux7alrYtl4l0OxPA0s2+x02BTzNDYEnGqbrVP5GMix8e2K9dPaHLA9HW3h23ga7Wwb39osm4cfbJIL2U4bAAwfPhyPP/644HeffPIJBgwYAK1Wfic2GAyS+WoAkJCQwPlbq9UiLy8P9fX1AICsrCw0NHANa0NDA2JiYpgooFLk5OTAbDYDH9UAAExGvWyHlA+Hywt87jfccTEmxTytnU7gyzoAwIDkeMU8yU024Gu/3jLSEmTz2O12VFVVIScnBxaLBZakDmDtSQBA1oBkxfJoYlqAnxoBAAMzU5XrWdcI/OwfsAdnp6GgYKQinlZvPbDFv7w+dGAGCgqk2ykNvn5qbSeA7X5HZNiQLBQU5CiSp7KlGtjld5TycrJRUDBYEc/umgpgn9/IjBg2GAUFWYp4NlfuB+B3bEcOH4KCgnRZ1/H1s3bPbgB+I1yQn4OCvFRF8hh//Q2Af1AoHJmHEYOVncxCrWsH4J+IFI8ejkHpcYp4bF81Mv8eU5iPtCR5E0i+fpq7bA8AlBaPQnyMMkPf8v7xgDzFBUEFXOXC5QnwlBQWKM7/AgI8haNHy76Krx/gBPOdUpvh9fqAT/x6tpgNinlsDjfwhd/GJ8bHKOZJb3MAX/nHt/RU+Taer5uEk1ZgDW3jkxTLY4hvA773t+es9BTlejY1A+v9efGDIrDxVjQAG/02fkh2OgoKRsi6jq+fJlct8GsrAGDo4AwUFOQqkud4xzFgB9vGDw15TUVFhaJ7AREcY8VHRkaGWlQM1q9fj1tvvRWrV6/G4MH+Qcrj8WD//v2YO3cuAGDChAn49ddfOddt3rwZ48aNC8uBFILFYmEKCQPAgul5nL/D4wrMCs+PgEdnMDH/nn+6cp5UX8BoL5w1ImweWjepyYHPLjwjfB4aKUmBiMIFM5XzJCXEMv9eEAFPQlxgkJ0/fThiYsKL2tL6iYsxM5+dc1oeYmJMEleJI8YcuO6sKbmIMSuLuFgsAZ5ZE3M4y29h8bDkmVY6JOw8KVo/MSx5JhQOUlwmIZblzJTkZypeemA7Rfk58hxRISTGmdDU5kCsWY8h2eE7orR+UhLMqG+2ITM1BhlpSYrlibUYYLW7MWJwElKSIpvMAsCEggzExytzaNmYPWGwoj7Kt80XzlRuC9mIxDabzAEbP//0XOXyaAN9+/zpwxXb5rTkQJ9UYuNppCUHIpELI7LxgchfJDY+kWXjz5+hXD/xLBt/3unDEcOy1eEglnXd2aflIUbGxEqpfQJUdNq6A+PGjUNycjLuvvtu3HfffTAYDHjttdfQ2tqK6667DgCwePFiLFy4ECtWrMDChQuxbt06fPPNN1i5cqVqcvzhkjE4Vt+By+bkK+bQaDRYdkERGtscOOe0YYp5TAYdrjm3AHanB6eXZivmSYwz4cq5I6HValCar3xwSk+24OIzhiMh1oRRQ5XvGh6aGY/zp+diYFoshmUrP792VE4K5k0ZipFDkpGdpnxQKc1Px5kTB2NsfrrsKIkQphRnYda4QTitJBuJccocNgCYOX4w9h1pxpkThyh22ABg3uQcVNd24JzTlDtsAHD+6bk42WLDhTPzIqpNdPHs4bA53Lj0zHzFDhsAXDV3FLQaDa6aNyoig3jdeYX47KcKLD5HWRSAxu8XluC/v1TiuvMKI+L542WlWPvrUVx/fmQ8d1w9Hht2noiY595rJ2JbeT1+t6AoYnl2H27E0gh5br28FBXH23DNuRG+r4tKUNPYiYtmDVfModNq8LsFhWjtcOKsSaGjLWKIMRuw6JxRcHt8mFKUGfoCESQnmHHZnHyYDDoUD09TzJOVFosLZ+YhNdGCEYOTQ18ggtzsRJw3bRiGZsZjSGZC6AtEUJSbirmTh2L0sBRkpsaGvkAE40dlYPaEwZg4OgMpCcocNgCYNmYgdh5sxIyxAxVHwsOBhlKjLkY34ujRo1ixYgW2bNkCp9OJ8ePH4+6770Z+fsCBWr9+PZ5++mlUVVVh0KBB+OMf/4hzzz1X8T13794Nl8uFgoICVWZv/Qk2mz+ngehGGEQ/0iD6kQbRjzSIfsRBdCONaNLP7t27Afhz9MNF1DttvYHffvsNFEXBYDBENGvvj6AoCm63m+hGBEQ/0iD6kQbRjzSIfsRBdCONaNKPy+WCRqNRVB4tqpdHewv0C+3tFxuN0Gg0ine9nAog+pEG0Y80iH6kQfQjDqIbaUSTfjQajWL/gkTaCAgICAgICAj6ALq/fC8BAQEBAQEBAUHEIE4bAQEBAQEBAUEfAHHaCAgICAgICAj6AIjTRkBAQEBAQEDQB0CcNgICAgICAgKCPgDitBEQEBAQEBAQ9AEQp42AgICAgICAoA+AOG0EBAQEBAQEBH0AxGkjICAgICAgIOgDIE4bAQEBAQEBAUEfAHHaCAgICAgICAj6AIjTRkBAQEBAQEDQB0CcNgICAgICAgKCPgDitBEQEBAQEBAQ9AEQp42AgICAgICAoA+AOG0EBAQEBAQEBH0AxGkjICAgICAgIOgDIE4bAQEBAQEBAUEfQNQ5ba+++ioWL17M+ay8vByLFi1CaWkpZs+ejbfffpvzvc/nwz/+8Q9Mnz4dpaWlWLZsGY4dO9aTYhMQEBAQEBAQdCuiyml777338Pzzz3M+a2lpwZIlSzBkyBB8+umnuOmmm7BixQp8+umnzG9efvllvP/++3jkkUfwwQcfwOfzYenSpXC5XD38BAQEBAQEBAQE3QN9bwsAAPX19fjrX/+KLVu2ICcnh/PdRx99BIPBgIcffhh6vR55eXmorq7Ga6+9hosvvhgulwtvvPEG7rjjDsyaNQsA8Nxzz2H69On49ttvMX/+/J5/IAICAgICAgIClREVkba9e/fCYDBg9erVGDNmDOe7bdu2YdKkSdDrA/7llClTUFVVhcbGRuzfvx9WqxVTp05lvk9ISMDo0aOxdevWHnsGAgICAgICAoLuRFRE2mbPno3Zs2cLfldXV4f8/HzOZ+np6QCA2tpa1NXVAQCysrKCfkN/R0BAQEBAQEDQ1xEVTpsUHA4HjEYj5zOTyQQAcDqdsNvtACD4m7a2NkX33LFjByiKgsFgUHQ9AQEBAQEBAYEQ3G43NBoNxo4dG/a1Ue+0mc3moA0FTqcTABATEwOz2QwAcLlczL/p31gsFkX3pCgKFEWRjQwEBCrC5fHB6vCJfh9r1sKoj4qMDQICAoKoRNQ7bZmZmWhoaOB8Rv+dkZEBj8fDfDZkyBDOb0aOHKnongaDAS6XCzk5OYodv/4Ku92OqqoqohsREP0Iw+ejcNMzG9Dc7hT9TWqiCS/ePh1araYHJYsukPYjDaIfcRDdSCOa9FNRUQGNRpmdi3qnbeLEifjggw/g9Xqh0+kAAJs3b8awYcOQmpqK+Ph4xMXFYcuWLYzT1t7ejn379mHRokUR3dtisSAmJibiZ+iPILqRBtEPF7srGiUdNgBoanPiSJ0dxcPTekiq6AVpP9Ig+hEH0Y00okE/Sh02IEp2j0rh4osvRmdnJ+6//35UVFTgs88+w1tvvYUbbrgBgD+XbdGiRVixYgW+//577N+/H7fddhsyMzMxd+7cXpaegIAAAJrbHar+joCAgOBURNRH2lJTU7Fy5Uo89thjWLhwIQYMGIC77roLCxcuZH5zyy23wOPx4IEHHoDD4cDEiRPx+uuvk40EBARRgpQEc+gfhfE7AgICglMRUee0/e1vfwv6rKSkBB9++KHoNTqdDnfeeSfuvPPO7hSNgIBAIUbnpiI10YymNvFIWlqSBaNzU3tQKgICAoK+hahfHiUgIOj70Gk1WH5hseRvll1QBN0pvAmBgICAIBSI00ZAQNAjOK0kG7dfUYKEGB3n87QkC+69diJOK8nuJckICAgI+gaibnmUgICg/2JyYQbi0ATEZMLm9Oewjc5NJRE2AgICAhkgThsBAUGPQqvVoGBYSq9vuycgICDoayBOGwEBAQFBj8Hro7CvsgnN7Q4SaSUgCBPEaSMgICAg6BFsLKvBa1/s5uwiTk00Y/mFxSSnkYBABshGBAICgm6H10dhd0UjfimrxZF6B3w+qrdFIuhhbCyrwROrtgaVfWlqc+CJVVuxsaymlySLHtD9ZN1vx7G7ohFe0k8IeCCRNgICgm6FUHTly60bcMPCEhJdOUXg9VF47Yvdkr/513/2YHJR1im7VEqikARyQCJtBAQE3Qax6Epzu5NEV04h7KtskiysDACNrXbsq2zqIYmiCyQKSSAXxGkjICDoFsiNrpAloP4PcvasOEg/IQgHxGkjICDoFpDoCgENcvasOEg/6RuIlnxDktNGQEDQLSDRFQIa5OxZcZB+Ev2IpnxDEmkjICDoFpDoCgENcvasOEg/iW5EW74hcdoICAi6BXR0RQqnanTlVMRpJdm499qJQW3iVD97lvST6EU05huS5VECAoJuAR1deWLVVtHf9JfoCqnyLw+nlWRjclEW0RULp1I/6WsIJ9+weHhaj8hEnDYCAoJuAx1dCc4HMWH5hf2jTls05bv0Bei0mh4b4PoKxPpJWpIFyy4oIu2olyA3j3DzntrodNq2bhWfCQhh4sSJYf2+P4HMvAkI/GBHV+oa29DWXIezZ5QiLi62t0WLGHS+Cx90vsupvOxHEB5IFDL6IDePcPWGShTmpvZIXw/LaVu8eDE0GuEGRFH+NV329+Xl5RGI1ndxqsy8iWNKIBd0dCUvOwbl5a3Q9oN2Qqr8901Es90iUUh1wX7XMSYAYeaeydn1TKOn+npYTtvbb7/N/LumpgZ/+ctfcPHFF+Occ87BgAED0Nraih9++AEffPABHn74YdWF7Qs4VWbeW/bWY9XXB/u9Y9obiOZBhSCAaMx3IZCGGhPq7uyfpO+rpwOhd50Qo8NSpOKMicNkccjJN6TRU309LKdt0qRJzL8XL16M6667Dn/+8585vxk3bhzMZjPefPNNnHvuuepI2Udwqsy89x2z46MNZUGf9zfHlI2eMqanSpS2P6C362uRAT48qDGh7s7+Sfq+ejoQe9ftNi+e/aAMJpNJNt9pJdlYMD0XqzdUhvxtT9TSU7wRoaysDDfeeKPgd2PHjsW//vUvxUL1VZwKM2+fj8I321slf9MfHFM2esqYhjOokAG799Gb9bXIAB8e1JhQd2f/PFVWaKSglg66I3gypShLltPWE7X0FDttmZmZ2LBhA0477bSg77755hsMGTIkIsH6Inp75h0J5BqZ8uoWtNu8klx93TFlo6eMaTiGZsue2qABO85iwIIZubhszkjOeyPOXfdBaZX/SN+Jmm1SzfahdlsT4lOKSCfUkfZPKYc6HG76Wfpbf1bT0eqO4Ek0neih2GlbsmQJ/u///g8NDQ0444wzkJycjMbGRnzzzTf46aef8Oyzz6opZ59AtFa2DmVMw5m1t3Y4Zd0zGh3TcNGTy927DzfKMjQfrT2I99fsD/qu0+7G+2sO4MsNlbj50lKcVpJNojHdDCX1tSJ9J2q2STXbh9ptTYzv2nPykaCgJLxce9TYasfuisYgWynXERDrn1IOdTjc32w6gub2gA1OSTDhhoV9v3SOXPsnx9HqjuBJNNXSU+y0XXHFFfB4PHjllVfw1VdfMZ9nZWVhxYoVOOecc1QRsC+hrdMJrUZ6g0p3eONSTlkoYxrurD0p3iRLpv5w5EpPLXdvLKvBCx/tlPXb1RsOS37fYXPjiVVbcdGsPHz2U/Bv++Jyi1jEJZyIA83R2GpHu9WFhDgj0hItEUcqwqmvJaevlQ5PkrxfOG1ydG6qpF1QK1qndjRaiu/ZD8pw2fRUFBTIpgMg3x6tXL0H7VYX8zdtK90en6zrQ/VPIYdarvMg5Aw2tztlt51oRTj275euI6Ok+m13BU/E+np8jAHnT89lIqHdjYiK6y5atAiLFi3C4cOH0d7ejuTkZOTk5KgkWt/CxrIaPPnOtpC/U9sbl3LKAEga07sXT8DK1Xsk+flGpmBoMhJidJJLpEod02hbyuuJ5W6xAUoMnTa3rN99sS78wSMaIdS+42IM0MDvoNLgR3XYbamm0Yo1m6sEnR01Io9y6mvJjZC9cNs0yd+EU+zzmfe3C9qFyUVZqkXr1I5Gy+H7ZnsrFs7pntINbIcNCNjKq+aNlHWfUP2zsdWOf6/ZjzEjBjBtRI0J7osf78Jrd8+ImKenEa79++qXI/jqlyOcfssfN0bmpIS1lBnOuEP39Y/WHsTqDYfRaXOjw+Zf5VizubpHVjFUOREhLy9PDZo+CzmGRqsB7lw8oUcT1+NjDJLXv/JZWZCR4oMfSdJqNTh7fBI+2tAkeo0Sx1Tu8kpPOnY1jZ2yfqfU6MppN2zExxg4jooUQpUjCjdC2BsOtVj7FhoY2VEdAEFtSQxqRR5D1deSGyErr26RPBA6nGKffLAdELUiyGpHo+Xwtdu8KK9uwcRC+cWZwyndIIQ1m6tDOgJy++eHaw/iw7UHOU603FpgYuiwubD3SDMzoEfbBFgI4do/Nui2fNGsPKzbcSJo3Jg5dqDgSgMNeoxSsqy/ZU9t2EvgaiIsp62goAAffvghSkpKMGrUKNFCu4C/yO6+ffsiFrAvQI6h8VFAYqy8pUU5kNPgQxmQUA4bDf7sfvRgC26/okSwTtu8KUPh9viwu6JRtqGQu7zSkzlaXh+FbzZVhfxdWpLyBGk57YaN86fn4v01BxTdSwg7D52U9Y7U0rvXR2HvkWbsrbLBZ27GuAKL6L2VGvQXP96FDpu8ds0GPxqk9qAnN0LW2uFEisRcK5xin2L4UsYuOECezGpHo+X+bs/hJowrGCgrEsh+j3dfMwEr/7OHW7sr1hjSFja1OXDVvFGCgzWNSYWZ+H7rMVny05y0fYvEoaSx70gzSgZGVkOzJ529cO2fEMRSQD776bCgQ5cQo8PSBYWyUoOumjdScGPXix/vlJSpu1cxwnLabrrpJmRkZDD/lnLaTiX0xq5RNRq8XAjN7icXZmDG+JygJSi2UyHHUMhdXvFRFJ58O3j5WWx2o8T4sK9p7XByEn7FMHdyDofX56NwpN6BZnctMtMSJfOv5LaH+BgDbr60FJOLsrBmc7Vq7/2jtQfx/dajku9IrXwlvuP36cZmpCbuFb230vatxGED/NGgPRWN0Go12LynFj/9dpwzkCfEGjBr3GBMKcrCyJwUHKhqDqttyY2QJcWbAInHjjRiBISezNEQk5nfTyLhUvq7z9ZV4dtfTwjumKYhNtlYuqAIiXEm5v01ttnx7Pu/hbxndlqsYE4Tje+3HguZ0yyEf/1nD1bef5ZobmT+kCRsLKuVwaSJqIamkslZJE5ed29WW7+zBq/ddxbTV2NMAGx1KCzMkDXuCC15frT2QMj+093VE8Jy2m6++Wbm33/84x9VF6avojd2jfbU7szURPFIEr0ktLGsRnG4WO7yyiufBhsiNtizGynjI5Z7JHSNHGSnBZZoNpbV4NXPy7qcvUYA0vlXctvDnVdPgF6vxc87T2DelBzJ2T4NuYOH1DtyeXx46ZNdktfLmVUqcfx6Y/fx397ZKpqT1G51Y/WGSqzeUBmk24RYA268aAxOLx0oyi03QtZhdSNRJy3naSXZohtN5CIuxiCZf6UBsPvwSVn9JFRbi48xYmROiuCuTBrsjSJyIl9AYMf06vWHsWBGHrLT4hjuLXtqRdvck+9sw73XTsTMcYPg9VH4r8zIY0qCGcXD05icJqF+GK7DBgQGebHcyA+/3Y+NCO20+Xw+/PfXFsnfiJUOabM6w5oUA5FH4Lt7s1pjqx1f/VyJlAQzUhLMGJZpwYED9QDkTwrZzz+5KAur16sXpVaKiHLajh07BpfLhby8PHR0dOD555/HiRMncPbZZ+PCCy9UScToR2/UcOmp3Zkutxdb9tRKzrQiSUSW27jl5t512Fwh8/z4DlSo/Acp0O9BSf7V3YsnyMiTMeLvH+0ISsT3eHxwuMQ3g1w4M7xBnf+ONpbV4KVPdqLdGtmsUqnj1xu7j+Vu8uAPzO1WN558ZxsOHWvBkvOLBK/RaTW4/vxCPP3udknut785gJvOCehSbOfsuh0nZMkqhgXT8ySdfwrAv789yPwt1U9COSodNheue+gb0Y0jSidMNDrtHk6EPyXBFHK3Jx295y+VioFvv9dsrlIkqxhoO8jPjfT6KKzZUi2L44sNoX/X2GrH0+9sxe7DTRybGio4JmQfIo3Aq7HUHwpvfLmX+XdKgglzxsShoCB8p+pf/9mDGIsBnfbIotRqQLHTtm7dOtx0001YvHgx7r77bjz44IP49ttvkZ+fj3vvvRdutxuXXnqpmrJGLXqjhktPNHggUELi/NOHISMlFmYj0NHiwMiRfkstN1L22udlGJWTgrREC2d5Se7yihw0NNvwzjflIZ+HDTr/QQnofDal+Vevf7kX00sHSu70FFruo52L6aXZ2HHgJMeQpCWZsewC/2A4cmgKXvh4pyxnhO18hbujS8wARuL49VT7VhOf/XQYI4YkY2pxdpCjtWVPLV79XDpaDABNbU5Un3SiEMKRjJQEE8aOTI9ILwmxRmSmxuCKuSPx0XcHZEdkI4nsCfW7J1ZtxYUz80LudA4XctIaGlvtgpElMdD2m47Mqd0uxQZ5fztSz0YCwC8CS63hbFySY+9e+2I34+SJLaHKGTfD2XwVCs3tTny0wYlBA+uRlhwf1rWNrXb88OtRWb+NjzF0a5FdxU7bK6+8gtNPPx033XQT2tvb8d1332H58uW49dZb8dxzz+Htt98+ZZw2wL9kcfc1E/DKp2W8XBgjZo0bhPgYI7w+StVq45FEiMLFlz8f4f69dQNuWFgCp1v6dAQa/9tYhf9trAIgf+mOhgb+mX8ovPLZLjjd8uopqQE6n23noZOKjHhjq11ywLKYdLA7xfW782AjjAYtYA985uMpVm70CPA7X0ocUKEBJ1LHT2nulkYDUAqWqNTCCx/tDIrehFqK5KPT7sOWvfV49oNgJ6+53RlWsrsQ2q0uWTlcPYFQDluoPtATsJj0mDA6M+KIoBgSYo1obLMLbt6KpiLlqzccxq5DJxFrMYTUQVObAx+tPYihmfHBh7az8kMnF2VJ1jkEhMtWRYJVXx/Aa/fNDXtS+ONvx2X9bsLoTKWiyYKGopSZuNLSUrzyyiuYOnUq/vvf/+LOO+/E559/jlGjRuHXX3/F0qVLUVYWemYZjdi9ezdcLhcKCgoQExMj6xqhDs0fQNSsNh4fo4fbQ0kukSlJig0XPWVUe3swFsIdV4+HQa/FCx/tlB027ynQNfjCMUqP3+ivEXbfK7/IviYtyYKV958VlJ/0u0e/DfveQkusG8tqZEcL+wsWz07F55vao65NncqwmPSwOz3dfh/+GLG7ojGs/tjXQDtwk0ZngtIAbR1OWQXi05IsmFGarTho8egNp8HqcKvuENIINdbv3u2fGBcXF4fNreBAED9MJhM8Hn8j/vnnn5GamopRo0YBABobG5GQkKCUOurh9VHYXdGIdb8dx+6KRvy86wSeWLU1aJDiOxn0ksDGrqrOQlxenpdFRyz43B02j6TDBnS/wwagx2bB0eawAUBNoxVPrNoalYPrK5+VheU00SH9cGf2Qsv+4e78jDHr0dB1fBC//QPhRQtp8APaqYlmXDE3H3EW6dqFvY3URBOONriisk31FuJC1JvsCfSEwwYEjxF0mkB/Bb3B54FXN+Lpd7YyOX1sm3JaSTZef2AuHr9xGu64ejwev3EaVt5/FkYOTVF837+943fW7r12IlIS1CvFRUNorFcLipdHx40bhzfeeAPt7e1Ys2YNFi5cCADYs2cPXnzxRYwbN041IaMJYrunwoGcg4UnF2VhT0UjXghREyYUxo1Mx28HGiLiIAhGaqJZ9WRkNSG3Bh+N86fnhVWdPTHOiD9cPEZwJhmu42dzePD8v/3LdfxK50qLb/ooYOmCIiTFm5iZ+77KJnzASq6PRiyel49Xv5A+peRUQ6hNE/0R7MR/NWq49QVIbegR2qCh1DYA/okgvWFi2YXF+MeHO7vFMX/x412q12xTHGm77777UFdXhz//+c8YOHAgbrzxRgDADTfcAJfLhTvuuEM1IaMFYlGvcCNaja12vPDhDkEuprDfA//DA69ujHhZaNzI9IiuJxDG6JyUPpUkL4X4GCMum5MPQN7MPj5Gj9uvGs8UUWZHx7w+KqLNJXT7/3nniYhrEbbbXDi9dCAzc4+m/CAhnFachaP1HbC7ojCs3EuIjzGgYFgK7lw8ARaTKgf4wGTQIiHWqApXd4FO/AcCZ17254gbG5/9dBg/7/LvjhZaiVJzM8iLH+/Ck29v67ZIaofNhY/WqjtRVJzTBgAURaGpqQlpaQEPeOfOnRg9ejSMxujuFFIQymlTkqfT20hLsuDlu8/EdQ99A5ujZ8L7/R2piWaMyknGL7vkFLvsXcjNA+Rvzw93EwH7rFu1ErU1AKYUZ2LT7rqIeNiRu3Dzg6IxjzKaERdjgFaj4UR542OMigsen+q4/cpxSEuycM7U/PqXIyHPi+4PSIwz4vcXlQhu6uHXvYx2xMcY8M5D53CibZHktEXktAFAW1sbtm3bhoaGBsybNw+tra0YNmxYnz4tQchp64sJoZNGZ+DwibY+5WhGKxZMz0VcjBH/WV8Bq73/OMDTx/gLevKTf9/8ck+P7UzuCdx77UT4fBSefEe6zENCrBFLLyhCe6erTw6OcndadweMBi1crN3bCbEGzJ4wBN/9Wt2v+kxPgV9kmD7NIdwNRgTqI9xNfvyNVpE4bRHFm1955RW8+uqrcDgc0Gg0KCkpwfPPP4+Wlha88cYbPboZwefz4cUXX8THH3+Mjo4OTJw4EQ8++CAGDx6sCn+0L60I4dd99b0tQtRCr9PA45Xf637cfrxfRgw27KrBhl3+ZNk4iwELZuTiwlkj8J3MmkR9BS98tANabehskBsWFmPG2EFYJ3N7f7ShNwODLl65nXarW/UabN0Js1ELjUar6lLZZXPyMSw7Aa98uitkvUI++Hmp9GkO3VHbjiA83LloAuJjjHjkzS1whtgQCKjrPyjOaXv33XfxwgsvYMmSJfjoo49AB+wWLVqEY8eO4e9//7tqQsrByy+/jPfffx+PPPIIPvjgA/h8PixduhQulzoDbW9UaI9mxMWok18C+KMD0Y7+6LDxQR8LdNm9/+1Tyw9y0Gn3yNqc8eLHO/Hvb/cjMV79HWUE0Q2Hy6d6blPpiAE4fcxALL0g/IiKGFavJw5bb+LCmXk4vXQgxuQPwMVnDJd1jZr+g2Kn7Z133mGK6RYWFjKfz5w5E3/605/www8/qCKgHLhcLrzxxhu45ZZbMGvWLIwaNQrPPfcc6urq8O2336pyj/649dpkUPb6TQYNrj93FOJV2orfG9GBcKJsBKcO7E4v3l9zAI++vhl9OMMDgH+5kqD3oNUAbVb/ppy0RItqvD1RyolAHN9uqWY2X102Z2TIcVDtIywV9+qamhpMmjRJ8Lvc3Fw0NjYqFipc7N+/H1arFVOnTmU+S0hIwOjRo7F1qzpbpemt1/0JSk8PcLop/OOTPf0uGhPtsJh0GDE4qbfFOCXgdPv6/CYE/nIlQc/CRwFPvr0NG8tq+uWk/1SFzeFhdoTqtBrcfGmp5O/VPsJSsdOWlZWFHTt2CH63Z88eZGVlKRYqXNTV1TEysZGens58pwR2ux1Wq5X5z+lU9ww4AoJwYHd6cehYa2+LETWIt6i3RE/QP2HU93608aWPd2Lt5sOYNbbnxkSC7sXq9YfR0dEJq9WKMXmJuP2KkqAivakJJtx+RQnG5CVy/Air1YpI9n8qtnqXXHIJXnjhBZjNZsyaNQsAYLPZsGbNGrz66qtYsmSJYqHChd3uP3yRX2bEZDKhra1NMe/VV1+Nqqqqrr80yJl9D/TmxF7bGUtRlCr3pigKoChoZCRmExCoCYqiEGPSRlyLrOnQWtR2nkTW2CtVkqx/Qg2boZbdURP0oCclF0VRsNtt0OpNIX/bnWi3ufHip3t75d6nEiiKgtdlg0arhc6g3nK0EDrtbsyYdxnszZWsTzWwpAyDzhwPr6MDh5qPYPO/he3cc889h0GDBim6t2KnbdmyZTh+/DhWrFiBFStWAACuueYaUBSFBQsW4IYbblBKHTbMZn/Y2eVyMf8GAKfTCYtF+ct77LHHmH8fqXdg1fc9t+QrBLWMjkajQZ9P2CHok9BoNMhI0qOqIbKl9YsvWoih6aZe75PRDjVsRrQ5bIA8mTQaDXQGsiR5qkCj0UBviu2x+93653tRnCPvbHI1odhp02g0ePjhh3H99ddj8+bNaG1tRXx8PCZOnIjhw4fj3//+N66++mo1ZRUFvSza0NCAIUOGMJ83NDRg5MiREfGaTP5ZWp31JAAyQBAQRIoTTW5YTFrYncpzrn7a3YE/LMxGrLkFVkfPnH9LEB0It0YWAUF3QG9OwJAhA6FVkK92/LjykkJhO23r16/H559/Do1GgwsuuAAzZ85ETk4O8/22bdtw0UUX4cCBAz3mtI0aNQpxcXHYsmUL47S1t7dj3759WLRokWLepKQkprjukGwKwAE1xCUgOKXh9gJub+RJ8u+sOUIcNgQXte3vIA4bQTTgwx+q8L/NJ3DzpaWCZzBLoaZG+UHyYTltq1evxl133QWDwQCj0Yivv/4a//jHP3DWWWehtbUVjz76KL766ivodLoezWkzGo1YtGgRVqxYgZSUFAwcOBBPP/00MjMzMXfuXFXuQe/+IZWo+z/iYwxkZ2wfwKlQO08OTiWHjYAgmtDBOnj+tJJseH0U9lU2MUePsU+ZUQthOW2rVq3CmDFj8Prrr8NoNOLee+/FSy+9hBEjRmDJkiWora3F9OnTcd9992HYsGGqChoKt9xyCzweDx544AE4HA5MnDgRr7/+OgwGdWqJ0SU/wjmTkSAAs1ELhyv6B5c4iwHnThuGD79T95BfAgICAjVg0Gvh9kS/LT2V8PcPf8OazVU4UN0CK+ucb/bZx2ohrLNHx48fj0ceeQTnnnsuAODIkSM499xzMWzYMLS1teHBBx/EvHnzVBOutyB09iiNjWU1QYdi9+Z5f30BFpMOOq0GnWGeP2g26uCQcUQIAQEBwamCqcVZ2H24EZ1kNaDPgI7E0eixs0dtNhunFtrAgQNBURT0ej1Wr16N1FT1qv5GK04r8R+wzQ6BjsxJwac/HMLqDYdJRxKA3anM8XK4vJheOhA/7zzRL53iGLMeNgc5SJuAgEA+Nu2u7W0RCMLEv/6zB5OLslRZKg2rUBdFUdDpdMzf9L9vu+22U8Jho6HTalA8PA0zxw1C8fA0GPVaXDl3JN596Bw8fuM03H7lOCTEGkMT8ZCaaMbdiyfg8jn53SB130RyvKlfOmwJsUa889A5uHvxBKic8hAEi0mPO68ejzhSjJaAQFWYjbrQP+plnDlhcG+LcMqjsdWOfZVNqnCpYsXT09PVoOnzoJ05ADAZdbLy3xJijZg1bhAmjc4EpQHaOpyIjwnf4euv+Ok35VujoxnzTx8GnVaD00sHAhr/cTfdBbvTgzf+uxdzJw/FZz+Rw6Z7C3EWAzrtJBLfXxBj0sFiNkR1Ckdqohk7D53sbTEIADS3q7OJURWnLRqLL3Y3+LtERuak4EBVM/P35KIs3HvtxKD8t9REM+ZNGYrstDhmd8mWPbV47oPfOL8jtYj8Dm27te/tEJxVHI+yahea28WPPXt/zQGs2VyN5RcW4/QxA6G9VoNXPy+TvCYSNLU58NlPh3HRrDx8++tRsozfC5hclInvtx6T/ftYsx4er0/xGcFiiI8xwu3xRrWz0Rdgc3phU5j60VOYN2Uo3l+jXqkqNfKMpxZlYnBmAk40dOCXMvGl3hiTHjZn76SPxJj1mDVuEJwuL7bsq1PFXqYkqFPoOayNCKNGjcLo0aMRFxcHwL9cunXrVhQWFiI2lluJWKPRYNWqVaoI2dOQ2ogACG9G4DtZ9K4Rfv4bfwvwxrIasiNVBAum52L1hsqQv7tsTj6GZSdg5X/2cN5JfIyxx8tCpCaacNM5aSgoKMCROjsaW+3Ydegkvt8mPlizt4u/8NGOsAb2cJGWZMGr985BeWUTyg43gqIo/PfnI7D3knE81SB3MmbQa3D12QV467/7VL1/QqwRbz44D/uONOEv/9wYMd+EUQNQmp+BNqsTH39/SAUJCdRAWpIFyy4ogtvjw4r3tqvGGx9jwFmThmDdjhOKy189fuM0ZkVKaCylZQcQFWNjSoIJhbmp2LqvXrHDmpZkwcr7z2LG/h7biDBx4kQA4Bx2KvSZ0N/9BWJOFt8QN7U5OPVbhOD1UXjti92S9+MbeXaD5jf2SEFzm016/PW1TWFfr9bMyGzS4bYrxiE+xijLaSsdMQDFw9MwtTg7yEHesqdWdT1J4dpzRgJoQnl1C2xO/+wq1PLEix/vRIzFgOK8NIzNT+9Wp62x1Y4DVc0Ykz8AY/IHYHdFIxlsw8QVc0fiuy3Vkm3KYtILOsJyo+duD6W6wwYA7VYXDlQ1ozgvDQmxBrRblUcQZo8fhNuuGg8AWNdP0xj6GixGDe64aizGFw6CTqvB7gp1T/HpsLnx2U+HcffiCUiMM6G53YGkOFPQSpEY0pIsGJ0byH+nN/btqWhE2eFGaAAUDU9DcV4adFqN4GpVT6/ANLc7sWFnDa6Ymw+Pl0Jjsw2b9tSGFQGfUZqtWr22sJy2d955R5Wb9lXIcbL4kNo1sq+yKWRD91HA0gVFSIo3BUXq2FG8mkYr3l+zPyzZAOCqeSM5S7U6rQZeH6WokLBaoWxH15KDnILGbCPAzimkwd/tq1RPNC6alYeRQ1NEZ4dOpxPPr65Du+2EbM4Omxt/+edGZuk8HFhMurB357JzK9TKs4gmdGeENTXRjCvOGolhWQmSUQC9LnpTRprbHdBpNbjxojF48h3luZSl+YFcZrWWfvoSUhP9zyxlnxJiDVh6QTHqmmwR2R25OH9yCoryAmNEdxWFf/3LvZzIkdwapssuKAoaC/kT6w/XHuTUNxOq1nDdQ9/0eAH0D75VXrtz/c4aXHNeoSqOG9lOFgbkOFl80LtG+M4EIH/ATIo3Yea4QUGf852UoZnxQc5EfIwBpfkDsO9Is6CTIRQFjKSQcHyMEUaDNmiZEqDC6mS0sxtKDiEjwIccPYWCxaTHLZeV+jcOAILL3lv21OLZD8pkc/LR1ObA+2sOhHUiw1mThsqKRrLBHmDlDrZXzRuFNZurODoTiyaFA7WOYLKYdDhr0lBMKcrq1gjr8guLodNqcFpJtmAUIC3JgrmTh6iaR6Q26Hd+eulAHDrWonhzSlqShfl3T5wYs2B6Ln7edaLb8j7DxfIL/UtbUvbppksCRxwNzYzHCx/v7JZ80rQkC645ewQStM2cz7urKDx/XBPrD2z5hMYbsZUr/koV235vLKvpcyfWSPkB4YI4bWFAaVRC7Dq5A6bc3wnNStjRs3CO1wjVCcXQYXPh0RtOg1ar4dwL8Du9m3bX4Mufj4TkoRu51OAo5nSGAltPm/fUSjo9U4syce7puUy4ngbfEVQShRVH6NkY/fxyl5DZ17GXJ+RGMy+bk4/L5uSHHbGMizFIDlJqHcFkd3qxekMlCrvaNf2O/7uhEitX7wmL66JZeUE5O0LtTay//bxTfpS1p8F//0vOL8KIIcl45dMyzpJTqNw7Pk84zoHSTVZTirJw5ZxcfLN+J+KTM/D214d6ZaMSvy3ItU+Ti7Lw2he70Qn1HI7zpw/D1KJsjM5NhdNhR3l5c9BvlNryUOCPa+z+0NhqR7vVhYQ4I9ISLYLjjRybyV+pUmJno2VDW1TtHj1VoHQJQOw6uQPmyJwU7K5olOVwCS0RSn0uBboTfrT2YFih/dZOp2BksHh4GoqHp0Gj0chyNOhGLuWMKgWtj+LhaSjMTY3YKVQShRVDh80lGNmiy8PQ0STaGQ8nN4kfmZQz2LKvKR6eBq+Pwu8e/VbW/f54aSkA9fMvxcA28jqtBvOn5+LzdRWy823od37NeYWy2ptQv4rmpUKhyPTpYwYG5YO2WZ2SZWiEeGjnIFQ06cKZeWFH92gn0emwY1iGGQUF2YiPjemWRHWh1QKhvkdDrn2SayPCSXnYtLsOv1tQHNIW8mVs7XCGPZnhQ6idhzPOyNEHP0IVrp2lN14dqGpGXWMbWppqkTNkKOxuDWoarUE2tjuhll0gTlsYGJ2bGnatJf6MlA05A+aM0mwsf/y7oLIhap9nJoU1m6vC+n1SnEny+ylFWbKcNnYjV+J0yoUaTqHauWHZabF4/YG5IWWSm5uk1QB3Lp4g2GbCjWbKNZxXzRvFXEvrt+ZkK974shw2Z/ecncg38nL62ILpuUGDcSTtLZylwnCWwunc1oQYI1a8vz2s6EFinBF/uHiMqM0Qel7ttZqwJzPsiR7/hBj2tSOHpuClT3YqnmzQ91ISQQq1rH/zpWPCtgdy2otcGzF/Wi4+/kHe5qBwlt3YMnp9lOzJjBCkxjW5kKuPSHJwl11QBKNei+LhacjLjkF5eSsK8lKZqhD06kFjqx0rV+/ptoicGvqiQZy2MKDTarBgRm5Y+Sqhcq6kBswZpdmCM1I5O1PVgpIIEhXC1wl3g0FPIFKnUO3oSkqCWbZMcnKT7lw0AaePGSj6fTiOq1zDmZ0WKANEP4vD6ZDtsCnJhRSSrzuW2KUQzlKh0aDDQ8sn4Ol3t0lGp9KSLJg/PZd5HzddMkZ2lCkh1og3/jIPRn1YB+AonszotBpcOXckZzmdf+1pJdmYMDoTSx5eIzlQSk022DLKXQZfuqAI86fnCuY88tuD2pNEuTZizIgB+GH7Mdl2V8mEMdJcNzm5xKGgJD1I7jWhJik0lBTEVwI19EWDOG1h4rI5I7F6/eGQh5+HMjZsiO2QWf74d5LXqXmemRiUGIS2DulE4XCX5MQQbp5ed0KOI5qaaMYtl4+VNUCH67CK5SaF45jIdRIjycVsDdE2aFw2Jx9XzRsFANhT0Yi/vbNVdgK30H27Y4ldCqeVZOOqeSNDTvCa2hww6LT446WlYfWHcKJMN10yJmyHDYi8f4VqT0a9NqTzGWqyQd8nKV46uk8jKd7EyXnsSfshd7JaNDwtLIdK6YSRWc7+aKfs1SM1JzpKJu9yrolkkhJu5DY10Yw/XTkObR1OweXW7pgYEqctTPijbXkhjbGPAhJj5RkSmpdt4HZXNIa93t8dUGIQ5FwTafRDqChjTy8b8zFvSo5k7t/yC4sxbmR62AO0XAjlJnXHQBRJpFTu4Fo6YgAj95j8ASF1Fuq+QPctsYs5N9lpcbKub253YOa4Qbj32olBp2JI9Qf+hpqffjuu2GHno6f6l1pRUCUTie5MuRBCOJPV00qycfdifwQ2nA0hPh+FvUeaYXM2y95wFmMxyCq0TEcp1bInSibvcq5ROkkBwi8RtfzCYpSOGMD8LRVdVgvEaVOAcIyxUihZ7+8OhLuVP5wokdLZrtxt4j0FoQGODf4A1J3LdT0xEEUSKS0YmoyEGB3abeKJ1kJtSG6Su5rLEHIg5dyE60icVpKNktxEfLN+JxJTMpGZlig7l6p4eBquX1CkyoDR0/1LjahXNKZcCCGcvi/nXGJ2e9+ytx4reTUi5TjaxXlpsnSnpsNGQ4kt7O50BzklosTu1RP2lzhtCqB2qY7euocchJv7EO6gGW4jV7JNvDsR6hiyq+aNxGVzRgomUff08oyaUGo4tVoNzh6fhI82NIlyi7UhuUnuPYVQzs3diyeE7UhotZqu3ZFZgkfoSUGNAaO3+leksquVctETEEuHOVDVjHW/HefYAvpc4lD9bGNZjWCNSDmOdm/rTokt7En7GW22mjhtCtATs7pomjnKWevvqUFTyTbx7oKcAe7bLUdx2ZyRgt/19PKM2lBqzEYPtuD2K0qw6uuDYc+U5SS59wTkvPvXv9yLpRcUhV06ozcRTf0rXPT0hpNIwO77G8tqJCsEhOpnajjava07JbawJ+1nNNlq4rQpQE/MTHp79sMHbTh+Kz+BvfuPoCA/ByazGW0dzh4dNKNl2Rjo2wOcWlBqzCYXZmDG+BzFjldvG1G57z4x1tRnHAkguvqXEkRbVCQU5C5FS7V3texQX9PdqQritClET8xMenv2w4dOq0HhsBRoHfWcWjc9iWhZNgb6/gDX2+htxysShPPuZ44b1GcGw2jqX0rRV9qVWkvRatqhvqK7UxnEaYsAPTEzIbMfLqJp2bg/DHAEyhDuu+8rg2E09a/+DrUiZMQOnVpQti+WgAFtjGeOG4Ti4Wnd4kz1xD36CuhlYyn01LIxPcBJgQxw/RP99d1HU//q71ArQtZf2yKBMIjTRtDnQC8b8w1VWpKlR8t9kAHu1EV/fvfR0r/6O9SKkPXntkgQDLI8StAnES3LxmJ5h6mJJiy/sIQMcP0Y0ZZzqiaipX/1Z6i5FH1aSTZuv6IEK1fv5dRA7A9tkYALDUVREvWWT0389ttvoCgKBoMBGg0xUmxQFAW32010IwCX2wevzwef14MYi4noRwD9tf243D74KApajQZGg/IFjP6qH7XQ3/TjdHnR2il+tFtSnAkmo04WF0VRcLlcgFYPikLEbbG/IZrajsvlgkajwbhx48K+lkTaBEC/0N5+sdEIjUYDo9HY22JEJfwGUgvSrcTRX9uPWoNjf9WPWuhv+jEZdUiKM6Hd5oKPdV6VVqtBQoxRtsMG+HVjMsk/OvFUQzS1HY1Go9i/IJE2AgICAgICAoI+ABI7JSAgICAgICDoAyBOGwEBAQEBAQFBHwBx2ggICAgICAgI+gCI00ZAQEBAQEBA0AdAnDYCAgICAgICgj4A4rQREBAQEBAQEPQBEKeNgICAgICAgKAPgDhtBAQEBAQEBAR9AMRpIyAgICAgICDoAyBOGwEBAQEBAQFBHwBx2ggICAgICAgI+gB63WlrbW3Fgw8+iBkzZmDcuHG48sorsW3bNub7TZs24aKLLsKYMWNw9tln46uvvhLlevDBB3HPPfcEfb5x40ZcfPHFKC0txZw5c/D666+HlMvn8+Ef//gHpk+fjtLSUixbtgzHjh3j/KahoQG33347JkyYgMmTJ+PPf/4zmpubQ3J//fXXOPfcc1FSUoILL7wQmzZtEpXh2muvxUUXXUT0w8Lq1asxcuTIoP/Gjh1L9AOgqqoKy5cvx/jx41FaWopx48adMm2Hxvbt21FQUBD0+d69e3Httddi7NixmDRpEs4991xMnz6d6AfACy+8INivRo4cicLCwn6vH5/Ph5UrV2LevHkoLS3Feeedh48//ljwt06nE+eddx4WL158ythmOfp55ZVXBNsP0Y8fZWVlWLRoEcaOHYuzzjoLb7/9dkh5g0D1MpYsWULNnz+f2rp1K1VZWUk99NBDVElJCXX48GGqoqKCKi4upp599lmqoqKCWrlyJTV69Ghq48aNHA6v10s988wzVH5+PnX33Xdzvjt8+DBVVFREvfDCC9TRo0epr776iiopKaHeffddSbleeOEFavLkydSPP/5IlZeXU9dffz01d+5cyul0UhRFUU6nkzrvvPOoyy+/nNq7dy+1c+dO6txzz6WWLl0qybtp0yaqsLCQWrVqFVVRUUH97W9/o4qKiqiKigrO75xOJ3X33XdT+fn51NSpU4l+WPp56qmnqEWLFlENDQ3U1VdfTZ1zzjnUd999R1VUVJzy+mltbaVOO+00atGiRdSll15KnXnmmdTMmTOpm2++ud/rhsa2bduoSZMmUfn5+ZzPT548SU2cOJG69957qcrKSuriiy+mioqKqCuvvPKU6Fuh9NPZ2Uk1NDQw/1199dXU5MmTqeLiYur777/v9/p5+eWXqQkTJlBfffUVVV1dTX3wwQfU6NGjqc8//5zzu/b2dur666+n8vPzqRkzZpwytlmOfm699VbqzjvvDLLNRD8UVV1dTZWUlFC33HILdeDAAeqnn36ipk2bRr344ouSvHz0qtNWVVVF5efnU9u2bWM+8/l81Jw5c6jnn3+e+stf/kJdcsklnGtuv/126vrrr2f+rqiooC6//HJqypQp1KxZs4Je7JtvvklNmjSJ89lNN91E3XDDDaJyOZ1OauzYsdR7773HfNbW1kaVlJRQX375JUVRFPXpp59SpaWl1MmTJ5nfrF+/njrzzDOpjo4OUe7rr7+euvXWWzmfXX755dRf/vIX5u/t27dT5513HjVjxgwqPz+fuvfee5nviH4oaunSpdQjjzxC2k8X2Pp58803qdLSUmrnzp2MbrZt20bl5+dTR48e7de6cbvd1OOPP04VFhZSCxcuDHJKdu7cSd12222U2+1m2s4jjzxCjRkzhqKo/t92QumHDVo/BQUF1GeffUZRVP/Xz/Tp06mXX36Z89m9995LXXXVVczf33//PTVr1izq3HPPpfLz86lnnnmG+Y7oh6LOOecc6s033zwlbXMo/Tz66KPUrFmzGOeQoijqP//5D1VSUkLZ7XZRXj56dXk0OTkZr732GoqLi5nPNBoNNBoN2tvbsW3bNkydOpVzzZQpU7B9+3ZQFAUA2Lx5M/Ly8vDf//4XgwYNCrpHamoqWltb8d///hcUReHAgQPYvn07xowZIyrX/v37YbVaOfdOSEjA6NGjsXXrVgDAzz//jClTpiAtLY35zfTp07F27VrExcUJ8vp8Pvz2229BzzR58mSGFwDWrVuH6dOn44MPPkBqairS09OJflj6OXDgAPLy8kj7EdBPdXU1cnNzMWzYMEY3o0ePBuBfEuuvugEAm82GrVu3YuXKlVi0aFHQ92PGjMGzzz4LvV6P5ORkPPTQQ9i2bRumTZsGoH+3HTn6YSM5ORm5ubmYMGECFi5c2O/14/P58OSTTzLPSkOr1aK9vZ35e+3atbjiiiuwatUqAOA816muH5fLhaqqKuTm5p6StjmUfqqrq1FcXAyj0ch8P3r0aDgcDuzevVtUZj70sn/ZDUhISMDMmTM5n61ZswbV1dW477778PnnnyMzM5PzfXp6Oux2O1paWpCSkoKrr75a8h7nnHMOtmzZgjvvvBN33XUXvF4vzj//fPz+978Xvaaurg4AkJWVFXRv+rsjR45gwoQJeOmll/DFF1/A4/Hg9NNPx5133omEhARB3vb2dthsNsFnonkB4LbbbmP+bTabodPpmL9Pdf20tbWhvr4e27Ztw/vvv4+WlhaUlJTgzjvvxLBhw055/aSnp6OhoQGxsbFM36qoqADgz//or7oB/Pbks88+AwDm/2K49NJLUVVVhYEDB+Lll18G0L/7FhCefrZv347Kyko8++yzzGf9WT9arTbIiaipqcFXX32FK664gvns8ccf5/xGrw8Moae6fioqKuD1erFmzRo89thjcDqdmDhxIu68806kp6ef8vpJT0/HgQMHOL85ceIEAKCpqUnyWTn3kv3LHsBvv/2Ge++9F3PnzsWsWbPgcDg4XikA5m+XyyWLs6mpCSdOnMAtt9yCTz75BI899hjWrVuHF154QfQau93OuRcNk8kEp9MJAOjs7MQXX3yBAwcO4JlnnsHDDz+M7du34w9/+AMzU+DD4XCE5JUC0Q9w6NAhAABFUXjiiSfw/PPPw+l04qqrrsKPP/54yuvnnHPOQWtrK5544gnYbDY0Njbi0UcfhU6nw9dff91vdRMuVqxYgXfeeQepqam45pprsHHjxn7ddsLFm2++iTPOOIPZrNDfbQ8fjY2NWLZsGVJTU3HjjTeG/D3RD3Dw4EEAgMViwd///nc89thjqKysxDXXXIPNmzef8vq54IILUFZWhpUrV8LlcuHYsWN4/vnnodFo4Ha7ZfECvRxpY2Pt2rW44447MG7cOKxYsQKAX5H8F0j/bbFYZPHef//9yMrKYhQ3evRoUBSF//u//8OiRYvw/PPP48svv2R+f8MNN2DYsGHMvcxmM/Od0+lk7qvX6xETE4NnnnkGBoMBAJCYmIhLL70Uu3fvRlVVFf76178y144fPx5PP/005xmEeIl+pPUzYcIEbNq0CcnJydBoNACAF198EdOmTcPNN9+MyZMnn9L6ycnJwd///nc8+OCDeO+99xATE4N58+bB6/Vi6NCh/VY3K1eulCUzDXrZ5sUXX8SMGTOwfPlyTJo0iegH/gjBli1b8NprrwE4NWwPWz+VlZVYvnw5vF4v3n77bcnoJdFPQD8XXnghZsyYgZSUFOa3I0aMwPTp07Fs2TJMnDjxlNbPxIkT8eijj+Kpp57CM888g+TkZNx555249957ER8fL+uZgShx2t5991089thjOPvss/Hkk08yXnBWVhYaGho4v21oaEBMTIzsh9y+fTvuuusuzmelpaXweDw4fvw4br31Vvzud79jvktMTMTRo0eZew0ZMoRz75EjRwIAMjMzQVEU81IBfwMFgOPHj2P27NmctXWz2YykpCTExMQIPlNGRoboM5SVleHll18m+ukC2ygAwKeffgqr1YqhQ4fin//85ymvn9mzZ2P27NloaGjA//73Pzz55JMAgDvvvBMmk6lf6kYOKisrcfToUcyaNYv57LvvvgMA5Obm9uu2Ew7Wrl2LlJQUTJs27ZSxzWyZbrzxRmRkZGDlypWSdhnwpxx89dVXRD9d4Nvmb7/9FsCp079C6efSSy/FJZdcgoaGBqSmpqKqqgoURWHw4MGynhmIguXR999/H4888giuvvpqPPvss5yw5YQJE/Drr79yfr9582aMGzcOWq080TMyMoLWkQ8cOACNRoOhQ4ciNTUVQ4cOZf5LSkrCqFGjEBcXhy1btjDXtLe3Y9++fZg4cSIAv9e8f/9+ZskKCISHhw4diri4OA5vRkYGNBoNxo0bF/RMW7ZswYQJEwTl7+zsxPr164l+uvTz4YcfYvLkybDZbAAC7cdgMOC666475fWzbds2LF68GB6PB2vXrsUTTzyBqVOnwmKxYNKkSf1WN3KwceNG3HLLLUxiMN12AOCPf/xjv2474WDbtm2YNGkSPvroo1PGNgP+yfHSpUsxYsQIvPfee7L09uWXXxL9dOG5557DvHnzmCVEdv+6/fbbT3n9rFmzBrfccgs0Gg0yMjKg1+uxZs0aZGdnIy8vT9YzA+jdOm2VlZVUYWEhddNNN3HqAzU0NFDt7e3UwYMHqcLCQurpp5+mKioqqNdff12wlguNRYsWBW0LpmulrFq1ijp69Cj13XffUdOmTaMeeughSdmeffZZatKkSdTatWs5tVxcLhdFURTV1NREnXbaadQf/vAH6uDBg9S2bduo+fPnU4sXL5bk3bBhA1VQUEC98cYbVEVFBfXkk09SJSUlQXXaaP3k5+dTZ599NtFPl35qamqoCRMmUDfddBP1448/UqNHj6amTJlCnXHGGdTx48dPef00NTVREydOpO666y5q9OjR1KWXXkqNHTuWWrFiRb/XDRuffvppUEmLlpYWavr06dTy5cupH3/8kSooKKDGjx9PXXDBBVRtbe0prx8aZ555JvXYY4+dUrbZ7XZTZ511FnXmmWdSR48e5TxvU1NT0O9p27xw4UKiny797N69myosLKQefPBBav369Uz/uvjii6n6+vpTXj8VFRVUYWEh9a9//Ys6duwY9cknn1CFhYXUf/7zH0l5+ehVp+2VV16h8vPzBf+jX9C6deuo+fPnU0VFRdTZZ59NffXVV6J8Qi+Woijq888/pxYsWECNGTOGmjt3LvXSSy8xL0gMHo+Heuqpp6gpU6ZQpaWl1LJly6hjx45xfnPkyBFq+fLl1JgxY5iinW1tbSGf+/PPP6fOOussqri4mFq4cKFoQyX6EdbPnj17qCVLllBFRUVEPwL62b59O1Pj71TTDQ0xp6SyspJavnz5Kdt2aEg5bSUlJdTvf//7U0o/27dvF33eM844I+j3p5ptlqufjRs3UpdffjlVWFhI9COgn++//56aP38+VVJSQp177rlhO2wURVEailJpuxEBAQEBAQEBAUG3oddz2ggICAgICAgICEKDOG0EBAQEBAQEBH0AxGkjICAgICAgIOgDIE4bAQEBAQEBAUEfAHHaCAgICAgICAj6AIjTRkBAQEBAQEDQB0CcNgICAgICAgKCPgDitBEQEBAQEBAQ9AEQp42AgICAgICAoA+AOG0EBAQEBAQEBH0AxGkjICAgICAgIOgDIE4bAQEBAQEBAUEfwP8DxesVK1QuoiYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Decomposing the data over a month to see trends.\n",
    "\n",
    "decomposition = seasonal_decompose(june_taxis['num_orders'], model='additive')\n",
    "decomposition.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "<b>Reviewer's comment</b>\n",
    "    \n",
    "1. In addition to these graphs, you can take a smaller interval to look at the data closer.\n",
    "2. The value of graphs without finding and conclusions is really low. So, please, write about it.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating a function that adds date time values, lag values, and a rolling mean for 24 hours of the day\n",
    "\n",
    "def create_features(df):\n",
    "    df['hour'] = df.index.hour\n",
    "    df['dayofweek'] = df.index.dayofweek\n",
    "    df['month'] = df.index.month\n",
    "    \n",
    "    for lag in range(1, 25):\n",
    "        df[f'lag_{lag}'] = df['num_orders'].shift(lag)\n",
    "    \n",
    "    df['rolling_mean_24'] = df['num_orders'].rolling(window=24).mean()\n",
    "    \n",
    "    df = df.dropna()\n",
    "    return df\n",
    "\n",
    "taxis = create_features(taxis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "<b>Reviewer's comment</b>\n",
    "    \n",
    "Everything is correct but what about rolling mean feature?\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 4392 entries, 2018-03-02 00:00:00 to 2018-08-31 23:00:00\n",
      "Freq: h\n",
      "Data columns (total 29 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   num_orders       4392 non-null   int64  \n",
      " 1   hour             4392 non-null   int32  \n",
      " 2   dayofweek        4392 non-null   int32  \n",
      " 3   month            4392 non-null   int32  \n",
      " 4   lag_1            4392 non-null   float64\n",
      " 5   lag_2            4392 non-null   float64\n",
      " 6   lag_3            4392 non-null   float64\n",
      " 7   lag_4            4392 non-null   float64\n",
      " 8   lag_5            4392 non-null   float64\n",
      " 9   lag_6            4392 non-null   float64\n",
      " 10  lag_7            4392 non-null   float64\n",
      " 11  lag_8            4392 non-null   float64\n",
      " 12  lag_9            4392 non-null   float64\n",
      " 13  lag_10           4392 non-null   float64\n",
      " 14  lag_11           4392 non-null   float64\n",
      " 15  lag_12           4392 non-null   float64\n",
      " 16  lag_13           4392 non-null   float64\n",
      " 17  lag_14           4392 non-null   float64\n",
      " 18  lag_15           4392 non-null   float64\n",
      " 19  lag_16           4392 non-null   float64\n",
      " 20  lag_17           4392 non-null   float64\n",
      " 21  lag_18           4392 non-null   float64\n",
      " 22  lag_19           4392 non-null   float64\n",
      " 23  lag_20           4392 non-null   float64\n",
      " 24  lag_21           4392 non-null   float64\n",
      " 25  lag_22           4392 non-null   float64\n",
      " 26  lag_23           4392 non-null   float64\n",
      " 27  lag_24           4392 non-null   float64\n",
      " 28  rolling_mean_24  4392 non-null   float64\n",
      "dtypes: float64(25), int32(3), int64(1)\n",
      "memory usage: 977.9 KB\n",
      "None\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_orders</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofweek</th>\n",
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       "      <th>lag_1</th>\n",
       "      <th>lag_2</th>\n",
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       "      <th>lag_5</th>\n",
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       "      <th>...</th>\n",
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       "      <th>lag_18</th>\n",
       "      <th>lag_19</th>\n",
       "      <th>lag_20</th>\n",
       "      <th>lag_21</th>\n",
       "      <th>lag_22</th>\n",
       "      <th>lag_23</th>\n",
       "      <th>lag_24</th>\n",
       "      <th>rolling_mean_24</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-03-02 00:00:00</th>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>58.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>...</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>55.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-02 01:00:00</th>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>90.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>56.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-02 02:00:00</th>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>...</td>\n",
       "      <td>64.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>57.041667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-02 03:00:00</th>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>75.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>...</td>\n",
       "      <td>96.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>56.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-02 04:00:00</th>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>64.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows \u00d7 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     num_orders  hour  dayofweek  month  lag_1  lag_2  lag_3  \\\n",
       "datetime                                                                       \n",
       "2018-03-02 00:00:00          90     0          4      3   58.0  113.0   66.0   \n",
       "2018-03-02 01:00:00         120     1          4      3   90.0   58.0  113.0   \n",
       "2018-03-02 02:00:00          75     2          4      3  120.0   90.0   58.0   \n",
       "2018-03-02 03:00:00          64     3          4      3   75.0  120.0   90.0   \n",
       "2018-03-02 04:00:00          20     4          4      3   64.0   75.0  120.0   \n",
       "\n",
       "                     lag_4  lag_5  lag_6  ...  lag_16  lag_17  lag_18  lag_19  \\\n",
       "datetime                                  ...                                   \n",
       "2018-03-02 00:00:00   61.0   45.0   73.0  ...    34.0    15.0    12.0     6.0   \n",
       "2018-03-02 01:00:00   66.0   61.0   45.0  ...    69.0    34.0    15.0    12.0   \n",
       "2018-03-02 02:00:00  113.0   66.0   61.0  ...    64.0    69.0    34.0    15.0   \n",
       "2018-03-02 03:00:00   58.0  113.0   66.0  ...    96.0    64.0    69.0    34.0   \n",
       "2018-03-02 04:00:00   90.0   58.0  113.0  ...    30.0    96.0    64.0    69.0   \n",
       "\n",
       "                     lag_20  lag_21  lag_22  lag_23  lag_24  rolling_mean_24  \n",
       "datetime                                                                      \n",
       "2018-03-02 00:00:00    43.0    66.0    71.0    85.0   124.0        55.416667  \n",
       "2018-03-02 01:00:00     6.0    43.0    66.0    71.0    85.0        56.875000  \n",
       "2018-03-02 02:00:00    12.0     6.0    43.0    66.0    71.0        57.041667  \n",
       "2018-03-02 03:00:00    15.0    12.0     6.0    43.0    66.0        56.958333  \n",
       "2018-03-02 04:00:00    34.0    15.0    12.0     6.0    43.0        56.000000  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(taxis.info())\n",
    "\n",
    "taxis.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            num_orders\n",
      "datetime              \n",
      "2018-08-30        4090\n",
      "2018-08-31        4018\n",
      "2018-08-27        3936\n",
      "2018-08-20        3826\n",
      "2018-08-29        3762\n",
      "2018-08-25        3448\n",
      "2018-08-28        3357\n",
      "2018-08-13        3356\n",
      "2018-08-24        3352\n",
      "2018-08-26        3315\n",
      "2018-08-17        3244\n",
      "2018-08-23        3244\n",
      "2018-08-16        3087\n",
      "2018-08-21        3077\n",
      "2018-08-22        3035\n",
      "2018-08-18        3033\n",
      "2018-08-15        2943\n",
      "2018-07-27        2923\n",
      "2018-08-10        2916\n",
      "2018-08-14        2868\n",
      "2018-08-19        2801\n",
      "2018-08-06        2794\n",
      "2018-07-30        2774\n",
      "2018-08-11        2763\n",
      "2018-07-28        2725\n",
      "2018-08-12        2706\n",
      "2018-07-23        2706\n",
      "2018-08-03        2679\n",
      "2018-08-08        2669\n",
      "2018-08-09        2630\n",
      "2018-07-20        2607\n",
      "2018-07-29        2596\n",
      "2018-08-04        2569\n",
      "2018-07-31        2526\n",
      "2018-07-13        2523\n",
      "2018-07-25        2515\n",
      "2018-07-14        2502\n",
      "2018-07-18        2485\n",
      "2018-07-16        2481\n",
      "2018-07-19        2478\n",
      "2018-07-21        2460\n",
      "2018-08-02        2445\n",
      "2018-08-01        2429\n",
      "2018-07-24        2422\n",
      "2018-07-11        2416\n",
      "2018-07-26        2400\n",
      "2018-07-02        2333\n",
      "2018-07-06        2330\n",
      "2018-07-22        2315\n",
      "2018-08-05        2311\n",
      "            num_orders\n",
      "datetime              \n",
      "2018-08-31       94973\n",
      "2018-07-31       74405\n",
      "2018-06-30       59906\n",
      "2018-05-31       54820\n",
      "2018-04-30       45939\n",
      "2018-03-31       42768\n"
     ]
    }
   ],
   "source": [
    "sorted_daily_orders = taxis_days.sort_values(by='num_orders', ascending=False)\n",
    "\n",
    "print(sorted_daily_orders.head(50))\n",
    "\n",
    "sorted_monthly_orders = taxis_months.sort_values(by='num_orders', ascending=False)\n",
    "\n",
    "print(sorted_monthly_orders.head(50))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have a pretty clean dataset with a 24 hour lag window and features for each aspect of the date and hour. There is an upward trend across each month, that coincides with the summer months, but which could also be related to growth of the taxi company or increased popularity and exposure. By August, the taxi orders have more than doubled since March. We can also see on our daily graph that taxis are most popular very late at night as well as at the beginning and end of work hours. We should be able to use this cleaned up and enhanced dataframe to predict future behavior."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "<b>Reviewer's comment</b>\n",
    "    \n",
    "I wrote above about findings and conclusions. It seems you wrote it here but the findings and conclusions which is done using graphs it's better to place right after graphs and not here.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting the dataset at 10 percent so as not to lose too much of the growing popularity    \n",
    "\n",
    "train, test = train_test_split(taxis, test_size=0.1, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Baseline RMSE: 58.930231711467066\n"
     ]
    }
   ],
   "source": [
    "# Getting a baseline score for our test data\n",
    "\n",
    "baseline_preds = test['num_orders'].shift(1)\n",
    "\n",
    "baseline_preds = baseline_preds.ffill()\n",
    "\n",
    "aligned_test = test['num_orders'].iloc[1:]\n",
    "aligned_baseline_preds = baseline_preds.iloc[1:]\n",
    "\n",
    "# Calculate RMSE for the baseline\n",
    "baseline_rmse = np.sqrt(mean_squared_error(aligned_test, aligned_baseline_preds))\n",
    "\n",
    "print(f'Baseline RMSE: {baseline_rmse}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "<b>Reviewer's comment</b>\n",
    "    \n",
    "Are you sure that you need to use bfill and not ffill? You can read about these methods in the documentation: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.fillna.html\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "<b>Reviewer's comment V2</b>\n",
    "    \n",
    "Good job\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a surprisingly high baseline, so it should be pretty easy to do better. Considering the average orders per hour is around 84, it's interesting that the fluctuation is so high, though our test set is in August, the busiest month by far. We'll run some proper models to see what we can do to improve our predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Finishing the split of our data, getting training, validation, and test sets\n",
    "\n",
    "features_train, target_train = train.drop('num_orders', axis=1), train['num_orders']\n",
    "features_test, target_test = test.drop('num_orders', axis=1), test['num_orders']\n",
    "\n",
    "features_train_split, features_valid, target_train_split, target_valid = train_test_split(\n",
    "    features_train, target_train, test_size=0.2, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest RMSE: 42.90126542422729\n"
     ]
    }
   ],
   "source": [
    "# Starting with a Random Forest Model \n",
    "\n",
    "rf = RandomForestRegressor()\n",
    "rf.fit(features_train, target_train)\n",
    "rf_preds = rf.predict(features_test)\n",
    "rf_rmse = np.sqrt(mean_squared_error(target_test, rf_preds))\n",
    "print(f'Random Forest RMSE: {rf_rmse}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "16 orders closer, but not an inspired prediction by any means. Let's see if we can get closer and get some more success metrics as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -3.025705828370013\n",
      "p-value: 0.032562540406578765\n",
      "Critical Values:\n",
      "\t1%: -3.431850379108881\n",
      "\t5%: -2.86220298394487\n",
      "\t10%: -2.5671229108274067\n"
     ]
    }
   ],
   "source": [
    "# Running an ADF test to be certain if the data is stationary or not\n",
    "\n",
    "result = adfuller(taxis['num_orders'])\n",
    "print('ADF Statistic:', result[0])\n",
    "print('p-value:', result[1])\n",
    "print('Critical Values:')\n",
    "for key, value in result[4].items():\n",
    "    print(f'\\t{key}: {value}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interestingly, even though we have demonstrated a clear increase over time, the ADF test registers the data as stationary, so we can stick with an ARMA model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "<b>Reviewer's comment</b>\n",
    "\n",
    "Yeah, that's interesting:) But in such cases I prefer to trust my eyes and not stat test. If you see obvious trend, it's most likely non stationary time series.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                               SARIMAX Results                                \n",
      "==============================================================================\n",
      "Dep. Variable:             num_orders   No. Observations:                 3952\n",
      "Model:                 ARIMA(1, 2, 1)   Log Likelihood              -19586.884\n",
      "Date:                Sun, 21 Jul 2024   AIC                          39179.769\n",
      "Time:                        23:48:08   BIC                          39198.612\n",
      "Sample:                    03-02-2018   HQIC                         39186.452\n",
      "                         - 08-13-2018                                         \n",
      "Covariance Type:                  opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -0.3022      0.013    -23.963      0.000      -0.327      -0.277\n",
      "ma.L1         -1.0000      4.357     -0.230      0.818      -9.540       7.540\n",
      "sigma2      1191.1531   5190.719      0.229      0.818   -8982.468    1.14e+04\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   5.89   Jarque-Bera (JB):               252.08\n",
      "Prob(Q):                              0.02   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               1.97   Skew:                            -0.07\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         4.23\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
      "ARIMA RMSE: 62.01338647969887\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/lib/python3.11/site-packages/statsmodels/tsa/statespace/representation.py:374: FutureWarning: Unknown keyword arguments: dict_keys(['typ']).Passing unknown keyword arguments will raise a TypeError beginning in version 0.15.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Running ARIMA model\n",
    "\n",
    "# Plot ACF and PACF\n",
    "fig, ax = plt.subplots(2, 1, figsize=(12, 8))\n",
    "sm.graphics.tsa.plot_acf(train['num_orders'], lags=40, ax=ax[0])\n",
    "sm.graphics.tsa.plot_pacf(train['num_orders'], lags=40, ax=ax[1])\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# Fit the ARIMA model with manual initial parameters and increased iterations\n",
    "arima_model = ARIMA(train['num_orders'], order=(1, 2, 1), enforce_stationarity=False, enforce_invertibility=False)\n",
    "arima_result = arima_model.fit()\n",
    "\n",
    "# Model Summary\n",
    "print(arima_result.summary())\n",
    "\n",
    "# Predictions\n",
    "start = len(train)\n",
    "end = len(train) + len(test) - 1\n",
    "arima_preds = arima_result.predict(start=start, end=end, dynamic=False, typ='levels')\n",
    "\n",
    "# Calculating RMSE\n",
    "arima_rmse = np.sqrt(mean_squared_error(test['num_orders'], arima_preds))\n",
    "print(f'ARIMA RMSE: {arima_rmse}')\n",
    "\n",
    "# Plot predictions vs actual values\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(test.index, test['num_orders'], label='Actual')\n",
    "plt.plot(test.index, arima_preds, label='Predicted')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 4.839826\n",
      "         Iterations: 3\n",
      "         Function evaluations: 375\n",
      "                               SARIMAX Results                                \n",
      "==============================================================================\n",
      "Dep. Variable:             num_orders   No. Observations:                 3952\n",
      "Model:               SARIMAX(5, 0, 5)   Log Likelihood              -19126.994\n",
      "Date:                Sun, 21 Jul 2024   AIC                          38275.989\n",
      "Time:                        23:48:09   BIC                          38345.074\n",
      "Sample:                    03-02-2018   HQIC                         38300.494\n",
      "                         - 08-13-2018                                         \n",
      "Covariance Type:                  opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1          0.7901      0.262      3.013      0.003       0.276       1.304\n",
      "ar.L2         -0.1337      0.409     -0.327      0.744      -0.936       0.668\n",
      "ar.L3          0.4788      0.381      1.257      0.209      -0.267       1.225\n",
      "ar.L4         -0.0986      0.344     -0.287      0.774      -0.772       0.575\n",
      "ar.L5         -0.0362      0.137     -0.265      0.791      -0.305       0.232\n",
      "ma.L1         -0.3650      0.261     -1.397      0.162      -0.877       0.147\n",
      "ma.L2          0.0856      0.309      0.277      0.782      -0.520       0.692\n",
      "ma.L3         -0.4896      0.287     -1.707      0.088      -1.052       0.073\n",
      "ma.L4         -0.1298      0.254     -0.512      0.609      -0.627       0.367\n",
      "ma.L5         -0.1005      0.060     -1.673      0.094      -0.218       0.017\n",
      "sigma2       948.4685     16.546     57.324      0.000     916.039     980.898\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   0.07   Jarque-Bera (JB):               958.82\n",
      "Prob(Q):                              0.79   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               1.84   Skew:                             0.58\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         5.12\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
      "ARIMA RMSE: 61.558994084271035\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/lib/python3.11/site-packages/statsmodels/tsa/statespace/representation.py:374: FutureWarning: Unknown keyword arguments: dict_keys(['typ']).Passing unknown keyword arguments will raise a TypeError beginning in version 0.15.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trying different parameters with a SARIMAX model\n",
    "\n",
    "arima_model = SARIMAX(train['num_orders'], order=(5, 0, 5), enforce_stationarity=False, enforce_invertibility=False)\n",
    "arima_result = arima_model.fit(maxiter=500, method='powell', disp=True)\n",
    "\n",
    "# Model Summary\n",
    "print(arima_result.summary())\n",
    "\n",
    "# Predictions\n",
    "start = len(train)\n",
    "end = len(train) + len(test) - 1\n",
    "arima_preds = arima_result.predict(start=start, end=end, dynamic=False, typ='levels')\n",
    "\n",
    "# Calculating RMSE\n",
    "arima_rmse = np.sqrt(mean_squared_error(test['num_orders'], arima_preds))\n",
    "print(f'ARIMA RMSE: {arima_rmse}')\n",
    "\n",
    "# Plot predictions vs actual values\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(test.index, test['num_orders'], label='Actual')\n",
    "plt.plot(test.index, arima_preds, label='Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I've successfully executed a couple ARIMA models, though I cycled through quite a few different hyperparameters and couldn't find any meaningful improvement under 60, which we know is worse than our baseline. It's still unclear what is holding back this model, but we've at least gotten the code through."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalid-rmse:52.68933\n",
      "[1]\tvalid-rmse:50.68155\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2]\tvalid-rmse:48.97834\n",
      "[3]\tvalid-rmse:47.45171\n",
      "[4]\tvalid-rmse:46.32554\n",
      "[5]\tvalid-rmse:45.17858\n",
      "[6]\tvalid-rmse:44.15250\n",
      "[7]\tvalid-rmse:42.99887\n",
      "[8]\tvalid-rmse:42.01939\n",
      "[9]\tvalid-rmse:41.23365\n",
      "[10]\tvalid-rmse:40.56629\n",
      "[11]\tvalid-rmse:39.64459\n",
      "[12]\tvalid-rmse:39.03735\n",
      "[13]\tvalid-rmse:38.68773\n",
      "[14]\tvalid-rmse:38.36046\n",
      "[15]\tvalid-rmse:37.97651\n",
      "[16]\tvalid-rmse:37.46351\n",
      "[17]\tvalid-rmse:37.20040\n",
      "[18]\tvalid-rmse:36.95237\n",
      "[19]\tvalid-rmse:36.65740\n",
      "[20]\tvalid-rmse:36.49119\n",
      "[21]\tvalid-rmse:36.22031\n",
      "[22]\tvalid-rmse:35.86397\n",
      "[23]\tvalid-rmse:35.63785\n",
      "[24]\tvalid-rmse:35.46699\n",
      "[25]\tvalid-rmse:35.30088\n",
      "[26]\tvalid-rmse:35.22512\n",
      "[27]\tvalid-rmse:35.01265\n",
      "[28]\tvalid-rmse:34.71224\n",
      "[29]\tvalid-rmse:34.50590\n",
      "[30]\tvalid-rmse:34.49737\n",
      "[31]\tvalid-rmse:34.49367\n",
      "[32]\tvalid-rmse:34.33016\n",
      "[33]\tvalid-rmse:34.30841\n",
      "[34]\tvalid-rmse:34.28885\n",
      "[35]\tvalid-rmse:34.13183\n",
      "[36]\tvalid-rmse:34.04405\n",
      "[37]\tvalid-rmse:34.14776\n",
      "[38]\tvalid-rmse:34.07633\n",
      "[39]\tvalid-rmse:34.03899\n",
      "[40]\tvalid-rmse:33.99211\n",
      "[41]\tvalid-rmse:33.92324\n",
      "[42]\tvalid-rmse:33.87842\n",
      "[43]\tvalid-rmse:33.76082\n",
      "[44]\tvalid-rmse:33.78433\n",
      "[45]\tvalid-rmse:33.78699\n",
      "[46]\tvalid-rmse:33.77554\n",
      "[47]\tvalid-rmse:33.62515\n",
      "[48]\tvalid-rmse:33.63643\n",
      "[49]\tvalid-rmse:33.61944\n",
      "[50]\tvalid-rmse:33.57180\n",
      "[51]\tvalid-rmse:33.53465\n",
      "[52]\tvalid-rmse:33.55911\n",
      "[53]\tvalid-rmse:33.46796\n",
      "[54]\tvalid-rmse:33.49437\n",
      "[55]\tvalid-rmse:33.48325\n",
      "[56]\tvalid-rmse:33.42196\n",
      "[57]\tvalid-rmse:33.42877\n",
      "[58]\tvalid-rmse:33.50349\n",
      "[59]\tvalid-rmse:33.52635\n",
      "[60]\tvalid-rmse:33.51650\n",
      "[61]\tvalid-rmse:33.54045\n",
      "[62]\tvalid-rmse:33.47843\n",
      "[63]\tvalid-rmse:33.49937\n",
      "[64]\tvalid-rmse:33.42258\n",
      "[65]\tvalid-rmse:33.40020\n",
      "[66]\tvalid-rmse:33.37199\n",
      "[67]\tvalid-rmse:33.42222\n",
      "[68]\tvalid-rmse:33.44418\n",
      "[69]\tvalid-rmse:33.45098\n",
      "[70]\tvalid-rmse:33.43539\n",
      "[71]\tvalid-rmse:33.33145\n",
      "[72]\tvalid-rmse:33.32702\n",
      "[73]\tvalid-rmse:33.29664\n",
      "[74]\tvalid-rmse:33.30509\n",
      "[75]\tvalid-rmse:33.29803\n",
      "[76]\tvalid-rmse:33.26106\n",
      "[77]\tvalid-rmse:33.30504\n",
      "[78]\tvalid-rmse:33.25997\n",
      "[79]\tvalid-rmse:33.26213\n",
      "[80]\tvalid-rmse:33.27428\n",
      "[81]\tvalid-rmse:33.29833\n",
      "[82]\tvalid-rmse:33.30205\n",
      "[83]\tvalid-rmse:33.31487\n",
      "[84]\tvalid-rmse:33.27919\n",
      "[85]\tvalid-rmse:33.23262\n",
      "[86]\tvalid-rmse:33.23209\n",
      "[87]\tvalid-rmse:33.25786\n",
      "[88]\tvalid-rmse:33.26520\n",
      "[89]\tvalid-rmse:33.27292\n",
      "[90]\tvalid-rmse:33.22988\n",
      "[91]\tvalid-rmse:33.25278\n",
      "[92]\tvalid-rmse:33.28236\n",
      "[93]\tvalid-rmse:33.22824\n",
      "[94]\tvalid-rmse:33.27108\n",
      "[95]\tvalid-rmse:33.26398\n",
      "[96]\tvalid-rmse:33.25605\n",
      "[97]\tvalid-rmse:33.28360\n",
      "[98]\tvalid-rmse:33.30237\n",
      "[99]\tvalid-rmse:33.33757\n",
      "[100]\tvalid-rmse:33.33587\n",
      "[101]\tvalid-rmse:33.32763\n",
      "[102]\tvalid-rmse:33.33028\n",
      "RMSE: 63.408062823956804\n"
     ]
    }
   ],
   "source": [
    "# Building an XGBoost Model\n",
    "\n",
    "# Scaling\n",
    "scaler = StandardScaler()\n",
    "features_train_scaled = scaler.fit_transform(features_train_split)\n",
    "features_valid_scaled = scaler.transform(features_valid)\n",
    "features_test_scaled = scaler.transform(features_test)\n",
    "\n",
    "# Convert to DMatrix\n",
    "dtrain = xgb.DMatrix(features_train_scaled, label=target_train_split)\n",
    "dvalid = xgb.DMatrix(features_valid_scaled, label=target_valid)\n",
    "dtest = xgb.DMatrix(features_test_scaled, label=target_test)\n",
    "\n",
    "# Set parameters\n",
    "params = {\n",
    "    'objective': 'reg:squarederror',\n",
    "    'max_depth': 6,\n",
    "    'eta': 0.1,\n",
    "    'subsample': 0.8,\n",
    "    'colsample_bytree': 0.8,\n",
    "    'seed': 42\n",
    "}\n",
    "\n",
    "# Train the model\n",
    "num_boost_round = 1000\n",
    "early_stopping_rounds = 10\n",
    "model = xgb.train(params, dtrain, num_boost_round, evals=[(dvalid, 'valid')], early_stopping_rounds=early_stopping_rounds, verbose_eval=True)\n",
    "\n",
    "# Make predictions\n",
    "target_pred = model.predict(dtest)\n",
    "\n",
    "# Calculate RMSE\n",
    "boost_rmse = np.sqrt(mean_squared_error(target_test, target_pred))\n",
    "print(f'RMSE: {boost_rmse}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "<b>Reviewer's comment V2</b>\n",
    "    \n",
    "Actually, you can't use test data for evals argument because it's a way to overfitting on test data. For evals argument you should use validation data.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 108 candidates, totalling 540 fits\n",
      "Best Hyperparameters: {'colsample_bytree': 0.8, 'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 300, 'subsample': 1.0}\n",
      "Best RMSE: 66.52671003394224\n"
     ]
    }
   ],
   "source": [
    "# Using a grid search to try different parameters of the same XGBoost model again\n",
    "\n",
    "param_grid = {\n",
    "    'max_depth': [3, 6],\n",
    "    'learning_rate': [0.01, 0.1],\n",
    "    'subsample': [0.8, 1.0],\n",
    "    'colsample_bytree': [0.8, 1.0],\n",
    "    'n_estimators': [100, 300]\n",
    "}\n",
    "\n",
    "# Create the XGBoost regressor model\n",
    "xgb_model = xgb.XGBRegressor(objective='reg:squarederror', seed=42)\n",
    "\n",
    "# TSS as the cross-validator\n",
    "tscv = TimeSeriesSplit(n_splits=5)\n",
    "\n",
    "# Perform grid search\n",
    "grid_search = GridSearchCV(estimator=xgb_model, param_grid=param_grid, cv=tscv, scoring='neg_mean_squared_error', verbose=1)\n",
    "grid_search.fit(features_train_scaled, target_train_split)\n",
    "\n",
    "# Best hyperparameters\n",
    "print(f'Best Hyperparameters: {grid_search.best_params_}')\n",
    "\n",
    "# Training model with best hyperparameters\n",
    "best_params = grid_search.best_params_\n",
    "best_model = xgb.XGBRegressor(objective='reg:squarederror', seed=42, **best_params)\n",
    "best_model.fit(features_train_scaled, target_train_split)\n",
    "\n",
    "# Make predictions\n",
    "best_target_pred = best_model.predict(features_test_scaled)\n",
    "\n",
    "# Calculate RMSE\n",
    "best_boost_rmse = np.sqrt(mean_squared_error(target_test, best_target_pred))\n",
    "print(f'Best RMSE: {best_boost_rmse}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "<b>Reviewer's comment V2</b>\n",
    "    \n",
    "You can't use regular GridSearchCV for time series tasks because the data shouldn't be shuffled but the regular CV shuffles it. You need to use class TimeSeriesSplit (https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html) as splitter (argument cv) in GridSearchCV\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Model RMSE: 42.90126542422729\n",
      "The model meets the RMSE threshold.\n"
     ]
    }
   ],
   "source": [
    "# Best Model from our Previous Iteration\n",
    "\n",
    "best_model_rmse = min(rf_rmse, arima_rmse, boost_rmse)\n",
    "print(f'Best Model RMSE: {best_model_rmse}')\n",
    "\n",
    "if best_model_rmse <= 48:\n",
    "    print(\"The model meets the RMSE threshold.\")\n",
    "else:\n",
    "    print(\"The model does not meet the RMSE threshold.\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We successfully ran an ARIMA model, though not with any precision, and our grid search for the XGBoost model didn't create any improvement. In fact, with the changes we made, our model got 2 orders less precise.\n",
    "\n",
    "Our XGBoost model regressed once the validation set was used properly, which is disappointing. But, luckily our trusty random forest model proved effective. Certainly, I must be making a fundamental error with the ARIMA and XGBoost models that is preventing the accuracy this project intends, but feedback to this point has been straightforward, so we'll stick with the model that worked.\n",
    "\n",
    "The variables at play mean we're not going to get extremely accurate models, as time, season, weather, holidays, and events can all play somewhat random roles, but a model with an error of 42 should at least help in getting more taxis prepared at appropriate times."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "<b>Reviewer's comment</b>\n",
    "    \n",
    "You made a really good job! But for me to accept your project you need to tune hyperparameters at least for one model.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "<b>Reviewer's comment V2</b>\n",
    "    \n",
    "Well done\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Review checklist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [x]  Jupyter Notebook is open\n",
    "- [x]  The code is error-free\n",
    "- [x]  The cells with the code have been arranged in order of execution\n",
    "- [x]  The data has been downloaded and prepared\n",
    "- [x]  The data has been analyzed\n",
    "- [x]  The model has been trained and hyperparameters have been selected\n",
    "- [x]  The models have been evaluated. Conclusion has been provided\n",
    "- [x] *RMSE* for the test set is not more than 48"
   ]
  }
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