diff --git a/Graded Assignment 2/Graded_Assignment_2_Rohan.ipynb b/Graded Assignment 2/Graded_Assignment_2_Rohan.ipynb
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+++ b/Graded Assignment 2/Graded_Assignment_2_Rohan.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "6af9dba4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "from pathlib import Path\n",
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import hvplot.pandas\n",
+ "import numpy as np\n",
+ "import sklearn\n",
+ "import statsmodels as sm\n",
+ "from sklearn.impute import SimpleImputer\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "30d90006",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
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+ " \n",
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+ " 02-12-2013 21:25 | \n",
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+ "
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+ " 02-12-2013 21:30 | \n",
+ " 78.140707 | \n",
+ "
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+ " \n",
+ " | 4 | \n",
+ " 02-12-2013 21:35 | \n",
+ " 79.329836 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " timestamp value\n",
+ "0 02-12-2013 21:15 73.967322\n",
+ "1 02-12-2013 21:20 74.935882\n",
+ "2 02-12-2013 21:25 76.124162\n",
+ "3 02-12-2013 21:30 78.140707\n",
+ "4 02-12-2013 21:35 79.329836"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "file_path = Path(r\"C:\\Users\\rohan\\Downloads\\machine_temp_failure_missing.csv\")\n",
+ "df_missing = pd.read_csv(file_path)\n",
+ "df_missing.head()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "3969bc30",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 22695 entries, 0 to 22694\n",
+ "Data columns (total 2 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 timestamp 22695 non-null object \n",
+ " 1 value 21410 non-null float64\n",
+ "dtypes: float64(1), object(1)\n",
+ "memory usage: 354.7+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_missing.info()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "c719d5a3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "timestamp 0\n",
+ "value 1285\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "missing_values = df_missing.isnull().sum()\n",
+ "missing_values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "df986076",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " value | \n",
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+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 21410.000000 | \n",
+ "
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+ " \n",
+ " | mean | \n",
+ " 85.968188 | \n",
+ "
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+ " \n",
+ " | std | \n",
+ " 13.553070 | \n",
+ "
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+ " \n",
+ " | min | \n",
+ " 2.084721 | \n",
+ "
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+ " \n",
+ " | 25% | \n",
+ " 83.082867 | \n",
+ "
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+ " \n",
+ " | 50% | \n",
+ " 89.251290 | \n",
+ "
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+ " \n",
+ " | 75% | \n",
+ " 93.910748 | \n",
+ "
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+ " \n",
+ " | max | \n",
+ " 108.510543 | \n",
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " value\n",
+ "count 21410.000000\n",
+ "mean 85.968188\n",
+ "std 13.553070\n",
+ "min 2.084721\n",
+ "25% 83.082867\n",
+ "50% 89.251290\n",
+ "75% 93.910748\n",
+ "max 108.510543"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "statistics = df_missing.describe()\n",
+ "statistics\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "08ae96c0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " timestamp | \n",
+ " temperature | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 02-12-2013 21:15 | \n",
+ " 73.967322 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 02-12-2013 21:20 | \n",
+ " 74.935882 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 02-12-2013 21:25 | \n",
+ " 76.124162 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 02-12-2013 21:30 | \n",
+ " 78.140707 | \n",
+ "
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+ " \n",
+ " | 4 | \n",
+ " 02-12-2013 21:35 | \n",
+ " 79.329836 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " timestamp temperature\n",
+ "0 02-12-2013 21:15 73.967322\n",
+ "1 02-12-2013 21:20 74.935882\n",
+ "2 02-12-2013 21:25 76.124162\n",
+ "3 02-12-2013 21:30 78.140707\n",
+ "4 02-12-2013 21:35 79.329836"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_missing.rename(columns={'value': 'temperature'}, inplace=True)\n",
+ "df_missing.head()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "e6d0ff2a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "updated df:\n",
+ " timestamp temperature delta_temperature\n",
+ "0 02-12-2013 21:15 73.967322 NaN\n",
+ "1 02-12-2013 21:20 74.935882 0.968560\n",
+ "2 02-12-2013 21:25 76.124162 1.188280\n",
+ "3 02-12-2013 21:30 78.140707 2.016546\n",
+ "4 02-12-2013 21:35 79.329836 1.189128\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_missing['delta_temperature'] = df_missing['temperature'].diff()\n",
+ "print(\"updated df:\")\n",
+ "print(df_missing.head())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "3ddbe605",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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NTVVCQoJeeeUVPfDAAw6Pk5qaqtTUVOvfycnJqlKlis6ePavSpUsXyXsBAAAA4H+Sk5MVGxvrNDfwixam3M6ePStJiouLkyTt3r1bR44cUffu3a37hIeHq1OnTlq8eLHpccaNG6fY2FjrT5UqVbwbOAAAAIBixe8SJsMwNHz4cLVv316NGzeWJB05ckSSlJCQYLdvQkKC9TFHRo0apbNnz1p/9u/f773AAROX0jP1z4kr9f0Kzj8AAIBAE+LrAHIbOnSo1q9fr4ULF+Z5zGKx2P1tGEaebbbCw8MVHh7u8RgBd3y1dK9mbj6qmZuP6paraOUEAAAIJH7VwvTII4/o559/1pw5c1S5cmXr9sTEREnK05p07NixPK1OgL85ezHd1yEAAACggPwiYTIMQ0OHDtXkyZP1559/qkaNGnaP16hRQ4mJiZo1a5Z1W1pamubNm6d27doVdbgAAAAASgi/6JL38MMP6+uvv9ZPP/2kmJgYa0tSbGysIiMjZbFY9Nhjj+nll19WnTp1VKdOHb388suKiorSHXfc4ePoAQAAABRXfpEwvf/++5Kkzp07223/7LPPNHDgQEnSyJEjdfHiRQ0ZMkSnT59W69atNXPmTMXExBRxtAAAAABKCr9ImFxZCspisWjMmDEaM2aM9wMCAAAAAPnJGCYAAAAA8EckTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECQAAAABMkDABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYQIAAAAAEyRMAAAAAGCChAkAAAAATJAwAQAAAIAJEiYAAAAAMEHCBAAAAAAmSJgAAAAAwAQJEwAAAACYIGECAAAAABMkTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEyAl1l8HQAAAAAKjIQJ8DLD1wEAAACgwEiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECQAAAABMkDABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYQIAAAAAEyRMAAAAAGCChAkAAAAATJAwAQAAAIAJEiYAAAAAMEHCBAAAAAAmSJgAAAAAwAQJEwAAAACYIGECvMzi6wAAAABQYCRMgJcZvg4AAAAABUbCBAAAAAAmSJgAAAAAwAQJEwAAAACYIGECAAAAABMkTAAAAABggoQJAAAAAEyQMAEAAACACb9JmObPn68+ffooKSlJFotFU6dOtXt84MCBslgsdj9t2rTxTbAAAAAASgS/SZhSUlLUtGlTvfPOO6b79OjRQ4cPH7b+TJ8+vQgjBAAAAFDShPg6gBw9e/ZUz549890nPDxciYmJRRQRAAAAgJLOb1qYXDF37lzFx8erbt26Gjx4sI4dO5bv/qmpqUpOTrb7AQAAAABXBUzC1LNnT02aNEl//vmnXn/9da1YsUJdu3ZVamqq6XPGjRun2NhY60+VKlWKMGIAAAAAgc5vuuQ5c+utt1p/b9y4sVq2bKlq1app2rRp6tevn8PnjBo1SsOHD7f+nZycTNIEAAAAwGUBkzDlVrFiRVWrVk3bt2833Sc8PFzh4eFFGBUAAACA4iRguuTldvLkSe3fv18VK1b0dSgAAAAAiim/aWE6f/68duzYYf179+7dWrt2reLi4hQXF6cxY8aof//+qlixovbs2aN///vfKl++vG666SYfRg0AAACgOPObhGnlypXq0qWL9e+csUcDBgzQ+++/rw0bNmjixIk6c+aMKlasqC5duui7775TTEyMr0IGAAAAUMz5TcLUuXNnGYZh+vjvv/9ehNEAnmPxdQAAAAAosIAdwwQAAAAA3kbCBHiZebspAAAA/B0JEwAAAACYIGECAAAAABMkTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECQAAAABMkDABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYQK8zOLrAAAAAFBgJEwAAAAAYIKECfAyw9cBAAAAoMBImAAAAADABAkTAAAAAJggYQIAAAAAEyRMAAAAAGCChAkAAAAATJAwAQAAAIAJEiYAAAAAMEHCBAAAAAAmSJgAAAAAwAQJEwAAAACYIGECAAAAABMFTpjS0tK0bds2ZWRkeDIeAAAAAPAbbidMFy5c0P3336+oqCg1atRI+/btkyQNGzZM48eP93iAAAAAAOArbidMo0aN0rp16zR37lxFRERYt3fr1k3fffedR4MDAAAAAF8KcfcJU6dO1Xfffac2bdrIYrFYtzds2FA7d+70aHAAAAAA4EtutzAdP35c8fHxebanpKTYJVAAAAAAEOjcTpiuuuoqTZs2zfp3TpL00UcfqW3btp6LDCgmbKsRzl5I91kcAAAAcJ/bXfLGjRunHj16aPPmzcrIyNDbb7+tTZs2acmSJZo3b543YgSKjU8W7tLw7vV8HQYAAABc5HYLU7t27bR48WJduHBBtWrV0syZM5WQkKAlS5aoRYsW3ogRKDbSswxfhwAAAAA3uNXClJ6ern/+85969tln9cUXX3grJqBYIUUCAAAIXG61MIWGhmrKlCneigUAAAAA/IrbXfJuuukmTZ061QuhAMWfQXMTAABAQHF70ofatWvrhRde0OLFi9WiRQtFR0fbPT5s2DCPBQcAAAAAvuR2wvTxxx+rTJkyWrVqlVatWmX3mMViIWEC8sFSZQAAAIHF7YRp9+7d3ogDAAAAAPyO22OYAAAAAKCkcLuF6b777sv38U8//bTAwQDFHZM+AAAABBa3E6bTp0/b/Z2enq6NGzfqzJkz6tq1q8cCAwAAAABfczthcrQOU1ZWloYMGaKaNWt6JCgAAACgKBiGoWemblSd+FIaeHUNX4cDP+SRMUxBQUF6/PHH9eabb3ricECxxSx5AAD4l2W7T2nSsn0a88tmX4cCP+WxSR927typjIwMTx0OAAAA8Lrzlyi/In9ud8kbPny43d+GYejw4cOaNm2aBgwY4LHAgOKISR8AAAACi9sJ05o1a+z+DgoKUoUKFfT66687nUEPAAAA8CfUZcIZtxOmOXPmeCMOAAAAAPA7bo9h6tq1q86cOZNne3JyMtOKAwAAIKAwHxOccTthmjt3rtLS0vJsv3TpkhYsWOCRoIDihAsxAAD+iy55cMblLnnr16+3/r5582YdOXLE+ndmZqZmzJihSpUqeTY6AAAAAPAhlxOmK6+8UhaLRRaLxWHXu8jISP33v//1aHAAAAAA4EsuJ0y7d++WYRiqWbOmli9frgoVKlgfCwsLU3x8vIKDg70SJAAAAOANdJ2HMy4nTNWqVZMkZWVleS0YoDiibzQAAP6L+zSccXvShxybN2/WjBkz9PPPP9v9FNT8+fPVp08fJSUlyWKxaOrUqXaPG4ahMWPGKCkpSZGRkercubM2bdpU4NcDAACAe1IzMnXs3CVfhwEUKbfXYdq1a5duuukmbdiwQRaLRYaRnZdbLNkNmpmZmQUKJCUlRU2bNtW9996r/v3753l8woQJeuONN/T555+rbt26evHFF3Xttddq27ZtiomJKdBrAgAAwHXd3pin/acuau6IzqpePtrX4XgEXfLgjNstTI8++qhq1Kiho0ePKioqSps2bdL8+fPVsmVLzZ07t8CB9OzZUy+++KL69euX5zHDMPTWW2/p6aefVr9+/dS4cWN98cUXunDhgr7++usCvyYAAABct//URUnSH1uO+jgSz6FLHpxxO2FasmSJxo4dqwoVKigoKEhBQUFq3769xo0bp2HDhnkjRu3evVtHjhxR9+7drdvCw8PVqVMnLV682PR5qampSk5OtvsBAABA4RhkGShB3E6YMjMzVapUKUlS+fLldejQIUnZk0Js27bNs9FdlrPmU0JCgt32hIQEu/Wgchs3bpxiY2OtP1WqVPFKfAAAACWJQbsMShC3E6bGjRtbF7Ft3bq1JkyYoEWLFmns2LGqWbOmxwO0lTNOKodhGHm22Ro1apTOnj1r/dm/f79X4wMAACgJaGFCSeL2pA/PPPOMUlJSJEkvvviievfurQ4dOqhcuXL67rvvPB6gJCUmJkrKbmmqWLGidfuxY8fytDrZCg8PV3h4uFdiAgAAKKnIl1CSuJ0wXXfdddbfa9asqc2bN+vUqVMqW7Zsvq09hVGjRg0lJiZq1qxZatasmSQpLS1N8+bN0yuvvOKV1wQAAIBjtDChJHErYcrIyFBERITWrl2rxo0bW7fHxcUVOpDz589rx44d1r93796ttWvXKi4uTlWrVtVjjz2ml19+WXXq1FGdOnX08ssvKyoqSnfccUehXxsAAACuYwwTShK3EqaQkBBVq1atwGst5WflypXq0qWL9e/hw4dLkgYMGKDPP/9cI0eO1MWLFzVkyBCdPn1arVu31syZM1mDCQGFGwwAoDighQklSYHGMI0aNUpfffWVR1qWcnTu3Nm6CK4jFotFY8aM0ZgxYzz2mgAAAACQH7cTpv/85z/asWOHkpKSVK1aNUVH26/yvHr1ao8FBwAAAAC+5HbCdOONN3ohDKBksMg7E6MAAFCU8usVBBQ3bidMo0eP9kYcAAAACBDkSyhJ3F64VpLOnDmjjz/+WKNGjdKpU6ckZXfFO3jwoEeDA4obJn0AABQH3M1QkrjdwrR+/Xp169ZNsbGx2rNnjwYPHqy4uDhNmTJFe/fu1cSJE70RJxCw6IQHAChusopRExPdC+GM2y1Mw4cP18CBA7V9+3ZFRERYt/fs2VPz58/3aHAAAADwP+QYKEncTphWrFihBx54IM/2SpUq6ciRIx4JCgAAACgKFgt9QZA/txOmiIgIJScn59m+bds2VahQwSNBAcUVs+QBAOBf6JIHZ9xOmPr27auxY8cqPT1dUnZWvm/fPj311FPq37+/xwMEAh2XYQAAgMDldsL02muv6fjx44qPj9fFixfVqVMn1a5dWzExMXrppZe8ESNQbDBLHgAAQGBxe5a80qVLa+HChfrzzz+1evVqZWVlqXnz5urWrZs34gMCHp3wAADwX4xhgjNuJ0w5unbtqq5du3oyFgAAAASA4pRjMIYJzhRo4drZs2erd+/eqlWrlmrXrq3evXvrjz/+8HRsQLHDpA8AgOKAHAMlidsJ0zvvvKMePXooJiZGjz76qIYNG6bSpUurV69eeuedd7wRIwAAAAD4hNtd8saNG6c333xTQ4cOtW4bNmyYrr76ar300kt22wHYY9IHAACAwOJ2C1NycrJ69OiRZ3v37t0drs8EAAAAAIHK7YTphhtu0JQpU/Js/+mnn9SnTx+PBAUUK8VpZCwAAEAJ43aXvAYNGuill17S3Llz1bZtW0nS0qVLtWjRIj3xxBP6z3/+Y9132LBhnosUAAAAAIqY2wnTJ598orJly2rz5s3avHmzdXuZMmX0ySefWP+2WCwkTEAuzJIHACgOGJGLksTthGn37t3eiAMAAAAA/E6B1mECUDDMkgcAKA7oL4GSxO0WJsMw9MMPP2jOnDk6duyYsrKy7B6fPHmyx4IDigNuKgAAAIHL7YTp0Ucf1f/93/+pS5cuSkhIkIUZwAAAAAAUU24nTF999ZUmT56sXr16eSMeAAAAAPAbbo9hio2NVc2aNb0RC1DsMUseAKA4KE4jcovTe4F3uJ0wjRkzRs8//7wuXrzojXiAYo1JHwAAAAKL213y/vGPf+ibb75RfHy8qlevrtDQULvHV69e7bHgAAAAAG+i7weccTthGjhwoFatWqW77rqLSR8AF/AV8S+/rj+kWhVKqUHF0r4OBQDgB+j7AWfcTpimTZum33//Xe3bt/dGPECxY3Al9huLd57Q0K/XSJL2jL/ex9EAAIBA4PYYpipVqqh0aWpmAQSerYfP+ToEAICfoSMInHE7YXr99dc1cuRI7dmzxwvhAAAAwN8VpySDjiBwxu0ueXfddZcuXLigWrVqKSoqKs+kD6dOnfJYcAAAAPA/JBkoSdxOmN566y0vhAEAAAAA/sfthGnAgAHeiAMotpglDwAA/8VtGs64PYZJknbu3KlnnnlGt99+u44dOyZJmjFjhjZt2uTR4AAAAABvonshnHE7YZo3b56aNGmiZcuWafLkyTp//rwkaf369Ro9erTHAwSKEwv1WAAAAAHF7YTpqaee0osvvqhZs2YpLCzMur1Lly5asmSJR4MDihuDeiwAAICA4nbCtGHDBt100015tleoUEEnT570SFAAAADwY6zKjhLE7YSpTJkyOnz4cJ7ta9asUaVKlTwSFAAAAAD4A5cTpvnz5ys9PV133HGH/vWvf+nIkSOyWCzKysrSokWLNGLECN1zzz3ejBUISIxb8h/MWAgAHsIFFSWIywlTly5ddPr0ab300kuqWrWqKlWqpPPnz6thw4bq2LGj2rVrp2eeecabsQJAodCDBAAAuMvldZiMyyWN0NBQTZo0SWPHjtWaNWuUlZWlZs2aqU6dOl4LEgAAAAB8wa2Fay02za+1atVSrVq1PB4QAAAAAPgLtxKmZ599VlFRUfnu88YbbxQqIAAAAPg5+jijBHErYdqwYYPd2ku5WRgACMCP5b5EpaRmKCU1Q/GlI3wTEAAA8HtuJUxTpkxRfHy8t2IBiiXqEfxXs7GzlJaZpeX/voakCQAAOOTyLHm0HgEIdLl7kKRlZkmSVu87U/TBAACAgOBywmTQVxUAAADFDEVcOONywvTZZ58pNjbWm7EAxRIXYv9h3lDOPwkAQAMBHHN5DNOAAQO8GQcAAAACRTEaqlGM3gq8xOUWJgAAAEBSseo+UYzeCryEhAnwMmqu/B83S9ccPHNRPd9eoO9X7vd1KAAAFBkSJgCAS174ZbO2HE7WyB/W+zoUAPAKKtDgCAkTAMAlKWkZvg6hxDt45qJGTd6gHcfO+ToUv/TM1A2659Plysqi1AvX0RMEzridMGVmZuq1115Tq1atlJiYqLi4OLsfAADgHQ98uVLfLN+nG95Z5OtQ/NJXS/dp/l/HtWb/aV+HggBCqxKccTthev755/XGG2/olltu0dmzZzV8+HD169dPQUFBGjNmjBdCBAAAkrTxYLIk6UJapo8j8W8ZmZSAAXiO2wnTpEmT9NFHH2nEiBEKCQnR7bffro8//ljPPfecli5d6o0YUcwcPnuR7hLwK5yNCBR0HXIN32nvK66fcXF9XygctxOmI0eOqEmTJpKkUqVK6ezZs5Kk3r17a9q0aZ6NDsXOzE1H1HbcnxoyabWvQykylG8AoGjRxQqAJ7mdMFWuXFmHDx+WJNWuXVszZ86UJK1YsULh4eGejQ7Fzofzd0mSZmw64uNIgL9RuAIAAGbcTphuuukmzZ49W5L06KOP6tlnn1WdOnV0zz336L777vN4gAAAIBst1q4x6FjldZyLKElC3H3C+PHjrb/ffPPNqlKlihYtWqTatWvrhhtu8GhwKH64wMIfMS4EACBJhmGI0gpyczthmj9/vtq1a6eQkOyntm7dWq1bt1ZGRobmz5+vjh07ejxIAPAmuuS5xkJmiUDBdxqAB7ndJa9Lly46depUnu1nz55Vly5dPBKUI2PGjJHFYrH7SUxM9NrrAQCAwES+5H18xihJ3G5hMgzDYS3jyZMnFR0d7ZGgzDRq1Eh//PGH9e/g4GCvvh48ryRWUJfE9+yv+Fcg0FksFppEXcBHBPcYDn4D/uZywtSvXz9J2RfrgQMH2s2Il5mZqfXr16tdu3aej9BGSEgIrUoBzkKRFT5kdiNkgDgCBVdQBLL0zCyt3ntaV1Yto/AQKr0ROFxOmGJjYyVltzDFxMQoMjLS+lhYWJjatGmjwYMHez5CG9u3b1dSUpLCw8PVunVrvfzyy6pZs6bp/qmpqUpNTbX+nZyc7NX4AACA71EJ4p+e/2WTvlq6T/2aVdIbt17p63BsUBWB/LmcMH322WeSpOrVq2vEiBFe736XW+vWrTVx4kTVrVtXR48e1Ysvvqh27dpp06ZNKleunMPnjBs3Ts8//3yRxgkAxRVFCgCF8dXSfZKkyWsO+lnCBOTP7UkfRo8eXeTJkiT17NlT/fv3V5MmTdStWzdNmzZNkvTFF1+YPmfUqFE6e/as9Wf//v1FFS7MUOICgAJjTKRrGMOEgvK3c+do8iWNmrxBWw7TS8qXXGphatasmcvTya5evbpQAbkqOjpaTZo00fbt2033CQ8PtxtrBaBko6wJlAx+VuYFCmzYN2u0bPcpfbN8n/aMv97X4ZRYLiVMN954o5fDcF9qaqq2bNmiDh06+DoUuIECK/yRv9UoAgAgiZYlP+FSwjR69Ghvx+HUiBEj1KdPH1WtWlXHjh3Tiy++qOTkZA0YMMDXoQEAUCSyZxolw3fGoBYEbuF8Qf7cHsMkSWfOnNHHH3+sUaNGWRexXb16tQ4ePOjR4GwdOHBAt99+u+rVq6d+/fopLCxMS5cuVbVq1bz2mgCAku1iWqavQ0ABFOfir2EY+n3TEe0/dcHXoRRLzLAIR9xeuHb9+vXq1q2bYmNjtWfPHg0ePFhxcXGaMmWK9u7dq4kTJ3ojTn377bdeOS4AcHuEI9+v2K+RP67Xyzc10R2tq/o6nGz0ay7xft90VA9+tUqSGNPiMXyxkD+3W5iGDx+ugQMHavv27YqIiLBu79mzp+bPn+/R4AAA8JWRP66XJP17ygYfRwK3FVEtSHpmlj6ct1MbD551uu9fR8/pq6V7lZlVuOCW7z5VqOfDEf+tNnN10jV4l9stTCtWrNCHH36YZ3ulSpV05MgRjwQFFCd2Fzv/vSaXCNx4gJKhqLpVfblkr8b9tlWS89ae7m9mVyoHB1l0eys/abEE4BK3W5giIiKUnJx3xo5t27apQoUKHgkKAADkRcrvXzYXYAazDS60RgWC4jqvRnF9XygctxOmvn37auzYsUpPT5eUXWO7b98+PfXUU+rfv7/HAwSKFUo7CGA00CFQFFWhl69EceG//0muu/7B7YTptdde0/HjxxUfH6+LFy+qU6dOql27tmJiYvTSSy95I0YA8KpAnIJ47C+b9a8f1vs6DMAv+fNXmvKvP/LjEwZ+we0xTKVLl9bChQv1559/avXq1crKylLz5s3VrVs3b8QHAMglLSNLny7aLUka2rW2qsRF+TgiFBVqm11TVMXfkvz/KMnvHSWP2wlTjq5du6pr166ejAUA4ALbAe0ZhZxxC0DBWQrQXkSiAQQetxKmrKwsff7555o8ebL27Nkji8WiGjVq6Oabb9bdd9/NDFQA/BqXKAC+VpAky+75XMdKFP7d/sHlMUyGYeiGG27QoEGDdPDgQTVp0kSNGjXS3r17NXDgQN10003ejBMBIj0zSze9t0ijJrNuCfzbI9+s8XUIALzEn8clFjbh8Ze35i9xAEXB5Ramzz//XPPnz9fs2bPVpUsXu8f+/PNP3XjjjZo4caLuuecejweJwLFoxwmt2XdGa/ad0bh+TXwdDmDql3WHfB0C4LbCtk74o9Mpafp+5X7d2KySEkpHeOSYjGFCcWQYBr25fMTlFqZvvvlG//73v/MkS1L2eKannnpKkyZN8mhwCDyFXcEc8IWvl+3zdQhAifXYd2s17retuv2jpR47ZpFNK16AsmtJLu4GQlnfn1vO+r67SFmUs3zC5YRp/fr16tGjh+njPXv21Lp16zwSFAAUpWW7T3ETckEAlHUQgOb9dVyStOt4io8jAfzb+gNntesE3xNfcDlhOnXqlBISEkwfT0hI0OnTpz0SFP6WmWXo4a9X64N5O30dCjyBMrnfOp+W4esQXObPNaBAyVKQWfKY9AEFx//fN1xOmDIzMxUSYj7kKTg4WBkZgVPgCBRzth7TtPWHNf63rb4OBQXExc1/5PevIAlxjr7zgO9xrfI8f/5Mue76B5cnfTAMQwMHDlR4eLjDx1NTUz0WFP52IT3T1yHAk7juAUARKJoSMGXZ4segKwgccDlhGjBggNN9mCHP84rbtbgk3lz8ueYKNgLo/8Q55d8uXa7oiggN9nEk8EeFvQ8G8n3UIv+81AbyZ4qi4XLC9Nlnn3kzDpgItC+xs4IcBT0AxVl6ZpYaj/5dYSFB2jjmOgUFefYiHmj3BF8pslnyiuZlAPiYy2OY4BtB3B0B5EKXEf91NPmSMrIMXUjL1KUMz3epptLJNf68DpPZWlpfLN6jj+bvKmREKAh//l5RCvQPLrcwwTf4ohQzfnxRRmAyivBOz/UIKDxHSdal9EyN/nmTJOmm5pVUvpTj8eKBzmKx+Hd2Ir8PDz5CC5OfC7QGJmfXmUB7P55QEt+z38rnnxFIrTa+uqFzLvse/4PA5+hfaLvo+yUnkz1xCnge3ys4Q8Lk94rXt7jE19wUr38nAJRoZt3r8vPxwt0aNXlDwV8zgO8j/hq6P5dNcv+//fUzLO5ImPxcIF8YAXiHH9/bSzx/LniVJEU26UMB79HfLN9X4OPYjm3ecey89fc1+05r5/Hzjp7iFQVplefrgUBFwuTnPDHpw7lL6R6IBIA/YlFD/1WQ1gd4RqoXJtzwGzan1Zt//CVJOnz2om56b7GueX2ej4IqPvw9qfP3+IorEiY/V9jb7eTVB9RkzEy9N3eHR+IprBJftjOktIws7T91wdeRIJdAahmwneihKCd9cOWKlJKaoWW7TiorK4A+UDedu5Sua16fq3G/bZEkfb9iv+78eKnW7DutDJv3HUjj4oqbt/7YXiSvk/sb8efWo+o4YY5W7jllt331vtN5nptcwMpMR4n47hMpBTpWYZy+4H78Jb0IUJTSM7N8HUKxQsLk5wqbYIz43zpJ0oQZ2zwQTeEFUqHUW/q/v1gdJszRsl0nfR0K4JYsw/nA9Ls+WaZb/2+pPl20u6jCKnLfLN+nncdT9OG87CmgR/64Xot2nNRN7y3WfZ+vsO7H9c539vmoUuq+z1dq36kLuuuTZXbb+723OM++g75Yaf3d7FzZcey8UlIz7Lb5S8Xj18v2Od8JHmD/D1+3/4zTZ7wxc5vqPP2bS/vCNSRMfs7swpiRmWU3q47584v2ylq0td2Bwa420CJtOHhWknTr/y3VqZQ0H0VVMvlJOaPQfPUts+3mdOJ8qsN91uw7I0n6fuX+ogjJJ/KruPVFTb+vXUjLcL5TCXMp3Xnt/vLdp3Q6n3vA4h0n1O2NeWo0+ne77Xa32cu/B0r3T39J9jzh7MV0pzMaesPw79c53ec/f2b3Knpp+hZvh1NikDD5OduLYM4XMzPLUOfX5qrLa3OddnspRtemYumZqQWfKQmel5qRqdlbjuap0fU3PptW3I0ryl9Hz2v70XNejMZ3XO1qd91b85WW4dluMf52TR/32xY1fO53zfvruM5eTFdGEXQDmrLmQJ4ub4Gq2Quz9N2KfQ4TiTs+XpZ3owsKmsCu3nda+07SXdyVit+zF9PV9PmZav3y7CKICP6AhMnf2VxEH/12jSTp5PlUHTh9UftOXdC5S/lfGG0vwt5szTiVkqaNl1tOXI0H0tYjxbNA6ar1B87oy6V7/aJl0pD08rQtuv+LlXrgy1W+DqdYeHrqRl+H4FMHTl/U7C1HfR2GV+V0Sxzy1So1fX6m+ryzyKuvt/7AGT3+3Trd/MESr75OUfrXj4WoOHNwTz105qLbh9l5/Lz6vbdYHV+dU/BYXJCeaX6tD6QxN+sPnJGUnTh5WyCVmxbvOKE+/13oUnkw0JAw+Tnb78nvm7JvvO4ULW1rhB/7bq1HYnKkxYuz1Pu/C7Xu8kXEjB+Ui/2Kr6+DhmEUSbLy87pD+mXdoTzbb3hnkZ6dulG/bzqin9cdUocJf2rTId9daL9Znt2NbOGOE5q+4bDP4nDKC/8yT7eESCq20zm585XJKMaTX9hKScvuAbHlcLJXX2dvMW0BsT2n1u3Pew28mGbS9ctDp9fmQ979v+XnlRlbVf2paarz9G86WIBkr7hYtuuk7vx4qd1U8b60fPcp/d/8nU7LCNM3HNaC7cclZbeKbjh4Vvd8urwoQixSJEx+zukYJGclbpvH5/+VfUIfS76k71bsc6nvrauF6ZzdFu7IO5FBWkaWnv9lk+ZsO+bSsfyRx5KKXIfx5ZTQhmHo5g+W6Kb3Fuv7lfv17NSNHp3ZbNfx87qUnqnkS+ka9s0aPfLNGtOb/l9Hz2vYN2u0/9RFDf16jcdicIdF9l2thkxa7ZM43FXYc2jX8fPq89+FqvvMb9pxrGS3eEpFV4ngSQfPXHRpTKstwzDU+78LNPqnwGoFLOjMct7iqTPF9jgPf5332tPyxVnW3x195e27ifq6Ks4978/daf39i8V7JGW3VIyavF7nUzOK/Pto+2pZWYYmLtlT6Iq8sxfTnbag3fp/S7Vox0nd/8WKfPcrKrd8uEQvT9+q6RuOmO5z6MxFDZm0Wnd/Yp8gnb5Q/MZnkzAFIFeuHbO3HNWC7ccdXjZvem+x/vXjBo3/bWu+x9hx7JzajJttvYAVNLhJy/bqs0V7dO9nKwKqaTnH4p0n1OyFWQ5bSNx1NPmS3d9F9XE4uuGcuZCuVXtPa+3+Mxr5w3p9uXSv/vBQ96HFO06o6+vz1PedRbpkkyS50oqx+0SKNd6sLEPjf9uqGRvNL9ieFCjlZNvCkaP/7blL6aaTMuTW9fV51olI3p2z08neDmLJ50MLtGm1DcPQnR8v012fLAuYpGn2lqO6evyfGuRmIeurpXu18WCyvliyN6AmbfhgnvvnaHGQYnMd9adT85OF3pkN846Pl+mb5fvVacIcNXthllbtzTste1H4cfUBPffTJl3/n4UFPsaJ86lq+vxMdX19rkv7525F9XWxac/JvBPZrNt/Rm//sV2Hz15y8IziiYTJT325ZI86Tpijow5ORttCiKME5FRKmu7/YqXu/mS53TTAOXKavP/cat7i8+zUjer2xnwdTU7V6J83uRy3bSVnToJx8LT3m9gNw9Bni3Zr4fYTBT7G1DUH9ervW/MUlO7+ZLnOXEjXI99kt3ycu5Su6RsOm3eRyMX2fzR17SHTx3LsP3VBH8zb6bEFhxfvyE74fl3v/LXPeKg/9o+rD0qStuUa9G8ou/Y+92d3MVdr53uXaxxnbj6iD+bt1INfuT+m6NCZi/pw3k67Pub5JewXfDDbkbc0GTNTLV/8Q2fzWSfFMAy3u0/tP/33jfxiWqbG/LxJ7V+Z43e1/gU196/jWrzzpBbtOKmTLo75/J+T2QA9UbY1DMN0MoWcAuucbceVlpHlNNHLzDK0+VCyltgsa5DfuBJ/c95m3K4/JLWeKsx68r3M3HykyGZve+HXzV49/smUNJ25kF6ge0BBfblkr3XCmk0mXRVthztMW39Y3yw3n2J90Y7scsn+U94rCxmGoTX7ThfZhEV9312kN//4S5+ZLB/hB19NjyNh8jM5F81nf9qkfacuaOSP690+hm1TaEFP2i+X7nW6z54TKXlaTGyTuUe+WaNjuR7Psrnne/IGsWTXST3/y+Y8a19kZGbppvcW6cn/OZ+G87Hv1urdOTvtChKO4hwyabWGTFqtZz3QlcXR+Ibr/7NA43/bqjE/538jmv/Xcb0yY6vTrjj3fJqd8OXu6laYaWi3HknWI9+s0a7jeftan0/NsG9ZyPUy93y6XA2em6HDZ/++edh2yZCk12dmrxt27JxrrSSO9Htvscb9tlX/nuzagOrfNhwOmPYQ21PyVEqa3WdpK3fCauv7lfvV8+0Fbr2ubc3ntW/O1+eL9+jgmYv6bvl+ZWbl7cq2oZADf48mX8pTAEjNyHSr6+i5S+n6cN5O7T91QUfOXtK8v45b49x/6oImrz5g/Q49VIBC2ZM/uH+NdmTTobP6v/k7HXbb+ccHS9Rhwpw8LbR9312kxTv/vl41fG6Gw4JlWkaWJq8+oKPJlzRu+hb1+s+CfLvZOJN8KV1T1xzU+QIUzrKyDN39yTI94cLUyI7YdkG96qXZ2nDgrFbvO13kLRB7T6Z4NCnJ/V3J79jOempMmLFNzziZcOXPrUedjlvKPVHUqr2nTQvIOd6ds0Nv/fFX/gH6uVd/36Zr35zv8v4Pf71aoyZv0OCJK92q6MzIzHJpVklX7oM/rj6om95bnHcyFBculT+tPai1udZrcnVM6/aj/jHeqiiE+DoA/G3RjhMaMmm1/tmxZqGOY1tmyW/AsTvdZVJSMxQd/vfpcjolTZ1fmytJ2jP+euv2rFzfsdwtFrttmnazDCnYQ9VzB2xasS6mZeqql/7QrVdVUdf68Vqz74zW7DujV//R1KVjnU7J/4K34HIr1g+rDmhI51qqWaFUgePOKRwZhqFL6VmKDAtW8uUa1KVOFrbNGVRZo1y0brmqiul+jloZJRWoavRSeqaCLBbd9O5iXUzP1Nr9p7VgZFfr46v3nc6zQOM5uxrhvz+/qWvMuzgWNHExDEPrD5xVnYRSOnI5Wc8ZjOqML8eTFUbODXLDmO6KiQjN83hGZpYupmfmeeyLxXkrRQzD0P5TF5SSlqH6iaV18nyqlu8+pW4NExQabF6/lpFl6Orxf6pauSi77a6sRWPmaPIltX55tsJDgrTtxZ6SsqdLbjZ2lmpVKKXpj3bI9/kbDpzVKzO2auHl2t135uywnosf3dNS1zZMUIcJ2TOCDf9+nfaMv96upWXwxJV5D+pBC7efUHCQRTXKRysxNsLa5SckKEj3ta9ht+/Ky8nApkNn7c7T3ItSZmQZ1smBbL07Z4fenr1dZaNCdTqfVkdXPfL1Gs3767h6NEp0+7nbjp6zXgNevyXvNTktI0tT1hxQp7rxSoyNyPO47bf0xPlUDZ640vpd3zz2Ort9l+w8qba1ypnGMu+v46pUJlLxpcPV/73Fuq5RokZcV8/pe1i555Ru/mCJalaIVofa5U33G/3TRl1/RZJa1Yhzesw7PrKv7Pt4wS6nz8nPD6sO6DWTe97WI8m67/Ps8zvn/p27lf+rpXv1zNSNqlk+Wv1bVNbDXWqr//t5F9+VsiseqsRF6UJahl79Pbuy6+421VSuVLik7FbNmZuOqHm1snbPMwwjz3V313H/WsfMndvCrM1H9drv2/R838bWbRmZWVq6K+8U+JlZhjpOmKOQ4CDNHdFZQUH2LzR59QEN/36dHupcy6XXnrz6gCT3J11ZsP24Hv12rST7styUNQdcer5tpZyzCpTfNx3R75uO6KUbmygyLNitOP0BLUx+5M6Pl+nsxXTrBceR7AHJf/99OiVND3+9Wv+dvV2PfLPm8nSi5sVNV7uR5Wa7er3kuE+rHLzyuUvpdhdi20uCR7tT2ByqwXMzdD41Q58s3G2eLHiIs3FgUvbNxPyxi/pp7UEN/36dGjw3Q2v2/V1L6upsQQdy7bf5ULIe/26t9XXNEoEgR5tNPi7DMJSakanGo39X65f/sP5Pc3cxePuP7XmeO9xmdsY7C7iuiKv+t+qA+r67SL1z9TdfvPOEur421+GNKz9mLTdmDMPQ/1but045a7v9jo+WatAXnimEO/o3OTpfDMNQ3Wd+U5MxM63LEjjTYcIc9XhrgY6fS9VN7y3WQ5NW52kBzO2VGVt1JPmSlu12/PkePHNR//phvbblmkZ/y+FkjZu+RWcvpue5Hqzck/1dSLWp6Vy197RSM7K0OVehYOamI2r10h9aYtPa0v/9xdZkSbJP3BftcN51N2cBXkcKcu26lJ6pjQfPWrtC3vXJMt3+0VK1GTfbrjUhdxegr5eZd/VxVc6EO6bJkptvZ97lCYRmbHK/lcpZi3jnV+foXz9uUJtxjte3yX05sy2kpaTa399u/2ipFm4/of2nLmj0Txvt1hjacOCsBny6XN3emJfdBevYeb0zZ4fd879fuV/XvTk/zzX8p8tdq50V7r9Ysle3fFiw6c9nbnZtPGlOxWfyRdda+/advKBf19nPADpn2zGNzNVSmtNCtetEil79fVu+00Tn3A9sK2htKx++XrZXD01arc6vzrV73roDeY/pqXG07vLUEh+7ci1c/fqsvxx21/tx9QEdOntJ+05d0HkHYwhzFqc1u/ZuPHjWtbXIbL4vOeW/t/74S//4YLEupWfmmaxByi6zzLSpeHnv8vci59pl1sL/5qz8WxYf+HKVJq8+WOjKAF8hYfKR0/l0o8lP7gLXC79u1rT1h/X6rL/0y7pDGjJpdb7d8B777u9C0/5TF3Xs3CVtPHjWaReXZbtPadTkDW6f6P3fX6JJNjd825udK/foI2cv6bNFu+2auQ3D0Efzd+nRb9fo7IV0bTx4Vm/PzltQdyY9MyvfBDI1I1NbjxR+qtUzTmp0H/12raasyR7zc1Ou1pmCdDPp885CTVlzUIMnrtSXS/eaFlAcJVIjf1yvG95ZaFewmLhkj1q++If6vbdYGVmG2zXUtjdF24LunHzG0OWcw47O5fUHzmjkD+us3T3nbjuml6dvUUZmlnU8Se6b1h0fLdOuEylOJ+7I/VnZ1vqmZjivbFi444Se/GG9bsi1Fs3+Uxe1eOdJ/bHlqEe68bhaYE/PNKzjCn9a63zSEttzYu/JFO27XFD8rZCTbgz5apW+W7lf1/8nuwvgf2Zv17+nbFDPtxfow/m71P/9xbpy7Cx9v8LxeCBnhex/frlKx86l6vaPlkqS1uw7rTQnXV1yjz1yNknGW3/8lW/lR37enbND9Z+dod7/XajvV+7PUwucnM/YwX9P+btLae5uM84YhqEZG49ovYOCqZm0jCzd+uESvZZPxZ03HbIZt5uTYNpzryV48c4TGvDZcn2xZK86vjpHUy9fa+fazNpqe34dOH1B/529XRsPntXIH9Zr29Fzev4X83G8ttHZJuy2CjL7aH7/sw8dTHyR33dk1uajmrhkjySp46tz7BLDY8mXdO9nzicMKeh6QyfOp1rHS+duxTLr9uVuhYRhGHa9NXIs2nFCD09a7fC7vedEir5dvk/pmVk6dOaiaRkid9d1wzDyDDWwFZTrvvr5oj0O97NNUA1Dbi/y3fu/C3XzB0u054STFrnLH8fsLUfV4LkZ+u/s7Xrrj+1asee07rh8vcytw4Q5mm1zf05Jy1RaRpZq/nu6er69QP1MWhpzTwBy3ZvzHU4o8/qsv7y6Lqi30CXPR5q9kD1F6Lrnuis2KtTl5s/ZW4/pcZsT7eAZ+y/u2v1n8k1EcnfXaPVSdi1epTKRWvRUdtcqs0J6Ti3JoA419f3Kv+O1vUA5u9AdTf77wrXnRIrqJMTku/8/Plys/acuav2Bs3rz1itlGIb+b/4ujbvcshMdHpJvDewiB9OcS9nN5HWe/k1S9nv/aejV1sf+2HJU119RUQM+Xe52i4SnnXRxpjNbOTfOrUfO6dlc/diveX2upg3roIhQ8+bw9QfOqtNrc7R7XHbz/HM/ZRcWXBkE7073heWu1I45kJOMHElO1cT7Wmng5Zt9jfLRDvdPdrK4c47dJ/L2xd59+WY0Y+NhPfjVao3t20j3tK1ueoy/bPpzL9l5UomxEQoNtjidqMUTHH313s1VY24r9/jD7GM4/v6ePJ9aqEQvJ1HOyDJ0KiVNb+SqicxZd2Tkj+tVvXy04qLDNHXtQevj8/46pq71E+wKLzuOndOEGdvUpX58ntfLXfGQ2+cOZv5s+eIf+T7nrT+269vl+7X039fku19uWw8nWycxkaSvl+/XgLbV8n1Oakamhn69Rh3r2Hf3ev6XzSoV7vy2/dXSvVq197TWHTjjUhenlLQMxUZld9kc8b91Wrb7lJbtPqV72lZTRpahpDKR1n3dHT+2eOdJdapbQf9buV8zNx/VsGvqWB+/mJapf35p3ura+78L9datV+rGZpVsnuPeuKn3ctXQP/bdWpUKD9HrJrXh7V/J7qZp+/gfW1xbEuN2kwJozX9Pd+n5rth/6oLd5Eo534mkMnm7L+bI6V56VfW8XQOfcGF8r5R/75Rvlu/TAx1rKSr87/uKIUPLd5/Kt4VtxP/WWStlbNUY5d7nNeCzFVq155S+/WdbDZq4Qg90rKX72tew9miwWKSOdSsoKixYC7ef0LFzfydxJ86nqkpcVH6Ht/P01I36etk+3dKyssPHc+6/Zy6k2bVq5+erpXvz7VmUn9dn/aX/3t7MtKJ8+Z5TuuWDJdb7re15vTqfVvTcsidsyv7d1YqbbUfP6ae1h3R7q6p5Hhs1eb0+vLuly6/vD0iYfGzXifNqVrWsHv/O9QGwvf/7d3cjh72qCtALzbY7j1k/5RynUtLsmpg3Hvy7ttSdZu2Zm486TZhyunzldCm546NldpMyOKvxtZ2CtvpT03R7qyr6dd1hnbPpxnHwzEXdbPOep6w5qDdvvdJhstT9zXn5vp5DhSggm/0rc/cVTs3IVGhQkNPC+M7jKZqy5qDDC5jd6xrZNeod6lRwI1rPT39q1vVTknbmWtxv36kLWrGn4AO/cxatze3NWX9Zax+f+2lTnoRp9b7T+nHVAT15XT27GaNsC09f3t+qwHE54upXPPcEJrZcnQVOyh50bHvdcZdt95zmL8zKZ085LGBdTMuuPbY9v7u9kT0o29WuS56QM1bGnWts7gL7uv1nJCcJ0/crD2jW5qOaVcD35mzAf27txv+pYdfU0fBr6+pnm1bYVi9nV6itG91dEaFBCrZYNMiNsV0PfbVaC3ecUFx0mLVGOTby77F0I/63zjqeycyPqw/YJUwpuQrudt28XfxmuPMecmRlGXnGmfhCSq6EcdqGw3pX5l2vbVvGX56+Jc/jjj5/RxMR5PeZfbZojz5btEcbxnS32/6pkynHHSVL+TmVkqa46DAt2H5cmw8l658dayozy7CuMdnnnexr1NhfN6t+xb/LFiv2nNKv6x0vRP7azPy7keX+WHMqaG0rjW3ldAO+cqzj65yjcVvOujznx5UKjIJWTtpqZvJ+nHn1922Kiw5To6TSdtvdafX2FyRMPjZhxjZ98882Hj1mQcftzNx0RF0d1Nbmljtp+HZFwfrYO2uNcjQ9Zn4FQFeYFYr35Fr3wKy72F+5ZoSZufmonvh+nQZ3rKH6iaXz7D9n6zFNM7lQu8IwsscAJV/K0Ef3tLBeaG1vRJ8s2KX/uNElMb+JQGy99Ud20707PDlxwsxNR/SZTXcG28RFynv+FOamkx+zrhqZWYaCgyzWSS7ym+DAUT9xXzEMQztdaHV4KNfCvb5cff7hr1erZoX8J3kIJPkNzD57MS1Py3BR+M/s7bqrteOKlK2HkzXgs+UqXyrcboIdZ3IKj7bdby7YJDzTNji/Ni7YfkK/bTis7cfO63cHY6bOeWAa5dwtno6cSElVfEx2K47tZW66C+/Bk3JPDpHD0ZV3/6kLdpWbzpLTHD+scq3HizOnPLh46fFzqWr+wiwN61pb//kzu+W8bmKMaTdr28/JtmeLr03bcFjX1E/w2PFsl3rwpgsFHP9+KiVND3y5Sr2vqGi3PRCnHSdh8rElu06q33uLnO9oIvfgZ8n16SBz++eXqzSie12n+504b38RnFTAQcnOvjCTljmf2tzZ+KCCuvdz5326c/y4+oB+XH3AOsNMzoyCJ8+nunUcR2ZuOqLJl/vc7zt1QdXKRVtfI0fuGteiNm39YV3bMEFhIUEF7ufuyFe5zitHictpD/aDdifV+3Thbr0+c5u+GtTaum2Xgy593lLQm83HC3Zpyc6Tdv3TzRwvxJTu3nDTe4v06YCrnO7n7TWhck/oURAfLbCvebf9dzrr/lWQqbxdlbviKMdrM7fpUnqWW8mSmfzW/zOTO3n3hdxjU3Lkvh96m9nYD9uWuxwdX51ToGvFkXzG6Lhq1/EULTeZBKYwcpIlKXutvcmrD+azd+E4WjajsIZ+vUYVHcz+WFCOWmqqPzXNY8f3lNwtfIG2qLlEwuQX3OlH6orHv19b4OeaNTN7g7Ovy+q9Z5weo7DrvHjaC79u1icLd2vSoNb61mQAuztykiXJvgWjMKurJ19MV/Wnpun+XFMXF9TDX6/Wo9fU0ePX1vXoWig53SzMGHK9tczTxl7uemc7VuZIAKx4/uK0vF1yvM1TN+9L6Vl6xoW1z64YM9Mjr2fmyyV79cPqortO+oPCdHUtUl6+HCzeeeLyRBTefZ2CcJTPFTTOgibGU23uV96eEVWSnp7i3ZbYLxbvUbrNPcZZF8McziZiOJzrXuGJGYM3Hip8WWjxjhNql880+Z7kj98hZ0iYiqHCrGPgbp/iwnDWddB2ytozF9L9stbE1r6TF6yJzPjftjps/SuM71fu17O9G2rX8fOFShRyBpcWJunK7e3Z21UnoeDrURXE4bOX9PZszy2QWNjehLlvgt7kqHbOEzcgT7QgeJM/rNHyPw91V4LnfeXCgusFZTspSJIHWwjckTPTnSOeLIAWtEvesz+ZzyYYiL5YYn8+jbUZo5qfnDUqXZVeyIq/A6cvuDzBRH7u+HiZ6sQXzX3c20u+eAPTisNnfNQ44DUdX51j/X3DwbNOp0J2V043PE92e/OkoV+7ts6PJ321tPBr1ORwdfyVv37+nrDSgy2EcN1H8/1jXZJxv3mmBfLOj5d6pOuiu3IXcL3lkI9ak58rZgkJshV0GEUOT46R3e7Dsar+joTJBzy6YGsA43NwT87H5WimIxSeqzctXwzIz4OvTrHysQdbewsjv8V63bFox8k8a5EVheJcmZEf7qUl225nazH5IU+0iBU1EiYf4NqWjc/BPd9dXmgzYMYTFFP5rXhfVPjqAMhRY9R0t7uBAb6UWshWNV8gYfIBCjvZAnGWFGBXANbmAQDgT9xZBNsfkDD5AM3n2QLsuwL4DUeXECogAACBwoPLNhYJEiYfoFiTLRBnSQEAAEDJQsLkA+QJ2fgcgIKhNQkAgKJDwuQDFHayXUgLvFlSAAAAULKQMPkALSvZPLmGDlCScA0BAKDokDABQDFAEgUACBSBds8iYfKBQDtJAPgXLiEAgEA2fsZWX4fgFhImHwgP4WMHUHCOlia4kJbpg0gAAHDf/83f5esQ3ELJ3QeCggJs8nkAHuOtFub35+7wzoEBACjhSJgAIMA4SrrmbDte9IEAAFACkDABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAgwLA0AQAARYeECQAAAABMkDABQIAxWLoWAIAiE3AJ03vvvacaNWooIiJCLVq00IIFC3wdEgC47NyljEIfgy55AAAUnYBKmL777js99thjevrpp7VmzRp16NBBPXv21L59+3wdGgC4JD0zy9chAAAANwRUwvTGG2/o/vvv16BBg9SgQQO99dZbqlKlit5//31fhwYARYYGJgAAik7AJExpaWlatWqVunfvbre9e/fuWrx4scPnpKamKjk52e4HAHzJYvF1BAAAwB0BkzCdOHFCmZmZSkhIsNuekJCgI0eOOHzOuHHjFBsba/2pUqVKUYQKAF5lMIgJAIAiEzAJUw5LrupZwzDybMsxatQonT171vqzf//+oggRAExZRBMTAACBJMTXAbiqfPnyCg4OztOadOzYsTytTjnCw8MVHh5eFOEBgEs80SWP9iUAAIpOwLQwhYWFqUWLFpo1a5bd9lmzZqldu3Y+igoAAABAcRYwLUySNHz4cN19991q2bKl2rZtq//7v//Tvn379OCDD/o6NABwiSc65DGECQCAohNQCdOtt96qkydPauzYsTp8+LAaN26s6dOnq1q1ar4ODQBc45EhTGRMAAAUlYBKmCRpyJAhGjJkiK/DAAAAAFACBMwYJgAoDmLCQwt9DLrkAQBQdEiY4LfCQzg9UfxEhgX7OgQAAOAGSqTwWw0qlvZ1CIBfooEJAICiQ8IEv0WhEAAAAL5GwgS/5ZHJxIBiqFKZSF+HAABAgV1/RUVfh+AWEiYACDDR4QE3wSkAAAGLhAl+q2JshK9DAAAAgIcFWi8iEib4rQc61fJ1CAAAAPCwQBunTsIEvxXF9MsAAADwMRIm+K2E0nTJA1wVHBRoHRwAAAgMJEzwW7GRofrp4at9HQYQEGiRBQDAO0iY4NfqV4zxdQhAQKB9CQAQKB7sGFjj1EmY4NcsFAMBAACKlSpxgbWeIAkT/BrDMgDXWCx8WQAA8AYSJvg1CoGAa5pWKePrEAAAcEmg9SAiYYJfC6yvE+A7b9zS1NchAADgEiPAVmIiYfKRZ3s39HUIAaGoGpiiw4JVs3x00bwYSqzypcK8eOxwrx0b/qd2fClfhwAUqa0v9PDp69esULgywos3NvZQJPAFEiYfiQgNzI++boLnbtJtasY53aeouuS9c2dzhYX49//k/Tub+zqEIvGPFpV9HYJXtKoepx8ebOfrMFBMhDDAE/CqR7rWVrta5ax/F/Yb16FOeYfby0aFFvLI7rm1ZRU9f0OjIn3N4sC/S4jwOz8Pbe/rEBy6qVmlQj2/QqlwGfm0DpeOCCnU8T2hZ5OKvg5Bt7T0fjJTJ1dSfqUfjs35V4/6bu3fqnqcvn+wrap7qRXznrbV7P6e92Rnr7xOUdsz/npfhwATLJQMR+5sXdVrxy6Kc+69O5urbFSoRvaopye611Ni6QjrY7GR3klsWtVwXnlcGLnvV3e3raYB7arryevqefV1nWEME4q1iNBguwtIYeSXoLjjw7tbqEfjxEIdw2KRsvIJ6OMBVxXq+IV145VJhXr+C309U5s04eamerCTd9dOyMr1b/DHctlDnX2/fsSCkV2sv1eNi7J7rFq5aK0b3d2nCz+/fduVhXq+Ky3QJZmvJ8Sp40aXwDJeqkGvXi7K+U4oUs/f0EhThrTT6mevzfNYZGjhFtcO9sA537hSadNeDP+5vZl6NamoVc9cqyGda+d5/MUbm7j0Gr2vMK/cbFqlTJ4eRrnveZ7WtX68w+0Pd8n7Hl31XAkcVkLC5CPlor03lqGghjgpBD7QsaYkqawbsd/SsrKWjrqmUHE5EhpsUY3y0fr1kfa6rlGi28nXM9c3yLMtv0O0qhGnhNK+GSOy6pluevPWK61/F2Ss1d1tq2vuiM5aMLKLmlSKLVQ8D3dxPVkY1L6GPh3Y0q3jZ+a6e7hSMJw2rH2hC+iO9GteSVFhwZo7orPHj11YVeLyLyzGRoaqaZUy1vGScUV8zYkpZKvstQ2zK0F2vtzLLz//wvLV9cRTXE2Cfnu0g/55+d7haRPva+2V46JgBneooZDgIDWrWlZx0WG6orL9vcas4O6KmhWiCz2muXGl0vpmcBu9+o+murp2uTyPV7t8TQ0yqaVrmFTapXFU+d2zpjzUTutHX2e3zfBU7bGJeokxLlcuVHNxv/va11D3hglux9IoqbTbz/EXJEw+0r1hoga2q+6wkPdIV9ez/hbVyrr1uvnV2ubXPPvBXS00vHtdSdJ/b2/m8utZZFFirGdapHJM6H+Ftr3QU3NGdFbjAhT+r2uUoBua5m2xcXbRCsp1EXT3sy+Ibg3iVa5UuN0F+NOBV6lxJfcvOtXLR6tKXJTDm86UIe30WLc6uq5RgrrWj9e/e9XXb492sNsnp4AXE+FebXHX+nkvqg0rmseflSthuquN8y4ejZJiFR/j2fNMkt645UptGHOd17rSFVZ0WHaNbce6FUz3ub99De0Zf71WPdPNui13F74co/s0VEiQxSMTSBS2u0XOs4ODLKpePloTbr6i0DH5kyCLxaVz24y3C1nOlAp3fB349RH7btsNKpZ2+VwY1L6GWzFEhwertQvdmdaN7q5x/ZrYtcp60uAO7sVdVNzpwnbH5a503RoULKm5pn68nr7evtUh96sXpqXRouxEpDDJd7cGCdb712cDW7n+wjYiXGglCzX53MtEhSkoyJJnvLSnvsrPXN/AdCx2tXJ/38NCgh3Ht/H56/TH8E4OH3u6V95K5hvdHArxSNfa+vafbax/hwfYWP7AirYYCQqyaMwNjdT3SvsTLiw4SIOdXBBsLzqlwt2rxf16UJt8HzdrMu/ROFHhIdmP1Y4vpT4OEg53FfQaUbFMRJ4aoFqFnL3G2Rim3Lo1SNAT19Yt1Gs6c/0VFfXRPXlbZ6qXj9ZbNi1Otna+3KtAr9Wsalk91q2uPry7pT4deJX+2bGWGlQsrVCbC2vdhBjT59dwI6F44tq6mp4rGbNlmy/9/lhH3Xilaxflq6p7J4HNKXR0a5Cd+OXuHvnGLU01ort3zwUzy57uprkjOuf7v8lhm3R3qR+v7/6Z91pw79U1tOWFHprroTFQU/PpEvhYtzpqcDlxdlRTWT/R/j0VZhyhs4lE/tWjvn4Z2r5AFRFmrmuUf+3rdY0SC9Xaa1vpMLKHeWXXDw+2LfBrSObvw2wAe+NKsapUJlLS37OCXe/C+Ms946/X09c30NeDWmvZv69RuIcm4fnxoXaKjQzV7a2qOmyVdbXFfsXT3ewqHWx1b1S4LuGe9urNV2hUz/oa18+8C9mip7ratXK+0Lexpg1rrye6F2xcS91E59egJ7rXc9iy445/Oyi4F4SjxKKihyp3n8z1fXz3jub66J6WpmOgbIseOd+dghjUoaY+vKuF0/3qObhf3N6qikqFhyg02PH3LskmrpzvTE83h0I80b2eYiJCNXlIO019+GqXkk9/QsLkBwa2q+7yvmWiQrX6mb/7Bvd3YUYx24KkWVOzlF2galrFtRu4q19qb3Szd1T7XSchRp/fe5XTboU5cpK/HPGlI9Tu8oU8OizYbnKDtjWzt9te7D4e0NIji0RtfP467Xq5l92MNeVLhWvByC56947mpk37tvFP6J9d8z6uXxMFB1lUuWzBL7i5zXdSI1upTKSuqByrn4derW8G5y2AF+T/b9u/u15iTJ7PwKzwFWJyoXdHfpM5vH3blfrgrhYa18++pSOpTKS6Oeua4KXhJqXCQwrc+tWiWlmHCUJocJDbFTFSdgH6vqv/rmk3ZOSZsGN8vyZaMqqrfnyonR7rVlcT72ul529opFf/0VTP9W6o4CCL7m5TTW/fdqXa1bYvkLtSoZHT4pbbk9fVy7eCI8giNakcq18fMU/kbb1925UFqjSa8VgHLR11jd64pame6llfzaoWPMlvVrWMxvZtpBf6Nsp3YpTCjh8yax3Kb3D//JFdtO657rqrTXZLZtVyUVr73LX6elBrh90rc843i8WidrXLK6F0hDaP7aHl/75GzaqWMX2duOgwpxVv+fUEeOb6Bpry8NV2y3zExzhuXa0QE65yJi2vzfP5P3ryeuyKVc900z9aVtEDnWqpbJR5N9xKZSL140Pt1KpGnD68u4WCgyxqlBSbpydFfpxNtpT7fxMXHaZJg9qopYu9M3JXmrgrd9LdKMm8fFOzfLTiHYzPblq5jNuvWzHW/n9+/RUVdW2ue8R/bHrq5Pd/8gbbe+qCkV30zeA2ee5rudneXutXjMlzHGdsE+XmVcv65WROzpAw+YExTqZ3XPdcd314dwvd3qqqVj9zrV3SExYc5HQmqUevyS4otK/tuEbw1pZVrDex/9zWzK7QY8ZZt8Gc2sc7W2ffMAszSP6dO5pZj/n8DY2stdK5da4Xb/pYbrFRodYuCDlG9WygZ65voBmPddRzfRpZE7Px/ZtY47iicqw+GeD6mBxnLV+lwkMUFGRRpE1Bb8XT1zgdn1IlLkr/7FhTI7rX1S1XVdGWsT10eyvHBZikXLVmjmqXzOS+8Of2xi1N9fPQ9oqJCFXbWuXy9O++p231PM9xVsC5q001taoR53CcmSS96+b06o93c731J7/zNDo8RD0aJ9r9r3LUTyzt9RZHT6pSNkohwUH6ZWj7Qg/EzvGf25ppiM34NkcF7dtaVVXF2EhrIbZCTLgGtKuu2MhQ3de+hna81FMv3Ng4T8t7fmwntniuT0OHk9LEl47QrVdVcel4E/pfkSf5y63vlZVc6pocZXOuNEoqrfqJpZUYG6F+zSsrIjRYdRNiCjwhS0RosO5pW113t62u0ibdZKvGRamMC4WxxU911di+jbT86Wv04d0tXFpiISQ4yLSyLzjIothciVqZqDC1q11e1ctHW8fDStnjD1c9m7flJjjIovjSEXaJcg+blpy2NctlF9gK0Z2pXa3yio0M1d1tqunuNtX0yYCWmvFYR2sllCN/DO+kKUPaqYJNYmVR9hpBkwa1Vv/m9pWY3z9QuBY+R/JbpNo2qetUt4KaVjZPEiqXjdL3D7TVdQVsIetbwMmIcgrcjnRrEG+dxKYwkzn1b15Z217smefYjvz08NX602Sc5J2tq2ps30b6/bGODh//XwFbcG9omqQxfRqqaZUy+bYQO1MmKlTVykXp3Tuy74tm3alzKtdzl5GqxEWpbS3nrX5d6yfo0WvqKCY8RE9e594ssWP6NNQ7twf+sigkTAEgNipU1zVK1Lh+TUxbiNaP6a4v73fcJ7d9nfJaMqqrvrjP8eOv3HyFtZY6vnSEnuvjfPaTaCc10F/c20qrn71WTS5frEd0r6fJQ9pZWxwmDWrtcuLR+4okbX2hh768v7UGuNEal6N7wwS7frnVL/flzX2zjw4P0aAONVUlLkqlwkO08plu2jP+emvf39rxMfp5aHtdc7lrVpWy+Sc1T/dqoF8ecW0a9quq/90P39Vam3/3aqChXetIkl0hPqfWOsgirXymm+bk6l71TO+GhZ4m/ddHsidZaF3T/kIbERpsl6A4S/wciQ4P0fcPtNWgDn8XqgozS+Cj3eq4NT11Qbv2/aPl3wXyF/o2sivU+MuaOVMfvlr/d3cL66KnrpxruQcB/+/Bti5NIFGQVdwLMvNb0ypltHtcL614uptuvaqqRvWyv5nnJC2Oao8dueWqKvry/tYFLgza+t+DbdWlXgX9PPRq/WKyJMPtraoWaCB0G5vvnu1YTtvxmd0aJLg0Hi2pTKTuaVtd8TERuq5RoukYjJjL1/2c82e0C/cKR2wrJiJDg/O0+JvJqTyzVZDzLLewkCC9cGNjXdMgQXHRYerXvJJd64TtuJna8aXUrGrZPDO2RYQG6+ra5RUW8vf2FU93U1KZSG19oYd2j+ul7S/11N1tHI8fXPxUV5fjrRAT7lKXxbCQIP00tL3d592tQbxLlaJS/l09w0KC1CmfsZO52Y6RDgkyj/3J6+prypB2ev/O5nazuFV2cr91pmv9eNPri6NKsBwhwUG6p2111bNp7cpJ3H97tIPptTCnu21+rfUDr66hnx6+2u0Wpgc71bL2xHigYy3Ne7KLrr88M5/ZtaTPFRX16yPt9eND7id4L97YWGEhQXr82rpaN7q7XRd8s7HvpcJDVL1clD66p6UGXl3DrcnC/JXvF5dBvpwtVlo7PvvELR0Rqg51zC9eti0FH9zVXA9+tVqSXJoi3J0aeim7RiYoyGJ3IQkOsqh51bJa+2x3HUm+ZHfxcUVB+rrOe7Kzflx9UPe2q273Zc25ONYoH63ypcIL3GXFWTJQLzFGUWGufcVqlI/W7Cc6Kc4DTfMv9m2sqnGRuqlZZYeFpdjI0OyL3qjpBX6NxpViTSfccNTNq1x0mE6mpEkq2FiUt25rpn7NKzsd8zG+XxPN++u4ftt4xO3XyOHuAFxHswr1bVZJpSNClZKaoffn7vSbFd4L0g2iU90Kmrhkr/Xvq6rHafWz1+rm9xdr5d7TdvsWVVoYFx2mU5fPJyk70cqp8e97ZSU1r1pWqRlZenv2dg21KXS1qhGn5btPFeq13VlkslFSrD67N//B5SHBQfr1kfZufx/NKs9ual5JP687JCl7ZjFbHetWyG4pHzMz32MP715PL/y6Wbe2rKKzF9Ot26c83E7/N3+XHrlcUVPQqc3zK6DmZvsSjl7vxRub6Lq35ns0jpDgIK0b3V2SdPDMRYfjnGIiQnQkOe9zba8fOedkzv0r1GSwvZS3ErJ8qTCdOJ/mcN/wkGD9/lhHTd94WD+uOqCdx1NMjytJfa5I0vtzd6pWhWinS2TYJqBDOtfWhBnbHO43d0Rnt/7/rkxhbbHIWjbIWXfw+wfa6ovFe+y6TboiJ7SvB7XWF0v26PkbzK/B7o6Xe/+u5jqfmmGdQGLYNXX0n9nb7fb58O4WenfODt3rYnLqjqd61tc9batp6a6TeboGm10XLBZLgSbJkuwr/HIf/+EutfXq79nnSPlS4TpxPlWS1LRKrCY5GTMfaGhh8kOlwkJUJS5SiaUjTAeTzny8o766v7Vqx7vfx7dH47/HgAxyYXafYdc4v9DZFiLy62IYGxXqdrLkDtv+4tXKRWv4tXWtyVJON5OcGcVCg4O0ZFRX06Z2V2x9oYe1tjU3R+Xu/GYirFWhlEdqYWKjQvXkdfVN45IKVtApzGDUSYNbW49xm0nXQWc61q1g/Xwc1TRL2V2+3jcZ9OrquBxX86U/hnfUjw+1s1ZGlCv19/8u+nKifHfb6lo86hrVrOD6mjX+xmx68Ff/0dSuu2fusQ85XfKi3Cgcu+q3RzvohqZJ+sDkf10lLkq140vpv7c3s7ve5EwokJuja1Lur8j0YR008b5WprNIFUZBvo/5PePHh9rqiWvr6rbL3RAn3tdKXepV0Ph+TVQ6IlTrx3TPd/D9fVdX15wRnTWuXxPde3V1SVKXehVUOz5GE25uWqCWY/vYPZdaO/rf5TdrpK38JquJCA1WRGiwalUo5fD/U9Hmepjf2GBnaseX0oT+V+SZEGD6MMfj6W5qVklXVS+r6uWjNaRzbZVyYdbShkmltWRU13wn23FXziQAOUuk5EyKY8tsPFhuUx++Wm1qxjlshW1VI07v3tncbrbdYdfUcbn7fbva5fXh3S0dztb75HX1NLhDDbsZ5FxhsVjsZosdbtMdO2dCpqQykXrppib53ocduaWlfddhs5k0k8pEql/zyg4nafBkN9ArKse6PRue5LmZ//wJLUx+YmSPepowY5sm3HyFgoIsmvNEZ0nm04LWTYhxaWYsZ8xmRLHlys38o3ta6uYPligqLNilY3pLs6plNa5fE4e1/sv/fY0OnrloN/CzsLFGhAarWlyUdhw7n+cxRzPieGq8SFH66v7W+nH1AT3V071+y7bqJ5Z2qVucq2sF9b4iSdc1StSfW49Zuwk5YjsWwdUiTX4LGNvKXVkRGhykTc9fpyCLpUhWpPeUwR1q6D9/7sgz49H4fk30y/pDeqBTLb07Z2ee59UoH63Fo67RqMkbFGTJTtTTMrKsj5eO9OztJWcSiLoJpZRQOsJu0LSrQoKDlGDTqv5s74YqExnqtGtRn6ZJauhmt7mCJgW3t6qqb5bvy7P9lf5N9K8fN7h0jBbV4tSi2t/dfDvWrWCXROT0SFi046TD51ssFmsy0bpmOa14upvX1g50p1xlO5W67axdQ7vU1jtzdlj/jnOhFfBVP5mm3iwBjy8doXfvaK4zF9P09JSN1u1v5poh9cnu9XTXJ8ucvo6z8agFNffJzjp89pLD8siLNzZRZtZ6p13pr6xSRt/+0/VC/vBr62r4tXXV8LkZupCWqX7NKqlvs0oa8Olyt2IvzMKtue0Zf70upWcWqDeMbRGrT9OKqpcYowe/WqXBHWro6esb6qulea8H+WllM9X+2AKMkbRY/k54fjbpSmz2vOKMhMlPDOlcW/e0rW6tBS/sjF8je9TTiXNp6t/C/ZqBgmhZPU7ThrVX5TK+X3ndbPKDMlFhLg2ALqzX/tFU+06mOO3+5GyqY3/Rvk55tTeZQtiRglw0H+hUU42SYtXGhTVVcoQGBzkdrFzKje5//S7XohVm1XVnY/v80aPd6qpz/fg8fd9va1XVpdZA26mLw0KC1KpGnA6duagrq2SPBfNUTWNsZKi2jO3h0oQEzvz6SHvtPH4+38klbBOe/Nav87SW1crq8WvrqNVLs63bapSP1q1XVXU5YfK0Ci62FHhDp7oVtGbfmTwtnffbrNn0RPe6dglT40qxmrr2kMPjzXisg1bsOZ1ncgZ3RRTwPMxvzFXZqFCdvvB3F8iccSm2CVNu7lybXZFfpdWCkV00eOJKu5a5mIhQ07X5EmMjnHZJLYzfHu2gX9Yd0j3tsic++UeLyvrfqgOSzNea86aCTpNtOx4uvnSEalYopR0v9fTIzK8VPLCmnquql4vS8XOpRfZ6RS3w7u7FWEGm8s3tvTuba+GOExrcoaZLrSdm6440SiqtTYeS3ZoSNb8pO4uz3AnCzS4mQnGlAn8QZGFc36Sipm04rBdubGw6ELqg+l6ZpLX7z9ivLJ9PIpcUG6E3cmpui2NfgnzkjC/MT2LpCB1JvuTS8bwxK1gOd8a+5Ce/MXiO3HZVwReYdZchKT4mQu1rl9fCHSf09m1XujWLmatryfjLae6sfmVI59qqXDZKV9cuZ9fbwXbRy9y9IO69uobCQoLUslreRLd+YvZshYX1bO+G2nn8vO5vb79uorPuXfl97jER9gmTL8THROiTAS0dfteqxEXpt0c7FHjsWo6B7arr88V7JMm0W60rqpWLtk58JGV3E36l/xVKvpReJJWjnhIUZNGip7oqPSPLY5XmOcoXoLLjispltG7/GdNlGnKb+vDV+mThbj3Vs76uHv+n268XKEiYipleTSqqlwuLBP4xvJP2nkyx67Zh6+MBLfXpwt0Op4VGbq7fPCrZJKCuLOboTT89fLX6vrso3yl0vent267U49fWUS0vjO95+7Zmysoy7MYW5Pdfsi0A9G9RWesOnC3UoqL42+u3NNWQSas1qhBdOn2tIF0sm1crU6jX/OK+VjqVkuZy686kQa118MxFl5MBT8wu5wnOoggLCbJWQmW62PwbHGTx+r2rSlyUZl/uOm/rvvbVdSolVV3rO1mbzQ2VykRe7k7uuYWV83ONg/FIOQqbLEnZi69vfaGHwoKDCjX+y5GgIEtAJUs5CjNG2JEP7mquncdT7Gbgdee5783ZqQHtXKvIvLJKGZeWWQh0JEwlVO34UvkORqwYG6mnr89/VprJQ9rp35M3aHSfgq0jUlw0SiqtP7YcdWnfa21uRO4sEOgNTauUcWu6bVe5Ov1rSHBQgSYtcVXuG7GrN/q7WldT/cTSbo9ZgWO9mlTUlrE9PNY65O9mP9FJi3eccHtyk6TYCB06e8m6Xl5wkMWtrnBXm6yzZ8aXLUzFeaxDeEhwvvfOVjXiNGmZ4zEpd7epppemb8kzIce3/2yjLxbv0f0uTNIUKArafQ2usZ3cy10VYyP1QiFndnXWayEQkTChwJpXLasZhZhhrri4/oqKevvylKLOujDaT5Hrzah8p25CjP57ezOHsxIFgqAgi92gWRReICZLrnw/bQdH56hVoVSBWk3nPNlZKamZLk984o3ZB4tKSJBFSbEROncpw+l6dsXNDU2T9Oi3ax0+dn/7GmpRvawaOlhc9Bk3p9UGfGH2E500Z+sx3eXhbvb+gGnFgUKyLVeRQGbr0zSpQF0BgEAyd0Rnjx0rPCTY5WSpW4OEgOx2lMNisWj+yC5a9ey1bk3iYXutDfPhbKyFYbFY1K1BvMPHgi6PJ3S39eW6Rp7r/pebq+NYACm7wmhQh5rFsgUxMK84gB+xrYkOxGnDSwrb/9M3g+0X1OvR2PVB9SVRcW0NLaxq5aLVr/nfM+0t/FeXInnd/s0LP/up4YU+ee4s6hsSHOT2jIdBQRYN61pbA9tVL/RaUL5UmJk4HXG0hIWn+HKGRMCfkDABPuLJxRvhnra1/h4j0KNRYr4LCgP5GXR5lrTeV1R0efxeYflrAjtlyNVef43h3evluzh6IHB1rTd/8Fi3us53AkoAEibAR/xllqqSwqyM2adpUrHsPoDCKeti97iGSaW18fnrAm6WqFtaVlGQRerVpHCtq7YtENXL5z+ltjflHvfjzzzdwuRNnl6AGghUJExAEfLElKwomJxFSs3WHoO5nEVCzcZeFEeVykRqws1XuLROTKnwkCL+bhf+teJLR2jLCz307h3NPRCP75ULoHXtel9ekLZ6Oc+0SOYs1s5kNYD3UHUAFFKN8qVUJ76USkeGKr8lJewWURVd8oraUz3r66rqcdYpe2uUj9buEyl23fPg2P3ta6hNzXKqm+C9aeD90S0tq/g6BIciQj1T1xkeQsuqL9zcvLKqxUWpvodaxZpVLavlT1+jctGMNwK8hYQJKKTgIIt+f6yjLJb8W5ASSnMz86WI0GBdf8Xfa1PMeryjLtmsrA5zFotFjVnI1+dG9qinzYeS1bFOBV+H4ncCqfU+KMii1jU9W1ETHxOYyzgAgYKSAuABrqxWfkXlMt4PBC4LCQ5SqQCdmhgl05DOtX0dgt8a3aehbvlgiR7oVNPXoQAohkiYAC+b+XhHLdt9Kk/3ngCqEAUAh17/R1Pd8+lyPd2rgU/jqFWhlFY+0y2gWpoABA4SJsDL6ibElLixHwBKho51K+ivF3u6vaaSN5AsoTiKDA3WxfRMX4dR4vn+CgcAAAKWPyRL8I4yUYEz+2BxNffJzmpVnRkQfY0WJgAAAOTRrEoZDetaW1XL+W6NrZIuoXSErm2YoOV7Tvk6lBKNhAkAAAB5WCwWDe9ez9dhlHj0NvU92tEBH+ECCAAA4P9ImAAAAAA/ZRi+jgAkTICPVIyN9HUIAAAAcIIxTEARW/RUV6WmZyo2MtTXoQAAAMAJEiagiFUqQ8sSAABAoKBLHgAAAOCnutSvIEn0TPEhWpgAAAAAP1U7PkYLRnZRuVIsJOwrJEwAAACAH6sSF+XrEEo0uuQBAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYQIAAAAAEyRMAAAAAGCChAkAAAAATARMwlS9enVZLBa7n6eeesrXYQEAAAAoxkJ8HYA7xo4dq8GDB1v/LlWqlA+jAQAAAFDcBVTCFBMTo8TERJf3T01NVWpqqvXv5ORkb4QFAAAAoJgKmC55kvTKK6+oXLlyuvLKK/XSSy8pLS0t3/3HjRun2NhY60+VKlWKKFIAAAAAxYHFMAzD10G44s0331Tz5s1VtmxZLV++XKNGjVLfvn318ccfmz7HUQtTlSpVdPbsWZUuXboowgYAAADgh5KTkxUbG+s0N/BpwjRmzBg9//zz+e6zYsUKtWzZMs/2H3/8UTfffLNOnDihcuXKufR6rn4oAAAAAIo3V3MDn45hGjp0qG677bZ896levbrD7W3atJEk7dixw+WEKSc3ZCwTAAAAULLl5ATO2o98mjCVL19e5cuXL9Bz16xZI0mqWLGiy885d+6cJDGWCQAAAICk7BwhNjbW9PGAGMO0ZMkSLV26VF26dFFsbKxWrFihxx9/XC1bttRPP/3k8nGysrJ06NAhxcTEyGKxeDFi53LGU+3fv5/ugfAqzjUUFc41FCXONxQVzrXiyzAMnTt3TklJSQoKMp8LLyCmFQ8PD9d3332n559/XqmpqapWrZoGDx6skSNHunWcoKAgVa5c2UtRFkzp0qX58qFIcK6hqHCuoShxvqGocK4VT/m1LOUIiISpefPmWrp0qa/DAAAAAFDCBNQ6TAAAAABQlEiYfCQ8PFyjR49WeHi4r0NBMce5hqLCuYaixPmGosK5hoCY9AEAAAAAfIEWJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYfKB9957TzVq1FBERIRatGihBQsW+Dok+LkxY8bIYrHY/SQmJlofNwxDY8aMUVJSkiIjI9W5c2dt2rTJ7hipqal65JFHVL58eUVHR+uGG27QgQMH7PY5ffq07r77bsXGxio2NlZ33323zpw5UxRvET4yf/589enTR0lJSbJYLJo6dard40V5bu3bt099+vRRdHS0ypcvr2HDhiktLc0bbxs+4OxcGzhwYJ7rXJs2bez24VyDK8aNG6errrpKMTExio+P14033qht27bZ7cO1De4gYSpi3333nR577DE9/fTTWrNmjTp06KCePXtq3759vg4Nfq5Ro0Y6fPiw9WfDhg3WxyZMmKA33nhD77zzjlasWKHExERde+21OnfunHWfxx57TFOmTNG3336rhQsX6vz58+rdu7cyMzOt+9xxxx1au3atZsyYoRkzZmjt2rW6++67i/R9omilpKSoadOmeueddxw+XlTnVmZmpq6//nqlpKRo4cKF+vbbb/Xjjz/qiSee8N6bR5Fydq5JUo8ePeyuc9OnT7d7nHMNrpg3b54efvhhLV26VLNmzVJGRoa6d++ulJQU6z5c2+AWA0WqVatWxoMPPmi3rX79+sZTTz3lo4gQCEaPHm00bdrU4WNZWVlGYmKiMX78eOu2S5cuGbGxscYHH3xgGIZhnDlzxggNDTW+/fZb6z4HDx40goKCjBkzZhiGYRibN282JBlLly617rNkyRJDkrF161YvvCv4G0nGlClTrH8X5bk1ffp0IygoyDh48KB1n2+++cYIDw83zp4965X3C9/Jfa4ZhmEMGDDA6Nu3r+lzONdQUMeOHTMkGfPmzTMMg2sb3EcLUxFKS0vTqlWr1L17d7vt3bt31+LFi30UFQLF9u3blZSUpBo1aui2227Trl27JEm7d+/WkSNH7M6r8PBwderUyXperVq1Sunp6Xb7JCUlqXHjxtZ9lixZotjYWLVu3dq6T5s2bRQbG8v5WUIV5bm1ZMkSNW7cWElJSdZ9rrvuOqWmpmrVqlVefZ/wH3PnzlV8fLzq1q2rwYMH69ixY9bHONdQUGfPnpUkxcXFSeLaBveRMBWhEydOKDMzUwkJCXbbExISdOTIER9FhUDQunVrTZw4Ub///rs++ugjHTlyRO3atdPJkyet505+59WRI0cUFhamsmXL5rtPfHx8nteOj4/n/CyhivLcOnLkSJ7XKVu2rMLCwjj/SoiePXtq0qRJ+vPPP/X6669rxYoV6tq1q1JTUyVxrqFgDMPQ8OHD1b59ezVu3FgS1za4L8TXAZREFovF7m/DMPJsA2z17NnT+nuTJk3Utm1b1apVS1988YV1UHRBzqvc+zjan/MTRXVucf6VbLfeeqv198aNG6tly5aqVq2apk2bpn79+pk+j3MN+Rk6dKjWr1+vhQsX5nmMaxtcRQtTESpfvryCg4Pz1CgcO3YsT+0DkJ/o6Gg1adJE27dvt86Wl995lZiYqLS0NJ0+fTrffY4ePZrntY4fP875WUIV5bmVmJiY53VOnz6t9PR0zr8SqmLFiqpWrZq2b98uiXMN7nvkkUf0888/a86cOapcubJ1O9c2uIuEqQiFhYWpRYsWmjVrlt32WbNmqV27dj6KCoEoNTVVW7ZsUcWKFVWjRg0lJibanVdpaWmaN2+e9bxq0aKFQkND7fY5fPiwNm7caN2nbdu2Onv2rJYvX27dZ9myZTp79iznZwlVlOdW27ZttXHjRh0+fNi6z8yZMxUeHq4WLVp49X3CP508eVL79+9XxYoVJXGuwXWGYWjo0KGaPHmy/vzzT9WoUcPuca5tcFuRTzNRwn377bdGaGio8cknnxibN282HnvsMSM6OtrYs2ePr0ODH3viiSeMuXPnGrt27TKWLl1q9O7d24iJibGeN+PHjzdiY2ONyZMnGxs2bDBuv/12o2LFikZycrL1GA8++KBRuXJl448//jBWr15tdO3a1WjatKmRkZFh3adHjx7GFVdcYSxZssRYsmSJ0aRJE6N3795F/n5RdM6dO2esWbPGWLNmjSHJeOONN4w1a9YYe/fuNQyj6M6tjIwMo3HjxsY111xjrF692vjjjz+MypUrG0OHDi26DwNeld+5du7cOeOJJ54wFi9ebOzevduYM2eO0bZtW6NSpUqca3DbQw89ZMTGxhpz5841Dh8+bP25cOGCdR+ubXAHCZMPvPvuu0a1atWMsLAwo3nz5tZpLgEzt956q1GxYkUjNDTUSEpKMvr162ds2rTJ+nhWVpYxevRoIzEx0QgPDzc6duxobNiwwe4YFy9eNIYOHWrExcUZkZGRRu/evY19+/bZ7XPy5EnjzjvvNGJiYoyYmBjjzjvvNE6fPl0UbxE+MmfOHENSnp8BAwYYhlG059bevXuN66+/3oiMjDTi4uKMoUOHGpcuXfLm20cRyu9cu3DhgtG9e3ejQoUKRmhoqFG1alVjwIABec4jzjW4wtF5Jsn47LPPrPtwbYM7LIZhGEXdqgUAAAAAgYAxTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAgBLHYrFo6tSpvg4DABAASJgAAAFl4MCBuvHGG30dBgCghCBhAgAAAAATJEwAgIDVuXNnDRs2TCNHjlRcXJwSExM1ZswYu322b9+ujh07KiIiQg0bNtSsWbPyHOfgwYO69dZbVbZsWZUrV059+/bVnj17JElbt25VVFSUvv76a+v+kydPVkREhDZs2ODNtwcA8AMkTACAgPbFF18oOjpay5Yt04QJEzR27FhrUpSVlaV+/fopODhYS5cu1QcffKB//etfds+/cOGCunTpolKlSmn+/PlauHChSpUqpR49eigtLU3169fXa6+9piFDhmjv3r06dOiQBg8erPHjx6tJkya+eMsAgCJkMQzD8HUQAAC4auDAgTpz5oymTp2qzp07KzMzUwsWLLA+3qpVK3Xt2lXjx4/XzJkz1atXL+3Zs0eVK1eWJM2YMUM9e/bUlClTdOONN+rTTz/VhAkTtGXLFlksFklSWlqaypQpo6lTp6p79+6SpN69eys5OVlhYWEKCgrS77//bt0fAFB8hfg6AAAACuOKK66w+7tixYo6duyYJGnLli2qWrWqNVmSpLZt29rtv2rVKu3YsUMxMTF22y9duqSdO3da//70009Vt25dBQUFaePGjSRLAFBCkDABAAJaaGio3d8Wi0VZWVmSJEedKHInOllZWWrRooUmTZqUZ98KFSpYf1+3bp1SUlIUFBSkI0eOKCkpyRPhAwD8HAkTAKDYatiwofbt26dDhw5ZE5wlS5bY7dO8eXN99913io+PV+nSpR0e59SpUxo4cKCefvppHTlyRHfeeadWr16tyMhIr78HAIBvMekDAKDY6tatm+rVq6d77rlH69at04IFC/T000/b7XPnnXeqfPny6tu3rxYsWKDdu3dr3rx5evTRR3XgwAFJ0oMPPqgqVaromWee0RtvvCHDMDRixAhfvCUAQBEjYQIAFFtBQUGaMmWKUlNT1apVKw0aNEgvvfSS3T5RUVGaP3++qlatqn79+qlBgwa67777dPHiRZUuXVoTJ07U9OnT9eWXXyokJERRUVGaNGmSPv74Y02fPt1H7wwAUFSYJQ8AAAAATNDCBAAAAAAmSJgAAAAAwAQJEwAAAACYIGECAAAAABMkTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmPh/IsYA+aDvGnIAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10, 5))\n",
+ "plt.plot(df_missing.index, df_missing['temperature'])\n",
+ "plt.xlabel('Index')\n",
+ "plt.ylabel('Temperature')\n",
+ "plt.title('Temperature Plot')\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(10, 5))\n",
+ "plt.plot(df_missing.index, df_missing['delta_temperature'])\n",
+ "plt.xlabel('Index')\n",
+ "plt.ylabel('Delta Temperature')\n",
+ "plt.title('Delta Temperature Plot')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "2c34a148",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "colors = ['red' if temp > 70.00 else 'blue' for temp in df_missing['temperature']]\n",
+ "plt.figure(figsize = (10,5))\n",
+ "\n",
+ "plt.scatter(df_missing.index, df_missing['temperature'], c = colors)\n",
+ "plt.title('Temp Plot')\n",
+ "plt.xlabel('Index')\n",
+ "plt.ylabel('Temp')\n",
+ "\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "73bd2648",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " timestamp | \n",
+ " value | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 2013-12-02 21:15:00 | \n",
+ " 73.967322 | \n",
+ "
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+ " \n",
+ " | 1 | \n",
+ " 2013-12-02 21:20:00 | \n",
+ " 74.935882 | \n",
+ "
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+ " \n",
+ " | 2 | \n",
+ " 2013-12-02 21:25:00 | \n",
+ " 76.124162 | \n",
+ "
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+ " \n",
+ " | 3 | \n",
+ " 2013-12-02 21:30:00 | \n",
+ " 78.140707 | \n",
+ "
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+ " \n",
+ " | 4 | \n",
+ " 2013-12-02 21:35:00 | \n",
+ " 79.329836 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " timestamp value\n",
+ "0 2013-12-02 21:15:00 73.967322\n",
+ "1 2013-12-02 21:20:00 74.935882\n",
+ "2 2013-12-02 21:25:00 76.124162\n",
+ "3 2013-12-02 21:30:00 78.140707\n",
+ "4 2013-12-02 21:35:00 79.329836"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "9c1c2303",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " timestamp | \n",
+ " temperature | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 2013-12-02 21:15:00 | \n",
+ " 73.967322 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2013-12-02 21:20:00 | \n",
+ " 74.935882 | \n",
+ "
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+ " \n",
+ " | 2 | \n",
+ " 2013-12-02 21:25:00 | \n",
+ " 76.124162 | \n",
+ "
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+ " \n",
+ " | 3 | \n",
+ " 2013-12-02 21:30:00 | \n",
+ " 78.140707 | \n",
+ "
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+ " \n",
+ " | 4 | \n",
+ " 2013-12-02 21:35:00 | \n",
+ " 79.329836 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " timestamp temperature\n",
+ "0 2013-12-02 21:15:00 73.967322\n",
+ "1 2013-12-02 21:20:00 74.935882\n",
+ "2 2013-12-02 21:25:00 76.124162\n",
+ "3 2013-12-02 21:30:00 78.140707\n",
+ "4 2013-12-02 21:35:00 79.329836"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "7fb34e20",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def read_datasets(folder, file, date_col=None):\n",
+ " \n",
+ " \n",
+ " df = pd.read_csv(folder / file, \n",
+ " index_col=date_col, \n",
+ " parse_dates=[date_col])\n",
+ " return df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e630f589",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def plot_dfs(df1, df2, col, title=None, xlabel=None, ylabel=None):\n",
+ " \n",
+ " df_missing = df2.rename(columns={col: 'missing'})\n",
+ "\n",
+ " columns = df_missing.loc[:, 'missing':].columns.tolist()\n",
+ " subplots_size = len(columns)\n",
+ "\n",
+ " fig, ax = plt.subplots(subplots_size + 1, 1, sharex=True, figsize=(10, 6 * (subplots_size + 1)))\n",
+ " plt.subplots_adjust(hspace=0.25)\n",
+ " fig.suptitle(title)\n",
+ "\n",
+ " ax[0].plot(df1[col])\n",
+ " ax[0].set_title('Original Dataset')\n",
+ " ax[0].set_xlabel(xlabel)\n",
+ " ax[0].set_ylabel(ylabel)\n",
+ "\n",
+ " for i in range(subplots_size):\n",
+ " colname = columns[i]\n",
+ " ax[i + 1].plot(df_missing[colname])\n",
+ " ax[i + 1].set_title(colname)\n",
+ "\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "8b3e43e2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def rmse_score(df1, df2, col=None):\n",
+ " \n",
+ " df_missing = df2.rename(columns={col: 'missing'})\n",
+ " columns = df_missing.loc[:, 'missing':].columns.tolist()\n",
+ " scores = []\n",
+ " for comp_col in columns[1:]:\n",
+ " diff = df1[col] - df_missing[comp_col]\n",
+ " mse = np.mean(diff**2)\n",
+ " rmse = np.sqrt(mse)\n",
+ " scores.append(rmse)\n",
+ " print(f'RMSE for {comp_col}: {rmse}')\n",
+ " return scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "1a913042",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "RMSE Scores:\n",
+ "Mean Imputation (Pandas): 3.961536496226712\n",
+ "Forward-fill (ffill) Imputation (Pandas): 2.4939956524274454\n",
+ "Backward-fill (bfill) Imputation (Pandas): 5.873128567455812\n",
+ "Interpolation Imputation (Pandas): 4.043203597694257\n",
+ "Mean Imputation (Scikit-Learn): 3.961536496226712\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "original_df = pd.read_csv(r\"C:\\Users\\rohan\\Downloads\\machine_temp_failure_original.csv\")\n",
+ "\n",
+ "mean_imputed_df = df_missing.copy()\n",
+ "mean_imputed_df['temperature'].fillna(df_missing['temperature'].mean(), inplace=True)\n",
+ "\n",
+ "\n",
+ "ffill_imputed_df = df_missing.copy()\n",
+ "ffill_imputed_df['temperature'].fillna(method='ffill', inplace=True)\n",
+ "\n",
+ "\n",
+ "bfill_imputed_df = df_missing.copy()\n",
+ "bfill_imputed_df['temperature'].fillna(method='bfill', inplace=True)\n",
+ "\n",
+ "interpolation_imputed_df = df_missing.copy()\n",
+ "interpolation_imputed_df['temperature'].interpolate(method='linear', inplace=True)\n",
+ "\n",
+ "imputer = SimpleImputer(strategy='mean')\n",
+ "sklearn_mean_imputed = imputer.fit_transform(df_missing[['temperature']])\n",
+ "sklearn_mean_imputed_df = df_missing.copy()\n",
+ "sklearn_mean_imputed_df['temperature'] = sklearn_mean_imputed\n",
+ "\n",
+ "mean_rmse = np.sqrt(mean_squared_error(original_df['value'], mean_imputed_df['temperature']))\n",
+ "ffill_rmse = np.sqrt(mean_squared_error(original_df['value'], ffill_imputed_df['temperature']))\n",
+ "bfill_rmse = np.sqrt(mean_squared_error(original_df['value'], bfill_imputed_df['temperature']))\n",
+ "interpolation_rmse = np.sqrt(mean_squared_error(original_df['value'], interpolation_imputed_df['temperature']))\n",
+ "sklearn_mean_rmse = np.sqrt(mean_squared_error(original_df['value'], sklearn_mean_imputed_df['temperature']))\n",
+ "\n",
+ "print(\"RMSE Scores:\")\n",
+ "print(\"Mean Imputation (Pandas):\", mean_rmse)\n",
+ "print(\"Forward-fill (ffill) Imputation (Pandas):\", ffill_rmse)\n",
+ "print(\"Backward-fill (bfill) Imputation (Pandas):\", bfill_rmse)\n",
+ "print(\"Interpolation Imputation (Pandas):\", interpolation_rmse)\n",
+ "print(\"Mean Imputation (Scikit-Learn):\", sklearn_mean_rmse)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "6ef4bfa9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Data Frequency:\n",
+ "73.967322 1\n",
+ "79.926638 1\n",
+ "77.842853 1\n",
+ "78.705237 1\n",
+ "78.184969 1\n",
+ " ..\n",
+ "85.841295 1\n",
+ "86.896794 1\n",
+ "86.182052 1\n",
+ "85.922123 1\n",
+ "96.903861 1\n",
+ "Name: temperature, Length: 21410, dtype: int64\n",
+ "\n",
+ "Resampled Dataset (Hourly Frequency):\n",
+ " temperature delta_temperature\n",
+ "1970-01-01 85.968188 0.001373\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\rohan\\AppData\\Local\\Temp\\ipykernel_20340\\486664263.py:6: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
+ " df_hourly = df_missing.resample('H').mean()\n"
+ ]
+ }
+ ],
+ "source": [
+ "data_frequency = df_missing['temperature'].value_counts()\n",
+ "print(\"Data Frequency:\")\n",
+ "print(data_frequency)\n",
+ "\n",
+ "df_missing.index = pd.to_datetime(df_missing.index)\n",
+ "df_hourly = df_missing.resample('H').mean()\n",
+ "df_hourly.dropna(inplace=True)\n",
+ "\n",
+ "print(\"\\nResampled Dataset (Hourly Frequency):\")\n",
+ "print(df_hourly.head())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "b8a7647d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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f/1j6znekWbOkDRsiJ0S5XNLVV0vz5kl33kmIak5Ig1R5ebkOP/xwPf30083e/+ijj+qxxx7T008/raVLlyotLU2nnHKKSktL6x4zY8YMvfXWW3r99df10UcfqaysTGeeeaZqa2s762UAAAAAjbz7rnTBBdIf/ygVFIR6NYGJjpaeeEJ67jlp8OD6c6PQmMtxwiMXu1wuvfXWW5o2bZokq0alp6drxowZuvPOOyVZ9Sk1NVWPPPKIrr32WhUXF6tfv376wx/+oB/+8IeSpC1btigzM1PvvfeeTj311FZ975KSEqWkpKi4uFjJyckd8voAAADQ9fl80vvv2z6oTZtCvZrApaVJzzxjrXzdVWuzQdjmyw0bNqiwsFBTp06tu+bxeHT88cdryf8fsL98+XLt27ev0WPS09M1ZsyYusc0p6qqSiUlJY0+AAAAgPZYvVq68krp+9+PzBB1wgk2jr07h6hAhG2QKiwslCSlpqY2up6amlp3X2FhoWJjY9WrV68WH9OcOXPmKCUlpe4jMzMzyKsHAABAd+HzSS+8YAHktdek8vJQrygw0dHSjTdaiGIqX+uFbZDyc7lcjW47jrPftaYO9piZM2equLi47iM/Pz8oawUAAED34vVKP/2pdMcd0vr1UnV1qFfUei6XNGyY9Je/SE89xV6oQIXt+PO0tDRJVnUaMGBA3fXt27fXVanS0tJUXV2t3bt3N6pKbd++XZMnT27xuT0ejzweTwetHAAAAN2B1ys9/ri0YIG0a1eoV9N6Ho902WXSj34kHXusVaQQuLDNnUOGDFFaWpoWLlxYd626ulqLFi2qC0njx49XTExMo8ds3bpVX3755QGDFAAAANAW/nOhVq6UHn5YeuUVafv2UK+q9ZKSpPnzpblzpSlTCFHtEdIfXVlZmdavX193e8OGDVqxYoV69+6trKwszZgxQ7Nnz9awYcM0bNgwzZ49WwkJCbrwwgslSSkpKbrqqqt06623qk+fPurdu7duu+02jR07VieffHKoXhYAAAC6CJ9PysuTioulVaukzz6T8vOl5cvtcyRJTJTmzJHOOSfUK+kaQhqkli1bphNOOKHu9i233CJJuuyyyzRv3jzdcccdqqio0PXXX6/du3dr4sSJev/995WUlFT3Nb/+9a8VHR2t888/XxUVFTrppJM0b948RUVFdfrrAQAAQNfh9UpvvSV9/LGUmysVFUm1tRaufL5Qr6713G7bC/Xww0zkC6awOUcqlDhHCgAAAA2tXm3Vm+XLbZR5RUWoV9Q2MTHSxRdLt97KRL7Wam02oCsSAAAAaGD1apvEl5sr7dwpRWLZweWSMjKk++6TrriCiXwdgSAFAAAA/H+rV0s//7m0dKm0Z0+oVxM4l0saMEA69VSqUB2NIAUAAADIhklcfrlVoiKtChUdLQ0ZIl10kXTJJdLgwVShOhpBCgAAAN3eO+9IM2ZIGzaEeiWBi4qSzj3X2vioQHUeghQAAAC6LZ/PzlS67TZp795QryZwKSnSeedJzz3HmVCdjR83AAAAugX/mVClpZLHY1WoX/1KKiwM9coC17evNHy4NHasdPPNhKhQ4EcOAACALs9/JtSaNdLixXaYbqTtg5KkhAQpJ8f2QI0aZedCZWeHelXdE0EKAAAAXZbPJ33wgbXvrVhhe6Bqa0O9qsC5XNKxx0p3321T+ZKSpKwsBkqEEkEKAAAAXZLXK/3lL9K8edbSV1MT6hW1TY8e0lVXSddeS/UpnBCkAAAA0OWsXGnB44svpIqKUK+m7caOld58Uxo6lOpTuOGvAwAAAF2CzyetX29nKY0fL336aeSGqPh4O1R3/nzp0EMJUeGIihQAAAAintcrzZljrXyRGp5iYmzf09Ch0vHH21hzWvnCF0EKAAAAEW31aun666WPP5b27Qv1atpm4kTpF7+QUlMZJBEpCFIAAACIODU10pIl0vvv2zCJgoJQr6htEhOlU06R/vxnzoKKNPx1AQAAIKK8+640e7aNM4/UNr7oaOmII+xMqBkzCFGRiL8yAAAARIx335VuusnGmft8oV5N23g80uTJVoniQN3IRZACAABA2Kupkf77X+nii6Xi4lCvpu1OOkm64QZp3Dj2QUU6ghQAAADCjs9nVafSUhtjPnu2tGFDqFfVdunp0v33S1deSXjqKghSAAAACCurV9sAiTVr7GPjxlCvqO1iYqTTT5ceekgaPTrUq0EwEaQAAAAQNt59V3rgAembb6waFanjzD0eacgQacQI6bHH7GwodC0EKQAAAISFVaukW2+1Fr5IDVCSTeAbOlTKzLTzoQYPDvWK0BEIUgAAAAgJn8/a9tats8+zZ0v5+aFeVfsdcoiFqKFDbSofe6K6JoIUAAAAOp3XK82dKy1aJG3bJhUWSo4T6lW1j8sljRplE/lGjWK0eVdHkAIAAECn8nptgt1nn0m1tZEfolwuaeRI6ZZbrJUvKYnR5t0BQQoAAAAdzt/G99VX0vz50scfW4Cqrg71ytouOVkaP166/HLpwgttbxS6D/66AQAA0KH8bXz//a+0datUVGTBKlL16WOTBU87zQZJUHnqnghSAAAACJqGB+kmJtogidmzbSJfRYVUVRXqFbbPoYdKv/61dOaZoV4JQo0gBQAAgKDweqW33rL2ve3brZUvL88CVKSLjrbw9ItfcLAuDEEKAAAA7eb1Sk8+aW17CQkWoDZtkiorQ72y9jv+eOnnP5dOPpk2PtTjVwEAAADt4vNZJaqoyMZ9b9ggffNN5IeokSOlv/9d+uADaepUQhQaoyIFAACANvHvh/rqK2nZMmnQIAsey5aFemXtExcnnXSS9MgjtPGhZQQpAAAABMzrld54Q1q+3PZCFRRI//mPtGdPqFfWdm63lJkpnXuudM01HKaLAyNIAQAAICD+A3WXL7fgtHevfUSyyy6Tvv99adQoRpqjdQhSAAAAOKiGB+o+95z0ySdSebkdqBvJh+r26iXNmyedfXaoV4JIQ5ACAADAAfkP1F20yMaab98u1dSEelXtd9JJ0hNPsA8KbUOQAgAAQIv8bXxLl1q7W0lJZIcol8uqULGx0i23EKLQdgQpAAAANMvns4ESX35ptzdtkvbtC+2a2sPtlnr3tnOueve28eZAWxGkAAAAIpR//HhpqZSUJGVlBXdIwrffSu+/LxUWSrt2SY4TvOfubG63VaKSk+32lCk2VAJoK4IUAABABPJ67RDcr76yg2/j4qzCcu65Nra7LSGr4dd8+qn0q1/Z80e6Hj2knj2lxEQpJsba+a65hsl8aB+CFAAAQITxeqUnn5SKiuzco8REm6CXmyvl50tnnCF98cX+Ieucc+yxzYWrhsHsyy+l1asjexqf2y0deaS97uJiG8+emCiNHy+ddx5nRKH9CFIAAAARxOezwFNUZGceuVx2PTnZbn/yifTggxawsrLqQ9aiRdLbb0tpaZLH0zhcbd1qI81LSiw8ffGFVFsb2tfZHoMG1R+qO2JEx7Y/ovsiSAEAAESQvDyrGmVm1oeohsrKbE/TpEn1+4GqqqSdO+16dLR0wglWoVm0SFqwwELGtm0WpCI5QPXvL/3kJ9KllzY+VJe9UOgIBCkAAIAIUlpq7XqJifvfV1xsYcjjqW/LcxwLXnv3SgMHWtAqK7P7CwosXO3dK1VUdO7rCKb4eGtnnDWLceboPAQpAACACJKUZG155eX1FSe/qir78HjsQ7JwVVQkpaTYoIWyMmnLFmsBLCqyQBXJVaghQ6TvfU+aM8eqbUBnoUMUAAAggmRl2d6m/Pz9x5HHxlqQSk624CTZ7ZoaC1HV1RbA/vlP+/qKisgNUR6PdPjh0qmnSldeSYhC5+NXDgAAIIK43TZIIT9fWrNGysioHyhRUGDDJHr0sJDlb/Xz+SxEbd5srXyRGp4kC4QDB0pjx0pHHy1Nm8YEPoSGy3Ei+Wi14CgpKVFKSoqKi4uV3LRGDgAAEIaaO0cqO9sCxiuv2Ajz2loLVNu3296qmppQr7rt+va1/U8ej3TzzTahkAl86AitzQZUpAAAACJQdnbzo73Xrq1/TFWVhajy8tCts71iY6XjjpMmT7bK2rp1NrGQSXwINYIUAABAhPH5Ggeo0aOtMlNTI734og2RGDBA+vTTyA5RfftKp5wiDR9ut0tLrfKWlBTadQESQQoAACCiNNfSN3KkdNhhdi7UH/4g7d5dP/48ErndFp6+/30pKsquOY7t8crJscobEGoEKQAAgAjh9UpPPmkVp8xMOz/p66+lP/1J+u1vpX37rJUvUrlcNkgiKcleX1lZ/SCNzZutQjVtGvuiEB4IUgAAACHUtE2vpQEKPp9VooqKbNDCunXSZ59J27bZgbqRPD4sIUHq3dvGmR9zjA3M+OILq7oVFFjVLSeHCX0ILwQpAACAEGmpTe/cc/cPDHl59riMDOnzz6WPPrIAFcktfJMnS089Za8jKcnOvvIHydNPb13ABEKFIAUAABACTdv0/C1subl2RtT06Y3DVGmpte3l5UnLlkV+FerCC20/V0vhyO1mMh/CG7keAACgkzVt00tOtqEKycl2u6hIWrDAHud//MqVFr6+/NICV6SGqKgoaepU6e67qTAhslGRAgAA6GT+Nr3MTBuw0JDLZe17Xq89rqJCevNN6S9/sf1QVVWhWXN7uVxS//42lv3229nrhMhHkAIAAOhkpaW2Jyox0SpLxcUWkDwe2yeUmGhDFpYvl15+2ULXli2RGaKio61Fb8oUe03HHiudeGKoVwW0H0EKAACggzWdzJeYaIMl8vJsrHdRkR2mGx0t9ekj9epl9115pVRSEurVt12PHtKwYdKYMdKePdKgQTZIg5Y+dAUEKQAAgA7U3GS+4cPtvsWLrQoVF2etb6WlFqDKyixYRSq3Wzr0UBtr3r+/XWN8OboaghQAAEAHaWky34oVdg7U3r3Szp3WsldTI9XWhnrF7ZeUJP3f/0knn2y3y8sZX46uiSAFAADQAWpqpBdflL75xqowSUlWdUpOlgYOlBYtsgrUvn310/kimctlZ2BdfLH04x8TmtD1EaQAAEDEa7oHKdTVD6/XQtQbb9i+p23bpL59LWj06ycVFtpaq6oiP3C4XNLhh0tDh1obH3ug0F0QpAAAQERrbg/SyJH2hj4U+3H87XzffGMhqn9/a9nbutWm82VnS198YZUoKbKrUbGxNkhi9Gh7XeyBQndCkAIAABGrpT1IublSfr40fXrnvrFveNBudrZVomprbaBEQoK0YYP09dc2TCKSA5QkHXWUTRccMUK6+WYbcU4lCt0JQQoAAESkhqFl1Kj6g22Tk+32mjXSggX2Rr+z3uA3PGg3Kcna+bZute+/caMdrhvpASomxs6BmjTJKmw7d9rrI0Shu+FXHgAARKSGocUfovxcLikjwypWeXmdsx6fz9ZTWFjftjdihA2dWLvWKmWRHKJcLiktzdomR460a4mJ1k5ZWhratQGhQEUKAABEpNJSexOfmNj8/YmJUkFB57zJ9+/TWrbMQlN+vpSSYsGpoCCyz4SSbK/XwIHWntivn702ycJhXJxV34DuhiAFAAAiUlKSvYkvL7d2vqY6601+w31agwZJu3dL334rbd5sU/n81alI5XJZO19UlAWpkSPtmuPYa8zJsSmJQHcT1q19NTU1uvvuuzVkyBDFx8dr6NCheuCBB+RrUBd3HEezZs1Senq64uPjNWXKFK1evTqEqwYAAJ0hK8ve1Ofn25v6hvxv8rOzO/ZNfsOzotLTLdBlZ1ulrKIi8kNUVJS9pn79LESNHm0DJoqLbQ9a3742qY/9UeiOwroi9cgjj+jZZ5/Vyy+/rNGjR2vZsmW64oorlJKSoptvvlmS9Oijj+qxxx7TvHnzNHz4cP3iF7/QKaecorVr1yqJOjMAAF2W220jzvPz7U19Rkb91L7Nm4P3Jr+lM6paOisqPd0qUZG4Hyo62n6GKSlSnz62/+zyy+11f/KJtG6dfcTFWSWKcefozlyO0/TfcMLHmWeeqdTUVL3wwgt11773ve8pISFBf/jDH+Q4jtLT0zVjxgzdeeedkqSqqiqlpqbqkUce0bXXXtuq71NSUqKUlBQVFxcrubneAAAAELaaO0cqWGcaNX1uj8fOhUpOlj77zCoz27dbgNqxQyopsQBVVBSUl9Zp3G5pwgSpRw/7+fXubZMPG/4Mw+3QY6CjtDYbhHVF6thjj9Wzzz6rdevWafjw4Vq5cqU++ugjPf7445KkDRs2qLCwUFOnTq37Go/Ho+OPP15LlixpMUhVVVWpqqqq7nZJSUmHvg4AANBxsrNtOl6w3+Q3PaNq715p8WL7PhUV1vYWHy9VV9to85qa/VsMI8HEidLzz1vb3oF+hm63nRUFwIR1kLrzzjtVXFyskSNHKioqSrW1tXrooYf0ox/9SJJUWFgoSUpNTW30dampqdq0aVOLzztnzhzdf//9HbdwAADQqQJ5k9+aykrTM6rWrZP+/W9pzx47YNfns8/V1cF+JZ0jPl4aNkx6+GHp1FPrXz9BCWi9sA5S8+fP1yuvvKJXX31Vo0eP1ooVKzRjxgylp6frsssuq3ucq8nhEY7j7HetoZkzZ+qWW26pu11SUqLMzMzgvwAAANApWtt21lwb4MiR0jnn2N4g/9f7z4TKzLSWvX/9S9q1KzL3PTV1xBHSD35g+8vY3wS0XVgHqdtvv10/+9nPdMEFF0iSxo4dq02bNmnOnDm67LLLlJaWJskqUwMGDKj7uu3bt+9XpWrI4/HI4/F07OIBAECnaCkcNQ0KTVv1EhOlsjLpH/+QXn1VGjBA6tnTqjU9e9rwiORk6e9/l3bujMy2vYZSUqQzz5QeeMAqT+xvAtonrIPU3r175W7yv/KoqKi68edDhgxRWlqaFi5cqHHjxkmSqqurtWjRIj3yyCOdvl4AANC5mgtH5eVSbq5N85s+3cKUv1Vvxw47WLaiwv68bp309de2/2nrVmnoUHueNWvsYN1PPrEBEpEsOtqqbCedJN11l71GAO0X1kHqrLPO0kMPPaSsrCyNHj1aubm5euyxx3TllVdKspa+GTNmaPbs2Ro2bJiGDRum2bNnKyEhQRdeeGGIVw8AADpS031M/q7+5GS7vWaNtGBB/SCKTz+18LR6tVWiSkttj5PbbQfOlpXZfStX1u+DinSJiXYGVM+e0rXX0soHBFNYB6mnnnpK99xzj66//npt375d6enpuvbaa3XvvffWPeaOO+5QRUWFrr/+eu3evVsTJ07U+++/zxlSAAB0cXl59fuYmm6NdrnsXCmv1x63cqX0+efW+uc4VoGqqbEPt9uqNpIFqEg/RFey1zRmjLU4lpZKxx4rnXhiqFcFdC1hfY5UZ+EcKQAAgq+jzx1atUp68EGrOEVF7X9/TY217t11l/TEE9Kf/2yVJ4/Hzn/y+ezgXMm+3uWyr4l0brft9zrlFKuy9e1b3+II4OC6xDlSAAAgMrV2AER7JCXZ85aXWztfU+Xldn9xsVWjYmMtLPmrVw3DV21tcNYUalFRFhR79rRQmJMTnIOJAeyPIAUAAIKqtQMg2isry8JZbm7jPVKSte9t3mxBoqxM2r3bhkwUFVmw8z/G5Yr8aXx+iYkWoMaNk378Y+nww4NfBQRQjyAFAACCJpABEO19g+92W4UrP9+eNyOjPrRt3mwtbdOmSZs22ePj4y1Mbd1qe6T8bX2RLjrafr5ZWdKUKdI111CBAjoDQQoAAARNIAMgBg9u//fLzrYKl7+NsKDA2vkatrR5PFLv3lJhoYWviorI3wsVHW3BND5euuQS6ZBDpOHDOR8K6EwEKQAAEDSlpdY6l5jY/P2JiRZ2SkuD9z2zs+tHnDcdbOEfYZ6RYedCSdbKF8l7ohISrLI2frwFwjPOCE4oBRAYghQAAAia1g6ACPYpJW73/mHC65XefFP64ANp2bL6Vr5IPh8qPl5KTbWKX0mJhamsrFCvCuieCFIAACBoWjsAoqPf/K9eLd15p/TFFzZoorLSJtpFcktfbKzUp4/Uo4e19vXrZ+2LtPIBoUGQAgAAQdPaARAd+eZ/1Srp8svt+9fUWAUqEqtQDUOoyyWlpNhUviFDpEmTGGsOhBpBCgAABFVrBkB0lAULpNtukzZsiMzw5Od2W3BKTLRKVEaGdOONNlAiJYWx5kA4IEgBAICgO9AAiIZ8voM/piVNv/avf5Xuvtv2DkUql8umDPoHSvTtK8XE2Fjz732P8ASEE4IUAADoEM0NgGjIPwxi+XI7NLdHDxuecN55FsQaBiX/FMDycvvz+vXSu+9au6DbbZ+XLYvsaXzR0RaiBg6UDjvMhnUUF7MXCghXBCkAANDpvF7p/vulL7+08ONy2TCKdetsj9PFF9ugCP+ZU9u2WZDo1UvaubP+dmKi7YPaujXUr6h9PB4bJDF4sFWhXC5p3z4LluyFAsITQQoAABxUe1rwmnuuuXOlzz6zANGzp7Wv7dsn7dkj/e9/NigiJUXascNC0r599nWOY8/hD1/FxZFbhYr+/+/CYmOl73/fDtadMsWqa8H4OQPoWAQpAABwQF5v/eCIykobHDFypE3na0ulZONGadEiG0fev399NcpxbG9Qfr5UWGjfp7KyfmiE/zGShY99++pvRxK329r3XC4LgVOnSs89Vx+sOFwXiAwEKQAA0CKvV3rySamoyA6B9Y8yz821wDN9euBhat06adcuKS3Nbu/aZe16e/faR3W1XS8ra/k5/I+JRKmp9nOMipLGjJFuv70+RAGIHPzPFgAANMvns0pUUVHjw3WTk+32mjU2bnzEiLa1n1VU2Gj0nTttn5PjRPbI8tZISbFzoFJTpQkT2l7VAxB6BCkAANCsvDxr58vMbHw4rGS3MzLqh0EE0o42fLi18G3aZO15/udruAeqKxo82Foihw+Xbr7ZbrP/CYhc/M8XAAA0q7TU9ij5R483lZho95eWBva8WVk2fW/fPqtE7dtXP0yiK4qKkgYMkL77XQtSu3dbgCJEAZGN/wkDABBGfD4bxrBqlX0OZbhISrKBD+Xlzd9fXm73JyUF9rybN9vZSD16WICK1Kl7B+MPS7172zS+/v3bHj4BhB9a+wAACBPBno7XXllZ9v1zcxvvkZKsBW/zZiknxx7XGv4R6suXW1WmqwWohAQb515VZVUot9vGup96qnTIIfaYtoZPAOGHIAUAQBjoiOl47eV2W4jLz7fBEhkZ9evavNkOjp02rXUtag1DYlGRHba7d68Fjq4QqKKipPR06eSTpZUrbXy72y0NGiQNHWqPaUv4BBC+aO0DACDEmk7HS062N+b+6XhFRTYdLxRtftnZFuLGjbPpeuvW2eecnNaHO39IzM218DVkiL2WrtTW568e9ukjDRtWPzxj4EB7jcXFFkYDCZ8AwhsVKQAAQqyjpuMFS3a2jTjPy7O9PUlJVlFpTRhoGhKLiqRly6z9LZK53fbaYmIsZFZX25/XrbNQdfbZVoHatav+Wk6OhSjGnQNdA0EKAIAQa810vIKC0A0o8O9tCjRESfUhMSND+vZb6ZNPpD17bFpfpIqKso/oaBua0aePdOyx0gUXWNuj/2cktf3nBiD8EaQAAAixhtPxkpP3vz+UAwpaOwDDP21w3Tq7PXy4Vc+Ki+36J59YqOgKlagePSzcRkfXB6Rzz63fC9VQKCqIADoHQQoAgBAL9nS8YGntAAyvV5o7V/rvf6UdOyxU9eoljR8vbd0qffxxZFeg/BITbXhEVZWFSo/Hhktccw3tekB3RJACACDEgjkdL1ia7m3yhzv/AIw1a+oHYDzwgLRokVRRYcGvtta+zuvtvPV2BLfbqk4ul5SSIo0ebW18tbUWLM86SzrxRNr1gO6KIAUAQBjwT8fzt9EVFHTsgIKD7XtqzQCMNWuslW/hQqmkxJ7TcYK7zlBxu6XUVAuOxxwjzZhhPyf2OwHwCzhIVVVV6bPPPtPGjRu1d+9e9evXT+PGjdOQIUM6Yn0AAHQb7ZmOF4jW7HtqaQCG49i+p717LURt2GC3QzGavSPExNgAiaws6brrpOOOs31OhCYATbU6SC1ZskRPPfWUFixYoOrqavXs2VPx8fHatWuXqqqqNHToUF1zzTW67rrrlMRx3QAAtInb3bEDClatku65R9q2zapNw4ZZS97nn0urV0vnny8dfrgFqKYDMHbsqD9Qd+9e2/9UUdF1QlRysgXKceNsbHlOTvMDJABAamWQOuecc7R06VJdeOGF+uc//6kJEyYoISGh7v5vv/1Wixcv1muvvabHHntMv//973XKKad02KIBAEDg3nlHuuUWC0BRURaKli+3KlhlpfTNN9IXX0hHHGHXeve2fVv+858+/dQCVHKyBSyfr2uEKJfLhkicdZYNySgpCd2URACRo1VBaurUqfrzn/+s2NjYZu8fOnSohg4dqssuu0yrV6/Wli1bgrpIAADQPu++K916q7Rli43vjouT9u2zytSWLTbQom9fm64XGyutXFl/XtLq1faYPXukhARp504LH263PU9lZahfXdu53dKQIdKpp1pwDOWURACRpVVB6oYbbmj1E44ePVqjR49u84IAAEBw1dTYGPOSEgtC8fEWhGJjLShVVtqeqNRUe0xVVf1Y84wMC1BffWXP43LZ1ycmRnY1yuWy/VCZmdLkyVaJKi4O3ZREAJGHqX0AAHRxn3wirV9vAaGoyMZ3R0fb55oa+3NZmfT11/b45cut/W/gQOnbb61y5fHYbUnavVsqLLQAFklT+txuqzr172/70M491ypya9fa4IyOnJIIoOsJWpBauXKlcnJyVFtbG6ynBAAAQbBtm4Wh9HTb41RWZgGoutqCVG2tVZdqa21iXUqKBandu61SlZZW3/a3bZs9R6SNOne5rOJ25JHSpEn1YelgY+ABoCVBrUg5kfT/qAAAhImOfjOfmmptbHv3WkteUZG18EkWsBzHgkZcnAWmuDirQG3aZGEqM9Pa+woLLUxFEv+ZVxkZNq0wO7vxz7ejpyQC6LpaHaTOO++8A95fXFwsV9MT+wAAwAG15kyn9po0STr0UBsg4XZbK5/bbRUp/7+B+is2/nOjysstRJWXS0uXWuCKtBAVFWXj3UeNkiZMsIESVJsABEur/+/kr3/9qyorK5WSktLsR48ePTpynQAAdDlerw2ByM21StCIEfY5N9eue73B+T7R0dKNN1po2rPHqk3JyTZswuWyj6goq1T5A9Q339jj/cEjkgZL+F/TgAFWferfn+ERAIKv1RWp7Oxsfe9739NVV13V7P0rVqzQu+++G7SFAQDQlfl8VokqKrKKib+pIznZbq9ZIy1YYOEq0ADQXKvgYYdJY8ZYQNq926pftbX1Fal9++zA3dJSuxYVZYMZtm61KX779gX15QeVPwhGRdnaa2pssuARR9hEPoZHAOgIrQ5S48eP1+eff95ikPJ4PMriwAUAAFolL8/a+TIz60OUn39fj9drjwtkD09LrYKjR1u1a9gw6f33pe3brSLlD1Qul4WQqqr66tPevZExUCI62gJoz54WBBMS7ODhs85ieASAjtPqIPXss88ecCJfdna2NmzYEJRFAQDQ1ZWWWojx70lqKjFRKiiwx7WWv1WwqMgCWmKiterl5lqFq7JSWrXKrsXHW5XJX8Xxh6eGLXzhHKLcbvuIjbUgFR1taz/iCOmmm6Qzzwz1CgF0da0OUh6PpyPXAQBAt5KUZNWi8nKrpjRVXm73JyW17vlaahVMSrKx52vW1B846/PZFL/ycvtzJM2KcrmkPn2ssjZihPSzn9lI9h07bFjGpEkWqgCgo/F/NQAAhEBWlrXc5eY2Dj6SVYI2b7bDYQ/WNe/fD/XVV9KyZfb44mJr0Ssvt+fZuVOqqLCR5/7w5PPVT+0L58pTQy6Xhc7hw23P1/TpFqZGjAj1ygB0R+0KUmPHjtV7772nzMzMYK0HAIBuwe22Eef5+VYtysiob8XbvNn2Mx1s0lzD/VDbtlnb3ooVVm2qrbWhElFRNr2uX7/6PU8VFfbnSJOcbOHylFMYIAEg9NoVpDZu3Kh94TzGBwCAMJadbVUVfxgqKLB2vpycgweFpvuhamvrq04JCRamJKs8bdlify4vt0pVpFSg/OLjpSlTpAcftLY+BkgACAe09gEAEELZ2daa1nRc+YGCQtP9UFJ9JSoqyoZI7N1rU+yqqqwy1XAyXySJjpaOO0761a+oQAEIL+0OUq5I2qEKAEAYcrsDG3HedHT6nj22Dyo93Vr8qqpsQl/DPVFS5IWouDj7udx+OyEKQPgJKEi53e79gtOhhx4qSXIcRy6X64Aj0gEAQPMH5gbSqtZ0dHpVVf0htG63VaRqawMbnR4uXC4baR4ba5P5vvc96cQTQ70qANhfQEGq4TlRjuNozJgxeu+99zRo0KCgLwwAgK6opQNzzz33wFWXhuGruFjyeOpHp8fG2v6owkILVJFWeXK77fWkptr+LseRysrs53HuueyHAhCeAgpSTQOTy+VSRkYGQQoAgFY40IG5+fk2eKK5MNU0fHk81sK3fbt0yCF2//btFqYiZZx5fLx9drultDSbUlhRYUGwvNx+DjNn0tIHIHwxbAIAgE5wsANzvV7ppZek2bMbHyi7erVd27HDwldmplWeyspsyt+aNfV7ovx7ocKZy2Uhqm9f28PlOHYmVHa2tHWrjX7v10/6+c+l0aNDvVoAaFm7gtSgQYMU45+vCgBAiLV371FHajogQrIq0ooVFq727ZPWr7dgceWVFixWr5Z++lNp7VqrXm3aZBWb6Gh7Xbt22aG6+/ZFRhVKslbGESOkI4+08BgXZ6/t66/tzyecwBlRACJDu4LUl19+Gax1AADQLm3de9RZmg6IWLtW+vBDqyxFRdmHzyf973927YwzpNdft8f16WPhKz/fxpp7PHatpsaCVKRwuy3gjh5tIXD0aOnGG+1nEo7hFwAOJOAg9eGHH2ry5MmKjm78pTU1NVqyZIm+853vBG1xAAC0Rlv3HnWmpCQLd2Vl1qb3739bKEpJsQpTdbXdLimRvvlGeuopC1aJiVKPHnatrMwqT8XFdjZUpFShYmNtimBsrHTooRYKW3PoMACEs4CD1AknnKCtW7eqf//+ja4XFxfrhBNOYPw5AKBTtbT3KDnZbq9ZIy1YYO1koax0ZGVJvXtLCxfaoIg9eyxAlZfbpLqaGrvf57Nqza5d0oQJ9tiCAmsD9PnCf5iE/zVER1twlOy1paZa9WniRCpPALqGgIOU/7yopnbu3KlEf78CAACdpLm9R34ul5SRYRWrvLzADr0NtrVrbUiE/5Bcfzuff1BEUpINYIiKslDon8BXVmZrj4R/p5w6VbruOmnJEhscsXu3haXsbOmyyxgeAaBraXWQOu+88yTZyPPLL79cHo+n7r7a2lp98cUXmjx5cvBXCADAATTde9RUYqJVdEJ5OK2/alZbKx19tPSvf1mYqq2tr8p4PFaZqqiwFr+9e20PVWVl+Icol0vq31+6/nrpnHPsI1yHfgBAsLQ6SKWkpEiyilRSUpLi/QdASIqNjdWkSZN09dVXB3+FAAAcgH/vkf9w2qbKy+3+pKTOX5tfw6qZz2fjzouKLCQlJNhjKiqkb7+1lr/ycqtGlZSEbs2t5fFIQ4ZIw4dLhx9u19zu0Fb/AKAztDpIvfTSS5KkwYMH67bbbqONDwAQFrKybDpfbm7jPVKShZHNm22wQVZW6NbYsGrmdlv1Zu9eW2t1tX0uK7NrVVXhvQfKz+22fWc5Ofbaxo8P7c8YADpbwIX2++67jxAFAAgbbreNOO/b1wZLFBfbcIPiYrvdt69Nhwtla1nDqpnLZcGvVy87mNY/ya+mJnJClGQh6pRTbM39+oX+ZwwAna1V/5d32mmnacmSJQd9XGlpqR555BH95je/affCAABorexsG3E+bpy0c6e0bp19zslp2+hzn0/auFFatco++3ztW5+/apafb0GpXz+bXjd4sIWPysr6iXyRwOOxIR67d7f9ZwwAka5VrX0/+MEPdP755yspKUlnn322JkyYoPT0dMXFxWn37t1as2aNPvroI7333ns688wz9ctf/rKj1w0AQCPZ2VYlae+Qg4442NdfNcvPtyrZwIFWmaqpsUl+kRKgJCkmRpo5UzrvPAZJAOjeXI7Tuv/7rq6u1l/+8hfNnz9fixcv1p49e+wJXC6NGjVKp556qq6++mqNGDGiI9fbIUpKSpSSkqLi4mIlN7dTGQDQLbR0sG9+vrUItrfysnq19KtfSR9/LG3ZEhnDJKT6fWdxcdKtt0oPPhja9QBAR2ptNmh1kGqquLhYFRUV6tOnj2JiYtq80HBAkAIA+HzSww+3PLRizRprY7vzzrZVYLxe6ZlnpDfesMN1a2qCt/aOEB1tr9NxrPJ0yCHSz39ue6EAoCtrbTYI+EBev5SUlLqR6AAARLpgH+zr89W3GW7bJv3f/0mLFlm7YDhzuaTevaXvfc8OER44ULr2WmnyZAtXAADD/yUCAMJOwxDSWftwgnmwr3+flddrQy9WroyMKlRMjE0TnDRJ2rWrfogHgyQAYH8EKQBAWOmIYQ+tEayDfb1e6YknrBWwtNQO2C0sbP/kv47kdktpaVJKilXkUlLsZz1tGiEKAFpCkAIAhERzVae1a5sf9pCbawMfOrI6EoyDfX0+ae5c6d//topOdbVUWxveISo+Xho92oZgZGTYz5tpfABwcGEfpAoKCnTnnXfq73//uyoqKjR8+HC98MILGj9+vCTJcRzdf//9eu6557R7925NnDhRv/nNbzR69OgQrxwA0JLmqk4jRkg7dliIahhkkpPt9po10oIF9riOeIPfdER5RkZ9kNu8+eAH+/p80iuvSH/6k4XDffssRIVzO5/bLQ0bZqPMjz2W4AQAgWjT/2Xu2bNHv/vd7zRz5kzt2rVLkvT555+roKAgqIvbvXu3jjnmGMXExOjvf/+71qxZo1/96lfq2bNn3WMeffRRPfbYY3r66ae1dOlSpaWl6ZRTTlFpa5rYAQCdzj9iPDfXwsmIEfb5f/+T3ntPSkg4+LCH1gr0YN22Huy7erV01VXSzTdLW7dKZWVSVVV4h6ioKPu5jxlz4IAIAGhewBWpL774QieffLJSUlK0ceNGXX311erdu7feeustbdq0Sb///e+DtrhHHnlEmZmZeumll+quDW4wKslxHD3++OO66667dN5550mSXn75ZaWmpurVV1/VtddeG7S1AADaz+ezSlRzVaesLAs8+fk2Fa9pmApk2IPU9r1WrTnY19+WWFws/eMf0vPP27qrqwP6cXQ6l8vaFN1ue11HHGEjzdkHBQCBC/jfn2655RZdfvnl+vrrrxUXF1d3/bvf/a4+/PDDoC7unXfe0YQJE/SDH/xA/fv317hx4/T888/X3b9hwwYVFhZq6tSpddc8Ho+OP/54LVmypMXnraqqUklJSaMPAEDHO9CI8bg4qUcPG8xQXLz/17Z22IPUctUrN9eue70H/nq328Lc2LH2uWGI8nrtvKmbb7YR4XffLX3zTfiHqNhYC6P9+1sV6owzpMces/1RAIDABRykli5d2mylZ+DAgSosLAzKovy+/fZbPfPMMxo2bJj++c9/6rrrrtP06dPrql7+75eamtro61JTUw+4ljlz5tSdg5WSkqLMzMygrhsA0LwDjRhPSbHJcSUl+5+15B/2kJ194GEP0v5Vr+Rka2Pz77UqKrK9Vm0ZAOEPaIsWSRs2WBtfOLfvSdYSed55NtJ8wgTplFOkCy6Q7rqLEAUA7RFwa19cXFyzFZy1a9eqX79+QVmUn8/n04QJEzR79mxJ0rhx47R69Wo988wzuvTSS+se52ryz5qO4+x3raGZM2fqlltuqbtdUlJCmAKATnCgEeMul1WqCgqschUfH9iwB79gH6wrWej69lvpkUek9estPG3fLu3d29pX3vlcLqs8vfaaBdDOPpcLALq6gIPUOeecowceeEB/+tOfJFmIycvL089+9jN973vfC+riBgwYoFGjRjW6lp2drTfeeEOSlJaWJskqUwMGDKh7zPbt2/erUjXk8Xjk8XiCulYAwMEdbMR4RYW1nPXpY4MeCgoseOXktP5Mo/YcrNvSSPa5c6WFC21ghctlE/nCuZUvPt72Pz3/fH3VqbWhEQDQOgEHqf/7v//T6aefrv79+6uiokLHH3+8CgsLdfTRR+uhhx4K6uKOOeYYrV27ttG1devWadCgQZKkIUOGKC0tTQsXLtS4ceMkSdXV1Vq0aJEeeeSRoK4FANB+rRkxfs01Bx/2cCBtPVi3ueEUvXtboFu71sKT223VqHANUdHRFqKOPVb65S9p3QOAjhRwkEpOTtZHH32kDz74QJ9//rl8Pp9ycnJ08sknB31xP/3pTzV58mTNnj1b559/vj777DM999xzeu655yRZNWzGjBmaPXu2hg0bpmHDhmn27NlKSEjQhRdeGPT1AADazz9i3B9aWqo6tbWC0paDdf17nxoeBFxaKv3tb7YPynFsnHltbVtfdceLibFBEv36SbfcQogCgI4WUJCqqalRXFycVqxYoRNPPFEnnnhiR61LknTkkUfqrbfe0syZM/XAAw9oyJAhevzxx3XRRRfVPeaOO+5QRUWFrr/++roDed9//30ltWasEwAgJFozYrytAj1Yt+lwCsn2Q332mU3jc5z2r6kjxcZKAwdK48fbazzmGKmD//MMAJDkcpzA/hNxyCGH6M0339Thhx/eUWvqdCUlJUpJSVFxcbGSm+sDAQBEnOZa9bKz999rtXGjdO+9ti+rqEhascLa+cK1fc/P7bZx8SNH2sfevRYSD3RwMADg4FqbDQJu7bv77rs1c+ZMvfLKK+rdu3e7FgkAQEdp7cG6X31llaeVK+1zeXno1twSl0vyeKw61q+fVaDcbqu09exp1wMZyAEAaL+Ag9STTz6p9evXKz09XYMGDVJik7FIn3/+edAWBwBAe/gP1m3O6tXSvHnS4sUWopqeXRUu4uOlAQPsY/Ro6brrpF69rGVx82ZGmgNAqAQcpKZNm9YBywAAoPO8+6704IM2SKK5A4DDRUyMtSTGx9uZUDff3LjixEhzAAidgIPUfffd1xHrAACgU6xaJd11l1RYaJWcsrJQr6h5LpdVmJKTpVNOsbHwtO0BQPgIOEgBABCpVq2SrrrK9kU5jrR9e6hX1LyoKAtQp58uXX65TeGjbQ8AwkvAQcrtdsvV8FCOJmrD+ZANAECX5/PtP2BCkl56SXrkEWnDBjtUN9y43TZQolcv6fDDpRkzpJNPJkABQLgKOEi99dZbjW7v27dPubm5evnll3X//fcHbWEAAASq6cjz2Fg7SHfbNmn5cqmiIjzPhXK56g/UPfdc2vgAIBIEfI5US1599VXNnz9fb7/9djCerlNxjhQARD6vV3rySWnHDiklxSba5eZKO3dalSpcRUdLaWnSlCnSZZfRxgcAodZh50i1ZOLEibr66quD9XQAALSKz2eH6j77rI00j46Wli2ziXzheqhufLw0bJh9nHyyNHWqTeAjQAFA5AhKkKqoqNBTTz2ljIyMYDwdAACt4m/lW7ZM+vhjO0zX7bZ2vnANUb17S3PnShMmcPYTAESygINUr169Gg2bcBxHpaWlSkhI0CuvvBLUxQEA0ByfT/rgA+m55+wcqOJia+GrqQnPPVCS7YNKSJAeeED6/vdDvRoAQHsFHKR+/etfNwpSbrdb/fr108SJE9WrV6+gLg4AgKa8XunNN6W//MWm85WXWwUqnEVFSf36SXffLd1wQ6hXAwAIhoCD1IknnqjMzMxmR6Dn5eUpyz9nFgCAIPMPlNi40Q7U3bMnvAdJxMTY4IsTTpDuuUcaOzbUKwIABEvAQWrIkCHaunWr+vfv3+j6zp07NWTIEM6RAgAETcMzoRITrRL17bfSrl12mG44h6joaOm006Tp05nEBwBdUcBBqqVp6WVlZYqLi2v3ggAAkPY/E6qmxq75fNbOF44hyuOxAFVbKw0cKD32mHTooaFeFQCgI7Q6SN1yyy2SJJfLpXvvvVcJCQl199XW1urTTz/VEUccEfQFAgDapmE1JykpsibENT0TKj7eWvk2brRhEg3+ExQ2YmOlHj1sWmBsrHTmmdLQoaFeFQCgo7Q6SOXm5kqyitSqVasUGxtbd19sbKwOP/xw3XbbbcFfIQAgYE2rOXFx0siR0rnnStnZoV7dgdXUSC++KK1caaFp3TrbC7VtW/1I83AcLuFy2bpiYqRJk6Rrr42c4AoACFyrg9R//vMfSdIVV1yhJ5544oCn/AIAQsdfzSkqkjIzbW9RebmUmyvl59uenXANU16vhajXX7ex5pIFk5ISad++0K6tOW63BSiXy6p+/fvbAbvXXRe+P2MAQHAEvEfqpZde6oh1AACCwOezSlRRkTRqlL3Bl6TkZLu9Zo20YIE0YkT4VUv8AXD9emnvXttr5PFYe19NTahXt7/oaKlvXyk11Sp9EydKw4dLgweH388WABB8AQcpSVq6dKn+/Oc/Ky8vT9VNjo5/8803g7IwAEDg8vKsnS8zsz5E+blcUkaGBZa8PHvDHy787XzffGN7omprbV9UVVV4hSh/9SkuzkaZf+c70mWXSaNHh3plAIDOFnCQev3113XppZdq6tSpWrhwoaZOnaqvv/5ahYWFOvfccztijQCAViottT1RiYnN35+YKBUU2OPCxerVVon6298spLjdFqD27g2fdj6Xy352gwdbwJs0SZoxg+oTAHRnAQep2bNn69e//rVuuOEGJSUl6YknntCQIUN07bXXasCAAR2xRgBAKyUlWbWkvNza+ZoqL7f7k5I6f23Nefdd6YEHpA0bpOLi+ipak2aHkEtOtvDUo4fUr5/0k58wkQ8AuruA/x3tm2++0RlnnCFJ8ng8Ki8vl8vl0k9/+lM999xzQV8gAKD1srJsOl9+vk28a8hxpM2bbQhCVlbnr83ns/Hlq1bVf37wQWnTpvozoXy+8AxRmZkWoMaPD+9hHQCAzhNwRap3794q/f89IQMHDtSXX36psWPHas+ePdq7d2/QFwgAaD232wYf5OfbYImMjPqpfZs323CEadM6vx2t4Tj2igrb97RpU33gKysLjzY+l8vW43LZtMDkZOmYY6QrrpAOPzyyzuICAHSsgIPUcccdp4ULF2rs2LE6//zzdfPNN+uDDz7QwoULddJJJ3XEGgEAAcjOtqrJm29Ky5dbiEpMlCZM6PxzpHw+6YMPpOees7DUr59NFMzPt4EX4RCe/Nzu+o+4OPuZjR0rPfQQwyQAAPsLOEg9/fTTqqyslCTNnDlTMTEx+uijj3TeeefpnnvuCfoCAQBt07S1z98+11m8Xgtzf/mLjTBPSLBDdn0+G4gRDiHKP4UvPl7q1cuqTgkJ0u7dNtZ85kxCFACgeS7Hafqf2pbV1NToj3/8o0499VSlpaV15Lo6VUlJiVJSUlRcXMxBwwAiXksH8ubnW2tfZ+zxWb1amj3b9kJt3CjFxkq7dtk6ams79nu3lstl51T162efe/SQDj3UQlV2trVAshcKALqf1maDgCpS0dHR+slPfiKv19vuBQIAgi8cDuRdvVr66U+l3Fwbs15V1THfpz2iomxy4ciR9rMZMkT6/vetCpWUxF4oAMDBBdzaN3HiROXm5mrQoEEdsR4AQDs0dyCv49ho8aoqCwlr1nTcgbxerzRnjoWoPXvC6zDdmBipTx87n8pffcrKsoBJ9QkAEKiAg9T111+vW2+9VZs3b9b48eOV2OTUx8MOOyxoiwMABKbpgbw7dliwKiqyUOOvsqxcGfwg5a+GffONtfF19p6sA3G5bIBEaqo0ZYp05plUnwAA7RNwkPrhD38oSZo+fXrdNZfLJcdx5HK5VBsuze8A0A01PJC3qkr69FOrwKSkWEWmtNRCzp//LA0fHtwqzMaNNqFv/frwCVEul+0Ly86WLrpIOvlkC5AEJwBAewUcpDZs2NAR6wAABIH/QN7PP7fAtHevDVPwn49UVSUdcohVrdq7V8rnsxbB4mI7XPfVV6XFi8PnQN3oaKlnT+myy6Qrr6R1DwAQXAEHKfZGAUD48h/Iu3q1tdj17l0foEpKbLR3drZN0fN6275Xyn/A7qef2p6rLVssnIW6EhUVVT9IYsQIO0x39mwLVQAABFOb/h3yD3/4g4455hilp6dr06ZNkqTHH39cb7/9dlAXBwAIXHa2dP75No2upkbauVOqqJAGDJAmTrQKVWKiBZ/S0tY/r89n7Xtvvy394hfSf/4jrV0rFRaGR4hKTJTS0uo/xo6VrriCEAUA6BgB/+flmWee0b333qsZM2booYceqtsT1bNnTz3++OM655xzgr5IAEBgDj9cOuIIqzzFxto5SSkp9ZP8ysttL1VS0sGfy+ezvU/vvGNnUX39tQ2vKCuzABXqrbEul7U0Rkfbejwe6ZRTpGuuoZ0PANBxAg5STz31lJ5//nlNmzZNDz/8cN31CRMm6Lbbbgvq4gAAbZOVZSEiN7fxeVKStfpt3izl5NjjWuLzSf/6l/Sb30iffGLVrcREaxEsLQ19BUqy1zVwoDRhgq0nM1M66yzpxBMZKAEA6FhtGjYxbty4/a57PB6Vl5cHZVEAgPbx75XKz7c9TBkZFoLKyy1E9e1rZye1FDa8Xttb9M47Fpocxx5bWirt29epL6VF0dG2D+qxx6xtkVHmAIDOFHCQGjJkiFasWLHf0Im///3vGjVqVNAWBgBon+xsafp0Gwrx1VdSQYG18+XkNH8ArX8KX26u9PDD9rlhaPL5wqMKJVklavBgW+fUqaFeDQCgOwo4SN1+++264YYbVFlZKcdx9Nlnn+m1117TnDlz9Lvf/a4j1ggAaKPsbKva5OVZNamlqo3XK73xhvTf/0pLl1r7XrhxuezD45HS063lkBAFAAiVgIPUFVdcoZqaGt1xxx3au3evLrzwQg0cOFBPPPGELrjggo5YIwCgHdzuA48493ql+++Xli+Xtm0LbJJfZ3G5rDXR45GGDrWK2sknh3pVAIDurE1DYa+++mpdffXVKioqks/nU//+/YO9LgBAJ/D5pLlzpc8+C5/9T2637cny78uKjrZR7omJUo8e1pp47rnshQIAhFabT9fYvn271q5dK5fLJZfLpX79+gVzXQCATrBxo7RokQ2h2LPHJvOFUkxMfUByuWx0u8tl12JjGWsOAAgfAQepkpIS3XDDDXrttdfk+/+7jqOiovTDH/5Qv/nNb5SSkhL0RQIAgsc/VKK0VFq2zMJUWVnoQ1TfvjZ9r7TUDhGOjra9UAMG2Ah3xpoDAMJJwEHqxz/+sVasWKG//e1vOvroo+VyubRkyRLdfPPNuvrqq/WnP/2pI9YJAAiC1aulefNsil9JifTtt1aJCrWYGOnoo23/07p11sZ3zjnS2LF2kDBjzQEA4cblOI4TyBckJibqn//8p4499thG1xcvXqzTTjstIs+SKikpUUpKioqLi5WcnBzq5QBAh3j3XemBB2yghMsl7d5tLX21tZ2/lqgoqU8fmyJYWGifjzlGSkiwtr3mxrMDANAZWpsNAq5I9enTp9n2vZSUFPXq1SvQpwMAdILVq6UHH5S2bJEGDrTwUllpAx06W2yshSSXS9qxQxo0SLrlFumoozhUFwAQOQL+T9Xdd9+tW265RVu3bq27VlhYqNtvv1333HNPUBcHAGi/mhrpiSdsX1S/ftLevVaV2revcw/Y9Z8B1bOn7YEqLpZGj5YeeUS66ipr4xs8mBAFAIgMAbf2jRs3TuvXr1dVVZWysrIkSXl5efJ4PBo2bFijx37++efBW2kHorUPQFfQcIiEv7Kzdq304ovSq69aK19UlAWpzgxQfoMHS7/6ldS/vwW51FRp0iQbKgEAQLjosNa+adOmtWddAIAO4PVKb71lQyQqK6W4OKl3b2vhy8uz8FRTI1VUdP7a3G6bvjd3rjR1aud/fwAAOkLAQeq+++7riHUAANrI65WefFIqKpIyM23iXVmZtHChtc/Fx1sbX2cftuty2ehySbrgAunkkzv3+wMA0JHa1VBRVlZWd5aUH61xANB5fD6rRBUV2VlLLpdd9zdtl5bamPOqqs5dV3S0TeCrrbVhEpdfzt4nAEDXEnCQ2rBhg2688Ub997//VWVlZd11x3HkcrlUG4o5ugDQRs3tK4qkN/x5edbOl5nZOER9842Un2+tfJ1diZLsZ+hyWYi65x4bKgEAQFcScJC66KKLJEkvvviiUlNT5fL/lxsAIkxz+4pGjpTOPTe8zjBqKez5fLb2bduk5GQbJrFtmw2Y+Pbbzj8jKirKwlNMjE0HPPlkG2tOiAIAdEUBB6kvvvhCy5cv14gRIzpiPQDQKZrbV1ReLuXmWiVn+vTwCFMthb0xY6TFi6XPP5dWrbLPjiNVV9uHy2XtdZ0VpNxu24uVnCydeKJ02WX2OZKqewAABCLgIHXkkUcqPz+fIAUgYrW0ryg52W6vWSMtWCCNGBHaINAw7GVk2NS94mLpjTekX//agpLbbdd8Pvuz49R/rqnpmHXFxtp5UJWVFtQ8HvtZHXecdPbZBCgAQPcQcJD63e9+p+uuu04FBQUaM2aMYmJiGt1/2GGHBW1xANARmttX5OdyWWjxeu1xgwd3zpqatu9lZNSHvX79pC++sD+XlUlbt9rwiLi4+q/1hyZ/y5/LVR+u2nNmVHy81KuX7bMqK6t/3poaqUcPaehQGyRx5pmRt78MAID2CDhI7dixQ998842uuOKKumsul4thEwAiRmmpVVMSE5u/PzFRKiiwx3WG5tr3UlOldeuknj2lzz6zc6CSk6WdO+uHR1RUWFXK5bIPx2kcmqKi7MNx2jZwwu2WpkyRhg2zNR5+uHTVVdKnn9p6Ro+WJk/mQF0AQPcU8H/+rrzySo0bN06vvfYawyYARKSkJAsr5eUWTpoqL7f7k5I6fi0t7dVauVJav17q29dCS1KSXS8ttWDkrwzt21cfmJq28tXWtm+PVEqKtHmzPcchh0hXXmn7s0aObN9rBgCgKwg4SG3atEnvvPOODj300I5YDwB0uKwsCwO5uY33SEkWUjZvlnJy7HEd6UB7tbKzpdWrLUwlJtpjKistVDUNR+0JS/5KVlNRUbaO4mI7VPfGG8Nj+AYAAOEi4CB14oknauXKlQQpABHL7bYR5/n5NlgiI6O+ErR5s1WBpk3r+P0+B9qr1bOnrWnrVmvh8+91as9+p6aH9Tb9sz88+V/3kUdaJWzfvpbbIAEA6K4CDlJnnXWWfvrTn2rVqlUaO3bsfsMmzj777KAtDgA6Sna2jTj3700qKLB2vpwcC1GdUX1puFfLcaz6U1VlU/AKC6UtW+y6/+xz/zS+tnC7LSjV1to5T7W19lz+54uPr1+H221BbuBAGyixbl3n7RcDACBSBBykrrvuOknSAw88sN99DJsAEEmys21sd3OH3XaGxETb17RyZf1Evtpaq4wVFlqoaqgt1aiGrXu1tXa7Vy8pIcECm2Qh0j+0IiHBAldGhu2RKinpvP1iAABEkoCDlK89fSUAEKCmY8GDHXTc7s4bcd6Q1yu9+Wb9mPXoaAsuPXpYJaotU/aaEx1tQSo21m7X1FhAGznSKk6VlRaedu+2tr7qarvtHyjRWfvFAACINO0aWltZWak4/0EmABBkzY0FHznS9jdF8uAD/6S+7dstyPmDYXGxtG1b8EKUVN/K55/qFxNjQWrECGttfPttu75nj4WpjAxp7FgLXmvWdN5+MQAAIk3AQaq2tlazZ8/Ws88+q23btmndunUaOnSo7rnnHg0ePFhXXXVVR6wTQDfT0ljw3FwbEjF9emSGqZoa6cUXrZ2vosKqUY5jlaDq6vYNk2iO//lqaurb/OLipNNOs3OgsrNtDStXSh99ZC2Fu3Z1/n4xAAAiTcBB6qGHHtLLL7+sRx99VFdffXXd9bFjx+rXv/41QQpAux1oLPioUVYpWbDAqiqRUCnxtyeuXCm99570t7/VD5ZoGHDaOkhC2n+Ee0P+2y6XtQ6OGiWNG2fX/K2NgwdLZ50Vuv1iAABEmoCD1O9//3s999xzOumkk+oGT0jSYYcdpq+++iqoiwPQPR1oLLjLZe1n/r1FodjfFAh/e+Knn0pffmnnQO3eXX/2U3sDlF90tLXt+XzWxuef9CfZBL7kZKlfPwtSJ5zQ/J6nUO0XAwAgEgUcpAoKCpo9Q8rn82lfMBv7AXRbDceCNycx0SbNhcNI7gMNw/C3J+7YYdW12FiblLd9e/vDk39vVU2N3Y6Ksuf074fy+ezPNTVWfRo40Kpg/fqx5wkAgGAI+D+lo0eP1uLFi/e7/uc//1nj/L0iHWTOnDlyuVyaMWNG3TXHcTRr1iylp6crPj5eU6ZM0erVqzt0HQA6VlKS7dEpL2/+/vLy8BjJ7fVKDz8s3Xuv9OCD9vnhh+16w/bEgQNttHnPnhZypPZXohyncbWuqqo+PPXsKQ0ZYlWq2FgLTfv2SePHR+7eMgAAwk2rK1JXXnmlnnjiCd1333265JJLVFBQIJ/PpzfffFNr167V73//e7377rsdttClS5fqueee02GHHdbo+qOPPqrHHntM8+bN0/Dhw/WLX/xCp5xyitauXaukUL/LAtAmWVk2nS83t/EeKckCRDiM5D7YMIzvfc/aEzMyrCJVVlZ/bpPb3f6hEv6fSXS0VZ2io6X0dJuy53JZhSwlxdr4pk+3P7PnCQCA4Gn1f1JffvllVVRU6KyzztL8+fP13nvvyeVy6d5775XX69Vf//pXnXLKKR2yyLKyMl100UV6/vnn1atXr7rrjuPo8ccf11133aXzzjtPY8aM0csvv6y9e/fq1Vdf7ZC1AOh4breNOO/b1wZLFBdbWCguDo+R3E2HYSQnW6XJPwyjqEj6619tlPmKFdKyZfbnNWssZLW3rc+/3yk52X4WvXtbhc5xLLCVlNh6jjpKuu026fDDbe8TIQoAgOBpdUXKafBf/lNPPVWnnnpqhyyoOTfccIPOOOMMnXzyyfrFL35Rd33Dhg0qLCzU1KlT6655PB4df/zxWrJkia699tpmn6+qqkpVVVV1t0tKSjpu8QDaJDvbKin+c6QKCsJnJPfBhmEMHGjhacMGu1ZRYR/BGG0eHW0DIyQbXJGaKh16qLRpk/1ZsurY+PHSeefRxgcAQEcJaNiEq+k7hk7w+uuv6/PPP9fSpUv3u6+wsFCSlOp/9/D/paamatOmTS0+55w5c3T//fcHd6EAgi4720ach9tI7gMNw9ixQ1q92ib0VVfX710KlpgYe17HkRISbJBEVZV0/vnSBRdYe2G4/JwAAOjKAgpSw4cPP2iY2rVrV7sW1FB+fr5uvvlmvf/++4qLi2vxcU3X5DjOAdc5c+ZM3XLLLXW3S0pKlJmZ2f4FAwi6cBjJ3XQyX2Ki7XfasqV+El9KirX0ffqpffZP0KuoCM4aYmIsOKWkWEtfRYVVoCorrc3v3HOloUOD870AAMDBBRSk7r//fqWkpHTUWvazfPlybd++XePHj6+7Vltbqw8//FBPP/201q5dK8kqUwMGDKh7zPbt2/erUjXk8Xjk8e/6BoAD8J8D9dVXFlri4qRevaRvvrF2w8RECzl9+lg1aM8e289VUxOcEOVyWTvfIYdIhx1mgzY2b7ZrfftaC1+oWx0BAOiOAgpSF1xwgfr3799Ra9nPSSedpFWrVjW6dsUVV2jkyJG68847NXToUKWlpWnhwoV1o9erq6u1aNEiPfLII522TgBdU3OT+fLybJDEvn1SfLxVntxuaf16Ox/K305XWdn6oRLR0XZAb8PHu1wWnsaMsXHmNTXWwjd0qHTMMfZx+OG08AEAECqtDlKh2B+VlJSkMWPGNLqWmJioPn361F2fMWOGZs+erWHDhmnYsGGaPXu2EhISdOGFF3b6egF0HU0n87lcFnTy8+3PMTEWrFJSLFzt2GFBJyrKgk0gk/lqauoP2I2OtuA0YoT00EPS5Mn2mHDbJwYAQHfXpql94eSOO+5QRUWFrr/+eu3evVsTJ07U+++/zxlSANrFP5kvI8Pa9YqKpMJCadUqC1n79tntxESbnldd3fjrAz0ryuezr0lOtkrUaadZiPIHplDvEwMAAI25nHBNSJ2opKREKSkpKi4uVnJycqiXAyAMrFplZzAVFtpeqIoKC0u1tfUVp4ZByeWyalRtrd32ByD/7Zb4q1sxMfacUVEW3h59VDrzzI55bQAAoGWtzQYB7ZECgO7is89sAl95ud32+eqDU8Nw5G/5c5zG+5x8PrvPf39TsbHWpufxWEugn3+IxKpV0umn08IHAEC4IkgB6DaajjH37zVqer20VHr2WWvZ84emlmr3Da83/bP/tstlwypqa6Vt2+xA3T59bGx5bKwFKf8+qfJyadAgG3SRl0dLHwAA4YogBaDL8/mkDz6Q3nnHRodHRdnEvZEjbaT4F1/Ujzf3eKQNG6R16xqHoUD4q1D+FkCXy4KSZMMpxo61CX8xMXaf/5i8ykqrSKWk2P2lpcH7GQAAgOAiSAHo0rxeae5c6b33rMKUnGwH2WZlSYsWSX/8o+1JGj3aBkesWSOtWFHf0tcW/r1S/iDl8Vil68wzbZ/V+vX2mH377D7JHldSIg0YYGEqLs6+BgAAhCeCFIAuy+uVnnhC+ugjCypDhlhlaNs2q/a43dLOndZqV1trf/7qq8Cm7TXHH6Lcbik93SpQ0dHS9ddbG98TT1jbXlGRlJZmgaqkREpIsLHnBQVSTo6FPQAAEJ4IUgBCrqW9S+15nsRE6Y037LbbbQMc/BWihARp61Zp924LOKtWWcufz1c/Oa89oqLs+8fGShMnSoceaq2C5eUWqm6+2SpO771nbYRJSRaosrLsPKq+faVp0xg0AQBAOCNIAQgpr9cOvvXvUYqLs71L554rZWe3/XlqaiykZGban0tLrQLkHyBRVWWf/fuZKirsefxjzNsqOlrq3dsqUbW1FpDKyxu36mVnS489Zq1+DfdtOY5VoqZNC+y1AwCAzkeQAhAyXq/05JMWcDIzrYpTXi7l5kr5+dL06a0LFP7n2bHDBjV4PBao8vLs2p49FpSaa9lrOkzCceoHQwTK7ZZ69bI/l5VZhSk52dbXtFXP7ZZOPlk68cTgVOMAAEDnIkgBCAmfzypIRUXSqFFWCZIseIwaZUMfFiywPUPNBQt/G9+uXdIvfymtXm3VoF27LDxVV7c9EAUiJsY++9sG/ZWu3r2lgQMtRB2oVc/tZsQ5AACRiCAFICTy8qxqlJlZH6L8XC6bpNfSWUr+Nr5//ctGl+/e3fjMJqltY8sDFR1tVTT/96uttRa9qCipf3+7TqseAABdE0EKQEiUltpeJn8QaSox0abXNT1LyT+Jb+lSG+BQVVUfmtp67lMgXC5rHYyJscCUmSn17GnDK3r3tta+MWOkSy6xNkNa9QAA6JoIUgBCIinJBjCUl1s7X1NNBzRI1s43d65VojZtstY9/7CIjuZ2149J79XL9lxVV9vtHTvsgN+ePW3E+lVXUYECAKCr499JAYREVpZN58vPb37gw+bNFkaysixAbdwo/e530p/+ZF/T2SFKsupXVJTUp4+NNk9IsEAVHW0BasqU1g/IAAAAkY2KFICQcLttxHl+vg2WyMion9q3eXP9gIa1a20/lNdrlajCwvrn6IwQJdUHNp/P/rxvn4WmH/xA6tfPqma08QEA0L0QpACETHa2VXD85z8VFFg7n39Ag1Q/Hn3zZmnbts5fo38q37599e19sbHSlVfa+HIAANA9EaQAhFR2to04z8uTiovrz1OKiZGefVb65hv786efdl4FqiH/WPMePayl7zvfsXa+1NTOXwsAAAgfBCkAIed2Wzh5911p+XKrPG3fbkMcXC47UDcUYmKs+uTx2ECMwYNtMt+uXY2HYAAAgO6HIAUg5Lxe6f77pS+/lPbutQBVWdk5B+oeiOPYQInERJvUN2KEtR/m5Nh+KAAA0H0RpACEhM9X3873+OPS//5n14uLpbKy0K0rPt4qUKWlVilLTLTQlJVlAc8/BIOhEgAAdG8EKQCdzuutn8T31VfSihWhrz5JFqJ69LA2vpQUacAAKS3Nxps7Tv0QDMabAwAAghTCkr9a4R88wFjprsPrtUl8335rf8dff22H2oaDffvskF2fT5o0SbrnHqtI8XsIAACaIkgh7PirFV99Zftk4uLs4NZzz6USEIn8oXj3bjsT6pVXpHXrbIDEjh2hXl1jtbW2F+qcc6RrruH3DQAAtIwghbDir1YUFUmZmfUHtObm2sGt06fz5jaS+EPxv/4lrVxp+5/CpfrUVEqKtfA9/LAdtEvlCQAAHAhBCmHD57M33UVF0qhRNvZasv0qo0ZJa9ZICxbY5DTe5IY3n0/64APpueek9eutElVREZpzoA7G7ZaGDpWiomzc+ciR/H4BAICDI0ghbOTlWTtfZmZ9iPJzuaSMDKtw5OXZeT4IT16v9Oc/S/PnS5s32/6icAxQklWgBg60ABUdLQ0ZYpUpAACAgyFIIWyUltqeqMTE5u9PTLQzfEpLO3ddaD3/eVCff24hqrIyfEJUXJwNk3Acm84XE2OH6/boYSPNo6NtwATnQwEAgNYgSCFsJCXZm93ycmvna6q83O5PSur8teHgfD5p7lxp6VLbB1VdHR4hyu2235vUVFtjjx5W3RwwwMJUTY1UUiL168f5UAAAoPV4y4CwkZVl+1Py8/d/A+44VuHIzqZiEK42bpQWLbK9RgkJFlpCLTbWgndUlAWmSZNsmMR3vmNhb88euz5+PINMAABAYKhIIWy43TbiPD/fBktkZNRP7du82dqvqBiEr3XrpF277ADboqLQVqNiY60K5ThWGUtJsd+t666zsHT66ZxTBgAA2ocghbCSnW2VAf85UgUF9oY4J8dCFBWD8Oc4Fn5D6cgjpeHD7bDflBT7nTr55Pqw5HYzsAQAALQPQQphJzvbRpxTMQgf/kN1/X8fGRlWJSwurr+WkGCH2RYU2J4jl6vzq1Iulw2NiI62lr3TTyeAAwCAjkGQQliiYhA+/IfqfvWVTeGrqrIzoWpqpB07rPqUkGAtfZWV0s6ddl9MjLXVdZboaPueo0ZJv/61hToCOAAA6CgEKQAt8nqlJ5+0PU+ZmdLevdKSJVJhoYWkHj2s9XLbNqtEVVXZiHHJhjl0pthYm8Q3a5Y0blznfm8AAND9EKQANMvns0pUUZFVeSRp5UqrQFVX2+fKyvrHu1xWiXKczm/p69XL9kXddJN05pmd+70BAED3RJAC0KyNG6Vly2xyYnFx/Qj64mILUFFR9a17oZjQFx8veTzS4YdLDzwgTZ5s7X0AAACdgbcdAPazerX0y19KH39sQSohwVr4duyoD03+6lNni4qy1r3ERBtKMmMGwyQAAEDnI0gBaOSdd6R777U9TxUVVnWqqrJWP/9gCZ8vNCEqIUE69lgpNdXCExP5AABAqBCkANR5+207tHb3bmubcxwLU7W11jbnv+04FqY6UlycrSE62gZd3HefdNhhFuYYiQ8AAEKNIAVAklWirrvO2veioqx1T7IQVVFh11wuux2sEOV2N36u2Fhp4EDpkkukk06yw3RTUghNAAAg/BCkAGj1amvn273bAktMjAWcmhoLTo5TP9bc5bJQJbUvUCUl2fP06WP7nY4/XjrvPGvdY2gEAAAId7xdAbo5n0+aN8/2REkWng42SKI9gyZcLpu4FxVle69cLjt8OS3N9j4RogAAQCTgLQvQzW3cKC1ebIft+qtPB9KWAOVyWaXL47EA1bOnXYuJkU491Vr6cnOl/Hxp+nQGSAAAgPDHrgOgG/N6pccfl9assbOh/Puigi0mxipNyckWmmJirJ1v0CBr7UtOtkN/i4qkBQs6fpAFAABAexGkgG7K65WefFL64gu7HRsb+HMcbABEdLRN34uOtipUQkJ9dSohQRo50m5L9jkjw9aVlxf4WgAAADoTQQrohnw+6a23rAI0YoSFnbZMxTtQm5/HI/XoYa18CQn2/NXVVo3KzJQmTpT69Wv8NYmJVhkrLQ18LQAAAJ2JPVJAN5SXJ331lQUan0/q1csGP7SHf5R5bKyFKI/HJv1FRUmjR0tHHSUdeqj0j39YS19Kyv7PUV5uoS4pqX1rAQAA6GgEKaAbKi21yk9iogWgjAw7K6q83AZOtIZ/BHptrf3Z7bbPhxwiTZhgVahdu2yIxc9+Jk2ebI8vKrLBEsnJ9W19klW3Nm+WcnLs3CgAAIBwRmsf0A0lJVnlp7zcwszIkdZmFx/f+udo2AroOHY7OdlC1NChNsrccaRjjrEQ5Xbbx7nnSn372oCL4mIbcFFcbLf79pWmTePwXQAAEP54uwJ0Q1lZFp7y8y3s9OsnTZpkAahhlehAampsiER8vLXp9eghDR9u7YIHCkbZ2TbifNw4aedOad06+5yTw+hzAAAQOWjtA7ohf2UoP98CT0aG7ZOaMkXassXa7w4kKsr2QPXubZWnXr2kkhILZF9/bdWunBwLUc0Fo+xsG3KRl2dthklJFu6oRAEAgEjhcpy2HK/ZtZSUlCglJUXFxcVKTk4O9XKATuP12vS+r76yPVNxcTZV7513pN277TE+X/10vuho2/u0b59d69vXAtOkSdLZZ9ueK4IRAACIZK3NBlSkgG6sucpQRoaFpDfesDY/x6k/IDcmxlr6EhOt+jRjhjR1KqEJAAB0PwQpoJvy+RoHqNGj68PQrbdKX35p9/fvb5UqyabweTxSnz7SqadKP/4xAQoAAHRPBCmgG2qupW/kSNs3lZ1toeree6UHH5QKC+0xHo/th+rRw4ZSnHceIQoAAHRfBCmgm/F6pSeftIESmZnWpldebmc75efXT84780xpyBBp3jwLXD6fDZcYNarlIRIAAADdBUEK6CKatuo1t2/J57NKVFGRBSL/qPPkZLu9Zo20YIHtm3K7rTL1yCNM1wMAAGiKIAV0AQdr1fPLy7PHZGbuf16Uy2WDJrxee9zgwXbd7a7/MwAAAAxBCohwrW3Vk6yqVFlpj2lOYqJUUGCPAwAAQMto0AEiWNNWveRkOyzX36pXVGStev7x5UlJVq0qL2/++crL7f6kpE57CQAAABGJIAVEsEBa9STb3zRypFWqmh7F7TjS5s1WvcrK6pz1AwAARCpa+4AI03CoREGBVFHR+lY9t9v2TeXn22CJjIz6VsDNm6W+fW0iH8MkAAAADowgBUSQpkMlamqkDRukhAQbVd5Uc6162dm2b8r/PAUF9picHMaaAwAAtBZBCogQzQ2VKCuT1q2TPvrIbvfvX/94f6teTs7+rXrZ2TbinLHmAAAAbcPbJiACtDRUIiVF+s53LDQtXizt2WNVquJia907UKuef6z52LH2mRAFAADQelSkgAhwoKES/ftLxx4rrVplj4uOplUPAACgoxGkgAhwsPOfsrJs6MRVV0kDB9KqBwAA0NEIUkAEaHj+U3Ly/veXl0vx8TbafPDgTl8eAABAt8O/VwMRgPOfAAAAwktYB6k5c+boyCOPVFJSkvr3769p06Zp7dq1jR7jOI5mzZql9PR0xcfHa8qUKVq9enWIVgx0DP/5T3372hCJ4uLWD5UAAABA8IX1265Fixbphhtu0CeffKKFCxeqpqZGU6dOVXl5ed1jHn30UT322GN6+umntXTpUqWlpemUU05Rqf8EUqCL8J//NG6ctHOnjT3fudOGSkyfzlAJAACAzuRynKaNQuFrx44d6t+/vxYtWqTvfOc7chxH6enpmjFjhu68805JUlVVlVJTU/XII4/o2muvbdXzlpSUKCUlRcXFxUpubgMK0Il8vgOf73Sw+wEAANB2rc0GETVsori4WJLUu3dvSdKGDRtUWFioqVOn1j3G4/Ho+OOP15IlS1oMUlVVVaqqqqq7XVJS0oGrBlrP67Xzor76yqb0xcXZ3qhzz62vOPnPfwIAAEDoRMy/YzuOo1tuuUXHHnusxowZI0kqLCyUJKWmpjZ6bGpqat19zZkzZ45SUlLqPjIzMztu4UAreb3Sk09Kubm252nECPucm2vXvd5QrxAAAAB+EROkbrzxRn3xxRd67bXX9rvP1eSEUsdx9rvW0MyZM1VcXFz3kZ+fH/T1ovvy+aSNG+2A3I0b7XZrvuatt6SiImnUKBtxHhVln0eNsusLFrTuuQAAANDxIqK176abbtI777yjDz/8UBkZGXXX09LSJFllasCAAXXXt2/fvl+VqiGPxyOPx9NxC0a31ZrWvObk5dnXZGZKTf8NwOWSMjLsufPyaOsDAAAIB2FdkXIcRzfeeKPefPNNffDBBxoyZEij+4cMGaK0tDQtXLiw7lp1dbUWLVqkyZMnd/Zy0c21pzWvtNSCV2Ji8/cnJtr9DKMEAAAID2Fdkbrhhhv06quv6u2331ZSUlLdvqeUlBTFx8fL5XJpxowZmj17toYNG6Zhw4Zp9uzZSkhI0IUXXhji1aM7adqa568q+Vvz1qyx1rwRI5qfsJeUZNWr8nL7mqbKy+3+pKQOfRkAAABopbAOUs8884wkacqUKY2uv/TSS7r88sslSXfccYcqKip0/fXXa/fu3Zo4caLef/99JfGOE52ova15WVnWApib2ziISZLjSJs323lRWVkd+jIAAADQSmEdpFpzxJXL5dKsWbM0a9asjl8Q0ILWtOYVFLTcmud22z6q/HyrXmVk2NeUl1uI6ttXmjaN86IAAADCBW/LgCBo2JrXnNa05mVnS9OnS+PGSTt3SuvW2eecHLt+oGEVAAAA6FxhXZECIkWwWvOys20fVV6eVa+SkuxrqEQBAACEF4IU0A4+X33oOeoo+3N7W/PcbkacAwAAhDuCFNBGzZ0Z1bu3NHCgteQVFNi1nBwLUbTmAQAAdB0EKaAN/GdGFRXZpD5/9Sk/X+rTR7r0Uik1ldY8AACAroq3d0CAmp4ZlZwsRUXVnxm1c6e0dKk0erS16BGiAAAAuh7e4gEBCuTMKAAAAHRNBCkgQK05M6qysuUzowAAABD5CFJAgIJxZhQAAAAiG0EKkO172rhRWrXKPvt8LT/Wf2ZUfr6dEdWQ/8yo7OyDnxkFAACAyMXUPnR7zY0xHzlSOvfc5keWu912X35++8+MAgAAQGQiSKFba2mMeW6uBaXp05sPU9nZdp8/gHFmFAAAQPdCkEK31XSMuX8Cn3+M+Zo10oIF0ogRzVeXsrPtvrw8GyzBmVEAAADdB0EK3VYgY8wHD27+Odzulu8DAABA18W/naPbYow5AAAA2ooghW6LMeYAAABoK4IUui3GmAMAAKCtCFLotvxjzPv2tcESxcVSTY19XrOGMeYAAABoGcMm0CX5fK2bpscYcwAAALQFQSqMtPbNPw4s0AN2GWMOAACAQBGkwkSgb/7RvLYesMsYcwAAAASCf3MPA/43/7m5ti9nxAj7nJtr173eUK8wMjQ9YDc5WYqKqj9gt6jIDtj1+UK9UgAAAEQ6glSI8eY/eAI5YBcAAABoD4JUiPHmP3g4YBcAAACdhSAVYrz5Dx4O2AUAAEBnIUiFGG/+g4cDdgEAANBZCFIhxpv/4OGAXQAAAHQWxp+HmP/Nf36+vdnPyKgf2b15c2S++Q/leVgcsAsAAIDO4HKcpnWQ7qekpEQpKSkqLi5WcnJySNbQ3DlS2dmR9+Y/XM7D4nBjAAAAtEVrswEVqTCRnW3nR0Xym/+2HoZ7IG0NRBywCwAAgI5EkAojkfzmv+l5WP5R7v7zsNassfOwRoxofTgMl+oWAAAA0FQE1TsQzoJ9Hpa/upWba/vERoywz7m5dt3rDf5rAAAAAFqLIIWgCOZ5WE2rW8nJUlRUfXWrqMiqWz5fUF8CAAAA0GoEKQRFMM/DCnZ1CwAAAAg2ghSCIpjnYQWzugUAAAB0BIIUgiKYh+EGs7oFAAAAdASCFILGfxjuuHHSzp3SunX2OScnsNHnwaxuAQAAAB2B8ecIqmCch+WvbuXnWzUrI6P+TKrNmwOrbgEAAAAdgSCFoAvGeVj+6pb/HKmCAmvny8mxEMU5UgAAAAglghTCVjCqWwAAAEBHIEihQ/l87W/za291CwAAAAg2ghQ6jNdb35pXWWmteSNH2v4nWvMAAAAQyQhSqNPe6lFDXq/05JNSUZEdrOsfFpGba0MkApniBwAAAIQbghQkBbd65PPZcxUVSaNGSS6XXU9Otttr1kgLFtj+J/Y7AQAAIBLxNhZ11aPcXBstPmKEfc7Nteteb2DPl5dngSwzsz5E+blcNs7c67XHAQAAAJGIINXNNa0eJSdLUVH11aOiIqse+Xytf87SUqtqJSY2f39iot1fWhqUlwAAAAB0OoJUN9cR1aOkJGsNLC9v/v7ycrs/Kant6wYAAABCiSDVzXVE9Sgry/ZX5edLjtP4PseRNm+2fVdZWW1fNwAAABBKBKluriOqR263Dano29cGSxQXSzU19nnNGrs+bRqDJgAAABC5eCvbzXVU9Sg720acjxsn7dwprVtnn3NyGH0OAACAyMf4827OXz3Kz7dqUUZG/ZlPmze3r3qUnW0TAIN1NhUAAAAQLghS3ZzPJ8XHS6edJn30kVRYKBUUWDtfTo6FqPZUj9xuafDgYK0WAAAACA8EqW6s6SG8Ho+UliYde6x0+OFUjwAAAICWEKS6Kf8hvEVFNvrc3863caNUViYNH06IAgAAAFrCW+VuqCMO4QUAAAC6E4JUN9QRh/ACAAAA3QlBqhvqiEN4AQAAgO6EINUNdcQhvAAAAEB3QpDqhjrqEF4AAACgu2BqXxfg8wV26G1HHsILAAAAdAcEqQjX9CyouDirNp177oEP0s3OlqZPr//aYB7CCwAAAHR1BKkI1tJZULm5Vm2aPv3gYWrEiMCqWQAAAAAIUhGr6VlQ/jHm/rOg1qyxs6BGjDh4m9/gwZ2xYgAAAKDroPYQoTgLCgAAAAgdglSE4iwoAAAAIHQIUhGKs6AAAACA0CFIRSjOggIAAABChyAVofxnQfXta4Mlioulmhr7vGYNZ0EBAAAAHanLvM3+7W9/qyFDhiguLk7jx4/X4sWLQ72kDuc/C2rcOGnnTmndOvuck3Pw0ecAAAAA2q5LjD+fP3++ZsyYod/+9rc65phjNHfuXH33u9/VmjVrlNXFe9s4CwoAAADofC7HabrDJvJMnDhROTk5euaZZ+quZWdna9q0aZozZ85Bv76kpEQpKSkqLi5WcnJyRy4VAAAAQBhrbTaI+LpFdXW1li9frqlTpza6PnXqVC1ZsqTZr6mqqlJJSUmjDwAAAABorYgPUkVFRaqtrVVqamqj66mpqSosLGz2a+bMmaOUlJS6j8zMzM5YKgAAAIAuIuKDlJ/L5Wp023Gc/a75zZw5U8XFxXUf+fn5nbFEAAAAAF1ExA+b6Nu3r6KiovarPm3fvn2/KpWfx+ORx+PpjOUBAAAA6IIiviIVGxur8ePHa+HChY2uL1y4UJMnTw7RqgAAAAB0ZRFfkZKkW265RZdccokmTJigo48+Ws8995zy8vJ03XXXhXppAAAAALqgLhGkfvjDH2rnzp164IEHtHXrVo0ZM0bvvfeeBg0aFOqlAQAAAOiCusQ5Uu3FOVIAAAAApG50jhQAAAAAdDaCFAAAAAAEiCAFAAAAAAEiSAEAAABAgAhSAAAAABCgLjH+vL38gwtLSkpCvBIAAAAAoeTPBAcbbk6QklRaWipJyszMDPFKAAAAAISD0tJSpaSktHg/50hJ8vl82rJli5KSkuRyuYLynCUlJcrMzFR+fj5nU0ESvxNojN8HNMXvBBri9wEN8fvQuRzHUWlpqdLT0+V2t7wTioqUJLfbrYyMjA557uTkZH7h0Qi/E2iI3wc0xe8EGuL3AQ3x+9B5DlSJ8mPYBAAAAAAEiCAFAAAAAAEiSHUQj8ej++67Tx6PJ9RLQZjgdwIN8fuApvidQEP8PqAhfh/CE8MmAAAAACBAVKQAAAAAIEAEKQAAAAAIEEEKAAAAAAJEkAIAAACAABGkOshvf/tbDRkyRHFxcRo/frwWL14c6iWhE8yZM0dHHnmkkpKS1L9/f02bNk1r165t9BjHcTRr1iylp6crPj5eU6ZM0erVq0O0YnSmOXPmyOVyacaMGXXX+H3ofgoKCnTxxRerT58+SkhI0BFHHKHly5fX3c/vRPdRU1Oju+++W0OGDFF8fLyGDh2qBx54QD6fr+4x/D50bR9++KHOOusspaeny+VyacGCBY3ub83ff1VVlW666Sb17dtXiYmJOvvss7V58+ZOfBXdF0GqA8yfP18zZszQXXfdpdzcXB133HH67ne/q7y8vFAvDR1s0aJFuuGGG/TJJ59o4cKFqqmp0dSpU1VeXl73mEcffVSPPfaYnn76aS1dulRpaWk65ZRTVFpaGsKVo6MtXbpUzz33nA477LBG1/l96F52796tY445RjExMfr73/+uNWvW6Fe/+pV69uxZ9xh+J7qPRx55RM8++6yefvppeb1ePfroo/rlL3+pp556qu4x/D50beXl5Tr88MP19NNPN3t/a/7+Z8yYobfeekuvv/66PvroI5WVlenMM89UbW1tZ72M7stB0B111FHOdddd1+jayJEjnZ/97GchWhFCZfv27Y4kZ9GiRY7jOI7P53PS0tKchx9+uO4xlZWVTkpKivPss8+GapnoYKWlpc6wYcOchQsXOscff7xz8803O47D70N3dOeddzrHHntsi/fzO9G9nHHGGc6VV17Z6Np5553nXHzxxY7j8PvQ3Uhy3nrrrbrbrfn737NnjxMTE+O8/vrrdY8pKChw3G63849//KPT1t5dUZEKsurqai1fvlxTp05tdH3q1KlasmRJiFaFUCkuLpYk9e7dW5K0YcMGFRYWNvr98Hg8Ov744/n96MJuuOEGnXHGGTr55JMbXef3oft55513NGHCBP3gBz9Q//79NW7cOD3//PN19/M70b0ce+yx+ve//61169ZJklauXKmPPvpIp59+uiR+H7q71vz9L1++XPv27Wv0mPT0dI0ZM4bfkU4QHeoFdDVFRUWqra1Vampqo+upqakqLCwM0aoQCo7j6JZbbtGxxx6rMWPGSFLd70Bzvx+bNm3q9DWi473++uv6/PPPtXTp0v3u4/eh+/n222/1zDPP6JZbbtHPf/5zffbZZ5o+fbo8Ho8uvfRSfie6mTvvvFPFxcUaOXKkoqKiVFtbq4ceekg/+tGPJPH/Ed1da/7+CwsLFRsbq169eu33GN53djyCVAdxuVyNbjuOs981dG033nijvvjiC3300Uf73cfvR/eQn5+vm2++We+//77i4uJafBy/D92Hz+fThAkTNHv2bEnSuHHjtHr1aj3zzDO69NJL6x7H70T3MH/+fL3yyit69dVXNXr0aK1YsUIzZsxQenq6LrvssrrH8fvQvbXl75/fkc5Ba1+Q9e3bV1FRUfv9K8D27dv3+xcFdF033XST3nnnHf3nP/9RRkZG3fW0tDRJ4vejm1i+fLm2b9+u8ePHKzo6WtHR0Vq0aJGefPJJRUdH1/2d8/vQfQwYMECjRo1qdC07O7tuGBH/H9G93H777frZz36mCy64QGPHjtUll1yin/70p5ozZ44kfh+6u9b8/aelpam6ulq7d+9u8THoOASpIIuNjdX48eO1cOHCRtcXLlyoyZMnh2hV6CyO4+jGG2/Um2++qQ8++EBDhgxpdP+QIUOUlpbW6PejurpaixYt4vejCzrppJO0atUqrVixou5jwoQJuuiii7RixQoNHTqU34du5phjjtnvSIR169Zp0KBBkvj/iO5m7969crsbvxWLioqqG3/O70P31pq///HjxysmJqbRY7Zu3aovv/yS35HOELIxF13Y66+/7sTExDgvvPCCs2bNGmfGjBlOYmKis3HjxlAvDR3sJz/5iZOSkuL897//dbZu3Vr3sXfv3rrHPPzww05KSorz5ptvOqtWrXJ+9KMfOQMGDHBKSkpCuHJ0loZT+xyH34fu5rPPPnOio6Odhx56yPn666+dP/7xj05CQoLzyiuv1D2G34nu47LLLnMGDhzovPvuu86GDRucN9980+nbt69zxx131D2G34eurbS01MnNzXVyc3MdSc5jjz3m5ObmOps2bXIcp3V//9ddd52TkZHh/Otf/3I+//xz58QTT3QOP/xwp6amJlQvq9sgSHWQ3/zmN86gQYOc2NhYJycnp278Nbo2Sc1+vPTSS3WP8fl8zn333eekpaU5Ho/H+c53vuOsWrUqdItGp2oapPh96H7++te/OmPGjHE8Ho8zcuRI57nnnmt0P78T3UdJSYlz8803O1lZWU5cXJwzdOhQ56677nKqqqrqHsPvQ9f2n//8p9n3DZdddpnjOK37+6+oqHBuvPFGp3fv3k58fLxz5plnOnl5eSF4Nd2Py3EcJzS1MAAAAACITOyRAgAAAIAAEaQAAAAAIEAEKQAAAAAIEEEKAAAAAAJEkAIAAACAABGkAAAAACBABCkAAAAACBBBCgAAAAACRJACACCCvPDCC5o6deoBH7N9+3b169dPBQUFnbQqAOh+CFIAgIC5XK4Dflx++eWhXmLQTZkyRTNmzAjpGqqqqnTvvffqnnvuqbt2+eWXa9q0aY0e179/f11yySW67777OnmFANB9RId6AQCAyLN169a6P8+fP1/33nuv1q5dW3ctPj4+FMtqk3379ikmJiYivt8bb7yhHj166LjjjjvoY6+44godddRR+uUvf6levXq16fsBAFpGRQoAELC0tLS6j5SUFLlcrkbXPvzwQ40fP15xcXEaOnSo7r//ftXU1NR9vcvl0ty5c3XmmWcqISFB2dnZ+vjjj7V+/XpNmTJFiYmJOvroo/XNN9/Ufc2sWbN0xBFHaO7cucrMzFRCQoJ+8IMfaM+ePY3W9tJLLyk7O1txcXEaOXKkfvvb39bdt3HjRrlcLv3pT3/SlClTFBcXp1deeUU7d+7Uj370I2VkZCghIUFjx47Va6+9Vvd1l19+uRYtWqQnnniiruq2ceNGzZs3Tz179mz0/RcsWCCXy7Xful988UUNHTpUHo9HjuOouLhY11xzjfr376/k5GSdeOKJWrly5QF/7q+//rrOPvvsRs/98ssv6+23365b13//+19J0tixY5WWlqa33nrroH+fAIDAEaQAAEH1z3/+UxdffLGmT5+uNWvWaO7cuZo3b54eeuihRo978MEHdemll2rFihUaOXKkLrzwQl177bWaOXOmli1bJkm68cYbG33N+vXr9ac//Ul//etf9Y9//EMrVqzQDTfcUHf/888/r7vuuksPPfSQvF6vZs+erXvuuUcvv/xyo+e58847NX36dHm9Xp166qmqrKzU+PHj9e677+rLL7/UNddco0suuUSffvqpJOmJJ57Q0Ucfrauvvlpbt27V1q1blZmZ2eqfiX/db7zxhlasWCFJOuOMM1RYWKj33ntPy5cvV05Ojk466STt2rWrxedZvHixJkyYUHf7tttu0/nnn6/TTjutbl2TJ0+uu/+oo47S4sWLW71OAEAAHAAA2uGll15yUlJS6m4fd9xxzuzZsxs95g9/+IMzYMCAutuSnLvvvrvu9scff+xIcl544YW6a6+99poTFxdXd/u+++5zoqKinPz8/Lprf//73x232+1s3brVcRzHyczMdF599dVG3/vBBx90jj76aMdxHGfDhg2OJOfxxx8/6Os6/fTTnVtvvbXu9vHHH+/cfPPNB3ztjuM4b731ltPwP6/33XefExMT42zfvr3u2r///W8nOTnZqaysbPS1hxxyiDN37txm17N7925HkvPhhx82un7ZZZc555xzTrNf89Of/tSZMmVKSy8RANAO7JECAATV8uXLtXTp0kYVqNraWlVWVmrv3r1KSEiQJB122GF196empkqydrSG1yorK1VSUqLk5GRJUlZWljIyMuoec/TRR8vn82nt2rWKiopSfn6+rrrqKl199dV1j6mpqVFKSkqjNTas6vjX9/DDD2v+/PkqKChQVVWVqqqqlJiY2N4fhyRp0KBB6tevX93t5cuXq6ysTH369Gn0uIqKikbtjE3vk6S4uLhWf9/4+Hjt3bu3DSsGABwMQQoAEFQ+n0/333+/zjvvvP3uaxgCGg5c8O8pau6az+dr8Xv5H+Nyueoe9/zzz2vixImNHhcVFdXodtOA9Ktf/Uq//vWv9fjjj2vs2LFKTEzUjBkzVF1d3fILleR2u+U4TqNr+/bt2+9xTb+fz+fTgAED6vYzNdR0z5Vfnz595HK5tHv37gOuqaFdu3Y1CnAAgOAhSAEAgionJ0dr167VoYceGvTnzsvL05YtW5Seni5J+vjjj+V2uzV8+HClpqZq4MCB+vbbb3XRRRcF9LyLFy/WOeeco4svvliSBZ2vv/5a2dnZdY+JjY1VbW1to6/r16+fSktLVV5eXheW/HugDiQnJ0eFhYWKjo7W4MGDW7XG2NhYjRo1SmvWrGl0jlRz6/L78ssvNWXKlFY9PwAgMAybAAAE1b333qvf//73mjVrllavXi2v16v58+fr7rvvbvdzx8XF6bLLLtPKlSu1ePFiTZ8+Xeeff77S0tIk2RS7OXPm6IknntC6deu0atUqvfTSS3rssccO+LyHHnqoFi5cqCVLlsjr9eraa69VYWFho8cMHjxYn376qTZu3KiioiL5fD5NnDhRCQkJ+vnPf67169fr1Vdf1bx58w76Ok4++WQdffTRmjZtmv75z39q48aNWrJkie6+++66QRvNOfXUU/XRRx/tt64vvvhCa9euVVFRUV1FbO/evVq+fPlBD+8FALQNQQoAEFSnnnqq3n33XS1cuFBHHnmkJk2apMcee0yDBg1q93MfeuihOu+883T66adr6tSpGjNmTKPx5j/+8Y/1u9/9TvPmzdPYsWN1/PHHa968eRoyZMgBn/eee+5RTk6OTj31VE2ZMkVpaWn7HXJ72223KSoqSqNGjVK/fv2Ul5en3r1765VXXtF7771XNzJ91qxZB30dLpdL7733nr7zne/oyiuv1PDhw3XBBRdo48aNdfvFmnP11VfrvffeU3FxcaNrI0aM0IQJE9SvXz/973//kyS9/fbbysrKatWZUwCAwLmcps3dAACEoVmzZmnBggWtap3rys4//3yNGzdOM2fOPODjjjrqKM2YMUMXXnhhJ60MALoXKlIAAESQX/7yl+rRo8cBH7N9+3Z9//vf149+9KNOWhUAdD9UpAAAEYGKFAAgnBCkAAAAACBAtPYBAAAAQIAIUgAAAAAQIIIUAAAAAASIIAUAAAAAASJIAQAAAECACFIAAAAAECCCFAAAAAAEiCAFAAAAAAH6f5qcNncq3TtTAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Outliers (IQR method):\n",
+ "Series([], Name: temperature, dtype: float64)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.boxplot(x=df_missing['temperature'])\n",
+ "plt.xlabel('Temperature')\n",
+ "plt.title('Box Plot')\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.boxenplot(x=df_missing['temperature'])\n",
+ "plt.xlabel('Temperature')\n",
+ "plt.title('Boxen Plot')\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.plot(df_missing['temperature'].shift(), df_missing['temperature'], 'bo', alpha=0.5)\n",
+ "plt.xlabel('Temperature (t)')\n",
+ "plt.ylabel('Temperature (t+1)')\n",
+ "plt.title('Lag Plot')\n",
+ "plt.show()\n",
+ "\n",
+ "\n",
+ "def iqr_outliers(data):\n",
+ " q1, q3 = np.percentile(data, [25, 75])\n",
+ " IQR = q3 - q1\n",
+ " lower_fence = q1 - (1.5 * IQR)\n",
+ " upper_fence = q3 + (1.5 * IQR)\n",
+ " return data[(df_missing.temperature > upper_fence) | (df_missing.temperature < lower_fence)]\n",
+ "\n",
+ "outliers_iqr = iqr_outliers(df_missing['temperature'])\n",
+ "print(\"Outliers (IQR method):\")\n",
+ "print(outliers_iqr)\n",
+ "\n",
+ "z_scores = (df_missing['temperature'] - df_missing['temperature'].mean()) / df_missing['temperature'].std()\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.plot(z_scores)\n",
+ "plt.axhline(y=0, color='r', linestyle='--')\n",
+ "plt.xlabel('Index')\n",
+ "plt.ylabel('Z-Score')\n",
+ "plt.title('Z-Score Plot')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4f35c192",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}