diff --git a/iris/iris_classification.ipynb b/iris/iris_classification.ipynb new file mode 100644 index 0000000..4053b83 --- /dev/null +++ b/iris/iris_classification.ipynb @@ -0,0 +1,621 @@ +{ + "cells": [ + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:25:52.294433Z", + "start_time": "2024-11-25T18:25:52.290475Z" + } + }, + "cell_type": "code", + "source": [ + "from matplotlib import pyplot as plt\n", + "from sklearn.datasets import load_iris\n", + "import pandas as pd\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import accuracy_score, classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "import seaborn as sns" + ], + "id": "f48bf2b75b3d4c0a", + "outputs": [], + "execution_count": 50 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:21:47.693369Z", + "start_time": "2024-11-25T18:21:47.684944Z" + } + }, + "cell_type": "code", + "source": [ + "iris = load_iris()\n", + "df = pd.DataFrame(iris.data, columns=iris.feature_names)\n", + "df[\"species\"] = iris.target" + ], + "id": "1fcf9d27b342fee3", + "outputs": [], + "execution_count": 34 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:18:39.925298Z", + "start_time": "2024-11-25T18:18:39.918510Z" + } + }, + "cell_type": "code", + "source": "df.head()", + "id": "39a267c21147134c", + "outputs": [ + { + "data": { + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", + "0 5.1 3.5 1.4 0.2 \n", + "1 4.9 3.0 1.4 0.2 \n", + "2 4.7 3.2 1.3 0.2 \n", + "3 4.6 3.1 1.5 0.2 \n", + "4 5.0 3.6 1.4 0.2 \n", + "\n", + " species \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ], + "text/html": [ + "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)species
05.13.51.40.20
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" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 29 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:19:10.161528Z", + "start_time": "2024-11-25T18:19:10.155806Z" + } + }, + "cell_type": "code", + "source": "df.isnull().sum()", + "id": "4f589220e7b0e018", + "outputs": [ + { + "data": { + "text/plain": [ + "sepal length (cm) 0\n", + "sepal width (cm) 0\n", + "petal length (cm) 0\n", + "petal width (cm) 0\n", + "species 0\n", + "dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 31 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:19:18.479771Z", + "start_time": "2024-11-25T18:19:18.473833Z" + } + }, + "cell_type": "code", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "species\n", + "0 50\n", + "1 50\n", + "2 50\n", + "Name: count, dtype: int64\n" + ] + } + ], + "execution_count": 32, + "source": [ + "depression_counts = df['species'].value_counts()\n", + "print(depression_counts)" + ], + "id": "619f1d3739f74a86" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Plot", + "id": "d79c7a39475de829" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:23:00.856333Z", + "start_time": "2024-11-25T18:23:00.633139Z" + } + }, + "cell_type": "code", + "source": [ + "df.hist(figsize=(10, 8), bins=20, edgecolor='black')\n", + "plt.suptitle(\"Histograms of Features\", fontsize=16)\n", + "plt.show()" + ], + "id": "d0a03ad4b0c66c01", + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 38 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:22:42.391405Z", + "start_time": "2024-11-25T18:22:42.057966Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(12, 8))\n", + "sns.boxplot(data=df, x='species', y='sepal length (cm)')\n", + "plt.title(\"Sepal Length by Species\", fontsize=16)\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "sns.boxplot(data=df, x='species', y='sepal width (cm)')\n", + "plt.title(\"Sepal Width by Species\", fontsize=16)\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "sns.boxplot(data=df, x='species', y='petal length (cm)')\n", + "plt.title(\"Petal Length by Species\", fontsize=16)\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "sns.boxplot(data=df, x='species', y='petal width (cm)')\n", + "plt.title(\"Petal Width by Species\", fontsize=16)\n", + "plt.show()" + ], + "id": "c7dd076a03fc64fc", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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" 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" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 37 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:23:42.939070Z", + "start_time": "2024-11-25T18:23:41.551607Z" + } + }, + "cell_type": "code", + "source": [ + "sns.pairplot(df, hue=\"species\", palette=\"Set1\")\n", + "plt.suptitle(\"Pair Plot of Features\", y=1.02, fontsize=16)\n", + "plt.show()" + ], + "id": "f7cfde17d069d959", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 41 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:23:38.554550Z", + "start_time": "2024-11-25T18:23:38.401768Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(8, 6))\n", + "sns.scatterplot(data=df, x='sepal length (cm)', y='sepal width (cm)', hue='species', palette='Set1')\n", + "plt.title(\"Sepal Length vs Sepal Width\", fontsize=16)\n", + "plt.show()\n", + "\n", + "# Scatter plot: Petal Length vs Petal Width\n", + "plt.figure(figsize=(8, 6))\n", + "sns.scatterplot(data=df, x='petal length (cm)', y='petal width (cm)', hue='species', palette='Set2')\n", + "plt.title(\"Petal Length vs Petal Width\", fontsize=16)\n", + "plt.show()" + ], + "id": "18f0b1ba0e7d0130", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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zGYsXL8brr78OAN433Pz8fOTn54e8z0A7K9W+yQSSmpoKADAajd629evXY+7cuZDJZFi4cCEuueQStGvXDjExMRAEAQ899BCeeOIJOJ3OsB9zQ9Uei+3bt9d520DHItBZWQDeM6PSGet8ms1mAAj6QaCuWH2Fk1NddDodJkyYgC+++AIff/yx90xc7VnZK6+80q9AXblyJXr06IE33ngD3333nfcsfXJyMu677z7MmTPH78xxfYiiiL59+6Jv376YOXMm8vLy8Je//AV79+7FY4895i1ma3+nNTU13iv3gwm2c1iw53ig53dVVRWmTZuG6upq3HDDDbjjjjvQtWtXxMfHQxRF/PDDDxg7dmyjPr9HjhyJ48ePY8OGDUGL2T59+kCr1XrPxtb+t3PnzkhLS6vXOLWFZO2HmLPVHo+GaMznK1EkcZoBUTMYMWKEt/jYsmWLt12r1QIAHnzwQUin57QH/bdixQq/+w21XE5JSQkA36LsvffeAwDce++9uP/++9GjRw/vdpoA6iyoI6n2WPzxxx91HouG7iFf+6Yd6kzTmUVSS3HNNdcA8J1qULssU23sTGq1GvPnz8fJkydx4MABvPrqq5g8eTLKy8tx77334rnnnmuUvNq2bYtFixYBAI4cOYLKykoA//udDh8+vM7f6fHjxwPed7DneKDn9zfffIPKykoMHTrUu0mJTqfzFmOReH6fvXnChg0bEBcXh5ycHO9tZDIZhgwZgv3796OiosJ723CmstQey7qOB9H5gMUsUTPp0KEDgNNrm9bq0aMHAARdM7Mu+fn5QQuyAwcOADi99m2t2oJh2LBhAfs0x1zZWg09FuGoPSYHDx4Mepau9ivys9UW/s3hkksugVarxa+//oq8vDxs2bIFR44cQdu2bb1fZQfTrVs3/O1vf8OXX36Jl19+GQC83xA0htrnN/C/53jt7/TAgQMhp7WEUvs8DtYe6Pk9dOjQgL+nSDy/a+e87t69G7m5uTh06BCGDh0KmUzmc7vaOey//vqr9+xtOMXsmc/ZQIIdJ6B5n7NEkcBiligCysrK6vwK7rfffgNw+qvFWpMmTYJSqcSaNWu88zjD4XA48Oabb/q1//7779iwYQMEQcDYsWO97bVbZtbOwz3Td99916zFbO2FJ8uWLYv415ndu3dHZmYmTCZTwI0Ijh07FnSb0tpjGOxr8UjSaDSYMmWKd5ON2jO006ZNC6tgGTJkCIDTF3DVh9lshsViCXmb2ue3TqfzfhXeuXNn9OrVCxUVFee8PWtt4X2mM5/348aN87aHen6Xl5cH/FtpqK5duyIlJQVutxvPPPMMJEkKOD+49sPG119/7f2gFM7OX7WP88033wz4ASzQcarVnM9ZokhgMUsUAe+++y769u2L119/HeXl5T6xqqoqPPLII3j33XcBwLuDFABkZGTg7rvvhtPpxPjx4/0uOJIkCVu2bMHtt98e8EpiuVyOefPm+VwJfvLkSe+cxalTp/pc1FH7Jrto0SKfXZ22bt2Km2++GWq1+hyPQMPdeuut6NChA37++WfvRTJnMplM+OijjzBnzpwGjyWKIu6++24AwOzZs7Fp0yZv7OTJk7jqqquCFoe1ZyC3bt1aZ4EXCbUrFrz33nvencTOXMWg1o8//oh7773XbxtVk8mEZ555BgDQv3//eo35xx9/oEOHDnjsscdw9OhRn5jL5cI777zj/b3ccMMNPvNwn3rqKQiCgFmzZuGNN96Ay+Xy6X/s2DE88cQT3tUszvb1119j6dKl3g84VqsVM2fOxKlTp9CmTRtMmzbNe9vaM50fffQRfvjhB297YWEhLr/8cr+xG0vt39Vbb73l8/OZhgwZAplMhrfffhtutxsZGRk+Z7Prcs011yAzMxMnT57Erbfe6i1MJUnC0qVLsWbNmqB9a8cJtmIEUdSJ6MJfROepJUuW+Ky/mZ2dLQ0ePFjq3Lmzd7clANI999zj19fpdHrXd8V/10sdPHiw1KdPH+9uRwCkAwcOePsE2gGsS5cuUr9+/bw79nTo0EEqLCz0Gau6ulrq0KGDBJzeYat3795S165dJQBSjx49pDlz5pzz2qqB1OYeHx8v6fX6oP9qNwI4cOCAlJ2d7d0ZqXv37tIFF1wgdenSxbvu6wUXXOAzRu06s2+99VbAHObNmxfwMTmdTmncuHHeHLt16+Y9fmfuAHb2+qdut9u7C5her5eGDh0qjRo1Srrrrru8t6ldZzbY+rp15RyK0+n02Umse/fuAW/32WefeW+TnJwsDRw40GdnuYSEBGn79u31GnPXrl0+z++UlBRpwIABUq9evXyeo6NHj5aMRqNf/xdffNH7+6vdDW3gwIFSamqqt+/ZC/LXtp+5A9igQYOk+Ph470YY69at8xvriiuu8Pbt1KmTd1e3uLg479/p2Wu4nus6s7Wef/5575hyudy7ocHZatfcBSBNmzYt4G1C7QD2008/eXfzio+PlwYNGhRyB7BaK1eu9MZ69eoljRo1Sho1apR3k5ZQY0pSw48PUWPjmVmiCLjjjjvw008/4d5778WwYcPgdruxa9cuFBQUoF27drjhhhuwYcMG7xmxM8nlcrzzzjv4+uuvMWXKFADAzp07UVhYiC5duuDOO+/E2rVrfeYG1hIEAZ999hnmz58Pj8eD/fv3Izk5Gbfffjs2b97sd6V0fHw8fvnlF9xwww2Ij4/HoUOH4HA4MGfOHGzcuLFRruAPpKamBuXl5UH/1c6n7NatG3bv3o1FixZh0KBBKCgowK5du+BwODBq1Cg8++yzQfehD5dcLse///1vPP744+jcuTOOHTuGoqIi3Hjjjdi8eTNUKhUA/1UNRFHE119/jSuuuAIymQxbtmzBunXrsGvXrkbJqz55n7k2bqCzssDps5TLli3D5MmTodVqsX//fhw/fhydOnXCfffdh4MHD9b7zGyfPn2wa9cuLFy4EBdffDHi4+Nx8OBBHD58GPHx8Zg8eTLee+89/Pjjj94Llc40a9Ys7Nq1CzNmzEBycjL27duHP/74AwaDAddccw0+/vhj77cJZ7vvvvvw3nvvoU2bNti3bx8EQcAll1yCzZs3B/ya/r333sPDDz+M9u3b48SJEygqKsIVV1yBrVu3etf3bWxnzn3t378/YmJiAt7uzHnN57KO8ZgxY7Bp0yZMnjwZgiBg//79aNOmDT744APce++9Qftdf/31WLp0KXJycnD06FGsW7cO69atQ1VVVdg5ELUEgiRxbQ2iaLd27VqMGTMGo0aNavBaqBTY5MmT8dVXX+Gzzz7zfsigplM7zYNvWUR0Np6ZJSKqw8mTJ/H99997l1QiIqKWg8UsEdF/Pf74436rSBw6dAiXXnop7HY7Lr300novak9ERE2DO4AREf3XG2+8gYcffhgGgwHt27dHdXW1t7jt0KEDli1b1swZEhHR2Xhmlojovx5++GGMHz8eKpUKv//+OwoKCtCzZ088+OCD2LZtGzIzM5s7RSIiOgsvACMiIiKiqMUzs0REREQUtVrMnNmFCxdi7ty5uOuuu7BkyZKAt6ldfuhsBw4cQLdu3eo1jsfjwalTpxAXF8f9qYmIiIhaIEmSYDQakZGR4bOLYCAtopjdunUrXnvtNeTk5NTr9ocOHUJ8fLz359p9v+ujdstDIiIiImrZ8vPzkZWVFfI2zV7MmkwmXHfddXj99dfx+OOP16tPSkoKdDrdOY1Xu3tPfn6+T0FMRERERC1DTU0N2rRpU6+dKJu9mJ01axYmTZqEiy++uN7FbL9+/WCz2dCjRw889NBDAace1LLb7bDb7d6fjUYjgNPbeLKYJSIiImq56jMltFmL2VWrVmHHjh3YunVrvW6fnp6O1157DQMGDIDdbsc777yDiy66CGvXrg24Jzdwei7uggULGjNtIiIiImohmm1prvz8fAwcOBDfffcd+vTpAwAYPXo0+vbtG/QCsEAmT54MQRDw5ZdfBoyffWa29rR1dXU1z8wSERERtUA1NTVISEioV73WbEtzbd++HSUlJRgwYADkcjnkcjnWrVuHZcuWQS6Xw+121+t+hgwZ4rf95JlUKpV3SgGnFhARERG1Ls02zeCiiy7C3r17fdqmT5+Obt264Z///CdkMlm97mfnzp1IT0+PRIpERERETUaSJLhcrnqf0It2CoWi3vVeKM1WzMbFxaFXr14+bbGxsdDr9d72Bx54AAUFBVi5ciUAYMmSJWjfvj169uwJh8OBd999F6tXr8bq1aubPH8iIiKixuJwOFBYWAiLxdLcqTQZQRCQlZUFrVbboPtp9tUMQiksLEReXp73Z4fDgXvuuQcFBQXQaDTo2bMnvv76a0ycOLEZsyQiIiI6dx6PB7m5uZDJZMjIyIBSqWz1GztJkoTS0lKcPHkSnTt3btAZ2ma7AKy5hDOhmIiIiCjSbDYbcnNz0a5dO8TExDR3Ok3GarXi+PHjyM7Ohlqt9olFxQVgRERERPQ/dW3b2to01tnn8+uoEREREVGrwmKWiIiIiKIWi1kiIiIiCuimm27ClClTmjuNkFr0agZERERE1HyWLl2Klr5WAItZIiIiIgooISGhuVOoE6cZEFGr4C4thev4cbjyT8JjtTZ3OkREjeaTTz5B7969odFooNfrcfHFF8NsNnunACxYsAApKSmIj4/HrbfeCofD4e0rSRKefvppdOjQARqNBn369MEnn3zic//79u3DpEmTEB8fj7i4OIwcORJHjx4F4D/NoK77q6ysxHXXXYfk5GRoNBp07twZb731VkSPD8/MElFU85jNcOzYieqHHobryBFAoUDMZVMQd8//QZ6Z2dzpERE1SGFhIa655ho8/fTTuOyyy2A0GrFhwwbvV/8//vgj1Go1fv75Zxw/fhzTp0+HwWDAE088AQB46KGH8Omnn2L58uXo3Lkz1q9fj7/+9a9ITk7GqFGjUFBQgAsvvBCjR4/GTz/9hPj4ePz6669wuVwB86nr/h5++GHs378f33zzDQwGA44cOQJrhE8wsJgloqjm3LMH5dOuOaPBCctHH8OxYycMH34AWVpa8yVHRNRAhYWFcLlcmDp1Ktq1awcA6N27tzeuVCrxr3/9CzExMejZsyceffRR3HvvvXjsscdgtVrx3HPP4aeffsLQoUMBAB06dMAvv/yCV199FaNGjcJLL72EhIQErFq1CgqFAgDQpUuXgLmYzeY67y8vLw/9+vXDwIEDAQDt27eP1KHxYjFLRFHLXV6O6nkLAsZcR47Aefgwi1kiimp9+vTBRRddhN69e2P8+PEYN24crrjiCiQmJnrjZ+4aNnToUJhMJuTn56OkpAQ2mw1jx471uU+Hw4F+/foBAHbt2oWRI0d6C9lQ9u/fX+f93X777bj88suxY8cOjBs3DlOmTMGwYcMadAzqwmKWiKKWZLHCuW9f0Lh9/QaoL7ywCTMiImpcMpkM33//PX777Td89913eOGFF/Dggw9i8+bNIfsJggCPxwMA+Prrr5F51rQrlUoFANBoNPXOpT73N2HCBJw4cQJff/01fvjhB1x00UWYNWsWnn322XqPEy4Ws0QUvWQyCFotJJMpYFhMT2/ihIiIGp8gCBg+fDiGDx+ORx55BO3atcNnn30GANi9ezesVqu3KN20aRO0Wi2ysrKQmJgIlUqFvLw8jBo1KuB95+Tk4O2334bT6azz7GyPHj3qvD8ASE5Oxk033YSbbroJI0eOxL333stilogoEFmyAbE33QjTiy/5B0UR6j+NafqkiIga0ebNm/Hjjz9i3LhxSElJwebNm1FaWoru3btjz549cDgcuOWWW/DQQw/hxIkTmDdvHu68806Iooi4uDjcc889+Mc//gGPx4MRI0agpqYGv/32G7RaLW688UbceeedeOGFFzBt2jQ88MADSEhIwKZNmzB48GB07drVJ5f63N8jjzyCAQMGoGfPnrDb7fjqq6/QvXv3iB4jFrNEFLUEhQLa6TfBsW0bHJvO+MpNJkPS8pc5X5aIol58fDzWr1+PJUuWoKamBu3atcPixYsxYcIEfPjhh7jooovQuXNnXHjhhbDb7Zg2bRrmz5/v7f/YY48hJSUFCxcuxLFjx6DT6dC/f3/MnTsXAKDX6/HTTz/h3nvvxahRoyCTydC3b18MHz48YD513Z9SqcQDDzyA48ePQ6PRYOTIkVi1alVEj5EgtfRtHRpZTU0NEhISUF1djfj4+OZOh4gagbu0FO78k7Bv2gRRr4dqyAUQU1MhqtXNnRoRUZ1sNhtyc3ORnZ0NdRivWzfddBOqqqrw+eefRy65CAr1uMOp13hmloiiniw5GbLkZCj792vuVIiIqIlxBzAiIiIiilo8M0tEREQUhVasWNHcKbQIPDNLRERERFGLxSwRERERRS0Ws0REREQUtVjMEhEREVHUYjFLRERERFGLxSwRERERRS0Ws0REREQUtVjMEhEREbUi7qoqOI8cgWPHTjiPHIW7qqpJxn355Ze9W9MOGDAAGzZsaJJxWcwSERERtRKuU6dQeccslIwag9LJl6Bk1GhU3nEnXKdORXTcDz/8EHfffTcefPBB7Ny5EyNHjsSECROQl5cX0XEBFrNERERErYK7qgpV99wL+7r1Pu32detQdc99ET1D+9xzz+GWW27BjBkz0L17dyxZsgRt2rTB8uXLIzZmLRazRERERK2Ap6zMr5CtZV+3Dp6ysoiM63A4sH37dowbN86nfdy4cfjtt98iMuaZWMwSERERtQJSjTF03Bg6fq7KysrgdruRmprq056amoqioqKIjHkmFrNERERErYAQHxc6Hhc63uDxBcHnZ0mS/NoigcUsERERUSsgGgxQjRoVMKYaNQqiwRCRcQ0GA2Qymd9Z2JKSEr+ztZHAYpaIiIioFZDpdNA9+7RfQasaNQqJzz4NmU4XkXGVSiUGDBiA77//3qf9+++/x7BhwyIy5pnkER+BiIiIiJqEPCMDiS+/CE9ZGSSjEUJcHESDIWKFbK05c+bg+uuvx8CBAzF06FC89tpryMvLw2233RbRcQEWs0REREStikyni3jxerarr74a5eXlePTRR1FYWIhevXphzZo1aNeuXcTHZjFLRERERA12xx134I477mjycTlnloiIiIiiFotZIiIiIopaLGaJiIiIKGqxmCUiIiKiqMViloiIiIiiFlczIKJGIbndcBcXA3YHoFZBlpoKQeTnZSIiiiwWs0TUYO7SUphXfQjT8lcgVVdD1OsR94+7oblkMmR6fXOnR0RErRiLWSJqEI/RiJrFz8Hyzrv/aysvR/VDD8NTXg7tnbMgqtXNmCEREbVm/A6QiBrEU1YGy3vvB4wZX14OT2lpE2dERETnExazRNQg7uISwOMJHLTb4amobNqEiIjovMJilogaRNDGho5zigERUZOqsTpwvNSMfSercKLMjBqrI+Jjrl+/HpMnT0ZGRgYEQcDnn38e8TFrcc4sETWIzJAMWVYW3CdP+sUUPXtCNPACMCKiplJcbcWTX+zD5qPl3rYLOuox99KeSE3QRGxcs9mMPn36YPr06bj88ssjNk4gPDNLRA0iS0uF/q1/QUzU+bSLaWlIXP4SVzMgImoiNVaHXyELAJuPluPJL/ZF9AzthAkT8Pjjj2Pq1KkRGyMYnpklogaTd++G5P98C+e+/XD98QcUPbpD3rUr5BkZzZ0aEdF5o8Lk9Ctka20+Wo4KkxPxGmUTZxV5LGaJqMEEQYA8MxPyzExg3NjmToeI6LxktjsbFI9WnGZARERE1ArEqhQNikcrFrNERERErUCSVoELOga+TuGCjnokaVnMEhEREVELFa9RYu6lPf0K2trVDFrjfFmAc2aJiIiIWo3UBA0euzIHFSYnzHYnYlUKJGkVES9kTSYTjhw54v05NzcXu3btQlJSEtq2bRvRsVnMEhEREbUi8Rplk5+F3bZtG8aMGeP9ec6cOQCAG2+8EStWrIjo2CxmiYiIiKhBRo8eDUmSmmVszpklIiIioqjFYpaIiIiIohanGRC1EJLHA3fBKTi2bIHj99+hzOkN5cBBkGVlQhCE5k6PiIioRWIxS9RCOPcfQNmVV0GqqQEAmAEICQlI/uQjKHr0aN7kiIiIWihOMyBqAdzFxaiYMdNbyNaSqqtRPvNWuEtKmikzIiKilo3FLFEL4C4rgzs/P3Ds+HF4ysqbOCMiIqLowGKWqCWw20OGJbutiRIhIiKKLixmiVoA0WAAFEH2zFapIOoNTZsQERFRlGAxS9QCiMnJiLtzVsBY3J13QkxJbuKMiIiIogNXMyBqAUSNBrHTb4IsKwvGxYvhPlUIWWYm4u75P6gvvgiiWt3cKRIREbVILGaJWgiZXo/YaVdDPWY0JIcTglIBWWpqc6dFRERRxugwotpeBbPTglhFLBJUCYhTxkVsvIULF+LTTz/FwYMHodFoMGzYMDz11FPo2rVrxMY8E4tZohaGBSwREZ2rUmspXti5FLtKdnrb+qX0x539ZiNZE5kpa+vWrcOsWbMwaNAguFwuPPjggxg3bhz279+P2NjYiIx5JhazRERERK2A0WH0K2QBYGfJDry4cxnuGXhfRM7Qfvvttz4/v/XWW0hJScH27dtx4YUXNvp4Z+MFYEREREStQLW9yq+QrbWzZAeq7VVNk0d1NQAgKSmpScZjMUtERETUCpidlpBxSx3xxiBJEubMmYMRI0agV69eER8P4DQDIiIiolYhVhETMh5TR7wx3HnnndizZw9++eWXiI9Vi2dmiYiIiFqBBJUO/VL6B4z1S+mPBJUuouP//e9/x5dffomff/4ZWVlZER3rTCxmiYiIiFqBOGUc7uw326+g7ZfSH3/vNztiy3NJkoQ777wTn376KX766SdkZ2dHZJxgOM2AiIiIqJVI1iTjnoH3odpeBYvTghhFDBJUuoiuMztr1iy8//77+OKLLxAXF4eioiIAQEJCAjQaTcTGrcVilojOe5LLBXdJCWB3AGoVZKmpEER+cUVE0SlOGRfR4vVsy5cvBwCMHj3ap/2tt97CTTfdFPHxW8yr9cKFCyEIAu6+++6Qt1u3bh0GDBgAtVqNDh064JVXXmmaBImoVXKXlMK47AWU/OliFI8YidIJk2B+7324y8ubOzUioqggSVLAf01RyAItpJjdunUrXnvtNeTk5IS8XW5uLiZOnIiRI0di586dmDt3LmbPno3Vq1c3UaZE1Jp4qmtQ/eSTMC5+DpLReLqttBTV9z8A8werIDkczZwhERHVpdmLWZPJhOuuuw6vv/46EhMTQ972lVdeQdu2bbFkyRJ0794dM2bMwM0334xnn322ibIlotbEXVYG68efBIyZli47PfWAiIhatGYvZmfNmoVJkybh4osvrvO2GzduxLhx43zaxo8fj23btsHpdAbsY7fbUVNT4/OPiAgA3AUng8YkiwWeqqqmS4aIiM5Jsxazq1atwo4dO7Bw4cJ63b6oqAipqak+bampqXC5XCgrKwvYZ+HChUhISPD+a9OmTYPzJqLWQYyPDxkX1OomyoSIiM5VsxWz+fn5uOuuu/Duu+9CHcYbhiAIPj9LkhSwvdYDDzyA6upq77/8/PxzT5qIWhVZairEsz4g11IM6A8xSd/EGRHR+ay2pjlfNNbjbbZidvv27SgpKcGAAQMgl8shl8uxbt06LFu2DHK5HG63269PWlqad+2yWiUlJZDL5dDrA7/pqFQqxMfH+/wjIgIAMS0N+rdXQEhI8GmXZWQgaekSyJJCz+MnImoMCoUCAGCxWJo5k6bl+O9FtjKZrEH302zrzF500UXYu3evT9v06dPRrVs3/POf/wz4wIYOHYp///vfPm3fffcdBg4c6H0iEBHVlyAIUPTqiZTv/gPn73vhOnoMil69IO/SGfL09OZOj4jOEzKZDDqdDiX/veg0JiYm6DfOrYXH40FpaSliYmIglzesHG22YjYuLg69evXyaYuNjYVer/e2P/DAAygoKMDKlSsBALfddhtefPFFzJkzBzNnzsTGjRvx5ptv4oMPPmjy/ImodRAEAfKsTMizMps7FSI6j6WlpQGAt6A9H4iiiLZt2za4cG/RO4AVFhYiLy/P+3N2djbWrFmDf/zjH3jppZeQkZGBZcuW4fLLL2/GLImIiIgaRhAEpKenIyUlJegKTa2NUqmE2Ai7LQrSeTbbuKamBgkJCaiurub8WSIiIqIWKJx6rdnXmSUiIiIiOlcsZomIiIgoarGYJSIiIqKoxWKWiIiIiKIWi1kiIiIiilosZomIiIgoarXodWaJqOm48vPhOnoMtp9+gqjTQTNhAsSUZMiCbBVNRETUErCYJSK48vNRcevtcO7e7W0zLn4OCY/Oh3rKFMhZ0BIRUQvFaQZE5zmPzQbzird9Ctla1Y/Mh1Rc3AxZERER1Q+LWaLznKe4GOb3Pwgat3z57ybMhoiIKDwsZonOc5JHgmQ0Bo17ysubMBsiIqLwsJglOs8JMRooBw8OGldffHETZkNERBQeFrNE5zl5airiH3wAkMn8Y127QtG9WzNkRUREVD8sZokI8i5dYFj9MZQDBwIABI0GMdf/Ffq33oS8bdtmzo6IiCg4Ls1FRJDFxUE2aBASX10OyWIBRBGy5GSIsbHNnRoREVFILGaJyEueltbcKRAREYWF0wyIiIiIKGqxmCUiIiKiqMViloiIiIiiFotZIiIiIopaLGaJiIiIKGqxmCUiIiKiqMViloiIiIiiFteZJWpkzvx8wGIBZDKIOh1kBkNzp3RecJeWQjKbAZkcokEPUaNp7pSIiBpNjaMGFqcZAkTEKbWIUTTdpjZ2lx3Vjiq4PW5o5Bro1IlNNnZ9sJglaiSuigq49h9A9YIFcO0/AMhkUI8fj/j774OiY8fmTq/V8pjNcOzYieqHHobryBFAoUDMZVMQd8//QZ6Z2dzpERE1iMvtQm5NLl7dvRyHqw5BhIiBqYNwc+8ZyNBmRHz8EksJ3jvwDjacXA+X5EKbuDb4W85t6JLYFRp5yzhpIEiSJDV3Ek2ppqYGCQkJqK6uRnx8fHOnQ62Ifes2lE29HPB4fNplWVnQr3ofiuzsZsqsdbNv3IiyK67ya5d36gTDhx9Axl3NiCiK5dWcwN1rZ8Plcfm061Q6PDvqeaTEpERs7HJrOR76dS4KTCf9Yk+OWIReht4RGzuceo1zZokagevUKdQ8/bRfIQsA7pMn4di+vRmyav3c5eWonrcgYMx15Aichw83cUZERI3H5rLhw0Or/ApZAKiyV2Fr0ZaIjp9nPBGwkAWAN/a+jmp7dUTHry8Ws0SNQLLb4di6LWjcvm59E2Zz/pAsVjj37Qsat6/f0ITZEBE1LrPTjL1le4PGtxZtgd1lj9j4O4t3BI0dqz4KuztyY4eDxSxRYxAEiHp90LAsJXJfA53XZDIIWm3QsJie3oTJEBE1LrkoR4Iq+FfsSRo95GLkLn/Sa4JfwBwjj4EotIwysmVkQRTlxMxMxN5wfdC45rLLmjCb84cs2YDYm24MHBRFqP80pmkTIiJqRAmqBFze+cqg8YnZkyATZREbf1DaYIhBSsVJHSZDp9JFbOxwsJglagQyhQIxl10G1agLfQOiiISFT0BMTm6exFo5QaGAdvpNUA65wDcgkyHpleW8+IuIol6f5L4YlTXar316z1uQHhPZ1zi9Wo/7Bv3T7wxsL30vTMyeFNGzwuHgagZEjciZnw9PcTHsG36BGB8P1cgREJKSIOdasxHlLi2FO/8k7Js2QdTroRpyAcTUVIhqdXOnRkTUYDWOGpRby7G7dBeUMiX6GPoiUZ2IGEVMxMe2u+2osFVgX9nvqLZXo7ehN1JiU6BTRXat2XDqNRazRERERNSicGkuIiIiIjovsJglIiIioqjFYpaIiIiIohaLWSIiIiKKWixmiYiIiChqsZglIiIioqjFYpaIiIiIohaLWSIiIiKKWi1jHzKiVsJdUgpX7jHYfvgRYkIC1OPHQZaWBjEuLuJje4xGuIuKYPvmW3iMRqjHXgx5djZk9dxK111SAtfRo7D98BPEpESox4+HLC0VolYb4cyJiIjOHXcAI2ok7uJiVNx+Bxybt/i0JyyYj5irroQYweebp6YG5g9WoebRx3zalUOHIumlFyBLTQ3Z31VYhIqZf4Nz506f9oRFCxFz2RQWtERE1KS4AxhRE5Pcblg+/MivkAWA6nnz4T51KqLju0+e9CtkAcCxcSMsqz+D5PEE7Ss5nTCvXOlXyAJA9f0PwF1Y2Ki5EhERNSYWs0SNwFNaBtO/3goaN6/+NKLjmz/6OGjM9Oab8JSWBo17yspgXvF20Lj1q68alBsREVEksZglagSS5IGnujpo3FNSEsGxpZD3L1VVAe4QZ2Y9EiSjMWjcXRK8ECYiImpuLGaJGoEYGwvV8OFB45qJEyI2tiAI0PzlL0HjypEjIcQFn/MqxMZAOeSCoHHN+HENyo+IiCiSWMwSNQIxPh4Jc+8HFAq/mLxjByhyciI6vqJfX8iy2/sHlEok3H9fyNUUZDodEh55GJDJ/GLybl2h6N69ETMlIiJqXCxmiRqJvGNHJP/7CyiHDgEACGo1Ym68AfoP3oc8PT2yY6enw7DqA8Rc/1dArQYAKIcNQ/KXX0DeoUPd/bt0QfKXn0M5aNDp3DUaxN58M/TvrKxzJQQiIqLmxKW5iBqZu6oKkskECCJEgx6iStVkY3tsNngqKgCPB4JWC5lOF1Z/d2UlJLMZEEXI9HoITZg7ERFRrXDqNW6aQNTIZDodEGYR2VhEtRpiRsY595clJgKJiY2YERERUWRxmgERERERRS0Ws0REREQUtVjMEhEREVHUYjFLRERERFGLxSwRERERRS0Ws0REREQUtVjMEhEREVHU4jqzFJDk8cBdXAzYbIBKBVlKCgR5dDxdJLcbnuJiSHb76dxTUyEE2Ko1GI/ZfHrjAbcbgjYOMoM+gtkSEZ0/JElCha0CDrcdclEOnSoRCpn/NuBE4YiO6oSalLu8HNavvobxuefhKSuDEB8P7a0zEXvddZAlJzd3eiG5y8th/exzGJcug6eiAoJOh7jbb0PMtKshMxjq7O/Kz0fNoqdh/eorwOWCvHs36J54HIqcHIgaTRM8AiKi1snoMGJb8Vas3LcC5bZyaOQaTMieiEs6TEGSJqm506Moxu1syYfHbofplVdgfPpZv1jMtKuRMO8RiC30uHmsVhiXLoPphRf9YjHTb0LC/f+EqNUG7e8qLETZ1CvgzsvzDYgikr/8HMp+/Ro7ZSKi84Lb48b3J77Dy7v9X58Hp16A2QPuRryyZb63UPMIp17jnFny4SkpgWmZ/4sNAFg+/Aju8vImzqj+PKWlML36WsCY5e2V8JSVhezv3L3bv5AFAI8H1Y89DndVVSNkSUR0/qmwVeCd/W8HjG0p3owqW2UTZ0StCYtZ8uGpqoJkswUOShI8pwqbNqEweCorAYcjSNADd2noYtb6ww9BY46t2yBZLA1Jj4jovGVxmWF0GoPG84wBTiQQ1ROLWfIhqNSh4yG+pm9ugrqO3GNCz3mVZ2YGjYlJSRBE/rkQEZ0LpaiEACFonFMMqCH47kw+RIMeipycgDFZRjrE1JQmzqj+RL0e8m7dAsZk7drVeQGYZvJkQAj8YqudOQNiC7/4jYiopYpXJaBfSv+AsViFFumx6U2cEbUmLGbJhywpCYkvvQAxPc2nXdDpkLTiLcjT0oL0bH4ygwFJryyHmOJbcItJSdD/6w3IUlND909Ph27p88BZZ2CVo0ch5sorwlrei4iI/idWEYvb+8xCemyGT7tapsa8oQuQpOESiHTuuJoBBeQqLITr0CE49+2HvFNHKHr2hCwzE0KQM5ctievUKbgOHoLzwAHIu3SBokf3kFMIzuSxWOApKYF940Z4qqqhGjYUsswsrjVLRNQIyq3lKDCdxOHKw0iLTUfnxM4waAyQCTxZQL7CqddYzBIRERFRi8KluYiIiIjovMBiloiIiIiiFotZIiIiIopaLGaJiIiIKGqxmCUiIiKiqMViloiIiIiiFotZIiIiIopaLGaJiIiIKGrJm3Pw5cuXY/ny5Th+/DgAoGfPnnjkkUcwYcKEgLdfu3YtxowZ49d+4MABdOvWLZKp0nnCVV4OqaQE1m++haeqCuqLLoK8QwfI22TVr3/+SbiO58L2w48Q4+OhmfBnCCkpkBsMdfaVPB64C07BsWULHL//DmVObygHDoIsq+XvvCa53XCfOgX7ps1w7t8PZb++UPbvD3lW/Y4bERHRuQqrmD106BA++OADbNiwAcePH4fFYkFycjL69euH8ePH4/LLL4dKpar3/WVlZWHRokXo1KkTAODtt9/GpZdeip07d6Jnz54h8zhzN4jk5ORwHgZRQK6yMlhXf4qaRx/ztpnf/BcU/fsh6eWXIG/TJnT//HxU3jkbjm3bvG3G555H/IMPIObKKyGr43nq3H8AZVdeBamm5vTYAISEBCR/8hEUPXqc+wOLMEmS4Px93+nczWYAp3MXExNhWP0xFF27Nm+CRETUqtVrO9udO3fivvvuw4YNGzBs2DAMHjwYmZmZ0Gg0qKiowO+//44NGzagpqYG9913H+6+++6witozJSUl4ZlnnsEtt9ziF6s9M1tZWQmdTndO98/tbCkYx+/7UDr+zwFj2jtnIe7/5kBUKgPGPU4nTEuWwrhkacB48rdroOzdO+jY7uJilF56Gdz5+X4xWfv2SP5sNWQpKfV4FE3PXVSEkkmT4Skq8ovJO3eG4eMP6yzkiYiIzhROvVavM7NTpkzBvffeiw8//BBJSUlBb7dx40Y8//zzWLx4MebOnRtW0m63Gx9//DHMZjOGDh0a8rb9+vWDzWZDjx498NBDDwWcelDLbrfDbrd7f67571kvorNZv/giaMzy3vuIufYaiO3aBYy7T52C+b33g/f/5NPQxWxZWcBCFgDcx4/DU1becovZkpKAhSwAuP74A57yChazREQUMfUqZv/44w8og5yROtPQoUMxdOhQOByOeiewd+9eDB06FDabDVqtFp999hl6BPlKNT09Ha+99hoGDBgAu92Od955BxdddBHWrl2LCy+8MGCfhQsXYsGCBfXOh85fnvLy4LHqaiDUlxjSf28TrH9F8PsGAJzxgSvg3dttofs3I8kaOjepjsdGRETUEPUqZutTyJ7r7bt27Ypdu3ahqqoKq1evxo033oh169YFLGi7du2KrmfMvxs6dCjy8/Px7LPPBi1mH3jgAcyZM8f7c01NDdrUMfeRzk+qiy+C5cOPAsaUQ4dAiIkN2lfUxkI1dAjs69YHjKvHXhxybNFgABQKwOkMkJgKor7uC8iaiywtFZDJALfbLyZoNBCTEpshKyIiOl+c02oGW7Zswdq1a1FSUgKPx+MTe+6558K6L6VS6b0AbODAgdi6dSuWLl2KV199tV79hwwZgnfffTdoXKVSnfP8XTq/KHv1grxTJ7iOHPENyOVIuP9+yFOCf1UuMxgQ/8/7UPrbRr+CVN6xA5R9+oQcW0xORtyds2B8folfLO7OOyGGGLu5iQYDtDNnwPSK/99s3P/NabHTI4iIqHUIu5h98skn8dBDD6Fr165ITU31WTKoMZYPkiTJZ45rXXbu3In09PQGj0skb9sWSW+vgOnll2Fd/Skkmw3KQYMQ/9BcyLp0rrt/x44wfPoJah5/Eo7NmyGo1dBMvQxxs2ZBHmSubS1Ro0Hs9Jsgy8qCcfFiuE8VQpaZibh7/g/qiy+CqFY31sNsdGJsLLS33wZZu3YwLl0GT1ERZG3aIP6+e6EaPQoCP0wSEVEE1Ws1gzOlpqbiqaeewk033dTgwefOnYsJEyagTZs2MBqNWLVqFRYtWoRvv/0WY8eOxQMPPICCggKsXLkSALBkyRK0b98ePXv2hMPhwLvvvotFixZh9erVmDp1ar3G5GoGVBePxQJ3SQng8UCIjYU8NTWs/q7i4tNLVAkixGQDZFptWP3dxcWQHE4ISgVkYY7dnCRJgqe4BJIz+nInIqKWpdFXMziTKIoYPnz4OSd3puLiYlx//fUoLCxEQkICcnJyvIUsABQWFiIvL897e4fDgXvuuQcFBQXQaDTo2bMnvv76a0ycOLFR8iECADEmBmL79ufcP9zi92zRWgQKgnB6/iwREVETCvvM7NNPP41Tp05hyZIlEUopsnhmloiIiKhli+iZ2XvuuQeTJk1Cx44d0aNHDygUCp/4p59+Gu5dEhERERGdk7CL2b///e/4+eefMWbMGOj1+ha/ZzwRERERtV5hF7MrV67E6tWrMWnSpEjkQ0RERERUb2K4HZKSktCxY8dI5EJEREREFJawi9n58+dj3rx5sFgskciHiIiIiKjewp5msGzZMhw9ehSpqalo37693wVgO3bsaLTkiIiIiIhCCbuYnTJlSgTSoJZG8njgLi4GbDZApYIsJQWC/Jx2Pz4nrsJCSEYjIJNBTEyELCmpycZ2V1bCU1EBuN2nN03IzAyvf3n5/3JPSoIYG1vvvpLbffq42+2nj3tqKgSZLNyHcM5cBQWnN3yQySDq9ZDpdE029vms3GiHxeGCXCYiKVYJlaLpfudmpxlGhxGAhFiFFnHKuLD6V9oqYHPZIBPl0Kl0UMqUkUmUiCiIsNeZjXZcZ7Zu7vJyWL/6GsbnnoenrAxCfDy0t85E7HXXQZacHNmxTSa49u1D9SPz4fz9d0AUoR57MeLnzoWiU+TnajuP5aLm6adh++ZbwOWCvHs3JMyfB0Xv3pAlJITs67Fa4dz7O6oefBCu/QcAmQzqSROR8MADkLdtU+fY7rIyWD5ZDdOLL8JTWQUxMRHa2X9HzNTLIDMYGushBh67qgrO3XtQveBRuA4dAuRyqCdOQMJ990KenR3Rsc9nZrsLe/Oq8Nw3B5BXboFCJmBCnwzcMrojUhM0ER//pPEk3tj7GnaW7IAECd2TuuPWnDvQNr4t5GLoD69mpxn7yn/Hm3tfR6G5EEpRiYvaXowru14Ngyayz1ciav3CqdfCLma3bt0Kj8eDCy64wKd98+bNkMlkGDhwYPgZNyEWs6F57HaYXnkFxqef9YvFTLsaCfMegRjB4+bYvRull0wBXC6fdjE9DYZPPoaiATtz1cV54gTKp10L9xm7zp0eXIRh9cdQDR4csr9j926U/uUSwOPxaZdlZcHw2WrIMzKC9vWYzah5ZjHMr7/uF9Pedhvi/u8fEGNi6v9gwmTfuAllV14FnPVyIGvfHob334W8XbuIjX0+23ykDHe9s92vvVOaFkv+OgCGOHXExi42F2PO2rtgdBp92pWiEkvGvICsuKyQ/TcXbsYTmx/1a++s64KHhjyCRHVio+ZLROeXcOq1sC8AmzVrFvLz8/3aCwoKMGvWrHDvjloYT0kJTMteDBizfPgR3OXlERvbXVaGmmcX+xWyAOApLILj198iNjYAOHft8i9kAcDjQc2Ti+AqKgra111djeonFvoVsgDgPnkSju2h55J7yspg/te/AsZMb74JT1lZ6OQbwFVUhJqFC/0KWQBwHz8Ox97fIzb2+azCZMfz3x4MGDtSZEJ+eeQusvVIHvxasMGvkAUAh8eBz46sht1lD9q/wlaBN/e+FjD2R9VhFFuC/60QETW2sIvZ/fv3o3///n7t/fr1w/79+xslKWo+nqoqSDZb4KAkwXOqMHJjm0xwbNkaNG5buxYepzNi49vWrgsac2zfHvy4AJAsFji2bAl+3z/8EHJsT3k54HYHDjqdp+MRIlmtIYtt+7rgx4XOndXhxvFSc9D49uMVERvb5rJha3Hwv7U9pXtgcQUvpm0uG4pCFKwHyg80KD8ionCEXcyqVCoUFxf7tRcWFkLehBcIUWQIqtBfawpabeTGFkWIen3QuJiSAvGs1TMakyw1NfjYSUkhd7urK3dZiCkGACCoQ8+PFNSR+7oZoggxURc0LEsLflzo3MlkAtQhLvRKieAUA4UoR5Iq+EWV8cr4kHNm5aIMCjH432Kiuuku2CQiCruYHTt2LB544AFUV1d726qqqjB37lyMHTu2UZOjpica9FDk5ASMyTLSIaamRG7srCzETr8xaDz26qsjNjYAxFx6CRCkYI294QaIIQpSMTkZ2r/NDH7fl00JObZo0EPeIfCFVvJOnSBG8AIwWXo6Ym64IXBQEKCZ9JeIjX0+S4pV4tIBgVfKkIkC+mdHriBUyJSY3OnSoPHLu1wRclWDBKUOY9r8KWBMLsrRLalbg3MkIqqvsIvZxYsXIz8/H+3atcOYMWMwZswYZGdno6ioCIsXL45EjtSEZElJSHzpBYjpaT7tgk6HpBVvQZ6WFqRnw4miCM2ECVCNvdg3IAhImD8PYkZ6xMYGADEtDbqnnwJE3z8L5fDhiLn6ypBnhQVRRMxlU6C66Kw3eFGE7rnFkGWEXt5LlpKCpDfe8Du7KyYnI+mN1yK6ioSoVCL2mmugHDb0rIAI3XPPQuSZ2YhQymW4bng2emX5rpIhlwlYNK0vUuJUER0/U5uJ67r91a99bNtx6KHvGbKvSq7C1d2uQceETj7tclGOhy54BHp18G8piIga2zktzWU2m/Hee+9h9+7d0Gg0yMnJwTXXXOO3gUJLxNUM6sdVWAjXoUNw7tsPeaeOUPTsCVlmZsiv2htt7FOn4Ckuhm39egixWqgvHAnRYGiStWbdVVXwlJbC/suv8FRVQTViOGQZGfVea9ZdXg53QQHsv/4GMSEeyqHDIEtNqfdKBK6CAjgPHIDr0GEounWFvFu3sNe5PVeuggK4T52C/ZdfISYmQjV8GMTkFMh0oZcko4YpN9lxqtKKXScqodcq0addIpK1KiibYK1Zs9OMSlsFdpfuhsvjQp/kvtBr9PVea7bSVoFCcxEOlO+HXqNHt6Tu0Kv1UMha/nsBEbVsEV2aK9qxmCUiIiJq2Rp9aa6NGzfWe3Cz2Yx9+/bV+/ZEREREROeqXsXsDTfcgLFjx+Kjjz6CyWQKeJv9+/dj7ty56NSpE3bsCL2mJhERERFRY6jXWlr79+/Hq6++ikceeQTXXXcdunTpgoyMDKjValRWVuLgwYMwm82YOnUqvv/+e/Tq1SvSeRMRERERhT9ndseOHdiwYQOOHz8Oq9UKg8GAfv36YcyYMUhqggt0GopzZomIiIhatnDqtbB3Oejfv3/AHcCIiIiIiJpa2OvMEhERERG1FCxmiYiIiChqsZglIiIioqgV9pxZotbMYzLBXVQE23++g6eiEuqxF0HeoQNkKSn16u8uKYUr9xhsP/wIMSEB6vHjIEtLgxhXvx2ViKJJkakUx2uOY0/JLiSq9bggfTCS1HpoVZrmTi2iLE4LKmzl2Fa8FSWWEvTU90JHXUekxUZ2y20iCow7gBH9l8dohGX1alQ/+LBPu2LgQOhfXQ5ZWlrI/u7iYlTcfgccm7f4tCcsmI+Yq66EyOcbtSKnjEV4bPM8FJhOettEiJjT/5/onzqg1Ra0dqcdu8t2YdGWJ+GSXN72lJgULBj2ODK1TbP9NFFrF/HtbH/88Uf8+OOPKCkpgcfj8Yn961//CvfumhSLWQrGeegwSv50UcBY3Jx/IO7uuyDIZAHjktsN00svo+appwPGU378Hopu3RotV6LmZLJbsHz3S9hwaq1fTCbIsGzMcrSJb51FXYGpAHf9/Hc43Ha/2ICUgbir/z+gU+uaPjGiVqbRt7M904IFCzBu3Dj8+OOPKCsrQ2Vlpc8/omhl+fLLoDHzWyvgLi0NGveUlsH0r7eC91/9aYNyI2pJqu012Fj4S8CYW3Lj97LWu6V5btWxgIUsAOwo2Q6jo6aJMyKisOfMvvLKK1ixYgWuv/76SORD1Gw8JSXBY9XVwFnfQpxJkjynb3MO900UbVwel89X7GersQf/W4h2oYpVCRKcHmcTZkNEwDmcmXU4HBg2bFgkciFqVpo/jw8aUw4fBiFWGzQuxsZCNXx48PueOKFBuRG1JGq5BpnarKDxXobeTZhN0+qc2CVozKAxIEYR04TZEBFwDsXsjBkz8P7770ciF6JmpejZE/LOnf0DcjkSHnwQsoTgc3bE+HgkzL0fUCj8u3fsAEVOTmOmStSsUrV6TO/xt4Cx7km9kKxJbuKMmo5OlYiBqYMCxm7sMZ0rGhA1g3pdADZnzhzv/3s8Hrz99tvIyclBTk4OFGe9eT/33HONn2Uj4gVgFIqroADG5a/A+sEqSDYblBcMRsK8RyDv1g2iShWyr2S3w3n4MKoXPArHxk0Q1Gporr4KcbPugDyzdV4MQ+evaqsZR2uOYOX+N3Cs+hhi5DEY124iJmX/Bana1lvMAkCJpQTfn/gP1hz7GkanEW3j2uGGHjeic2IXJKoTmzs9olah0VczGDNmTL0H//nnn+t92+bAYpbq4nE44CkrAzweCFotZDpdWP3dVVWQTCZAECEa9HUWwUTRrMRcCafbDkEQodckQiX3/3aiNXK6nSizlsIjSVDIFEiJqd9a1ERUPxFfmiuasZglIiIiatkiujTXzTffDKPR6NduNptx8803h3t3RERERETnLOxi9u2334bVavVrt1qtWLlyZaMkRURERERUH/VeZ7ampgaSJEGSJBiNRqjVam/M7XZjzZo1SKnn/vVERERERI2h3sWsTqeDIAgQBAFduvivsycIAhYsWNCoyRERERERhVLvYvbnn3+GJEn405/+hNWrVyMpKckbUyqVaNeuHTIyMiKSJBERERFRIPUuZkeNGgUAyM3NRdu2bSEIQsSSIiIiIiKqj3oVs3v27PH5ee/evUFvm8OdjoiIiIioidSrmO3bty8EQYAkSXWekXW73Y2SGAEeqxWe8nLA5YIQGwtZctPtqiN5PHAXFwM2G6BSQZaSAkFe7xP5cFdXn954wO2GEBMDeVbwfdxbGo/ZDE9FxenctXGQGfTNnRK1cGabC9VWBzwSEKeWIyFG2dwpRQWb045yWyVcbheUMiXS48K7iNjkMMHkNAGQEKvQIk4ZF5lEI+B/uQNahRZapTas/hXWctjddshFOXSqRChk9d+swuHyoMJkh9PtgUYpgyFOXXenRiJJEipsFXCcY+5EgdSrOsnNzfX+/86dO3HPPffg3nvvxdChQwEAGzduxOLFi/H0009HJsvzkKvgFIyLF8Py2eeAwwF5x45IeOxRKAf0h6gN70UvXO7ycli/+hrG556Hp6wMQnw8tLfOROx119WroHblHkfNs8/C+vUawOmEvEsXJDzyMBR9ciA7Y651S+TKz0fNoqdh/eorwOWCvHs36J54HIqcHIgaTXOnRy1QfrkZS/9zCL8eLoUkAT2zEnDPpO7olBoHhSzs1Q/PG8XmMnx55At8n7cGNrcNBo0B07pcj/4pA2GI1YXsK0kSTppO4vU9r2BX6S4AQC99L/wt5za0iWsLmSiL/AM4R27JjZPG07nvKTv9rWeOIQd/y7kNWXFtIAqhnzMmhwk7Snbg7X3/Qqm1FCqZCn9uPwGXdZqKJE3dH7xLa2x4e8Mx/HtnAexODzISNZg9visGZCchTh3ZotLoMGJb8Vas3LcC5bZyaOQaTMieiEs6TEGSpmW/N1DLFvYOYIMHD8b8+fMxceJEn/Y1a9bg4Ycfxvbt2xs1wcYWDTuAuYqKUX7ddXAdPOQX03/4AdQjRkRsbI/dDtMrr8D49LN+sZhpVyNh3iMQQxw3V14eyv96PVxHj/kGBOF07sOHN3bKjcZVWIiyqVfAnZfnGxBFJH/5OZT9+jVPYtRiFVVZMf21Tag0O3zaFTIBK28bhuyUyH7wjFZl5kq8uGspdpRu9YvN7DULf84eD4UseEFabC7C3Wtnw+w0+7SrZCosHfMiMrQt92LkQlMh7l77d1hdvuu1a+QaLBn9AtK16UH7eiQP1ub/jCU7nvOL9Unui3sG3ocEVULQ/hUmO+7/cBf25FX5xZ64qg8u6plW/wcSJrfHje9PfIeXd7/oFxucegFmD7gb8cqW+Z5MzSOiO4Dt3bsX2dnZfu3Z2dnYv39/uHdHAbiOHAlYyAJA9bwFcJeVRWxsT0kJTMv8X2wAwPLhR3CXl4fs79y/37+QBQBJQs0TC+E6VdgYaUaEc/du/0IWADweVD/2ONxVVU2eE7Vsvxwq9StkAcDplvDW+qOw2F3NkFXLV+WoCljIAsCqw++g1BL8Nc7tceOn/B/9ClkAsLvt+PexL+B0Oxst18bkcrvwn+Pf+BWyAGB1WfHdiW/h8gR/zlTYKrBi31sBY7tLd6HCFvr1uajaFrCQBYBl/zmE0hpbyP4NUWGrwDv73w4Y21K8GVW2yoiNTa1f2MVs9+7d8fjjj8Nm+9+T3m634/HHH0f37t0bNbnzlf3XX4PGXAcPQgqwA1tj8VRVQbIFeUGTJHjqKEZt6zcEjTl374Zkj9yLZUNZf/ghaMyxdRski6UJs6GWzuZ0YcOhkqDxHccrYWYxG9DxquNBY0ZHDSzO4H9rVpcF24uDfwO4u2Q3zC7/QrclsLgs2Fm6M2h8Z8mO0I/daUGVPXjRl1sd4ETCGfYXVAeNFVfbYHFE7poXi8sMo9MYNJ5nDHAigaie6n9Fz3+98sormDx5Mtq0aYM+ffoAAHbv3g1BEPDVV181eoLnI1la8K96hNhYIMTXbw0lqEJfCCDUMV9XlpoavG9CAoQ65oM1J3lmZtCYmJQEQWy5uVPTk4sikuNVQeO6GCXknDMbkE4d/KtwAULIC4LkogI6lS5oPEEVD4XYMi8okotyJIT4Kl2nTAyZu0KmgAgRHngCxhNCHBcA0GuDX5golwlQyCK35KZSVEKAAAmBZzZyigE1RNivtIMHD0Zubi6eeOIJ5OTkoHfv3njyySeRm5uLwYMHRyLH84561IVBC9bY6/8a0VUNRIMeiiDLq8ky0iGmhr7aWPPn8UCQoi/2umshpkduTlZDaSZPBoKs1qGdOQNiE64mQS2fXCbiisFtg8avH9EeibFc1SCQ9NgMxCoCfzDum9wfCcrgxa5arsaUTlODxi/vfCViFbENzjESYhQxmNr5iqDxKZ2nQqMIfqFpvDIBF6QPCRjTyDVoExf8+QgA3dIToFIEfn0e2ysdSRF8vsarEtAvpX/AWKxCi/TY4HOFiepyTqcNYmJi8Le//Q3PPfccnn/+ecycOROxsS3zxSMaiWlpSHrtVeCspbAUgwZCO3MGBEXkzjrIkpKQ+NILfkWnoNMhacVbkIc4awyczj1xyfN+xbjyggsQe8P1EFXBz2Q1N1l6OnRLn/crxpWjRyHmyisgRPCMOEWnzMQY3DnOf3vv8TnpGNSBS7oFkxJrwNzB86CW+X4TlB6bgb/l3A6dJvQSW23j2uLKLlf5tU/K/gs6J/r/PlqSDgkdcGnHKX7tUzpehg4JHUL2jVHE4JbeM5GlbePTrpSp8MiQ+dCrQz/nkuNUWHxtfyjlvq9xnVK1uPVPnaBWhv1lbb3FKmJxe59ZSI/1vThPLVNj3tAF9VqJgSiYeq1m8OWXX2LChAlQKBT48ssvQ972kksuabTkIiEaVjMAAI/NBk9xMexbtsJTWgrVkAsga9OmydaadRUWwnXoEJz79kPeqSMUPXtClplZr53f3NXV8JSWwv7rb/BUVEA1fBhkmZkhv8ZvKTwWCzwlJbBv3AhPVTVUw4ZClpnFtWYpKJPNiQqTA1uPlcPucmNQBwOS41XQca3ZkBwuF0otpThUeRhF5kJ0SeqKzNgspMfV7zXO7DChwl6J3SW74JHc6JPSD0nqpKhYa9bkMKHSVoGdpTshAOiTfDr3+q41W2GtwClzAQ5WHERqTCq6JHaFXqOHXKy7GHW6PCg12rA3vwolNXb0bpOArKSYJltrttxajgLTSRyuPIy02HR0TuwMg8YAmcCTBeQrnHqtXsWsKIooKipCSkoKxBDzBgVBaPGbJkRLMUtERER0vgqnXqvXdwoejyfg/xMRERERNaew58xauDwREREREbUQYc/21ul0GDhwIEaPHo1Ro0ZhxIgRvPiLiIiIiJpF2Gdm161bh0suuQQ7duzAlVdeicTERAwZMgT3338/vvnmm0jkSEREREQUUL0uAAvG7XZj69ateOWVV/Dee+/B4/HwAjAiIiIiapBGvwDsbAcPHsTatWuxbt06rF27Fk6nE5MnT8aoUaPOKWEiIiIionMRdjGblpYGp9OJP/3pTxg9ejTmzp2L3r17RyI3IiIiIqKQwp4zm5aWBpPJhLy8POTl5eHkyZMwmUyRyI2IiIiIKKSwz8zu2rULVVVVWL9+PdatW4eHH34Y+/btQ05ODsaMGYNFixZFIk9qYq6TBXDs2AHHzp1QdOt2eiesjIwm2dLVXVoK1/ETsH33HQStFpoJf4YsLQ1iPeY4ezweuI+fgGPrVjj27oWye3cohw6BrG1biPLIbdVIROFxuV0os5ViZ8kuFJpOoYehJzoldIIhxtDcqdXJZLOiwl6B7cXbUWIpRk99L2QndERmfEqTjH/KVIhj1Uexv/x3JGtSMDBtEBKVSdCquLIQnZ8adAFYRUUF1q5diy+++ALvv/8+LwBrJZx//IGyqVfAU1HhbRNiYmD46EMo+vap15a258pdXIyKu+6GY8MvPu3xD9yP2Ov/CjEhIWR/x969KJt2LaSqKm+boNXC8MH7UPbvF4mUiShMLo8LB8r3Y97Gh+HyuLztBo0BTwxfhHRtejNmF5rZ7sDv5Xvw1NbH4JL+l3tKTArmD3kSWfGRzf2k8STmb3wYJZYSb5tckOP+wXPRKykHMSpNRMcnairh1GthTzP47LPPcNddd6FPnz5ISUnB7bffDrPZjOeffx579uw556SpZXCXlaPi9jt8ClkAkCwWlE+/GZ6iooiNLXk8sHz5b79CFgBqFi6CK/9kyP6u/HxUzrrTp5AFAMlkQsWtt8J1Iq8x0yWic1Rhq8Djmx/1KWQBoMxahpd2vQCTo+VOXau0l+OZ7U/6FLIAUGIpwRu/v4pyc03Exi63VOD1va/6FLIA4JJceHrbU6hwVATpSdS6hV3M3nrrrSgoKMDMmTOxa9cuFBcX45NPPsGdd96Jnj17RiJHakKeinK4DhwMHCsthbu4JGCsMbhLy2B+482gccv774fs76msguvoscD3faoQnoryBuVHRI3jlKkAVpc1YGxP2W7UOKqbOKP6y63OhcNtDxjbWbINJpcxYmObXSbsKtkZMOZw23GiJjdiYxO1ZGFPIiwpiVwxQ81Psgd+kfbGzebIDe5xw1Md/E3MXVoKyeOBIAb+DCbZbaHv3hr4zZOImpbREbrgc551xrYlqbEHP/MqQYLT7YzY2E6PExKCzwyscUTurDBRSxb2mVlq3cTERAgxMUGCImSZGZEbOy4OqpEjgsY1k/8StJAFAFGvB9TqwEG5HLKUprk4g4hCa5/QPmhMp0pErKLlXsjUJalz0JhBY4BGHuT1sxFo5Bro1fqg8c664LkRtWYsZsmHLCUFcffeEzAWO/0miIbIXWksarWIv+f/AKXSP6+2baEcOCh0/5QUxN1xW8BY7M3TI5o7EdWfTpWICzMDb7Jzc69bkKROauKM6i9ekYiBKRcEjN3QfUZEVzRI1aTixh7TA8YGpQ5CvFIXsbGJWrIGrWYQjbiaQd3clZWwr1uPmqeehjsvD2JqKuJm3wnNX/4CWYQLQsnhgPOPP1D96ONw/PILoFIh5orLETf775BnZdXZ31VYCNtPP8O07AW4T56EmJ6GuDvugPrP4yHPiNxZZSIKT6WtEj/l/YjPjqxGjaMGWdo2mN7rZnRP6gGtUtvc6YVUZCrD9ye+w7fHv4TRaUTbuHa4vvt0dIjvgmRt6BVXGqrUXI6jNX/gnf1vI9+YhzhFHCZ2mISL245DamxqRMcmakrh1GssZikod3ExJIcTgkIOMTU1okty+Y1dXQ3JaAREEWJSEsRg0weCcOXlQXK6ALkMsjZtIIaYnkBEzcMtuVFlq4RbckMpKqFTJzZ3SvVmdzpRZq2AR/JAISiQFt+03/wUmYrgklwQICJZbYBS4f+NFlE0YzEbAotZIiIiopYtnHqtXqsZTJ06td6Df/rpp/W+LRERERFRQ9SrmE2oY9clIiIiIqLmUK9i9q233op0HkREREREYeNVMUREREQUtcLeAQwAPvnkE3z00UfIy8uDw+Hwie3YsaNREiMiIiIiqkvYZ2aXLVuG6dOnIyUlBTt37sTgwYOh1+tx7NgxTJgwIRI5EhEREREFFHYx+/LLL+O1117Diy++CKVSifvuuw/ff/89Zs+ejerq6kjkSEREREQUUNjTDPLy8jBs2DAAgEajgdFoBABcf/31GDJkCF588cXGzTCKSZIEd1ERYLMDSiVkKckQFIp69/dYrfCUlwMuF4TYWMiSkyOYbcviKiw8vWmCTAYxMRGypPpvbym53fAUF0Oy2wGVCrLUVAgyWb37e8xmeCoqALcbgjYOMkPwvdBbmwqTHRaHCzJBhC5WAY3ynGYinZNKsx01VhfcHglalQwpCZqw+ntzF0UkxiqgVjRd7lVWE4zOGkiShBh5DAyx4S3+X2mrhM1lhUyUI0GZAJVcVe++pxfvL4fL44JSpkRqrOG82SSkzFIGi8sCQIJGHoPkmPBeI8uMNlgdbihkIpK0Kijl9T9uVqcdFdbK/x53FdLjwhvb5DDB5DQBALQKbYvf9exMRocRZqcJgIA4ZRxiFbH17itJEipsFXC47ZCLcuhUiVDI6v++GM3sLjuqHdVwe1xQyzVIDHOTkBpHDSxOMwSIiFNqERPGcW/twn61T0tLQ3l5Odq1a4d27dph06ZN6NOnD3JzcxHu/gvLly/H8uXLcfz4cQBAz5498cgjj4ScrrBu3TrMmTMH+/btQ0ZGBu677z7cdttt4T6MiHNXVMD27X9Q8+xieIqLIcTFQTvjFsTecD1kKXXv3e0qOAXj4sWwfPY54HBA3rEjEh57FMoB/SFqo+dFL1xukwmufftQ/ch8OH//HRBFqMdejPi5c6Ho1LHu/uXlsH72OYxLl8FTUQFBp0Pc7bchZtrV9dqK15Wfj5pFT8P61VeAywV5927QPfE4FDk5EDXhFVfRxOpw4cCpGjz79QEcKzFBJgq4uFcqbruoC9J1kX/cx0tNeOn7w/j1cCk8EtAtIx53/7kruqTFIUYV+o3OYndh38lqLF5zAMfLzJDLBIzvnY6ZYzohrQlyz6s+iX/tewM7S7ZBgoTOui6Y0et2ZCe0h7qOXZksTgsOVhzA63tfRYGpAHJRjjFt/oRpXa+tV2FWYirDV7lf4T8nvoLVZUWSWo+rulyHwamDwy6oo4nb7UaeKQ9v7n0de8p2AwB66HtiRq+ZaKNtC5Ui9IcBo9WJ7bkVWPqfQyisskKlEHFp/yxcPyIbyfF17zZYbCrFZ0c+xY/5/4HdbUeyJhnXdZuOPsl9oY8JvZSlW3LjpPEkXt/zCvaU7QEA5Bhy8Lec25AV1wai0HI/iLg9buQb8/Dq7lewr+J3AEDf5L6Y2ftWZMW1qXOXSKPDiG3FW7Fy3wqU28qhkWswIXsiLukwBUma+p+wiEZl1lJ8cPB9/Jz/E1weFzK1mZjZ+1Z0S+qOGEVMyL4utwu5Nbl4dfdyHK46BBEiBqYOws29ZyBDy23agXPYAWzGjBlo06YN5s2bh1deeQVz5szB8OHDsW3bNkydOhVvvvlmve/r3//+N2QyGTp16gQAePvtt/HMM89g586d6Nmzp9/tc3Nz0atXL8ycORO33norfv31V9xxxx344IMPcPnll9drzKbYAUxyOmH611uoefQxv5hmyqVIePIJyEKs3esqKkb5ddfBdfCQX0z/4QdQjxjRqPm2JI7du1F6yRTA5fJpF9PTYPjkYyjatw/a12O1wrh0GUwv+H87EDP9JiTc/8+QHwRchYUom3oF3Hl5vgFRRPKXn0PZr184DyWq7M2vwt/e3IyzXw2ykmLw8vRBSKnHG/y5yi834/a3tqLMaPdpl4kC3px5AbplhC4OdhyvwB1vbfVrb58cixduGFiv4uRcnTIW4Z8b5qDa4TvFSi7K8eyFS9FB1z5k/50lOzDvt4f92tvHZ2P+sEeRpA7+Bl9uqcIre17G5qJf/WI3dp+Bv3T8C1Ty1nnG66TxJO5dPwdmp9mnXSVTYfGoJWgb3zZk/x/3FeHBj3b7tfdpq8PCq/siSRu8GC41V+L5HU/j9/I9frFZff6Bse3+FPLMeKGpEHev/TusLqtPu0auwZLRLyBdmx4y9+Z0ynQKd/18J+xu37/VWEUsnh+9DGmxaUH7uj1ufH/iO7y82//1eXDqBZg94G7EK1vnrpwV1grM3/gwjtcc94s9Ouxx9E0J/d6SV3MCd6+dDZfH931Rp9Lh2VHPIyWm7hNk0Sicei3sj4CvvfYaHnzwQQDAbbfdhhUrVqB79+5YsGABli9fHtZ9TZ48GRMnTkSXLl3QpUsXPPHEE9Bqtdi0aVPA27/yyito27YtlixZgu7du2PGjBm4+eab8eyzz4b7MCLKXVwM4+LnAsasn38BT1lZyP6uI0cCFrIAUD1vAdx19I9W7rIy1Dy72K+QBQBPYREcv/4Wsr+ntBSmV18LGLO8vbLO4+7cvdu/kAUAjwfVjz0Od1VVyP7RqtriwLL/HPQrZAHgZIUFhwtrIjr+5qPlfoUsALg9Et5YexSVZv9YrUqzA0u+ORgwdrzUjGMlpkbLM5BNhZv9ClkAcHlc+PjQh6ixmQP0Oq3KVok39gZ+vh6vycUpU0HIsWsc1QELWQD4+I/3UWYpD9k/WjlcDvyY94NfIQsAdrcd/z72BcyO4Me9tMaGpd8Gfn3dnVeF4mpbyPErbOUBC1kAeP/gChSbg7/OuNwu/Of4N36FLABYXVZ8d+Jbv4KlpXC6Hfj30S/8ClkAMDvNWJv/E9wed9D+FbYKvLP/7YCxLcWbUWWrbLRcW5oC08mAhSwAvL73tZCP3eay4cNDqwI+L6rsVdhatKWx0oxqYRezoihCLv/f7ISrrroKy5Ytw+zZs6FUhv5KLRS3241Vq1bBbDZj6NChAW+zceNGjBs3zqdt/Pjx2LZtG5xOZ8A+drsdNTU1Pv8izVNdA8kc/MXUfeJEyP72XwO/QQGA6+BBSFb/F8LWwGMywbHF/wxbLdvatfAE+T0DgKeyEjhrqbj/BT1wl4YuZq0//BA05ti6DZLFErJ/tLI63dibH/zizd/+iNyHJ7vTjc1Hgt//nrwqmO3B3yBtTjcOFxmDxrcei1xBZ7ZbsLtsW9D4gcrfYXYGf87Y3HbkG/ODxveW7Q05/klj8GLX4rLA7Ar+GhTNqh1V2FsWuJgEgH1l+2B0BH+dtzjcKKkJXrDuPxX6QuYjlUeCxirtlf+dwxtkbJcFO0t3Bo3vLNkBS4jnTHMyOy3YVboraHx78faARXoti8sMozP432qeMcCJhFYi1N9yvjEPtgAfEGqZneaQ/bcWbYHdFbz/+eKcrpCorKzEm2++iQMHDkAQBHTv3h3Tp09HUhgX6dTau3cvhg4dCpvNBq1Wi88++ww9evQIeNuioiKkpqb6tKWmpsLlcqGsrAzp6f5fzyxcuBALFiwIO6+GENSh52sJdWwPLEsL/lWNEBsLhHExUzQRRBGiXg+3KfDZNDElBWKIC+gEdeivk4WY0PMn5ZmZQWNiUhKEVnpRjSgIiNcoUGMN/EEhNSFyX9MrZELIr3R1MQqEOuwyUUCMSgZLkII3klMMFDIFEpTB56XGKxMgE4L/rcoEESqZKuCZLgDQq0NfeFjXV7JK8dxPLrRkKpk65GNPUMVDHuKCIoVMgEwU4PYEnmGnjw39+h3qoh0RIhRi8LHlohwJIXLXKRND9m9OclGOBFUCCkwnA8Z1al3I3JWiEgIESAh83FvrFAMA0GuC/y2rZKqQrxOnj3s8quyBz94mafSQi013sWtLFfa787p165CdnY1ly5ahsrISFRUVWLZsGbKzs7Fu3bqwE+jatSt27dqFTZs24fbbb8eNN96I/fv3B7392RPMa6f8Bpt4/sADD6C6utr7Lz8/+JmQxiImJUE5eHDgmMEAWXroCdvqURcGLVhjr/9rq13VQMzKQuz0G4PGY6++OnR/vR7ybt0CxmTt2tV5AZhm8mQgyPNIO3MGxFZ63PWxSkwb2i5gTBCA0d1TA8YagyiKuLR/8A8RV17QDhm64BdHJMUqceXgwPMjRQEY1rnui/7OlVKuwITsvwSN/yX7MqRog3/A16kSMa7d+IAxmSBD7+SckOMnxyQHLQB6JvVGXCstDuJV8Zjc8ZKg8ckdLoVBE/z3nhirxNhegU8YqBQiuqaHPm7t4ttBIw/8wXhQ2hDolMFPVsQoYjC18xVB41M6T4VG0TIvNNUqtbg8VO4dLwu5Cke8KgH9UvoHjMUqtEiPbblzhRuqT3KfoAXr+HYToFPpgvZNUCXg8s5XBo1PzJ4Emdg6T3CFI+xidtasWbjqqquQm5uLTz/9FJ9++imOHTuGadOmYdasWWEnoFQq0alTJwwcOBALFy5Enz59sHTp0oC3TUtLQ1FRkU9bSUkJ5HI59PrAn3xUKhXi4+N9/kWaLDERic8/B1lWlk+7EB8P/TtvQ5Ye/MwrAIhpaUh67VVA7vtpSzFoILQzZ4S1vFc0EUURmgkToBp7sW9AEJAwfx7EjNAvdjKDAUmvLId41moRYlIS9P96A7LU0EWZLD0duqXP4+xTgcrRoxBz5RVhLe8VTWQyEZf0z8SgDr6FlygAC6b2Rkp8/ZeJOhdpOjVmj+/i9zliVLcUjOga+gOEXCbiisFt0bed79kymSjgiav6RPTMLACkalJxbdeb/NqHp49C35S+IfsqZApc1vlydE3s6tMuF+R4YPCDMNRxZjYlxoC5g+f5FVapMamY1Xd2nVfVR7PM2Cxc2vEyv/Zx7cajk65TyL4apRy3XdwZnVJ9LwZVyUUsvq4/kuNCP98NMXo8MOgRKGW+t8vStsH0nrcgXhN6tZkOCR1waccpfu1TOl6GDgkdQvZtbl0Su2Ji+0l+7Vd1uRpt4wN/IK4Vq4jF7X1mIT3W92SOWqbGvKELkBTi7GW0S1Lrcf/gB/0K2q6JXTGl82V1Lk3WJ7kvRmWN9muf3vMWpMeErifOF2GvZqDRaLBr1y507er7Anzo0CH07dsX1gbO57zooovQpk0brFixwi/2z3/+E//+9799ztzefvvt2LVrFzZu3Fiv+2+K1QxquQsL4fzjCJx790LeoQMUvXtBlpFRr6+rPTYbPMXFsG/ZCk9pKVRDLoCsTZtWe1b2TK5Tp+ApLoZt/XoIsVqoLxx5+ox2PaexuE6dguvgITgPHIC8SxcoenQPOYXgTB6LBZ6SEtg3boSnqhqqYUMhy8w6L9aarTTZUVhtw47jFUjQKNCvfRIMWhXUysgX8VVmByrMdmw5Wg6Lw40LOuqRHKeq91qzFSY7TlVZsfN4JRJjlejXLhH6OBXUisjnXmkxosZZhR3FO+HwONA/pR90qiQk13NprEpbJYotRdhXtg+J6kT00PdEkjoJSlnd0wRcbjeKLaX4o+IPnDIXoLOuC7Lis5CubZ1XN5+p1FIKk9OIHcU74IEH/VP6I14Zj+R6XtldZrQhv8KC3/OrkZqgQq8sHZLj1FDUY61Zu8uJUksZDlYcRImlGN2SuiNDm4E0bf1en00OEyptFdhZuhMCgD7J/ZCkToqKtWaNDuPp3Et2QibK0Ce5L5JUSYhV1m/N03JrOQpMJ3G48jDSYtPRObEzDBpDyK/aWwOH24EKWwX2l+9Dpa0SPQ29kBqTWu+1ZmscNSi3lmN36S4oZUr0MfRFojqxzmW9olk49VrYxezw4cNx7733YsqUKT7tn3/+OZ566ql6F5UAMHfuXEyYMAFt2rSB0WjEqlWrsGjRInz77bcYO3YsHnjgARQUFGDlypUA/rc016233oqZM2di48aNuO2221rc0lxEREREdO7CqdfCnjU8e/Zs3HXXXThy5AiGDBkCANi0aRNeeuklLFq0CHv2/O8q05yc0HO+iouLcf3116OwsBAJCQnIycnxFrIAUFhYiLwzlkrKzs7GmjVr8I9//AMvvfQSMjIysGzZsnoXskRERETUuoR9ZraubRIFQYAkSRAEAW538CV1mgvPzBIRERG1bBE9M5ubm3vOiRERERERNaawi9l27UJfsUhERERE1FTOaRX4d955B8OHD0dGRgZO/Hc3qyVLluCLL75o1OSIiIiIiEIJu5hdvnw55syZg4kTJ6Kqqso7L1an02HJkiWNnR8RERERUVBhF7MvvPACXn/9dTz44IOQnbGI/MCBA7F3b+i9xImIiIiIGlPYxWxubi769evn165SqWA2mxslKSIiIiKi+gj7ArDs7Gzs2rXL70Kwb775Bj169Gi0xM53HosF7sIi2H74Hp6SUqhGj4aiS+c6t2QlikZGqxOlRhvWHiiB1eHCyK6pyErSIElbv610y4x2HC81YeORMiTFKjGyawoM8SrEKMN+iWtyZUYbjpWYsOlIOQxxKozsmgxDnAqaeuTucntQXGPDtmPlOF5qRk7bRPTIjEdqPXdOq7E4UVJjw9oDxXC6PRjVLQXpiRokxtbvuJdby3Gi5jh2leyCIcaAgamDoFfroZLX3d/p9qCk2oYtR8uQX2FF33aJ6JoeV+/cG6qkxoY/iozYnluBdJ0aQzsZkByvhqoJdo2jc2N32VFuK8e24q0os5Shb0pftItvD30r3gqX6ifsdWbfeustPPzww1i8eDFuueUWvPHGGzh69CgWLlyIN954A9OmTYtUro0iGtaZ9VgssH37LSpn3w2c8euR9+gO/dsrIM/ICN6ZKMrUWJ34ZEseXvvpiE/7kE56PDSlNwxxoQujkhob7n1/Bw4VGr1tggA8dGkvjOmZ2qIL2uJqK+a8twNHi03eNkEAHr08ByO7poTcStjtkbA3vwp3rdwGu8vjbddrlVg+fTDaGkJvL1ptceDtDcfw/m8nfNrH9EjFPZO6Q1/HB4kSSwnm/fYwCkwnvW0iRPxz8APonzoAKlnw/i63B7vzKnH3O9vhdP/vNS4lXo2Xpw9CVlJkt+gsrLTi7yu34WSFxdsmEwU8fU0/DOqQBKWcBW1LY3fbsb14G57esgge/O/5nqnNwqPDHqv3NsYUPcKp18KeZjB9+nTMmzcP9913HywWC6699lq88sorWLp0aYsvZKOFu6jYr5AFANf+AzC+vBweh6N5EiOKgFOVFr9CFgA2HSnHz/uLEOrztsPlxvu/HvcpZIHTfzqPf/E7ymrsjZ5vY7E73Vix/phPIQuczn3e6j0oM9pC9i81ni7izyxkAaDc5MBjn+9FtSX068SxUpNfIQsAP+8vxvbcipB9bS4b3jvwjk8hCwAeePD01kWotIXuX2a04973d/oUssDpDyaLvtyHGqszZP+GsNhdeOG7Qz6FLHD6w8H9q3aizNhynzPns0pbBZ7e6lvIAkCB6STeO/Au7C7+3s5n57Q018yZM3HixAmUlJSgqKgI+fn5uOWWWxo7t/OW/eef/QrZWtYPVsFTWtrEGRFFhscj4bNt+UHjqzaeQIU5eFFWaXbg8+0nA8YkCfjlUEmDc4yUSrMDa3adChjzSMCWY+Uh+xdWWmG0uQLG9uZXoypEMetwufHRpryg8fd+PY6qEMe9xlGNDSfXB4y5JTf2l+8P2hcA8srNsDgC7xC5LbeizkK8ISrNDqw9UBww5nRLOHCqJmJj07nbV74PHskTMLb+5DpUO6qaNiFqUcIuZq1WKyyW059oDQYDrFYrlixZgu+++67RkztfucuDn9WQbDbAE/gPmijaeCQJlebgZ+GMNhfcnuBnZj0SYHMG3zY7VCHc3Nweye+s6pnqyt1kD1zI1nK6gh83l1sKWTAabc6Qx93tccMlBR+/2l4dMre6zrw63JF7jXN5JIR4aCE/BFDzCfWcckkuuD3BXweo9Qu7mL300kuxcuVKAEBVVRUGDx6MxYsX49JLL8Xy5csbPcHzkfrCkUFjit69IcREdj4ZUVORy0T8qUfwixoHd9QjTh18zmuMUoaeWQlB40M7GxqUXyRplDJ0So0LGh/cIfRFLW31wefExmsU0GqCHzeNUoZR3YMf96GdDIgL0V8t1yBTmxU03lPfK2gMADqGeNxJWiXi1IqQ/RsiViVHRmLwi8x6ZekiNjadu1DPqTZxbaCWN82Fg9QyhV3M7tixAyNHni62PvnkE6SlpeHEiRNYuXIlli1b1ugJno/kHbKh6NfXPyAISHh0AWR6XrlJrUe/9olI1/m/ESnlIm4Z1THkVf0JMUr848/dIAr+sa7pcWhXx0VQzSlJq8L/TewGIUDuvbISkFnHRVBJsUr8pV9mwNidY7sgOcQFXIIgYFS3FOi1Sr9YjFKGaUPbhbwIKlGdiL/l3BYw1kvfGymxoS/G0ccqMa53WsDY7HFdYajnKhbnwhCnwpwJ3QLGhnQyICVeHbGx6dylxqagV5CCdmbvW5GoTmzijKglCXs1g5iYGBw8eBBt27bFVVddhZ49e2LevHnIz89H165dvVMQWqpoWM0AAFyFhTC/8SbM77wLyWyGom9fJMyfB0XPHhB5ZpZamcJKK95afxTf7imEw+XB4I56zB7XFe0NsZDLQ3/mtjndOFJkxJL/HMTv+dXQKGWYMiAL1wxr3+ILE6vdhcNFRjz/7UEcPFWDGJUMlw9sg6uGtENyPXIvN9nx3Z5CvPNLLirMDrTRx2DW2C7o3z4J8Zq6z26erLDg9Z//wA+/F8MjSRjeJRmzLu6CtoZYyAJ9Qjgzd5cVR6qO4M29r+FY9THEyGMwqcNkTMqehKR6LJVUbrRjze5TeO/XXFRZnGhviMWd47qgT9tExNUj94Yw2Zw4UFCDpf85iCPFJsSp5bh6SDtMGZgFQ1zLfs6cz8qt5ViT+zW+PvZvWFwWdEjoiBm9Z6KjrhM0PDPb6oRTr4VdzObk5GDGjBm47LLL0KtXL3z77bcYOnQotm/fjkmTJqGoqKhByUdatBSzACA5HHCXlQEeD4SYGMiSkpo7JaKIsTvdqLI4IEmnvwoOt6CptjhgcbghCqfPWiqiaHmlKrMDVqcboiAgSauEQlb/L808HgllJjvcHglKmQh9HUuZnc3qcKHacnoOq1atgDbEtI5Aqu3VsLvtEAUROpUOcrH+/d0eCeX/zV0lF+u9rnBjqTDZYXd5IBMF6GOVkIVx3Kl5uDwuVNmq4IEHKpkKCarg04woukW0mP3kk09w7bXXwu1246KLLvJe+LVw4UKsX78e33zzzbln3gSiqZglIiIiOh9FtJgFgKKiIhQWFqJPnz4QxdOfZLds2YL4+Hh06xZ4LlJLwWKWiIiIqGULp147p61x0tLSkJbmO3l/8ODB53JXRERERETnjBOEiIiIiChqsZglIiIioqjFYpaIiIiIohaLWSIiIiKKWixmiYiIiChqndNqBkREjc3itMDoMMIjeRCriEF8mIuhF1ZZYXW4IBdFJMYqw9p0we1xo8JWAZfHCYVMiSR1EkQhOj7r25xulNbY4HR7oJTLkKFTe5dMrA+z0wyjwwhAQqxCizhlXFjjV9oqYHPZIBPl0Kl0UMr8t8gNnrsNFfZyuDwuKEQl0rXpYY1ttDpRYz294UOcRo54Tf3Hbm41VieM/809XqOI+K5ndJrRYYTZaYIAAVplHGIVLXfL67PVOGpgcZohQEScUouYKMo90ljMElGzKzQV4q19b2JL4WZ44EEnXSfclnMH2idk11kcVZkd2F9QjWX/OYTjZWbIZQIu6pmGmWM6ISup7q2fK22V+DZ3Db44+jksLgt0qkRc2+1aDMsYHnZB3dSKqqz4eHMePtueD4vdjeQ4FaaP6oiRXZPrtR3uSeNJvLH3News2QEJErondcetOXegbXzbOnfyMjvN2Ff+O97c+zoKzYVQikpc1PZiXNn1ahg0hjrHLrGU4Msjn+O7E/+BzW2DQWPANd2uRf+UAdDX0V+SJJwoM+O5bw5iy9FyAEC/djr838QeaJ8cC3kL3snL7Tmd++I1+7E9txIAMDA7CXMmdkd7QyzEOrYRpnPj8riQV3MCr+xejoOVByBAQL+U/pjZ+2/IjMtq7vRCcrldyK3Jxau7l+Nw1SGIEDEwdRBu7j0DGdqM5k6vRTinTROiGTdNIGpZSi0luHf9/6HCVuHTLhNkeH70UrRPyA7Zf/PRMty1crtfeztDLJ67rj8yQxS0ZqcZr+95FT/l/+gXu6HHjbi042VQyFrmGbNSow3PfrUf6w6W+sVmje2Cqy5oC5Ui+Ja+xeZizFl7F4xOo0+7UlRiyZgXkFXHG/zmws14YvOjfu2ddV3w0JBHkKhODNq3zFKGF3ctw44S/9/b33rfhvHZf4ZCDH7cT1VacMMrG2GyuXza1QoZ3rl9KNroW+4Zq5MVFtzwym+w2N0+7TEqGVbeNqxeH8AofCeNJ3H3z3+Hw+PwaY9TxuO5UUuQGpvaTJnVLa/mBO5eOxsuj+/zXafS4dlRzyMlJqWZMouscOq1lvvxlYjOC7tKd/kVsgDgltx47+C7sDgtQfsWV1vx0neHA8ZOlJlxrNQUcuwqW1XAQhYAPjr0ISrtlSH7N6cqsyNgIQsAK9YfQ0mNLWhfj+TBrwUb/ApZAHB4HPjsyGrYXfag/StsFXhz72sBY39UHUaxpShk7tWOqoCFLAB8cOh9lFoCPy4AcLs9WLPrlF8hC5yecvHRphNwuNwBejY/p9uDz7fl+xWyAGCxu/HF9pNwuT3NkFnrZnfZ8dmR1X6FLAAYHTX49dQv8Egt87jbXDZ8eGiVXyELAFX2Kmwt2tIMWbU8LGaJqNm4PC5sKdwcNL6v7HdYXcGLWbvTg8NF/gVZrW3//Qo6mBJrcdCYzW3771zSlulEmTlozGx3wRig2Ktlc9mwtXhr0Pie0j2whDjuNpcNRSEK1gPlB4LGAOB4dW7QmNFRE/IDjNnhxsY/yoLGtx6rCFjotgRmmwubQzwnNx8pg8neMnOPZhaXGbtLdwWNby/eFvLDW3MyO83YW7Y3aHxr0ZYWm3tTYjFLRM1GJsiQpNYHjSeoEiATgn9VLoqnv54NxhCvCjl+rEIbMq4K42KmpqaLCZ2bSh785V0hypGkSgoaj1fGh5wzKxdlIacBJKqD3zcAJKh0QWMChJDzpJUyAUna4HFdrBKKFjpnViEXkBgb/LglaZVQttDco5lcVCBeGXz+u06lg1wM/jrSnOSiHAmq4F+xJ2n0dc5vPx/wr4aImo0gCPhz9p+Dxi/rdDl0IeZeJsepcWn/wHM7RQEY0SX0XDK9OglJQQqvrondWvQFYGk6NXQxgQujfu0SkRAkBgAKmRKTO10aNH55lytCrmqQoNRhTJs/BYzJRTm6JXUL2hcAMrSZQT9I9E3pj3hl8DdvtVKOa4e1Dxq/fkR2i10ZIFalwF+HB58Dft2wbMSoWJg0tjhlHK7ofGXQ+CUdL4WihX5wTVAl4PIQuU/MngRZCy3EmxKLWSJqVikxqfhbzm0Q4HsV9/CMERiUNjhkX5VChqsuaIucNjqfdpkoYN7U3jDEhT4zm6TW4+Eh8/0KK4MmGf8YMCdkUdXc0hI0eOqafn5nptN1Gtx/SQ8Y4kKvZpCpzcR13f7q1z627Tj00PcM2VclV+HqbtegY0Inn3a5KMdDFzwCfYiz7QCQHJOMBy94CGqZb47psRn4W+9boVPrQvbvkKLFTSP9i8LLB7dBj8yW+wEEALqkxeOaoe382q8d1h6d08JbFo3qr4ehJ8a2HefX/tfu1yNT27JXM+iT3Bejskb7tU/veQvSY9KaPqEWiKsZEFGzs7qsqLRVYHfpHthcFvRJ7guDxlDvM6OFVRYUVdmw43gldDEKDMhOgj5OhTh13WfoJElCqbUUx6qP4qTxJDrqOqJNXNt6LS/V3FxuD05VWXGgoBr55RZ0z4xHe4M25AoOZzI7zf897rvh8rjQJ7kv9Bp9vdearbRVoNBchAPl+6HX6NEtqTv0an29VoBwupwosZXgcMUhFJkL0SWpKzK1WUiLrd+bs9HqRLnJjq3HyuH2SBjcUQ+DVo34EGekWwqj1Ykyox1bjp2ePzu4gx6GOCXiomid3GhkdBhRbi3H7tJdkIty9Enui0R1YlSsNVvjqPHmrpQp0cdwOvcYRetd/SKceo3FLBERERG1KFyai4iIiIjOCyxmiYiIiChqsZglIiIioqjFYpaIiIiIohaLWSIiIiKKWixmiYiIiChqsZglIiIioqjFYpaIiIiIohY3gSZqITweCcXVNuzKq8Thwhp0y4hHTttEpCWoIQhC3XcQxYxWJ0qNNqw9UAKrw4WRXVORlaRBkjb0drSNweqwodxejt2lO3HSmI/OiV3RNbErMuMyIz42AJQZbThWYsKmI+UwxKkwsmsyDHEqaJQt/+W53FqOEzXHsatkFwwxBgxMHQS9Wg+VvO7fm8vtQpmtFDtLdqHQdAo9DD3RKaETDDEtf+c1ImpZuAMYUQtxuLAGd6zYCpPN5W2LU8vx8vRB6JzWep+rNVYnPtmSh9d+OuLTPqSTHg9N6Q1DXOQKWofTiT+qD2H+xkdgd9u97QnKBDw6/AlkJ2RHbGwAKK62Ys57O3C02ORtEwTg0ctzMLJrCtRKWUTHb4gSSwnm/fYwCkwnvW0iRPxz8APonzoAKlnw35vL48KB8v2Yt/FhuDz/e74bNAY8MXwR0rXpEc2diFo+7gBGFGXKjDb8c9Uun0IWAIw2Fx74cDfKjPYgPaPfqUqLXyELAJuOlOPn/UWI5OftUlspFm150qeQBYBqRzWW7ngORaaSiI1td7qxYv0xn0IWACQJmLd6D8qMtoiN3VA2lw3vHXjHp5AFAA88eHrrIlTaKkL2r7BV4PHNj/oUsgBQZi3DS7tegMlhCtKTiMgfi1miFqDC7EBhlTVg7GSFBZVmRxNn1DQ8HgmfbcsPGl+18QQqIvjYK2zlqHZUB4wdqz4GiytyRVWl2YE1u04FjHkkYMux8oiN3VA1jmpsOLk+YMwtubG/fH/I/qdMBbC6Aj/f95TtRk2Q3wkRUSAsZolaAIfLU0fc3USZNC2PJKHS7AwaN9pccHsid2Y2WEFVy+GJXCHt9kiwh/i9R7KIbyi3xw2X5Aoar7aHLkaNDmPIuNMT/L6JiM7GYpaoBUiKVUIuC3yRl1IuIjFW2cQZNQ25TMSfeqQGjQ/uqEecOnIXQqXFpkFA4OOukWsQp4iL2NgapQydUoPf/+AO+oiN3VBquQaZ2qyg8Z76XiH7t09oHzSmUyUiVhF7rqkR0XmIxSxRC5AUq8QNIwJfbHTjyOwmuaq/ufRrn4h0ncavXSkXccuojhG9ql8j02Jsu3EBY9O6XotEdeQKyiStCv83sRsCLVTRKysBmUkxERu7oRLVifhbzm0BY730vZESmxKyv06ViAszRwWM3dzrFiSpkxqcIxGdP7iaAVELUWl24JdDJXj956MoqbEhLUGNmWM6YXiXZOha6ZnZWoWVVry1/ii+3VMIh8uDwR31mD2uK9obYiGXR/Yzd7G5BL+e2oAvjnyGSnsl0mLSMK3bdeiR1Btp2uSIjm21u3C4yIjnvz2Ig6dqEKOS4fKBbXDVkHZIjldHdOyGsrqsOFJ1BG/ufQ3Hqo8hRh6DSR0mY1L2JCRp6v4QUGmrxE95P+KzI6tR46hBlrYNpve6Gd2TekCr1DbBIyCiliyceo3FLFELU2a0wemWoJCJEV2WqqWxO92osjggSUCsSo44jaLJxna4nCi1lkGS3BAFGTLimnZpqCqzA1anG6IgIEmrhEIWPV+aVdurYXfbIQoidCod5GL9z6S7JTeqbJVwS24oRSV06sQIZkpE0SSceq3lr8pNdJ4xxLXsM3KRolLIkJrgP92gKSjlCmQ2cQF7Jl2sErpmG71hElQJ59xXJsig13CTBCJqmOj5+E9EREREdBYWs0REREQUtVjMEhEREVHUYjFLRERERFGLxSwRERERRS0Ws0REREQUtVjMEhEREVHU4jqzRNQo3G4PykwOOFxuqBQyGLQqiGKAvVojpMJkh8XhgkwUkRirgFoRxuL9bg/KTHY4XJ5myb0hXG4XKu0VcHlcUMqUSFLrIQTaI5eIolqNowYWpxkCRMQptYhRxDZ3Si0Gi1kiarAKkx3/3lmAd3/JhdHmQmKsEjeP6oCLe6UhMTayu5hZ7C7sO1mNxWsO4HiZGXKZgPG90zFzTCek6erehKHcZMdnW/PxwcYTMNtdSNIqMXNMJ4zpntritxGutFXiq2P/xlfHvoTVZUWSWo+/dr8eg9MvQLySOxwStQYutwu5Nbl4dfdyHK46BBEiBqYOws29ZyBDm9Hc6bUI3M6WiBrEbHfixe8O47NtJ/1it4zuiBtGZEOlkEVs/B3HK3DHW1v92tsnx+KFGwYiOT74jmpGqxPPf3MQa3af8ovdfnFnXDu0HRTyyOXeEEaHES/vehG/nvrFLzaj998wMXtSWFvLElHLlFdzAnevnQ2Xx+XTrlPp8Oyo55ESk9JMmUVWOPUa58wSUYNUmBz4Yrt/IQsA7/ySi3KTPWJjV5odWPLNwYCx46VmHCsx1dk/UCELACvWH0OZydHgHCOlyl4VsJAFgPcPvIsKW0UTZ0REjc3msuHDQ6v8Clng9GvA1qItzZBVy8NilogapMxohyfI9zsOlwfVFmfExrY53ThcZAwa33qsPGT/wipr0JjV4YbRGrncG+qUqSBozOKywOw0N2E2RBQJZqcZe8v2Bo1vLdoCuytyJwyiBYtZImqQWFXor7JVisi9zMhEATGq4NMAQk0xAACtWhEyrpK33JfIOGVcyLhSDP3YiKjlk4tyJKiCf8WepNFzOhFYzBJRAyVqlUjXBS4au6TFRfQCsKRYJa4c3DZgTBSAYZ0NIfsnx6tgiAucX682CS36ArAUTWrQi7x663OQoNI1bUJE1OgSVAm4vPOVQeMTsydBJrbMef1NicUsETVIcpwaz1zz/+3deXiTVd438G+apFnaJG3Tpi20tGUREApU9k3kwQEHmVcHUXCUl0Wch5dVHGeQgUdxHCjMqIPOKDyAAyKC8rAMuCDgSHEZQNphhy4CpVgoXUm6pk1y3j94iMYm3Wya3sn3c125LnPOfXL/ejyUbw537twDvUb5o3YVXn60L8K9GAgV8iBMGtQJ/RLCXdrlQTKseKxvozuzUToVXn3iHujUrjsb0QY1XvxlMgza9htmIzQReGHoS9AoXO/YEK2Nxvx7FiA0ONRHlRFRa+ob1Q+j4u6r1z6j11OI1ca0fUHtEO9mQEQ/mRACN801yLlZjiuFFegWo0Nnkw7RhobDZGsprbDi+q1qnMwtQ3hIMFISwmHUqaBuwl0U7tSedcOCq8WV6B6rR5IpFKZGgnB74BAOFFcX4dtb3+J6xXV0DeuGeF08jBqjr0sjolZkqbWgpLoEp4tOIVgejL6R/RCuDodWqfV1aV7TnLzGMEtERERE7QpvzUVEREREAYFhloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgkS9H4Id6TmpqK3bt3IzMzExqNBsOGDcPq1avRvXt3j2PS0tIwevToeu0XL15Ejx49vFkuSYAQAkXVRcgsvYicsmwkGTqjt7E3IrVRCJJ5/71bSYUV10oq8XVWEUI1SozqYUKUToUQtbLxwRJmdwjcNFfj1NUy5BSU4+6OBiTHhyEmTNP4YADl1XUoKq9B2sVCVNfaMLJ7NOIiNIgIVTVpfGl1Kb6ruIaMmxkIUxkwKGYwjBoj1IqmnZ9apqCiCLmWXJwpPIVwtRGDYwchQm1EqMq/573WXovSmhL8+2YGCipvIjmqN5IMXRCpifR1aUQByaffAPbAAw9gypQpGDhwIGw2G5YuXYqzZ8/iwoULCAkJcTvmTpjNyspy+UaIqKgoyOWNf3UlvwHMv+Wac/H7rxajoq7C2aZRaLByxCp0Cevq1XMXlddg2Y7TOJ13y6V90c974MF+HRDqp4FWCIHM6xbM3XwCVbV2Z7tBq8TaGYPQ2RTa4HhLdR12fpOH9Z9/69I+pKsRyx5ORqSu4UBbXF2MFcf+gEvmS842GWRYkPIMhncczkDrJdfLC/Dy8ReRX/Gdsy0IQXj2nsW4J7q/3wZam92GM8Wn8cdjf4BN2JztJq0JK4anIjokxofVEfkPyXwD2Kefforp06ejV69e6Nu3LzZt2oS8vDxkZGQ0OtZkMiEmJsb5aEqQJf9WVlOG1SdWugRZAKi2VWPF8ZdRUl3itXPbHQIfn7xeL8gCwF/2Z+KmucZr5/a14nIrfrf9pEuQBQBzVR1+v+MUSiusDY6/XlZVL8gCwLFvS3D4QgEaer9dZ6/DP3L2uARZABAQeOPkGpRUlzbjJ6GmqrBW4b2L77oEWQBwwIG/nPwTyqz+O+8l1hKs/GaFS5AFgMKqQqw/89+orKv0UWVEgatdXTNrNpsBABEREY0em5KSgtjYWIwZMwaHDx/2eJzVaoXFYnF5kH8yW83Ir8h321dcXQyz9ZbXzl1aYcWO41c99u8/fd1r5/a1kgorisrdB9bcokqUVdZ6HOtwCOxJv+ax//2jV1HawHiz1YwDV/e77RMQOFFw3ONYajmz1YKjN75y22cXdpwrPt/GFbWdq+YrqLW7X+/pN0/AYuXfMURtrd2EWSEEnn32WYwYMQK9e/f2eFxsbCzWr1+PXbt2Yffu3ejevTvGjBmDL774wu3xqampMBgMzkd8fLy3fgTysTpHXYP9Vg9/AbUGIW5f9+lJSSO7k1JWU+dosL/W5rnfIQTKKj3PW3mNDXaH551ZBxwN/n+95cU3MIHM5rDV25n8IYvV3IbVtK3y2nKPfQICNtHw7yEian0+/QDYD82bNw9nzpzBV1+5f7d/R/fu3V0+IDZ06FBcu3YNr7zyCu699956xy9ZsgTPPvus87nFYmGg9VN6lR7BQcGoddTfyZPL5AhXN77j31JalRwDkow4+m2x2/7Rd/vvdXRROhXkQTK3oVOtlCMsJNjjWIU8CP9xdzS+yCx02z+oixE6tedfU2qFGneFdUf2rSy3/f2j+zdSPbWEWqFBx9C4epcZ3NE7MrmNK2o7XcK6eeyL1ERCq3D/eQ8i8p52sTM7f/587Nu3D4cPH0ZcXFyzxw8ZMgQ5OTlu+1QqFfR6vcuD/FO4KhyTuz/utu/hrhMRpjJ47dyhaiXm/KwbFHJZvb5ORi16dPDfdRceEowpQxLc9s0a3QXGUM9hFgBSEsMR6+auB8GKIDw1qgs0wZ7DrD5Yj6f7/BpBbn6VdTF0QUcd37h6Q3SoETPu/rXbvp4RvRGliWrjitpOhDoCg2OGuO2blfxrGDXGNq6IiHx6NwMhBObPn489e/YgLS0N3bp5fsfbkEmTJqG0tBSff/55o8fybgb+zWI1I/1mOrZlbkVhVSGMaiOm9PgVhsQOhcGLYRYAam12XC6sxBsHMvHv3DKolEGY0K8jpo5IavItqqSqrKIWhy8WYNORyygqtyI2TIPZY7picNdIhGkbDrMAcKOsGpu+uIRPz9xArc2BQV2MWDC2OxIjQ6BQNPye22qzItdyBRvPbkBWWSbUcjXGJT6Ah7r+krdK8iJzdSUuWb7Flgsbcdl8GVqFFmMTxuPBpAmIDvXfMAsAZTWlOHj1IPZ9+w+U15Wjky4BM3vPQveI7ghRcmeWqDU0J6/5NMzOmTMH27Ztw969e10uHTAYDNBobv/lv2TJEuTn52PLli0AgDVr1iAxMRG9evVCbW0ttm7dilWrVmHXrl2YOHFio+dkmA0MpTWlsDnqIJcpEKGOgExWf8fUWyzVtaiy2iGT3d61DFYExp02hBAoLrfC5hBQymWI1KmbNd5aZ8etqloIAYSoFNBpmncrM0utBTW2GgRBBoMqDEq5f94Krb0prCxDnd0KmSwIRk04VIrAmHe7w44yaxkcwo7gIBXC1GG+LonIrzQnr/n0mtm1a9cCAO677z6X9k2bNmH69OkAgBs3biAvL8/ZV1tbi+eeew75+fnQaDTo1asXPv74Y4wfP76tyiYJiPDi9bGN0WuCoffvjVi3ZDIZovTNC7A/pFLKEW1o+cTpg/XQB/MNalszhYT7ugSfkAfJufNP1E74dGfWF7gzS0RERNS+SeZLE4iIiIiIfgqGWSIiIiKSLIZZIiIiIpIshlkiIiIikiyGWSIiIiKSLIZZIiIiIpIsn95nlsgb7I7bN++vtdkRrJAjMjQYcjnft3lbrc2Om+Ya1NkdCFYEIdag4bwTEZHXMcySXymrtOLg2QJsOnIJt6rqoNco8eTwRExI6YiIUJWvy/NbBbeq8eHJfOw4dhXlNTaEhwTjyRGJuL9XzE/6IgQiIqLGMMyS36ipteP9o1fxzpdXnG2W6jq89VkOCi01+H/334UQFZd8ayurtGJj2iV8dDL/B221+OuBbJgr6/B/RyYhVB0YX3FKRERtj/8GSH6jtNKKbf/Kddu3+8Q1lFVY27agAHGrsg6fnMp32/f+sasoqaht44qIiCiQMMyS3zBX1aHO7v7bmR0CKK1kqPKGovIaODx8KXatzQFzFeediIi8h2GW/IZK2fByVivlbVRJYGns0g0V552IiLyIYZb8Rpg2GF1MoW77OoZr+AEwLwkLCUZsmNpt310xOoRpeb0sERF5D8Ms+Y2IUBVWPNYXxtBgl/YwrRJ/ejwFkTqGWW/oGK7Fysf6Qa9xDa1ROhVenJjMuxkQEZFXyYQQHq52808WiwUGgwFmsxl6vd7X5ZAX3DRX41JhBb4tKEeSKRTdYnSIYaDyKofDgfyyamQXlONKYQW6xejQxaRDnFHr69KIiEiCmpPXGGaJiIiIqF1pTl7jZQZEREREJFkMs0REREQkWQyzRERERCRZDLNEREREJFkMs0REREQkWQyzRERERCRZDLNEREREJFkMs0REREQkWQpfF0DeYS8uhu1qHmoOHIBMq4Xm5w9AHhODIIPB16W1a5VWG4osNfgiqxDmqjqMuCsKnYwhMPKrcBtkdwjcNFfj1NUy5BSU4+6OBiTHhyEmjN+85s+KLDW4VFiBby6VwKRXY/hdkYjSq6FWyn1dGhEFEH4DmB+yFxai7DfPwfr5YZf20EULETprFuRhYb4prJ2rrKnD/tPX8conmS7tyfFhWPlYX0Tp1T6qrH0TQiDzugVzN59AVa3d2W7QKrF2xiB0NoX6sDryloJb1Vj4bgauFlc624JkwMrJ/TCkayQDLRH9JPwGsABXfeBgvSALABV/eR323Ks+qEgablqs9YIsAJy9dgt7M76D3e7wQVXtX3G5Fb/bftIlyAKAuaoOv99xCqUVVh9VRt5SU2vDf3/+rUuQBQCHAJbuOI2Scv4/J6K2wzDrZ+xFRajcsMFjf8U7WyDsdo/9gezQuRse+/7nmzyUVNa2YTXSUVJhRZGH8JJbVIkyzpvfKauq8/jnxe4QOJ1X1sYVEVEgY5j1N3Y7HGaLx25HSTHDrAclDewgllfXIcCuyGmymrqGd6xrbdzR9jc2uwM2u+c/D7eq+AaGiNoOw6yfken1UN070mO/ZsIEBAUHt2FF0jGqR7THvv5JRmiD+XlJd6J0KsiDZG771Eo5wkK43vxNiEqBhMgQj/39OoW3YTVEFOgYZv1MkFYL3cIFgLr+h5XkHTpANXy4D6qShrtidEiMqv8XtDxIhnlj74JOo/RBVe1feEgwpgxJcNs3a3QXGEMZZv1NRKgKvxnfw23fPYnhvIsFEbUphlk/pEhMhOnjD6EadS8gkwHBwdBOnozIXf8DRccOvi6v3YrSq7Fman9MGhQPlfL2H41+CWHYOGswkhrYhQp0WpUCTw5Pwu8m9ETU/97CLDZMg5ceScaElI4IVvBT7f6od1wY3poxEHfF6ADc3q2dNjIJLz3SBxGhvJUdEbUd3prLjznMFjjKywEZEBQRgSANd0uaotbmQFllLYQQ0AbLoddyZ7EphBAoLrfC5hBQymWI1PFWZoGgrLIWNXV2yGUyRIQGQyHnHgkR/XTNyWu8CNCPBRn0CDL4d2D3hmBFEKINDGLNJZPJeC/eABTOa6KJyMf4FpqIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIv3mSUi8rGb5SWosVdDEaRAmNqAkOC2+4KTipo6WKrrIAQQqlbAwC8JISKJYZglIvKRW9UVyCy7iHcubEB+RT4UQQqM7DAaU3o8jtjQaK+f/2pxJdbsz8SxS8UQAujTKQzPje+JzqZQfpMXEUkGf1sREflIdlkmVn6zHPkV+QAAm8OGw98dQurxP+BmRbFXz329rBpPbzyOo9/eDrIAcCbvFp7eeBz5ZVVePTcRUWtimCUi8oGbFSV45+JGt3255bm4/r8B1xscDoHPzxfAUl1Xr89qc2DrV7mw1tm9dn4iotbEMEtE5AO1diuulV/z2H+m+KzXzl1dZ8PX2UUe+zNyS1FRY/Pa+YmIWhPDLBGRDwQFBUElV3nsN6ojvHZupVwOo87zucO0wVDIZV47PxFRa2KYJSLygQh1OEbHjXXbJ5fJ0dfU12vnDlYEYfKQBI/9U0ck8a4GRCQZDLNERD6gUaowsdsj6BbW3aVdIVPgN/2XwKg2evX8CcYQ/Po/utZr/z/3dETfTmFePTcRUWuSCXHnc6yBwWKxwGAwwGw2Q6/X+7ocIgpwNytKcLOqAOeLzyNMHYbkyN6IUEdAG6z2+rkraupQUm7FiSulqLM5MKiLEZE6FXdlicjnmpPXeJ9ZIiIfig41IjrUiD6mXm1+7lC1EqFqJRKiQtv83ERErYWXGRARERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzBIRERGRZCl8XQBRe1NltcFcVQe7cCBEpUB4iMrXJREREZEHPt2ZTU1NxcCBA6HT6WAymfDwww8jKyur0XFHjhxB//79oVar0blzZ6xbt64NqqVAcKOsGqs+PI9Jb3yJSa9/hfnvpOPU1VLU1Np9XRoRERG54dMwe+TIEcydOxfHjh3DoUOHYLPZMHbsWFRWVnocc+XKFYwfPx4jR47EyZMn8fvf/x4LFizArl272rBy8keF5hrMfecEDp4tgN0hAADf3qzAnE0ncKmw3MfVERERkTsyIYTwdRF3FBUVwWQy4ciRI7j33nvdHrN48WLs27cPFy9edLbNnj0bp0+fxtGjRxs9h8VigcFggNlshl6vb7XaSfqOXLyJxe+fctvXLyEMf5qSAr02uG2LIiIiCkDNyWvt6gNgZrMZABAREeHxmKNHj2Ls2LEubePGjUN6ejrq6urqHW+1WmGxWFweRO58nV3kse9M3i1U1/FSAyIiovam3YRZIQSeffZZjBgxAr179/Z4XEFBAaKjo13aoqOjYbPZUFxcXO/41NRUGAwG5yM+Pr7Vayf/EG1Qe+wL0wYjSCZrw2qIiIioKdpNmJ03bx7OnDmD7du3N3qs7Eeh4s6VEj9uB4AlS5bAbDY7H9euXWudgsnvjOkVA095dcrQBESE8q4GRERE7U27CLPz58/Hvn37cPjwYcTFxTV4bExMDAoKClzaCgsLoVAoYDQa6x2vUqmg1+tdHkTumAxqvPDLZAT9KNAO6WrE+H4dIP9xBxEREfmcT+8zK4TA/PnzsWfPHqSlpSEpKanRMUOHDsWHH37o0nbw4EEMGDAASqXSW6VSANAGK3BfTxOS40fi37mlsFTXoX9iBGLC1LzXLBERUTvl0zA7d+5cbNu2DXv37oVOp3PuuBoMBmg0GgC3LxPIz8/Hli1bANy+c8Hf/vY3PPvss3j66adx9OhRvP322026PIGoMZpgBeIiFIiL0Pq6FCIiImoCn15msHbtWpjNZtx3332IjY11Pj744APnMTdu3EBeXp7zeVJSEj755BOkpaWhX79+ePnll/HGG2/gkUce8cWPQEREREQ+1K7uM9sWeJ9ZIiIiovZNsveZJSIiIiJqDoZZIiIiIpIshlkiIiIikiyGWSIiIiKSLIZZIiIiIpIshlkiIiIikiyGWSIiIiKSLIZZIiIiIpIshlkiIiIikiyGWSIiIiKSLIZZIiIiIpIshlkiIiIikiyGWSIiIiKSLIWvC2hrQggAgMVi8XElREREROTOnZx2J7c1JODCbHl5OQAgPj7ex5UQERERUUPKy8thMBgaPEYmmhJ5/YjD4cD169eh0+kgk8l8XY7XWSwWxMfH49q1a9Dr9b4uRzI4by3DeWs5zl3LcN5ahvPWcpy7lmnuvAkhUF5ejg4dOiAoqOGrYgNuZzYoKAhxcXG+LqPN6fV6/qFrAc5by3DeWo5z1zKct5bhvLUc565lmjNvje3I3sEPgBERERGRZDHMEhEREZFkMcz6OZVKhRdffBEqlcrXpUgK561lOG8tx7lrGc5by3DeWo5z1zLenLeA+wAYEREREfkP7swSERERkWQxzBIRERGRZDHMEhEREZFkMcwSERERkWQxzPqR1NRUyGQyPPPMMx6PSUtLg0wmq/fIzMxsu0J9bPny5fV+/piYmAbHHDlyBP3794darUbnzp2xbt26Nqq2/WjuvHGtucrPz8eTTz4Jo9EIrVaLfv36ISMjo8ExXHfNnzeuOyAxMdHtHMydO9fjGK6125o7d1xvt9lsNixbtgxJSUnQaDTo3Lkz/vCHP8DhcDQ4rrXWXcB9A5i/OnHiBNavX48+ffo06fisrCyXb+CIioryVmntUq9evfDZZ585n8vlco/HXrlyBePHj8fTTz+NrVu34uuvv8acOXMQFRWFRx55pC3KbTeaM293BPpaA4CysjIMHz4co0ePxv79+2EymXDp0iWEhYV5HMN117J5uyOQ192JEydgt9udz8+dO4ef/exnePTRR90ez7X2vebO3R2BvN4AYPXq1Vi3bh3eeecd9OrVC+np6ZgxYwYMBgMWLlzodkxrrjuGWT9QUVGBJ554Ahs2bMAf//jHJo0xmUxN+gvBXykUikZ3Y+9Yt24dOnXqhDVr1gAAevbsifT0dLzyyisB94u+OfN2R6CvNeD2L/r4+Hhs2rTJ2ZaYmNjgGK67ls3bHYG87n4cpFatWoUuXbpg1KhRbo/nWvtec+fujkBebwBw9OhRPPTQQ3jwwQcB3P5zun37dqSnp3sc05rrjpcZ+IG5c+fiwQcfxP3339/kMSkpKYiNjcWYMWNw+PBhL1bXPuXk5KBDhw5ISkrClClTcPnyZY/HHj16FGPHjnVpGzduHNLT01FXV+ftUtuV5szbHYG+1gBg3759GDBgAB599FGYTCakpKRgw4YNDY7humvZvN3BdXdbbW0ttm7dipkzZ0Imk7k9hmvNvabM3R2Bvt5GjBiBf/7zn8jOzgYAnD59Gl999RXGjx/vcUxrrjuGWYl7//338e9//xupqalNOj42Nhbr16/Hrl27sHv3bnTv3h1jxozBF1984eVK24/Bgwdjy5YtOHDgADZs2ICCggIMGzYMJSUlbo8vKChAdHS0S1t0dDRsNhuKi4vbouR2obnzxrX2vcuXL2Pt2rXo1q0bDhw4gNmzZ2PBggXYsmWLxzFcdy2bN647V//4xz9w69YtTJ8+3eMxXGvuNWXuuN5uW7x4MR5//HH06NEDSqUSKSkpeOaZZ/D44497HNOq606QZOXl5QmTySROnTrlbBs1apRYuHBhs15nwoQJ4he/+EUrVycdFRUVIjo6Wrz66qtu+7t16yZWrlzp0vbVV18JAOLGjRttUWK71Ni8uROoa02pVIqhQ4e6tM2fP18MGTLE4xiuu5bNmzuBuu6EEGLs2LFiwoQJDR7DteZeU+bOnUBcb9u3bxdxcXFi+/bt4syZM2LLli0iIiJCbN682eOY1lx33JmVsIyMDBQWFqJ///5QKBRQKBQ4cuQI3njjDSgUCpeL2BsyZMgQ5OTkeLna9iskJATJycke5yAmJgYFBQUubYWFhVAoFDAajW1RYrvU2Ly5E6hrLTY2FnfffbdLW8+ePZGXl+dxDNddy+bNnUBdd1evXsVnn32GWbNmNXgc11p9TZ07dwJxvf32t7/F888/jylTpiA5ORlTp07FokWLGvxX49ZcdwyzEjZmzBicPXsWp06dcj4GDBiAJ554AqdOnWrSJ80B4OTJk4iNjfVyte2X1WrFxYsXPc7B0KFDcejQIZe2gwcPYsCAAVAqlW1RYrvU2Ly5E6hrbfjw4cjKynJpy87ORkJCgscxXHctmzd3AnXdbdq0CSaTyfmhHE+41upr6ty5E4jrraqqCkFBrpFSLpc3eGuuVl13LdpPpnbrx5cZPP/882Lq1KnO53/5y1/Enj17RHZ2tjh37px4/vnnBQCxa9cuH1TrG7/5zW9EWlqauHz5sjh27JiYMGGC0Ol0Ijc3VwhRf84uX74stFqtWLRokbhw4YJ4++23hVKpFDt37vTVj+ATzZ03rrXvffPNN0KhUIgVK1aInJwc8d577wmtViu2bt3qPIbrrr6WzBvX3W12u1106tRJLF68uF4f11rDmjN3XG+3TZs2TXTs2FF89NFH4sqVK2L37t0iMjJS/O53v3Me4811xzDrZ34cZqdNmyZGjRrlfL569WrRpUsXoVarRXh4uBgxYoT4+OOP275QH5o8ebKIjY0VSqVSdOjQQUycOFGcP3/e2f/jORNCiLS0NJGSkiKCg4NFYmKiWLt2bRtX7XvNnTeuNVcffvih6N27t1CpVKJHjx5i/fr1Lv1cd+41d9647m47cOCAACCysrLq9XGtNaw5c8f1dpvFYhELFy4UnTp1Emq1WnTu3FksXbpUWK1W5zHeXHcyIYRo3l4uEREREVH7wGtmiYiIiEiyGGaJiIiISLIYZomIiIhIshhmiYiIiEiyGGaJiIiISLIYZomIiIhIshhmiYiIiEiyGGaJiIiISLIYZomIvGT69Ol4+OGHPfZv3rwZYWFhbVZPYxITE7FmzZpmjyspKYHJZEJubm6r13RHYWEhoqKikJ+f77VzEJE0McwSEQWY1g7Rqamp+MUvfoHExMRWe80fM5lMmDp1Kl588UWvnYOIpIlhloiIWqy6uhpvv/02Zs2a5fVzzZgxA++99x7Kysq8fi4ikg6GWSLySzt37kRycjI0Gg2MRiPuv/9+VFZWOvs3bdqEnj17Qq1Wo0ePHnjrrbecfbm5uZDJZHj//fcxbNgwqNVq9OrVC2lpac5j7HY7nnrqKSQlJUGj0aB79+54/fXXf3LdH374Ifr37w+1Wo3OnTvjpZdegs1mc/bLZDJs3LgRv/zlL6HVatGtWzfs27fP5TX27duHbt26QaPRYPTo0XjnnXcgk8lw69YtpKWlYcaMGTCbzZDJZJDJZFi+fLlzbFVVFWbOnAmdTodOnTph/fr1Dda7f/9+KBQKDB061KX9/PnzePDBB6HX66HT6TBy5EhcunQJwPeXX6xcuRLR0dEICwtz/py//e1vERERgbi4OPz97393ec3k5GTExMRgz549LZlaIvJXgojIz1y/fl0oFArx2muviStXrogzZ86IN998U5SXlwshhFi/fr2IjY0Vu3btEpcvXxa7du0SERERYvPmzUIIIa5cuSIAiLi4OLFz505x4cIFMWvWLKHT6URxcbEQQoja2lrxwgsviG+++UZcvnxZbN26VWi1WvHBBx8465g2bZp46KGHPNa5adMmYTAYnM8//fRTodfrxebNm8WlS5fEwYMHRWJioli+fLnzmDt1bdu2TeTk5IgFCxaI0NBQUVJS4qxdqVSK5557TmRmZort27eLjh07CgCirKxMWK1WsWbNGqHX68WNGzfEjRs3nPOSkJAgIiIixJtvvilycnJEamqqCAoKEhcvXvT4MyxcuFA88MADLm3fffediIiIEBMnThQnTpwQWVlZ4u9//7vIzMx0zotOpxNz584VmZmZ4u233xYAxLhx48SKFStEdna2ePnll4VSqRR5eXkur/3YY4+J6dOne6yHiAIPwywR+Z2MjAwBQOTm5rrtj4+PF9u2bXNpe/nll8XQoUOFEN+H2VWrVjn76+rqRFxcnFi9erXH886ZM0c88sgjzufNDbMjR44UK1eudDnm3XffFbGxsc7nAMSyZcuczysqKoRMJhP79+8XQgixePFi0bt3b5fXWLp0qTPMujvvHQkJCeLJJ590Pnc4HMJkMom1a9d6/BkeeughMXPmTJe2JUuWiKSkJFFbW+t2zLRp00RCQoKw2+3Otu7du4uRI0c6n9tsNhESEiK2b9/uMnbRokXivvvu81gPEQUehe/2hImIvKNv374YM2YMkpOTMW7cOIwdOxaTJk1CeHg4ioqKcO3aNTz11FN4+umnnWNsNhsMBoPL6/zwn84VCgUGDBiAixcvOtvWrVuHjRs34urVq6iurkZtbS369evX4rozMjJw4sQJrFixwtlmt9tRU1ODqqoqaLVaAECfPn2c/SEhIdDpdCgsLAQAZGVlYeDAgS6vO2jQoCbX8MPXlslkiImJcb62O9XV1VCr1S5tp06dwsiRI6FUKj2O69WrF4KCvr/SLTo6Gr1793Y+l8vlMBqN9c6t0WhQVVXV5J+HiPwfwywR+R25XI5Dhw7hX//6Fw4ePIi//vWvWLp0KY4fP+4MhBs2bMDgwYPrjWuMTCYDAOzYsQOLFi3Cq6++iqFDh0Kn0+HPf/4zjh8/3uK6HQ4HXnrpJUycOLFe3w8D449Dokwmg8PhAAAIIZw13iGEaHINDb22O5GRkfU+kKXRaFp0nqacu7S0FFFRUY2+PhEFDn4AjIj8kkwmw/Dhw/HSSy/h5MmTCA4Oxp49exAdHY2OHTvi8uXL6Nq1q8sjKSnJ5TWOHTvm/G+bzYaMjAz06NEDAPDll19i2LBhmDNnDlJSUtC1a1fnB5xa6p577kFWVla9urp27eqyi9mQHj164MSJEy5t6enpLs+Dg4Nht9t/Uq13pKSk4MKFCy5tffr0wZdffom6urpWOccPnTt3DikpKa3+ukQkXQyzROR3jh8/jpUrVyI9PR15eXnYvXs3ioqK0LNnTwDA8uXLkZqaitdffx3Z2dk4e/YsNm3ahNdee83ldd58803s2bMHmZmZmDt3LsrKyjBz5kwAQNeuXZGeno4DBw4gOzsb//Vf/1UvRDbXCy+8gC1btmD58uU4f/48Ll68iA8++ADLli1r8mv853/+JzIzM7F48WJkZ2djx44d2Lx5M4Dvd5UTExNRUVGBf/7znyguLv5J/2w/btw4nD9/3mV3dt68ebBYLJgyZQrS09ORk5ODd999F1lZWS0+D3D7TgsZGRkYO3bsT3odIvIvDLNE5Hf0ej2++OILjB8/HnfddReWLVuGV199FT//+c8BALNmzcLGjRuxefNmJCcnY9SoUdi8eXO9ndlVq1Zh9erV6Nu3L7788kvs3bsXkZGRAIDZs2dj4sSJmDx5MgYPHoySkhLMmTPnJ9U9btw4fPTRRzh06BAGDhyIIUOG4LXXXkNCQkKTXyMpKQk7d+7E7t270adPH6xduxZLly4FAKhUKgDAsGHDMHv2bEyePBlRUVH405/+1OKak5OTMWDAAOzYscPZZjQa8fnnn6OiogKjRo1C//79sWHDhgavoW2KvXv3olOnThg5cuRPeh0i8i8y0ZyLqYiIAkBubi6SkpJw8uTJn/SBrvZixYoVWLduHa5du+aV1//kk0/w3HPP4dy5c02+HKIlBg0ahGeeeQa/+tWvvHYOIpIefgCMiMjPvPXWWxg4cCCMRiO+/vpr/PnPf8a8efO8dr7x48cjJycH+fn5iI+P98o5CgsLMWnSJDz++ONeeX0iki7uzBIR/YjUd2YXLVqEDz74AKWlpejUqROmTp2KJUuWQKHg/gUR+R+GWSIiIiKSLH4AjIiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCTr/wMO0I1AmYMGJwAAAABJRU5ErkJggg==" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 40 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:23:52.720392Z", + "start_time": "2024-11-25T18:23:52.563363Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(12, 8))\n", + "for species in df['species'].unique():\n", + " subset = df[df['species'] == species]\n", + " sns.kdeplot(subset['sepal length (cm)'], label=f\"{species} - Sepal Length\", fill=True)\n", + "plt.title(\"Density Plot: Sepal Length by Species\", fontsize=16)\n", + "plt.legend()\n", + "plt.show()" + ], + "id": "9a847970e979bc86", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 42 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:24:09.975893Z", + "start_time": "2024-11-25T18:24:09.884393Z" + } + }, + "cell_type": "code", + "source": [ + "correlation_matrix = df.drop(columns=['species']).corr()\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", + "plt.title(\"Correlation Heatmap\", fontsize=16)\n", + "plt.show()" + ], + "id": "bb8ba3b6e09d80aa", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 44 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Train model", + "id": "55c22c35a1103635" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:25:05.323563Z", + "start_time": "2024-11-25T18:25:05.313272Z" + } + }, + "cell_type": "code", + "source": [ + "scaler = StandardScaler()\n", + "feature_columns = iris.feature_names\n", + "df[feature_columns] = scaler.fit_transform(df[feature_columns])\n", + "\n", + "X = df[feature_columns]\n", + "y = df['species']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "print(\"\\nTraining and testing datasets prepared:\")\n", + "print(f\"Training samples: {len(X_train)}, Testing samples: {len(X_test)}\")" + ], + "id": "93d3eda1c34c95a6", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Training and testing datasets prepared:\n", + "Training samples: 120, Testing samples: 30\n" + ] + } + ], + "execution_count": 47 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:25:24.216418Z", + "start_time": "2024-11-25T18:25:24.142684Z" + } + }, + "cell_type": "code", + "source": [ + "rf_model = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "print(\"\\nRandom Forest model trained successfully.\")" + ], + "id": "7ce17119ee60cb78", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Random Forest model trained successfully.\n" + ] + } + ], + "execution_count": 49 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:25:55.570732Z", + "start_time": "2024-11-25T18:25:55.555141Z" + } + }, + "cell_type": "code", + "source": [ + "# Predict on the test set\n", + "y_pred = rf_model.predict(X_test)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(f\"\\nAccuracy of the model: {accuracy:.2f}\")\n", + "\n", + "# Detailed classification report\n", + "print(\"\\nClassification Report:\")\n", + "print(classification_report(y_test, y_pred))" + ], + "id": "3ddb19828a2dbb94", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Accuracy of the model: 1.00\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 10\n", + " 1 1.00 1.00 1.00 9\n", + " 2 1.00 1.00 1.00 11\n", + "\n", + " accuracy 1.00 30\n", + " macro avg 1.00 1.00 1.00 30\n", + "weighted avg 1.00 1.00 1.00 30\n", + "\n" + ] + } + ], + "execution_count": 51 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:26:14.004836Z", + "start_time": "2024-11-25T18:26:13.996873Z" + } + }, + "cell_type": "code", + "source": [ + "importances = rf_model.feature_importances_\n", + "for feature, importance in zip(feature_columns, importances):\n", + " print(f\"Feature: {feature}, Importance: {importance:.4f}\")" + ], + "id": "c3d466be6aefb51e", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature: sepal length (cm), Importance: 0.1081\n", + "Feature: sepal width (cm), Importance: 0.0304\n", + "Feature: petal length (cm), Importance: 0.4400\n", + "Feature: petal width (cm), Importance: 0.4215\n" + ] + } + ], + "execution_count": 52 + }, + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": "", + "id": "a09baef5fe759890" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/iris/ml_from_scratch_with_iris.ipynb b/iris/ml_from_scratch_with_iris.ipynb new file mode 100644 index 0000000..2f912d6 --- /dev/null +++ b/iris/ml_from_scratch_with_iris.ipynb @@ -0,0 +1,1075 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-11-25T18:46:42.789023Z", + "start_time": "2024-11-25T18:46:42.780719Z" + } + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import load_iris" + ], + "outputs": [], + "execution_count": 83 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:50:28.730129Z", + "start_time": "2024-11-25T18:50:28.717075Z" + } + }, + "cell_type": "code", + "source": [ + "iris_data = load_iris()\n", + "\n", + "iris = pd.DataFrame(columns= iris_data.feature_names, data= iris_data.data)\n", + "target_df = pd.DataFrame(columns= ['species'], data= iris_data.target)\n", + "iris = pd.concat([iris, target_df], axis= 1)\n", + "\n", + "iris.head()" + ], + "id": "f1735038002194a9", + "outputs": [ + { + "data": { + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", + "0 5.1 3.5 1.4 0.2 \n", + "1 4.9 3.0 1.4 0.2 \n", + "2 4.7 3.2 1.3 0.2 \n", + "3 4.6 3.1 1.5 0.2 \n", + "4 5.0 3.6 1.4 0.2 \n", + "\n", + " species \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ], + "text/html": [ + "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)species
count150.000000150.000000150.000000150.000000150.000000
mean5.8433333.0573333.7580001.1993331.000000
std0.8280660.4358661.7652980.7622380.819232
min4.3000002.0000001.0000000.1000000.000000
25%5.1000002.8000001.6000000.3000000.000000
50%5.8000003.0000004.3500001.3000001.000000
75%6.4000003.3000005.1000001.8000002.000000
max7.9000004.4000006.9000002.5000002.000000
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" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 97 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:50:43.876639Z", + "start_time": "2024-11-25T18:50:43.756388Z" + } + }, + "cell_type": "code", + "source": [ + "fig = iris[iris[\"species\"] == 0].plot(kind='scatter',x='sepal length (cm)',y='sepal width (cm)',color='orange', label='Setosa')\n", + "iris[iris[\"species\"] == 1].plot(kind='scatter',x='sepal length (cm)',y='sepal width (cm)',color='blue', label='versicolor',ax=fig)\n", + "iris[iris[\"species\"] == 2].plot(kind='scatter',x='sepal length (cm)',y='sepal width (cm)',color='green', label='virginica', ax=fig)\n", + "fig.set_xlabel(\"Sepal Length\")\n", + "fig.set_ylabel(\"Sepal Width\")\n", + "fig.set_title(\"Sepal Length VS Width\")\n", + "fig=plt.gcf()\n", + "fig.set_size_inches(10,6)\n", + "plt.show()" + ], + "id": "557644b20b2540ed", + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 101 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:51:35.015610Z", + "start_time": "2024-11-25T18:51:34.903590Z" + } + }, + "cell_type": "code", + "source": [ + "fig = iris[iris[\"species\"] == 0].plot.scatter(x='petal length (cm)',y='petal width (cm)',color='orange', label='Setosa')\n", + "iris[iris[\"species\"] == 1].plot.scatter(x='petal length (cm)',y='petal width (cm)',color='blue', label='versicolor',ax=fig)\n", + "iris[iris[\"species\"] == 2].plot.scatter(x='petal length (cm)',y='petal width (cm)',color='green', label='virginica', ax=fig)\n", + "fig.set_xlabel(\"Petal Length\")\n", + "fig.set_ylabel(\"Petal Width\")\n", + "fig.set_title(\" Petal Length VS Width\")\n", + "fig=plt.gcf()\n", + "fig.set_size_inches(10,6)\n", + "plt.show()\n" + ], + "id": "e4fbbc234b398961", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 103 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "As we can see, the petal feature is more useful than the sepal feature for classification of the iris flowers.", + "id": "2ed5b861490f960f" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:51:38.637760Z", + "start_time": "2024-11-25T18:51:38.380692Z" + } + }, + "cell_type": "code", + "source": [ + "iris.hist(edgecolor='black', linewidth=1.2)\n", + "fig=plt.gcf()\n", + "fig.set_size_inches(12,6)\n", + "plt.show()" + ], + "id": "550fa32af5ff1a49", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 104 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:52:05.843332Z", + "start_time": "2024-11-25T18:52:05.426686Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(15,10))\n", + "plt.subplot(2,2,1)\n", + "sns.violinplot(x='species',y='petal length (cm)',data=iris)\n", + "plt.subplot(2,2,2)\n", + "sns.violinplot(x='species',y='petal width (cm)',data=iris)\n", + "plt.subplot(2,2,3)\n", + "sns.violinplot(x='species',y='sepal length (cm)',data=iris)\n", + "plt.subplot(2,2,4)\n", + "sns.violinplot(x='species',y='sepal width (cm)',data=iris)" + ], + "id": "bb3d2dbd8ed800a2", + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 106 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "The problem is a classification problem. Thus we will be using the classification algorithms to train our model.", + "id": "c7385388e8a59590" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:52:09.209747Z", + "start_time": "2024-11-25T18:52:09.205564Z" + } + }, + "cell_type": "code", + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn import svm\n", + "from sklearn import metrics\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.model_selection import train_test_split" + ], + "id": "dbe0ffbd3c6b9ff4", + "outputs": [], + "execution_count": 107 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:52:10.709934Z", + "start_time": "2024-11-25T18:52:10.704211Z" + } + }, + "cell_type": "code", + "source": "iris.shape", + "id": "78a46ede30b23d3c", + "outputs": [ + { + "data": { + "text/plain": [ + "(150, 5)" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 108 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:52:11.625142Z", + "start_time": "2024-11-25T18:52:11.512618Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(7,4))\n", + "sns.heatmap(iris.corr(), annot = True)\n", + "plt.show()" + ], + "id": "5cb4dc7569a7f772", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 109 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "We observe that the Sepal Width and Length are not correlated while the Petal Width and Length are highly correlated\n", + "\n", + "We will use all the features for training the algorithm and check the accuracy.\n", + "\n", + "Then we will use 1 Petal Feature and 1 Sepal Feature to check the accuracy of the algorithm as we are using only 2 features that are not correlated. Thus, we can have a variance in the dataset which may help in better accuracy. We will check it later." + ], + "id": "a8e89e9a36b6210c" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:35.800989Z", + "start_time": "2024-11-25T18:55:35.796515Z" + } + }, + "cell_type": "code", + "source": [ + "train, test = train_test_split(iris, train_size=0.3)\n", + "print(train.shape)\n", + "print(test.shape)" + ], + "id": "4b05e1d5166d04cb", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(45, 5)\n", + "(105, 5)\n" + ] + } + ], + "execution_count": 121 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:36.178151Z", + "start_time": "2024-11-25T18:55:36.175210Z" + } + }, + "cell_type": "code", + "source": [ + "train_X = train[['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']]\n", + "train_y = train.species\n", + "test_X = test[['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']]\n", + "test_y = test.species" + ], + "id": "d4dba8b5164e8cae", + "outputs": [], + "execution_count": 122 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:36.391735Z", + "start_time": "2024-11-25T18:55:36.385831Z" + } + }, + "cell_type": "code", + "source": "train_X.head()", + "id": "a26e17458d13d478", + "outputs": [ + { + "data": { + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", + "132 6.4 2.8 5.6 2.2\n", + "97 6.2 2.9 4.3 1.3\n", + "143 6.8 3.2 5.9 2.3\n", + "28 5.2 3.4 1.4 0.2\n", + "42 4.4 3.2 1.3 0.2" + ], + "text/html": [ + "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
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" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 123 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:36.678802Z", + "start_time": "2024-11-25T18:55:36.675298Z" + } + }, + "cell_type": "code", + "source": "train_y.head()", + "id": "72e3c49eebf7802a", + "outputs": [ + { + "data": { + "text/plain": [ + "132 2\n", + "97 1\n", + "143 2\n", + "28 0\n", + "42 0\n", + "Name: species, dtype: int64" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 124 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:37.146459Z", + "start_time": "2024-11-25T18:55:37.141875Z" + } + }, + "cell_type": "code", + "source": [ + "model = svm.SVC()\n", + "model.fit(train_X,train_y)\n", + "prediction = model.predict(test_X)\n", + "print('The accuracy of the SVM is:', metrics.accuracy_score(prediction, test_y))" + ], + "id": "8385725c964235f4", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the SVM is: 0.9523809523809523\n" + ] + } + ], + "execution_count": 125 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:37.987438Z", + "start_time": "2024-11-25T18:55:37.970182Z" + } + }, + "cell_type": "code", + "source": [ + "model = LogisticRegression()\n", + "model.fit(train_X,train_y)\n", + "prediction = model.predict(test_X)\n", + "print('The accuracy of the Logistic Regression is', metrics.accuracy_score(prediction, test_y))" + ], + "id": "b32c445130bf452e", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the Logistic Regression is 0.9523809523809523\n" + ] + } + ], + "execution_count": 126 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:55:48.868106Z", + "start_time": "2024-11-25T18:55:48.859594Z" + } + }, + "cell_type": "code", + "source": [ + "model = DecisionTreeClassifier()\n", + "model.fit(train_X,train_y)\n", + "prediction = model.predict(test_X)\n", + "print('The accuracy of the Decision Tree is',metrics.accuracy_score(prediction, test_y))" + ], + "id": "8870aaf92dacde77", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the Decision Tree is 0.9428571428571428\n" + ] + } + ], + "execution_count": 127 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:56:06.359776Z", + "start_time": "2024-11-25T18:56:06.341897Z" + } + }, + "cell_type": "code", + "source": [ + "model = KNeighborsClassifier(n_neighbors=3)\n", + "model.fit(train_X,train_y)\n", + "prediction = model.predict(test_X)\n", + "print('The accuracy of the KNN is', metrics.accuracy_score(prediction,test_y))" + ], + "id": "dbc1771235bc7a56", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the KNN is 0.9714285714285714\n" + ] + } + ], + "execution_count": 128 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:58:10.222463Z", + "start_time": "2024-11-25T18:58:10.111520Z" + } + }, + "cell_type": "code", + "source": [ + "a_index = list(range(1,11))\n", + "a = []\n", + "x = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + "for i in list(range(1,11)):\n", + " model = KNeighborsClassifier(n_neighbors=i)\n", + " model.fit(train_X,train_y)\n", + " prediction = model.predict(test_X)\n", + " a.append(pd.Series(metrics.accuracy_score(prediction, test_y)))\n", + "plt.plot(a_index, a)\n", + "plt.xticks(x)" + ], + "id": "463d92c2f0c2ec62", + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " [Text(1, 0, '1'),\n", + " Text(2, 0, '2'),\n", + " Text(3, 0, '3'),\n", + " Text(4, 0, '4'),\n", + " Text(5, 0, '5'),\n", + " Text(6, 0, '6'),\n", + " Text(7, 0, '7'),\n", + " Text(8, 0, '8'),\n", + " Text(9, 0, '9'),\n", + " Text(10, 0, '10')])" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 137 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### We used all the features of iris in above models. Now we will use Petals and Sepals Seperately", + "id": "cceec82f8019eeef" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T18:59:03.535041Z", + "start_time": "2024-11-25T18:59:03.531779Z" + } + }, + "cell_type": "code", + "source": [ + "petal = iris[['petal length (cm)', 'petal width (cm)', 'species']]\n", + "sepal = iris[['sepal length (cm)', 'sepal width (cm)', 'species']]" + ], + "id": "9b088d596655fe48", + "outputs": [], + "execution_count": 138 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T19:00:02.219116Z", + "start_time": "2024-11-25T19:00:02.200758Z" + } + }, + "cell_type": "code", + "source": [ + "train_p, test_p = train_test_split(petal, test_size = 0.3, random_state = 0)\n", + "train_x_p = train_p[['petal length (cm)', 'petal width (cm)']]\n", + "train_y_p = train_p.species\n", + "test_x_p = test_p[['petal length (cm)', 'petal width (cm)']]\n", + "test_y_p = test_p.species\n", + "\n", + "train_s, test_s = train_test_split(sepal, test_size = 0.3, random_state = 0)\n", + "train_x_s = train_s[['sepal length (cm)', 'sepal width (cm)']]\n", + "train_y_s = train_s.species\n", + "test_x_s = test_s[['sepal length (cm)', 'sepal width (cm)']]\n", + "test_y_s = test_s.species" + ], + "id": "2e8c1859b79b3875", + "outputs": [], + "execution_count": 139 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T19:00:23.885971Z", + "start_time": "2024-11-25T19:00:23.873029Z" + } + }, + "cell_type": "code", + "source": [ + "model = svm.SVC()\n", + "model.fit(train_x_p, train_y_p)\n", + "prediction = model.predict(test_x_p)\n", + "print('The accuracy of the SVM using Petals is:', metrics.accuracy_score(prediction, test_y_p))\n", + "\n", + "model = svm.SVC()\n", + "model.fit(train_x_s,train_y_s)\n", + "prediction = model.predict(test_x_s)\n", + "print('The accuracy of the SVM using Sepal is:', metrics.accuracy_score(prediction, test_y_s))" + ], + "id": "e8f296e63bc0f601", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the SVM using Petals is: 0.9777777777777777\n", + "The accuracy of the SVM using Sepal is: 0.8\n" + ] + } + ], + "execution_count": 140 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T19:01:04.618866Z", + "start_time": "2024-11-25T19:01:04.602292Z" + } + }, + "cell_type": "code", + "source": [ + "model = LogisticRegression()\n", + "model.fit(train_x_p, train_y_p)\n", + "prediction = model.predict(test_x_p)\n", + "print('The accuracy of the Logistic Regression using Petals is:', metrics.accuracy_score(prediction, test_y_p))\n", + "\n", + "model = LogisticRegression()\n", + "model.fit(train_x_s,train_y_s)\n", + "prediction = model.predict(test_x_s)\n", + "print('The accuracy of the Logistic Regression using Sepals is:', metrics.accuracy_score(prediction, test_y_s))" + ], + "id": "e264772b6b1248e4", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the Logistic Regression using Petals is: 0.9777777777777777\n", + "The accuracy of the Logistic Regression using Sepals is: 0.8222222222222222\n" + ] + } + ], + "execution_count": 142 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T19:01:32.092968Z", + "start_time": "2024-11-25T19:01:32.075373Z" + } + }, + "cell_type": "code", + "source": [ + "model = DecisionTreeClassifier()\n", + "model.fit(train_x_p, train_y_p)\n", + "prediction = model.predict(test_x_p)\n", + "print('The accuracy of the Decision Tree using Petals is:', metrics.accuracy_score(prediction, test_y_p))\n", + "\n", + "model = DecisionTreeClassifier()\n", + "model.fit(train_x_s,train_y_s)\n", + "prediction = model.predict(test_x_s)\n", + "print('The accuracy of the Decision Tree using Sepals is:', metrics.accuracy_score(prediction, test_y_s))" + ], + "id": "417ec57d4dc07caa", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the Decision Tree using Petals is: 0.9555555555555556\n", + "The accuracy of the Decision Tree using Sepals is: 0.6666666666666666\n" + ] + } + ], + "execution_count": 143 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-25T19:01:46.626243Z", + "start_time": "2024-11-25T19:01:46.606943Z" + } + }, + "cell_type": "code", + "source": [ + "model = KNeighborsClassifier(n_neighbors=3)\n", + "model.fit(train_x_p, train_y_p)\n", + "prediction = model.predict(test_x_p)\n", + "print('The accuracy of the KNN using Petals is:', metrics.accuracy_score(prediction, test_y_p))\n", + "\n", + "model = KNeighborsClassifier(n_neighbors=3)\n", + "model.fit(train_x_s,train_y_s)\n", + "prediction = model.predict(test_x_s)\n", + "print('The accuracy of the KNN using Sepals is:', metrics.accuracy_score(prediction, test_y_s))" + ], + "id": "9ddd96c1c4610780", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy of the KNN using Petals is: 0.9777777777777777\n", + "The accuracy of the KNN using Sepals is: 0.7333333333333333\n" + ] + } + ], + "execution_count": 144 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "Observations:\n", + "- Using Petals over Sepal for training the data gives a much better accuracy.\n", + "- This was expected as we saw in the heatmap above that the correlation between the Sepal Width and Length was very low whereas the correlation between Petal Width and Length was very high." + ], + "id": "4454fa82f0917ab1" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..6d07aaa --- /dev/null +++ b/requirements.txt @@ -0,0 +1,4 @@ +scikit-learn~=1.5.1 +pandas~=2.2.2 +matplotlib~=3.9.2 +seaborn~=0.13.2 \ No newline at end of file