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@commandantekaustav
Created November 26, 2021 16:06
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IML_Final.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "IML_Final.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMV9vsKgteQtaJzEO7zWkpD",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/commandantekaustav/f83c57ec0e826e3dade1fd3fa106298e/iml_final.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r2SeS66K_dFF"
},
"source": [
"# Assignment\n",
"\n",
"## Subject: INtrodcution to Machine Learning\n",
"\n",
"#### Name: Kaustav Basu\n",
"\n",
"#### Reg: 20370026\n",
"\n",
"**Statement:**\n",
"\n",
"> k-means algorithm for all the different distance metrics and extract the results.\n",
"\n",
"> In this manner, all the avaliable clustering algorithms for the same set if distance metrics.\n",
"\n",
"> Choose any tool, python, r programming, or weka\n",
"> Choose different clustering algorithms and different distance metrics.\n",
"\n",
"> Extract the results using some useful factors and compare each set of results"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 232
},
"id": "a9CFZfUvvJw3",
"outputId": "c0b9a4dc-470e-46db-9415-0ead7bf1e5f8"
},
"source": [
"# ! pip install -U scikit-fuzzy\n",
"# ! python setup.py install\n",
"# ! python setup.py develop\n",
"\n",
"\n",
"import random\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Warning\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"# sns.color_palette(\"rocket\")\n",
"palette = sns.color_palette(\"Paired\")\n",
"paletteSelect = [palette[0],palette[1],palette[5],palette[8],palette[9]]\n",
"paletteStdship = [palette[1],palette[9]]\n",
"sns.palplot(palette)\n",
"sns.palplot(paletteSelect)\n",
"sns.palplot(paletteStdship)\n"
],
"execution_count": 185,
"outputs": [
{
"output_type": "display_data",
"data": {
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"text/plain": [
"<Figure size 864x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 144x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Qn_h4alLWUgm"
},
"source": [
"def set_size(w,h, ax=None):\n",
" \"\"\" w, h: width, height in inches \"\"\"\n",
" if not ax: ax=plt.gca()\n",
" l = ax.figure.subplotpars.left\n",
" r = ax.figure.subplotpars.right\n",
" t = ax.figure.subplotpars.top\n",
" b = ax.figure.subplotpars.bottom\n",
" figw = float(w)/(r-l)\n",
" figh = float(h)/(t-b)\n",
" ax.figure.set_size_inches(figw, figh)"
],
"execution_count": 186,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "YtR8qzOEZc5b",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "4605e87a-0b46-465b-a219-e8e5515ee8e8"
},
"source": [
"marks = pd.DataFrame(pd.read_excel('/content/Copy of Placements (Responses).xlsx'))\n",
"marks.rename(columns={'Name':'Name','Register Number':'Reg',\n",
" 'Percentage of marks obtained in 10th Standard:':'X',\n",
" 'Percentage of marks obtained in 12th Standard:':'XII',\n",
" 'Percentage of marks obtained in UG:':'UG',\n",
" 'Percentage of marks obtained in 1st Semester:':'PG1',\n",
" 'Percentage of marks obtained in 2nd Semester:':'PG2',\n",
" 'Studentship':'Studentship'},inplace=True)\n",
"print(marks.columns)\n",
"col = marks.columns\n",
"marks = marks[col[1:]]\n",
"print(marks.columns)"
],
"execution_count": 187,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Index(['Name', 'Reg', 'X', 'XII', 'UG', 'PG1', 'PG2', 'Studentship'], dtype='object')\n",
"Index(['Reg', 'X', 'XII', 'UG', 'PG1', 'PG2', 'Studentship'], dtype='object')\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "OcPBQ6vMxkLr",
"outputId": "4f632a1d-ac03-4374-bfd4-0fe4b0e23a67"
},
"source": [
"marks.dtypes"
],
"execution_count": 188,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Reg int64\n",
"X float64\n",
"XII float64\n",
"UG float64\n",
"PG1 float64\n",
"PG2 float64\n",
"Studentship object\n",
"dtype: object"
]
},
"metadata": {},
"execution_count": 188
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GDXkgUNvZphl",
"outputId": "f28ffae3-d692-4bf1-c483-a678bf4fbb59"
},
"source": [
"print(marks[2:-1].isna().sum()/marks[2:-1].shape[0]*100)\n",
"for x in marks.columns[2:-1]:\n",
" marks[x].fillna(marks[x].mean(), inplace=True)\n",
"\n",
"print(marks[2:-1].isna().sum()/marks[2:-1].shape[0]*100)"
],
"execution_count": 189,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Reg 0.000000\n",
"X 0.000000\n",
"XII 0.000000\n",
"UG 2.739726\n",
"PG1 1.369863\n",
"PG2 20.547945\n",
"Studentship 0.000000\n",
"dtype: float64\n",
"Reg 0.0\n",
"X 0.0\n",
"XII 0.0\n",
"UG 0.0\n",
"PG1 0.0\n",
"PG2 0.0\n",
"Studentship 0.0\n",
"dtype: float64\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 493
},
"id": "3n3TL4RoHLhr",
"outputId": "8f5220e7-16a8-43ca-9944-f5e60d566253"
},
"source": [
"# print(marks.columns)\n",
"marks.sort_values(by='Reg',inplace=True)\n",
"fig, ax = plt.subplots()\n",
"\n",
"set_size(16,6)\n",
"plt.xlim(0,100)\n",
"sns.distplot(marks['X'],norm_hist=True,bins=20,ax=ax,color=palette[0])\n",
"sns.distplot(marks['XII'],norm_hist=True,bins=20,ax=ax,color=palette[1])\n",
"sns.distplot(marks['UG'], norm_hist=True,bins=20,ax=ax,color=palette[5])\n",
"sns.distplot(marks['PG1'], norm_hist=True,bins=20,ax=ax,color=palette[8])\n",
"sns.distplot(marks['PG2'], norm_hist=True,bins=20,ax=ax,color=palette[9])\n",
"plt.xlabel('Marks Obtained.')\n",
"plt.legend(['Percentage in X','Percentage in XII','Percentage in UG','Percentage in PG1','Percentage in PG2'])\n",
"\n",
"plt.show()"
],
"execution_count": 190,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1486.45x572.185 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 354
},
"id": "fLKNYkd3HJsh",
"outputId": "8051a7bb-e2a3-4589-d72e-52a9b67cbd1d"
},
"source": [
"fig, ax = plt.subplots()\n",
"\n",
"set_size(16,4)\n",
"plt.xlim(0,100)\n",
"plt.xlabel('Marks Obtained.')\n",
"sns.ecdfplot(data=marks[col[2:]],palette=paletteSelect)\n",
"plt.legend(['Percentage in X','Percentage in XII','Percentage in UG','Percentage in PG1','Percentage in PG2'])\n",
"plt.show()"
],
"execution_count": 191,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1486.45x381.457 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 781
},
"id": "ZftPQyAgAUkL",
"outputId": "77b2af27-3f2d-4825-d02c-e7b90ea65101"
},
"source": [
"sns.pairplot(data=marks,\n",
" x_vars= col[1:-1],kind='kde',\n",
" # y_vars='Studentship',\n",
" diag_kind=\"auto\", markers=[\"o\", \"*\"], corner=True,palette=paletteStdship[0]).map_lower(sns.kdeplot, levels=2, color=\".2\")\n",
"# plt.legend(['Percentage in X','Percentage in XII','Percentage in UG','Percentage in PG1','Percentage in PG2'])\n",
"set_size(10,10)\n",
"plt.show()"
],
"execution_count": 192,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 771.123x764.301 with 27 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 781
},
"id": "42iPXfmKzPIh",
"outputId": "b9608a26-cffd-4652-eaa9-fa2838d1151a"
},
"source": [
"sns.pairplot(data=marks,hue='Studentship',\n",
" x_vars= col[1:-1],kind='kde',\n",
" # y_vars='Studentship',\n",
" diag_kind=\"auto\", markers=[\"o\", \"*\"], \n",
" corner=True,palette=paletteStdship).map_lower(sns.kdeplot, levels=2, color=\".2\")\n",
"plt.legend(['Regular','Integrated'])\n",
"set_size(10,10)\n",
"plt.show()"
],
"execution_count": 193,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 820.782x764.301 with 27 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"id": "OWDvQm8zfgUW",
"outputId": "47e318fb-6096-4a5e-a7a9-ae08236263e5"
},
"source": [
"sns.jointplot(data=marks,x='UG',y='PG1',kind=\"kde\",alpha=0.4,\n",
" fill=True,hue='Studentship',palette=paletteStdship)\n",
"plt.show()"
],
"execution_count": 194,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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BbjHBaTXDaTU37ZSJGkC/KAlIVg3AzEQEh148h9eeOY3h49O44MJubNy5Av1r2hui/BJNZ3F4OoYDgQgOBKIYjaYw6HNgTasTa9tdVN7TkWQ2v0L8XDKLUDqLaDqHRFZAKicglRWQETgygoAc58gJ+TeceM1Y9ObjQI5zpFNZpFM5ZHMCzHYzYDEjyzlSWQFOmxkeuwU+pxVtLiv8bju6vHb0tDjQ43Ogt9WJFa1O9LQ4NBlra2DozSABycqABANRnHpjEm+9NoZj+8cQi6QwuLETQxd2YdXGLkNP2OScYyyaxpHZGA5Px3B4KoqJWBoDPgcGW/L7Ow34HE01B4pYSiKWxsjxGYyfCiI0m8DAej9WbO5G51AbMiaGSDKLUCKDUCKDuXgac/EMZmNpBKIpzMXT6PTYsbLdhaEON1Z3ejDU4cZQhxsD7a7lIDJ6c0hAstIRISdgeiyCsVOzGDkxg7NHpzFyfBrZTA59F7Sjd7ANK9b60dnvAzPgxV3gHOPRFE7OJXA8GMex2fz4iM3MMOBzYIXXjqEWJ/o9dsOtw0fUj2QsjbHTQUycncP0aBjt3V6s2tiJlWv96BlsW1LCzuYETEfTmAwnMRlOYiKcxGQ4hfFQAjPRNHpaHLigw421XR6s7vLggg4PLuh0w988GXpT/BBaQ7KqMbmsgGAgipnxCKbHI5gaCSMwHMLkuTlMj0XgbrHD3+uFv9eLzn4fula2wNdeu/2NKiGRyWE8lsZoNIWRcBJnwkmcCycxEknBYzWjz2NDj9uGFd68oOq5Iy7RWOSyQv59MBzC9EQUc1NRtHd50DvYhu5Vrejs96G92wOzzLhlJidgIpTEeCiJsVACgXASY3P5/+ccWNnuxKA/n4UN+t1Y0ebEyjZXo5UWjfPmNxAkqwrIZQUkomnEIknEQilE55KIziUQDiYQmoojOBVDaDqGuakYYqEU3K12+NpdaPG74Gt3oqXTjbZON9q63LDqdGEXOEcsk0M0nUMolUUolUUwmUUwmcF0IoNAPI2peAZTiTRSWQF+pxUdThv8Tgs6XTZ0uazodtvgtBi3JEkYn1xGQHAqhtmJKEIzMYRmEogGE/C0OtDS4UJrpxutHW5425zwtNjh8jng8tolG4oiyQwmQvlMLBBOYSaWQiCSwlQkhWA8jVanDV0+O3p8DnTP3zo8Nvg9drS7bGhzWdHitMLntMKhb5MPyUqCppXV8FvTeOCrzyOVyIAL+bEULnAI8zcucORyAoScgFx2/pYRIAiV/z4cLitcPjvcPjs8LQ542pxw++wVryBxMpXBI3MxZDnAwecHt/M/tIC8cAQAOQ4I4MhxIIfqDG5ngMtkgtvE4DGZ4DWb4GQMBkr0iCaHCxypRAapRAbJRAbpRA5cEFQdg5kYTCaW/9dsAkxA2mxCymJCysyQMjOkTflbNZgYYDGbYDUxWMwmWEzzXZMmBhNjMDEs/D8YYGIMDIDdYsIXb92MS1a1SYZfVVBNSkPLijH2KwAdUt+zW1wtPkfnmkqOy8E5OBc4uCD+yznPcQjivzm1x0xnEw6bxZlU85yczWbPuFyVLUOR/7tycM5Z/msODs7yP5t4v+I/fjYZMVscXtU/t1Gg+PVF4/jFxnkTA2PI/4fl71/4niIyQiok8FxG4iVMMJnMYMzEmMkkJKM2k9PHwRgDYyYGZqq2Vp8NBU4JiXBQ4lvTnPObqjl2M9LQsmokGGP7OOc79I6jUih+faH49aXR428GGmbEkSAIgli+kKwIgiAIw0Oyqh/36h1AlVD8+kLx60ujx9/w0JgVQRAEYXgosyIIgiAMD8mKIAiCMDwkK4IgCMLwkKwIgiAIw9PQsrrppps45rfYoRvd6Ea3Jrkpoomvf5I0tKymp6f1DoEgCEIXltv1r6FlRRAEQSwPSFYEQRCE4SFZEQRBEIaHtnQlCKJuZDIZjIyMIJlUtVtOU+JwOLBixQpYrVa9Q2kISFYEQdSNkZEReL1eDA4OVrsdVEPDOcfMzAxGRkYwNDSkdzgNAZUBCYKoG8lkEn6/f1mLCgAYY/D7/ZRhqoBkRRBEXVnuohKp9vdwejqGrz/xlkbRGB+SFUEQRAMSTWWx581JvcOoGyQrgiB05Utf+hIuvPBCbN26Fdu2bcPLL7+Mr3/964jH46qP5fF4Ko7jvvvuw9jYWMnH3HXXXdi9e/eS+8fGxnD77bdX/NqVIiyjLZ5IVgRB6MZvf/tbPPbYY3j11Vdx8OBBPPHEE1i5cmXFsqoGJbKSo6+vT1JitYZkRRAEUQfGx8fR0dEBu90OAOjo6MDu3bsxNjaG6667Dtdddx2AxRnT7t27cddddwEATp8+jcsvvxxbtmzB5z//+UXH/sd//Edceuml2Lp1K77whS8AAM6cOYONGzfi4x//OC688ELccMMNSCQS2L17N/bt24cPf/jD2LZtGxKJBO655x5s2rQJW7duxec+97mF4z733HN4+9vfjgsuuGBBUGfOnMHmzZsB5KW3a9cuXHvttVi7di2++MUv1uaXByArkKwIgiBqzg033IDh4WGsW7cOn/rUp/Dss8/iM5/5DPr6+vD000/j6aefLvn8z372s/jjP/5jvPHGG+jt7V24f8+ePTh+/Dj27t2LAwcOYP/+/XjuuecAAMePH8enP/1pHD58GK2trXjwwQdx++23Y8eOHfjRj36EAwcOIB6P4+GHH8bhw4dx8ODBRSIcHx/H888/j8ceewz33HOPZFx79+7Fgw8+iIMHD+KnP/0p9u3bp8FvaykCyYogCKL2eDwe7N+/H/feey86Ozvx+7//+7jvvvsUP/+FF17ABz/4QQDARz7ykYX79+zZgz179mD79u24+OKLcfToURw/fhwAMDQ0hG3btgEALrnkEpw5c2bJcVtaWuBwOPCxj30MDz30EFwu18L3brvtNphMJmzatAmTk9INDtdffz38fj+cTife97734fnnn1f8M6kht4xkRZOCCYLQFbPZjGuvvRbXXnsttmzZgvvvv3/JYwrbvIvnJkm1gHPO8Td/8zf4xCc+sej+M2fOLJQcxddOJBJLnm+xWLB37148+eST2L17N7797W/jqaeeAoBFz+cyY0bFMdWqXZ/KgARBEHXg2LFjCxkPABw4cACrVq2C1+tFJBJZuL+7uxtHjhyBIAh4+OGHF+6/4oor8OMf/xgA8KMf/Wjh/htvvBE/+MEPEI1GAQCjo6MIBAIlYyl8zWg0ilAohFtuuQVf+9rX8Prrr6v6uR5//HHMzs4ikUjgkUcewRVXXKHq+UrJ5ISaHNeIUGZFEIRuRKNR/Omf/inm5uZgsViwZs0a3HvvvXjggQdw0003LYxdffnLX8a73/1udHZ2YseOHQsS+sY3voEPfehD+MpXvoJdu3YtHPeGG27AkSNHcPnllwPIlxt/+MMfwmw2y8Zy11134ZOf/CScTid++ctfYteuXUgmk+Cc45//+Z9V/Vw7d+7E7/7u72JkZAR33HEHduzYUcFvpzyZ3PLJrJhcGtsI7Nixg9dq4JIgCO05cuQINm7cqHcYNeW+++7Dvn378O1vf7vsY2V+H4pqhvbetXzN3d/C4S/eVEGUhkby56cyIEEQRIOSpjIgQRAEUQl33XXXwjywWrOcyoCUWREEQTQgy209YJIVQRBEA2JaZrYiWREEQTQgy0tVJCuCIIiGZLllVtRgQRBEw7DjS49jOprW7HgdHhv2/e31JR/j8XgW5nUZCZNpecmKMiuCIBoGLUVVi+PVk2XmKpIVQRBEI7LcyoAkK4IgiAbEPJ9aNfIqRGogWREEQTQgYl6VyOR0jaNekKwIgiAamFAio3cIdYFkRRAE0cDMxUlWBEEQhqLDYzP08fQgGG/cjkY11GyeFWPsBwDeDSDAOd88f9/7AfwdgI0AdnLO9xU8/m8AfAxADsBnOOe/rlVsBEE0JuXmRNUCI86xKmQ2tjxkVcvM6j4AxRutHALwPgDPFd7JGNsE4AMALpx/zncZY/K7pBEEQRBwWE2YaeC5Ymqomaw4588BmC267wjn/JjEw3cB+DHnPMU5Pw3gBICdtYqNIAiiGWh12jAVTekdRl0wyphVP4Dhgq9H5u9bAmPsbsbYPsbYvqmpqboERxAEYQQKr3+JSBAtTismwkm9w6oLRpGVYjjn93LOd3DOd3R2duodDkEQRN0ovP45vW1oc1sxESJZ1ZNRACsLvl4xfx9BEAQhQ7vbTrKqM/8D4AOMMTtjbAjAWgB7dY6JIAjC0PjdtmVTBqxl6/oDAK4F0MEYGwHwBeQbLr4FoBPAzxljBzjnN3LODzPGfgLgTQBZAJ/mnC+PNUQIglDMPbf9EJHZhGbH87Y78eVH7ij5GLPZjC1btiCbzWJoaAj/9V//hdbWVs1iqAaP3YKcwBFKZNDitOodTk2pmaw45x+U+dbDMo//EoAv1SoegiDyvDWhvHtsXY+9hpGoR0tRKT2e0+nEgQMHAAB33nknvvOd7+Bv//ZvNY2jUhgDun12DAfjaHG26B1OTaHNFwliGaBGUHLPM5q49ODyyy/HwYMH9Q5jEd0+B4Zn49jcR7IiCKIBqVRQpY6nl7CSGUGX1y0kl8vhySefxMc+9jG9Q1lEp9eOMzNxvcOoOSQrgmgitBaU3PHrIS0jCAoAEokEtm3bhtHRUWzcuBHXX1//JZ9K0e1z4HggoncYNcco3YAEQVTBWxOpmouq+PVqRTIjGEZUwPkxq7Nnz4Jzju985zt6h7SIvlYnTgaMvX6hFpCsCKKBqbekil9bK0RBGUlSxbhcLnzzm9/EV7/6VWSzWb3DWWBFqxOnpmJNv2MwyYogGhA9JVUcRzWoFZS3zVnV6y05Xru6423fvh1bt27FAw88oGkc1eBzWmE2MQQi+p8PtYTGrAiigTCCoIqppPGi0gzq73Z/qKLnFeOwKv+cXrxFyKOPPqpJDNXCOSDk8r/HAb8LRyci6PY5dI6qdlBmRRAGR8yijCgqESXxvTWRQibHDV3qayQSsTTeem0cQL4UeGQ8rHNEtYUyK4IwKEaWkxyNEnMyI6jKrowI5xyh6XzL+oDfhUNjIZ0jqi0kK4IwGI1ywa8UzjkYY3qHoTtaNESIRxj0u/Hrw5NVH8/IkKwIwgA0u6BEmMWO4Ows2trbl7WwOOeYmZmBw1HlGJOQ11V/mxPjoQRiqSzc9ua8rDfnT0UQBme5yKkYq7cHM3MTmJ7Wf+NUq1lfWTocDqxYsaKqYwjz2ZnFZMJAuxuHx8LYOdSuRXiGg2RFEDVmuYpJCpPZAntrdRdorWiKtQ4LKokXdLhxYDhIsiIIQhkkJ6JecOF8Z+UFnW68em5Ox2hqC8mKIDSABEXogVCQWa3p9OChV5t3g3WSFUFUAUmK0BMhd95WPS0OxNNZBMJJdDXh5ODGnmhAEDph9Em6xPJAKEitGGNY2+XFq+eCOkZUO0hWBKGCRpLUuWAO54I5vcMgagjPLV4NZHWnG/vONqesqAxIEAoxuqSkxNTdYsG54OIVwgfazPUKiagxOWGxrNZ2e/Hzg+M6RVNbSFYEUQYjS6pQUN0t0m/nwvsnQ1mcC+ZIWE2CkF28CsaaLg+OToaRyuZgtzTX35jKgARRAqOKqrDE191ikRVVMeJjqTzYnDisZvS3OnFotPnWCaTMiiBkMKKolGRSShDLg0bJsJTIU8tYm2FCsNxyVWu7vNh/NohLVjXX5GCSFUFIYGRRVSMpqWPqKSyl8qXypXLWdHmw98ws7r56td6haArJiiCKMJqoaiEp8XiTIX22Z1f7M4mxkrDOI7cO8LpuDx7Ye67pVrenMSuCKGC5iEovxLE2NeNsIs3yO9AKORF1eOzgAEbmEvUNqMaQrAhiHiOJqpqLeiWvVWuKG0IqhZpDCph3VfFcq/zkYA8ODDfXOoEkK4KA8UQF1CeTqMdrVNK1WEuaobmikHg0veS+oQ439jfZ5OCayYox9gPGWIAxdqjgvnbG2OOMsePz/7bN388YY99kjJ1gjB1kjF1cq7gIopjlKqpaU8/scDkTDy89f9d0eXCgyVZgr2VmdR+Am4ruuwfAk5zztQCenP8aAG4GsHb+djeAf6lhXASxgFFE1WwX9maSrtGJSoxNDV1VQJMAACAASURBVHW4cWwygmxRibCRqZmsOOfPAZgtunsXgPvn//9+ALcV3P+fPM9LAFoZY721io0gAGOJCmieC7uRf55mKwGazAyh2aWyctks8HtsODUd0yGq2lDvMatuzrm4cNUEgO75/+8HMFzwuJH5+5bAGLubMbaPMbZvakr/rbGJxoREpT3Nlh0akcLrXzoeht1pRUhGSIN+V1OtZKFbgwXnnGPRpsyKn3cv53wH53xHZ2dnDSIjmh0SlfY0089iZAqvfzaXDw6XFcEpaVn1t7lweDxc5whrR73PrEnGWC/nfHy+zBeYv38UwMqCx62Yv48gmpJKL+4nZuTbttf4K5ssW+3SS40iqmYrAQLIy2o4Ivm9gTYXXjg5XeeIake9z67/AXAngC/P//uzgvv/hDH2YwCXAQgVlAsJQjOMkFVVcnEvlFR/q/TzTsxkKxZWpdRbVHqtuGFUHC4rYuEksukcLLbFf/sVbU6cCER1ikx7anaGMcYeAHAtgA7G2AiALyAvqZ8wxj4G4CyA35t/+C8A3ALgBIA4gI/WKi5i+aKXqNKz8YX/n4kLsALwOc3IBvPzYyxtrpLPF0UlJ6nix9ZDWHpmU5VkgM2YVQEATAy+diemx8LoGWxb9K0Orx3hRAbRVBYeu7GzXiXU7CfgnH9Q5lvvlHgsB/DpWsVCEPWgUEpSzMQF+JxLL7TZoPTzpmICYk6nIkkBeZmNzlWeeZSLX6QS4RK1o7XTjclzc0tkZWIMva1OnJmOYXN/i07RaUfj65YgFFCLrErpxR2QF5UcU7H8/Jh+pIA5idhb3YqPVYyUHK2JHOAq3281E8/HVfyziMespbQqLQE2bVY1T2unB+Nngrjo6qEl3+v22nF2Nk6yIohGQEtRqRGUiHiBV4ooqlZnCXnMSXeAuRMCssHaNPnKiaqQWkuLVlxfir/Hg5OvSw/x+z12jMhk7o0GrQ1IEApIz8arEpXSrEqRqHRA7c8hV9qsN82eVQGAr92JZCKLaGjp5GC/x4aRYHOsvm6sdwRBaEw1WZUoqEokBVQmqlanyVCimokLCyVMNWVMIC8sraRFXYDyMBND5wofRt6aWfK9dpcN4xISa0SM864gCINQjaBEKhWVkVD7M9QatSXA5ZBViXT2+3DmcGDJ/S0uK6YjS1dlb0SM9e4gCA1Rm1VpISmgMUXlc5oX4hazKfH+aqk2u6Ksqjw9q1px9tjUkr2tvA4rZuMkK4IwLGpEpZWkgMYUlUihsCop+5WiWmFRVlUat88Ou8uGibOLtwXx2C0IJTI6RaUtxniXEIQOaCmpQtQ2UxgJrSVVLZRVKad3sA0nXp9YdJ/LZkY01Ry/Q5IV0XSUy6pqJSk1c6lq0fU3lzCe/AqpNLuirEoZ/Wva8daBMYCfXx/cYmIAB9JZY58bSiBZEcuGWkkKUDeXqpbt6Z3u5nlLU1aljha/E4yxRaVAxhhsFhNSWfkFkBsFmhRM1I3AqPTq0OXo6vdW/Jq1klMhasapjDqPql5kg3FVE4Ypq1IOYwwr1vhxdN/ooqWXrGaGTE71bkyGg2RF1JRKBVXuGHICe2siVRdBFeNzmpENl2/qsKQ4XDYGYf5HMnm1ubgavQSoFsqqKmPlOj9+88gRXP3eTTCZ8x+ITIwhJ5CsCEISLSRVyfHTdbzIpcNpRNMCXFYTspn865pcNtnHB2ICYANcBRmYEFkquEoF1iwlQFFUlFWpx9vmhMtnx9mjUxi6ML8ROwfAmL5xaQHJitCUWkuq5GvXSVTpcH7eSjQtIGezwaSgpBeYL/+1FZcKnUUX2ERqkcC0yrwaDRJV5axc14HDLw2flxXnMDeBrZrjoxhhCPQUVT1Ih9NIh9Mwu2wwu2zI2WzwqRh7WiIqKZz2RTchklp0k6LRSoClugKp/Fc9A2v9GD42jUQ0/6Eqk+OwmBtfVpRZEVWzHCQFAOaCEt9sXFAsqkBMUCYqKQozr4S0sCxpjrZOR2XHNxBU/tMGq8OCnsFWHN03gu3XXoB0ToDN0vh5CcmKqAqjiKoWJUApSQF5USkloOXE3+KSoUg6qai5QykWn34XfxKVNqza0IlDLw5jy1WrAA7YzCQrYhljFFFpjSgpYKmoRDQv/1VIMJFDV5t2F2whnl4kvnqJi8p/2tLZ70M6mcG503Nw2cxgTTBmRbIiKqLZRSUnKbVZVS1FVQsKuxlFcdVaWFT+0x5mYhjY0ImDe4fhtjfHZb7xc0Oi7hhNVFqVAJWKqlRWlZ5LIT2XwsxkEuZoGtm51KKblgQTtV2VQBSXliXGYkhUtWPVxg4cPzIFj72xPjDJ0RzKJeqG0USlBeUkVUixqNISArJ47Mgw6dXUpYRlaa38wttV47lVhcKqVYZFW9XXBpfHDmeHC7FU4y+1BJCsCBUsZ1EVlv+KBWXxLL6Il2qqYJ7Fr8Pns6+FYykUV62zKim0FtZkKFuRqCirUo6v34eJqajeYWgCyYpQxHIWlYgjlUF63ivFgipG6dp/xfIqzrxKyavWWVUhJpdN0zGsShsqSFTqsLU5kDsxjbmpGFo73XqHUxU0ZkWUxciiqnS8So2oZuMCML81uMVjLymqQJWbKTKPbeEGoGbjXZVQaikpNYTns0Iq/9WeuMDR2+7CK0+c0DuUqiFZEcsONaJKBlNAJA2HjZXNpjSdU4XF4mIe24K0wlMJmKNpyfEyo1ONqCirUk88k8Oq/ha8sqfxZUVlQKIkRs6qKkGtqOJpDk+78tUharn1h5htZRLCQgmwlLBsVTRuyGFy2SouBYqi8rvU/45IVJURy+QwOOTHqT0nERgJoWtFi94hVQxlVoQsJCoOwWlVdGytsyqliGXJ4htwvo1evOkJiUofYukc2p1WrNnagwPPntY7nKrQRVaMsc8yxg4xxg4zxv5s/r52xtjjjLHj8/+2lTsOQShFdekPgOC0Kt6mHqjPhopzBVlVKcrJq56QqPQjksmh1W7B0OZuvPYMyUoVjLHNAD4OYCeAiwC8mzG2BsA9AJ7knK8F8OT814RONEJWpbS5ohJRRc3KK+TVNlXUAzlxVYrSicLViIqonkg6L6sVa/yYHA4hrMPGpFqhxxm0EcDLnPM45zwL4FkA7wOwC8D984+5H8BtOsRGNBmViMrmzT9WSValV/mvGoqlpRalXYHVioqyqurICRzJbA4+uwVmiwkD6zpwZO+I3mFVjB4NFocAfIkx5geQAHALgH0Aujnn4/OPmQDQLfVkxtjdAO4GgIGBgdpHuwxphKxKCZWKSs36f8D58l96Vt2F39au7mKs9b5VFo8d2Wg+w9KyGUOLbIpEJU3h9c/h6yr52FgmB7fVDNP8IrYr1/lx+OVhXHbTuprHWQvqLivO+RHG2FcA7AEQA3AAQK7oMZwxxmWefy+AewFgx44dko8hiGoyKkB5VsVCaaQT51e0NqvokpOTWymJaT0RWGthkahqS+H1r6V3bcnrXzyTg9d2/hK/cn0HXvnWS+CcN+Qq7LoUkjnn/845v4RzfjWAIIC3AEwyxnoBYP7fgB6xEY1PNaLKb6qorKmChdJw2hjMPvvCTQ2Fzyt8fno2tehWa8rNH1MKicpYxLICfAWL2Lb4XWAmhsBwSMeoKkeXeVaMsS7OeYAxNoD8eNXbAAwBuBPAl+f//ZkesS13GqUEWK65QukSSsBiUSkhOZNCJMXh6dB+d14p4YnCYmmOZDL/idjh1/6iXk12RaIyHvFMDl7r+Us8Ywz9q9tx8uAEugdadYysMvRq0XmQMfYmgEcBfJpzPoe8pK5njB0H8K75rwlCFelwWrGoksHUotIfUL78J4oqq9HSQ0oQs66sywZri20hDvGmBZVmV+FEDuFEDn6XiURlMJJZAR7b4vO5e1UrTr4xqVNE1aFLZsU5v0rivhkA79QhHKJJKNzhtxxi+U9ESVYliiHrsqFVx1ZsUVgihcKqNuNSk11RW7qxkZJVz6pWPLP7sE4RVQedZURTUG1DBVA6qxKFEDQrW9GinlhblmZclaA0uwonBESZBd5sVhNRUVZVG5I5AW7r4nO6o8+HmfEI0kltNiytJyQrYoFGHa9Su9UHsFhU5ZoqikWlZ1ZVimJpaU04ISA83z7frtHvgERVO7ICh8Oy+O9ktpjg7/Vi9OSMTlFVjjHfdQShELWiKh6nKlf+Ey/6ogSMKqpCRGlVmmUVTxQulhSJqjHICBx289K/VUe/D8PHSVYEUTcqEZUU5ZoqrC02BKKNN6WvkiyrsBRYK0kBJKp6kBUEWE1L51P5ez0YIVkRRH2oVFRqs6pCUTVCVlVMcTOGUmolKQDoaqGdieqBwAGLhKw6+nwNKSs6a4iGIhDKVjRGBSxtqADks6ribEQrUaUCScWPtXdpM49LLAkq6RQMJ3IwpTna22ojZhJV/eAcYJCQVa8XE2eDEAQOk4TMjAqdOUTDEJpOIp0QVEtKaj5VqaaKwnGqQJRXJarJ4QQAoNV+/qJgbVNWAlsiNk91c7tKCUtsQwcAl602FzASlTFwuG2wOayYnYigo8+ndziKobOHaAhC0/kLdyWiKkbJnKpqxqnGIhzmufOiSXvsC2uH9XuUi6BYavHJJOLzOzy4VGZd1hYbMiHpeWiiqMRyX1pBU2gunobNp/xvQaKqP4wBHNLncGe/D6MnZ0lWBKEVoqQAIM7Una5y86mA0uW/asapJocTMAPw2ExgEpNrR6OCKmEVIvhssLtNSAWTiM9nXWqlVUyxqGoBiUofTCzfESiFv9eL4ePTuOiqwfoGVQV0FhGGRRSVtzV/QY4r3GwRkBeVkvKfiBpRieU+APB2OWUf53eZqhJWICagqy3/+xClpVRYxWNXtRYVSUpfLCYTMjn5zOrs0ak6R1QdjdfeRDQ9oenkElGpoZSoZJ9TNE6lBlFU3i5nSVEVMlpBibGtaDdi+7y04iqaNkRIVM2P1cSQzkmf810rWzD81nSdI6oOkhUBwBirVxRLqlBUkwqyqmQwVbL0B0iX/6REpTSrKhSVUrRcS68SYZGolgc2M0Msm5P8ns/vRDaTw9xUrM5RVQ7JitCdUpJSSqGkpEQll1UVr1ABKBNVKpDE5HACaY9dlahE8uVAbSYaqxFWMq3tcknFKBFVV7+3Jq9NLMZhNiGWlpYVYwy9g204dahxVmAnWRG6oVRS5bKqctmUKKrirKpYVErb1FOBJOZSHGmPXZcVxwOxpeIVhaUERzyjZTgLUEZlLJxWM8IysgKAnqE2HH9tvI4RVQedXUTdKezwqySLEiknqUKUiEoJoqgqyaYWjjGe7z/3ABid4mizL222cPVJH7/NaUIwIT/2VqrhIpwQ8nO10trLikRlPFwWEyJp+Q96K9f68dRPDtUxouqgM4yoG1pLCigvKqnyn5yoymVVlYpKlJOI2X/+Z8/GBNi8S183Pna+u1BOXMXY2xxIBUuXAttdJqSUb/ulCBKVMfHYzJhLycuqc0ULonMJzE5G0d7tqWNklUFlQKIuVDomVVgCLG6gUJJRAYuzKqkxKqA2okqNxxdEZfY7Fm6F+N0mjEaWCtXW4YCtY34saiyxSF6VEC6RjaklFz9vOxKVcfFYLZgrsW+VycQwuLELb7xwto5RVQ6daURNOwGraUEH1GVRxRTOqZKTlJJxKrWiKsykiuWkFlFY6ekk4mMJRVmWXClQy6YKm89GojI4XpsZkXQWOYHDLLMG4NDmbux/+hSued+FdY5OPZRZETWh2rlSwckkzp7Jt9WqyaJExPJf4Z5OUqIqRSqQRCqQRMBqUyQqqUxKKVLZVSGFWRYg3WQBqGu0qAYSlfExmxjc1tKlwMFNnRg9PtMQLewkq2VOLbKqatrQg5NJBCfzz69EUiLCXBq2eP5NWriDrki5cSpxEdmA1aao469SSQH5UqASRGEVTw4uRzghaJpVeVW+PqEfbQ4rAnH5QUqL1Yw123rx0q+O1zGqyqCzjtAMMZtSKylRUMHJJFr8drT47UhaSm+IKEV8OoX4dArTY3nRSEmqEC1EJWZTlUiqmHLZlUi141elSEdKd190U0bVULTaLSVlBQAXvm0lnv/ZmxBkVrswCnTmLWO0zKoqKfmJGRQAtCjYa0mK+PTi9fxiNitgA3wlPv3LjVOJkrK22ctO2NVyXArIZ1czMqW9QmwdDqSn1axWof4C5JDZwoRE1Xi0OiyYjJWWVc+qVjjcNrzx4jlDL2xLZx9RFXpIqlhQ9oLVzWNxoayopJASlVxWVVjy0wNbhwOx8QQw5FL0eC1KgKKoInPq1yEk9KPNbsFYdOk2OcVsv2YIv/rP17D1ylVgzJgbMlIZcJmiRValVlTFpT45UUmtWCGW+ERR2VvtCzeRcvtUSY1TiU0U1ja7IUSltBRYjkoWt5WjOKNq6dBH0oR62p1WRbJafVEPYpEUjrwyUoeoKoMyK0I1aif3ipmU2iyqVAYlR6msCjgvqsJdeMVNDkuJqh7ZlNJSoEh0NAFP/9IuRXFysFQJMDWXgqtD+d+BSn+Njd9pxbgCWZlMDJfduBaP/MtebNixwpDb3dOZuAypJqtSk01VIqnTJ8+30CqRk8isgvIfn00hFZXeXr6WoooPR8s+xrVS5QoCLTYgUX7ZpGpKgLUSVWA0QovZ1ol2hxUzySyyAoeljIDWXNSDA8+exsu/eguX37K+ThEqh2S1zKiHqNRKambsfJajRlAipcp/8UASkfnDu2xsyVbxhRSLqpSkTodLZ0DmyRg6HOcvDrZu+Xla6cnEeaG1KxuHqjWUUTUHFhNDqz3fZNHvLf3eYozhqts24Wff24uLrhqEq8zj640uZyRj7M8B/BEADuANAB8F0AvgxwD8APYD+AjnXONVzJY3tRaVmsaJQkEBQGunA5Nh5TsBFyNmVVJjNYLPVnJu0miUKxZVoaR6PEuPmR7JSycEYNRpx5CvfGYjiiw9mYBzNo5RuNAvsV6gGpJpTp9ECQBAh9OK0WiyrKyAfGfg0JZuPPSdl3DHPdfUITrl1L3BgjHWD+AzAHZwzjcDMAP4AICvAPga53wNgCCAj9U7NkIaNaIq1TgB5CUliqq107FwU0tsMonYZBKB4QSyMynEA8kFUdnbHAu3kK30pOLiFvVS86ZEUfV4TEtElR6JIj0SBetygnU50brSteg5ShClJUxos5qA2hJgOpKGo81el6zKCJt9Lhf8TitGI+XHrUTe/u71OPzyCN7cO1zDqNSjVzegBYCTMWYB4AIwDuAdAHbPf/9+ALfpFFtTUsnFQckk3+IOPzmkJFVIqaxKFFPhDQAc7XYwnw0t3c5FghIRlySSy6oKx6mKl0oqplBUhRRLqpDu+cdWIqzIufLjXI5OO6Kj2k4QpvJf8+F3WDGsQlZ2hxXv/P0t+K///1lEQ8aZqlD3M5NzPsoY+ycA5wAkAOxBvuw3xzkXr1gjAPrrHVuzUqmoAPlsSmnJr1BQSolNLn6DONqlj1+4UK0c5UTlCSWRCuXvUyspkWJJFdLtMWEyqq4dXWh3ADHlF5dixG3r1VLud0k0Jh0uK16dVHcNGFjfgbUX9eL+Lz2DT33lRkPMvdKjDNgGYBeAIQB9ANwAblLx/LsZY/sYY/umpqZqFGXzUEtRlcqmxExKSZlveiSxKGtytNsX3aQoO6cqJpReQ28qAc/8p0a5pZKkRCVmUgAksyk51GRXIkqyKzncNv0vLuWgUqB6Cq9/6XhY0XM6FM61Kuby31mP4GQUj//366qfWwv0yPnfBeA053wKABhjDwG4AkArY8wyn12tADAq9WTO+b0A7gWAHTt2KNvelVCMGlFJoTSTmh45X74KJ3KyUiqFXCYgtyK5uKZeMMXhsbGSrehyogJKZ1JSVJJdOXocSE5Il2CC8coyp1J0t1gQmtH+uIS2FF7/WnrXKrr+tTusmE1mkckJsJqV5ydmiwk337kdP/naixhY34kNO/Qtdukhq3MA3sYYcyFfBnwngH0AngZwO/IdgXcC+JkOsTUVaj+5lhKVUkkBpUVVKKm2nvm9miRWrChFuawKOF/+K170dcpuA+yAucRK58WiUlryE4mfmVtyH08KOAWgYz4u31Br2eMA+ezKO7B0DlaXRCciUHkJUC9ozlXtMZsY2uwWTMbTWOFV18zkbXPixj/Yhh988Sl87ru3omtlS42iLI8eY1YvM8Z2A3gVQBbAa8h/Uvg5gB8zxv5h/r5/r3dszYQeopKTlJSgRKSWVlKCz2mWbC4Ip/MfNuPWfBnMVrA0kLiUUaktOeREVU5SxYKy9i6eL+UHMBHlcPjycYVP5x9fSlqlsqtStLtMSKp4mtqmitB0kpZcajD886VAtbICgBVr/HjbTWvxnb/6Ff7qX3fB7dPnb69L6w/n/AsAvlB09ykAO3UIp+mol6iqkVQ5wjJdbrF5GUWtJjg6F8cUiAqAE2hzyTcKKBVVJZIqFlQpHH0uJMfiCJ+eK5tlyWVXeuBtdWi+mC1lV7Wn3WnFeLTyaaub3z6AuekYvnfPHnzma7fAaq+/OipusGCMbdAyEEIfai2qth6HrKjErCo8mlhyc3XaJW/mNjva+pxLRCUiJ6rRiKBok0OlooqfmVsQlbXXpUpUIo6+/HPELEvyMWUkX9i+XkkJsDCravHbF3V5Es1Dq92iaI3AUlzx7g2w2Mz4j79/Wpe9r6rpBtyjWRSEZqjJqioRVbkuv+mRBKZHEiUlBQCTp+MLYgKwREpSzMblx5MDJRoYlKxkfjosoH0uLjtnqpBqJVWIEmEVUq65Qs1E4GrmVIVU7KmlBOoMrC3tDgvGq5gOAQDMxHD9h7ciGIjif3/tBXBe3/62kmcrY+ybct8CoGyEmKgbWopKbTalpOQ3efr8hoXhRE5WSqUotVhtpeW/c8cjMAOAnSmWlJaoKQkC8s0VSrC32hGfVrfyejG1KAUStSW/vb2yVvdSWCxm3PKHF+Ph77yM/7n3Fez6RP1Gbsqd9R8FcAj5SbuFt30AaN0+A2EEUcllU5On4wui8vc54e9zqhbVbJzLiioQFSou/507nv+9ta501VxUPR6G02HpT6NihiX5vR5H2TlXxSVAR7t9yeTqQrRYqULr7IqoHS12C6bKbG+vFLvDils/cSn2P3UKe350QJNjKqHcGfsKgEOc8xeLv8EY+7uaRETUFC1FVSgpKQozKX+furlJhdSi/BcfjmI6yZFqcywsiyT5uBplU3KET88BXb6KnqvFjsBA/jxo6y49VkaNFo2F12ZGLJNTPddKDpfHjts+uRMPfvsl2J1WXPO+CzWIsjTlor4dgKQ6OedD2odDVILaen+tRSWVSS36frj8PkzFaFX+iw9HF7bjMJqoSmVXQOnxqpSKxohSyyqp3SCTsqvGwMQYfDYLZpOV72xQjKfVgdv+eCd+9Z+v4cWfH9PsuHKUlBXnfJZzHi/1GEJf1Jb/1IpKqpGinKgAaUlVQjVZVaGoCiVl63Zi1Cl/URY7/bRooFBLLCXAORWS/F56LCY5XpX2WFW/TvEWLcUo6QoUzyUSVmPgtVsQTKr/oFiKFr8Lt31yJ372r3vxyhMnND12MSVlxRjbxRj7dMHXLzPGTs3f3l/TyIiyVDJOVUw5URVSqtOvOJuSox5ZlVj+EwUVH47C1u1cuInzqaSyqlpmUxNRjiFfmTX7utySd5drYZdbC1Bq3KrcUlhqsislO0argboCa4fXakYwpV1mJdLW7cGuT1yKn37jRbz+mzOaH1+k3JjVXyG/15SIHcClyC8++x8AflqjuAgNkRunkvv0LCcqoHw2pZbgWfm9m8QJwFziQhxJcrhsJkhd2oQUh9vGSu7OW29RqSV4ag5tF1TXcOtotyM5u7hdudunvLFCydiVCK1qYXxcVjNCGpYBC+no8+E9H78UP/zKc7Dazdi0c6Xmr1HuzLVxzgt34Hqecz4DYIYxJv0RkKgLSj+BlhOV1DyqWolKzKqKBeXtlb7IZWS2AAlEBZg8gEOioWAswgE3YJPpAJRa/dxIkgIAT78b0dHFv6O5uACvgyF0LoqWgtUswgkB7S6GeCw/udrXr/wDw8xYEv4+6d99i9+O0IyyeTnUyt4YuKwmhNO1kRUAdK9swe/84cW47++fxsf/4Xqs3dar6fHLyaqt8AvO+Z8UfNmpaSREzVAjqmLkRKU2mxo7EVlor5aTUyHlFqttLdH5JteqLlX+00pU0yfOSt7fsWaV4mPMxEpPsnT3OBGbkF6GytVpR3yqtFwKs6rWTgfmpsoLhrKr5sFhNiGaru1Cx31D7bjhjm34t88/jj/56s0YWK+dJsp1A77MGPt48Z2MsU8A2KtZFIQq1GZVUsiJqjCr0kJUYyciC6Ly9joUiUpELquSfa0IL7ukktaimj5xdkFUjpW+JTfx+3IyK6bfmy95evrdCJ7KxzcnI+5wovzKHOXmW5VqtNBz7IrQHofFhFim9qvyD6zvwLW3b8Z3/69fITAs3SxUCeUyqz8H8Ahj7EPIr5IOAJcgP3ZF287rgBblPyWiEqlWVADQNeAEL7FtfTGVZFVjkdJZSXH5r1pRFQqqFOL3A8dDwJmzwNbBil6vsAuwsBTY7lo8nidXCpQaq9I6u/K2Oii7MjA2s0nzbkA51lzUg1Qig2/9xS/wue/tQou/+hJ7udb1AOf87QD+PwBn5m9/zzm/nHM+WfWrEzVFSUNFqXlUlYpKzKa6BpzoGqisfV1tVgWUXlIJyGdV1bali1mSmDkpRejzwu9kmDgunWHJlQDF7ErE3SP/+yy1KkjhclhqED/Y0AK3jY/NxJDK1W89vwvfthLrLu7Ddz73SyTj1UuyXOu6gzH2ZwDeh/zySv/COX+q6lclKqIW5T9AfsJvIWpEBWCRpCYNklXVK5uSwzOQf56csMQS4MLj+91IpKV/NrGxQgmrhuR7oVo7HWXnXNFE4ebAYmJI13m19J03rkFrpxv/X6UteAAAIABJREFU8cUnq16pvdyY1f0AdgB4A8DNAP6pqlcjak4l5b9CSnX+VSKqSpDLqippqhDxTucX8axnNiUyETv/Ji0nLCmkJgLHR+Vb/uX2AqsWNROFCeNhYgxZob4rpTPGcN37NyM0k8D//Nu+qo5VTlabOOd3cM7/Ffmll66u6tWIilEzWbKa8h8gPU5Vqai0zKokX1dBVsVHKs+oqs2mRIa8599qxcIq1QVo6XZi5uTiUmCuxSb7+OJSoLhgbVuPQ7YUWIvsijAeJgYIdd7WAwDMFhNuvnM79u45jteeOV3xccrJaqHQyDmvXYM+oQlalP/kxqlKoVVGBWifVfGROfgcJt1EVZhVFSIKS6S4BAjk1wKU2w5EbsUKgihF/VWVx+mx4eY7t+O///E3mBqtbKuScrK6iDEWnr9FAGwV/58xVv3mKIQiapVVFVLpOFUpUZXLqqZOzi3czhwJSj6mmlb18Ok5ZDrdumZUwOKsqhDPgA8nD51RdAwxuyqcq1Zq9Y/waEJyG5BqsytqtGhcOPKlQL3oHmjFpdevxr//3ZPIZdVXUcp1A5o55775m5dzbin4/+rfxYRmVJtVAerHqSrJqAoF1bLCvXADgMxYZEnJCyg9AViK8Ok5hE/PYdzjRI9H/ZtTK1HJZVVLGD+35K7CFda9KxbLttxWIHJdgaV2bjYKtEVI7chxDrPOCflFVw/CbGb49Q/V74NV/Q5sRE3RO6sqh5yoirOqqXkJiWIqZDYuwNHjgnd+wVpRWLlueVnIZVXi9vCOPhcgs9GhErTIqAD5rAoAZuICLP1eYEZ6Y8VqdgSulFJLMBGNTU7gmuxlVQ2MMbzj97bggX96Hpe84wJ0Dyhf/1LfyAlN0CurUppRlRKVSOHK6oWZhJqsapGoKkTs+qsWpVlV/7yQRt863x0ot2/VyNHZRVlVqVLg0GqP5AeOco0WSqBSYGOSETjsOssKALxtTlx6/Rr8+J9fUPU8/SMnZDFqViWW/+QozKrKiWo2LkhuAZJodSB+TnqpFqkOwGJRyW0fXwqlSyKVQxRVuaxKpGXVUjkWZ1XFpUC9oK7AxiWVE+C0GOOSv/WqVZgeDePNvcPlHzyPMSInakKtsipA2TiVkoyqFM4SHW+FJUC5jErNeJWWDRVAaVGJ9BcJafSts7JZVTghKO4A7Pap34yxkHKNFrWCxqtqSyrL4bHK7xJdT8xmEy67aS0e/bd94Arb6UlWBkXNahVK96kqptIleNRQSlRyWVW5DkApqin9LRxDo/JfOVHNSMwnK8yuSo1VTUk0oJTqCpTLkqstBRKNRyInwGMzhqwAYM22XkRDSZx8Q9nKfSSrJkXJPlWA+gnAakqA1SC1A7BIcVZVrai0LP8pyaiApVkVAMTT8qurt7tMkuIvXsW+MKuS+zs2QlcgoT3JTA5em3F66kwmhi1vH8CzDx5W9vgax0PUEL3WYNNi8m+5rKp480FgaVYllv+qod5t6jNxQVJUIqlR5TV8I1LpJoxUAqw9sYyAVodxZAUA63f0482Xh5GMp8s+lmRlQKpprNATrbMqqW3di9vV9S7/TcSEhYyqkvKfSDCRw8D6liX3i1mVEqodq1JCaCZVdrsQ2iLEmETSWbTZa3+OqMHptqFnsA1H9o6WfWzdZcUYW88YO1BwCzPG/owx1s4Ye5wxdnz+37byRyOKkVuwVqullbSgVFaVnUwgOhqTFJUahnwME9HSA7fVlv+UdP0VI5VVBRPyTRXLAcqq6kMonUW701iZFQCsXOfH0f0GlBXn/BjnfBvnfBvyGznGATwM4B4AT3LO1wJ4cv5ros4o3aa+GC2yquxkAk4bkxRVpSXAcsKqdBV1taIqV/7rklk2ykhZVTkqLQEStUfgHOFUFn6H/udJMb1DbTh9qHyThd5lwHcCOMk5PwtgF/JbkmD+32W5E7EWe1YZhc7VrQiNLB57klpZPTISR2Qkn9WVyqjUlgCHfPlW74koXyKtSrKqYkmpEZUcarOqlhVuyY5Ao0AlQGMSTuWbK/RewUIKf48XgeEQhDLbl+idE34AwAPz/9/NOR+f//8JAN1ST2CM3Q3gbgAYGBioeYBGxijjVaWyqs7VrYsvru1O+JymBTmJ5Lp96FO5BqASRGGdDi8WVjzJIfR5gZiAniIJyjVLqCn3iYiiqmVWJbVSfS0IzaQ0PyaVANVReP1z+LoUPy+YzKDLZbysCgBsDgssNjNioSS8bfKVHd1kxRizAbgVwN8Uf49zzhljkprlnN8L4F4A2LFjh14r3hsSoy6D07k6ny2dORIEJuJg1vxF2L/6fBZVydwqNYjSEplwMni8JpyOCEvkVImUSiEnqmAit0RUbYM+HD90Bt2rlX0Q6/ZZEJirfstwkbmp0msDyjVXROaSlFXVgcLrX0vvWsVvjJlkBr0e464+4nTbEI+kjCkr5HcefpVzLhYrJxljvZzzccZYL4CAjrE1LEp2A9YSNWNVvlUtsvtVlaPcTsBqmDh+dmE/Ka3FVEipcSq58p+I0qyqkaGsqn7MJDJY4TWurMxWE7KZ0u8JPd8RH8T5EiAA/A+AO+f//04AP6t7RDqjpmVdDUZYlaDcLsBqtwExOqXGqUSkyn/jx0PYuGVQ9jmhkdhCptrtq99nzVIlQGqsMD55Wel/HZAjlxFgtpQuZ+tyhWCMuQFcD+Chgru/DOB6xthxAO+a/5qQQGqJJT1Q2wFYaVZVTDWrVohbydeScuNUUuU/oH6t6sGJJDpWLC23zE2Vlk6p+VVqS4CUVdWXqUQGKw0sq0QsDbevdOanSxmQcx4D4C+6bwb57kDCwPSt8araHgQwXlZVvKW8ligRVSmUL1Zbm7eu1HiV1lkViaq+CJwjEE9jpUHLgOlkFtl0Du6W0jJtrtoLYVjq1bGmJ0pFVa+samYsge4hZRloPbMqor7MJDJosVngNMiK68XMTkbR0e+DyVT6gxrJiljEzJiyldhPHJPe3VYNlZQAq6FWJcCZuLDQTFGqRR0oLap2l/qsKnAugb41yjMVuRIgUFlWReU/4zMRS2OwTNaiJ5Nn57BqQ2fZx5GsiAWUfgpXc3HML60k/4mu0UuASuZRAfLjVCLtLobZM6UbbAqbK8rGpfBDhxKksioq/zUO49EUVrcaY/NOKUZPzWLdxX1lH0eyMgi16gSsBZPh/LyeyPjy7QITsylAmajkyC9Uez6jGli/quSx1IxVFX/4CE5I/73k5laVmwRM5b/GYCKexuoS85f0JJvN4dyxaWzauaLsY0lWy4By4xGV0LYqv7dSKWGVa6xQw4zCLThqTbGklIqq2nGq0EgMPsfiDFVtCRDAkhKg3LkhioqyqsZnNJLCGoNmVmcOT6F/dXvJycAiJKsmp9RqBHKUKiGJWRWgTFhyJcBAVFBcAuzz5jOPmZhQcdt6teNVaiUFKBOVmFXNnomUzaoGNirbiECqsUIuqwLkz5FSolKTVZGo9COWziGZFdDrsekdiiRHXxnB5besV/RYvdcGJHQkOJFcsk1I95BL1VYhbavcJbdV14o+L8NYhCOWEhCL5VeZ8bulGxJmYktXoYmlOCz9XqQqzPaUyKmQUqISUdpQoVdWJQeV/xqH4UgSF7Q6YWLKzrV6EpqOY+x0EDveuVrR40lWy5SOFU5Mj6gbhC/MqgoRhVW4xXq5xopK6PMyBB0MnvlMa1RmzcB+r8Qb08HQolI4lVJOVMXlv3JZlc9hrjqrkhNVcVZVrvxH3X+NxUgkhQ3tbr3DkOS1Z07jyls3wKZw92IqAxKSqO0ma1vlrnvDRb+XSd70RKmoCst/pSjeYgWQz6qk/mZal//UQKLSn9FoChv8xhuvigQTeOu1Mbzj97Yofg7JygAYrRNQaQt7MXoIy0ioFZWImqwqcK70hwipv1215T8ap2pMOOc4F04aMrN6+VfHceWtG+FrV36tIVktc0p98i5ErgRYTNsqNybOJmAOpasJq+GoRFTlyn98OilZ/pPLqmpR/qtEVIQxmEtlYWIMnQbbx2ry3BzOHp3CjR/Zpup5JKtlgtSnabmVDID8J/RKJ5a6+vOf5GIT2k1MNSrBRG5hwm+pZgpgqahKUYvyXyXjVAAtUtuonA0lsb7dBWag5gpB4Hhm92Hc9sc74XSr61AkWS0DKmlfL0RpVlVIy4AHQHMLS0nHH7B04q8oKrmsSuz+U1L+E0VVmFWJopL6MKK2oUItJCrjcC6SwoUdxioBvv7sGbhbHHjbTetUP5dkRZREbXY1Gz/foWc0YYXOhjU5jphNAdqLCpAfp5JrVVciqlI7ANN8qubkXDiJCzs8eoexwOxEBPuePIk77rm6omyPZNVklJsjI4XcuFWljRY+5/nTyijC6l9XesKtEoolpURUhSgRVWgkplhUcquqq2moIFE1J5mcgPFYCuvajNEJmM3msOdHB/Gej+9A14qWio5BstIZLTsBS23jIEepcSsACJfZf0kJcsKa03A5plqiVlKAfIt6OVFt3t6x8HU5US2Js4KGimJIVM3BcCSFAa8DdosxLvEvPnYMXSt9uGrXxoqPQZOCibLEp1JwdVa3cVvLgAeh/9PenQfXdZZ3HP8+luzIkm0pcizF8R7HdpJmw7hJyFZIUiAJTUJLQ+hCSlMyHShrWwh0poUpTGGmhdJpJ0yGLe2UNZSSTiGlTQlLBwx27IQ4jmMcW7JkWZJt7bt0n/5xz7GPr+9y7r1nvff5zHike3WXR7J9fnre85737T6zrUjHskWBbxEyNFk8WJvXrqXvYDertxRfuTzfwrN+AsrlDSrvRIpSQZW7SgUUD6p8w39eNvOvfnWNTifmfNXBvX0c2TfAh77wm1VN9rCwqiPDg9O0rSrvQLRizVJGe4Mbwps4PkXLhWd++3e7K7/rBE7NKnMFQqnDxwoVJ4C+g8M0rS3eDZQTTl75gqrUmn+FJlSUG1TeriqqoLKuKpmOjk5z95bSe0SF7eTxMZ5+fB9/8nd30LKiul+CLKzqxMqLmjh5rPDsrnzrBPaPzAdag9tduYHlhsvAeMb3kGDz+lYa+kdZvraysfjLr9rI0QNdMDjO+RuD29sqN6ROOff7CSrAgsoERlU5PDLNZSvj7aymJ+f4zhee4Y3vuM7X5oqlWFjFqJLzVSMngl8hotQ6gW53Ve1QIJw7HAj+OiKvk/3V1bBu2waOHuhi6MhoIIF1eiLFwHjZIbVqc9vpPar8nKOyoDKlnJiaY0mD0NEc30rrCwsZnvznPVx54wZuuMvfquqlJOPsmynL8rZknlM4NalnzQQsptrZgWM9/leGz2edEyZDR0YZOlL5lPbRqQwTPWMwkA3g9ds2WFCZWHWNTnN5jF2VqvLDb73A0mVL+K0/uT6w17XOyuQV9BCgV77uqhwrN7dx8tBw1XW4geV2WYDvTmvoyCjTc9lrylqWSMmAcllQmbB1j05zTUd8f097nz7CQPcIf/bIPTQEOBvRwiomSVu8thQ/Q4HtzeJsDeK/u/JOtijXWM9kxeeuvNZ5gubogdKbNLohddmVG8t6HwsqE4Xu0RnectmFsbz3wb197P3RYf78s/eyNOANHy2szGn5JlmEJXeyRbnc7iqowHKtK9IhueemWoF2n7MX4eyQAnwHld+VKSB/UAV1wS9YUKXF9HyGE1NzbG6r/JfASvUeOsUPvrmPd336Lto7g185w8LKAJVtxlitoIYDgw6sXN6VKCoJKTgTVHD2On+5QVXOWn/5gsrPWn8WVLWrZ2yaja1NLG6IdjrCqf5xvvulZ3jbX97Kui0rQ3kPC6sYJH0IsNj5qiAuEM5VzXBgmIFVaUjBud2US4aziwJHOewHFlT1omt0ml+JeHLFxMg0Tzz6c974juu47Nq1ob2PhVWKjJyYjnUmoN8LhEen/J+3qmQ4MHcJqMUXLWe0a4Spw9kurenCc0PLbz256/lVGlJgQWWi1zs+w29sju5i4Nnpef7jc7u46e5LedWdwUxRLySWsBKRNuBzwBWAAn8IHAC+BmwEjgD3qepQHPWFKeldVbWykyw0sMDKtzZhvgBpdy6qHTw0DKemaF175rfLU5OZc0KocP2VDZ8UC6mxvmlWLG0ouGp60iZSgAVVWnWPzrCtjN13q7GwkOG7j+3hkqtXc8cD20N/v7g6q88AT6rqm0RkCdAMfBh4SlU/ISIPAw8DH4ypPlOFagLrRPckS3KGGcsJkFWb2xg8NHw6PFrXtlQcQKXkbpCYG1JQPKjyhRTYjD9TmZGZeRYyyoVlbmpYCdXsJorNy5fw5vfdGMkGj5GHlYi0ArcAfwCgqrPArIjcA7zaedhjwNPUWFiF3VUN9U/TurLw+SR3yaVy1wfM5ee8lTewIP8wXG63I6uaoXeCxSOzACxfXVmd3tAY9FyP5e22KuUnoCAbUgCXXpn/6zaRwgStZ2yGrRHtDLzrfw4x1D/O+//p7kCvpSomjs5qEzAIfFFErgZ2A+8BOlW1z3nMcaAz35NF5CHgIYD169eHX21CRHG+6oK1S3n54DhN7YWDqJyFbc/adLDA2n/exwC0b8lOeR3qmmCsb7riwHIVCi5XsQDLt7V87mvmckMK8geVd2sPOz9lyuU9/jWt6Djra71j05HsX3VwTx/7fnqUDzx6L03Ni0N/P1ccYdUIbAfepao7ReQzZIf8TlNVFRHN92RVfRR4FGDHjh15H5NEtX6uqpTcUCrl/A3ZEBnqygZGtaEF54aMd7jQ73MK8YbU+Rta6Fxx7n/iKIb9wIKqlnmPf62rt5x1/OubmOX6Nf7+vVaq/+gIT39zH+/+9J20RbwFSRxh1QP0qOpO5/bjZMOqX0RWq2qfiKwGBmKozfgUxhT2fHJDC4IJLvAfRMXkhhRwTlCV002BTaQwlekdm+GSEC8Gnhid4Ttf2M1b/vwm1m29oPQTAhZ5WKnqcRE5KiLbVPUAcBvwgvPnAeATzsdvR11bWKrtqsJYab0aQe9x5Yc3tLwBEVRwlSNfQLkKBVU53RTY+SlTnom5BaYXMqFNrsgsZPivf9nDDXdtY/urLw7lPUqJazbgu4B/dWYCvgy8jewK8F8XkQeBLuC+mGpLpKSutB41bzhEGVze98mtA8rvpsDOT5ng9I3PsLG1KbTJFT/5zku0rGjirgd3hPL6fsQSVqq6F8j3Xd8WdS1hq/dzVWEqFlxQXXjlvlbu+3l5g6pQSIEN+5nwHJ+YZVNrOEOAR14Y4OCePj78xd9i0aLwZxoWYitYmIoEuSFjEHKDJF94Vfua+eQLqkIhBeUN+4EFlfGnf3KWHZ3B7Xztmhyb4amv/oI/+uvbWRbz6I6FVYiC6KriWGJp+tRM0enraeAnaKrlBlWhkILguimwYT9T2ODkHOtbgz1OqCrf/8bzXH/nVrZcszrQ166EhZU5S0tnExP9/juSqGYFJkk5IQXBDfuBBZXJ7/jELBtWBBtWB3YfY2x4mjfEeJ7Ky8IqJPVwriqOWYFxaxyf5+R4dlX6oEMKbNjPlG9idgFVpe284A7n0xOz/PiJ/bzjk69n8ZKGwF63GhZW5iydKxp5ub+859RDd9U4fmbblHwhBYWH/MCG/Ux4BqdmuWjZeYHOBPzpd1/iFa++mI2Xd5R+cEQsrExVar27KiekwH83BTbsZ4JxYmqONcuD+2VxsHeUXz7Xz0e+nKyrhyysQhDUEGBYkyuGB6tfzDZXLXVXk4PZEFmxtKFgQEHxkIJouymwoKpXp6bmWBtgWP3kPw9wxwOvoDnA1wyChVWdcVdeL+biLctKLmjr5XZXaQ4sb0Btubz4Qb/SkAIb9jPBG5qZ5+qOYP4N9B46xfDgBDffc1kgrxckCysTiKACK98CsMX0j85V9D5uOLlKBRT4DymobBIFWFCZ8g1Nzwe2zNLPv/dL7vyD7TQuTsakCi8Lq4DFOQvw/M6mknta+bViaQOz5T5nTfYA7p7D8hNa5YaT3+fnCzFv91RqiC9XsckTEH03BRZUJuvU9ByrmqsPq+Ndw4ycnOS6128NoKrgWViZgjpbG+kfmS/9wBzeLsvLDa9qA6qUk8em8v7D9tM95fIbUmDDfiZ6GYXRmflAwmrvDw5z631XRLaZYrksrBKs9YKm2CZZXLB2KSd6pui8sKniwHJ1tjbSf3gSnJl1J8fLf71yldM15VMqpMC6KRO/yUyG5Usaaaxyzb6x4Sm6XzzB2z/26wFVFjwLqzrkZ5KFV2frmX8mfoLL+/jT91UZHlGpNqTAgspEZyKjtDdVP1Kx7ydH2XH7ZpaGtMVIECysApSUVStGTs4Ect4Ksgfv8y88c2DNF0S1oJyQgvK7KbBhPxO8iYUMK1dU9389s5DhhZ09vOtTdwZUVThq88hTY8aG/Q8FupMsguAOBdayUjP8XNZNmSSazChbl1bXWXW9eIK2VS2s2dweUFXhsLBKOPe8VRj8Xhyc213VgnJDCop3U2BBZaI3FcAw4Iu7ernhrmTOAPRK5rQPcw7vtTh+eA+i+RTqEHIVO5CnlXfIz283VWrYL9+1UxZUJmxTmQxtVYTVzOQcXfsHeeVtmwOsKhzWWaVAud1VkEOBrlrorvycl4LS3RTYsJ9JhlmF1vMqv4D34LN9bN2+mpaAtxcJg3VWKRJ0dwVnH5gLcQ/u3qGzNBk6Pl12UBXrpkZOzuTtpsCCykRv+ZLKe46De/q47nXJHwIEC6vUcA9+fgOr0Iw0L79DgZDewPI75AfVTaIACyoTjxUVhtX48DSDvaNc8ap1AVcUDhsGTJGwJlv4nWjhzg5Mw5Cg3wkUYMN+Jt2WV7g54kt7jnHVTRtYHOCmjWGyzipAUR14yhkODGqihcvbYSW1y6q0m7JhP5NGLRUuOvvSM8e47nVbAq4mPBZWKVPOcKCfoUCXn3NXLm8IJCm0yjk3BTbsZ2pDcwVhdbJvjKmJWbZcszqEisKRjv7PnKXc4cBSK1qUu/ySyxsIuRcPRz1MWE5IgQWVST91PlayLuCLu3q59tcvYVFDevoVC6uAdaxZHtmyS35WtvA7jd0NrEp3EM4NrtxuK6zwKjekwFajMLVBSz8kr0xGObC7l3f//V2B1hM2C6uUcrsrv0sx+V0vMIgt7/MFR75lm6oJsHImUHgND04XPU9nQWXSotKw6j4wSOvKFi7alOzllXJZWIUgqu7K73Bgud1VEIGVKzdQ8nVfUDzAKg0oKN1NgQWVSZdKw2r/z3q48Te2BVpLFGIJKxE5AowBC8C8qu4QkXbga8BG4Ahwn6oOxVFfmvjd88rvLsJhBpZXoe6r2GSNSpd+8htUdn7KpEklYTU5NkP3iyd46GOvDbyesMXZWb1GVU94bj8MPKWqnxCRh53bH4yntOpFee4K/K/M7mc40BtYQKih5RXGOoQWVKZWVRJWL+zs4aqbN7J0WXL3rSokSVNB7gEecz5/DLg3xloCEdXByu+BtJyp7N7rjsqZ1p4kfiZShBFUHWuWW1CZ0JUbVpmMsu+n3fzaGy8PpZ6wxRVWCnxPRHaLyEPOfZ2q2ud8fhzozPdEEXlIRHaJyK7BwcEoaq1KlIHl99orP2sGutzQGh6cTlVoxTU13ULKhMl7/FuYHCnruV37B1jWupSNl3eEVF244gqrm1R1O3AH8E4RucX7RVVVCvzioKqPquoOVd2xatWqCEqtXpQHML+rW5QTWHBuaCU5uCyoTK3yHv8WNbeW9dxf/Lib1/z2FSFVFr5YwkpVe52PA8C3gGuBfhFZDeB8HIijtrBEMTTkd3UL9yBdbmDBucODSQout5ZCSyeBBZWpLX4P4KeOjzF4bJRX3npxqPWEKfKwEpEWEVnufg68FngeeAJ4wHnYA8C3o64tClEFVinVBBacCa2kBFe1U9PBgsqkT4PPxSue/VEXN919WWoWrc0njso7gW+JiPv+X1bVJ0Xk58DXReRBoAu4L4baIuEe3MKaLVjOdHbg9DVYfi4azscbEN5ZhBD+TEI/K6aDBZWpTY1SOq2mJmZ5ac8x7v/TmyKoKDyRh5Wqvgxcnef+k8BtUdcTp7BDy+90dvcaLL+rXBQTVXD5DSmwoDK1y88Sts//XzdX37yR1pXNodcTpiRNXa9bYRz0Ktms0Z0pWOnQYK4whgq9zy92bsplQWVq2aISndX8/ALP/biL2++/KqKKwpPeAcwaE0aXVe76gXDu0CBUPjzoVU3HlRtufvfgsqAyta5UZ3Vg1zHWXNLORRenax3AfCysEibolS8qCSw4O7Tcg34QoQXFg8vPc0rxdoYWVKaWFdsdRFV59odHePP7boyuoBBZWCVQUgIL8ocWhBNcQSjVTYEFlakdiyicVt0HTtDQuIhLf3VNhBWFx8IqocIILOD0Ku2VhhaE020FwW9Q2Tp/plYU66ye/eERbn/LVYiPGYNpYGGVYGEshltNl+XKDa7Trx1TcIXZTYEFlUmuQjPkTvWPM9Azyo7bNkdaT5gsrBIurIkXUHmX5RX2MGExfs5NgQWVqV2FOqvnftTFTXdfmuqLgHPVzndS48LqsiDY0ILwhwn9hhRYUJnaJnnOWc1Mz3HgmV7ue+8NMVQUHgurFAlrj6zc0IJkdlvlhBRYUJnal6+xevHnvWzdfhFtq1oirydMFlYpE+amjt7Qcg/0YXRbp9+vRHjluzg57JACCyqTHrlhpaq8sLOnZqare1lYpVDYuxB7D/JBd1uufOHl53mlWFCZepI70W/g6Ajzcwts3X5RPAWFyMIqpcIOLFe+bguqCy4oP4RK8dZmQWXqRW5ntf9nvbzqzm0sKjanPaVsbcAUi/Lg2npB0+k/kA0Hv+sOhs3bTVlQmXrijaSF+QwH9x7jutdtia2eMFlnlXJhr9yeT1jdVrmqHfJzWVCZNGoA1p+3+PTt7gODdKxrY+Xq2vz3bGFVI6IaFvTKPbcVxKSMUoIY7nNZSJk0WyWLuKf9zIy/Q89nrqIIAAAI2ElEQVT1s+O29O4EXIoNA9aQOA+++YYIgxwm9L5eNcN9Lgsqk3YCNDgzLBYWMrz8fD/X/NqmeIsKkXVWNSaOYUGvQt2Wy2/XlS/oqg0olwWVqTV9h4do71zG+R3L4i4lNBZWNSru0IJzwyVfeJXz/CBYUJla1LV/kCtv3BB3GaGysKpxSQgtVxjh45eFlKllPQdPcvO9l8ddRqjsnFWd6FizvG4P2PX6fZv6MD05x6n+cTZd3hF3KaGyzqrOeA/cSei2wmZBZWpd3+FTbLh0FQ2Ntd17WFjVsSQNEQbNQsrUi+NHhtl81YVxlxE6CytTU92WhZSpNwM9o2x/Te1eX+Wq7b7RlC3N57bSWrcxFVMYODrMuq0XxF1J6KyzMnmlqduykDL1anJsBlVovaA57lJCZ2FlSkrquS0LKVPvTvWPc+GGNiR3r5AaZGFlfEtKt2UhZUzW0MAEGy5dFXcZkbCwMhWJutuygDLmXCMnJ+lc1xp3GZGILaxEpAHYBfSq6htEZBPwVWAlsBv4fVWdjas+409uiAQZXhZQxhQ3OTpDe41uCZIrzs7qPcB+YIVz+5PAp1X1qyLyWeBB4JG4ijOVyRcwpQLMQsmYyp3f0VL6QTUglrASkbXAXcDHgfdL9uzgrcDvOA95DPgIFlY1wcLImPC0rqz9mYAQ33VWfw98AMg4t1cCw6o679zuAdbke6KIPCQiu0Rk1+DgYPiVGmNMQniPf+OTwwCssLAKh4i8ARhQ1d2VPF9VH1XVHaq6Y9Wq+pgFY4wxcPbxr6UpO7FiyXn1MU8uju/yRuBuEbkTaCJ7zuozQJuINDrd1VqgN4bajDEmFTKZTOkH1ZDIOytV/ZCqrlXVjcD9wP+q6u8C3wfe5DzsAeDbUddmjDFpkVnQuEuIVJLWBvwg2ckWvyR7DuvzMddjjDGJlcnUV1jFOtipqk8DTzufvwxcG2c9xhiTFlpnYZWkzsoYY4xP9dZZWVgZY0xK1fruwF71850aY0yNWXxeQ9wlRMbCyhhjUmrxkvq4xgosrIwxJrUaF9fPIbx+vlNjjKkxDYttGNAYY0zCNTTUzyG8fr5TY4ypMTYb0BhjTOI1NEjcJUTGwsoYY1JKLKyMMcYkXXbf2vpgYWWMMSnVvPy8uEuIjIWVMcakUMe6Vu57zw1xlxEZCytjjEmhpubFdKxrjbuMyFhYGWOMSTwLK2OMMYlnYWWMMSbxLKyMMcYknoWVMcaYxBPV9G6NLCKDQFfcdfh0AXAi7iKqYPXHy+qPV5T1n1DV15d6kIg86edxtSLVYZUmIrJLVXfEXUelrP54Wf3xSnv9tcCGAY0xxiSehZUxxpjEs7CKzqNxF1Alqz9eVn+80l5/6tk5K2OMMYlnnZUxxpjEs7AyxhiTeBZWIRCRIyLyCxHZKyK7nPvaReS/ReSg8/H8uOssRETaRORxEXlRRPaLyKvSUr+IbHN+7u6fURF5b1rqBxCR94nIPhF5XkS+IiJNIrJJRHaKyC9F5GsisiTuOgsRkfc4te8Tkfc69yX25y8iXxCRARF53nNf3nol6x+cv4fnRGR7fJXXFwur8LxGVa/xXJvxMPCUqm4BnnJuJ9VngCdV9VLgamA/KalfVQ84P/drgFcCk8C3SEn9IrIGeDewQ1WvABqA+4FPAp9W1UuAIeDB+KosTESuAN4OXEv2384bROQSkv3z/xKQe3FtoXrvALY4fx4CHomoxrpnYRWde4DHnM8fA+6NsZaCRKQVuAX4PICqzqrqMCmpP8dtwCFV7SJd9TcCS0WkEWgG+oBbgcedrye5/suAnao6qarzwA+A3yTBP39V/SFwKufuQvXeA/yzZv0UaBOR1dFUWt8srMKhwPdEZLeIPOTc16mqfc7nx4HOeEoraRMwCHxRRPaIyOdEpIX01O91P/AV5/NU1K+qvcDfAt1kQ2oE2A0MOwd/gB5gTTwVlvQ8cLOIrBSRZuBOYB0p+fl7FKp3DXDU87gk/13UFAurcNykqtvJDhm8U0Ru8X5Rs9cLJPWagUZgO/CIqr4CmCBnyCbh9QPgnNO5G/hG7teSXL9zbuQesr80XAS0cO4QVWKp6n6yQ5bfA54E9gILOY9J7M8/n7TVW6ssrELg/HaMqg6QPV9yLdDvDhc4Hwfiq7CoHqBHVXc6tx8nG15pqd91B/CMqvY7t9NS/+3AYVUdVNU54N+AG8kONzU6j1kL9MZVYCmq+nlVfaWq3kL2/NpLpOfn7ypUby/ZTtGV6L+LWmJhFTARaRGR5e7nwGvJDo08ATzgPOwB4NvxVFicqh4HjorINueu24AXSEn9Hm/hzBAgpKf+buB6EWkWEeHMz//7wJucxyS5fkSkw/m4nuz5qi+Tnp+/q1C9TwBvdWYFXg+MeIYLTYhsBYuAicjFZLspyA6pfVlVPy4iK4GvA+vJbmtyn6rmntRNBBG5BvgcsAR4GXgb2V9s0lJ/C9mD/sWqOuLcl6af/0eBNwPzwB7gj8ieF/kq0O7c93uqOhNbkUWIyI+AlcAc8H5VfSrJP38R+QrwarLbgPQDfwX8O3nqdX6B+EeyQ7OTwNtUdVccddcbCytjjDGJZ8OAxhhjEs/CyhhjTOJZWBljjEk8CytjjDGJZ2FljDEm8SysjHGIyEbvytvOfR8RkT9zPn+/sxL9L0TkWRH5lIgsjqdaY+qLhZUxPojIH5O9wPt6Vb0S+FWyqxosjbUwY+pEY+mHGGOAvwBucVagR1VngU/EW5Ix9cM6K2NKawaWqerhuAsxpl5ZWBlzRqHlXOSsGyKvc3YhPiIiN0RQlzF1z8LKmDNOArnbrbcDR4BxEdkEoKr/5exE/DzZ9RONMSGzsDLGoarjQJ+I3AogIu1kFyz9MfA3wCMi0uZ8TYCmuGo1pt7YBAtjzvZW4J9E5FPO7Y+q6iEReYTsRog7RWQGGAf+j+wK6MaYkNmq68YYYxLPhgGNMcYknoWVMcaYxLOwMsYYk3gWVsYYYxLPwsoYY0ziWVgZY4xJPAsrY4wxiff/y5QvbN0DIzQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 279
},
"id": "3gdLk5TrfiLX",
"outputId": "fccf6f61-f520-4007-cd12-176e3def223c"
},
"source": [
"sns.scatterplot(data=marks,x='X',y='XII',hue='Studentship',palette=paletteStdship)\n",
"plt.show()"
],
"execution_count": 195,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 279
},
"id": "b2YAcwq2fiZL",
"outputId": "4a466c53-69a6-47e7-8a2c-3118661d7e86"
},
"source": [
"sns.scatterplot(data=marks,x='UG',y='XII',hue='Studentship',palette=paletteStdship)\n",
"plt.show()"
],
"execution_count": 196,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "fSlR_z89fiiS",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "da41366a-a86d-4992-9edc-76ece0b37f07"
},
"source": [
"print(f\"X: {marks['X'].mean()}\")\n",
"print(f\"XII: {marks['XII'].mean()}\")\n",
"print(f\"UG: {marks['UG'].mean()}\")\n",
"print(f\"PG1: {marks['PG1'].mean()}\")\n",
"print(f\"PG2: {marks['PG2'].mean()}\")"
],
"execution_count": 197,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"X: 85.54881578947368\n",
"XII: 72.14302631578947\n",
"UG: 72.51986486486484\n",
"PG1: 72.75133333333333\n",
"PG2: 83.315\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hGfRUQ7zfiqd",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "d1941162-cf04-4784-d156-c3e1d72f27ae"
},
"source": [
"col"
],
"execution_count": 198,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['Name', 'Reg', 'X', 'XII', 'UG', 'PG1', 'PG2', 'Studentship'], dtype='object')"
]
},
"metadata": {},
"execution_count": 198
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "U3TR5-DKfizk",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 733
},
"outputId": "80291d0d-8014-412a-d814-7cc20268a832"
},
"source": [
"fig, ax = plt.subplots(5,1)\n",
"set_size(18,8)\n",
"\n",
"sns.boxenplot(marks['X'],ax=ax[0],color=palette[0])\n",
"sns.boxenplot(marks['XII'],ax=ax[1],color=palette[1])\n",
"sns.boxenplot(marks['UG'],ax=ax[2],color=palette[5])\n",
"sns.boxenplot(marks['PG1'],ax=ax[3],color=palette[8])\n",
"sns.boxenplot(marks['PG2'],ax=ax[4],color=palette[9])\n",
"plt.suptitle(\"Marks Distribrituion with Moments\")"
],
"execution_count": 199,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Marks Distribrituion with Moments')"
]
},
"metadata": {},
"execution_count": 199
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1672.26x762.914 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-s_Z7SV-fi8U"
},
"source": [
""
],
"execution_count": 199,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "bsQoNRCvfgun"
},
"source": [
"np.set_printoptions(suppress=True)\n",
"# import dataset #\n",
"# dataset = pd.read_csv('Mall_Customers.csv')\n",
"# X = dataset.iloc[:, [3, 4]].values\n",
"X = marks[col[2:6]].values\n",
"y = marks[col[6]].values\n"
],
"execution_count": 200,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "q11YW6p3fhBH",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 510
},
"outputId": "ede0c9da-25dc-4361-fc68-88529d80e81a"
},
"source": [
"# Finding the optimal number of clusters using the elbow method #\n",
"from sklearn.cluster import KMeans \n",
"wcss_list= [] #Initializing the list for the values of WCSS\n",
"#Using for loop for iterations from 1 to 31.\n",
"set_size(18,6) \n",
"for i in range(1, 31): \n",
" kmeans = KMeans(n_clusters=i, init='k-means++', random_state= 42) \n",
" kmeans.fit(X)#,sample_weight=marks[col[5]].values) \n",
" wcss_list.append(kmeans.inertia_) \n",
"sns.lineplot(range(30), wcss_list) \n",
"plt.title('The Elobw Method Graph') \n",
"plt.xlabel('Number of clusters(k)') \n",
"plt.ylabel('wcss_list') \n",
"plt.show() \n",
"\n"
],
"execution_count": 201,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 1672.26x572.185 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "q_hyEporJE6D",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 654
},
"outputId": "9cbf00da-321d-4ccd-a7ab-d34537b430dc"
},
"source": [
"# Training the K-means algorithm on the training dataset #\n",
"kmeans = KMeans(n_clusters=5, init='k-means++', random_state= 42,algorithm=\"elkan\",max_iter=1000) \n",
"y_predict= kmeans.fit_predict(X) \n",
"set_size(16,8)\n",
"# Visualizing the Clusters # \n",
"sns.scatterplot(X[y_predict == 0, 0], X[y_predict == 0, 1], color = palette[0],s=300,alpha=1) #for first cluster \n",
"sns.scatterplot(X[y_predict == 1, 0], X[y_predict == 1, 1], color = palette[1],s=300,alpha=1) #for second cluster \n",
"sns.scatterplot(X[y_predict== 2, 0], X[y_predict == 2, 1], color = palette[2],s=300,alpha=1) #for third cluster \n",
"sns.scatterplot(X[y_predict == 3, 0], X[y_predict == 3, 1], color = palette[8],s=300,alpha=1) #for fourth cluster \n",
"sns.scatterplot(X[y_predict == 4, 0], X[y_predict == 4, 1], color = palette[9],s=300,alpha=0.4) #for fifth cluster \n",
"sns.scatterplot(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], color = paletteSelect[2],s=1750,alpha=0.2) \n",
"\n",
"plt.title('Clusters of Students w.r.t their academic percentages.') \n",
"plt.xlabel('Marks obtained in Earlier Exams') \n",
"plt.ylabel('Marks obtained in First Sem @ PU') \n",
"plt.legend(['C1','C2','C3','C4','C5', 'Centroid']) \n",
"plt.show()"
],
"execution_count": 202,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1486.45x762.914 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pGaHRLa4ksEG"
},
"source": [
"# I have picked this code from github as I was unable to write an efficient code.\n",
"# Although I have failed.\n",
"\n",
"#!/usr/bin/env python\n",
"# kmeans.py using any of the 20-odd metrics in scipy.spatial.distance\n",
"# kmeanssample 2 pass, first sample sqrt(N)\n",
"\n",
"from __future__ import division\n",
"import random\n",
"import numpy as np\n",
"from scipy.spatial.distance import cdist # $scipy/spatial/distance.py\n",
" # http://docs.scipy.org/doc/scipy/reference/spatial.html\n",
"from scipy.sparse import issparse # $scipy/sparse/csr.py\n",
"\n",
"__date__ = \"2011-11-17 Nov denis\"\n",
" # X sparse, any cdist metric: real app ?\n",
" # centres get dense rapidly, metrics in high dim hit distance whiteout\n",
" # vs unsupervised / semi-supervised svm\n",
"\n",
"#...............................................................................\n",
"def kmeans( X, centres, delta=.001, maxiter=10, metric=\"euclidean\", p=2, verbose=1 ):\n",
" \"\"\" centres, Xtocentre, distances = kmeans( X, initial centres ... )\n",
" in:\n",
" X N x dim may be sparse\n",
" centres k x dim: initial centres, e.g. random.sample( X, k )\n",
" delta: relative error, iterate until the average distance to centres\n",
" is within delta of the previous average distance\n",
" maxiter\n",
" metric: any of the 20-odd in scipy.spatial.distance\n",
" \"chebyshev\" = max, \"cityblock\" = L1, \"minkowski\" with p=\n",
" or a function( Xvec, centrevec ), e.g. Lqmetric below\n",
" p: for minkowski metric -- local mod cdist for 0 < p < 1 too\n",
" verbose: 0 silent, 2 prints running distances\n",
" out:\n",
" centres, k x dim\n",
" Xtocentre: each X -> its nearest centre, ints N -> k\n",
" distances, N\n",
" see also: kmeanssample below, class Kmeans below.\n",
" \"\"\"\n",
" if not issparse(X):\n",
" X = np.asanyarray(X) # ?\n",
" centres = centres.todense() if issparse(centres) \\\n",
" else centres.copy()\n",
" N, dim = X.shape\n",
" k, cdim = centres.shape\n",
" if dim != cdim:\n",
" raise ValueError( \"kmeans: X %s and centres %s must have the same number of columns\" % (X.shape, centres.shape ))\n",
" if verbose:\n",
" print(\"kmeans: X %s centres %s delta=%.2g maxiter=%d metric=%s\") % (X.shape, centres.shape, delta, maxiter, metric)\n",
" allx = np.arange(N)\n",
" prevdist = 0\n",
" for jiter in range( 1, maxiter+1 ):\n",
" D = cdist_sparse( X, centres, metric=metric, p=p ) # |X| x |centres|\n",
" xtoc = D.argmin(axis=1) # X -> nearest centre\n",
" distances = D[allx,xtoc]\n",
" avdist = distances.mean() # median ?\n",
" if verbose >= 2:\n",
" print (\"kmeans: av |X - nearest centre| = %.4g\") % avdist\n",
" if (1 - delta) * prevdist <= avdist <= prevdist \\\n",
" or jiter == maxiter:\n",
" break\n",
" prevdist = avdist\n",
" for jc in range(k): # (1 pass in C)\n",
" c = np.where( xtoc == jc )[0]\n",
" if len(c) > 0:\n",
" centres[jc] = X[c].mean( axis=0 )\n",
" if verbose:\n",
" print(\"kmeans: %d iterations cluster sizes:\") % (jiter, np.bincount(xtoc))\n",
" if verbose >= 2:\n",
" r50 = np.zeros(k)\n",
" r90 = np.zeros(k)\n",
" for j in range(k):\n",
" dist = distances[ xtoc == j ]\n",
" if len(dist) > 0:\n",
" r50[j], r90[j] = np.percentile( dist, (50, 90) )\n",
" print(\"kmeans: cluster 50 % radius\", r50.astype(int))\n",
" print(\"kmeans: cluster 90 % radius\", r90.astype(int))\n",
" # scale L1 / dim, L2 / sqrt(dim) ?\n",
" return centres, xtoc, distances\n",
"\n",
"#...............................................................................\n",
"def kmeanssample( X, k, nsample=0, **kwargs ):\n",
" \"\"\" 2-pass kmeans, fast for large N:\n",
" 1) kmeans a random sample of nsample ~ sqrt(N) from X\n",
" 2) full kmeans, starting from those centres\n",
" \"\"\"\n",
" # merge w kmeans ? mttiw\n",
" # v large N: sample N^1/2, N^1/2 of that\n",
" # seed like sklearn ?\n",
" N, dim = X.shape\n",
" if nsample == 0:\n",
" nsample = max( 2*np.sqrt(N), 10*k )\n",
" Xsample = randomsample( X, int(nsample) )\n",
" pass1centres = randomsample( X, int(k) )\n",
" samplecentres = kmeans( Xsample, pass1centres, **kwargs )[0]\n",
" return kmeans( X, samplecentres, **kwargs )\n",
"\n",
"def cdist_sparse( X, Y, **kwargs ):\n",
" \"\"\" -> |X| x |Y| cdist array, any cdist metric\n",
" X or Y may be sparse -- best csr\n",
" \"\"\"\n",
" # todense row at a time, v slow if both v sparse\n",
" sxy = 2*issparse(X) + issparse(Y)\n",
" if sxy == 0:\n",
" return cdist( X, Y, **kwargs )\n",
" d = np.empty( (X.shape[0], Y.shape[0]), np.float64 )\n",
" if sxy == 2:\n",
" for j, x in enumerate(X):\n",
" d[j] = cdist( x.todense(), Y, **kwargs ) [0]\n",
" elif sxy == 1:\n",
" for k, y in enumerate(Y):\n",
" d[:,k] = cdist( X, y.todense(), **kwargs ) [0]\n",
" else:\n",
" for j, x in enumerate(X):\n",
" for k, y in enumerate(Y):\n",
" d[j,k] = cdist( x.todense(), y.todense(), **kwargs ) [0]\n",
" return d\n",
"\n",
"def randomsample( X, n ):\n",
" \"\"\" random.sample of the rows of X\n",
" X may be sparse -- best csr\n",
" \"\"\"\n",
" sampleix = random.sample( xrange( X.shape[0] ), int(n) )\n",
" return X[sampleix]\n",
"\n",
"def nearestcentres( X, centres, metric=\"euclidean\", p=2 ):\n",
" \"\"\" each X -> nearest centre, any metric\n",
" euclidean2 (~ withinss) is more sensitive to outliers,\n",
" cityblock (manhattan, L1) less sensitive\n",
" \"\"\"\n",
" D = cdist( X, centres, metric=metric, p=p ) # |X| x |centres|\n",
" return D.argmin(axis=1)\n",
"\n",
"def Lqmetric( x, y=None, q=.5 ):\n",
" # yes a metric, may increase weight of near matches; see ...\n",
" return (np.abs(x - y) ** q) .mean() if y is not None \\\n",
" else (np.abs(x) ** q) .mean()\n",
"\n",
"#...............................................................................\n",
"class Kmeans:\n",
" \"\"\" km = Kmeans( X, k= or centres=, ... )\n",
" in: either initial centres= for kmeans\n",
" or k= [nsample=] for kmeanssample\n",
" out: km.centres, km.Xtocentre, km.distances\n",
" iterator:\n",
" for jcentre, J in km:\n",
" clustercentre = centres[jcentre]\n",
" J indexes e.g. X[J], classes[J]\n",
" \"\"\"\n",
" def __init__( self, X, k=0, centres=None, nsample=0, **kwargs ):\n",
" self.X = X\n",
" if centres is None:\n",
" self.centres, self.Xtocentre, self.distances = kmeanssample(\n",
" X, k=k, nsample=nsample, **kwargs )\n",
" else:\n",
" self.centres, self.Xtocentre, self.distances = kmeans(\n",
" X, centres, **kwargs )\n",
"\n",
" def __iter__(self):\n",
" for jc in range(len(self.centres)):\n",
" yield jc, (self.Xtocentre == jc)\n",
"\n",
"#...............................................................................\n",
"# if __name__ == \"__main__\":\n",
"# import random\n",
"# import sys\n",
"# from time import time\n",
"\n",
"# N = 10000\n",
"# dim = 10\n",
"# ncluster = 10\n",
"# kmsample = 100 # 0: random centres, > 0: kmeanssample\n",
"# kmdelta = .001\n",
"# kmiter = 10\n",
"# metric = \"cityblock\" # \"chebyshev\" = max, \"cityblock\" L1, Lqmetric\n",
"# seed = 1\n",
"\n",
"# exec( \"\\n\".join( sys.argv[1:] )) # run this.py N= ...\n",
"# np.set_printoptions( 1, threshold=200, edgeitems=5, suppress=True )\n",
"# np.random.seed(seed)\n",
"# random.seed(seed)\n",
"\n",
"# print(\"N %d dim %d ncluster %d kmsample %d metric %s\") % (\n",
"# N, dim, ncluster, kmsample, metric)\n",
"# X = np.random.exponential( size=(N,dim) )\n",
"# # cf scikits-learn datasets/\n",
"# t0 = time()\n",
"# if kmsample > 0:\n",
"# centres, xtoc, dist = kmeanssample( X, ncluster, nsample=kmsample,\n",
"# delta=kmdelta, maxiter=kmiter, metric=metric, verbose=2 )\n",
"# else:\n",
"# randomcentres = randomsample( X, ncluster )\n",
"# centres, xtoc, dist = kmeans( X, randomcentres,\n",
"# delta=kmdelta, maxiter=kmiter, metric=metric, verbose=2 )\n",
"# print (\"%.0f msec\") % ((time() - t0) * 1000)"
],
"execution_count": 223,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "RGqYxk-b-tgs"
},
"source": [
"I have also used Weka for Data exploration and the Screenshots have been attached Below."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jdBDCmmE-3Wd"
},
"source": [
"![Screenshot_6.png](data:image/png;base64,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