{ "cells": [ { "cell_type": "markdown", "id": "02f71307", "metadata": {}, "source": [ "# Polynomial Regression" ] }, { "cell_type": "code", "execution_count": 1, "id": "9f52928d", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import statsmodels.api as sm" ] }, { "cell_type": "code", "execution_count": 3, "id": "ccfa0846", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Toxin R-squared: 0.919\n", "Model: OLS Adj. R-squared: 0.853\n", "Method: Least Squares F-statistic: 14.11\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 0.00623\n", "Time: 15:58:43 Log-Likelihood: -15.260\n", "No. Observations: 10 AIC: 40.52\n", "Df Residuals: 5 BIC: 42.03\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 31.6084 7.105 4.449 0.007 13.344 49.873\n", "Rain 7.0676 1.003 7.046 0.001 4.489 9.646\n", "NoonTemp -0.4201 0.241 -1.741 0.142 -1.040 0.200\n", "Sunshine -0.2375 0.509 -0.467 0.660 -1.545 1.070\n", "WindSpeed -0.7936 0.298 -2.666 0.045 -1.559 -0.028\n", "==============================================================================\n", "Omnibus: 0.116 Durbin-Watson: 2.856\n", "Prob(Omnibus): 0.944 Jarque-Bera (JB): 0.265\n", "Skew: 0.190 Prob(JB): 0.876\n", "Kurtosis: 2.298 Cond. No. 414.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\anaconda3\\Lib\\site-packages\\scipy\\stats\\_stats_py.py:1806: UserWarning: kurtosistest only valid for n>=20 ... continuing anyway, n=10\n", " warnings.warn(\"kurtosistest only valid for n>=20 ... continuing \"\n" ] } ], "source": [ "# Read CSV file into a DataFrame\n", "ToxinConc = pd.read_csv(\"D:\\Academics\\BTech\\DSC4.51015_StatisticalModeling-1\\Session 04\\FungalToxinContamination.csv\")\n", "\n", "# Create the linear regression model\n", "ToxinConclm = sm.OLS(ToxinConc['Toxin'],\n", " sm.add_constant(ToxinConc[['Rain', 'NoonTemp', 'Sunshine', 'WindSpeed']])).fit()\n", "\n", "# Display the summary\n", "print(ToxinConclm.summary())" ] }, { "cell_type": "code", "execution_count": 5, "id": "10251c77", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mpg cyl disp hp drat wt qsec vs am gear \\\n", "Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 \n", "Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 \n", "Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 \n", "Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 \n", "Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 \n", "\n", " carb \n", "Mazda RX4 4 \n", "Mazda RX4 Wag 4 \n", "Datsun 710 1 \n", "Hornet 4 Drive 1 \n", "Hornet Sportabout 2 \n" ] } ], "source": [ "from pydataset import data\n", "\n", "# Load mtcars dataset\n", "mtcars = data('mtcars')\n", "\n", "# Display the first few rows of the dataset\n", "print(mtcars.head())" ] }, { "cell_type": "code", "execution_count": 6, "id": "324198e3", "metadata": {}, "outputs": [ { "data": { "image/png": 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Rozx8+DBeEmhpacmzZ88SHPvmHwDJvd+YhCUgIIA8efLEbo+MjEwygU/sM0/pv1tyJOd3VXqpVasWtWrVIioqihMnTrBo0SKGDBmCs7MzHTt2NGpsWYV0MwlADShMTEwTr5ubGwCNGzfG1NSUZcuWJXmumF9Wbw5s/e677xIc++Zf4W/uS2x7y5YtuXHjBjlz5oxtSYr7SO1idmkRMwB1/fr18bZv2bKF0NDQ2P2Q8taOBg0aoNPpmDBhAiYmJrEDSBs2bMiBAwfYu3cvtWvXfueU8bd91hlZjRo1cHBw4OLFi4n+e1esWBFzc3NA/ey9+XP3559/cv/+/TTFEDNlO2ZAMqjPcd26dak+Z7169di3b19syxOoAafJXddp3LhxBAUFMWLEiAT7QkNDGTRoEObm5vTr1y92u6enJ1evXiU8PDx229OnT/Hx8Yn3/uTeb8yA859++ine9l9++SXBwNm3Se6/W0p+hpPzu0qfkhObqakpVapUiZ1ZeOrUqXSJ7X0gLTMCgCZNmpA3b15atWpF0aJFiY6O5syZM8yZMwcbG5vY5lBPT0/Gjh3LtGnTCAsL45NPPsHe3p6LFy/y5MkTpkyZQtGiRSlQoACjR49G0zRy5MjB77//zt69exNct1SpUgAsWLCAbt26YWZmRpEiRbC1taVUqVJs3LiRTZs2kT9/fiwtLSlVqhRDhgxhy5Yt1K5dm6FDh1K6dGmio6O5c+cOe/bsYfjw4VSpUiVdP79GjRrRpEkTRo0axfPnz6lRo0bsbKZy5crRpUuXePec2H0lxcnJKfav8Hr16sX+Fd6wYUMCAwMJDAxk7ty574wx5hrffPMNzZo1w9TUlNKlS8cmAmnl6+vLr7/+mmB7pUqVYsdLpYaNjQ2LFi2iW7duBAYG8tFHH+Hk5MTjx485e/Ysjx8/jv3CatmyJatXr6Zo0aKULl2akydP8u2336Z5/ZEWLVowd+5cOnXqxBdffMHTp0+ZPXv2W2eivcv48ePZsWMH9evXZ+LEiVhbW7NkyZIEywskpWPHjpw8eZLZs2fj5+dHjx49cHZ25sqVK8ybN4/Lly/z448/Urx48dj3dOnShe+++47OnTvTq1cvnj59yqxZs7Czs0vV/RYrVozOnTszf/58zMzMaNiwIefPn2f27NkJzvk2yf13K1CgAFZWVvz0008UK1YMGxsb3NzcYv/Yiis5v6v0KanfZT/99BP79++nRYsW5MuXj1evXsW2Kqe1a1jEYeQByCKD2LRpk9apUyetUKFCmo2NjWZmZqbly5dP69Kli3bx4sUEx69du1arVKmSZmlpqdnY2GjlypWLN7L/4sWLWqNGjTRbW1vN0dFRa9++vXbnzh0N0CZNmhTvXGPGjNHc3Nw0ExOTeDNw/Pz8tMaNG2u2trYaEG+2RUhIiDZ+/HitSJEimrm5uWZvb6+VKlVKGzp0aLzZIYDWv3//ZH8OMbOZ3iWx2R9hYWHaqFGjNA8PD83MzExzdXXV+vbtqwUFBcU77m33lZShQ4dqgPb111/H216oUCEN0M6dOxdve2KzmcLDw7XPP/9cy507t6bT6eLNvEjqc3pzBlJiYmZ2JPWI+blIajbT5s2bEz3fmzNWvL29tRYtWmg5cuTQzMzMtDx58mgtWrSI9/6goCCtZ8+empOTk2Ztba3VrFlTO3z4cIJZPEld+21WrlypFSlSRLOwsNDy58+vzZgxQ/vxxx8TzGDx8PDQWrRokeD9ic0k+ueff7SqVatqFhYWmouLi/bll19q33///TtnM8X1559/as2aNdNy5MgR++/q5OSkHTt2LNHj16xZoxUrVkyztLTUihcvrm3atCnRn+fk3m94eLg2fPhwzcnJSbO0tNSqVq2qHT16NMG/d8wMoTdnIWpa8v/dNE3TNmzYoBUtWlQzMzOL9/vkzdlMMd71uyoxb4tV05L+GU3sd9nRo0e1tm3bah4eHpqFhYWWM2dOrU6dOtqOHTveGoNIGZ2mvbECkhBCiExr6tSpTJo0iSVLlsTrYhIiK5NuJiGEyEImTpyIv78/AwYMIHv27PEG4QuRVUnLjBBCCCEyNZnNJIQQQohMTZIZIYQQQmRqkswIIYQQIlMzajKzbNkySpcujZ2dHXZ2dlSrVo2//vordn/37t1jS6nHPLLqKqdCCCGESB2jzmbKmzcvM2fOpGDBggCsWbOG1q1bc/r0aUqUKAFA06ZNWbVqVex7UrrAV3R0NA8ePMDW1jbVBdeEEEIIkb40TePFixe4ublhYvL2tpcMN5spR44cfPvtt/Ts2ZPu3bsTHBycpvonGaEuhxBCCCFS5+7du+9cxTvDrDMTFRXF5s2bCQ0NpVq1arHbDx48iJOTEw4ODtSpU4evv/4aJyenJM8THh4er+5ITK529+7dFC2vLYQQQgjjef78Oe7u7tja2r7zWKO3zPj6+lKtWjVevXqFjY0NP//8M82bNwdg06ZN2NjY4OHhwa1bt5gwYQKRkZGcPHkyyZookydPTrTmxrNnzySZEUIIITKJ58+fY29vn6zvb6MnM69fv+bOnTsEBwezZcsWVqxYgbe3d7ziaDH8/f3x8PBg48aNfPjhh4me782WmZjMTpIZIYQQIvNISTJj9G4mc3Pz2AHAFStW5Pjx4yxYsIDvvvsuwbGurq54eHhw7dq1JM9nYWGRpkq2QgghhMhcMtw6M5qmxWtZievp06fcvXsXV1fXdI5KCCGEEBmVUVtmxo4dS7NmzXB3d+fFixds3LiRgwcPsmvXLkJCQpg8eTLt2rXD1dUVPz8/xo4dS65cuWjbtq0xwxZCCJFMUVFRREREGDsMkQGZmZlhamqql3MZNZl5+PAhXbp0wd/fH3t7e0qXLs2uXbto1KgRYWFh+Pr6snbtWoKDg3F1daVevXps2rQpWSObhRBCGI+maQQEBBAcHGzsUEQG5uDggIuLS5rXgTP6AGBDS8kAIiGEEPrh7+9PcHAwTk5OWFtby6KlIh5N03j58iWPHj3CwcEh0eEjmWoAsBBCiKwlKioqNpHJmTOnscMRGZSVlRUAjx49wsnJKU1dThluALAQQojMLWaMjLW1tZEjERldzM9IWsdVSTIjhBDCIKRrSbyLvn5GpJspC4mOhgsXICgIHB2hRAl4R20uIYQQItOTr7oswscHOneGrl2hTx/13Lmz2i6EEOL9tXr1ahwcHIwdhkFJMpMF+PjAiBFw6hQ4OICnp3o+fVptl4RGCCHerXv37uh0OnQ6HWZmZjg7O9OoUSNWrlxJdHR0is6lzwSibt26sXFZWFhQuHBhpk+fTlRUVLLe36FDB65evZriaw4ZMiQV0RqHJDOZXHQ0LF4MgYFQsCDY2ICpqXouUEB1OS1Zoo4TQojMJDoafH3h0CH1nB6/x5o2bYq/vz9+fn789ddf1KtXj8GDB9OyZUsiIyMNH0ASevXqhb+/P1euXGHQoEGMHz+e2bNnJ+u9VlZWODk5GThC45JkJpO7cAEuXQJXV3hzHJVOBy4ucPGiOk4IITILY3WdW1hY4OLiQp48eShfvjxjx47lt99+46+//mL16tWxx82dO5dSpUqRPXt23N3d6devHyEhIQAcPHiQzz77jGfPnsW2qEyePBmA9evXU7FiRWxtbXFxcaFTp048evTonXFZW1vj4uKCp6cnAwYMoEGDBmzfvh2AoKAgunbtiqOjI9bW1jRr1ixeDcM3W4kmT55M2bJlWbduHZ6entjb29OxY0devHgBqBYqb29vFixYEBu/n58fQUFBfPrpp+TOnRsrKysKFSrEqlWr0vaB64kkM5lcUBCEh8P/T9dPwMpK7Q8KSt+4hBAitTJa13n9+vUpU6YMW7dujd1mYmLCwoULOX/+PGvWrGH//v2MHDkSgOrVqzN//nzs7Ozw9/fH39+fESNGAPD69WumTZvG2bNn2b59O7du3aJ79+4pjsnKyip2OnP37t05ceIEO3bs4OjRo2iaRvPmzd863fnGjRts376dP/74gz/++ANvb29mzpwJwIIFC6hWrVpsa5C/vz/u7u5MmDCBixcv8tdff3Hp0iWWLVtGrly5Uhy7IchspkzO0REsLCAsTHUtvSksTO13dEz/2IQQIqXe7DqPaXGO6Tq/cUN1nVetmr6zNYsWLcq5c+diX8cdT+Ll5cW0adPo27cvS5cuxdzcHHt7e3Q6HS4uLvHO06NHj9j/zp8/PwsXLqRy5cqEhIRgk9gv8TdER0ezZ88edu/ezZAhQ7h27Ro7duzgn3/+oXr16gD89NNPuLu7s337dtq3b5/keVavXh1bHqhLly7s27ePr7/+Gnt7e8zNzWNbg2LcuXOHcuXKUbFiRQA8PT3fGW96kZaZTK5ECShWDAIC4M3CFJqmthcvro4TQoiMLqN2nWuaFm9NlAMHDtCoUSPy5MmDra0tXbt25enTp4SGhr71PKdPn6Z169Z4eHhga2tL3bp1AZUovM3SpUuxsbHB0tKSDz74gM6dOzNp0iQuXbpEtmzZqFKlSuyxOXPmpEiRIly6dCnJ83l6esarc+jq6vrO7q6+ffuyceNGypYty8iRI/HJQLNLJJnJ5ExMYMAA1fJy4waEhEBUlHq+cUNt799f1psRQmQOGbXr/NKlS3h5eQFw+/ZtmjdvTsmSJdmyZQsnT55kyZIlwNtXsg0NDaVx48bY2Niwfv16jh8/zrZt2wDV/fQ2n376KWfOnOHGjRuEhYXx448/Ym1tTVLlFd9Mvt5kZmYW77VOp3vnjK1mzZpx+/ZthgwZwoMHD2jQoEFs95mxyVdcFlC9OsyeDeXKQXAw+Pmp5/Ll1fb/b3kUQogML27XeWKM0XW+f/9+fH19adeuHQAnTpwgMjKSOXPmULVqVQoXLsyDBw/ivcfc3DzB1OnLly/z5MkTZs6cSa1atShatGiyBv8C2NvbU7BgQdzd3ePVMCpevDiRkZH8+++/sduePn3K1atXKVasWGpvOdH4AXLnzk337t1Zv3498+fP5/vvv0/1NfRJxsxkEdWrqz5kWQFYCJGZxXSdnz6txsjEbVyI6TovX95wXefh4eEEBAQQFRXFw4cP2bVrFzNmzKBly5Z07doVgAIFChAZGcmiRYto1aoV//zzD8uXL493Hk9PT0JCQti3bx9lypTB2tqafPnyYW5uzqJFi+jTpw/nz59n2rRpaYq3UKFCtG7dml69evHdd99ha2vL6NGjyZMnD61bt071eT09Pfn333/x8/PDxsaGHDlyMHnyZCpUqECJEiUIDw/njz/+SFPCpE/yVZeFmJhAqVJQu7Z6lkRGCJHZGLvrfNeuXbi6uuLp6UnTpk05cOAACxcu5LfffottESlbtixz587lm2++oWTJkvz000/MmDEj3nmqV69Onz596NChA7lz52bWrFnkzp2b1atXs3nzZooXL87MmTOTvVbM26xatYoKFSrQsmVLqlWrhqZp7Ny5M0FXUkqMGDECU1NTihcvTu7cublz5w7m5uaMGTOG0qVLU7t2bUxNTdm4cWOa49cHnZZUh1sW8fz5c+zt7Xn27Bl2dnbGDkcIIbK8V69ecevWLby8vLC0tEzVOXx81KymS5fUGBkLCzWZoX9/6TrPSt72s5KS72/pZhJCCJHhSNe5SAlJZoQQQmRIMV3nQryL5LhCCCGEyNQkmRFCCCFEpibJjBBCCCEyNUlmhBBCCJGpSTIjhBBCiExNZjOJdBcdLdMthRBC6I8kMyJdJbYQVrFiasVPWQhLCCFEasjfwyLd+PjAiBFw6hQ4OICnp3o+fVptz0DV5IUQIgGdTsf27duNHUaK+fn5odPpOHPmjLFDMRhJZtLgtP/pJMuvi/iio1WLTGAgFCwINjZgaqqeCxRQXU5LlqjjhBDCGLp3706bNm2S3O/v70+zZs3SL6AU0ul0CR41a9bE3d0df39/SpYsCcDBgwfR6XQEBwcbN2A9kmQmlb478R0Vf6jIV4e+MnYomcKFC6prydU1fhVcUK9dXODiRXWcEEJkRC4uLlhYWBg1Bk3TiIyMTHL/qlWr8Pf3j33s2LEDU1NTXFxcyJYt644skWQmlaK0KKK1aCYenMiKUyuMHU6GFxSkxshYWSW+38pK7Q8KSt+4hBAiueJ2M8V03WzdupV69ephbW1NmTJlOHr0aLz3+Pj4ULt2baysrHB3d2fQoEGEhobG7l+/fj0VK1bE1tYWFxcXOnXqxKNHj2L3x7Si7N69m4oVK2JhYcHhw4eTjNHBwQEXF5fYR44cOeJ1M/n5+VGvXj0AHB0d0el0dO/eXX8fkpFIMpNK/Sr1Y1ytcQD0/qM3v1/53cgRZWyOjmqwb1hY4vvDwtR+R8f0jUsIkQ40DUJDjfMw8FCAcePGMWLECM6cOUPhwoX55JNPYltOfH19adKkCR9++CHnzp1j06ZNHDlyhAEDBsS+//Xr10ybNo2zZ8+yfft2bt26lWhyMXLkSGbMmMGlS5coXbp0quN1d3dny5YtAFy5cgV/f38WLFiQ6vNlFFm3zSkdTKs3jQcvHrDqzCo6/NqBfV33Uc29mrHDypBKlFCzlk6fVmNk4nY1aRoEBED58uo4IUQW8/KlGiBnDCEhkD27wU4/YsQIWrRoAcCUKVMoUaIE169fp2jRonz77bd06tSJIUOGAFCoUCEWLlxInTp1WLZsGZaWlvTo0SP2XPnz52fhwoVUrlyZkJAQbOJ8ZlOnTqVRo0bvjOeTTz7B1NQ09vX69espW7Zs7GtTU1Ny5MgBgJOTEw4ODmm4+4xDWmbSQKfT8V3L72heqDlhkWG03NCSy08uGzusDMnERE2/dnSEGzfU75eoKPV844ba3r+/rDcjhMhc4raSuLq6AsR2E508eZLVq1djY2MT+2jSpAnR0dHcunULgNOnT9O6dWs8PDywtbWlbt26ANy5cyfedSpWrJiseObNm8eZM2diH8lJgLICaZlJIzNTM3756Bfqr63Pf/f/o8n6JhzteRQ3Wzdjh5bhVK8Os2f/b52Zhw9V11L58iqRkXVmhMiirK3VXy7GurYBmZmZxf637v+bnKP/f1pmdHQ0vXv3ZtCgQQnely9fPkJDQ2ncuDGNGzdm/fr15M6dmzt37tCkSRNev34d7/jsyWxdcnFxoWDBgvG2PX78OEX3lBlJMqMH2c2z82enP6mxsgZXn16l6fqmHPrsEA6WDsYOLcOpXh2qVpUVgIV4r+h0Bu3qyajKly/PhQsXEiQXMXx9fXny5AkzZ87E3d0dgBMnThg8LnNzcwCioqIMfq30Il8hepLLOhe7O+/G1cYV30e+fLDhA8Iikhjt+p4zMYFSpaB2bfUsiYwQIqN49uxZvG6aM2fOJOjySa5Ro0Zx9OhR+vfvz5kzZ7h27Ro7duxg4MCBgGqdMTc3Z9GiRdy8eZMdO3Ywbdo0fd5Oojw8PNDpdPzxxx88fvyYEGO1mumRfI3okaeDJ7s678LOwo7Ddw7TaWsnoqKzTuYrhBBZ3cGDBylXrly8x8SJE1N1rtKlS+Pt7c21a9eoVasW5cqVY8KECbFja3Lnzs3q1avZvHkzxYsXZ+bMmcyePVuft5OoPHnyMGXKFEaPHo2zs3O82VWZlU7L4kvYPn/+HHt7e549e4adnV26XNPbz5sm65sQHhXOF+W/YHnL5bF9qUIIkdW9evWKW7du4eXlhaWlpbHDERnY235WUvL9LS0zBlDHsw4/t/sZE50J35/6nkkHJxk7JCGEECLLkmTGQD4s9iFLmy8FYNqhaSz+b7GRIxJCCCGyJklmDKh3xd5MrTsVgEF/DWLj+Y1GjkgIIYTIeiSZMbDxtcczoNIANDS6buvKnht7jB2SEEIIkaVIMmNgOp2OBc0W0LFkRyKiI/hw04f8e+9fY4clhBBCZBmSzKQDE50Ja9qsoXGBxoRGhNL85+ZcenzJ2GEJIYQQWYIkM+nE3NScLR9voXKeygSGBdJ4fWPuPEvdQkxCCCGE+B9JZtKRjbkNf3b6k2K5inHv+T0arWvE49CsXzNDCCGEMCRJZtJZLutc7Omyh3z2+VQdp5+a8jz8ubHDEkIIITItSWaMIK9dXvZ22Utu69yc8j9F642teRX5ythhCSGEMLLJkydTtmxZg52/bt26DBkyxCDn9vT0ZP78+QY597tIMmMkhXMW5q9P/8LW3JaDfgfp+GtHIqMjjR2WEEK81+7evUvPnj1xc3PD3NwcDw8PBg8ezNOnT40dWoocPHgQnU5HcHBwvO1bt25NUzHLunXrotPpEjwiIyM5fvw4X3zxReyxOp2O7du3p/paKSHJjBFVcKvAjk92YGFqwW9XfqPnjp5Ea9HGDksIId5LN2/epGLFily9epUNGzZw/fp1li9fzr59+6hWrRqBgYHGDpHXr1+n6f05cuTA1tY2Tefo1asX/v7+8R7ZsmUjd+7cWFtbp+ncqSXJTCpFR4OvLxw6pJ6j35KDvO3Yup51+aX9L5jqTFl7di1Ddw0li9f+FEKIDKl///6Ym5uzZ88e6tSpQ758+WjWrBl///039+/fZ9y4cbHHJtbq4ODgwOrVq2Nfjxo1isKFC2NtbU3+/PmZMGECERER8d4zc+ZMnJ2dsbW1pWfPnrx6FX/IQffu3WnTpg0zZszAzc2NwoULA7B+/XoqVqyIra0tLi4udOrUiUePHgHg5+dHvXr1AHB0dESn09G9e3cgYTdTeHg4I0eOxN3dHQsLCwoVKsSPP/741s/J2toaFxeXeA+I383k6ekJQNu2bdHpdLGvDSWbQc+eRfn4wOLFcOkShIeDhQUUKwYDBkD16ik/9oMiH7C6zWq6bOvCwv8W4mjlyOS6k9P9voQQwhA0TeNlxEujXNvazBqdTvfO4wIDA9m9ezdff/01VlZW8fa5uLjw6aefsmnTJpYuXZqs8wHY2tqyevVq3Nzc8PX1pVevXtja2jJy5EgAfvnlFyZNmsSSJUuoVasW69atY+HCheTPnz/eefbt24ednR179+6N/WP39evXTJs2jSJFivDo0SOGDh1K9+7d2blzJ+7u7mzZsoV27dpx5coV7OzsEtxTjK5du3L06FEWLlxImTJluHXrFk+ePEnW/b3N8ePHcXJyYtWqVTRt2hRTU9M0n/NtJJlJIR8fGDECAgPB1RWsrCAsDE6fVttnz/5fkpKSYzuX7kzwq2AG/jWQKd5TcLR0ZHDVwca7USGE0JOXES+xmWFjlGuHjAkhu3n2dx537do1NE2jWLFiie4vVqwYQUFBPH78GCcnp2Rde/z48bH/7enpyfDhw9m0aVNsMjN//nx69OjB559/DsBXX33F33//naB1Jnv27KxYsQJzc/PYbT169Ij97/z587Nw4UIqV65MSEgINjY25MiRAwAnJyccHBwSje/q1av88ssv7N27l4YNG8ae612WLl3KihUrYl/37t2bOXPmxDsmd+7cgGqtimm5MSTpZkqB6GjVyhIYCAULgo0NmJqq5wIFICgIlixRx6Xk2BgDKg+ILUw5ZPcQVp9ZbZwbFUIIEU9Mi0jchOJdfv31V2rWrImLiws2NjZMmDCBO3f+t1jqpUuXqFatWrz3vPkaoFSpUgmue/r0aVq3bo2Hhwe2trbUrVsXIN753+XMmTOYmppSp06dZL8H4NNPP+XMmTOxjzFjxqTo/YYgLTMpcOGC6i5ydYU3Wxl1OnBxgYsX1XGQ/GNLlfrfvvG1xxP0Koh5x+bRc0dPbM1taVe8nWFvTAghDMjazJqQMSFGu3ZyFCxYEJ1Ox8WLF2nTpk2C/ZcvXyZ37tyxrRw6nS7B+Ma442GOHTtGx44dmTJlCk2aNMHe3p6NGzcmaMFIjuzZ47cshYaG0rhxYxo3bsz69evJnTs3d+7coUmTJikaIJxU19O72NvbU7BgwVS911AkmUmBoCA17iWpf38rK3j4UB0HKTs2hk6nY07jOTx79YyVZ1byyZZP+N38d5oUbKK/GxFCiHSk0+mS1dVjTDlz5qRRo0YsXbqUoUOHxvuiDwgI4KeffqJ///6x23Lnzo2/v3/s62vXrvHy5f/GBf3zzz94eHjEGzR8+/bteNcsVqwYx44do2vXrrHbjh079s5YL1++zJMnT5g5cybu7u4AnDhxIt4xMS05UVFRSZ6nVKlSREdH4+3tHdvNpE9mZmZvvb4+GbWbadmyZZQuXRo7Ozvs7OyoVq0af/31V+x+TdOYPHkybm5uWFlZUbduXS7ENHsYgaOjGsAbFpb4/rAwtd/RMWXHvkmn0/F9q+9pX7w9EdERtN3UliN3jujvRoQQQiSwePFiwsPDadKkCYcOHeLu3bvs2rWLRo0aUbhwYSZOnBh7bP369Vm8eDGnTp3ixIkT9OnTBzMzs9j9BQsW5M6dO2zcuJEbN26wcOFCtm3bFu96gwcPZuXKlaxcuZKrV68yadKkZH3H5cuXD3NzcxYtWsTNmzfZsWNHgrVjPDw80Ol0/PHHHzx+/JiQkIQtY56ennTr1o0ePXqwfft2bt26xcGDB/nll19S+tElytPTk3379hEQEEDQm3+565lRk5m8efMyc+ZMTpw4wYkTJ6hfvz6tW7eO/cecNWsWc+fOZfHixRw/fhwXFxcaNWrEixcvjBJviRJqJlJAALw5e1rT1PbixdVxKTk2MaYmpqz/cD3NCjYjLDKMFj+34JT/KcPcmBBCCAoVKsTx48fJnz8/H3/8MR4eHjRr1ozChQvzzz//YGPzv0HMc+bMwd3dndq1a9OpUydGjBgRb42V1q1bM3ToUAYMGEDZsmXx8fFhwoQJ8a7XoUMHJk6cyKhRo6hQoQK3b9+mb9++74wzd+7crF69ms2bN1O8eHFmzpzJ7Nmz4x2TJ08epkyZwujRo3F2dmbAgAGJnmvZsmV89NFH9OvXj6JFi9KrVy9CQ0NT8rElac6cOezduxd3d3fKlSunl3MmRadlsEVNcuTIwbfffkuPHj1wc3NjyJAhjBo1ClDz4Z2dnfnmm2/o3bt3ss73/Plz7O3tefbsGXZ2dmmOL2aGUlCQGvcSM0MpIEC1siQ2myk5xyblZcRLmv3UjEO3D5HLOhfe3b0pnrt4mu9DCCEM5dWrV9y6dQsvLy8sLS2NHU6aTJo0iblz57Jnz55EB+eKtHnbz0pKvr8zzGymqKgoNm7cSGhoKNWqVePWrVsEBATQuHHj2GMsLCyoU6cOPj4+SZ4nPDyc58+fx3voU/XqKgkpVw6Cg8HPTz2XL58wOUnJsUmxNrPm909+p6JbRZ68fELDtQ25EXhDr/ckhBAicVOmTGHhwoX8+++/RL9tdVRhVEYfAOzr60u1atV49eoVNjY2bNu2jeLFi8cmLM7OzvGOd3Z2TjCIKq4ZM2YwZcoUg8ZcvTpUrapmIgUFqVaWEiXAJJHUMCXHJsXOwo5dn+6i7pq6nH90ngZrG3D4s8O427vr7Z6EEEIk7rPPPjN2COIdjN4yU6RIEc6cOcOxY8fo27cv3bp14+LFi7H731xpUdO0t66+OGbMGJ49exb7uHv3rkHiNjFRU6pr11bPb0tOUnJsUnJa52Rvl70UylGI289u03BdQx6GPEz9DQghhBBZhNGTGXNzcwoWLEjFihWZMWMGZcqUYcGCBbErBgYEBMQ7/tGjRwlaa+KysLCInR0V88gqXGxc+Lvr3+Szz8fVp1dpvL4xgWHGL3wmhBBCGJPRk5k3aZpGeHg4Xl5euLi4sHfv3th9r1+/xtvbm+rJGWySReWzz8e+rvtwsXHh3MNzNF3flOfh+h0XJIQQ+pDB5peIDEhfPyNGTWbGjh3L4cOH8fPzw9fXl3HjxnHw4EE+/fRTdDodQ4YMYfr06Wzbto3z58/TvXt3rK2t6dSpkzHDNrqCOQryd5e/yWmVk+MPjtPi5xaEvtbPVDohhEirmPVW4i4iJ0RiYn5G4q7RkxpGHQD88OFDunTpgr+/P/b29pQuXTp2gSKAkSNHEhYWRr9+/QgKCqJKlSrs2bMHW1tbY4adIZRwKsGeLnuov6Y+R+4coc2mNvz+ye9YZsvc0yCFEJmfqakpDg4OPHr0CABr6+RVrhbvD03TePnyJY8ePcLBwSHNVbUz3Doz+qbvdWYymmP3jtFoXSNCXofQolALtnbYirlp8guhCSGEIWiaRkBAAMHBwcYORWRgMVW1E0t2U/L9LclMFuDt502zn9RKwe2KtWPjRxvJZmL0WfdCCEFUVFS8AoxCxDAzM3tri4wkM3G8D8kMwJ4be2i1oRWvo17TqVQn1rZZi6lJ2prthBBCCGPJlCsAZzrBwdCnDzx4YOxIAGhcoDG/tv+VbCbZ+Nn3Z3r93otoTVarFEIIkfVJMpNa48fDd99B0aKwYAFERho7IloVacXGdhsx1Zmy6swq+v/ZX6ZGCiGEyPIkmUmtzz6DypXhxQsYMgQqVoSjR40dFe2Kt2Nd23Xo0LH85HKG7h4qCY0QQogsTZKZ1KpQQSUv332nCi6dPasKMX3+OTx5YtTQPin1CStbrwRgwb8LGPX3KElohBBCZFmSzKSFiQl88QVcuaJaagB+/BGKFIEVK8CIFVa7l+3Ody2/A+Bbn28Zv3+8JDRCCCGyJElm9CF3bli5Eo4cUZUkAwOhVy+oUQNOnzZaWF9U+ILFzRYDMP3IdKZ4G7aauBBCCGEMkszoU40acOoUzJ0LNjZw7JgaSzN4MDx7ZpSQ+lfuz7wm8wCY4j2Frw59ZZQ4hBBCCEORZEbfsmWDoUPh8mXo0EF1NS1cqGY9bdgARujqGVJ1CLMazgJgwoEJfHPkm3SPQQghhDAUSWYMJU8e2LgR9uyBQoUgIAA6dYIGDeDSpXQP58saX/J1/a8BGL1vNLN9Zqd7DEIIIYQhSDJjaI0aga8vTJsGlpZw4ACUKQNjxkBo+la6HltrLFPqqnEzX+79krlH56br9YUQQghDkGQmPVhYqEX2Ll6EFi0gIgJmzoTixeG339I1lIl1JjKpziQAhu8Zzvxj89P1+kIIIYS+STKTnry84PffYft2yJcP7tyBNm2gVSu4dSvdwphUZxLja40HYOjuoSz8d2G6XVsIIYTQN0lm0ptOB61bq1aaMWPAzAz++EO10nz9NYSHp0MIOqbWm8rYmmMBGLxrMIv+XWTw6wohhBCGIMmMsWTPDtOnw7lzUL8+vHqluqJKl4a9ew1+eZ1Ox1f1v2J0jdEADNo1iMX/LTb4dYUQQgh9k2TG2IoWhb//hp9/BhcXuHoVGjeGjh0NXpFbp9MxvcF0RtUYBcDAvwZKQiOEECLTkWQmI9Dp4JNP1No0gwerMgmbNqlEZ948g1bk1ul0zGgwQxIaIYQQmZYkMxmJvT3Mnw8nT0LVqqoi97BhqqjlP/8Y7LIxCU1Ml5MkNEIIITITSWYyorJlVfKyYgXkyKHG1dSsCT16wOPHBrlkTJdT3IRmwbEFBrmWEEIIoU+SzGRUJibQs6eqyP3552rbqlWqIvf33xukIndMQjOm5hgAhuwewryj8/R+HSGEEEKfJJnJ6HLlgh9+AB8ftXJwUBD07g3Vqqmilnqm0+n4uv7XsevQDNszTEofCCGEyNAkmcksqlWDEyfUmBpbW/jvP6hUCQYMgOBgvV4qZh2amJWCv9z7pRSnFEIIkWFJMpOZZMumZjtdvqymbkdHw5IlatbT+vV6rcit0+mYXHdybC2n0ftGM/3wdL2dXwghhNAXSWYyIzc32LBBrU9TpAg8fAhdukC9empl4WSIjlb1Lw8dUs9JDcGZWGciX9X7CoBx+8cx5eAUND0mTUIIIURaSTKTmTVoAGfPqpWErazA21uNqxk9+q0VuX18oHNn6NoV+vRRz507q+2JGVd7HN80VN1Mk70nM+HABElohBBCZBiSzGR2FhaqxtPFi/DBB2qBvW++gWLFVEHLN5IOHx8YMUKNHXZwAE9P9Xz6tNqeVEIzssZI5jaeC8DXh79m5N6RktAIIYTIECSZySo8PeG332DHDvXfd+9C27bQsiXcvAmorqTFiyEwEAoWBBsbMDVVzwUKqIlSS5Yk3eU0tNpQFjdTi+nNPjqbIbuGSEIjhBDC6CSZyWpatYILF2DcOFWRe+dOKFECpk3j4qlXXLoErq6qgkJcOp0qDXXxonp7UvpX7s93Lb8DYOF/C+n3Zz+iNf2veSOEEEIklyQzWZG1NXz1lRrZ26CBqsg9cSIF2pSi4tPdWFkl/jYrKwgPVy00b/NFhS9Y+cFKdOhYfnI5PXf0JCo6Sv/3IYQQQiSDJDNZWZEisHcvbNwIrq5Y3b/OD3ebMvJEe3KG3UtweFiYGoLj6PjuU39W7jPWf7geU50pq8+spsu2LkRERRjgJoQQQoi3k2Qmq9PpoEMHuHwZbfAQonSm1H38K8sOFqXNjTmYRqsERNMgIACKF1e9UsnRqVQnNn20CTMTMzac30DHLR15HfXagDcjhBBCJCTJzPvCzg7d/Hn4rjqJr001rKJC6XlpBPMPlcfr3mFu3FAtMv37q7JQydWueDu2dtiKuak5Wy9t5cNNH/Iq8pXh7kMIIYR4g05LwXSUK1eusGHDBg4fPoyfnx8vX74kd+7clCtXjiZNmtCuXTssLCwMGW+KPX/+HHt7e549e4adnZ2xw8kQfI5E4zt8NR+fHIlj1FMADnl1w2rRLCq1cErVOffe2Evrja0JiwyjgVcDfuv4G9nNs+szbCGEEO+RlHx/JyuZOX36NCNHjuTw4cNUr16dypUrkydPHqysrAgMDOT8+fMcPnyY58+fM3LkSIYMGZJhkhpJZhIXHQ2X/3mK47djcf39e7XRwQFmzIBevdSc7RQ6dPsQLX5uQcjrEGq41+DPTn9ib2mv38CFEEK8F/SezHh4ePDll1/SqVMncuTIkeRxR48eZd68eZQtW5axY8emPHIDkGQmGY4dg3791Mp5oApYLlsGFSqk+FT/3f+PJuubEPwqmAquFdjdeTc5rXPqOWAhhBBZnd6TmdevX2Nubp7sAFJ6vCFJMpNMkZEqgRk/Hp4/VwOH+/VTU7wdHFJ0qrMBZ2m0rhGPXz6mpFNJ9nbZi4uNi2HiFkIIkSWl5Ps7WUM9U5qYZJRERqRAtmwwcCBcuQKffqqmNy1ZoqZ3r1uXoorcZVzK4N3dGzdbN84/Ok/tVbW58+yOAYMXQgjxPkvRAGCAhQsXJn4inQ5LS0sKFixI7dq1MU3FmAtDkJaZVDpwQLXMXL6sXteuDUuXJn/eNnAz6CYN1jbAL9gPdzt3/u76N4VzFjZQwEIIIbISvXczxeXl5cXjx495+fIljo6OaJpGcHAw1tbW2NjY8OjRI/Lnz8+BAwdwd3dP043ogyQzafD6NcybB1OnwsuXqvVm6FCYOFEVdEqG+8/v03BdQy4/uYxzdmf2dNlDaefSBg5cCCFEZqf3bqa4pk+fTqVKlbh27RpPnz4lMDCQq1evUqVKFRYsWMCdO3dwcXFh6NChqb4BkUGYm8OoUapgU+vWalzNt9+qitxbtiSr6ymPXR68u3tT1qUsD0MfUnd1Xf699286BC+EEOJ9keKWmQIFCrBlyxbKli0bb/vp06dp164dN2/exMfHh3bt2uHv76/PWFNFWmb06M8/1biaW7fU66ZNYdEiVYL7DdHRqmBlUJBajC9PgWBabmjO0XtHsTG34beOv1Hfq34634AQQojMwqAtM/7+/kRGRibYHhkZSUBAAABubm68ePEipacWGV2LFipDmTBBtdrs2gUlS8LkyaqY5f/z8YHOnaFrV+jTRz0P+NyBqYX20DB/Q0Jeh9D8p+b8dvk3492LEEKILCPFyUy9evXo3bs3p2PWJEG1yvTt25f69dVf2r6+vnh5eekvSpFxWFmpMTS+vtC4sSqzPWWKSmp27cLHB0aMgFOn1IxuT0/1fPo0TBxtwzivP2hbtC3hUeG0+6Ud68+tN/INCSGEyOxSnMz8+OOP5MiRgwoVKmBhYYGFhQUVK1YkR44c/PjjjwDY2NgwZ84cvQcrMpDChVXLzC+/QJ48cOMGNGuGacePMH94l4IF1RhhU1P1XKCA6nL6YZkFG9v9Qrcy3YjSouiyrQuL/1ts7LsRQgiRiaV4zEyMy5cvc/XqVTRNo2jRohQpUkTfsemFjJlJBy9ewJQpaPPno4uKIswkOxuKTGKH1xCiTMxiDwsJgeBgWLsWSpSMZuiuoSz8T031n1p3KuNrj0en0xnpJoQQQmQkBp2aHVfMWzPyF5AkM+nnxCpfdP37UiHsHwBu25ZgWcmlXMhZG4CoKPDzg+XL1bI1mqYxxXsKU7ynADC4ymDmNpmLiU6KuQshxPvOoAOAQXU1lSxZEktLSywtLSlZsiQrVqxIVbAi67CoWIpehQ8xs8gqnpnnwuPFBWYercPQ011xCH9IWBhYWKjZTaCS4Ml1J7Og6QIAFvy7gO7buxMRFWHEuxBCCJHZpDiZmTBhAoMHD6ZVq1Zs3ryZzZs306pVK4YOHcr48eMNEaPIJEqUgKLFTVij607vOlf4K19votFR//46lh0oQr1LSylRNCrBIsKDqgxiXdt1mOpMWXduHe1+aUdYRJhxbkIIIUSmk+Juply5crFo0SI++eSTeNs3bNjAwIEDefLkiV4DTCvpZkpfMbOZgoLAxQXKhP9HP9++FA45BUBIkQrYrF0KlSsneO8fV/+g/eb2vIp8RW2P2uzouAN7S/v0vgUhhBAZgEG7maKioqhYsWKC7RUqVEh0/RnxfqleHWbPhnLl1GDfPcGV+aTAf6yuuJhIG3tsrpyEqlWhb1+V8cTRsnBLdnfejZ2FHYduH6LO6joEhAQY50aEEEJkGilumRk4cCBmZmbMnTs33vYRI0YQFhbGkiVL9BpgWknLjHG8uQJwiRJg8viharZZ//9ry+TODbNmQbduEGcQ+ZmAMzRd35SHoQ/J75ifPZ33UCBHASPdiRBCCGMw6GymgQMHsnbtWtzd3alatSoAx44d4+7du3Tt2hUzs/9NxX0z4TEGSWYyIG9vVZH74kX1umZNVZG7VKnYQ24E3qDx+sbcDLqJc3ZndnXeRVmXssaJVwghRLozaDJTr169ZB2n0+nYv39/Sk5tEJLMZFARETB/viqF8PKlWl1vyBCYNAlsbQEICAmg6fqmnH14FjsLO3Z03EEdzzrGjFoIIUQ6Sbd1ZtJqxowZbN26lcuXL2NlZUX16tX55ptv4i3A1717d9asWRPvfVWqVOHYsWPJuoYkMxnc3bsqidm6Vb3OkwfmzYOPPgKdjmevnvHBxg84dPsQFqYW/NzuZz4s9qFRQxZCCGF4Bl9nRl+8vb3p378/x44dY+/evURGRtK4cWNCQ0PjHde0aVP8/f1jHzt37jRSxELv3N1hyxbYuRPy54f79+Hjj1VF7mvXsLe0Z9enu2hTtA3hUeF89MtHLDu+zNhRCyGEyEBS3DLz6tUrFi1axIEDB3j06BHR0dHx9p86dSrVwTx+/BgnJye8vb2pXVutGtu9e3eCg4PZvn17qs4pLTOZSFgYfPMNzJypCliam8OoUTBmDFEW5vT7sx/fn/oegIm1JzK57uQMvfq0EEKI1EvJ93e2lJ68R48e7N27l48++ojKlSvr9cvk2bNnAOTIkSPe9oMHD+Lk5ISDgwN16tTh66+/xsnJSW/XFRmElZUaQ9O5MwwYALt3w7RpsH49posXs7zlclxtXZniPYWph6YSEBLAkhZLyGaS4h9jIYQQWUiKW2bs7e3ZuXMnNWrU0GsgmqbRunVrgoKCOHz4cOz2TZs2YWNjg4eHB7du3WLChAlERkZy8uRJLCwsEpwnPDyc8PDw2NfPnz/H3d1dWmYyG01T42gGD1ZdTwBt2sCCBSx/tJN+f/ZDQ+ODIh+wod0GrM2sjRquEEII/TLomJk8efJg+/+zTfRpwIABnDt3jg0bNsTb3qFDB1q0aEHJkiVp1aoVf/31F1evXuXPP/9M9DwzZszA3t4+9uHu7q73WEU60OmgXTu4fBm+/BKyZYPt26FYMfrse8avH27EwtSCHVd20HBtQ56+fGrsiIUQQhhJipOZOXPmMGrUKG7fvq23IAYOHMiOHTs4cOAAefPmfeuxrq6ueHh4cO3atUT3jxkzhmfPnsU+7t69q7c4hRHY2KiF9U6fhlq11DTu0aP5sMNk9pb8BgdLB47eO0qNlTXwC/YzdrRCCCGMIMXJTMWKFXn16hX58+fH1taWHDlyxHukhKZpDBgwgK1bt7J//368vLze+Z6nT59y9+5dXF1dE91vYWGBnZ1dvIfIAkqWVIvtrV0LTk5w6RK12g7hyJUa5M3uxpWnV6j2YzXOBJwxdqRCCCHSWYrHzDRs2JA7d+7Qs2dPnJ2dEwwA7tatW7LP1a9fP37++Wd+++23eGvL2NvbY2VlRUhICJMnT6Zdu3a4urri5+fH2LFjuXPnDpcuXUpWd5fMZsqCgoJg/HhYtgw0jXtuNjTra8v5KH9szW3Z8vEWGhVoZOwos7xES1YYdbEHIURWYtBF86ytrTl69ChlypRJU5BAkjOhVq1aRffu3QkLC6NNmzacPn2a4OBgXF1dqVevHtOmTUv2WBhJZrKwEydUwcoTJwi2hLY9bTiYO4RsJtn48YMf6Vqmq7EjzLJ8fGDxYrh0Sc2it7CAYsXUJLTq1Y0dnRAiKzBoMlO+fHmWLl0aW5cpo5NkJouLioIffoAxYwh/EUz3NrDx/0s8fVXvK8bWGitr0eiZj4+qFxoYCK6uakZ9WBgEBKgWmtmzJaERQqSdQWczzZw5k+HDh3Pw4EGePn3K8+fP4z2ESFemptCnD1y5gkXnbvy0FUYeUbvGHxhPnz96ExkdadwYs5DoaNUiExgIBQuq8dmmpuq5QAHV5bRkiTpOCCHSS4pbZkz+v1P8zb92NU1Dp9MRFRWlv+j0QFpm3jOHD0O/fiyxOs/A5qDpoLlzTTb1+AsbcxtjR5fp+fpC167g4KASmDeFhEBwsBqnHacIuhBCpJhBVwA+cOBAqgMTwuBq1YJTp+i/cCF51o2jU8twdj48Qp1pBfij72Fc3QobO8JMLShIjZGxskp8v5UVPHyojhNCiPSS4mSmTp06hohDCP0xM4Phw2nToQMHxnWjlfN+TmV/RNW5xdlZeiYlugxXi/KJFHN0VIN9w8ISb5kJC1P7HR3TPzYhxPsrWWNm7ty5k6KT3o9Zfl4IY8qblypr9nG0xkoKPzfjjm0UNS59yYH2FeHqVWNHlymVKKFmLQUEqIoTcWma2l68uDpOCCHSS7KSmUqVKtGrVy/++++/JI959uwZP/zwAyVLlmTr1q16C1CItCrQ+jN8xt+iJvl4ZgmNi59iTafiMGGCWlFYJJuJiZp+7egIN26oMTJRUer5xg21vX9/WW9GCJG+kjUAODAwkOnTp7Ny5UrMzMyoWLEibm5uWFpaEhQUxMWLF7lw4QIVK1Zk/PjxNGvWLD1iTxYZACxivIp8Rff1H7HptqrrNcEbptzyQLdoMbRsaeToMpfE1pkpXlwlMjItWwihDwZbZ+bVq1fs3LmTw4cP4+fnR1hYGLly5aJcuXI0adKEkiVLpjl4fZNkRsQVrUUzYf94ph+ZAUCnc7DyN7Bo2RoWLAAPDyNHmHnICsBCCEMy6KJ5mY0kMyIxP576kT5/9iEyOpKad2D7BsiJlep6Gj4czM2NHaIQQrzXDLponhBZQc/yPfnr07+ws7DjSD6oOtCKq9ZhMHYslCkD+/cbO0QhhBDJJMmMeG81zN8Qnx4+eNh7cN06jKqDs3OwnCNcvgwNGkCnTuDvb+wwhRBCvIMkM+K9VsKpBP9+/i9V8lQhKDqUxm1DWDWigRr8sWEDFCmixtJESkkEIYTIqCSZEe89ZxtnDnQ7wMclPiYiOoIeNvsYu7Yb0ZUrwYsXMGQIVKwIR48aO1QhhBCJkGRGCMDKzIoN7TYwvtZ4AGZcX0X7YXkJXbZQTdU5e1bNOe7VC54+NXK0Qggh4krVbKarV69y8OBBHj16RPQb5XEnTpyot+D0QWYziZRae3YtvX7vxeuo15R3Lc+ORqvIM20+rFqlDsiZE2bOhB49ZC6yEEIYiEGnZv/www/07duXXLly4eLiEq96tk6n49SpU6mL2kAkmRGpceTOEdpuasuTl09ws3VjR8cdVLj1Cvr2VaWjAapWhWXLoGxZo8YqhBBZkUGTGQ8PD/r168eoUaPSFGR6kWRGpNbNoJu02tCKi48vYpXNinVt19GucGtYtAgmTlRr+Mes7z91KtjbGztkIYTIMgy6zkxQUBDt27dPdXBCZBb5HfPj08OHpgWbEhYZxkebP2LqP9PRhgxR07c7dFDL4C5cCEWLqtlPWXsNSiGEyJBSnMy0b9+ePXv2GCIWId4qOlr18Bw6pJ7fGK5lEPaW9vz+ye8MqTIEgEkHJ/HJlk8Ic8oBGzfCnj1QqJAqF92pk1qf5tIlwweWzozx2QshRHKluJtpxowZzJ07lxYtWlCqVCnMzMzi7R80aJBeA0wr6WbKGhIrbFismOrhSa/ChitOraDvn32JjI6koltFtnfYTh67PCqgb7+Fr7+GV6/AzAxGjIBx4yB79vQJzoAywmcvhHj/GHTMjJeXV9In0+m4efNmSk5ncJLMZH4+Pio3CAwEV1ewsoKwMNUY4ugIs2en35eqt5837X5px9Owp7jauLK943Yq56msdt66BQMHwp+qKjf58qkuqA8+gDgD5TOTjPTZCyHeL1JoMg5JZjK36Gjo3BlOnYKCBePnBJoGN25A+fKwbl36zZK+FXSLVhtaceHxBSxMLVjxwQo6l+78v6B27IBBg+DOHbWtZUuV1LzlD4GMKCN+9kKI90e6FZrUNI0sngsJI7twQXVvuLombNzQ6cDFBS5eVMelFy9HL472PMoHRT4gPCqcLtu6MHLvSKKio1RQrVuroEaPVl1Of/wBxYurbqjw8PQLNI0y4mcvhBCJSVUys3btWkqVKoWVlRVWVlaULl2adevW6Ts2IQgKUt//VlaJ77eyUvuDgtI3LlsLW7Z12Ma4WuMA+NbnW1ptaEXwq2B1QPbsMGOGWjm4Xj01lmb8eChdGvbuTd9gUymjfvZCCPGmFCczc+fOpW/fvjRv3pxffvmFTZs20bRpU/r06cO8efMMEaN4jzk6qgGnYWGJ7w8LU/sdHdM3LgATnQlf1f+Kje02YpXNir+u/0WVFVW4/OTy/w4qVgz27YOfflJNGVevQuPG0LEjPHiQ/kGnQEb+7IUQIq5UDQCeMmUKXbt2jbd9zZo1TJ48mVu3buk1wLSSMTOZW8y4jdOnoUCBjDtu4+SDk7TZ1IZ7z+9hZ2HHzx/+TIvCLeIf9OyZWmxv8WJ1Y7a2MGWKGjScLZtxAn+LzPLZCyGyJoOOmfH396d6ItMXqlevjr+/f0pPJ8RbxSyw6+iovjxDQiAqSj3fuKG29+9v/C/TCm4VONHrBDXz1eR5+HNabWjF9MPT448ps7eHBQvgxAlVCuHFCxg2DCpUgH/+MV7wScgsn70QQqT411DBggX55ZdfEmzftGkThQoV0ktQQsRVvbqaAlyuHAQHg5+fei5fPmNNDXa2cWZf1330qdAHDY1x+8fR4dcOhLwOiX9guXIqefnhB8iRA86dg5o1VeHKx4+NE3wSMstnL4R4v6W4m2nLli106NCBhg0bUqNGDXQ6HUeOHGHfvn388ssvtG3b1lCxpop0M2Ud0dFq5kxQkGoVKFEi47YKfH/yewbsHEBEdASlnEqxrcM2CuQokPDAJ0/UrKcff1SvHR1VRe7PP89QN5eZPnshRNZg8HVmTp48ybx587h06RKaplG8eHGGDx9OuXLlUh20oUgyI4zlnzv/0O6XdjwMfYijpSMb2m2gScEmiR/s46Mqcp87p15XqQJLl6omECGEeA/JonlxSDIjjOn+8/t8tPkjjt07hg4d0xtMZ1SNUegSWxE4MlINDp44UY2nMTGBfv1g2jRwcEj32IUQwpj0nsw8f/482RfPaAmDJDPC2MIjwxn410B+OPUDAO2KtWNV61XYWtgm/oYHD2D4cFXIEsDZGebMUYUsM2lZBCGESCm9JzMmJiaJ/yUZh6Zp6HQ6oqKiUhatgUkyIzKKuONoiuUqxrYO2yiSq0jSb9i3T00XunJFva5bV3U9FSuWLvEKIYQx6T2Z8fb2TvbF69Spk+xj04MkMyIjOXbvGO1+aceDFw+wNbdlbdu1tCnaJuk3hIfD3LmqqyksTK1HM3w4TJiQJSpyCyFEUmTMTBySzIiMJiAkgA6/duDQ7UMAjK05lqn1pmJqYpr0m/z8YPBgVcQSVEXu+fOhTRvpehJCZEl6T2bOxcywSIbSpUsn+9j0IMmMiJGRphdHREUwcu9I5v87H4BG+Rvxc7ufyWWd6+1vjKnIffu2et28OSxaBPnzGzZgIYRIZwYbM/OuQ2XMjMiofHzURKFLl1TPjYWFGnoyYIBxF3776dwGPt/xOa+iXuJi5c62T36lqnvlt7/p5UtVgfvbbyEiAiwtYcwYGDlS/bcRZKREUQiRNeg9mbkd81dgMnh4eCT72PQgyYzw8YERIyAwEFxdVbXnsDAICFBfvMZayTYmwTp17zy3Kn/Ia9trmESbM6z4AmZ93Pudg+65ckUNEN63T70uWBCWLFGFLNNRRk0UhRCZm4yZiUOSmfdbTLHEU6fUd31GKZb4ZoKVzeYZZzw+40nubQA0de3Kls+WYW1m/fYTaRr88gsMHQoxtdHat1eDhvPmNfBdZNxEUQiR+aVLMnPx4kXu3LnD69ev423/4IMPUnM6g5Fk5v3m6wtdu6o152xsEu4PCVG1htauhVKl0iempBIsDY0bzrO5nGc0mERTMndJtnTYQuGchd990ufPYdIkWLhQXSB7dlWRe9AgMDNL1/sAqaothEi7lHx/Z0vpyW/evEnbtm3x9fWNN44mpkk8o42ZEe+3oCDV9WFllfh+Kyt4+FAdl14uXFBdMq6u8RMAHToKPvwSi6eVuFC0I+cfn6fi9xX58YMfaV+i/dtPamcH8+ZBt25q1eCjR1WTyerVam2aWrXS7T5AvXZxgYsX1XHplSgKId5PKf57afDgwXh5efHw4UOsra25cOEChw4domLFihw8eNAAIQqReo6OagxHWFji+8PC1H5Hx+SfMzpatfgcOqSeo6NTFtO7Eiy38Lp47j5NGfvavHj9go9//Zghu4bwKuL1u69btiwcOQIrVkDOnHD+PNSuDZ99Bo8epSzQNN6HlZXan56JohDi/ZTiZObo0aNMnTqV3LlzY2JigomJCTVr1mTGjBkMGjTIEDEKkWolSqjBqAEBqusjLk1T24sXV8clh4+P6lrp2hX69FHPnTur7cmVnATLRnNlVb19jKoxCoAF/y4g74Q6dOx9593XNTGBnj3VAOFevdS21auhSBFYvhz01HpqiERRCCFSI8XJTFRUFDb/P/ggV65cPHjwAFCzmK7ELLsuRAZhYqJm1Tg6qjEcISHquzwkRL12dFQTgpIzpiNmsOupU2oMjqenej59Wm1PbkKT3ASrTKlszGw4k5llfsM0woGnVse4Wr8c1mX/TN51c+aE779XXU5ly6rBQX37QrVqcPJk8oLVw30kN1EUQojUSnEyU7JkydhF9KpUqcKsWbP4559/mDp1Kvll4S6RAVWvrmbVlCunvs/9/NRz+fLJn20THa2mHwcGqsGuNjZgaqqeCxRQXSlLliSvyyklCVZ0NJz95QPy/XUK+5BKRJoFcrJIS+4WGYNXgcjkXbdqVTh+XA0OtrNT/12pkrpIcHCyPsO03ocQQhhSimcz7d69m9DQUD788ENu3rxJy5YtuXz5Mjlz5mTTpk3Ur1/fULGmisxmEjHSsrCbIWZFJbY+S/HiKgGISbDiXtfKNpxLeb/Ez3kRADle1KLw+Z959TBv8q/r7w9ffgk//aReOzmpxfe6dEl1WYTk3IcQQqRUuq8zExgYiKOj47sX+TICSWaEPhw6pMbIeHqqFpk3RUWpFp/ly9V42+R6V4KV2HUfOG7mnGdPIk1fYBaRExefdayf3CxF1+XAATXr6fJl9bp2bTXrKZV9QrICsBBC31Ly/a2XXzc5cuTIkImMEPpiqMGuJiaqRaV2bfX8ZgKQ2HXdgtpT6+Ip7EPLE2H2lLt1mrP6/igioiKSf+F69eDsWZgxA6ytVdZUtqwqiRASkrKbSMZ9CCGEISX7V46/vz/jxo2LfV2zZk3Kly8f+6hUqRL37983SJBCGJuxBrsmdd3s4QWpdskHh6sDAFh1dRZ1VtfhzrM7yT+5uTmMHq0Wg2nTBiIjVZdTsWKwdWvCGxVCiAwq2cnM0qVLCY4zWPDs2bPUqlWL1q1b07p1a0xNTZk3b54hYhTC6Iw12PVt1/W7bkGxW4v4qvSv2FvYc/TeUcosL8P2y9tTdhEPD9i2Df74A7y84N49aNcOWrRQFxVCiAwu2WNmypYty7fffkujRo0AsLW15ezZs7EzmHbv3s2wYcO4cOGC4aJNBRkzI/TJWINd33XdW0G36LilI//d/w+AAZUG8G3jb7HMlsIq2mFhquvpm2/g9Wt1oTFjYNQoo1XkFkK8nwwyANjBwYFTp07FJi8ffvghy5Ytw9nZGQA/Pz+KFy/Oy5cv0xi+fkkyI/TNWINd33Xd11GvGb9/PN/6fAtAWZeybGy3kSK5iqT8YteuqSahPXvU6wIFVDbVtKke7kQIId7NIMmMjY0Nhw8fply5conuP336NLVq1SIkFYMHDUmSGfG+2XV9F123deXxy8dkN8vO4uaL6VamW8oH6Wsa/PqrqsgdMx6uXTtVA8rdXf+BCyFEHAaZzVSkSBF83rLE6eHDhylcOBnVfYUQBtW0YFPO9jlLfa/6hEaE8tlvn9FpayeevXqWshPpdNC+verbGj5czQ3fskUNEP72W4hIwewpIYQwoGQnMx07dmTixImxq//GdfbsWaZMmcInn3yi1+CEEKnjauvKns57mNFgBqY6Uzae30jZ78py7N6xlJ/M1lYtlXz6NNSoAaGhagp32bJqSrcQQhhZspOZIUOGULJkSSpUqEDz5s0ZOnQow4YNo3nz5lSsWJESJUowZMiQFF18xowZVKpUCVtbW5ycnGjTpk2C+k6apjF58mTc3NywsrKibt26GW6QsRAZkamJKaNrjuafHv/g5eCFX7AfNVfW5OtDXxMVnYpik6VKqeRl1SrIlUtN6a5TRy1R/PCh/m9ACCGSKdnJjJmZGXv37mXatGk8ePCA7777juXLl3P//n2mTZvG3r17MTMzS9HFvb296d+/P8eOHWPv3r1ERkbSuHFjQkNDY4+ZNWsWc+fOZfHixRw/fhwXFxcaNWrEixcvUnQtId5XVfJW4UyfM3Qq1YkoLYrxB8ZTb029lK1JE8PEBLp3VxW5e/dWXVHr1qmK3EuW6K0itxBCpIReyhnoy+PHj3FycsLb25vatWujaRpubm4MGTKEUaNGARAeHo6zszPffPMNvXv3fuc5ZQCwEIqmaaw/t57+O/vz4vUL7C3s+a7ld3Qo2SH1J/3vP1WJ+9Qp9bpCBVUWoXJl/QQthHhvpXs5A3159kwNUMyRIwcAt27dIiAggMaNG8ceY2FhQZ06dZIcjBweHs7z58/jPYTIaKKjVRHJQ4fUc3KqbaeVTqejS5kunOlzhqp5q/Is/Bkdt3Sk2/ZuPA9P5f8nlSurhGbxYrC3h5MnVZXuvn3VHHIhhEgHGSaZ0TSNYcOGUbNmTUqWLAlAQEAAQOxaNjGcnZ1j971pxowZ2Nvbxz7cZQqpyGB8fKBzZzXUpE8f9dy5s9qeHvI75udQ90NMqD0BE50Ja8+upezysvxz55/UndDUVK3ed+WKuhlNUxU3ixSB1aulLIIQwuAyTDIzYMAAzp07x4YNGxLse3N9DE3TklwzY8yYMTx79iz2cffuXYPEK0Rq+PjAiBGqV8bBQVXDdnBQE4VGjEi/hMbM1Iyp9abi3d0bTwdPbgXfovbq2kzYPyFlBSvjcnaGNWvg4EG1PPHjx/DZZ6r6pK+vXuMXQoi4MkQyM3DgQHbs2MGBAwfImzdv7HYXFxeABK0wjx49StBaE8PCwgI7O7t4DyEyguho1RsTGAgFC4KNjWrUsLFRC+wGBakxtOnR5RSjZr6anOl9hq5luhKtRfPV4a+osbIGV59eTf1J69SBM2dg1izInh2OHIFy5dRaNTJwXwhhAClKZiIiIsifPz8XL17Uy8U1TWPAgAFs3bqV/fv34+XlFW+/l5cXLi4u7N27N3bb69ev8fb2prohC+EIYQAXLqj151xd1SSguHQ6cHFRs53Te+UBe0t71rRZw6aPNuFo6cjxB8cpu7wsy44vI9XzA8zM4Msv1Q23a6dmOc2dC0WLwubN0vUkhNCrFCUzZmZmhIeHp3xZ9CT079+f9evX8/PPP2Nra0tAQAABAQGEhYUBqntpyJAhTJ8+nW3btnH+/Hm6d++OtbU1nTp10ksMQqSXoCBVJNLKKvH9VlZqv7HGzX5c4mPO9T1HA68GhEWG0W9nP5r/3JwHLx6k/qTu7qokws6dkD8/PHgAH38MTZrA1TS0/gghRBwp7mYaOHAg33zzDZGRkWm++LJly3j27Bl169bF1dU19rFp06bYY0aOHMmQIUPo168fFStW5P79++zZswdbW9s0X1+I9OToqIpQ/3+unkBYmNrv6Ji+ccWV1y4ve7rsYUHTBVhms2TX9V2UWlaKzRc2p+3EzZrB+fMwaZK6yb171SJ8Eycm/YEIIUQypXidmbZt27Jv3z5sbGwoVaoU2bNnj7d/69ateg0wrWSdGZFRREerWUunT6sxMnEbODUNbtyA8uXVGnTpUYX7XS49vkTnbZ055a/WkOlUqhOLmi0ih1WOtJ34+nVVkXv3bvXaywsWLYIWLd75VmNVLE+rzBq3EMZkkKrZMT777LO37l+1alVKTmdwksyIjCRmNlNQkBojY2WlGiYCAtSX3OzZkJGGg72Oes0072nMODKDKC0KN1s3VrRaQbNCzdJ2Yk2DrVthyBC4d09ta9MGFiyAfPkSfYuPjxpAfemS6o6zsFA1LwcMyFif2Zsya9xCGJtBk5nMRpIZkdEk9uVWvLhaqiWjfrn9d/8/um7rypWnqnZar/K9mNN4DrYWaezuDQmBqVNh3jyIjARra9X1NHQomJvHHhaTBAYGqgHUGT0JjJFZ4xYiIzB4MhMZGcnBgwe5ceMGnTp1wtbWlgcPHmBnZ4eNjU2qAzcESWZERpQZux3CIsIYu28s8/+dD4CngycrP1hJPa96aT/5+fPQrx8cPqxeFyumyiLUrRvbPXfqlJrSntG752Jk1riFyCgMWs7g9u3blCpVitatW9O/f38eP34MqIKQI0aMSF3EQrxnTEzU+NfatdVzZvgyszKzYl7TeRzodgAPew/8gv2ov7Y+A3cOJPR16LtP8DYlS4K3N6xdC05OqtmqXj3o3Jkr3gEZckr7u2TUqfhCZEUp/hU6ePBgKlasSFBQEFZx5pjGDAwWQmRtdT3r4tvXl94VVKHXxccXU2Z5GQ7fPpy2E+t00KULXL6sWml0OvjpJwq1KsJH/ovIbpl4RW5jT2lPSkafii9EVpLiZObIkSOMHz8e8zj92QAeHh7cv39fb4EJITIuWwtblrdczu7Ou8lrl5cbQTeos7oOQ3YNSXsrjaOjWgr5v/+gYkWyhT5n3MNBzD1SiUKB//L8OTx9Cs+fq+6ajDClPTGZYSq+EFlFipOZ6OhooqIS/oV07949WftFiPdM4wKNOd/3PD3K9kBDY8G/CyizvAzeft5pP3nFinDsGNGLlxJq5kDhkNPM9qlG96O9uX/uKWfOqPEot26pAdQlSqT9kvpUooQa+hMQkHDBY01T2zNi3EJkRilOZho1asT8+fNjX+t0OkJCQpg0aRLNmzfXZ2xCiEzA3tKeH1v/yF+f/hXbSlN3TV0G7BxAyOuQtJ3c1BST/n359esr/JStGyZofBbxPadeFqFLxEoCn0Tz9Kkae5TRxh2ZmKjp146OarBvSIiq6hASol47OqoZbBktbiEyoxTPZnrw4AH16tXD1NSUa9euUbFiRa5du0auXLk4dOgQTk5Ohoo1VWQ2kxDp59mrZ3y590t+OPUDoGY8fd/yexoVaJTqc8bMCvrnH6gQeoivgvpRPFqNmj1uVp3xOZeRq37pDDsrKDNOxRciIzD41OywsDA2bNjAqVOniI6Opnz58nz66afxBgRnFJLMCJH+/r75N5/v+Jzbz24D0KNsD+Y0mYODpUOKz+XrC127goODKsL98lkEbe8uoOfdyVhHhxKFKRtyD6Lcb5MpUS1j/j+eGafiC2FssmheHJLMCGEcIa9DGLtvLIv/W4yGhquNK0tbLKVN0TYpOs+hQ9CnD3h6gqnp/7bnDLvH5xeHUtP/VwDCc7pisWSeKmSpp2K4QgjjMeg6MwBXrlxhwIABNGjQgIYNGzJgwAAuX76cqmCFEFmTjbkNC5st5NBnhyiSswj+If603dSW9pvbExASkOzzJDUr6KlVXr6psJmRpXdxx7wgFk/9oWNHaNwYrlzR890IITKyFCczv/76KyVLluTkyZOUKVOG0qVLc+rUKUqVKsXmzWmsrCuEyHJq5qvJmT5nGFNzDKY6U369+CvFlhRj5emVJKdh+F2zgn5/3YSJbX2JnjJVZT1//61WIhw/Hl6+NNBdCSEykhR3M+XPn5/OnTszderUeNsnTZrEunXruHnzpl4DTCvpZhIi4zgTcIbPd3zOSf+TANT3qs93Lb+jYI6Cb33fmwU6LS3hyRN49EiNpVmyBGrWRE0TGjgQ/vpLvdHTExYuhFatDHpfQgj9M2g3U0BAAF27dk2wvXPnzgQEJL/pWAjx/inrUpZjnx9jdqPZWGWzYv+t/ZRaVooZh2cQERWR5PuqV1dFGcuVg/v3VXJz/jwEB6vup6VL1TYKFIA//1QVufPmBT8/+OADaN1a/bcQIktKcTJTt25dDh9OuGz5kSNHqFWrll6CEkJkXdlMsjG8+nDO9ztPw/wNeRX5irH7x1Lh+wocu3csyfdVr66qHFhZqdaYkiXVtjx54PRp1XLj44Ma/Nu2rZoLPXIkZMsGO3ao+dDTp6v50UKILCXF3UzLly9n4sSJfPzxx1StWhWAY8eOsXnzZqZMmYKbm1vssR988IF+o00F6WYSIuPSNI3159YzdPdQnoY9RYeOvhX7Mr3BdOwt7eMdm+oq1BcuqEVdvP9/VeIiRVS/VIMGhr9BIUSqGXRqtkkyF0fQ6XSJlj1Ib5LMCJHxPXn5hBF7RrDm7BoAXG1cmd90Pu2Lt0f3/1mLr6+qQ2lm9r+Hre3/kpqQENXttHatGv8bj6bB+vWq+ebRI7Xtk09gzhxV1loIkeEYdMxMdHR0sh4ZIZERQmQOuaxzsbrNavZ13UehHIXwD/Gnw68daP5zc24E3gDg8GFVh+nKFZXYnDmjupcCA9U53lqFOqYi95UrqsaAiQls2ABFi6oBwpGR6XavQgj9kzUohRAZRn2v+pzre45JdSZhbmrOruu7KLmsJL3Xf82yH8IJD1cL51lZqaEwz56poTGBgcmsQu3gAIsWqYrclSur0tuDB0OlSnAs6fE6QoiMTZIZIUSGYpnNksl1J+Pb15cGXg14FfmK72+M52r9MmQvtY+ICNXQki0bWFvD69dqopK/fwqqUFeoAEePwvLlKvs5cwaqVYNeveDpUwPfoRBC3ySZEUJkSIVzFmZvl73MqLiebK+ceW13hcCWDXn9QSde4E9MT7aZmco/LCxSWIXaxAR691ZdT599pratWAGFC6vn6GiD3JcQQv8kmRFCZFg6nY7qtp+Sf+dlPAIGgGZCRJENvPq8CCElF/DyVSRRUSqR6d07lVWoc+eGlSvVoJySJVWfVa9eUKOGarERQmR4kswIITI0R0ewNnHA6/Iial76D/vQSmjmLwivNwTti/K4VTuElxekeZmrmjXVvO85c8DGRo2hqVBBjal59kwv9yKEMIwUJzOnTp3C19c39vVvv/1GmzZtGDt2LK9fv9ZrcEIIEbc2k31oBWpeOkopv+WYRebgpa0vV6rX4VmDLuTI55/2i5mZwbBhcPmyqr4dHa1mOxUtqmY/aRrR0Wo21aFD6ll6o4QwvhQnM7179+bq1asA3Lx5k44dO2Jtbc3mzZsZOXKk3gMUQrzfTEzUbGpHR7UwXmiIKXkf9qbysas4XP8CNB1+dusptrQIc3zm8DpKD39U5ckDmzbB7t1QqJDKpDp1IrhSQ0Z+cJmuXaFPH+jaVS3k5+OT9ksKIVIvxcnM1atXKVu2LACbN2+mdu3a/Pzzz6xevZotW7boOz4hhIhXmyk4WM1eCn2Sk+bR37Giyr9UcqvEi9cvGLF3BGWWl2HPjT36uXDjxqr5Zdo0oswtcTi5n+l/lmZE4FiKuL/EweGNUgpCCKNI8QrAdnZ2nDx5kkKFCtGoUSNatmzJ4MGDuXPnDkWKFCEsLMxQsaaKrAAsRNYRHa2qEwQFqZaaEiVUy020Fs3qM6sZ/fdoHr98DECbom2Y03gO+R3z6+W6w9rcpM3+QdQN/ROAh1YefF9iIf86f5B0KQUhRKoZtJxB/fr1cXd3p2HDhvTs2ZOLFy9SsGBBvL296datG34ZrDKtJDNCvD+CXwUz5eAUFv23iCgtCgtTC4ZXG86YWmOwMbdJ9Xl9fVWXkoO9RoPQHXxxYRBOYXcA+M+pJfO8FnI53CvxUgpCiFQxaDmD+fPnc+rUKQYMGMC4ceMoWLAgAL/++ivVUzUvUggh9MPB0oF5Tedxru85GuZvSHhUONOPTKfwosKsPbuWaC11o3WDglSpBCtrHf+6tKZfnYtsLjCaCJ0ZlR/9werjxel+/yuCH0pFbiGMIcUtM0l59eoVpqammJmZ6eN0eiMtM0K8nzRNY8eVHQzbM4ybQTcBqJynMvObzKeae7UUnSu2ZcZBzdqOkffFJfqc70+ZpwcACPcojMUPi6FRI33dhhDvLYO2zAAEBwezYsUKxowZQ+D/V3m7ePEij2Kq0QohhJHpdDpaF23NxX4X+abhN9iY2/Df/f+ovrI6n2z5hNvBt5N9rrjTw+P++XfPthjjquzjS9f1BFs6Y3H7qho03LEj3L9vgLsSQiQmxcnMuXPnKFSoEN988w2zZ88mODgYgG3btjFmzBh9xyeEEGlikc2CkTVGcm3gNXqW64kOHRvPb6TokqKM2zeOF+Ev3nmON6eHh4RAVJR6vnFTxz+en3LltyswcKA6eNMmtTbNvHlSkVuIdJDiZGbYsGF89tlnXLt2DUtLy9jtzZo149ChQ3oNTggh9MXFxoUVH6zg5BcnqetZl1eRr5h+ZDqFFhXih5M/EBn99qQjsenhwcFqFtPs2VClsb1aYO/ECahSRWU6w4apVYT/+Sc9blGI91aKx8zY29tz6tQpChQogK2tLWfPniV//vzcvn2bIkWK8OrVK0PFmioyZkYI8SZN0/jtym98ufdLrgdeB6BE7hJ82+hbmhZsik6nS/K9SU0PT3DQjz/C6NGq1hNAjx7wzTeQK5eB7kqIrMWgY2YsLS15/vx5gu1Xrlwhd+7cKT2dEEKkO51OR5uibbjQ7wLzm8wnh1UOLjy+QPOfm9N4fWPOBJxJ8r0mJmr6de3a6jnRdWVMTFSxyitXoGdPtW3lSlWR+/vvpQaCEHqW4mSmdevWTJ06lYiICED9Urhz5w6jR4+mXbt2eg9QCCEMxdzUnMFVB3N94HWGVxuOmYkZf9/8m/Lflafb9m7ceXYnbRfIlQtWrFDdTGXKqOacmPLep07p5ybikLpR4n2V4m6m58+f07x5cy5cuMCLFy9wc3MjICCAatWqsXPnTrJnz26oWFNFupmEEMl1M+gmY/eNZdOFTQBYmFowqMogxtQcg6OVY9pOHhkJS5bAhAnw4oVqvenXD6ZNU3O+08jHBxYvhkuX1Jo4FhZqBtaAASp3EiKzMegKwDH279/PqVOniI6Opnz58jRs2DBVwRqaJDNCiJQ6fv84X+79Eu/b3gA4WjoypuYYBlQegJWZVdpO/uABDB8OGzeq187OMGcOdOoEbxmr8zY+Pqo+VGAguLqClRWEhamp5I6OaoCyJDQis0mXZCazkGRGCJEamqax89pORv09iguPLwCQ1y4vk+tMplvZbmQzyZa2C+zbp1pmrl5Vr+vWVS03xYun6DTR0apy96lTULBg/HxI05C6USLT0nsys3DhwmRffNCgQck+Nj1IMiOESIuo6CjWnVvHxAMTufv8LgDFchXjq/pf0bZo27fOfHqn8HDVKjNtGrx6BdmyqencEydCMrvsk1qdOEZIiJpCLnWjRGaj92TGy8srWRfW6XTcvHkzeVGmE0lmhBD68CryFUuPL+Xrw18TGKamW1d0q8j0+tNpmL9h2pKaW7dg8GD4/Xf12t1drVnTuvU7u54OHYI+fcDTE0xNE+6PilJr4ixfrmZgCZFZSDdTHJLMCCH06dmrZ8z2mc28Y/MIjQgFoK5nXb6u/zXV3dM4MGXHDhg0CG7/f6mF5s1h0SLInz/Jt0jLjMiqDF6bSQjx/nrfp//aW9ozrf40bg6+yZAqQzA3Neeg30FqrKxBi59bcMo/DVOuP/gALl6EsWPBzAx27lSr8k2bprqkEpFU3ShQrwMC1DCcEiVSH5YQGV2yWmaGDRvGtGnTyJ49O8OGDXvrsXPnztVbcPogLTNC6I9M/03ozrM7TPWeyuozq4nSogD4sNiHTKk7hZJOJVN/4suX1Qe7b596XaiQ+vAbN05waMxspqAgcHGR2Uwia9B7N1O9evXYtm0bDg4O1KtXL+mT6XTs378/5REbkCQzQuiHTP99u2tPrzHFewo/+/6MhoYOHR1KdmBi7YkUy10sdSfVNFW0ctgw8PdX29q3VwUs8+SJd2hiiWbx4tC///v97yIyLxkzE4ckM0KknUz/Tb4Ljy4w2Xsyv178FQAdOj4p9QkTa0+kSK4iqTvp8+cwaZIaFBwdrQbHTJ6sxteYmcUelqy6UUJkEpLMxCHJjBBpl5kGmWaUL/QzAWeY4j2F7Ze3A2CiM6FTqU6MrzU+9UnNmTNqbZqjR9XrkiVh2TKoWVMvMQuRkRgkmenRo0eyLr5y5cpkHZdeJJkRIu0yy/TfjDim57T/aaZ4T+G3K78BqqWmY8mOjK89nuK5U7ZAHqCytdWrYeRIePpUbeveXVXkdnLSW9xCGJtBZjOtXr2aAwcOEBwcTFBQUJIPIUTW4+ioEoOwsMT3h4Wp/Y5pLF+UFjFjek6dUi1Inp7q+fRptd3HxzhxlXMtx/aO2znR6wSti7RGQ2PD+Q2UXFqSDr92wPehb8pOaGICPXqoity9eqltq1dDkSIqm4yK0vs9CJHRJbtlpl+/fmzcuJF8+fLRo0cPOnfuTI4cOQwdX5pJy4wQaRczZub0aShQIOONmclMY3rOBJxh2qFpbL20NXbbB0U+YFytcVTOUznlJzx2DPr2VV1QAJUqqa6nChX0E7AQRmKQlpmlS5fi7+/PqFGj+P3333F3d+fjjz9m9+7dZPFhN0K890xMVFeNo6NKDEJCVANASIh67eioZs0YMlF42/o2Fy6oriVX14QL5up0arryxYvqOGPEF1dZl7Js+XgL5/qc4+MSH6NDx44rO6iyogqN1zXG2887Zb9Tq1aF48fV4GA7O/XflSqpfxBpLRfviVQPAL59+zarV69m7dq1REREcPHiRWwSGxloZNIyI4T+GGv677vGwhh7TE9axupcfnKZmUdmsv7c+th1aqq7V2dMzTG0KNQiZWUS/P3hyy/hp5/UaycnNWe+c+dUV+QWwljSZTbTnTt3WL16NatXr+b169dcvnxZkhkh3gPpPVsoOevb2Noab7aVvtbfuRV0i1n/zGLlmZW8jnoNQCmnUoyuOZqPS3ycsirdBw6oDPPSJfW6dm1YulSWARaZisHKGYSHh7NhwwYaNWpEkSJF8PX1ZfHixdy5cydDJjJCCP0zMVEJQe3a6tnQXUuLF6tEoWBBlaiYmqrnAgVUQrVkiWoFedeS/sWKqfPpswxDcuNLzrW8HL1Y1nIZfoP9+LL6l9iY2+D7yJdPt35KoUWFWPzfYl5GvExeYPXqqTE0M2eCtbW66bJl1QyokJC03LIQGVKyfw3169cPV1dXvvnmG1q2bMm9e/fYvHkzzZs3xySVv80OHTpEq1atcHNzQ6fTsX379nj7u3fvjk6ni/eoWrVqqq4lhMh8kjsW5tKlt4/pyZYNnjxRM5j79FGtOJ07p32GkyHG6rjaujKr0SzuDLnDtHrTyGWdC79gPwb+NZB88/Ix5eAUnrx88u4TmZvDqFEqgDZtIDISvv1WZXVbtiTM+oTIxJKdhSxfvhw7Ozu8vLzw9vamV69efPjhhwkeKREaGkqZMmVYvHhxksc0bdoUf3//2MfOnTtTdA0hROYVFKTGoFhZJb7fykrtDwpSXTmzZ0O5cqpLyc9PPbu7q2Pv3NH/lO2UxJdSjlaOjK89nttDbrO42WK8HLx4GvaUyd6TyTcvH/3/7M/1wOvvPpGHB2zbBr//rm7+3j346CNVkft6Mt4vRCaQ7E7Yrl27pmwgWjI0a9aMZs2avfUYCwsLXFxc9HpdIUTmEHd9m8R6st9c36Z6dTW5J2ZMj7296mm5cyf+lO2YbqAbN1Q3UNWqqesuS2l8qWFtZk3/yv3pXbE3Wy5u4Zt/vuF0wGmWnljKshPLaFO0DSOqj6C6+zsG5rRsCQ0awIwZaoG9XbvUCsJjxqgWHEvL1AcphJFlmHIGOp2Obdu20aZNm9ht3bt3Z/v27Zibm+Pg4ECdOnX4+uuvcXrLKpfh4eGEh4fHvn7+/Dnu7u4yAFiITCit69sYugyDMdbf0TSNA34HmHN0Djuv/a+lumreqgytOpQPi3347sHCV6+qAcJ//61eFyigBv80baqfIEWmlxHKghhsAHB6a9asGT/99BP79+9nzpw5HD9+nPr168dLVt40Y8YM7O3tYx/uMW3MQohMJ63r2xiyG0gf8aWGTqejvld9/uz0Jxf6XaBnuZ6Ym5pz7N4xOvzagQILCzDbZzbBr4KTPknhwrBnD2zcCG5uKthmzVT30927+gtWZEo+PipJ79pVv2PMDClDt8y8yd/fHw8PDzZu3Jjk+BxpmREi60nt+jbpVSDTWOvvxHgY8pClx1W30+OXjwHIbpad7mW7M7DywLcXtnzxQlXgXrBAZWLZs6sK3UOGxKvILd4P+lpqQB8yZdXs5CQzAIUKFeLzzz9n1KhRyTqvrDMjRNaQmmbv9OwGygjN8q8iX/Gz78/MOzaP84/Ox25vWrApAysPpGnBppjokgjq3DlVkfuff9TrEiXU2jTGrBwq0lVGKwuSZbqZ3vT06VPu3r2Lq6ursUMRQqSz1Kxvk57dQOm5/k5SLLNZ0qNcD871OcffXf6mdZHW6NCx6/ouWvzcgiKLizD/2PzEu6BKl1br0axaBblyqcysTh3o1g0ePUr3exHpLyOUBUktoyYzISEhnDlzhjP/XyDt1q1bnDlzhjt37hASEsKIESM4evQofn5+HDx4kFatWpErVy7atm1rzLCFEJlIzJTtsmXVav8XL6rncuXSt8k8Pel0Ohrkb8D2jtu5Pug6w6oOw97CnuuB1xm6eyh55ubhi9+/4GzA2fhvNDFRi/FcuQK9e6tvsLVrVUXuZcukIncWZ+gxZoZk1GTmxIkTlCtXjnLlygEwbNgwypUrx8SJEzE1NcXX15fWrVtTuHBhunXrRuHChTl69Ci2trbGDFsIkQVkjA52w8vvmJ85TeZwb9g9lrdYTimnUryMeMkPp36g7HdlqbmyJuvPredV5Kv/vSlHDlXI6tgx1a8QHKy6oGKKWoosKe5SA4nRx1IDhpJhxswYioyZEeL9lpEGNGYEmqZx+M5hlhxfwtZLW4mMjgQgp1VOepTrQe8KvSmQo8D/3hAVpRKbcePg2TPVWtO7N0yfnjG/1USqGWOpgbfJlAOADUWSGSHeXxltQGNG4//CnxWnVvD9qe+59/xe7PaG+RvyRfkvaF20Neam5mpjQICqyL1+vXqdO7cqj9C1q1TkzkJikv+gIDVGRmYzZRCSzAjx/kqvqdmZXWR0JDuv7WTZiWXsvr4bDfW1kNs6N5+V/YzPy39OoZyF1MEHD6oup5iK3LVqqVlPJUsaJ3ihd8ZeaiCGJDNxSDIjxPvr0CG16Jenp6pm/aaoKFXDaflymYEcwy/Yjx9P/ciPp3/EP8Q/dnttj9r0LNeTj4p/hLWWDebPhylT4OVL9eEOGaLWp5ExjVlCRlhqQJKZOCSZEeL9JS0zqRcZHcmfV//k+1Pfs+v6LqK1aADsLOz4pOQn9CjXg0qRzuiGDlWFLAHy5FFJTrt20vUk0kySmTgkmRHi/ZXRBjRmVvee32PNmTX8ePpHbgXfit1ePHdxupfpTpcnrrgMmwQ3b6odTZrAokVQqJCRIhZZgSQzcUgyI8T7LSMNaMzsorVoDvodZOXplWy5tCV2OrepzpQmXg3pdt2GD77dgWVYBJibw+jR6pHUwiVCvIUkM3FIMiOEyCgDGrOSZ6+e8cuFX1h1ZhVH7x2N3W5vZsvH9+zp+uc9qt8FE6/8qpWmeXMjRisyI0lm4pBkRggBGWNAY1Z15ckV1p1bx7pz67jz7E7sdo8Xpnx6OopPfaF4zbZqPE2+fMYLVGQqkszEIcmMEEKkj2gtmkO3D7Hu7Do2X9zMi9cvYveV9YdOV8zo0GQ4+YZNUd1QQryFJDNxSDIjhBDpLywijN+v/s5Pvj/x19WdRGiRsftqPLbik2q9+Kj1WJxtnI0YpcjIJJmJQ5IZIYSxve9dXE9fPuXXi5vZ8Pd8Dr26gvb/s8pMNB318tbk43Kd+bDYh+SyzmXcQEWGIslMHJLMCCGMKbHBx8WKwYAB7+fg4/t3L/DLgi/Y8NyH43n+t91UZ0p9r/q0L96eNkXbkDt7buMFKTIESWbikGRGCGEsUuTyLY4f5+aInmyO8uWXEnDK7X+7THQm1PGoQ7ti7WhbrC1utm5Jn0dkWZLMxCHJjBDCGKTIZTJERcH338PYsVw3CWZzCfi1di5OmT2JPUSHjqp5q9KmaBvaFm37vxpRIsuTZCYOSWaEEMYgpRRS4NEjGDkS1qwB4JaXI1sHN2KLzd14a9iAWnW4TZE2fFDkAyrlqYSJ7n3NBLO+lHx/y0+BEEIYQFCQGiOT1OK3VlZqf1BQ+saVITk5werVqjJoyZJ43Qpi+JBf8Fllwr2me1jafCmNCzQmm0k2Lj6+yPQj06n6Y1Xc5rjRa0cvdlzZwcuIl8a+C2FE0jIjhBAGIC0zqRQRAQsXqgrcoaGqIvegQTBlCsFmUfx59U92XN3Bruu7eB7+PPZtltksqedZjxaFWtCicAs8HTyNdw9CL6SbKQ5JZoQQxiBFLtPo3j0YOhR+/VW9dnODefOgfXvQ6Xgd9ZpDtw+x48oOdlzZwe1nt+O9vXju4jQr2IymBZtSK18tLLJZGOEmRFpIMhOHJDNCCGORIpd6sGuXmsd+44Z63bAhLFkChQvHHqJpGhcfX+TPa3/y57U/+efOP0RpUbH7rc2sqedZj6YFm9IofyMK5yyMLm52KTIkSWbikGRGCGFMUuRSD169gm++gRkz1Idobg5ffgljx4K1dYLDg8KC2HtzL7uu72LX9V34h/jH25/PPh+N8jeicYHG1PeqL4v1ZVCSzMQhyYwQwtje9xWA9ebGDRg4EP76S7329FQVuVu2TPItmqbh+8iXv679xZ6bezhy5wivo17HO6aMcxkaeDWgQf4G1MpXC1sLWwPehEguSWbikGRGCCGyEE2Dbdtg8GA1rgagdWtYsAA8PN759pcRLzl0+xB7buxh7829nH90Pt5+U50plfJUoq5HXep61qVGvhrYmCcyglsYnCQzcUgyI4QQWVBICEybBnPnQmSkGpA0cSIMG5aiitwPQx6y/9Z+9t/az75b+7gVfCve/mwm2ajgWoHaHrWpla8WNfPVxNHKUd93IxIhyUwckswIIUQWduGCGoDk7a1eFy2qBgjXr5+q0/kF++Ht583B2wc5cOtAgllSOnSUdCpJDfcaVHevTo18NfBy8JIBxQYgyUwckswIIUQWp2nw008wfLhaTRjgk09gzhxVFCsN/IL9OHz7MIfvHObQ7UNceXolwTEuNi5Ud69O1TxVqZq3KhXcKmBtlnBgskgZSWbikGRGCCHeE8HBMH48LF2qEhw7O9UV1a8fZMuml0s8DHnIP3f/weeuD//c/YeTD04SER0R7xhTnSllXMpQya0SlfNUppJbJYrnLo6pialeYnhfSDIThyQzQgjxnjl5Evr2hePH1euyZWHZMqhaVe+XCosI48SDE/x7/1+O3TvG0XtHefDiQYLjsptlp5xrOcq7lKeCWwUquFagSK4iZDPRT5KVFUkyE4ckM0II8R6KioIVK2DMmP8VwPr8c5g5E3LmNOil7z2/x7F7xzh+/zj/PfiPkw9O8uL1iwTHWWWzorRzacq6lI19lHIqRXbz7AaNL7OQZCYOSWaEEOI99vgxjBoFq1ap1zlzqgX4Pvss3Rb7iYqO4srTK5x8cJKT/ic55X+K0wGnCXkdkuBYHTryO+anlHMpSjmpR0mnkhTMURAzU7N0iTejkGQmDklmhBBCcOSIGjvj66teV6umup7KlDFKOFHRUVwLvMbZgLOcCTjDmYdnOBNwhoCQgESPNzMxo3DOwpRwKkHxXMUpmqsoRXMVpVDOQll2sLEkM3FIMiOEEAJQFbkXL1br0YSEqJaZgQNh6lQ1WDgDeBz6GN9Hvpx7eA7fh774PvLl4uOLhEaEJnq8Dh357PNROGdhCuUopJ5zFqJQjkJ4OHhgbpr8NXcyGklm4pBkRgghRDz376vF9X75Rb12dVWL73XoEL+8eQYRrUVz99ldLjy+wIVHF7j85DKXn17m0uNLBL0KSvJ9JjoT3O3cKZCjAPkd8uPl6IWngyeeDp542HvgauuKiS7j1tWQZCYOSWaEEEIkau9eteDetWvqdf36asG9okWNG1cyaZrGk5dPuPzkMtcCr3Ht6TWuBl7l2tNrXA+8Tlhk2Fvfb2ZiRl67vLjbu+Nu504++3zksc1DHrs8uNm6kcc2D842zkabcSXJTBySzAghhEhSeDh8+y18/bWqzm1mpipyjxuXaEXuzELTNB6GPuRG4A1uBN3gRuANbj+7jV+wH37Bftx7fo8oLeqd59GhI3f23LjYuOCc3RkXGxecsjuR2zo3ubPnjn32dPDExcZFr/cgyUwckswIIYR4p5s31fiZnTvVaw8PWLgQPvjAuHEZSGR0JPef3+fu87vcfXY39vn+i/s8ePGA+y/u4//CP1kJD8DQqkOZ22SuXmNMyfe3rNYjhBBC5M8Pf/wBv/0GgwbB7duqGnfLliqp8fIydoR6lc0kGx4OHng4JF1pPCo6iscvH/Mw5CEPQx8SEBJAQEgAj0If8fjlYx6HPo59zmuXNx2jT0haZoQQQoi4QkPhq69g9mxVkdvSUpVJGDECLCyMHd17IyXf3xl3GLMQQghhDNmzw4wZcO4c1K2rxtKMHw+lS8Pffxs7OpEISWaEEEKIxBQrBvv3q4rczs5w9So0agQdO8KDhPWXhPFIMiOEEEIkRaeDTp3gyhU1QNjEBDZtUtO3589X3VDC6CSZEUIIId7F3l4NBD5xAqpUgRcvYOhQqFABfHyMHd17T5IZIYQQIrnKlVPJy/ffQ44calxNjRrQsyc8eWLs6N5bkswIIYQQKWFiAr16qa6nnj3VtpUroUgRleRERxs3vveQJDNCCCFEauTKBStWqJaaMmUgMBB694bq1eHUKWNH916RZEYIIYRIi2rV1Fia+fPB1hb+/RcqVVIDhoODjR3de0GSGSGEECKtsmWDwYPh8mVVfTs6GhYvVrOefvoJsvb6tEYnyYwQQgihL25usHGjWlyvSBF4+BA6d1YVuS9eNHZ0WZYkM0IIIYS+NWgAZ8+qatxWVnDwoBpXM3q0Kpcg9EqSGSGEEMIQLCxg7FjVItOqlVpg75tvoHhx2L493bueoqPB1xcOHVLPaZ10pe/zpYUUmhRCCCHSw44d/6vIDdCihVqIL39+g1/ax0cN4bl0CcLDVZ5VrBgMGKAmXxn7fImRQpNCCCFERvPBB6qVZtw4MDODP/+EEiVg2jSVERiIj48q+H3qFDg4gKenej59Wm1P6QLG+j6fPkgyI4QQQqQXa2v46ivVL9OggarIPXEilCoFe/bo/XIxk6oCA6FgQbCxAVNT9VygAAQFwZIlye8i0vf59EWSGSGEECK9FSkCe/fChg3g6grXrkGTJvDxx3D/vt4uc+GC6gpydVU1M+PS6cDFRTUWXbhgnPPpiyQzQgghhDHodNCxo1qbZsgQVSZh82a1Ns3cuRARkeZLBAWpHiwrq8T3W1mp/UFBxjmfvhg1mTl06BCtWrXCzc0NnU7H9u3b4+3XNI3Jkyfj5uaGlZUVdevW5UJ6p3tCCCGEIdnZwbx5cPKkWk04JASGD4fy5eHIkTSd2tFRDc4NC0t8f1iY2u/oaJzz6YtRk5nQ0FDKlCnD4sWLE90/a9Ys5s6dy+LFizl+/DguLi40atSIFy9epHOkQgghhIGVLauSlxUrIGdOOH8eatWCzz6DR49SdcoSJdQso4CAhDPBNU1tL15cHWeM8+mLUZOZZs2a8dVXX/Hhhx8m2KdpGvPnz2fcuHF8+OGHlCxZkjVr1vDy5Ut+/vlnI0QrhBBCGJiJiarEfeWKqswNsHq1GmOzfDlERaX4dAMGqJaSGzdUo09UlHq+cUNt799fHWeM8+lLhh0zc+vWLQICAmjcuHHsNgsLC+rUqYOPMeZ9CSGEEOklZ074/ns4elS12AQHQ9++qhvq5MkUnap6dZg9G8qVU6fx81PP5cur7SldF0bf59OHbOl/yeQJCAgAwNnZOd52Z2dnbscsOJSI8PBwwuPM13/+/LlhAhRCCCEMrWpVOH4cli2D8ePVf1eurBKbr75SC7wkQ/Xq6lQXLqjBuY6OqisotS0o+j5fWmXYlpkYujfmfmmalmBbXDNmzMDe3j724e7ubugQhRBCCMPJlg0GDlSznjp1Uou4LFmiup7Wr092WQQTE7WcTe3a6jmtiYe+z5emWIx36bdzcXEB/tdCE+PRo0cJWmviGjNmDM+ePYt93L1716BxCiGEEOnC1RV++gn271fTtx89gi5doF699F/YJYPJsMmMl5cXLi4u7N27N3bb69ev8fb2pvpbOuQsLCyws7OL9xBCCCGyjHr1VEXuGTPUwi7e3mpczahRaiTue8ioyUxISAhnzpzhzJkzgBr0e+bMGe7cuYNOp2PIkCFMnz6dbdu2cf78ebp37461tTWdOnUyZthCCCGEcZmbw+jRajne1q1VRe5Zs9S86a1b070it7EZtWr2wYMHqVevXoLt3bp1Y/Xq1WiaxpQpU/juu+8ICgqiSpUqLFmyhJIlSyb7GlI1WwghRJb3xx9qXI2fn3rdtCksWqQKKGVSKfn+Nmoykx4kmRFCCPFeCAtTXU/ffAOvX6uleMeMUd1PlpbGji7FUvL9nWHHzAghhBAiBaysYOpUVZG7USNVJGnyZChZEnbtMnZ0BiXJjBBCCJGVFC4Mu3fDL7+Am5tamrdZM/joI8iiM3wlmRFCCCGyGp0O2rdXa9MMGwamprBlixogPHu2XipyZySSzAghhBBZla0tzJkDp09DjRoQGgpffqlqERw6ZOzo9EaSGSGEECKrK1VKJS+rVkGuXGqRvTp1oFs3ePjQ2NGlmSQzQgghxPvAxAS6d1cVub/4QnVFrV2ryiIsXZriitwZiSQzQgghxPskRw747jtVkbtcOXj2DPr3hypVVCHLTEiSGSGEEOJ9FJO8LF4M9vZw8qTa1q+fKoWdiUgyI4QQQryvTE1Vq8yVK9C5syqDsGyZ6npasybTlEWQZEYIIYR43zk7w7p1cOAAFC8Ojx+r8TV16sD588aO7p0kmRFCCCGEUreumsb9zTdgbQ2HD6uK3F9+maErcksyI4QQQoj/MTeHkSNVRe4PP1SznGbPhqJF4ddfM2TXkyQzQgghhEgoXz61avCff0L+/HD/vlpVuGlTuHbN2NHFI8mMEEIIIZLWvLkaNzNxomq12bNHFa+cNElV6s4AJJkRQgghxNtZWcGUKSqpadwYXr9WFbpLloSdO40dnSQzQgghhEimQv/X3r0HRVn9fwB/r1zEFAmMdVnBVIgl8UZeacTdjcLK69jXsRnzQuU0ZWbeSLPJxixzxuliNqLlIGkDjSlNZRe1dhdETZR1UCnkK+AwhTJOhCsiynJ+f/jd5yewsLvMrnDw/ZphdM9+nrPn40d9PvM8Z3cfAn7+Gdi7FxgwACgrA6ZMAV5+uVOXxWaGiIiI3KdSAf/5z+0NwitW3P6smqSkzl2SEF1wW7IXXb16FSEhIaitrUXfvn07ezlERETdy3//C0RH325yvMiT87e/V1+ZiIiI7i0xMZ29At5mIiIiIrmxmSEiIiKpsZkhIiIiqbGZISIiIqmxmSEiIiKpsZkhIiIiqbGZISIiIqmxmSEiIiKpsZkhIiIiqbGZISIiIqmxmSEiIiKpsZkhIiIiqbGZISIiIql1+2/NFkIAuP1V4kRERCQHx3nbcR5vT7dvZmw2GwAgKiqqk1dCREREnrLZbAgJCWk3RiXcaXkk1tTUhL///hvBwcFQqVRemfPq1auIiopCZWUl+vbt65U5u6J7Ic97IUeAeXYn90KOAPPsTjqaoxACNpsNWq0WPXq0vyum21+Z6dGjByIjI30yd9++fbvtX7473Qt53gs5AsyzO7kXcgSYZ3fSkRxdXZFx4AZgIiIikhqbGSIiIpIam5kO6NmzJ9atW4eePXt29lJ86l7I817IEWCe3cm9kCPAPLuTu5Fjt98ATERERN0br8wQERGR1NjMEBERkdTYzBAREZHU2MwQERGR1NjMOJGbm4tp06ZBq9VCpVLh22+/bTfebDZDpVK1+vnzzz/vzoI7YOPGjRg7diyCg4OhVqsxc+ZMlJSUuDzOYrFg9OjRCAoKwpAhQ5Cenn4XVtsxHclRxlpu27YNI0aMUD6QKjExET/99FO7x8hURwdP85Sxli1t3LgRKpUKr7/+ertxMtbzTu7kKWM933nnnVbr1Wg07R4jWy09zdFXdez2nwDcEXV1dRg5ciRSU1PxzDPPuH1cSUlJs083DA8P98XyvMJisWDx4sUYO3YsGhsbsXbtWqSkpKC4uBi9e/d2ekx5eTmefvppLFq0CHv27EF+fj5eeeUVhIeHe/TndLd0JEcHmWoZGRmJDz74ADExMQCAzMxMzJgxA1arFfHx8a3iZaujg6d5OshUyzsVFBRgx44dGDFiRLtxstbTwd08HWSrZ3x8PA4fPqw89vPzazNW1lp6kqOD1+soqF0ARE5OTrsxJpNJABA1NTV3ZU2+UF1dLQAIi8XSZkxaWpqIi4trNvbSSy+JCRMm+Hp5XuFOjt2hlkIIERoaKr744gunz8lexzu1l6fMtbTZbOKhhx4Shw4dEnq9XixdurTNWJnr6UmeMtZz3bp1YuTIkW7Hy1hLT3P0VR15m8mLEhISEBERgeTkZJhMps5ejkdqa2sBAGFhYW3GHDt2DCkpKc3GJk+ejJMnT+LWrVs+XZ83uJOjg6y1tNvtyM7ORl1dHRITE53GyF5HwL08HWSs5eLFizFlyhQ8/vjjLmNlrqcneTrIVs/S0lJotVoMHjwYzz77LMrKytqMlbWWnuTo4O068jaTF0RERGDHjh0YPXo0GhoasHv3biQnJ8NsNmPSpEmdvTyXhBBYvnw5Jk6ciGHDhrUZd+nSJfTv37/ZWP/+/dHY2IgrV64gIiLC10vtMHdzlLWWZ86cQWJiIm7cuIE+ffogJycHQ4cOdRorcx09yVPWWmZnZ6OwsBAFBQVuxctaT0/zlLGe48ePx5dffonY2FhcvnwZGzZswKOPPopz586hX79+reJlrKWnOfqqjmxmvECn00Gn0ymPExMTUVlZic2bN3fZf2R3evXVV1FUVIQjR464jFWpVM0ei/99gHTL8a7G3RxlraVOp8Pp06fx77//Yt++fViwYAEsFkubJ3pZ6+hJnjLWsrKyEkuXLsXBgwcRFBTk9nGy1bMjecpYz6eeekr5/fDhw5GYmIjo6GhkZmZi+fLlTo+RrZae5uirOvI2k49MmDABpaWlnb0Ml5YsWYLvvvsOJpMJkZGR7cZqNBpcunSp2Vh1dTX8/f2dduBdhSc5OiNDLQMDAxETE4MxY8Zg48aNGDlyJD755BOnsbLWEfAsT2e6ei1PnTqF6upqjB49Gv7+/vD394fFYsGWLVvg7+8Pu93e6hgZ69mRPJ3p6vVsqXfv3hg+fHiba5axli25ytEZb9SRV2Z8xGq1dslLgg5CCCxZsgQ5OTkwm80YPHiwy2MSExPx/fffNxs7ePAgxowZg4CAAF8ttcM6kqMzXb2Wzggh0NDQ4PQ52erYnvbydKar1zI5ORlnzpxpNpaamoq4uDi88cYbTt8lImM9O5KnM129ni01NDTgjz/+QFJSktPnZaxlS65ydMYrdfTqduJuwmazCavVKqxWqwAgPvzwQ2G1WsXFixeFEEKsXr1azJs3T4n/6KOPRE5Ojjh//rw4e/asWL16tQAg9u3b11kpuPTyyy+LkJAQYTabRVVVlfJz/fp1JaZlnmVlZeK+++4Ty5YtE8XFxWLnzp0iICBAfPPNN52RgksdyVHGWq5Zs0bk5uaK8vJyUVRUJN58803Ro0cPcfDgQSGE/HV08DRPGWvpTMt3+XSXerbkKk8Z67lixQphNptFWVmZOH78uJg6daoIDg4WFRUVQojuUUtPc/RVHdnMOOF461jLnwULFgghhFiwYIHQ6/VK/KZNm0R0dLQICgoSoaGhYuLEieLAgQOds3g3OcsPgMjIyFBiWuYphBBms1kkJCSIwMBAMWjQILFt27a7u3APdCRHGWv5/PPPiwcffFAEBgaK8PBwkZycrJzghZC/jg6e5iljLZ1peZLvLvVsyVWeMtZzzpw5IiIiQgQEBAitVitmzZolzp07pzzfHWrpaY6+qqNKiP/tLiIiIiKSEDcAExERkdTYzBAREZHU2MwQERGR1NjMEBERkdTYzBAREZHU2MwQERGR1NjMEBERkdTYzBBRp9i1axfuv/9+j45ZuHAhZs6c6bU1/Pbbb4iLi0NTU5PX5ly5ciVee+01r81HRK6xmSGidqWnpyM4OBiNjY3K2LVr1xAQENDq+1fy8vKgUqlw/vx5l/POmTPHrThPDRo0CB9//LFbsWlpaVi7di169PD8v8KKigqoVCqcPn261ZwZGRkoLy/3eE4i6hg2M0TULqPRiGvXruHkyZPKWF5eHjQaDQoKCnD9+nVl3Gw2Q6vVIjY21uW8vXr1glqt9sma3XH06FGUlpZi9uzZXp1XrVYjJSUF6enpXp2XiNrGZoaI2qXT6aDVamE2m5Uxs9mMGTNmIDo6GkePHm02bjQaAQA3b95EWloaBgwYgN69e2P8+PHN5nB2m2nDhg1Qq9UIDg7Giy++iNWrV2PUqFGt1rR582ZERESgX79+WLx4MW7dugUAMBgMuHjxIpYtWwaVSgWVStVmXtnZ2UhJSUFQUBAAoLa2Fn5+fjh16hSA29/IHRYWhrFjxyrHZGVlKd/u6/gW9oSEBKhUKhgMBiVu+vTpyMrKavO1ici72MwQkUsGgwEmk0l5bDKZYDAYoNfrlfGbN2/i2LFjSjOTmpqK/Px8ZGdno6ioCLNnz8aTTz6J0tJSp6/x1Vdf4b333sOmTZtw6tQpDBw4ENu2bWsVZzKZcOHCBZhMJmRmZmLXrl3YtWsXAGD//v2IjIzE+vXrUVVVhaqqqjZzys3NxZgxY5THISEhGDVqlNJwFRUVKb9evXoVwO1mTa/XAwBOnDgBADh8+DCqqqqwf/9+Za5x48ahsrISFy9ebPsPlYi8hs0MEblkMBiQn5+PxsZG2Gw2WK1WTJo0CXq9Xjn5Hz9+HPX19TAajbhw4QKysrKwd+9eJCUlITo6GitXrsTEiRORkZHh9DU+/fRTvPDCC0hNTUVsbCzefvttDB8+vFVcaGgotm7diri4OEydOhVTpkzBr7/+CgAICwuDn58fgoODodFooNFo2sypoqICWq22VZ6OfMxmM5KTkzFs2DAcOXJEGXNcgQkPDwcA9OvXDxqNBmFhYco8AwYMUF6DiHyPzQwRuWQ0GlFXV4eCggLk5eUhNjYWarUaer0eBQUFqKurg9lsxsCBAzFkyBAUFhZCCIHY2Fj06dNH+bFYLLhw4YLT1ygpKcG4ceOajbV8DADx8fHw8/NTHkdERKC6utrjnOrr65VbTA4GgwF5eXloamqCxWKBwWCAwWCAxWLBpUuXcP78eeXKTHt69eoFAM32ExGR7/h39gKIqOuLiYlBZGQkTCYTampqlBO6RqPB4MGDkZ+fD5PJhMceewwA0NTUpOw/ubPxAIA+ffq0+Tot97gIIVrFBAQEtDqmI2+tfuCBB1BTU9NsbNKkSbDZbCgsLEReXh7effddREVF4f3338eoUaOgVqvx8MMPu5z7n3/+AfD/V2+IyLfYzBCRW4xGI8xmM2pqarBq1SplXK/X45dffsHx48eRmpoK4PamWLvdjurq6lZv326LTqfDiRMnMG/ePGXszndQuSswMBB2u91lXEJCAoqLi5uNOfbNbN26FSqVCkOHDoVWq4XVasUPP/zQ7KpMYGAgADh9rbNnzyIgIADx8fEer5+IPMfbTETkFqPRiCNHjuD06dPNTup6vR6ff/45bty4oWz+jY2Nxdy5czF//nzs378f5eXlKCgowKZNm/Djjz86nX/JkiXYuXMnMjMzUVpaig0bNqCoqKjddyQ5M2jQIOTm5uKvv/7ClStX2oybPHmyshfmTgaDAXv27IFer4dKpUJoaCiGDh2Kr7/+utk7ltRqNXr16oWff/4Zly9fRm1trfJcXl4ekpKSlNtNRORbbGaIyC1GoxH19fWIiYlB//79lXG9Xg+bzYbo6GhERUUp4xkZGZg/fz5WrFgBnU6H6dOn4/fff28Wc6e5c+dizZo1WLlyJR555BGUl5dj4cKFrfa1uLJ+/XpUVFQgOjq63ds8zz33HIqLi1FSUtIqT7vd3qxx0ev1sNvtzZo4f39/bNmyBdu3b4dWq8WMGTOU57KysrBo0SKP1k1EHacSzm5KExF1AU888QQ0Gg12797tk/nT0tJQW1uL7du3e23OAwcOYNWqVSgqKoK/P+/kE90N/JdGRF3C9evXkZ6ejsmTJ8PPzw9ZWVk4fPgwDh065LPXXLt2LT777DPY7fZWG5U7qq6uDhkZGWxkiO4iXpkhoi6hvr4e06ZNQ2FhIRoaGqDT6fDWW29h1qxZnb00Iuri2MwQERGR1LgBmIiIiKTGZoaIiIikxmaGiIiIpMZmhoiIiKTGZoaIiIikxmaGiIiIpMZmhoiIiKTGZoaIiIikxmaGiIiIpPZ/Uqj1U/cFsegAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "\n", "# Assuming you have already loaded the mtcars dataset using pydataset\n", "\n", "# Extract the 'mpg' and 'wt' columns from the mtcars dataset\n", "mpg = mtcars['mpg']\n", "wt = mtcars['wt']\n", "\n", "# Define a linear function for curve fitting\n", "def linear_func(x, a, b):\n", " return a * x + b\n", "\n", "# Define a quadratic function for curve fitting\n", "def quadratic_func(x, a, b, c):\n", " return a * x**2 + b * x + c\n", "\n", "# Perform curve fitting for linear and quadratic functions\n", "params_linear, covariance_linear = curve_fit(linear_func, wt, mpg)\n", "params_quadratic, covariance_quadratic = curve_fit(quadratic_func, wt, mpg)\n", "\n", "# Generate x values for the fitted curves\n", "x_fit = np.linspace(min(wt), max(wt), 100)\n", "\n", "# Calculate y values for the fitted curves\n", "y_linear_fit = linear_func(x_fit, *params_linear)\n", "y_quadratic_fit = quadratic_func(x_fit, *params_quadratic)\n", "\n", "# Create a scatter plot\n", "plt.scatter(wt, mpg, c='blue', alpha=0.7, label='Data Points')\n", "\n", "# Plot the linear and quadratic fitted curves\n", "plt.plot(x_fit, y_linear_fit, label='Linear Fit', color='red')\n", "plt.plot(x_fit, y_quadratic_fit, label='Quadratic Fit', color='green')\n", "\n", "# Add labels and title\n", "plt.xlabel('Weight (wt)')\n", "plt.ylabel('Miles per Gallon (mpg)')\n", "plt.title('Scatter Plot with Linear and Quadratic Fits')\n", "\n", "# Add a legend\n", "plt.legend()\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "0189cf48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.753\n", "Model: OLS Adj. R-squared: 0.745\n", "Method: Least Squares F-statistic: 91.38\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 1.29e-10\n", "Time: 15:58:58 Log-Likelihood: -80.015\n", "No. Observations: 32 AIC: 164.0\n", "Df Residuals: 30 BIC: 167.0\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 37.2851 1.878 19.858 0.000 33.450 41.120\n", "wt -5.3445 0.559 -9.559 0.000 -6.486 -4.203\n", "==============================================================================\n", "Omnibus: 2.988 Durbin-Watson: 1.252\n", "Prob(Omnibus): 0.225 Jarque-Bera (JB): 2.399\n", "Skew: 0.668 Prob(JB): 0.301\n", "Kurtosis: 2.877 Cond. No. 12.7\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Extract the 'mpg' and 'wt' columns from the mtcars dataset\n", "mpg = mtcars['mpg']\n", "wt = mtcars['wt']\n", "\n", "# Add a constant term for the intercept\n", "X = sm.add_constant(wt)\n", "\n", "# Fit the OLS regression model\n", "model = sm.OLS(mpg, X)\n", "results = model.fit()\n", "\n", "# Display the regression results\n", "print(results.summary())" ] }, { "cell_type": "code", "execution_count": 8, "id": "1b7126bd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the regression line\n", "plt.scatter(wt, mpg, c='blue', alpha=0.7, label='Data Points')\n", "plt.plot(wt, results.predict(X), color='red', label='OLS Regression Line')\n", "plt.xlabel('Weight (wt)')\n", "plt.ylabel('Miles per Gallon (mpg)')\n", "plt.title('OLS Regression with mpg as Dependent Variable and wt as Independent Variable')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "205dbafa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.819\n", "Model: OLS Adj. R-squared: 0.807\n", "Method: Least Squares F-statistic: 65.64\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 1.71e-11\n", "Time: 15:58:59 Log-Likelihood: -75.024\n", "No. Observations: 32 AIC: 156.0\n", "Df Residuals: 29 BIC: 160.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 49.9308 4.211 11.856 0.000 41.318 58.544\n", "wt -13.3803 2.514 -5.322 0.000 -18.522 -8.239\n", "wt_squared 1.1711 0.359 3.258 0.003 0.436 1.906\n", "==============================================================================\n", "Omnibus: 4.261 Durbin-Watson: 1.732\n", "Prob(Omnibus): 0.119 Jarque-Bera (JB): 3.788\n", "Skew: 0.832 Prob(JB): 0.150\n", "Kurtosis: 2.731 Cond. No. 142.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Create a new variable for wt squared\n", "wt_squared = wt**2\n", "\n", "# Combine 'wt' and 'wt_squared' into a DataFrame\n", "X_poly = pd.DataFrame({'wt': wt, 'wt_squared': wt_squared})\n", "\n", "# Add a constant term for the intercept\n", "X_poly = sm.add_constant(X_poly)\n", "\n", "# Fit the polynomial regression model\n", "model_poly = sm.OLS(mpg, X_poly)\n", "results_poly = model_poly.fit()\n", "\n", "# Display the regression results\n", "print(results_poly.summary())" ] }, { "cell_type": "code", "execution_count": 10, "id": "fb4e2fe2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.819\n", "Model: OLS Adj. R-squared: 0.807\n", "Method: Least Squares F-statistic: 65.64\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 1.71e-11\n", "Time: 15:58:59 Log-Likelihood: -75.024\n", "No. Observations: 32 AIC: 156.0\n", "Df Residuals: 29 BIC: 160.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 49.9308 4.211 11.856 0.000 41.318 58.544\n", "wt -13.3803 2.514 -5.322 0.000 -18.522 -8.239\n", "wt_squared 1.1711 0.359 3.258 0.003 0.436 1.906\n", "==============================================================================\n", "Omnibus: 4.261 Durbin-Watson: 1.732\n", "Prob(Omnibus): 0.119 Jarque-Bera (JB): 3.788\n", "Skew: 0.832 Prob(JB): 0.150\n", "Kurtosis: 2.731 Cond. No. 142.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate values for wt to create a smooth curve\n", "wt_smooth = np.linspace(min(wt), max(wt), 100)\n", "wt_squared_smooth = wt_smooth**2\n", "\n", "# Combine 'wt_smooth' and 'wt_squared_smooth' into a DataFrame\n", "X_poly_smooth = pd.DataFrame({'wt': wt_smooth, 'wt_squared': wt_squared_smooth})\n", "\n", "# Add a constant term for the intercept\n", "X_poly_smooth = sm.add_constant(X_poly_smooth)\n", "\n", "# Predict values using the fitted model\n", "mpg_smooth = results_poly.predict(X_poly_smooth)\n", "\n", "# Display the regression results\n", "print(results_poly.summary())\n", "\n", "# Plot the scatter plot with polynomial regression curve\n", "plt.scatter(wt, mpg, c='blue', alpha=0.7, label='Data Points')\n", "plt.plot(wt_smooth, mpg_smooth, color='green', label='Polynomial Regression Curve')\n", "plt.xlabel('Weight (wt)')\n", "plt.ylabel('Miles per Gallon (mpg)')\n", "plt.title('Polynomial Regression with wt and wt-squared')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "317f1f15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.819\n", "Model: OLS Adj. R-squared: 0.807\n", "Method: Least Squares F-statistic: 65.64\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 1.71e-11\n", "Time: 15:58:59 Log-Likelihood: -75.024\n", "No. Observations: 32 AIC: 156.0\n", "Df Residuals: 29 BIC: 160.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 49.9308 4.211 11.856 0.000 41.318 58.544\n", "wt -13.3803 2.514 -5.322 0.000 -18.522 -8.239\n", "wt_squared 1.1711 0.359 3.258 0.003 0.436 1.906\n", "==============================================================================\n", "Omnibus: 4.261 Durbin-Watson: 1.732\n", "Prob(Omnibus): 0.119 Jarque-Bera (JB): 3.788\n", "Skew: 0.832 Prob(JB): 0.150\n", "Kurtosis: 2.731 Cond. No. 142.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Create a DataFrame with the polynomial features\n", "X_poly = pd.DataFrame({'wt': wt, 'wt_squared': wt**2})\n", "\n", "# Add a constant term for the intercept\n", "X_poly = sm.add_constant(X_poly)\n", "\n", "# Fit the polynomial regression model\n", "model_poly = sm.OLS(mpg, X_poly)\n", "results_poly = model_poly.fit()\n", "\n", "# Display the regression results\n", "print(results_poly.summary())" ] }, { "cell_type": "code", "execution_count": 12, "id": "acb8b152", "metadata": {}, "outputs": [], "source": [ "from lmdiag import plot\n", "\n", "# Linear model\n", "X_linear = sm.add_constant(wt)\n", "model_linear = sm.OLS(mpg, X_linear)\n", "results_linear = model_linear.fit()" ] }, { "cell_type": "code", "execution_count": 24, "id": "5d34c86f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\AppData\\Local\\Temp\\ipykernel_127796\\971502613.py:7: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout() # Add space between the title and plots\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plots for linear model\n", "plt.figure(figsize=(12, 8))\n", "\n", "plot(results_linear)\n", "plt.suptitle('Residuals Plot for Linear Model', y=1.02) # Adjust the y-coordinate for space\n", "plt.tight_layout() # Add space between the title and plots\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "b674ca16", "metadata": {}, "outputs": [], "source": [ "# Polynomial model\n", "X_poly = pd.DataFrame({'wt': wt, 'wt_squared': wt**2})\n", "X_poly = sm.add_constant(X_poly)\n", "model_poly = sm.OLS(mpg, X_poly)\n", "results_poly = model_poly.fit()" ] }, { "cell_type": "code", "execution_count": 15, "id": "0d247eba", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\AppData\\Local\\Temp\\ipykernel_127796\\1285250533.py:6: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout() # Add space between the title and plots\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plots for polynomial model\n", "plt.figure(figsize=(12, 8))\n", "\n", "plot(results_poly)\n", "plt.suptitle('Residuals Plot for Polynomial Model')\n", "plt.tight_layout() # Add space between the title and plots\n", "plt.show()\n", "plt.tight_layout(pad=0) # Remove the tight layout" ] }, { "cell_type": "markdown", "id": "ae5d0d0d", "metadata": {}, "source": [ "# Regression with Interaction Terms" ] }, { "cell_type": "code", "execution_count": 16, "id": "57f49948", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.887\n", "Model: OLS Adj. R-squared: 0.870\n", "Method: Least Squares F-statistic: 52.98\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 2.14e-12\n", "Time: 15:59:06 Log-Likelihood: -67.494\n", "No. Observations: 32 AIC: 145.0\n", "Df Residuals: 27 BIC: 152.3\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "===============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const 16.9534 14.950 1.134 0.267 -13.722 47.629\n", "wt -12.2402 2.081 -5.883 0.000 -16.509 -7.971\n", "wt_squared 2.5868 1.368 1.891 0.069 -0.220 5.393\n", "qsec 1.7135 0.785 2.182 0.038 0.102 3.325\n", "interaction -0.0864 0.076 -1.133 0.267 -0.243 0.070\n", "==============================================================================\n", "Omnibus: 0.670 Durbin-Watson: 2.391\n", "Prob(Omnibus): 0.715 Jarque-Bera (JB): 0.276\n", "Skew: 0.227 Prob(JB): 0.871\n", "Kurtosis: 3.037 Cond. No. 9.13e+03\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 9.13e+03. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "# Extract the 'qsec' column from the mtcars dataset\n", "qsec = mtcars['qsec']\n", "\n", "# Create interaction term: wt_squared * qsec\n", "interaction_term = wt**2 * qsec\n", "\n", "# Combine 'wt', 'wt_squared', 'qsec', and the interaction term into a DataFrame\n", "X_interaction = pd.DataFrame({'wt': wt, 'wt_squared': wt**2, 'qsec': qsec, 'interaction': interaction_term})\n", "\n", "# Add a constant term for the intercept\n", "X_interaction = sm.add_constant(X_interaction)\n", "\n", "# Fit the regression model with the interaction term\n", "model_interaction = sm.OLS(mpg, X_interaction)\n", "results_interaction = model_interaction.fit()\n", "\n", "# Display the regression results\n", "print(results_interaction.summary())" ] }, { "cell_type": "code", "execution_count": 17, "id": "700dca64", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\AppData\\Local\\Temp\\ipykernel_127796\\2608939873.py:7: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout(pad=0) # Remove the tight layout\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plots for the model with interaction term\n", "plt.figure(figsize=(12, 8))\n", "\n", "# Residual plots\n", "plot(results_interaction)\n", "plt.suptitle('Residuals Plot for Model with Interaction Term', y=1.02) # Adjust the y-coordinate for space\n", "plt.tight_layout(pad=0) # Remove the tight layout\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "50a4d5cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.790\n", "Model: OLS Adj. R-squared: 0.783\n", "Method: Least Squares F-statistic: 113.1\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 1.07e-11\n", "Time: 16:09:03 Log-Likelihood: -77.379\n", "No. Observations: 32 AIC: 158.8\n", "Df Residuals: 30 BIC: 161.7\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 54.7525 3.297 16.609 0.000 48.020 61.485\n", "sqrt_wt -19.5469 1.838 -10.635 0.000 -23.301 -15.793\n", "==============================================================================\n", "Omnibus: 3.598 Durbin-Watson: 1.419\n", "Prob(Omnibus): 0.165 Jarque-Bera (JB): 2.891\n", "Skew: 0.736 Prob(JB): 0.236\n", "Kurtosis: 2.937 Cond. No. 15.6\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "import math\n", "\n", "# Extract the 'mpg' and 'wt' columns from the mtcars dataset\n", "mpg = mtcars['mpg']\n", "wt = mtcars['wt']\n", "\n", "# Create a new variable 'sqrt_wt' with the square root of 'wt'\n", "mtcars['sqrt_wt'] = wt.apply(lambda x: x ** 0.5)\n", "\n", "# Add a constant term for the intercept\n", "X = sm.add_constant(mtcars['sqrt_wt'])\n", "\n", "# Fit the OLS regression model\n", "model_sqrtX = sm.OLS(mpg, X).fit()\n", "\n", "# Display the regression results\n", "print(model_sqrtX.summary())" ] }, { "cell_type": "code", "execution_count": 23, "id": "6986a6d0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\AppData\\Local\\Temp\\ipykernel_127796\\1443176346.py:7: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout(pad=0) # Remove the tight layout\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plots for the model with interaction term\n", "plt.figure(figsize=(12, 8))\n", "\n", "# Residual plots\n", "plot(model_sqrtX)\n", "plt.suptitle('Residuals Plot for Model with Sqrt Wt as Independent Variable', y=1.02) # Adjust the y-coordinate for space\n", "plt.tight_layout(pad=0) # Remove the tight layout\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "14266d75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.810\n", "Model: OLS Adj. R-squared: 0.804\n", "Method: Least Squares F-statistic: 128.0\n", "Date: Mon, 11 Mar 2024 Prob (F-statistic): 2.39e-12\n", "Time: 16:20:10 Log-Likelihood: -75.794\n", "No. Observations: 32 AIC: 155.6\n", "Df Residuals: 30 BIC: 158.5\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 39.2565 1.758 22.325 0.000 35.665 42.848\n", "ln_wt -17.0859 1.510 -11.314 0.000 -20.170 -14.002\n", "==============================================================================\n", "Omnibus: 4.524 Durbin-Watson: 1.613\n", "Prob(Omnibus): 0.104 Jarque-Bera (JB): 3.747\n", "Skew: 0.838 Prob(JB): 0.154\n", "Kurtosis: 2.974 Cond. No. 7.40\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Create a new variable 'ln_wt' with the natural logarithm of 'wt'\n", "mtcars['ln_wt'] = np.log(wt)\n", "\n", "# Add a constant term for the intercept\n", "X = sm.add_constant(mtcars['ln_wt'])\n", "\n", "# Fit the OLS regression model\n", "model_lnX = sm.OLS(mpg, X).fit()\n", "\n", "# Display the regression results\n", "print(model_lnX.summary())" ] }, { "cell_type": "code", "execution_count": 26, "id": "4efb38ef", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\AppData\\Local\\Temp\\ipykernel_127796\\530574822.py:7: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout(pad=0) # Remove the tight layout\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plots for the model with interaction term\n", "plt.figure(figsize=(12, 8))\n", "\n", "# Residual plots\n", "plot(model_lnX)\n", "plt.suptitle('Residuals Plot for Model with Natural Log of Wt as Independent Variable', y=1.02) # Adjust the y-coordinate for space\n", "plt.tight_layout(pad=0) # Remove the tight layout\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "272d3689", "metadata": {}, "source": [ "# Data Transformations" ] }, { "cell_type": "code", "execution_count": 27, "id": "f86e273a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.753\n", "Model: OLS Adj. R-squared: 0.745\n", "Method: Least Squares F-statistic: 91.38\n", "Date: Tue, 12 Mar 2024 Prob (F-statistic): 1.29e-10\n", "Time: 16:49:45 Log-Likelihood: -80.015\n", "No. Observations: 32 AIC: 164.0\n", "Df Residuals: 30 BIC: 167.0\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 37.2851 1.878 19.858 0.000 33.450 41.120\n", "wt -5.3445 0.559 -9.559 0.000 -6.486 -4.203\n", "==============================================================================\n", "Omnibus: 2.988 Durbin-Watson: 1.252\n", "Prob(Omnibus): 0.225 Jarque-Bera (JB): 2.399\n", "Skew: 0.668 Prob(JB): 0.301\n", "Kurtosis: 2.877 Cond. No. 12.7\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Extract the 'mpg' and 'wt' columns from the mtcars dataset\n", "mpg = mtcars['mpg']\n", "wt = mtcars['wt']\n", "\n", "# Add a constant term for the intercept\n", "X = sm.add_constant(wt)\n", "\n", "# Fit the OLS regression model\n", "model = sm.OLS(mpg, X)\n", "results = model.fit()\n", "\n", "# Display the regression results\n", "print(results.summary())" ] }, { "cell_type": "code", "execution_count": 28, "id": "58ca7516", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\AppData\\Local\\Temp\\ipykernel_127796\\3645605844.py:6: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout() # Add space between the title and plots\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plots for linear model\n", "plt.figure(figsize=(12, 8))\n", "\n", "plot(results)\n", "plt.suptitle('Residuals Plot for Linear Model', y=1.02) # Adjust the y-coordinate for space\n", "plt.tight_layout() # Add space between the title and plots\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "id": "94ec1fbe", "metadata": {}, "outputs": [], "source": [ "from scipy.stats import boxcox" ] }, { "cell_type": "code", "execution_count": 73, "id": "03ced6ef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.029565234954054682\n" ] } ], "source": [ "transformed_data, lambda_value = boxcox(mpg)\n", "print(lambda_value)" ] }, { "cell_type": "code", "execution_count": 34, "id": "0dfe8d56", "metadata": {}, "outputs": [], "source": [ "from scipy.stats import yeojohnson" ] }, { "cell_type": "code", "execution_count": 71, "id": "c45b882f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.30666945372393717\n" ] } ], "source": [ "transformed_data, lambda_value = yeojohnson(wt)\n", "print(lambda_value)" ] }, { "cell_type": "code", "execution_count": 57, "id": "22bba8e2", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import PowerTransformer" ] }, { "cell_type": "code", "execution_count": 69, "id": "db3e8d82", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mpg cyl disp hp drat wt qsec \\\n", "0 0.293385 -0.123853 -0.421712 -0.407404 0.629460 -0.573895 -0.774602 \n", "1 0.293385 -0.123853 -0.421712 -0.407404 0.629460 -0.286565 -0.429372 \n", "2 0.575460 -1.238936 -1.045055 -0.757862 0.541297 -0.930501 0.482333 \n", "3 0.358055 -0.123853 0.414989 -0.407404 -0.988918 0.076821 0.922482 \n", "4 -0.103475 1.035376 1.054148 0.591583 -0.834584 0.306252 -0.429372 \n", "5 -0.214805 -0.123853 0.166008 -0.505087 -1.741687 0.326253 1.316318 \n", "6 -1.015418 1.035376 1.054148 1.343061 -0.705004 0.435157 -1.173256 \n", "7 0.808472 -1.238936 -0.564196 -1.580785 0.250920 0.050809 1.207082 \n", "8 0.575460 -1.238936 -0.630617 -0.713759 0.664394 0.008964 2.543499 \n", "9 -0.013314 -0.123853 -0.344359 -0.171061 0.664394 0.306252 0.311958 \n", "10 -0.271816 -0.123853 -0.344359 -0.171061 0.664394 0.306252 0.638711 \n", "11 -0.550773 1.035376 0.539178 0.653607 -1.011251 0.908479 -0.202619 \n", "12 -0.368932 1.035376 0.539178 0.653607 -1.011251 0.590365 -0.085602 \n", "13 -0.808770 1.035376 0.539178 0.653607 -1.011251 0.638120 0.143807 \n", "14 -2.083174 1.035376 1.610296 0.942056 -1.331709 1.909386 0.132480 \n", "15 -2.083174 1.035376 1.555956 1.048562 -1.169631 2.045571 0.041324 \n", "16 -0.922082 1.035376 1.462895 1.200176 -0.662351 1.984061 -0.190846 \n", "17 1.785538 -1.238936 -1.507677 -1.456068 0.937288 -1.079408 0.937974 \n", "18 1.565689 -1.238936 -1.562186 -1.927385 2.218055 -1.866784 0.433216 \n", "19 1.941775 -1.238936 -1.649079 -1.486597 1.166937 -1.557581 1.156958 \n", "20 0.374038 -1.238936 -0.882122 -0.670487 0.269449 -0.755469 1.212078 \n", "21 -0.742485 1.035376 0.810528 0.255058 -1.741687 0.385883 -0.520523 \n", "22 -0.808770 1.035376 0.723776 0.255058 -0.834584 0.301242 -0.261723 \n", "23 -1.260115 1.035376 0.998227 1.343061 0.324726 0.694971 -1.460619 \n", "24 -0.013314 1.035376 1.266461 0.591583 -0.988918 0.699687 -0.411255 \n", "25 1.194946 -1.238936 -1.502314 -1.456068 0.937288 -1.422521 0.638711 \n", "26 1.026953 -1.238936 -0.879537 -0.802828 1.496598 -1.155317 -0.624984 \n", "27 1.565689 -1.238936 -1.235062 -0.350704 0.397713 -2.016288 -0.502217 \n", "28 -0.677419 1.035376 1.003875 1.513051 1.166937 0.029921 -2.100871 \n", "29 0.074596 -0.123853 -0.583120 0.591583 0.119741 -0.403241 -1.399704 \n", "30 -0.853661 1.035376 0.704785 2.062925 -0.033423 0.435157 -2.028254 \n", "31 0.358055 -1.238936 -0.870517 -0.426615 0.987196 -0.392033 0.476889 \n", "\n", " vs am gear carb \n", "0 -0.881917 1.208941 0.634339 0.890379 \n", "1 -0.881917 1.208941 0.634339 0.890379 \n", "2 1.133893 1.208941 0.634339 -1.450430 \n", "3 1.133893 -0.827170 -1.016661 -1.450430 \n", "4 -0.881917 -0.827170 -1.016661 -0.367897 \n", "5 1.133893 -0.827170 -1.016661 -1.450430 \n", "6 -0.881917 -0.827170 -1.016661 0.890379 \n", "7 1.133893 -0.827170 0.634339 -0.367897 \n", "8 1.133893 -0.827170 0.634339 -0.367897 \n", "9 1.133893 -0.827170 0.634339 0.890379 \n", "10 1.133893 -0.827170 0.634339 0.890379 \n", "11 -0.881917 -0.827170 -1.016661 0.354621 \n", "12 -0.881917 -0.827170 -1.016661 0.354621 \n", "13 -0.881917 -0.827170 -1.016661 0.354621 \n", "14 -0.881917 -0.827170 -1.016661 0.890379 \n", "15 -0.881917 -0.827170 -1.016661 0.890379 \n", "16 -0.881917 -0.827170 -1.016661 0.890379 \n", "17 1.133893 1.208941 0.634339 -1.450430 \n", "18 1.133893 1.208941 0.634339 -0.367897 \n", "19 1.133893 1.208941 0.634339 -1.450430 \n", "20 1.133893 -0.827170 -1.016661 -1.450430 \n", "21 -0.881917 -0.827170 -1.016661 -0.367897 \n", "22 -0.881917 -0.827170 -1.016661 -0.367897 \n", "23 -0.881917 -0.827170 -1.016661 0.890379 \n", "24 -0.881917 -0.827170 -1.016661 -0.367897 \n", "25 1.133893 1.208941 0.634339 -1.450430 \n", "26 -0.881917 1.208941 1.527571 -0.367897 \n", "27 1.133893 1.208941 1.527571 -0.367897 \n", "28 -0.881917 1.208941 1.527571 0.890379 \n", "29 -0.881917 1.208941 1.527571 1.659455 \n", "30 -0.881917 1.208941 1.527571 2.204877 \n", "31 1.133893 1.208941 0.634339 -0.367897 \n" ] } ], "source": [ "# Load mtcars dataset\n", "from pydataset import data\n", "mtcars = data('mtcars')\n", "\n", "# Selecting all numeric variables\n", "numeric_cols = mtcars.select_dtypes(include=np.number).columns\n", "data = mtcars[numeric_cols]\n", "\n", "# Initialize the PowerTransformer with the Yeo-Johnson method\n", "pt_yeojohnson = PowerTransformer(method='yeo-johnson')\n", "transformed_data_yeojohnson = pt_yeojohnson.fit_transform(data)\n", "\n", "# Convert the transformed data back to a DataFrame with column names\n", "transformed_df = pd.DataFrame(transformed_data_yeojohnson, columns=numeric_cols)\n", "\n", "print(transformed_df)" ] }, { "cell_type": "code", "execution_count": 70, "id": "c1244609", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lambda values for each variable (Yeo-Johnson): [-0.02122677 1.13413485 0.22254043 0.08784961 -0.31831713 0.30666945\n", " -0.24356527 -1.09231712 -1.65844552 -2.0196172 -0.17609891]\n" ] } ], "source": [ "# Access the lambdas for each variable\n", "lambdas_yeojohnson = pt_yeojohnson.lambdas_\n", "\n", "print(\"Lambda values for each variable (Yeo-Johnson):\", lambdas_yeojohnson)" ] }, { "cell_type": "markdown", "id": "12a47276", "metadata": {}, "source": [ "# Handling Multicollinearity" ] }, { "cell_type": "code", "execution_count": 80, "id": "adbc34f9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: mpg R-squared: 0.869\n", "Model: OLS Adj. R-squared: 0.807\n", "Method: Least Squares F-statistic: 13.93\n", "Date: Tue, 12 Mar 2024 Prob (F-statistic): 3.79e-07\n", "Time: 18:54:17 Log-Likelihood: -69.855\n", "No. Observations: 32 AIC: 161.7\n", "Df Residuals: 21 BIC: 177.8\n", "Df Model: 10 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 12.3034 18.718 0.657 0.518 -26.623 51.229\n", "cyl -0.1114 1.045 -0.107 0.916 -2.285 2.062\n", "disp 0.0133 0.018 0.747 0.463 -0.024 0.050\n", "hp -0.0215 0.022 -0.987 0.335 -0.067 0.024\n", "drat 0.7871 1.635 0.481 0.635 -2.614 4.188\n", "wt -3.7153 1.894 -1.961 0.063 -7.655 0.224\n", "qsec 0.8210 0.731 1.123 0.274 -0.699 2.341\n", "vs 0.3178 2.105 0.151 0.881 -4.059 4.694\n", "am 2.5202 2.057 1.225 0.234 -1.757 6.797\n", "gear 0.6554 1.493 0.439 0.665 -2.450 3.761\n", "carb -0.1994 0.829 -0.241 0.812 -1.923 1.524\n", "==============================================================================\n", "Omnibus: 1.907 Durbin-Watson: 1.861\n", "Prob(Omnibus): 0.385 Jarque-Bera (JB): 1.747\n", "Skew: 0.521 Prob(JB): 0.418\n", "Kurtosis: 2.526 Cond. No. 1.22e+04\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 1.22e+04. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "# Extract dependent and independent variables\n", "mpg = mtcars['mpg']\n", "X = mtcars.drop(['mpg'], axis=1)\n", "\n", "# Add a constant term for the intercept\n", "X = sm.add_constant(X)\n", "\n", "# Fit the OLS regression model\n", "model = sm.OLS(mpg, X).fit()\n", "\n", "# Display the regression results\n", "print(model.summary())" ] }, { "cell_type": "code", "execution_count": 81, "id": "65e62223", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation Matrix:\n", " WorldOil USEnergy USAutoFuelRate USNuclear USCoal USDryGas\n", "WorldOil 1.000000 0.923252 0.585232 0.670815 0.623787 0.214418\n", "USEnergy 0.923252 1.000000 0.790683 0.855757 0.791121 0.057034\n", "USAutoFuelRate 0.585232 0.790683 1.000000 0.972109 0.967919 -0.422824\n", "USNuclear 0.670815 0.855757 0.972109 1.000000 0.952128 -0.404187\n", "USCoal 0.623787 0.791121 0.967919 0.952128 1.000000 -0.448483\n", "USDryGas 0.214418 0.057034 -0.422824 -0.404187 -0.448483 1.000000\n" ] } ], "source": [ "# Read the dataset\n", "crude_oil_output = pd.read_csv(r\"D:\\Academics\\BTech\\DSC4.51015_StatisticalModeling-1\\Session 05\\CrudeOilOutput.csv\")\n", "\n", "# Calculate the correlation matrix\n", "correlation_matrix = crude_oil_output.corr()\n", "\n", "# Set the display options for Pandas\n", "pd.set_option('display.max_columns', None) # Display all columns without truncation\n", "pd.set_option('display.width', 1000) # Allow long lines to be displayed without line breaks\n", "\n", "# Print the correlation matrix\n", "print(\"Correlation Matrix:\")\n", "print(correlation_matrix)" ] }, { "cell_type": "code", "execution_count": 82, "id": "3b3d4e2c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\pappu\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "# Create a matrix of scatter plots without histograms along the diagonal\n", "sns.pairplot(crude_oil_output, diag_kind=None)\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 84, "id": "faf15788", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: WorldOil R-squared: 0.921\n", "Model: OLS Adj. R-squared: 0.901\n", "Method: Least Squares F-statistic: 46.62\n", "Date: Tue, 12 Mar 2024 Prob (F-statistic): 2.41e-10\n", "Time: 18:58:14 Log-Likelihood: -38.539\n", "No. Observations: 26 AIC: 89.08\n", "Df Residuals: 20 BIC: 96.63\n", "Df Model: 5 \n", "Covariance Type: nonrobust \n", "==================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "const 2.7085 8.909 0.304 0.764 -15.875 21.292\n", "USEnergy 0.8357 0.180 4.637 0.000 0.460 1.212\n", "USAutoFuelRate -0.7341 0.549 -1.338 0.196 -1.879 0.411\n", "USNuclear -0.0065 0.010 -0.664 0.514 -0.027 0.014\n", "USCoal 0.0098 0.007 1.348 0.193 -0.005 0.025\n", "USDryGas -0.1432 0.448 -0.319 0.753 -1.079 0.792\n", "==============================================================================\n", "Omnibus: 3.473 Durbin-Watson: 1.096\n", "Prob(Omnibus): 0.176 Jarque-Bera (JB): 1.450\n", "Skew: 0.104 Prob(JB): 0.484\n", "Kurtosis: 1.862 Cond. No. 3.73e+04\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 3.73e+04. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "# Extract dependent and independent variables\n", "WorldOil = crude_oil_output['WorldOil']\n", "X = crude_oil_output.drop(['WorldOil'], axis=1)\n", "\n", "# Add a constant term for the intercept\n", "X_with_constant = sm.add_constant(X)\n", "\n", "# Fit the OLS regression model\n", "model = sm.OLS(WorldOil, X_with_constant).fit()\n", "\n", "# Display the regression results\n", "print(model.summary())" ] }, { "cell_type": "code", "execution_count": 85, "id": "e9eb2aa7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VIF:\n", " Variable VIF\n", "0 USEnergy 20.822780\n", "1 USAutoFuelRate 42.494049\n", "2 USNuclear 61.549771\n", "3 USCoal 21.346305\n", "4 USDryGas 6.188241\n" ] } ], "source": [ "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", "\n", "# Calculate VIF (excluding the constant term)\n", "vif_data = pd.DataFrame()\n", "vif_data[\"Variable\"] = X.columns\n", "vif_data[\"VIF\"] = [variance_inflation_factor(X_with_constant.values, i) for i in range(1, X_with_constant.shape[1])]\n", "\n", "print(\"VIF:\")\n", "print(vif_data)" ] }, { "cell_type": "code", "execution_count": 86, "id": "f35191ee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: USAutoFuelRate R-squared: 0.976\n", "Model: OLS Adj. R-squared: 0.972\n", "Method: Least Squares F-statistic: 217.8\n", "Date: Tue, 12 Mar 2024 Prob (F-statistic): 8.99e-17\n", "Time: 18:59:01 Log-Likelihood: -15.194\n", "No. Observations: 26 AIC: 40.39\n", "Df Residuals: 21 BIC: 46.68\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 11.3198 2.539 4.459 0.000 6.040 16.600\n", "USEnergy -0.1923 0.058 -3.310 0.003 -0.313 -0.071\n", "USNuclear 0.0141 0.002 5.760 0.000 0.009 0.019\n", "USCoal 0.0091 0.002 4.292 0.000 0.005 0.013\n", "USDryGas 0.4250 0.152 2.791 0.011 0.108 0.742\n", "==============================================================================\n", "Omnibus: 8.037 Durbin-Watson: 1.480\n", "Prob(Omnibus): 0.018 Jarque-Bera (JB): 6.053\n", "Skew: 1.074 Prob(JB): 0.0485\n", "Kurtosis: 3.984 Cond. No. 2.67e+04\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 2.67e+04. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "# Understanding multicollinearity of USAutoFuelRate\n", "# Consider USAutoFuelRate as dependent and the rest (minus the WorldOil) as independent variables\n", "USAutoFuelRate = crude_oil_output['USAutoFuelRate']\n", "X = crude_oil_output.drop(['WorldOil'] + ['USAutoFuelRate'], axis=1)\n", "\n", "# Add a constant term for the intercept\n", "X = sm.add_constant(X)\n", "\n", "# Fit the OLS regression model\n", "model = sm.OLS(USAutoFuelRate, X).fit()\n", "\n", "# Display the regression results\n", "print(model.summary())" ] }, { "cell_type": "code", "execution_count": 87, "id": "6cda87ec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9764672929624122" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.rsquared" ] }, { "cell_type": "code", "execution_count": 88, "id": "a9e27422", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "42.49404874682466" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1/(1-model.rsquared)" ] }, { "cell_type": "code", "execution_count": null, "id": "8224c79c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }