{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regressio - eri mallien kokeilua\n", "\n", "Lineaarisen regression ohella on tarjolla monia regressiomalleja, jotka sopivat myös ei-lineaaristen riippuvuuksien mallintamiseen.\n", "\n", "Seuraavassa käytän kahta ensemble-mallia (ensemble-malli = yhdistelmä useista malleista):\n", "\n", "* Satunnaismetsä-regressio (RandomForestRegressor); satunnaismetsä, soveltuu erityisesti ylimallintamisen välttämiseen\n", "* Gradienttitehostus-regressio (GradientBoostingRegressor); antaa usein muita menetelmiä tarkempia ennusteita" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2023-02-23 13:49:35.545872\n" ] } ], "source": [ "from datetime import datetime\n", "print(f'Päivitetty {datetime.now()}')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# train_test_split osaa jakaa datan opetusdataan ja testidataan\n", "from sklearn.model_selection import train_test_split\n", "\n", "# Käytettävät mallit\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "\n", "# Seuraava komento kannattaa tässä antaa varmuuden vuoksi\n", "# Ilman tätä joissain versioissa kuviot eivät tulostu näkyville\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Funktio mallin sovittamiseen ja tarkasteluun\n", "\n", "Jos samaa koodia käytetään toistuvasti, niin siitä kannattaa tehdä funktio." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def mallinna(malli):\n", " \n", " # Mallin sovitus opetusdataan\n", " malli.fit(X_train, y_train)\n", " \n", " # Selityskerroin opetusdatalle\n", " y_pred_train = malli.predict(X_train)\n", " R2_train_malli = malli.score(X_train, y_train)\n", " \n", " # Selityskerroin testidatalle\n", " y_pred_test = malli.predict(X_test)\n", " R2_test_malli = malli.score(X_test, y_test)\n", " \n", " # Selityskertoimien tulostus\n", " print(f'Opetusdatan selityskerroin {R2_train_malli:.3f}')\n", " print(f'Testidatan selityskerroin {R2_test_malli:.3f}')\n", " \n", " # Opetusdatan virhetermit kaaviona\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", " ax[0].set_title('Ennustevirheiden jakauma opetusdatassa')\n", " sns.histplot((y_train-y_pred_train), kde=True, ax=ax[0])\n", " ax[0].set_xlabel('y_train - y_pred_train')\n", " \n", " # toteutuneet ja ennustetut hajontakaaviona testidatalle\n", " ax[1].set_title('Toteutuneet ja ennustetut testidatassa')\n", " ax[1].scatter(x=y_test, y=y_pred_test)\n", " ax[1].set_xlabel('toteutunut')\n", " ax[1].set_ylabel('ennuste')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Datan tarkastelua" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 200 entries, 0 to 199\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Unnamed: 0 200 non-null int64 \n", " 1 TV 200 non-null float64\n", " 2 radio 200 non-null float64\n", " 3 newspaper 200 non-null float64\n", " 4 sales 200 non-null float64\n", "dtypes: float64(4), int64(1)\n", "memory usage: 7.9 KB\n" ] } ], "source": [ "df = pd.read_csv('https://taanila.fi/Advertising.csv')\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0TVradionewspapersales
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" ], "text/plain": [ " TV radio newspaper sales\n", "0 230.1 37.8 69.2 22.1\n", "1 44.5 39.3 45.1 10.4\n", "2 17.2 45.9 69.3 9.3\n", "3 151.5 41.3 58.5 18.5\n", "4 180.8 10.8 58.4 12.9\n", ".. ... ... ... ...\n", "195 38.2 3.7 13.8 7.6\n", "196 94.2 4.9 8.1 9.7\n", "197 177.0 9.3 6.4 12.8\n", "198 283.6 42.0 66.2 25.5\n", "199 232.1 8.6 8.7 13.4\n", "\n", "[200 rows x 4 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Poistetaan tarpeeton järjestysnumero-sarake\n", "df = df.drop('Unnamed: 0', axis = 1)\n", "df" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TVradionewspapersales
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" ], "text/plain": [ " TV radio newspaper sales\n", "count 200.000000 200.000000 200.000000 200.000000\n", "mean 147.042500 23.264000 30.554000 14.022500\n", "std 85.854236 14.846809 21.778621 5.217457\n", "min 0.700000 0.000000 0.300000 1.600000\n", "25% 74.375000 9.975000 12.750000 10.375000\n", "50% 149.750000 22.900000 25.750000 12.900000\n", "75% 218.825000 36.525000 45.100000 17.400000\n", "max 296.400000 49.600000 114.000000 27.000000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Riippuvuuksien tarkastelua hajontakaavioina\n", "sns.pairplot(df, kind = 'reg')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IiCSDwwQ5U0osSyIiIgmT2HceHwtGREQkcfl+aiEREVGJx2ECIiIiieMwAREREUkJKwNERESaJFYZYDJARESkSWK303OYgIiISOJYGSAiItLEYQIiIiKJk1gywGECIiIiiWNlgIiISBMXHSIiIpI4iQ0TMBkgIiLSxFsLiYiISEpYGSAiItLEYQIiIiKJk1gywGECIiKiImTFihWoVKkSTE1N0aBBA5w8efKt/bdu3Yq6devC3Nwczs7OGDhwIBITE/P1mUwGiIiINAml7rZ82LFjB8aMGYPJkycjNDQU3t7eaN++PSIjI3Psf+rUKfTr1w/+/v64fv06du3ahYsXL2Lw4MH5+lwmA0RERBqEUuhsS0tLQ2pqqtqWlpaW4+cuXLgQ/v7+GDx4MGrUqIHFixejfPnyWLlyZY79z507h4oVK2LUqFGoVKkSmjdvjqFDh+LSpUv5Ol8mA0RERAUoMDAQVlZWaltgYGC2funp6QgODoavr69au6+vL86cOZPjsZs2bYpHjx5h//79EEIgLi4OP//8Mzp27JivGDmBkIiISJMOJxBOmjQJAQEBam0mJibZ+iUkJEChUMDR0VGt3dHREbGxsTkeu2nTpti6dSv8/Pzw+vVrZGZmokuXLli6dGm+YmRlgIiISJMO5wyYmJjA0tJSbcspGfiHTCZTD0WIbG3/CA8Px6hRozBt2jQEBwfjzz//xIMHDzBs2LB8nS4rA0REREWAnZ0dDA0Ns1UB4uPjs1UL/hEYGIhmzZph/PjxAIA6deqgVKlS8Pb2xrfffgtnZ+c8fTYrA0RERJqUQndbHhkbG6NBgwYICgpSaw8KCkLTpk1z3Ofly5cwMFD/Kjc0NASQVVHIK1YGiIiINOlp0aGAgAD07dsXnp6e8PLywpo1axAZGakq+0+aNAmPHz/G5s2bAQCdO3fGkCFDsHLlSrRr1w4xMTEYM2YMGjVqBBcXlzx/LpMBIiIiTXpKBvz8/JCYmIhZs2YhJiYGtWrVwv79++Hq6goAiImJUVtzYMCAAXj27BmWLVuGL7/8EmXKlMH777+POXPm5OtzZSI/dYQClJFwX98h0N/MXLz1HQL9zSCXSUNU+JLn5O9WLSpY5mNWF+jxXy7J3wS8tzEfvUpnxyoorAwQERFpKhp/JxcaJgNERESa+KAiIiIikhJWBoiIiDTl45bAkoDJABERkaZ8Pm2wuOMwARERkcSxMkBERKSJwwT6wXvbi45X0Sf1HQL9babnFH2HQH+LXf9A3yHQv1QeU7DHF7ybgIiIiKSkyFQGiIiIigwOExAREUmcxO4mYDJARESkSWKVAc4ZICIikjhWBoiIiDRJ7G4CJgNERESaOExAREREUsLKABERkSbeTUBERCRxHCYgIiIiKWFlgIiISIPUnk3AZICIiEgThwmIiIhISlgZICIi0iSxygCTASIiIk28tZCIiEjiJFYZ4JwBIiIiiWNlgIiISIOQWGWAyQAREZEmiSUDHCYgIiKSOFYGiIiINHEFQiIiIonjMAERERFJCSsDREREmiRWGWAyQEREpEEIaSUDHCYgIiKSOFYGiIiINHGYgIiISOKYDBAREUmb1JYj5pwBIiIiiWNlgIiISJPEKgNaJwP37t3D4sWLcePGDchkMtSoUQOjR49GlSpVdBkfERFR4ZPWasTaDRMcPHgQ7u7uuHDhAurUqYNatWrh/PnzqFmzJoKCgnQdIxERERUgrSoDX331FcaOHYv//e9/2donTpyItm3b6iQ4IiIifeAEwjy4ceMG/P39s7UPGjQI4eHh7xwUERGRXimF7rZiQKtkwN7eHmFhYdnaw8LC4ODg8K4xERERUSHSaphgyJAh+Oyzz3D//n00bdoUMpkMp06dwpw5c/Dll1/qOkYiIqLCJbEJhFolA1OnTkXp0qWxYMECTJo0CQDg4uKCGTNmYNSoUToNkIiIqLBJbc6AVsmATCbD2LFjMXbsWDx79gwAULp0aZ0GRkRERIXjnRcdKslJwLCh/fFlwDA4OzvgevhtfPnldJw6fSHX/i28m2DevOmo6V4N0dFxmL9gJdas3aJ6v1/fXtiwflG2/UqVroy0tLQCOQepuRR2FRu3/Yzwm3fxJDEJSwKnonWLpvoOq0Rp9GkbeA/tBAuHMoi//Rj7Z21GxMVbOfZ19awO368+hn0VF8jNTJD8OAEXtx3GmfUHVH3q92iBj+YPy7bvjOr9kZmWUWDnURJY+nWG1YCeMLS3Qca9CCTOWYnXIddy7GvqWQcuG+dna4/q4o+MB1Fvjvlpd1j26gQjZwcok1PxIugkkhavh0iX2LXgMEHOPDw8cPjwYVhbW6N+/fqQyWS59g0JCdFJcPrUs2cXLFwwAyNGfo0zZy9iyOC++H3fj6hdtyWioqKz9a9YsTz27d2Cdeu3of+AkWjq1RDLln6HJwmJ2L17v6pfSkoq3Gu1UNuXiYDuvHr1GtXdKqNbB1+MnfytvsMpcWp1aoIO0/ph39QNiLx0Gw0/aY1+mybi+7bjkRKdmK1/+qvXOL/5EGJvRCL9VRpcPauj63f+SH+Zhkvbj6j6vU59icWt1ecbMRF4u1LtfGA7cRgSvl2K16HXYdmzI5xWzkZU18FQxD7Jdb+oTgOhfP5S9VrxNEX1b4uO78NmjD+eTFuAtLBwyF3Lwf7bcQCAxLmrCu5kiiAOE+Sia9euMDExAQB069atoOIpMsaOHoING3/Cho3bAQBfjpsOX18fDBvaD5On/C9b/6Gf9UVk1GN8OW46AODmzbto0KAuvhw7TC0ZEEIgLi73/6PSu/H2aghvr4b6DqPEaja4A4J3HkPwjmMAgP2ztsCtRR00+rQNgubuyNY/5noEYq5HqF4nP0qA+wcNUbFhdbVkQEDg+ZOUbPtT7qz6fYRnv/6JZ7/+CSDry9qsmScs/Trj6ZINue6nSEqG8tmLHN8zqVsDaaHX8WL/UQBAZnQcnh84CpNa1XV/AkUdKwM5mz59eo7/Lonkcjk8POpgzrzlau1BQcfh1cQzx32aNG6AoKDjam2Hgo5h0MCPYWRkhMzMTACAhUUp3LtzHoaGhrh8+Tqmz5yLsLDrBXMiRDpkKDeES61KOLFyr1r73ZNXUaFBtTwdw7mmKyo0qIa/5u9Uazc2N8W4U0sgMzRATHgEDi/cpZZEkAYjI5i4V0XyevUE7NWZYJjWc3/rrmV3roTMRI6Me5F4umYbXl+8rHrvdch1WHRsDZNa1ZF27RaMyjnB3LsRnu3lyrIlnV4eVJSWlpatNC6EeOvQQ2Gys7OBkZER4uMS1Nrj4xPg6JTzOgqOTg6Ij9foH5cAuVwOOzsbxMbG49atuxg0eCyuXbsJy9IWGDlyME4c+w0enm1x9+6DAjsfIl0wty4NQyPDbH/Bv3iSAgs7q7fuO/7sUpSysYSBkSGOLP5FVVkAgCf3ovHruFWIuxUFEwszeA38AEN+noHl7Sch8WFsQZxKsWdobQmZkSEUiU/V2hWJT2Foa53jPoqEJDyZsQhp4XcgM5bDolMbOK+bg5hB4/E6+CoA4MWfx2BoYwWXzQsByCCTGyHlp31IWZ+96lPSCVYGcmZtbZ3nL+ukpKS3vh8YGIiZM2eqtckMLCAztMxrOIVCCPUxI5lMlq3t7f3V289fCMH5C2/mU5w+cxEXLxzE8C8GYmzANB1FTVTI8vBrYV3PWTAuZYry9d3gO/FjJEXE4sreswCAR6F38Sj0rqpv5KXb+OKP2WjS3xd/zNxcUFGXEBq/j97yOzrj4SNkPHykep12+QaMnOxh1b+HKhkw9ayDMkN6Z81DuHoT8vJlYffV51AkJCF59dYCOYMii8lAzhYvXqz6d2JiIr799lu0a9cOXl5eAICzZ8/i4MGDmDp16n8ea9KkSQgICFBrs7Z9L6+hFLiEhCRkZmbC0clerd3e3hbxuYz3x8XGw9FRo7+DHTIyMpCokb3/QwiBS5fCUNWtkm4CJypAL58+gyJTAQt79SpAKTsrPE94+3j/00dZ/7+JuxUFCzsrtBr9kSoZ0CSEwOPL92FbyUk3gZdAiqepEJkKGNraqLUb2pTJVi14m7QrN2DRqbXqtfWI/ni+77BqHkLGnYdIMjeF3bTRSF6zDXjLH0NUvOU5Gejfv7/q3x999BFmzZqFESNGqNpGjRqFZcuW4a+//sLYsWPfeiwTExPVZMR/FJUhAgDIyMhASMgVtGndAr/99qeqvU2bFti372CO+5w7H4yOHdUf0NS2jQ+Cg6+o5gvkpG7dmrh27aZuAicqQIoMBaKvPYBb89q4cfCSqt2teS3cCArO+4FkMhiZyN/axcndFXG3ot7aR9IyM5EWfgdmXh54eeS0qtnMywMvjuacZOXE+D03KJ68qeQamJlmq48LhSKr4iCTSSoZ4DBBHhw8eBBz5szJ1t6uXTt89dVX7xxUUbBoyVr8sHEJgoMv49z5YAzx/xQVypfF6jVZ6wbM/vYruLg4Y+Cg0QCA1Wu24IvPB2L+3OlYt2ErmjRugEEDP8YnfYerjjl1ylicPx+CO3cfwNKyNEYMH4R6dWti1KjJejnHkujly1eIfPTm1s/H0XG4efserCxLwzmX+R6Ud6fX7UePhV/g8ZX7iAq5A88+78PKxQ4Xtx4GALSd4AdLRxv88uVKAEDjvm2RHJ2IhHtZ18S1YXU0H9IR5354k1S3Gv0hokLvIvFBLExKm8FrQDs4u7ti37RNhX5+xUnK5l/gEDgB6ddv4/XlcFj27AgjZwc82/k7AMB69CAYOdjiyeR5ALLWD8iMjkP63YeQyeWw6NQaFr7eiB3zZsj25bFzsOr3IdJu3EPa1ZuQV3CBzYj+eHnsLKCU2LejxE5Xq2TA1tYWu3fvxvjx49Xa9+zZA1tbW50Epm+7du2FrY01pkweC2dnB1y7fgudu/RFZORjAICTkyMqlHdR9X/4MAqdu/TF/Pkz8Pnn/REdHYcxY6ep3VZYxsoKK1fMhZOTPVJSniEs7Bpavf8RLl4KK+zTK7Gu3byDQSMnql7PXboGANC1fRvMnsLnZryra7+fg3kZC7Qa/SFK25dB3O1H2DJwLpIfZ02eLe1QBmXKvvkdIDOQwXeCH6zL20OZqURSZBwOzf1JlTwAgKmlObp95w8L+zJ4/ewlYsIjsM7vGzy+fK/Qz684eXHwOBLLWKLMsE9gZG+D9LsRiP1iCjJj4gEARvY2MHJ+kwDL5Eaw/XIIDB3sINLSkH43AjFfTMarkxdVfZ6u2QohBGxG9oehgx2UT1Pw4vg5PP1+Y6GfHxUumXjbjLhcbNq0Cf7+/vjggw9UcwbOnTuHP//8E+vWrcOAAQPyHYiRcdl870MF41X0SX2HQH+b6TlF3yHQ3waVTvjvTlRoKl89VKDHf9LWR2fHste47bwo0qoyMGDAANSoUQPff/89fv31Vwgh4O7ujtOnT6Nx48a6jpGIiKhQcc5AHjVu3Bhbt0rsVhMiIpIEJgP59OrVK2RkqK8hbmlZtNYLICIiotwZaLPTy5cvMWLECDg4OMDCwgLW1tZqGxERUbEmZLrbigGtkoHx48fjyJEjWLFiBUxMTLBu3TrMnDkTLi4u2LyZK4YREVHxJpS624oDrYYJ9u3bh82bN6Nly5YYNGgQvL294ebmBldXV2zduhWffPKJruMkIiKiAqJVZSApKQmVKmUtoWtpaal6FkHz5s1x4sQJ3UVHRESkB0Ip09lWHGiVDFSuXBkPHz4EALi7u2PnzqzHke7btw9lypTRVWxERER6IbVhAq2SgYEDB+Ly5axnYE+aNEk1d2Ds2LHZViUkIiKivFuxYgUqVaoEU1NTNGjQACdPvn0huLS0NEyePBmurq4wMTFBlSpVsGHDhnx9Zr7nDGRkZGDv3r1YvXo1AKBVq1a4efMmLl26hCpVqqBu3br5PSQREVGRIvR0F8COHTswZswYrFixAs2aNcPq1avRvn17hIeHo0KFCjnu06tXL8TFxWH9+vVwc3NDfHz8Wx+Ql5N8JwNyuRzXrl1Te8pghQoVcg2SiIiouNFleT8tLQ1paWlqbTk9vRcAFi5cCH9/fwwePBgAsHjxYhw8eBArV65EYGBgtv5//vknjh8/jvv378PGJuuR1hUrVsx3jFoNE/Tr1w/r16/XZlciIiJJCQwMhJWVldqW0xd7eno6goOD4evrq9bu6+uLM2fO5HjsvXv3wtPTE3PnzkXZsmVRrVo1jBs3Dq9evcpXjFrdWpieno5169YhKCgInp6eKFWqlNr7Cxcu1OawRERERYIu7wKYNGkSAgIC1NpyqgokJCRAoVDA0dFRrd3R0RGxsbE5Hvv+/fs4deoUTE1NsXv3biQkJOCLL75AUlJSvuYNaJUMXLt2DR4eHgCA27dvq7337+EDIiKi4ij/z/PNXW5DArnR/B4VQuT63apUKiGTybB161ZYWVkByPqDvEePHli+fDnMzMzy9JlaJQNHjx7VZjciIqJiQR/rA9jZ2cHQ0DBbFSA+Pj5bteAfzs7OKFu2rCoRAIAaNWpACIFHjx6hatWqefpsreYMEBERkW4ZGxujQYMGCAoKUmsPCgpC06ZNc9ynWbNmiI6OxvPnz1Vtt2/fhoGBAcqVK5fnz2YyQEREpEFfKxAGBARg3bp12LBhA27cuIGxY8ciMjISw4YNA5A1/6Bfv36q/n369IGtrS0GDhyI8PBwnDhxAuPHj8egQYPyPEQA6OARxkRERCWNLucM5Iefnx8SExMxa9YsxMTEoFatWti/fz9cXV0BADExMYiMjFT1t7CwQFBQEEaOHAlPT0/Y2tqiV69e+Pbbb/P1uTIh9HXK6oyMy+o7BPrbq+i3r3ZFhWem5xR9h0B/G1Q6Qd8h0L9UvnqoQI//oG5bnR2r0uWg/+6kZ6wMEBERaSguDxjSFSYDREREGvS1HLG+cAIhERGRxLEyQEREpKG4PHpYV5gMEBERaVBymICIiIikhJUBIiIiDVKbQMhkgIiISANvLSQiIpK4orEcX+HhnAEiIiKJY2WAiIhIA4cJiIiIJI63FhIREZGksDJARESkgbcWEhERSRzvJiAiIiJJYWWAiIhIg9QmEDIZICIi0iC1OQMcJiAiIpI4VgaIiIg0SG0CIZMBIiIiDZwzoCcGMmn94IuymZ5T9B0C/W36pW/1HQL9rUv94foOgf7lQAEfn3MGiIiISFKKTGWAiIioqOAwARERkcRJbP4ghwmIiIikjpUBIiIiDRwmICIikjjeTUBERESSwsoAERGRBqW+AyhkTAaIiIg0CHCYgIiIiCSElQEiIiINSoktNJDvykBmZiZ++OEHxMbGFkQ8REREeqeETGdbcZDvZMDIyAiff/450tLSCiIeIiIivROQ6WwrDrSaM9C4cWOEhYXpOBQiIiLSB63mDHzxxRcICAhAVFQUGjRogFKlSqm9X6dOHZ0ER0REpA+8tTAP/Pz8AACjRo1StclkMgghIJPJoFAodBMdERGRHhSX8r6uaJUMPHjwQNdxEBERkZ5olQy4urrqOg4iIqIiQ2rDBFovOrRlyxY0a9YMLi4uiIiIAAAsXrwYv/32m86CIyIi0gelDrfiQKtkYOXKlQgICECHDh2QnJysmiNQpkwZLF68WJfxERERUQHTKhlYunQp1q5di8mTJ8PQ0FDV7unpiatXr+osOCIiIn2Q2joDWk8grF+/frZ2ExMTvHjx4p2DIiIi0idl8fgO1xmtKgOVKlXKcdGhAwcOwN3d/V1jIiIiokKkVWVg/PjxGD58OF6/fg0hBC5cuIDt27cjMDAQ69at03WMREREhaq4PFNAV7RKBgYOHIjMzExMmDABL1++RJ8+fVC2bFksWbIEH3/8sa5jJCIiKlQSe2ih9o8wHjJkCIYMGYKEhAQolUo4ODjoMi4iIiK9KS63BOqK1skAAMTHx+PWrVuQyWSQyWSwt7fXVVxERERUSLSaQJiamoq+ffvCxcUFPj4+aNGiBVxcXPDpp58iJSVF1zESEREVKqVMprOtONAqGRg8eDDOnz+PP/74A8nJyUhJScHvv/+OS5cuYciQIbqOkYiIqFAJHW7FgVbDBH/88QcOHjyI5s2bq9ratWuHtWvX4oMPPtBZcERERFTwtEoGbG1tYWVlla3dysoK1tbW7xwUERGRPkltAqFWwwRTpkxBQEAAYmJiVG2xsbEYP348pk6dqrPgiIiI9EEp091WHGhVGVi5ciXu3r0LV1dXVKhQAQAQGRkJExMTPHnyBKtXr1b1DQkJ0U2kREREVCC0Sga6deum4zCIiIiKDq5AmAfTp0/XdRxERERFRnG5C0BXtJozQERERCWHVpUBhUKBRYsWYefOnYiMjER6erra+0lJSToJjoiISB+Ky8Q/XdGqMjBz5kwsXLgQvXr1QkpKCgICAvDhhx/CwMAAM2bM0HGIREREhUupw6040CoZ2Lp1K9auXYtx48bByMgIvXv3xrp16zBt2jScO3dO1zESEREVKqmtQKhVMhAbG4vatWsDACwsLFTPI+jUqRP++OMP3UVHREREBU6rOQPlypVDTEwMKlSoADc3Nxw6dAgeHh64ePEiTExMdB2j3gwd2g8BAcPg7OSA8PDb+HLcDJw+fSHX/t7eTTBv7jS4u1dDdEwcFixYibVrf1TrY2VliVmzJqBb1/awtrbCw4dRmDDxG/z555GCPp1irdGnbeA9tBMsHMog/vZj7J+1GREXb+XY19WzOny/+hj2VVwgNzNB8uMEXNx2GGfWH1D1qd+jBT6aPyzbvjOq90dmWkaBnYeUXAq7io3bfkb4zbt4kpiEJYFT0bpFU32HVaJ07NcRPYb2gI2DDSJuR2D1zNW4fuF6jn2bftAUHft2RJWaVSA3liPidgR+XPQjQo6HqPXxG+kHF1cXGMmN8PjBY/y65lcc+VV6v5+kNmdAq2Sge/fuOHz4MBo3bozRo0ejd+/eWL9+PSIjIzF27Fhdx6gXPXt0xoL5MzBy1GScPXsRgwd/in17t6BuvVaIiorO1r9ixfLY+9tmrN+wDQMGjoKXV0Ms/X42Ep4kYfee/QAAuVyOA/u3If5JIj7uPRSPH8egXDkXPH/2vLBPr1ip1akJOkzrh31TNyDy0m00/KQ1+m2aiO/bjkdKdGK2/umvXuP85kOIvRGJ9FdpcPWsjq7f+SP9ZRoubX/zS+116kssbv2l2r5MBHTn1avXqO5WGd06+GLs5G/1HU6J06JzCwydPhTLJy9H+KVwdPikA77Z/A2Gvj8UT6KfZOtfu3FthJ4MxQ9zf8DzlOdo69cWMzbMwNguY3Hv+j0AwLPkZ9ixdAei7kYhMyMTjVo3QsCCACQnJqslDVJQXMb6dUWrZOB///uf6t89evRAuXLlcObMGbi5uaFLly46C06fRo/+DBs3/YSNG7cDAMaNmwHftj4Y+lk/TJn6v2z9PxvSF1FRjzFu3AwAwM2bd9GgQR2MHTtUlQwMGOAHa5syaOHTDZmZmQCAyMjHhXNCxVizwR0QvPMYgnccAwDsn7UFbi3qoNGnbRA0d0e2/jHXIxBzPUL1OvlRAtw/aIiKDaurJQMCAs+f8JHbBcXbqyG8vRrqO4wSq/uQ7ji04xAO/nQQALB65mp4+HigY9+O2DRnU7b+q2euVnv9w5wf4NXWC43bNFYlA1fPXVXr89uG39CmRxvUbFhTcsmA1OhknYEmTZogICCgxCQCcrkcHh618VfQCbX2oL9OoEkTzxz3adzYA0F/afQ/dBwNGtSBkVFWztWpky/OnwvB99/PRlRkKEJD/sLECSNgYMDlHnJjKDeES61KuHvyilr73ZNXUaFBtTwdw7mmKyo0qIYH52+otRubm2LcqSUYf3YpPl0/Ds41XXUWN1FBMpIboWrtqgg5of4FHXIiBO6e7nk6hkwmg5mFGZ4lP8u1T71m9VCuSjlcO3/tneItjqR2N4FWlQEAuHXrFpYuXYobN25AJpPhvffew8iRI1G9enVdxqcXdnY2MDIyQly8eqktPu4JnJzsc9zHyckB8YeOqbXFxT+BXC6HnZ0NYmPjUblSBbi2bIrt2/egS9d+qOpWCUuWzIaRkRFmf7e4gM6meDO3Lg1DI8Nsf8G/eJICC7vsT878t/Fnl6KUjSUMjAxxZPEvqsoCADy5F41fx61C3K0omFiYwWvgBxjy8wwsbz8JiQ9jC+JUiHTG0sYShkaGePrkqVp7ckIyrO3z9uTYDz/7EKbmpjjxu/ofMealzfHjxR8hN5ZDqVBi+ZTlCD0ZqrPYiwuhxzkDK1aswLx58xATE4OaNWti8eLF8Pb2/s/9Tp8+DR8fH9SqVQthYWH5+kytkoGff/4ZvXv3hqenJ7y8vAAA586dQ61atbBt2zb07NnzrfunpaUhLS1NrU0IAZmsaM3YEEL9phCZTJat7b/6/7vdwMAA8fGJ+PyLCVAqlQgNvQpnF0cEjB3GZCC/8vCfyrqes2BcyhTl67vBd+LHSIqIxZW9ZwEAj0Lv4lHoXVXfyEu38cUfs9Gkvy/+mLm5oKIm0qn8/o76h09XH3wa8Clm+s9ESqJ6ov3q+SsM/2A4zMzNUK95PQyZOgQxETHZhhCoYOzYsQNjxozBihUr0KxZM6xevRrt27dHeHi46sGAOUlJSUG/fv3QunVrxMXF5ftztUoGJkyYgEmTJmHWrFlq7dOnT8fEiRP/MxkIDAzEzJkz1doMDErD0MhSm3B0LiEhCZmZmXBydFBrt3ewQ1xcQo77xMbGw9FJvb+DvR0yMjKQmJiVvcfExCMjMwNK5ZvC0c2bd+Hs7Ai5XI6MDE5e0/Ty6TMoMhWwsFevApSys8LzhLeP9z99lFXZibsVBQs7K7Qa/ZEqGdAkhMDjy/dhW8lJN4ETFaDUpFQoMhWwcbBRa7eytUJyQvJb923RuQXGzBuD74Z9h7BTYdneF0Ig5mHW4+nvh99Hebfy8BvhJ7lkQF/l/YULF8Lf3x+DBw8GACxevBgHDx7EypUrERgYmOt+Q4cORZ8+fWBoaIg9e/bk+3O1XmegX79+2do//fRTxMb+d4l10qRJSElJUdsMDEtrE0qByMjIQEjIVbRuo16WadPaG+fOXcpxn/PnQ9CmtUb/ti0QHHxFNVnw7NmLqFK5oloFpGrVyoiOjmUikAtFhgLR1x7ArXlttXa35rUQGXw77weSyWBkIn9rFyd3VzyLT9YiSqLClZmRiTtX76C+d321dg9vD4RfCs91P5+uPghYGIC5I+fi4pGLefosmUwGufHb/79TEulyzkBaWhpSU1PVNs3qOACkp6cjODgYvr6+au2+vr44c+ZMrrFu3LgR9+7de6eHCGqVDLRs2RInT57M1n7q1Kk8jWuYmJjA0tJSbStqQwRLlqzBoIG90b+/H957zw3z5k1H+fJlsWbtFgDAt998hQ3rF6v6r1m7BRUqlMPcudPw3ntu6N/fDwMHfIxFi97M4F29ZjNsba2xcOEsVK1aCe3bv4+JE0Zg1aofCvv0ipXT6/ajgV8rePT0gX0VF7Sf+imsXOxwcethAEDbCX74aMHnqv6N+7ZF9dYesK3oBNuKTvDo6YPmQzri8u5Tqj6tRn8ItxZ1YF3eAU7urug+9zM4u7viwt/HpHf38uUr3Lx9DzdvZ81Ufxwdh5u37yEmNl7PkZUMu9fuRruP28HXzxfl3crjs+mfwb6sPfb/+PfdSxMH4MtFb26d9enqg3GLxmHtN2txM+QmrO2tYW1vDfPS5qo+vYb3Qn3v+nCq4IRyVcqh+5DuaP1Ra0muM6BLgYGBsLKyUtty+is/ISEBCoUCjo6Oau2Ojo65/qF9584dfPXVV9i6datqsro2tNqzS5cumDhxIoKDg9GkSRMAWXMGdu3ahZkzZ2Lv3r1qfYujXT/vg42tNSZ/PQbOzg64fv0WunTtp7oV0MnJAeXLl1X1f/gwCl269sP8edPx+bD+iI6Jw9iAaarbCgHg0aMYdOjYB/PnzUDwpSA8jo7FsmXrMW/+ikI/v+Lk2u/nYF7GAq1Gf4jS9mUQd/sRtgyci+THWUM2pR3KoExZW1V/mYEMvhP8YF3eHspMJZIi43Bo7k+q5AEATC3N0e07f1jYl8HrZy8REx6BdX7f4PHle4V+fiXVtZt3MGjkRNXruUvXAAC6tm+D2VO+zG03yqMT+06gtHVp9BndBzYONnh46yGm9Z+G+MdZyZaNow0cyr4ZuuzwSQcYyY0wYvYIjJg9QtUetCsICwMWAgBMzU0xfPZw2DnbIf11OqLuRmHe6Hk4sU99kqEU6HIZ4UmTJiEgIECt7W0L9Gn+cZzbnDqFQoE+ffpg5syZqFYtb3dX5fqZIi+zTTTk9VY4mUwGhUKRp77GJuXyGwYVkAnOLfQdAv1t+iUu1lNUdKk/XN8h0L8ciDrw353ewZIKn+rsWKMjf/zvTsgaJjA3N8euXbvQvXv3N/uPHo2wsDAcP35crX9ycjKsra1haGioalMqlRBCwNDQEIcOHcL777+fp8/WqjLw7wlwREREJY0+vuWMjY3RoEEDBAUFqSUDQUFB6Nq1a7b+lpaWuHpVfWLnihUrcOTIEfz888+oVKlSnj9b+wEGDcnJyShTpoyuDkdERCQ5AQEB6Nu3r+rW/TVr1iAyMhLDhmU9S2XSpEl4/PgxNm/eDAMDA9SqVUttfwcHB5iammZr/y9aTSCcM2cOdux4swxsz549YWNjg7Jly+Ly5cvaHJKIiKjI0NcKhH5+fli8eDFmzZqFevXq4cSJE9i/fz9cXbNWSI2JiUFkZOS7nl42Ws0ZqFy5Mn788Uc0bdoUQUFB6NWrF3bs2IGdO3ciMjIShw4dyncgnDNQdHDOQNHBOQNFB+cMFC0FPWdgvg7nDIzL45wBfdJqmCAmJgbly5cHAPz+++/o1asXfH19UbFiRTRu3FinARIREVHB0mqYwNraGlFRUQCAP//8E23atAGQdftDXu8eICIiKqqUMt1txYFWlYEPP/wQffr0QdWqVZGYmIj27dsDAMLCwuDm5qbTAImIiAqb1O6Z0yoZWLRoESpWrIioqCjMnTsXFhYWALKGD7744gudBkhEREQFS6tkQC6XY9y4cdnax4wZ867xEBER6Z0uVyAsDrRKBlxcXNCyZUu0bNkSPj4+qF69uq7jIiIi0hulxNIBrSYQLliwAJaWlli4cCFq1KgBZ2dnfPzxx1i1ahVu3Lih6xiJiIioAGlVGejduzd69+4NAIiLi8PRo0fx+++/Y+TIkVAqlbyjgIiIijVOIMyj58+f49SpUzh+/DiOHTuG0NBQ1K5dGz4+PrqMj4iIqNBJa5BAy2SgcePGuHLlCmrVqoWWLVvi66+/hre3N59NQEREJYLUKgNazRm4c+cOzM3NUblyZVSuXBlubm5MBIiIiIoprZKBpKQkHD16FM2aNcNff/0FHx8fODk5wc/PD6tWrdJ1jERERIVKaisQapUMAECdOnUwatQo/PLLLzhw4ADat2+PX3/9FcOH82EeRERUvCkhdLYVB1rNGQgNDcWxY8dw7NgxnDx5Es+ePUPdunUxevRotGrVStcxEhERUQHSKhlo2LAh6tevDx8fHwwZMgQtWrSApaWlrmMjIiLSi+Lx97zuaJUMJCUl8cufiIhKLN5NkAeWlpZITk7GunXrMGnSJCQlJQEAQkJC8PjxY50GSERERAVLq8rAlStX0Lp1a5QpUwYPHz7EkCFDYGNjg927dyMiIgKbN2/WdZxERESFprhM/NMVrSoDAQEBGDhwIO7cuQNTU1NVe/v27XHixAmdBUdERKQPQodbcaBVMnDx4kUMHTo0W3vZsmURGxv7zkERERFR4dFqmMDU1BSpqanZ2m/dugV7e/t3DoqIiEifOIEwD7p27YpZs2YhIyMDACCTyRAZGYmvvvoKH330kU4DJCIiKmxSW3RIq2Rg/vz5ePLkCRwcHPDq1Sv4+PjAzc0NFhYWmD17tq5jJCIiKlRSmzOg1TCBpaUlTp06haNHjyI4OBhKpRIeHh5o06aNruMjIiKiAqZVMgAAhw8fxuHDhxEfHw+lUombN29i27ZtAIANGzboLEAiIqLCJrU5A1olAzNnzsSsWbPg6ekJZ2dnyGTF5LFMREREeSCKTYFfN7RKBlatWoVNmzahb9++uo6HiIiICplWyUB6ejqaNm2q61iIiIiKBKkNE2h1N8HgwYNV8wOIiIhKGqndWqhVZeD169dYs2YN/vrrL9SpUwdyuVzt/YULF+okOCIiIip4Wj+oqF69egCAa9euqb3HyYRERFTcFY+/53VHq2Tg6NGjuo6DiIioyCgu5X1d0WrOABEREZUcWi86REREVFJJ7W4CJgNEREQauOgQERGRxEmtMsA5A0RERBJXZCoDyXM66jsE+lvs+gf6DoH+1qX+cH2HQH/bG7pc3yFQIeIwARERkcRxmICIiIgkhZUBIiIiDUrBYQIiIiJJk1YqwGECIiIiyWNlgIiISIPUnk3AZICIiEiD1G4t5DABERGRxLEyQEREpEFq6wwwGSAiItLAOQNEREQSxzkDREREJCmsDBAREWngnAEiIiKJExJbjpjDBERERBLHygAREZEG3k1AREQkcVKbM8BhAiIiIoljZYCIiEiD1NYZYDJARESkQWpzBjhMQEREJHGsDBAREWmQ2joDTAaIiIg0SO1uAiYDREREGqQ2gZBzBoiIiCSOlQEiIiINUrubgMkAERGRBqlNIOQwARERkcSxMkBERKRBasMErAwQERFpEDr8X36tWLEClSpVgqmpKRo0aICTJ0/m2vfXX39F27ZtYW9vD0tLS3h5eeHgwYP5/kwmA0REREXEjh07MGbMGEyePBmhoaHw9vZG+/btERkZmWP/EydOoG3btti/fz+Cg4PRqlUrdO7cGaGhofn6XJnQYpZEVFQUZDIZypUrBwC4cOECtm3bBnd3d3z22Wf5PRwA4OXioVrtR7oXu/6BvkOgvw1PNtR3CPS3vaHL9R0C/YvcrnKBHr9F2dY6O9aJx4fz3Ldx48bw8PDAypUrVW01atRAt27dEBgYmKdj1KxZE35+fpg2bVqeP1erykCfPn1w9OhRAEBsbCzatm2LCxcu4Ouvv8asWbO0OSQREVGRIXS4paWlITU1VW1LS0vL9pnp6ekIDg6Gr6+vWruvry/OnDmTp7iVSiWePXsGGxubfJ2vVsnAtWvX0KhRIwDAzp07UatWLZw5cwbbtm3Dpk2btDkkERFRiRQYGAgrKyu1Lae/8hMSEqBQKODo6KjW7ujoiNjY2Dx91oIFC/DixQv06tUrXzFqdTdBRkYGTExMAAB//fUXunTpAgB47733EBMTo80hiYiIigxd3k0wadIkBAQEqLX98x2aE5lMpvZaCJGtLSfbt2/HjBkz8Ntvv8HBwSFfMWqVDNSsWROrVq1Cx44dERQUhG+++QYAEB0dDVtbW20OSUREVGToMhkwMTF565f/P+zs7GBoaJitChAfH5+tWqBpx44d8Pf3x65du9CmTZt8x6jVMMGcOXOwevVqtGzZEr1790bdunUBAHv37lUNHxARERVXQgidbXllbGyMBg0aICgoSK09KCgITZs2zXW/7du3Y8CAAdi2bRs6duyo1flqVRlo2bIlEhISkJqaCmtra1X7Z599BnNzc60CISIikrqAgAD07dsXnp6e8PLywpo1axAZGYlhw4YByBpyePz4MTZv3gwgKxHo168flixZgiZNmqiqCmZmZrCyssrz52q9AqEQAsHBwbh37x769OmD0qVLw9jYmMkAEREVe/pagdDPzw+JiYmYNWsWYmJiUKtWLezfvx+urq4AgJiYGLU1B1avXo3MzEwMHz4cw4cPV7X3798/XxP6tVpnICIiAh988AEiIyORlpaG27dvo3LlyhgzZgxev36NVatW5feQXGegCOE6A0UH1xkoOrjOQNFS0OsMNHRpobNjXYw+obNjFRStKgOjR4+Gp6cnLl++rDZhsHv37hg8eLDOgtM3ozo+MGrgC1kpK4jEaKQf3wll9N0c+xr79oeRe/YxHWViNF5vmfnmmPVbw6h2C8gsbSBePYfiTggyTu8GFJkFdh4lgaVfZ1gN6AlDextk3ItA4pyVeB1yLce+pp514LJxfrb2qC7+yHgQ9eaYn3aHZa9OMHJ2gDI5FS+CTiJp8XqI9IwCO4+SoGO/jugxtAdsHGwQcTsCq2euxvUL13Ps2/SDpujYtyOq1KwCubEcEbcj8OOiHxFyPEStj99IP7i4usBIboTHDx7j1zW/4sivRwrrlEq8S2FXsXHbzwi/eRdPEpOwJHAqWrfIfQyapEerZODUqVM4ffo0jI2N1dpdXV3x+PFjnQSmb4bVPCH36YX0I9ugjL4HozotYNJtJF5vmQHx7Gm2/unHdiD91G7Va5mBAUw/mQrFneA3x6zeCPJm3ZEe9AOUMfchK+MAY98BAICME7sK/JyKq1LtfGA7cRgSvl2K16HXYdmzI5xWzkZU18FQxD7Jdb+oTgOhfP5S9VrxNEX1b4uO78NmjD+eTFuAtLBwyF3Lwf7bcQCAxLn5r2xJRYvOLTB0+lAsn7wc4ZfC0eGTDvhm8zcY+v5QPInOfi1qN66N0JOh+GHuD3ie8hxt/dpixoYZGNtlLO5dvwcAeJb8DDuW7kDU3ShkZmSiUetGCFgQgOTEZLWkgbT36tVrVHerjG4dfDF28rf6DqdYkNojjLVKBpRKJRQKRbb2R48eoXTp0u8cVFFg5NEGmddPQ3H9NAAg4/hOGLq6w6iODzJO78m+Q/rrrO1vBlXqAqbmyLz+ZtUoA+fKUEbfg+LWRQCASE2E4tZFGDhVLMhTKfas+n2EZ7/+iWe//gkg68varJknLP064+mSDbnup0hKhvLZixzfM6lbA2mh1/Fif9ZKmpnRcXh+4ChMalXX/QmUIN2HdMehHYdw8KesB6GsnrkaHj4e6Ni3IzbN2ZSt/+qZq9Ve/zDnB3i19ULjNo1VycDVc1fV+vy24Te06dEGNRvWZDKgI95eDeHt1VDfYRQrfGphHrRt2xaLFy9WvZbJZHj+/DmmT5+ODh066Co2/TEwhIFDBSgjwtWaFRHhMHCukqdDGNVsDmXkTYhnSao2ZfRdGDhWgIFjRQCAzNIOhpVqQfHgai5HIRgZwcS9Kl6eUf9SeHUmGKb13N+6a9mdK1HhyHY4r50D04Z11d57HXIdxu5VVV/+RuWcYO7dCC9PXtBt/CWIkdwIVWtXRcgJ9WsRciIE7p5vvxb/kMlkMLMww7PkZ7n2qdesHspVKYdr53MeBiIi3dOqMrBo0SK0atUK7u7ueP36Nfr06YM7d+7Azs4O27dv/8/909LSsq3LrMhUwMSoaEyWkplZQGZgCPEyVa1dvHwGmbnlfx/A3BIGFWsi/cB6tWbF7UvIMCsNk17jAcggMzRExuVjyLyU/8dNSoWhtSVkRoZQJKoPzSgSn8LQ1jrHfRQJSXgyYxHSwu9AZiyHRac2cF43BzGDxuN1cFbi9eLPYzC0sYLL5oUAZJDJjZDy0z6krN9R0KdUbFnaWMLQyBBPn6hfi+SEZFjb53wtNH342YcwNTfFid/VJ1SZlzbHjxd/hNxYDqVCieVTliP0ZP6eukakSxwmyAMXFxeEhYVh+/btCAkJgVKphL+/Pz755BOYmZn95/6BgYGYOXOmWtvX7Tww+QNPbcIpcoxqNgXSXkFxL0yt3aBcNcgbtc+ahxD7AAZlHCD38YN4kYLMC/v1E2yxofF/zLcszZnx8BEyHj5SvU67fANGTvaw6t9DlQyYetZBmSG9s+YhXL0JefmysPvqcygSkpC8emuBnEFJoflLUiaT5ekXp09XH3wa8Clm+s9ESmKK2nuvnr/C8A+Gw8zcDPWa18OQqUMQExGTbQiBqLBIbZhA63UGzMzMMGjQIAwaNCjf++a0TrNiTUAuvQufePUcQqnIVgWQmZfOVi3IiZF7U2TeOAco1edVyL26IPPGedU8BEViNCA3gXHrT5F54QCyfeERFE9TITIVMLRVfwKXoU2ZbNWCt0m7cgMWnd48ktR6RH8833dYNQ8h485DJJmbwm7aaCSv2QZI7K+CvEhNSoUiUwEbB/VrYWVrheSE5Lfu26JzC4yZNwbfDfsOYafCsr0vhEDMw6znmtwPv4/ybuXhN8KPyQBRIclzMrB37948H/SfBxflJqd1ml8WkSECAIBSAWV8JAwq1FD7696wQg0o7l9+664G5arBwNoRab9nn5EuMzJGti98oQRkyNr4/ZNdZibSwu/AzMsDL4+cVjWbeXngxdGzeT6M8XtuUDx5M3/DwMw062f/L0KhyKo4yGRMBnKQmZGJO1fvoL53fZz5883EWA9vD5w9lPu18Onqg7Hzx2LOiDm4eORinj5LJpNBbix/55iJtCUk9gs5z8lAt27d8tRPJpPleKdBcZMZ8heM2w2EMi4Cypj7MKrtDVlpG2ReyRrrlDfrBlmpMkg/tEltP6OazaCIuQ+RGJ3tmIoHV2BUvw2U8ZFQxj6ArIwD5F5doLh/hV8+b5Gy+Rc4BE5A+vXbeH05HJY9O8LI2QHPdv4OALAePQhGDrZ4MnkegKz1AzKj45B+9yFkcjksOrWGha83Yse8GZp6eewcrPp9iLQb95B29SbkFVxgM6I/Xh47CyiVOcZBwO61uzFu8TjcuXIHN4JvoP0n7WFf1h77f8wa5howcQBsnWyxYOwCAFmJwLhF47BqxircDLmpmluQ9joNL59l3fbZa3gv3LlyBzERMTCSG6Hh+w3R+qPWWPb1Mv2cZAn08uUrRD568zvpcXQcbt6+ByvL0nB2yt/T7aRCKbHfyXlOBpQS+wWpuH0JGaalIG/SETLzrEWH0n5bpro7QFbKCjJL9XIpjE1h6OaB9OM5T0LLOL8fQgDypl0hsygD8fI5FA+uIOPMngI+m+LtxcHjSCxjiTLDPoGRvQ3S70Yg9ospyIyJBwAY2dvAyPnNLzSZ3Ai2Xw6BoYMdRFoa0u9GIOaLyXh18s1fpU/XbIUQAjYj+8PQwQ7Kpyl4cfwcnn6/sdDPrzg5se8ESluXRp/RfWDjYIOHtx5iWv9piH+cdS1sHG3gUPbNtejwSQcYyY0wYvYIjJg9QtUetCsICwMWAgBMzU0xfPZw2DnbIf11OqLuRmHe6Hk4sa/or9pWXFy7eQeDRk5UvZ67dA0AoGv7Npg95Ut9hVWkSa0yoNVyxAWByxEXHVyOuOjgcsRFB5cjLloKejnimo6NdXas63HndXasgqL1BMIXL17g+PHjiIyMRHp6utp7o0aNeufAiIiI9IXDBHkQGhqKDh064OXLl3jx4gVsbGyQkJAAc3NzODg4MBkgIqJiTWrDBFqtQDh27Fh07twZSUlJMDMzw7lz5xAREYEGDRpg/vzsD4ghIiKiokurZCAsLAxffvklDA0NYWhoiLS0NJQvXx5z587F119/resYiYiICpVSCJ1txYFWyYBcLofs7xXgHB0dERkZCQCwsrJS/ZuIiKi4Ejr8X3Gg1ZyB+vXr49KlS6hWrRpatWqFadOmISEhAVu2bEHt2rV1HSMREREVIK0qA9999x2cnZ0BAN988w1sbW3x+eef48mTJ1i9evV/7E1ERFS0SW2YQKvKQM2aNVUPJrG3t8eKFSuwe/duuLu7o169erqMj4iIqNAVl/K+rmhVGejatSs2b94MAEhOTkaTJk2wcOFCdOvWDStXrtRpgERERFSwtEoGQkJC4O3tDQD4+eef4ejoiIiICGzevBnff/+9TgMkIiIqbEIodbYVB1oNE7x8+RKlS5cGABw6dAgffvghDAwM0KRJE0REROg0QCIiosKm5DDBf3Nzc8OePXsQFRWFgwcPwtfXFwAQHx8PS0tLnQZIRERU2IQQOtuKA62SgWnTpmHcuHGoWLEiGjduDC8vLwBZVYL69evrNEAiIiIqWFoNE/To0QPNmzdHTEwM6tatq2pv3bo1unfvrrPgiIiI9EFqwwRaP7XQyckJTk5Oam2NGjV654CIiIj0rbiU93VFq2ECIiIiKjm0rgwQERGVVMVl5UBdYTJARESkgSsQEhERkaSwMkBERKRBahMImQwQERFpkNqthRwmICIikjhWBoiIiDRwmICIiEjieGshERGRxEmtMsA5A0RERBLHygAREZEGqd1NwGSAiIhIA4cJiIiISFJYGSAiItLAuwmIiIgkjg8qIiIiIklhZYCIiEgDhwmIiIgkjncTEBERkaSwMkBERKRBahMImQwQERFpkNowAZMBIiIiDVJLBjhngIiISOJYGSAiItIgrboAIBNSq4UUkLS0NAQGBmLSpEkwMTHRdziSx+tRdPBaFB28FpQbJgM6kpqaCisrK6SkpMDS0lLf4Uger0fRwWtRdPBaUG44Z4CIiEjimAwQERFJHJMBIiIiiWMyoCMmJiaYPn06J+UUEbweRQevRdHBa0G54QRCIiIiiWNlgIiISOKYDBAREUkckwEiIiKJYzJAREQkcUwGqETbtGkTypQpo3o9Y8YM1KtXT2/xEOmTTCbDnj179B0GFUFMBvJIJpO9dWvfvj3kcjl+/PHHHPcfOnQo6tSpU8hRk6Zx48bh8OHD+g6DiKhIYTKQRzExMapt8eLFsLS0VGv76aef0LFjR2zcuDHbvq9evcJPP/0Ef39/PUReMqSnp+vkOBYWFrC1tdXJsah4y8jI0HcIREUGk4E8cnJyUm1WVlaQyWTZ2vz9/XH06FE8fPhQbd+ff/4Zr1+/xqeffqqf4Iuhli1bYsSIEQgICICdnR3atm2LhQsXonbt2ihVqhTKly+PL774As+fP1fbb9OmTahQoQLMzc3RvXt3JCYmqr2vOUygVCoxa9YslCtXDiYmJqhXrx7+/PPPwjjFAtOyZUuMGjUKEyZMgI2NDZycnDBjxgzV+ykpKfjss8/g4OAAS0tLvP/++7h8+bLqPUNDQwQHBwMAhBCwsbFBw4YNVftv374dzs7OALKStBEjRsDZ2RmmpqaoWLEiAgMDVX1lMhlWrlyJ9u3bw8zMDJUqVcKuXbvU4p04cSKqVasGc3NzVK5cGVOnTlX7ov7nmq1evRrly5eHubk5evbsieTkZLXjbNy4ETVq1ICpqSnee+89rFixQvXew4cPIZPJsHPnTrRs2RKmpqa5VvGKup9//hm1a9eGmZkZbG1t0aZNG7x48QIXL15E27ZtYWdnBysrK/j4+CAkJOStx3r8+DH8/PxgbW0NW1tbdO3aVe3317Fjx9CoUSOUKlUKZcqUQbNmzRAREVHAZ0h6ISjfNm7cKKysrLK1Z2ZmCmdnZzF9+nS19pYtW4pevXoVTnAlhI+Pj7CwsBDjx48XN2/eFDdu3BCLFi0SR44cEffv3xeHDx8W1atXF59//rlqn3PnzgmZTCYCAwPFrVu3xJIlS0SZMmXUrtX06dNF3bp1Va8XLlwoLC0txfbt28XNmzfFhAkThFwuF7dv3y7Es9UtHx8fYWlpKWbMmCFu374tfvjhByGTycShQ4eEUqkUzZo1E507dxYXL14Ut2/fFl9++aWwtbUViYmJQgghPDw8xPz584UQQoSFhQlra2thbGwsUlJShBBCfPbZZ8LPz08IIcS8efNE+fLlxYkTJ8TDhw/FyZMnxbZt21SxABC2trZi7dq14tatW2LKlCnC0NBQhIeHq/p888034vTp0+LBgwdi7969wtHRUcyZM0f1/vTp00WpUqXE+++/L0JDQ8Xx48eFm5ub6NOnj6rPmjVrhLOzs/jll1/E/fv3xS+//CJsbGzEpk2bhBBCPHjwQAAQFStWVPV5/PhxAV2BghMdHS2MjIzEwoULxYMHD8SVK1fE8uXLxbNnz8Thw4fFli1bRHh4uAgPDxf+/v7C0dFRpKamqvYHIHbv3i2EEOLFixeiatWqYtCgQeLKlSsiPDxc9OnTR1SvXl2kpaWJjIwMYWVlJcaNGyfu3r0rwsPDxaZNm0RERISezp4KEpMBLeSWDAghxMSJE4Wrq6tQKpVCCCHu378vZDKZOHjwYCFGWPz5+PiIevXqvbXPzp07ha2trep17969xQcffKDWx8/P763JgIuLi5g9e7baPg0bNhRffPGF9sHrmY+Pj2jevLlaW8OGDcXEiRPF4cOHhaWlpXj9+rXa+1WqVBGrV68WQggREBAgOnXqJIQQYvHixaJHjx7Cw8ND/PHHH0IIIapVqyZWrlwphBBi5MiR4v3331f9964JgBg2bJhaW+PGjdWSOE1z584VDRo0UL2ePn26MDQ0FFFRUaq2AwcOCAMDAxETEyOEEKJ8+fJqSYgQWUmGl5eXEOJNMrB48eJcP7c4CA4OFgDEw4cP/7NvZmamKF26tNi3b5+q7d/JwPr160X16tXVrl1aWpowMzMTBw8eFImJiQKAOHbsmM7Pg4oeDhPomL+/PyIiInDkyBEAwIYNG1CuXDm0adNGz5EVP56enmqvjx49irZt26Js2bIoXbo0+vXrh8TERLx48QIAcOPGDXh5eanto/n631JTUxEdHY1mzZqptTdr1gw3btzQ0Vnoh+ZkVWdnZ8THxyM4OBjPnz+Hra0tLCwsVNuDBw9w7949AFnDDCdPnoRSqcTx48fRsmVLtGzZEsePH0dsbCxu374NHx8fAMCAAQMQFhaG6tWrY9SoUTh06FC2WHK6Jv/++f78889o3rw5nJycYGFhgalTpyIyMlJtnwoVKqBcuXJqx1Aqlbh16xaePHmCqKgo+Pv7q53Tt99+qzqnf2j+N1Xc1K1bF61bt0bt2rXRs2dPrF27Fk+fPgUAxMfHY9iwYahWrRqsrKxgZWWF58+fZ/tZ/iM4OBh3795F6dKlVT8zGxsbvH79Gvfu3YONjQ0GDBiAdu3aoXPnzliyZAliYmIK83SpEDEZ0LGqVavC29sbGzduhFKpxA8//ICBAwfCwIA/6vwqVaqU6t8RERHo0KEDatWqhV9++QXBwcFYvnw5gDcTwYSWj9mQyWRqr4UQ2dqKG7lcrvZaJpNBqVRCqVTC2dkZYWFhatutW7cwfvx4AECLFi3w7NkzhISE4OTJk2jZsiV8fHxw/PhxHD16FA4ODqhRowYAwMPDAw8ePMA333yDV69eoVevXujRo8d/xvfPz/fcuXP4+OOP0b59e/z+++8IDQ3F5MmT/3PC6D/7/3NeALB27Vq1c7p27RrOnTuntt+//5sqjgwNDREUFIQDBw7A3d0dS5cuRfXq1fHgwQMMGDAAwcHBWLx4Mc6cOYOwsDDY2trm+rNUKpVo0KBBtv8Wbt++jT59+gDImodx9uxZNG3aFDt27EC1atWy/UypZDDSdwAlkb+/Pz7//HN07doVjx49wsCBA/UdUrF36dIlZGZmYsGCBarEaufOnWp93N3ds/2ietsvLktLS7i4uODUqVNo0aKFqv3MmTNo1KiRDqMvOjw8PBAbGwsjIyNUrFgxxz5WVlaoV68eli1bBplMBnd3d7i4uCA0NBS///67qirwD0tLS/j5+cHPzw89evTABx98gKSkJNjY2ADIugb9+vVT9T937hzq168PADh9+jRcXV0xefJk1fs5TVCLjIxEdHQ0XFxcAABnz56FgYEBqlWrBkdHR5QtWxb379/HJ5988k4/n+JAJpOhWbNmaNasGaZNmwZXV1fs3r0bJ0+exIoVK9ChQwcAQFRUFBISEnI9joeHB3bs2KGaSJqb+vXro379+pg0aRK8vLywbds2NGnSROfnRfrFZKAA9OzZE6NGjcLQoUPRunXrXH/pUt5VqVIFmZmZWLp0KTp37ozTp09j1apVan1GjRqFpk2bYu7cuejWrRsOHTr0n3cGjB8/HtOnT0eVKlVQr149bNy4EWFhYdi6dWtBno7etGnTBl5eXujWrRvmzJmD6tWrIzo6Gvv370e3bt1UZfSWLVtiyZIl6N69O2QyGaytreHu7o4dO3bg+++/Vx1v0aJFcHZ2Rr169WBgYIBdu3bByclJbaGnXbt2wdPTE82bN8fWrVtx4cIFrF+/HgDg5uaGyMhI/PTTT2jYsCH++OMP7N69O1vcpqam6N+/P+bPn4/U1FSMGjUKvXr1gpOTE4CsOw5GjRoFS0tLtG/fHmlpabh06RKePn2KgICAAvyJFq7z58/j8OHD8PX1hYODA86fP48nT56gRo0acHNzw5YtW+Dp6YnU1FSMHz8eZmZmuR7rk08+wbx589C1a1fVHTWRkZH49ddfMX78eGRkZGDNmjXo0qULXFxccOvWLdy+fVstsaMSRN+TFoqjt00g/Mdnn30mAGSb1ER54+PjI0aPHq3WtnDhQuHs7CzMzMxEu3btxObNmwUA8fTpU1Wf9evXi3LlygkzMzPRuXNnMX/+/LdOIFQoFGLmzJmibNmyQi6Xi7p164oDBw4U7MkVsJx+dl27dhX9+/cXQgiRmpoqRo4cKVxcXIRcLhfly5cXn3zyiYiMjFT137dvnwAgli1bpmobPXq0ACCuXbumaluzZo2oV6+eKFWqlLC0tBStW7cWISEhqvcBiOXLl4u2bdsKExMT4erqKrZv364W2/jx44Wtra2wsLAQfn5+YtGiRTlesxUrVggXFxdhamoqPvzwQ5GUlKR2nK1bt4p69eoJY2NjYW1tLVq0aCF+/fVXIcSbCYShoaHa/EiLjPDwcNGuXTthb28vTExMRLVq1cTSpUuFEEKEhIQIT09PYWJiIqpWrSp27dolXF1dxaJFi1T7418TCIUQIiYmRvTr10/Y2dkJExMTUblyZTFkyBCRkpIiYmNjRbdu3YSzs7MwNjYWrq6uYtq0aUKhUBTyWVNhkAmh5UArEdF/kMlk2L17N7p166b1MWbMmIE9e/YgLCxMZ3ERkTrOaiMiIpI4JgNEREQSx2ECIiIiiWNlgIiISOKYDBAREUkckwEiIiKJYzJAREQkcUwGiIiIJI7JABERkcQxGSAiIpI4JgNEREQS9398m6mmaZujjgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Riippuvuuksien tarkastelua korrelaatiokertoimien avulla\n", "correlation_matrix = df.corr().round(2)\n", "sns.heatmap(data=correlation_matrix, annot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mallien sovittaminen" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Selittävät muuttujat\n", "X = df[['TV', 'radio', 'newspaper']]\n", "\n", "# Kohdemuuttuja\n", "y = df['sales'] " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Jako opetus- ja testidataan\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lineaarinen regressio" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opetusdatan selityskerroin 0.932\n", "Testidatan selityskerroin 0.756\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malli = LinearRegression()\n", "\n", "# Tässä hyödynnän aiemmin määriteltyä mallinna-funktiota\n", "mallinna(malli)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Satunnaismetsä" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opetusdatan selityskerroin 0.998\n", "Testidatan selityskerroin 0.966\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malli = RandomForestRegressor()\n", "mallinna(malli)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradienttitehostus" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opetusdatan selityskerroin 0.999\n", "Testidatan selityskerroin 0.958\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malli = GradientBoostingRegressor()\n", "mallinna(malli)" ] } ], "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }