{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "XRRmZQCjce0n" }, "source": [ "# Klasyfikacja za pomocą algorytmu wektorów wspierających (SVM)\n", "\n", "Na tych ćwiczeniach zapoznamy się z zastosowaniem SVM do klasyfikacji.\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "Z9elf7UFce0p" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pylab as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "from sklearn.svm import SVC\n", "from sklearn import datasets\n", "from sklearn.metrics import classification_report, confusion_matrix\n", "\n", "def printScores(model, X, Y):\n", " # użyj classification_report() żeby policzyć najpopularniejsze miary \n", " print(\"Classification report:\")\n", " print(classification_report(Y, model.predict(X)))\n", " # wypisz macierz pomyłek \n", " print(\"Confusion matrix:\")\n", " print(confusion_matrix(Y, model.predict(X)))" ] }, { "cell_type": "markdown", "metadata": { "id": "i0Y7co2kce0t" }, "source": [ "## Zbiór danych irysy\n", "Tak jak w notebooku \"Naiwny klasyfikator Bayesa\" używać będziemy zbiór `Iris`. Dla wygodny ponownie umieścimy dane w `pandas.DataFrame`.\n", "\n", "Proszę:\n", "- załadować dane za pomocą `sklearn.dataset.load_iris`,\n", "- umieścić dane w `pandas.DataFrame`,\n", "- wypisać dostępne kolumny.\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ftGa5W32ce0u", "nbgrader": { "grade": false, "grade_id": "B0D69A874EF74F03", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "92b3f99b-2c66-485b-a53a-76ddc66a408f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)',\n", " 'petal width (cm)', 'label'],\n", " dtype='object')\n" ] } ], "source": [ "# iris = ...\n", "# iris_df = ...\n", "### BEGIN SOLUTION\n", "iris = datasets.load_iris()\n", "iris_df = pd.DataFrame(iris.data, columns=iris.feature_names)\n", "iris_df[\"label\"] = iris.target\n", "### END SOLUTION\n", "print(iris_df.columns)" ] }, { "cell_type": "markdown", "metadata": { "id": "vceLTaCZHH9t" }, "source": [ "## Klasyfikacja liniowa SVM" ] }, { "cell_type": "markdown", "metadata": { "id": "FOhagrM0ce0w" }, "source": [ "#### Przygotowanie danych\n", "\n", "W pierwszej części ćwiczeń zapoznamy się ze specyfiką modeli SVM. Wyłącznie w celu ułatwienia wizualizacji ograniczymy się na razie do dwóch cech i dwóch klas. \n", "\n", "Proszę:\n", "- utworzyć nowy `pandas.DataFrame` zawierający jedynie cechy `petal width (cm)`, `petal length (cm)` dla klas `0`, `1`,\n", "- wypisać na ekran początkowe wiersze (`pandas.DataFrame.head`)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "QFEsI3JGce0w", "nbgrader": { "grade": false, "grade_id": "A2974D62539F4FCF", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "5f36b8e2-5838-47fc-fc83-d8bf8a4e0003" }, "outputs": [ { "data": { "text/html": [ "
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petal length (cm)petal width (cm)label
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" ], "text/plain": [ " petal length (cm) petal width (cm) label\n", "0 1.4 0.2 0\n", "1 1.4 0.2 0\n", "2 1.3 0.2 0\n", "3 1.5 0.2 0\n", "4 1.4 0.2 0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chosen_features=['petal length (cm)','petal width (cm)']\n", "drop_columns=['sepal length (cm)','sepal width (cm)']\n", "# df = ...\n", "### BEGIN SOLUTION\n", "df = iris_df[(iris_df.label== 0) | (iris_df.label== 1)]\n", "df = df.drop(columns=drop_columns)\n", "df.head()\n", "### END SOLUTION\n" ] }, { "cell_type": "markdown", "metadata": { "id": "-3albqE7ce0z" }, "source": [ "### Analiza wizualna danych\n", "Proszę:\n", "- narysować wykres punktowy cech `petal length (cm)`, `petal width (cm)` w zależności od klasy,\n", "- na podstawie rysunku stwierdzić, czy klasy są łatwo separowalne." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "id": "d1pTWJToce0z", "nbgrader": { "grade": false, "grade_id": "BD1FBC41333944F7", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "82f57905-3414-4fc9-d3f8-9eab65aee84f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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605/mscceY82aNdx22218/etf9/hdxD7dByUio461lq997Wu8+uqrxMXFcejQIcrLywGYOHEiq1atAuDGG2/kxz/+MZdccgmbN2/moosuAqCzs5Px48eHv/DONuhog4Sk8O/bAwooERl1HnroISorK1mzZg2JiYmUlJScuD+p/1BwYwzWWubNm8dbb73lRbk9yrfAmvvh9Du8rSNMdIpPREad2tpaCgsLSUxM5OWXX+bAgQMnXjt48OCJIHr44Yc566yzmDVrFpWVlSeWt7e3s2XLFk9qp/6wN/v1gAJKREadG264gdWrV7N8+XIeeughZs+efeK1OXPm8MADD7Bw4UKOHz/OJz/5SZKSknjsscf48pe/zKJFi1i8eDFvvvmmN8XbLm/26wGd4hORUaOhoQGA/Pz8k56u27p1q9/lixcv5tVXXx2w/P777w9afQGxAU/AG/V0BCUiElUUUCIiEol0BDVyxpiJxpiXjTHbjDFbjDGf9bOOMcb82Biz2xiz0RizNFT1iIjEBF2DCooO4AvW2rXGmExgjTHmr9ba3id4LwVm+B6nA//r+yoiIv6MooAK2RGUtfaItXat7/t6YBswod9qVwEPWudtINsY48HdbyIiUaKr0+sKwiYs16CMMSXAEuCdfi9NAEp7PS9jYIhhjLnDGLPaGLO6srIyZHWKiESaPp9/TRa6OrwuKWxCHlDGmAzgceBz1tq6/i/7+ZEBVwCttT+31i631i4vKCgIRZkiIiP23HPPMWvWLKZPn87dd98dlG32+fxLMwqoYDHGJOLC6SFr7RN+VikDJvZ6XgyMntukRSRmdHZ2ctddd/Hss8+ydetWHn744ZPeUzUiOsU3csY1tPoVsM1a+8OTrPY08FHfaL4zgFprrXrYi0hIPbXuEKvu/htTvvIXVt39N55ad2jE23z33XeZPn06U6dOJSkpieuuu67PNB5B09kW/G1GqFCO4lsF3ARsMsas9y37GjAJwFp7L/AMcBmwG2gCbg1hPSIiPLXuEF99YhPN7e5I5FBNM199YhMAVy8ZcAk8YIcOHWLixJ4TQsXFxbzzTv/L7kHQ1R78bUaokAWUtfZ1/F9j6r2OBe4KVQ0iIv394PkdJ8KpW3N7Jz94fseIAsr6uYG2f2f0oOgYPUdQ6iQhIqPK4ZrmYS0PVHFxMaWlPYOSy8rKKCoqGtE2/epoCf42I5QCSkRGlaLs1GEtD9Rpp53Grl272LdvH21tbfz+97/nyiuvHNE2/epoDf42I5QCSkRGlS9ePIvUxPg+y1IT4/nixbNGtN2EhATuueceLr74YubMmcO1117LvHnzRrRNv9qbgr/NCKXpNkRkVOm+zvSD53dwuKaZouxUvnjxrBFdf+p22WWXcdlll414O4NSQImIxK6rl0wISiB5om30BJRO8YmIRJP2Rq8rCBsFlIhINGmt97qCsFFAiYhECxOnXnwiIhKBTPzQ68QQBZSISLSIG10f2aPr3YqIhMhtt91GYWEh8+fPD91OdAQlIiLDdcstt/Dcc8+FdifG95E9SoaaK6BEZPTZ+Aj893z412z3deMjI97kOeecQ25u7shrC0Tz8fDsx2MKKBEZXTY+An/6DNSWAtZ9/dNnghJSYdOkgBIRiT0vfQfa+3Uub292y6OFjqBERGJQbdnwlkea5CxorPK6irBQQInI6DKmeHjLI03KGGg65nUVYaGAEpHR5cJvQmK/uZ8SU93yEbj++utZuXIlO3bsoLi4mF/96lcj2t5JpYyBhorQbDvCqJu5iIRPQyVUbIO2Bsif4R7htvBa9/Wl77jTemOKXTh1Lz9FDz/8cBCKC4ACSkQkyOqOwNOfgd0vuOdJGXDTkzBxRfhrWXjtiAPJMynZ0Dg6Akqn+EQkPA6v7QkncEdRL34bWhu8qykapWaPmiMoBZSIhEfd4YHLjm6E1rqgbN5aG5TthFJQakzN0RGUiEhQFcwauGzulZBWMOJNp6SkcOzYsYgOKWstx44dIyUlZWQbSs1xw8wj+L0Gi65BiUh4FC2BS+6Gl77tboydci6s+hwkJI5408XFxZSVlVFZWTnyOkMoJSWF4uIRDmdPSHFNY1tqXFjFMAWUiIRHciac/gmYcTF0NEP2JLcsCBITE5kyZUpQthUV0vOh/qgCSkQkaIyBvKleVxH90vOh7hAUzvG6kpDSNSgRkWiTlh89rZlGQAElIhJt0vOh+oDXVYScAkpEJNpkFEL1Pq+rCDkFlIhItMksgmN7vK4i5BRQIiLRJmsCHN8b8/dCKaBEJHJ1dkBTNXR1el1JZEnJgvgk/905YogCSkQiU8U2eOaL8Ivz4dkvQ+V2ryuKLLlToGKr11WElAJKRCJPQwU8cjOsuc8NBnjvF/DYbW66DnFySuDwOq+rCCkFlIhEnmN7oGpH32XlW9x1F3HyZkDpu15XEVIKKBGJPAlJw1s+GhXMhrL3YnqghAJKRCJP3kxY8OG+yxZe744axEnPh6R0d60uRqkXn4hEnpRMuOjfYPblcHg9FC2GiWdAcobXlUWW8Ytgz0swdq7XlYSEAkpEIlPWeJj3D+4h/hUtgR3PwZmf9rqSkNApPhGRaDV+MRxZB83VXlcSEgooEZFolZgK45fA9me8riQkFFAiItGs5CzY8DuvqwgJBZSISDSbuAKOboKag15XEnQKKBGRaBafBFPOhTX3e11J0CmgRESi3cxLYO2D0NHqdSVBpWHmIhKYpmqo3AYtNZA7DQpmnXzdjjbX3LW2FDLHua4HSenBqaOhwt2c2tEC+TNd09TRLnuSe2x+HBb/o9fVBI0CSkSG1lgJz/8LbPy9e56YCjc85i7Q92ctbHkSnvoE2C637KLvwIo73M+NRE0pPPlxOPCGe56WCzc95W5YHe3mXAmv/w8suh6M8bqaoNApPhEZ2pFNPeEE0N4Mf/4CNB0fuO7xPfDnz/WEE8CL34KqnSOv4+BbPeEEbv+v/TDmTm2dkqKlYDth5/NeVxI0CigRGVpD+cBlVduhpW7g8qZqaG/qu8za4EyVUbVr4LLDa6G1YeTbjnbGwLwPwt/vjpkGsgooERla7tSBy6ZfBBkFA5ePmeCuO/WWkAI5k0deR/HygcvmXg2pOSPfdiyYvModVe592etKgkIBJSJDG7cAPvCjnoEO4xe760r+Bj5kFcGHH4AxE93z9Hy49jeQN33kdRSfBud9FeIT3fMZF8OyWyBOH2UAxMW7LvB/+/eYOIrSIAkRGVpSGiy9GaacA62NkD0RUrNPvv6kM+BjL0HDUUjLgzHFwakjLRfO/meY/yHobIPsyepw3l/J2bD5MdflfPr7vK5mRBRQIhIYY/yf6juZzLHuEWzxCZCveaFO6sRR1Hdh2oVRPaJPx8UiIrFm8lnQfNwdRUUxBZSISKzpPop6+T+i+lqUAkpEJBZNPssN7d//mteVnDIFlIhILIqLd7MR//0HXldyyhRQIiKxaup5rifikY1eV3JKFFAio0VHOzTXjmwbjVVQtWfg8tYGaGvuu6yrC1pqobMjsG03VI68PukrPhFmXQpv/dTrSk5JyIaZG2PuA64AKqy18/28fh7wR2Cfb9ET1trvhKoekVHt8Hp488dwdCMsuBYWXgc5k4a3jd0vwjv3QvUB171hxsWQPx12vQBv/gSSMuCcf3bXPupKYc0DsOMZ11B2xcdh7Fz/263eD9v/Aut+C6m5sPIuNzw6MXmEb1oAmPF+ePITrsNEWq7X1QxLKO+Duh+4B3hwkHVes9ZeEcIaRKRqDzx4lZsmA+Dl77pQuOK/ISHAENj3Gvzhpp4ee69+3w1jXnQjPPH/etZ76ENw24vw4jd7mroe2w17XobbnnNdJvrb+kf46zd7npe+5TqlT7tguO9U/EkZ42bd3fCwC/8oErJTfNbaVwE/rY5FJKy653DqbcPDw5sivGrHwAaw634DXW19l1kLx3b17TgOUHPAf6PX2rKBM8F2dcLBdwKvTYY27QL39xVlvL4GtdIYs8EY86wxZt7JVjLG3GGMWW2MWV1ZGYSOyCKjSXzSwGUJyRA3jBMocX62kZgG+OlSkJDiv3uBvzrikvz38wvW5IYxoM/nX0Pb0D/gz7gF0HgMKrYHt7gQ8zKg1gKTrbWLgJ8AT51sRWvtz621y621ywsK/HRPFpGTGzcPxvb7/e/cr7g+doEqnO1mbO3t7C+4CQhNr4+RpHTXhmj57X3XnX6R/xl4Mwth1ef6LkvNgUmnB15bjOvz+ZfhJ+QDYeJg8pmw5amg1hZqnvXis9bW9fr+GWPMz4wx+dbaKq9qEolJWRPgI79115GqdrpBCxPPGF4H8Ikr4Op7ofQdN4375FUwbhHklsCtz8Luv7mGstPOh3Hz4ZwvuaalZe+69SafefIL9NPfD9f/Hva+4gZJTD0XJiqggm7iClj/Ozj/K15XEjDPAsoYMw4ot9ZaY8wK3NHcMa/qEYlpuVOH1+jVn5JV7tHfpDPco7fMsTDvavcYSmqWGwo969KR1SeDK5zrrgU2VEBGodfVBCSUw8wfBs4D8o0xZcC3gEQAa+29wDXAJ40xHUAzcJ21Udw0SkQkksUluKPZva/Awmu9riYgIQsoa+31Q7x+D24YuoiIhMPYubD371ETUF6P4hMRkXApnAcH3/K6ioApoERERoucEqg/As3VXlcSEAWUiMhoERcPedNd66sooIASERlNcqdGTUB5NsxcRALU1ug6ADRWuJtl82dBfAj/63a0weF1UL0XMsbC2IWQkX/y9WtKoXKH65xdOMcNYW5rhCMb3LDmzCIYvwhSs13D0srtrvt53nTIG+HQdxm+3Knu7zcKKKBEIllbI7z1M3j5393zuAS45j6Ye1Xo9rn1KfjjndDZ7p6fcSec9U/+750p3wK/vQbqD7vnE5bDh37phjL/5fNgu9zy877qOqi/8HXY/me3LGUM3PgEFC8P3XuRgXKmuAa9UUCn+EQiWeX2nnAC6OqApz/jprwIhfKt8NxXesIJ4O2fwdFNA9ft6oR3f9kTTgCHVrtpOV7+bk84Afz9bjj0Xk84gZsr6sVvu6MpCZ8xxa5Jb0er15UMSQElEskaKgYua6kJ3Sis5uPQ5KehS/2Rgcvam6H07YHLj25yc0P1FpcAdYcHrntkPbTWDVwuoROfCFnj/XeXjzAKKJFIlj15YNfx7MnuAyYUsooHtkQycf7bJCVnuIkL+5u8Cjr7dd02vtFj/c26DNIGub4loTFmoptCJcIpoEQiWf5MuObXrsM3uHD60K/c4IVQyC2BD/zI3S8D7jrRB34M45f4X3/htTD7A+77uHhY+WnXMPYDP3JNasE1ib36ZzDpTLjo33omSZx4Opz9eUg4xQ7dcuoyx0PVbq+rGJKJtvZ3y5cvt6tXr/a6DJHwqj7oTr9ljneNWEPt+D43oWFanutOPpi2Rrd+fKK7AN8dOFW7oO4QpBf2TPfe1QnH97rTg9mTIXVMaN9H9PAzgdZAy0vG2NW/+64bFTkSu15wp20/9MuRbSd4/L5/jeITiQY5k9wjXHKnuEcgktL9h1j+DPfoLS5+4DIJv4xxcNDP9cMIo1N8IiKjTXp+39GXEUoBJSIy2qTmQGPkzw2rgBIRGW0SUtz1wPYWrysZlAJKRGS0MQYSU6G9yetKBqWAEhEZjeIS+nYMiUAKKJFQ6+qClnoIxS0djcehwc+1hMbKgadv2lugoXLgui210OKnm0NrPXR29F3W0e6W99fWFPGni6Qf2znwJvAIE9nViUS7iu2w+j7Y+zLMvASW3gz5fjoqDFfDMdj3Mrz7c/db8PJbYeoF0FYPm5+AbU+7zg2nfwKmnA37X3frVu5w3RsWXAPpY2H3X+G9n7tOD6d/Aqa/D5prYOMfYMvjUHyaWz5uAZSthjd/4joQLPmo6yKRnA67/uqWJ2fB2f8Ek8/SzbeRzlr3S0VSuteVDEoBJRIq9eXwh5vg2E73vGonHHgLbngU0nJGtu2Db8Djt/c8f3otXPcwbP8LrP+tW1a5Hfa96vb3hxt7+vdVbnc30M66DJ76RM82yt6DjzwEmx+HLU/41t0BO5+HGx6DB690N+UCPP9Vt72CWX3rOPAa3PwMlJw5svcnodXW6H6JSEzxupJBBXSKzxiTY4yZZ4yZaozRaUGRQBzb3RNO3Q69B8f3jHzbvbuCd6sthY2/77ustc4FUv/mssf3wbrfDtzG5sdckPbWWAkV23rCqVv5ZtfpvDdrYeezgb0H8U5DeU8rqgh20iMoY8wY4C7geiAJqARSgLHGmLeBn1lrXw5LlSLRKD5xeMuHIzlz4DIT74YPt/WbviLO3+m2LkjJGrg4JdtN6dFfvJ9tWOtO6w2ozc8yiSw1B6FgttdVDGmwo6HHgFLgbGvtLGvtWdba5dbaicDdwFXGmNsH+XmR0S1/Jsy8tO+yxTf47+o9XLMu72m6Cq6FUN4MOPMzfdfLnepmue3fXmjKebDkxr4XyeOTYN7VMPuKvusWLYWx82BMv1ZLMy+Bsz7nhix3S0yDGe8/tfck4XNsF0xY5nUVQzrpEZS19qJBXlsDrAlJRSKxIjUbLv//YN5VcGgdTFzhpqIIxoXpKefCdb93gy86210H8eLT3ACM3Kmw/zX3dco5MGEJfPCXsO/vroFryVkwaZVrOnvDo7DrRRdw0y6EknNcGBUthn2vue+nnOP68t30OOx5Gar3w7QLXDfyhBS45Rk3UCIpA6ZfCEUjbGQqoVe+ZeAvMxEooG7mxpiFQAm9As1a+0Toyjo5dTMXkRgUvm7mjVXw58/CF/dCfMSMkzu1bubGmPuAhcAWoHsOZwt4ElAiIjICB96AGRdHUjidVCAVnmGtnRvySkREJPT2vwYXf9frKgISyJDxt4wxCigRkWh3fJ+75WDq+V5XEpBAjqAewIXUUaAVd67QWmsXhrQyEREJrp3PwtJb3KCYKBBIQN0H3ARsoucalIiIRJPWetfy6or/9rqSgAUSUAettU+HvBIREQmdnc+5e9cyx3ldScACCajtxpjfAX/CneIDvBtmLjLqtDW5dkUNFZA9yfW/i4uH+gqo3Oa6UufPgjGDtK5prXd99RqrILfErW9OMrK5q8s1hK0+ABkFkD/bNYUdjs521zKpptR9IBbMcvMPiTc6212fxpuj61gjkIBKxQVT79vDNcxcJBzamuCd/4WXvuOexyfCNb+Gwnnw2G1wZJ1bnlMC//gH/+1rmuvgtR/Amz92zxNSXGPZ6Rf43+eu5+GRj0Jnm3t+7lfgzE9DckZgNVsLW/8IT97hZm01Bt7/H7D8dkhMHvrnJfj2/M11pB87z+tKhmXIUXzW2lv9PG4LR3Eio17l9p5wAveb8PNfdxe7u8MJXHeH9Q/730bFlp5wAuhogac/5bqt91db5l7rDieAv9/tmsUG6vg++NNnXDiBC6wXvu6OyiT8bBds+yOc/XmvKxm2IQPKGPOAMSa71/Mc3827IhJqDX5CJDnDzc3U3/7X+gZLt/qjA5fVHRrY4RygqdqdBgykjpNpqhrY+dx2uVOUEn6l70LKGCg52+tKhi2Q+6AWWmtrup9Ya6uBJSGrSER6ZE8eOOtpR5vredffvH/w33U8t2TgsnELIGPswOWZ41wPv95MHORMDrhksoogvaDvsoRkyJ4Y+DYkeLb/CVZ97uTXHCNYIAEVZ4w5MbuaMSYXTXQoEh75M+Ga+9xvwODm8Ln6p66x67Jbez505lwFc670v42CuXD1//Y0qc2ZAlf+xP+kiRkF8MFfwBhfmCRnuuf5swKveUwxfPiBntFiqTlwzf2u27qEV/V+qD8Cc6/yupJTMmSzWGPMR4Gv4qbfsMC1wHettb8JfXkDqVmsjErV+93pt8zxkOX74G9vgeN73emz3CmDd0m31l0baql1o/0yCgffX3051B124eLvCCwQdYfd6cW0fMiZNPT6o1tomsW+c68bUHPB10ZSWzicWrNYa+2DxpjVwAW+jXzQWrs1yMWJyGByStyjt8QUGBtgFzJjIG/q0Ot1yxzrHiORVeQe4o2OVtj3Klz6Pa8rOWWDzaibYa1tAPAF0oBQ6r2OiIhEkLL3YPxCd8o1Sg12DeqPxpj/MsacY4w5ce7AGDPVGHO7MeZ54JLQlygiIsN28G2Yf43XVYzISQPKWnsh8BLwcWCLMabOGHMM+C0wDrjZWvtYeMoUEZGAdXXA4TUw6zKvKxmRQa9BWWufAZ4JUy0iIhIMVTvdSMyRXkf0WCDDzEVEJJqUb4nKG3P7U0BJbGtt6Gm5Ey3amqCzo++yrk73XkQCcWwPTFzhdRUjphtuJTZV74eNj8LWJ2HSSlh+W+Q3yqwvh+1/hjX3Q950WHkXFC93vw2vvg8OvgVzr4YFH3b3PYmcTPV+1y0kygUUUMaYeGBs7/WttQdDVZTIiLQ1wvP/4lq8gPuA3/Es3PZ85LbbsRbWPgAvf9c9P7rRNYS9+c+us3jdIbe8fAsc2QAf/PngN+bK6NXZDo3lA1tWRaEhA8oY82ngW0A5PTPqWkBTvktkOr6/J5y61R1y8yFFakDVHe7bcRygvRmObuoJp27b/+y6QoybH776JHo0Vrg+i/GJXlcyYoEcQX0WmGWtPRbqYkSCIj7eTejX/9pTJP+HjUtw8zS11vdd7q/muPiBDWRFujUecz0bY0AggyRKgdpQFyISNDlT4fRP9F02YTkUzvGmnkBkjoULv9V3WcY4KFrsau/ttI/HxOkbCZHmakgfotdilBis1VH37FZ7gVeMMX+h75TvPwxxbSKnJiEJVn0Wik+Dva9C0SKYct7QDVK9Nvcq1wF85wuQOxmmvQ8KZ8OHfgX7XoHDG2DqOTD5TPceRfxprYP0fK+rCIrBzhNk+r4e9D2SfA9w16BEIlfGWDc/0rx/8LqSwKVkwYyL3KO33BLIvQWWeVGURJ22Bnf0HQNOGlDW2m8DGGM+bK19tPdrxpgPh7owERE5Be3NkJrtdRVBEcg1qK8GuExERLzW3uSOxmPAYNegLgUuAyYYY3qPf80COvz/lIiIeKqtsWcG5ig32DWow8Aa4Erf1271wD+FsigRETlFbQ2Qmut1FUEx2DWoDcAGY8xD1tr2MNYkIiKnqrkm9kfxGWM24RutZ8zA6eKtteokISISaZqqYn8UH3CF7+tdvq+/8X29AWgaasPGmPt826iw1g7oyWJc6v0Id52rCbjFWrs2wLpFQq+t2fW9qy2FrPEwbhGkZJ58/aOb3Tw8iWmuUeeYQe7mbzwGlduhsxXyZpxaC6aGCte+yXZC/ixXI0DVLqg+4EZyFcyC5EFqltjS3Qk/LfZP8R0AMMasstau6vXSV4wxbwDfGWLb9wP3AA+e5PVLgRm+x+nA//q+inivswM2/h6e+YJrmWTi4H3fhtNu99+kdf/r8OjN0Fjlns+4CN7/H1Awc+C6NQfh6U/D3lfc86wJcMOjw+u2fnwvPP4xOOS7PJw7Da7/PTSUw++udSO5AFZ+Cs75YswMO5Yh1B+G7Eng56xXNApkmHm6Meas7ifGmDOBIdsoW2tfBY4PsspVwIPWeRvINsaMD6AekdA7ugme/2pPPz/bBS/9KxzZNHDd5lp47b96wglg1197wqO/A2/1hBO4ZrBv3+u6UAdq14t9t398j5vi++lP94QTwFv3uA7oMjrUlELBbK+rCJpAOk7eDtxnjOket1gD3BaEfU/A9fnrVuZbdqT/isaYO4A7ACZNmhSEXYsMoaHc3fDYW1cn1A/45+mC6ejGgcur9/nfdrmfkDv4hhseHOiRTtk7A5c1Vfvfp7+aJWr0+fzLSxl85eq9rn9jjBjyCMpau8Zauwg3vcYia+3iIF0r8ncM6reFkrX259ba5dba5QUFBUHYtcgQsidCak7fZYmpkDN54LpZRa7XX38na0470c+Z7NkfGN69K9PeN3BZxlgo8tMPKack8O1KxOnz+ZcxRA/Gql0wIXZ6Yp00oIwxN/q+ft7XOPZjwO29no9UGdD7ynAx7t4rEe+NnQdX/bRnuG5qDlx5D4xfPHDdpFQ4486e1+IS4Iy7YMJp/rc98XQ4/U53XQtgyrmw9KPDu24w9VxYclPPz8y+AoqXwQf+G3J8s+0mpsIV/xP5MwlLcLS3uFO9xcuHXjdKDHaKr/s6U6iGAD0NfMoY83vc4Ihaa63ORUjkmH25+7CvP+KOTgabILB4GXzkd3B8FyT4RvElpfpfN6MQLvpXWHoTdLa5qTOG25omqwgu/b6bVsR2uSngu0fr3f6CG3mYPMZtOy6QS80S9co3wdgFMTXT8mCj+P7P9+33rLUtw92wMeZh4Dwg3xhThpuVN9G37XuBZ3BDzHfjhpnfOtx9iITc2LnuEYjsCe4RiITkwLd7Mklp/kMzozDypxaR4Du0BmZd6nUVQRXIIInNxphy4DXgVeANa+2QExhaa68f4nVLzz1WIiJyqmwXlL47cNLLKBfIIInpwPXAJtyNtxuMMetDXJeIiASqYpu7TurvvrsoNuQRlDGmGFgFnA0sArYAr4e4LhERCdT+12DBNV5XEXSBnOI7CLwH/Ie19hMhrkdERIajs911Mrn4u15XEnSBDO9ZgmtX9I/GmLeMMQ8aY24PcV0iIhKIsvdc94gYvN9tyCMoa+0GY8weYA/uNN+NwDnAr0Jcm4iIDGXvy+6WhRgUyDWo1UAy8Cbu2tM53Y1kRUTEQ83Vrov+3Ku8riQkArkGdam1tjLklYiIyPDsfQVmXxazU6oEMsxc4SQiEon2vQqLb/C6ipBRDxQRkWhUfQBa66DkbK8rCRkFlIhINDrwOsz/UEz3WjzpNShjzAcH+0Fr7RPBL0dERAJy8C34UGwPph5skMQHBnnNAgooEREv1B5yMycXLfW6kpAarJu5uouLiESiQ6th+vtj+vQeBDbMHGPM5cA84MR8w9ba74SqKBERGcTRjW6SzBg3ZPwaY+4FPgJ8GjdN+4cBP/Nei4hIyHV1QvmWmB691y2Q48MzrbUfBaqttd8GVtJ3qnYREQmXmgNuhuf0PK8rCblAAqrZ97XJGFMEtANTQleSiIicVNVOKF7udRVhEUhA/dkYkw38AFgL7Ad+H8KaRETkZKr3QdESr6sIi0AGSXzfWtsKPG6M+TNuoERLaMsSERG/asugcI7XVYRFIEdQb3V/Y61ttdbW9l4mIiJhljfD6wrCYrBOEuOACUCqMWYJbgQfQBaQFobaRESkN9sFxEHmeK8rCYvBTvFdDNwCFAM/7LW8DvhaCGsSERF/utqB5Ji/QbfbYJ0kHgAeMMZ8yFr7eBhrEhERfzo7cPPHjg6BxPAbxphfGWOeBTDGzDXG3B7iukREZAALKdleFxE2gQTUr4HngSLf853A50JVkIiIDCI1x+sKwiaQgMq31j4CdAFYazuAzpBWJSIi/qVme11B2AQSUI3GmDzcFBsYY84AakNalYiI+JeU4XUFYRPIjbqfB54Gphlj3gAKgGtCWpWIiPiXlO51BWEzZEBZa9caY84FZuHuhdphrW0PeWUiItKHxUBiqtdlhM2QAWWMSQHuBM7CneZ7zRhzr7VW7Y5ERMJou53EUzXTuNrrQsIkkGtQD+ImK/wJcA8wF/hNKIsSEZGBOohnS/PoGcUXyDWoWdbaRb2ev2yM2RCqgkRE5OQ60gq9LiFsAjmCWucbuQeAMeZ04I3QlSQiIifTnj86OplDYEdQpwMfNcYc9D2fBGwzxmwCrLV2YciqExGRPlrbu7wuIWwCCahLQl6FiIgEpKl99PRJCGSY+YFwFCIiIkNraOnwuoSwGR0920VEYkR1U5vXJYSNAkpEJIpUNbR6XULYKKBERKJIRZ0CSkREIkxCnKGjy3pdRtgooEREokRivPvI7ugcHUPNFVAiIlEizrivpdXN3hYSJgooEZEokhBn2F3R4HUZYaGAEhGJIsU5qeyuqPe6jLBQQImIRJHx2ansLB8dR1CBtDoSj3R1WfZWNXC4poX8jGSmFaSTnBjvdVki4qGiMSnsqWj0uoywUEBFsJe2V/Cp362ltaOLOAPf+sA8rjttokJKZBQrzEzhlR2VXpcRFjrFF6FKjzfxhUfX09rhhpN2Wfj2n7awp3J0HNqLiH/ZaYnUNLfTPgqGmiugItTxxjbqmvs2heyycHQU3UUuIgPFGUNWSsKo6MmngIpQBZnJFGQk91mWEGcoyk7xqCIRiRTpyQkDfoGNRQqoCFWUncqPr19MbnoSAGlJ8fzwI4uYXpDhcWUi4rXkhDia22J/XigNkohgK6fl86dPnUV5XQu56UlMzkvDGON1WSLisYT4ONpGwTUoBVSEm5CTyoScVK/LEJEIEmcMXTb2m8bqFJ+ISJSJM9A5CrqaK6BERKJMfJyho1MBJSIiESYpPo62ztgfJKGAEhGJMimJ8dS3aJi5iIhEmPTkeKobdaOuRChr7aiZVVNE+spJSxoVkxaGNKCMMZcYY3YYY3YbY77i5/XzjDG1xpj1vsc3Q1lPrFhfWsOXHt/Idb94m8fXlnGsUe2PREaTojGp7BoFkxaG7D4oY0w88FPgIqAMeM8Y87S1dmu/VV+z1l4RqjpizfajdfzjL96myXcX+er91Xzj8jncfvZUjysTkXCZWpDOr9/ch7U2pm/eD+UR1Apgt7V2r7W2Dfg9cFUI9zcqbD1cdyKcuv30lT2U17V4VJGIhFteRjKpSfFsOVzndSkhFcqAmgCU9npe5lvW30pjzAZjzLPGmHn+NmSMucMYs9oYs7qycnTMg3IycX5+W0qIM8TF7i9RIqNa78+/1oaaE8tPK8nlqfWHvCssDEIZUP4+MvvfWbYWmGytXQT8BHjK34astT+31i631i4vKCgIbpVRZv6ELLLTEvss+/xFMynIVJdzkVjU+/MvOSP7xPLzZxXy2Ooy6lvavSsuxEIZUGXAxF7Pi4HDvVew1tZZaxt83z8DJBpj8kNYU9SbXpjJw//vDD73vhl8cOkEfnnzci5bMN7rskQkzMZmpbBo4hh+9soer0sJmVA2i30PmGGMmQIcAq4D/rH3CsaYcUC5tdYaY1bgAvNYCGuKCXPGZzFnfJbXZYiIx65dPomvPbmJKxaOZ17RGK/LCbqQHUFZazuATwHPA9uAR6y1W4wxnzDGfMK32jXAZmPMBuDHwHXWjoIWvSIiQZCbnsSNZ0zmk79dS21z7J3qC+l0G77Tds/0W3Zvr+/vAe4JZQ0iIrHsrOn57K1s4OMPruaB21eQnBDvdUlBo04SIiJR7sbTJ2OBzzy8LqY6zCigRESiXFyc4a7zp1Ne18o/PbI+ZuaKUkCJiMSAxPg4Pve+GRw41sQXHtlAVwyElAJKRCRGJCfE8/mLZrKrop5/eWoz0T7mTAEVQvuqGnh9VyVbDtfS2j745GI7yut4dtMRXth6lH1VrglkV5dlT4XbxvYjdbR1uG00tHSwobSGN3ZXcWiIjsadXZZd5fW8tquSnUfrY+r8tIgM1B1Sb+89xr1/j+57pEI6im80e2N3FXc8uJrGtk6MgS9dPIuPriwhPXngH/nq/cf58uMb2VPZCMCKkhy+ccVcyutbueuhtbR2dBEfZ/jXK+dy8byx/PjF3fz2nYMA5Gck8etbTmNBcfaA7XZ1WZ7ZdIQvPLKBts4uEuMN379mIVcumkC8eiOJxKy0pAQ+f9FMvvn0FpZMyuGMqXlel3RKdAQVAhV1Lfzzoxto9DV1tRa+99wOdpXXD1i3s7OTP64/fCKcAN7dX83qA9X8y5Obae1wRzydXZZv/XELO440nAgngKqGNv7z2e00tg6cXXP/sUa++JgLJ4D2TstXHt904ghNRGJXXkYyt64q4UuPbaQ9Ss+cKKBC4HhTG0dqB3YXP+xnWV1LB2sPVg9YvrG0hvTkvvczdFk46qdr+dqD1X5v0qtsaKWlve8/zNaOLirqNX+UyGiwfHIu2WmJ/GnD4aFXjkAKqBAoyEhmcl7agOXFOakDluWkJ7PSz+H30sk5tPS7bpUQZ5iQPXAbZ03PJyctacDysVkppCf1DbnUxHjGZamxrMhocd7MQp5cF51dzxVQIZCXkcx/fXgRBRnJACQnxPEf/zCfmWMz/a5/+YLxLJ2cfeL5xfPGsnRSDt+/ZtGJzuUpiXH8fx9exOxxWXzmguknpteYkp/GP79/FqlJA+8en5ybxo+uX0Km77pXRnICP7puMVPy04P4bkUkks0tymJDaY3XZZwSE23DEJcvX25Xr17tdRkBOVzTzOGaZrLTkpiSnz7owITSY43srmwgIS6OmeMyGJvljpRKjzdRXtdCbrrbhjGG1vZO9lU10tjWyeTcNPIzkwet48CxRirrW92RncJJJBIFNGopd/Js+73fPMP8CYE3hrXWcuv977H2Gxf5HaQVIfy+/4itNhYUZadS5OeUnD8T89KZmDcwPCbmpjExt+/pwuTEeGYPo5v55Lx0JvvZtojEPmMMaUnxNLZ2RHJA+aVTfCIiMS4xPu7EaN5oooASEYlxqYnxNLYO3iwgEimgRERiXG56EodrBu86E4kUUCIiMW5SXhprDgy83zLSKaBERGLc8sk5PLX+UNRNw6GACrGTtRjpbvzaW1eXHVb34Wj7xyYi3phWkEFmcgKPryn1upRhia4xh1FkV3k9L26r4MVt5cwdl8nVSyewbHIub+6p4ql1h9hX1cjFc8dx1sw8JuWm887e4zzw5n7SkuL56JklLJucQ2K8/98fNpbV8PC7B9lb2cj1KyZyzswCctMHvxdKREYvYww3rSzhP5/dzspp+QNuXYlUCqgQaGrt4P9e3ctja8oAWHOgmhe2lfOzG5Zy50NrqWlyffPe21/Nx+qncN6sAm69/70TP//clqM88vGVLC/JHbDtHUfruP7nb59oRPvOvuP86wfmcsuqKWF4ZyISrabkp3P1kgnc9Kt3eOQTKynMjPyWZzrFFwI7KxoG9L4qr2tlV3nDiXDq9pu3DrDzaN8u510Wnt9y1O+2txyuOxFO3X7yt91U+GkiKyLS2/vnjuP0KXl88GdvstPP7AqRRgEVAgbrt2+H8bMwPs74bfKREOf/rybOz0bi44zfbYuI9Hf1kglcuaiID9/7Fg+8uS+ip4ZXQIXAzHGZXHfaxD7LJuamMqMwk4J+ffNuW1XCvH5tixLjDe+fN9bvtudPyGJMamKfZf900QwKouBwXUQiw9kzCvjGFXN5+N1Srrzndd7dd9zrkvxSs9gQ2VvVwBu7qnhlZyVzxmXxvrmFLJ6Ywzt7j/HStnL2VjVxwewCVkzJZWKOu0fhyfWHSE9M4AOLi1gyMZu4kzSX3Xq4lmc2HeXA8UauWFjEGVNzGZM6cLoNEYkaIWsWO5gua3ljdxWPry1jSn46d50/nbOm52PCf0rG7w4VUCIi3vMkoLp1dHbxxp4qntt81I34O2MSVy8pJjc9bL/4qpu5iIgMlBAfx7kzCzlnRgHbjtbzyo4KfvjXXayYksvVSyZw4exCTzqhK6BERARw90vNHZ/F3PFZNLV18N7+an79xj6+8vhGVk7L47L547lgdiE5YTqyUkCJiMgAaUkJnDuzgHNnFtDQ0sGag9U8srqUb/xxM7PHZXLR3LFcOGcsMwozQnbNSgElIiKDykjpCau2ji42H65l/cEafv3GfhLiDOfPLuR9c8aycloeKYnxQduvAkpERAKWlBDH0kk5LJ2Uw83WUlbdzLrSav7rhR3srWpkxZRcLp43jgvnFI64W4UCSkRETokxhom5aUzMTePKRRNoaO1gQ2kNf9l4hO/+ZRszxmbwgYXjuWJR0SmFlQLqJMqqmzh4rIkxqYlMK0wnJfHkf1Rl1U0n2hXNHJdJcY5rxLj2QDWl1U3kpScxZ1wGeZmpHKhs5EB1EzXNbUzKSWPxpBzA3dt04FgTCfGGSblpzBqXRXt7O+vL6jhc20JhZjKzx2WQk55CY2sHeyobaGjtoCQvnaLs1JPW1tll2VfVQHltC4VZKUwtyHDdK0REgiwjOYFV0/NZNT2fjs4uNh2q5dWdVfzwr7tYNjmHm8+czHkzC096j2d/Cig/1h6o5vYH3qO6qR1j4K7zpnPHOVPJ6tfBAWDToRr+5anNbCitBWDRxDH84EPz2X+shS88soH61g7iDHzq/OlcumAcj6wu4/4392Mt5KQl8j8fWUx6UgJffXITuyoaAFg5NY8vXzyLg9VNfPnxTTS3d5IQZ/jSJbO4fP54fvH6Xu5/8wAAhZnJ/OqW01jg576Iri7Lc5uP8PlHNtDa0UVSfBw/+PBCrlhYpJASkZBKiI9jyaQclkzK4ZaOTt7ee4x///M27o7fzrevnM/KaXlDbkOtjvqpaWrj609totrX1NVauOfl3Ww9Uud3/b9uLT8RTgAbSmupa+niX5/eQn1rB+Cav/74b7vZX9XEr99w4QRQ3dTOfzyzjZ3l9SfCCeCtvcdYV1bDfz67neZ21xi2o8ty97Pb2Xus8UQ4AVTUt/K9Z7fT2NYxoLb9xxr5wqMunADaOrv40mMb2VfVMGBdEZFQSU6I59yZhfz71fO5fEERn/rdWn7z1v4hf04B1U9NUzvbjgzs8nukxn+38Pf2D5xGub6lncO1A9cvr2sdsGxHecOA7uQAG0trSEvqOxqmy0K5n+2uPnCc2n5d0sGFV0t73wkTWzu6qKgfWIeISKgZY1gxJZdvXDGX/3x2+0kndO2mgOonJz2JRcUDT5dNyPF/nWfl1IGHqZkpiUzMHbj++OyBFwnnFWWRkTJwWOaSSTm09Auu+DjDuDEDt3Hm1Dxy0gbeODc2K3lAyKUkxjE2S41lRcQ7uyoayElLImGISw0KqH7GpCbyb1fPZ2yW6zoeH2f48iWzmNuv43i3980p5MxeIXXm1DwyU+P59pXzyPPdbZ0UH8eXL5lFSW4qnzp/2onrP+OyUvjqZXOYWZjJ4ok9oXjR3EIWFY/hX66YS1aqu0yYnBDHN6+Yy4yCNO48bxrdf6+TclP554tnk5o0MORK8tL50XVLyPC1KElLiud/PrKYKXnpI/xTEhEZvkPVzdzz8m6eWFvGLz66fMgbfNUs9iSO1jZTWt1MVkoCU/MzSEw4eZaX1zWzs9xd15k1NpNC3xHKxrIayqqbyU1LYv74DDLSkqmsa2JXRRO1Le1MyE5lYXE2ADvL6zh4rImE+Dgm56YypSATgLUHqzla20J+ehILi7JISUmktaOTvZWNNLV1MCk3bcipNvZXNVJR30JBZjIleeledCoWkcF52iw2lFraO1l9oJrXd1Vy8HgTt545hY+dM4W0pD5j9NTNXEQkQsVUQNU0tbG+tIZ1pTVsOVTLssk5fGhZMRfPG3eyThPqZi4iIsHX0dnFzooGNpfVsOlwHUdrW1g1PY/rTpvIBTctI9vPNfJAKKBERGRYuqyl9HgTmw/Vsf1oHVuP1FGSn865Mwr4yIpJLJ2UQ9Igl0UCpYASEZEhHWtoZeOhWrYermPzoVoyU1zXiNvPmsLKaXmnfJQ0GAWUiIgM0NbRxdYjtWwsq2Xz4Vrqmzs4c1oeH1g0nv/84AIm5qaFvAYFlIiIAG5ww5qD1WworWHL4TpmjcvkwtmF3HnedOYVZQXcQy9YFFAiIqNYXXM7b+87xnv7jnPgWBNnz8jnxjNcU9cxaQP7j4aTAmoYdpbX8+S6Q6w9UM2Vi4q4cM5Yv50dBvPuvmM8te4Qe6sauXjeOM6fVUB2aiJv7DnGo2vKSEmI49rTJrJqah7JSfrrEZHg6+yyrCut5rWdVWw9Usd5swr47Ptmcs7MfJITgjfh4EjpEzBAZdVN3Hzfuxzx9cJ7Z99xdpTX8y+XzyEpwL/QTWU1fPw3a040on1773GO1E7l9Cm53PW7dSfWe2FrOb++5TTOnVUY/DciIqNWU1sHf9tewV+3ljNuTAo3nj6ZyxeOJz05MqMgMquKQDvL60+EU7eH3jnILWeWMLUgI6BtbDtSfyKcuj341n7G+doqdeuy8OLWcgWUiARFS3snz24+wvNbylk1PY9f3rz8RBebSKaACpDxc6PzsC8X+vmBuJO0HQr3xUgRiT3WWl7dVcWjq0tZOS2Pp+5axZT86OnFqYAK0KxxmUzKTeXg8eYTy25dVTKsoZZzx2dRkJFMZUPPdBe3riphakHffzAJcYb3zRk78qJFZNSqqGvhF6/vxVr41S2nsXhittclDZsCKkBF2ancd8sKntt8hPWlNVw6fzxnzcgnMT7wu6XnTxjDvTcu5ZnNR9lb2cBFc8dx1nR3g9v/3bSMP64/RGpiPFcuKuJ0P9N4iIgE4vXdVfz27QPced40Pnb21KidQVsBNQzTCzP41AUzRrSNZSW5LCvJHbD84nnjuHjeuBFtW0RGt47OLn779gG2l9fz8P87g7lF/qcJihYKKBGRGNDQ2sGPXtpJQUYyf/70WWSmeHsPUzAooEREotzxxja+//x2zp9VyDeumBu1p/T6U0CJiESx441tfPcvW7n+9El8eoSXICKNAkpEJErVt7Tzn89u48YzJnPn+dO9LifoRj5hh4iIhF1HVxc/emkXl8wbF5PhBAooEZGo9OjqMvIzkvnaZXO8LiVkQhpQxphLjDE7jDG7jTFf8fO6Mcb82Pf6RmPM0lDWIyISC3ZXNPDG7ip+eO2imO46E7KAMsbEAz8FLgXmAtcbY+b2W+1SYIbvcQfwv6GqR0QkVvzunQN89dLZ5GUkD71yFAvlEdQKYLe1dq+1tg34PXBVv3WuAh60zttAtjFmfAhrEhGJatuP1tHU1sk/LC32upSQC2VATQBKez0v8y0b7joYY+4wxqw2xqyurKwMeqEiIpGq9+dfa0MNf99ZyUdXTo6Ze50GE8qA8venZ09hHay1P7fWLrfWLi8oKAhKcSIi0aD3519SRjZVDW1cumB0nGgKZUCVARN7PS8GDp/COiIiArR1dAGuefVoEMqAeg+YYYyZYoxJAq4Dnu63ztPAR32j+c4Aaq21R0JYk4hI1OrosmSljp7+CiF7p9baDmPMp4DngXjgPmvtFmPMJ3yv3ws8A1wG7AaagFtDVY+ISCyYNIw56KJdSKPYWvsMLoR6L7u31/cWuCuUNYiIxJLCzBSvSwgbdZIQEYkihZmxfe9TbwooEZEoMTkvjc9cGFsdywejgBIRiRJZKYmjZgQfKKBERCRCKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiKaBERCQiGTclU/QwxlQCB8K4y3ygKoz7C7dYf38Q++9R7y/6VVlrLxlqJWPMc4GsFyuiLqDCzRiz2lq73Os6QiXW3x/E/nvU+5NYpVN8IiISkRRQIiISkRRQQ/u51wWEWKy/P4j996j3JzFJ16BERCQi6QhKREQikgJKREQikgLqJIwx9xljKowxm72uJRSMMRONMS8bY7YZY7YYYz7rdU3BZIxJMca8a4zZ4Ht/3/a6plAwxsQbY9YZY/7sdS2hYIzZb4zZZIxZb4xZ7XU9El66BnUSxphzgAbgQWvtfK/rCTZjzHhgvLV2rTEmE1gDXG2t3epxaUFhjDFAurW2wRiTCLwOfNZa+7bHpQWVMebzwHIgy1p7hdf1BJsxZj+w3Fob6zfqih86gjoJa+2rwHGv6wgVa+0Ra+1a3/f1wDZggrdVBY91GnxPE32PmPptzBhTDFwO/NLrWkRCQQElGGNKgCXAOx6XElS+01/rgQrgr9bamHp/wP8AXwK6PK4jlCzwgjFmjTHmDq+LkfBSQI1yxpgM4HHgc9baOq/rCSZrbae1djFQDKwwxsTMqVpjzBVAhbV2jde1hNgqa+1S4FLgLt+pdxklFFCjmO/azOPAQ9baJ7yuJ1SstTXAK0AsNdlcBVzpu0bze+ACY8xvvS0p+Ky1h31fK4AngRXeViThpIAapXyDCH4FbLPW/tDreoLNGFNgjMn2fZ8KvA/Y7mlRQWSt/aq1tthaWwJcB/zNWnujx2UFlTEm3TeAB2NMOvB+ICZH1Yp/CqiTMMY8DLwFzDLGlBljbve6piBbBdyE+817ve9xmddFBdF44GVjzEbgPdw1qJgcih3DxgKvG2M2AO8Cf7HWPudxTRJGGmYuIiIRSUdQIiISkRRQIiISkRRQIiISkRRQIiISkRRQIiISkRRQEvGMMbcYY4oCWO9+Y8w1gS4PQl1f6/V9SaCd740xnzPGfDQI+/+UMebWkW5HJFIpoCQa3AIMGVAe+NrQq/RljEkAbgN+F4T93wd8JgjbEYlICigJK9+RxnZjzAPGmI3GmMeMMWm+15YZY/7uawz6vDFmvO/IZznwkO9m4lRjzDeNMe8ZYzYbY37u64oR6P4H7MO3/BVjzPd8c0jtNMac7VueZox5xFfrH4wx7xhjlhtj7gZSfTU95Nt8vDHmF775p17wdbDo7wJgrbW2w7f96caYF33zVq01xkwzxpznq/ERXy13G2Nu8NW2yRgzDcBa2wTsN8ao/Y/EJAWUeGEW8HNr7UKgDrjT1xfwJ8A11tpluKOD71prHwNWAzdYaxdba5uBe6y1p/nm6UoFApoH6WT76LVKgrV2BfA54Fu+ZXcC1b5a/w1YBmCt/QrQ7KvpBt+6M4CfWmvnATXAh/yUsQo391a3h3w/swg4EzjiW74I+CywANfxY6avtl8Cn+7186uBswN5/yLRJsHrAmRUKrXWvuH7/re401TPAfOBv/oOiOLp+bDu73xjzJeANCAX2AL8KYD9zhpiH90Nc9cAJb7vzwJ+BGCt3exrnXQy+6y16/1so7fxuLm38PWZm2CtfdK3/RbfcoD3rLVHfM/3AC/4fn4TcH6v7VUAswepSSRqKaDEC/37a1nAAFustSsH+0FjTArwM9wsq6XGmH8FUgLc71D7aPV97aTn/0bApw97/Xz3Nvyd4mump97Btt17W129nnfR9/9tim+bIjFHp/jEC5OMMd0hcT1uOvYdQEH3cmNMojFmnm+deiDT9333h3uVby6r4YzOG2wfJ/M6cK1v/bm4U27d2n2nDYdjGzAdwDf/Vpkx5mrf9pO7r8cNw0zU4VtilAJKvLANuNl3uiwX+F9rbRsubL7n6169HndNBuB+4F7jZsdtBX6BO9X1FK5TeUCG2MfJ/AwXahuBLwMbgVrfaz8HNvYaJBGIZ4Hek+7dBHzGt/03gXHD2Ba4a1ovDvNnRKKCuplLWBk3vfyffQMcIp4xJh5ItNa2+EbPvYQbsNA2gm0+CXzJWrtrhLUtAT5vrb1pJNsRiVS6BiUyuDTcvFKJuGtGnxxJOPl8BTdYYkQBBeQD3xjhNkQilo6gREQkIukalIiIRCQFlIiIRCQFlIiIRCQFlIiIRCQFlIiIRKT/H47rW4WyZserAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sns.jointplot(...)\n", "### BEGIN SOLUTION\n", "sns.jointplot(x=chosen_features[0], y=chosen_features[1], data=df, hue='label')\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "AAXJD12Zce02" }, "source": [ "#### Trening klasyfikatora\n", "\n", "Proszę:\n", "- zaimportować model `SVC` z `sklearn.svm`. Aby uzyskać model liniowy należy podać parametr `kernel = linear`,\n", "- wyuczyć model na ostatnio przygotowanych danych,\n", "- wypisać miary jakości za pomocą funkcji `printScores` używanej na poprzednich ćwiczeniach,\n", "- na podstawie analizy metryk stwierdzić, jak dobrze klasy zostały odseparowane." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rxtvTDUYy1Bj", "nbgrader": { "grade": false, "grade_id": "AB0F55CB74DB4AF8", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "32d8726d-385f-4904-ab7e-97c7827ed0a7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 50\n", " 1 1.00 1.00 1.00 50\n", "\n", " accuracy 1.00 100\n", " macro avg 1.00 1.00 1.00 100\n", "weighted avg 1.00 1.00 1.00 100\n", "\n", "Confusion matrix:\n", "[[50 0]\n", " [ 0 50]]\n" ] } ], "source": [ "# model = ...\n", "# model.fit(...)\n", "# printScores(..)\n", "### BEGIN SOLUTION\n", "model = SVC(kernel='linear')\n", "model.fit(df[chosen_features], df.label)\n", "printScores(model, df[chosen_features], df.label) \n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "_avwpll9saxH" }, "source": [ "### Wizualizacja separacji klas\n", "Wynik naszego modelu możemy zobrazować za pomocą położenia wektorów wspierających oraz granic funkcji decyzyjnej.\n", "\n", "Proszę\n", "- wypisać wektory wspierające za pomocą `SVC.support_vectors_`,\n", "- na jednym rysunku narysować dane, wektory wspierające i granice funkcji decyzyjnej. Wykorzystaj zdefiniowane poniżej funkcje `plot_support_vectors` i `plot_decision_function`." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "sBqYjpEDu4qh" }, "outputs": [], "source": [ "def plot_support_vectors(support_vectors, axis):\n", " axis.scatter(support_vectors[:,0], support_vectors[:,1],s=100,\n", " linewidth=1, facecolors='none', edgecolors='k')\n", " \n", "def plot_decision_function(model, axis):\n", " xlim = axis.get_xlim()\n", " ylim = axis.get_ylim()\n", " xx = np.linspace(xlim[0], xlim[1], 30)\n", " yy = np.linspace(ylim[0], ylim[1], 30)\n", " YY, XX = np.meshgrid(yy, xx)\n", " xy = np.vstack([XX.ravel(), YY.ravel()]).T\n", " Z = model.decision_function(xy).reshape(XX.shape)\n", "\n", " axis.contour(\n", " XX, YY, Z, colors=\"k\", levels=[-1, 0, 1], alpha=0.5, linestyles=[\"--\", \"-\", \"--\"]\n", " )" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 510 }, "id": "uAtnmWzCce04", "nbgrader": { "grade": false, "grade_id": "EE22EB5B66194BFB", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "7b343f49-3e57-447d-9c09-0e28ee2ebc97" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1.9 0.4]\n", " [3. 1.1]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# print(...)\n", "# graph=sns.jointplot(...)\n", "# plot_support_vectors(...)\n", "# plot_decision_function(...)\n", "### BEGIN SOLUTION\n", "print(model.support_vectors_)\n", "\n", "graph=sns.jointplot(x=chosen_features[0], y=chosen_features[1], data=df, hue='label')\n", "plot_support_vectors(model.support_vectors_, graph.ax_joint)\n", "plot_decision_function(model, graph.ax_joint)\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "gTYbYRAFjjvs" }, "source": [ "Poprzednim razem, gdy pracowaliśmy ze zbiorem danych `Iris` zaczeliśmy od znormalizowania danych. Sprawdźmy, czy normalizacja wpływa na model SVM.\n", "Poprzednim razem sami implementowaliśmy normalizację, teraz zrobimy to za pomocą `sklearn.preprocessing.StandardScaler`\n", "\n", "Proszę:\n", "- utworzyć nowy `pandas.DataFrame` zawierający znormalizowane cechy `['petal length (cm)','petal width (cm)']`. Do normalizacji wykorzystaj `sklearn.preprocessing.StandardScaler`,\n", "- utworzyć model liniowy SVM i wyuczyć go na znormalizowanych danych,\n", "- na jednym rysynku przedstawić znormalizowane dane oraz wektory wspierające i granicę decyzyjną modelu.\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "i7dB-mwzjjW9" }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 476 }, "id": "OWLy6guzj7Xw", "nbgrader": { "grade": false, "grade_id": "ABEFD6EE27764054", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "24a97d62-41da-448a-8276-445561c045b2" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# df_norm = ...\n", "# scaler = ...\n", "# model = ...\n", "### BEGIN SOLUTION\n", "df_norm=pd.DataFrame()\n", "df_norm['label']=df.label\n", "scaler=StandardScaler()\n", "df_norm[chosen_features]=scaler.fit_transform(df[chosen_features])\n", "\n", "model = SVC(kernel='linear')\n", "model.fit(df_norm[chosen_features], df_norm.label)\n", "\n", "graph=sns.jointplot(x=chosen_features[0], y=chosen_features[1], data=df_norm, hue='label')\n", "plot_support_vectors(model.support_vectors_, graph.ax_joint)\n", "plot_decision_function(model, graph.ax_joint)\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "2DLskQ4AnSQr" }, "source": [ "Porównując z poprzednim rysunkiem, powinniśmy otrzymać inną granicę decyzyjną pomimo tego, że dane mają ten sam kształt.\n", "\n", "**Normalizacja jest bardzo ważna dla modeli SVM!**" ] }, { "cell_type": "markdown", "metadata": { "id": "ps3RiJRuJ_0X" }, "source": [ "### Klasyfikacja miękkiego marginesu\n", "\n", "Sprawdźmy teraz, jak model liniowy SVM sprawdzi się do klasyfikacji klas `1` i `2`, które nie są już w pełni odseparowane\n", "\n", "Proszę:\n", "- przygotować nowy `pandas.DataFrame` zawierający znormalizowane cechy `['petal length (cm)','petal width (cm)']` dla klas `1`, `2`,\n", "- narysować przygotowany zbiór danych,\n", "- na podstawie analizy rysunku stwierdzić, czy dane są łatwo separowalne, czy też klasy się częściowo przekrywają." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "dDgT8fJTKmnp", "nbgrader": { "grade": false, "grade_id": "131C6E9212764DD9", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "cce3887c-c47a-4cc1-f118-e7824bea0c37" }, "outputs": [ { "data": { "text/html": [ "
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petal length (cm)petal width (cm)label
50-0.250779-0.6530391
51-0.494254-0.4164311
52-0.007304-0.4164311
53-1.102941-0.8896471
54-0.372516-0.4164311
\n", "
" ], "text/plain": [ " petal length (cm) petal width (cm) label\n", "50 -0.250779 -0.653039 1\n", "51 -0.494254 -0.416431 1\n", "52 -0.007304 -0.416431 1\n", "53 -1.102941 -0.889647 1\n", "54 -0.372516 -0.416431 1" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# df = ...\n", "### BEGIN SOLUTION\n", "df = iris_df[(iris_df.label== 1) | (iris_df.label== 2)]\n", "df = df.drop(columns=drop_columns)\n", "scaler=StandardScaler()\n", "df[chosen_features]=scaler.fit_transform(df[chosen_features])\n", "### END SOLUTION\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "id": "Scci13UzK3bU", "nbgrader": { "grade": false, "grade_id": "15EFE56C4D704F65", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "fdf31cd8-c963-4f31-dd8a-773b1040bcfe" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sns.jointplot(...)\n", "### BEGIN SOLUTION\n", "sns.jointplot(x=chosen_features[0], y=chosen_features[1], data=df, hue='label')\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "6d_I1J67v--l" }, "source": [ "Proszę:\n", "- utworzyć model liniowy SVM i wyuczyć go na zbiorze danych,\n", "- narysować zbiór danych oraz wektory wspierające i granice funkcji decyzyjnej,modelu\n", "- wypisać miary jakości.\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 632 }, "id": "NzLYnFRmLOks", "nbgrader": { "grade": false, "grade_id": "F0ADCC16C4E843F0", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "8c2d190e-98cf-41ad-c589-77173c99dcf6" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report:\n", " precision recall f1-score support\n", "\n", " 1 0.94 0.94 0.94 50\n", " 2 0.94 0.94 0.94 50\n", "\n", " accuracy 0.94 100\n", " macro avg 0.94 0.94 0.94 100\n", "weighted avg 0.94 0.94 0.94 100\n", "\n", "Confusion matrix:\n", "[[47 3]\n", " [ 3 47]]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### BEGIN SOLUTION\n", "model = SVC(kernel='linear')\n", "model.fit(df[chosen_features], df.label)\n", "\n", "graph=sns.jointplot(x=chosen_features[0], y=chosen_features[1], data=df, hue='label')\n", "plot_support_vectors(model.support_vectors_, graph.ax_joint)\n", "plot_decision_function(model, graph.ax_joint)\n", "printScores(model, df[chosen_features], df.label) \n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "G6nQxBRx50W8" }, "source": [ "Tym razem klasy nie są odseparowane, więc model musi czasem się mylić.\n", "\n", "Model SVM ma hiperparametr `C` odpowiadający za szerokość marginesu.\n", "\n", "Proszę:\n", "- narysować dane, granice decyzyjne i wektory nośne dla hiperparametru `C` równego `0.1`, `1`,`100`." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 438 }, "id": "cKl3jQpdMsXo", "nbgrader": { "grade": false, "grade_id": "803C4ED507E44C5E", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "3d40363a-5d83-43a3-fd56-21aa0a0a69a2" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n", "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n", "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes=plt.subplots(1,3, figsize=(15,5))\n", "C_range=[0.1,1,100]\n", "for ax, C in zip(axes, C_range):\n", " # model = ...\n", " # model.fit(...)\n", " # graph=sns.scatterplot( ..., ax=ax)\n", " # plot_support_vectors(...)\n", " # plot_decision_function(...)\n", " ### BEGIN SOLUTION\n", " model = SVC(kernel='linear', C=C)\n", " model.fit(df[chosen_features], df.label)\n", " graph=sns.scatterplot(x=chosen_features[0], y=chosen_features[1], data=df, hue='label',ax=ax)\n", " plot_support_vectors(model.support_vectors_,ax)\n", " plot_decision_function(model, ax)\n", " ### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "AWXe8Ec8ce1E" }, "source": [ "## Zbiory nieseparowalne liniowo\n", "\n", "Liniowe klasyfikatory w wielu przypadkach sprawdzają się bardzo dobrze, jednak wiele zbiorów nie jest liniowo rozdzielnych." ] }, { "cell_type": "markdown", "metadata": { "id": "U5SbxC4CHWTQ" }, "source": [ "#### Okręgi \n", "Na początek potrzebujemy wygenerować liniowo nierozdzielny zbiór danych. `sklearn.datasets` oferuje funkcję `make_circles` tworzącą dane w kształcie współśrodkowych okręgów, które z całą pewnością nie są liniowo separowalne.\n", "\n", "Proszę:\n", "- korzystając z `sklearn.datasets.make_circles` przygotować dane. Przygotuj 1000 punktów w skali 0.1 i z poziomem szumów równym 0.1,\n", "- umieścić wygenerowane dane w `pandas.DataFrame` o kolumnach `x1`, `x2`, `label`,\n", "- narysować wykres punktowy cech `x1` i `x2` z uwzględnieniem przynależności do klas.\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "id": "53D6GV8fce1F", "nbgrader": { "grade": false, "grade_id": "12605C8E9105420F", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "12de8208-99b0-4596-c70c-101c3bf8715e" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# X, y=datasets.make_circles(...)\n", "# df = ...\n", "# sns.jointplot(...)\n", "### BEGIN SOLUTION\n", "X, y= datasets.make_circles(1000, factor=.1, noise=.1)\n", "df=pd.DataFrame(X, columns=('x1','x2'))\n", "df['label']=y\n", "sns.jointplot(x='x1',y='x2', data=df,hue='label')\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "VMhgCfCq9R7c" }, "source": [ "Dane mamy gotowe, sprawdźmy jak liniowy mode SVM sobie z nimi (nie)poradzi\n", "\n", "Proszę:\n", "- utworzyć model liniowy `SVM` i wyuczyć go na przygotowanych danych,\n", "- narysować wykres punktowy cech `x1` i `x2` z uwzględnieniem ,przynależności do klas, wektorami nośnymi i granicami decyzyjnymi (wykorzystaj przygotowane wcześniej funkcje),\n", "- wypisać miary jakości." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 632 }, "id": "04MNBLdG9RYD", "nbgrader": { "grade": false, "grade_id": "12D5FC6C8E204359", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "9497096c-c2e8-4fe5-c77a-bc372997cfc4" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 0.37 0.54 500\n", " 1 0.61 1.00 0.76 500\n", "\n", " accuracy 0.68 1000\n", " macro avg 0.81 0.68 0.65 1000\n", "weighted avg 0.81 0.68 0.65 1000\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### BEGIN SOLUTION\n", "model = SVC(kernel='linear')\n", "model.fit(df.drop(columns=['label']), df.label)\n", "graph=sns.jointplot(x='x1', y='x2', data=df, hue='label')\n", "plot_support_vectors(model.support_vectors_, graph.ax_joint)\n", "plot_decision_function(model, graph.ax_joint)\n", "print(classification_report(df.label, model.predict(df[['x1','x2']])))\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "Idied0jO-WJN" }, "source": [ "Jedną z możliwości poradzenie sobie z takim problem jest _feature engineering_, tzn. dodanie nowych cech, które lepiej opisywać będą nasz model. Jeżeli wymyślimy cechę, w której nasze dane będą separowalne liniow to możemy dalej przeprowadzać klasyfikację liniową. W przypadku naszego zbioru danych w kształcie okręgów taką cechą jest ich promień.\n", "\n", "Proszę:\n", "- dodać nową cechę `radius` będącą pierwiastkiem sumy kwadratów cech `x1` i `x2`,\n", "- narysować wykres punktowy cech `x1` i `radius` z uwzględnieniem przynależności do klas,\n", "- utworzyć model i wyuczyć go na przygotowanych danych,\n", "- wypisać miary jakości." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "id": "e1ScwoghzGCp", "nbgrader": { "grade": false, "grade_id": "81CEB2D569FA41B1", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "1a4a46b7-7e10-42e6-ed79-a226669a2a69" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# df['radius'] = ...\n", "# sns.jointplot(...)\n", "### BEGIN SOLUTION\n", "df['radius']=(df.x1**2+df.x2**2)**0.5\n", "sns.jointplot(x='x1',y='radius', data=df,hue='label')\n", "### END SOLUTION" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 632 }, "id": "Be1H-9JvSPN3", "nbgrader": { "grade": false, "grade_id": "796BD5231E8646B1", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "682152cf-401c-4178-991e-ccca25d3ad01" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 500\n", " 1 1.00 1.00 1.00 500\n", "\n", " accuracy 1.00 1000\n", " macro avg 1.00 1.00 1.00 1000\n", "weighted avg 1.00 1.00 1.00 1000\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### BEGIN SOLUTION\n", "model = SVC(kernel='linear')\n", "model.fit(df[['x1','radius']], df.label)\n", "graph=sns.jointplot(x='x1', y='radius', data=df, hue='label')\n", "plot_support_vectors(model.support_vectors_, graph.ax_joint)\n", "plot_decision_function(model, graph.ax_joint)\n", "print(classification_report(df.label, model.predict(df[['x1','radius']])))\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "VzbCwj8oBll3" }, "source": [ "#### Sierpy\n", "\n", "Dla danych o kształcie okręgów udało nam się wymyślić cechę pozwalającą na separację liniową. Zazwyczaj jednak wymyślenie takiej cechy jest bardzo trudne i wymaga bardzo dużej wiedzy o zbiorze danych.\n", "\n", "Spróbujmy szczęścia ze zbiorem w kształcie sierpów generowanym przez `sklearn.datasets.make_moons`.\n", "\n", "Proszę (większość kodu można przekopiować z przykładu z okręgami):\n", "- korzystając z `sklearn.datasets.make_moons` przygotować dane. Przygotuj 1000 punktów z poziomem szumów równym 0.1,\n", "- umieścić wygenerowane dane w `pandas.DataFrame` o kolumnach `x1`, `x2`, `label`,\n", "- narysować wykres punktowy cech `x1` i `x2` z uwzględnieniem przynależności do klas.\n", "\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "id": "nUj4ZNLyDcRy", "nbgrader": { "grade": false, "grade_id": "7F30DC27064F4C8F", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "7e94bc2d-80ef-4b39-b544-d0cfc37837a3" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# X, y = datasets.make_moons(...)\n", "# df = ...\n", "# sns.jointplot(...)\n", "### BEGIN SOLUTION\n", "X, y= datasets.make_moons(1000, noise=.1)\n", "df=pd.DataFrame(X, columns=('x1','x2'))\n", "df['label']=y\n", "sns.jointplot(x='x1',y='x2', data=df,hue='label')\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "oT8xsD-1Da78" }, "source": [ "Po krótkim namyśłe prawdopobnie nie jesteśmy wstanie podać żadnej cechy, która rozwiązałaby nasz problem. W takim razie możemy podążyć kilkoma drogami:\n", "1. Dalej brnąć w modyfikowanie zbioru danych, np. dodać kolejne cechy korzystając z rozwinięcia wielomianowego (np. dla rozwinięcią wielomianowego stopnia 2 ze zbioru cech `(a,b,c)` dostaniemy cechy `(a, b, c, a*b, a*c, b*c, a*a, b*b, c*c)`. W tym przypadku ryzykujemy, że znacząco zwiększymy rozmiar zbioru danych, większość wygenerowanych cech i tak nie będzie zbyt istotna, a model stanie się bardziej podatny na przetrenowanie. `sklearn.preprocessing` ma oczywiście przygotowaną do tego gotową funkcję `PolynomialFeatures`.\n", "1. Zmienić model na nieliniowy." ] }, { "cell_type": "markdown", "metadata": { "id": "uZxhuyIR9LCj" }, "source": [ "## Klasyfikacja nieliniowa SVM" ] }, { "cell_type": "markdown", "metadata": { "id": "NnBKmwLbI8fk" }, "source": [ "W dalszej części wybierzemy opcję 2., co w naszym przypadku oznacza odejście od modelu liniowego SVM na rzecz modeli SVM z jądrem. Przetestujemy jądra wielomianowe oraz gaussowkie rbf.\n", "\n", "\n", "Proszę:\n", "- wyszkolić serię modeli SVM z jądrem wielomianowym o stopniach `2`, `3` i `4`. Rodzaj jądra można ustawić parametrem `kernel = 'poly'`, natomiast za stopnień wielomianu odpowiada `degree`. Parametr `C` powinien być taki sam dla wszystkich modeli, proszę użyć `0.1`,\n", "- dla każdego modelu wykonać rysunek danych, wektorów wspierających i granicy decyzyjnej.\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 439 }, "id": "xJ-vtILnfXlZ", "nbgrader": { "grade": false, "grade_id": "98C8F21C633B4666", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "58be1f8d-bbb3-4440-95c3-324a52eb4b3c" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n", "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n", "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, axes=plt.subplots(1,3, figsize=(15,5))\n", "degree_range=[2,3,4]\n", "for ax, degree in zip(axes, degree_range):\n", " # model = SVC(kernel='poly', C=0.1, coef0=1,...)\n", " ### BEGIN SOLUTION\n", " model = SVC(kernel='poly', C=0.1, degree=degree, coef0=1)\n", " model.fit(df[['x1','x2']], df.label)\n", " sns.scatterplot(x='x1', y='x2', data=df, hue='label',ax=ax)\n", " plot_support_vectors(model.support_vectors_, ax)\n", " plot_decision_function(model, ax)\n", " ### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "JDa0aoev3fKL" }, "source": [ "Proszę:\n", "- wyszkolić serię modeli SVM z jądrem gaussowskim `rbf` o współczynnikach $\\gamma $ równych `0.01`, `1` i `10`. Rodzaj jądra można ustawić parametrem `kernel = 'rbf'`, natomiast współczynnik $\\gamma$ można kontrolować parametrem `gamma`. Parametr `C` powinien być taki sam dla wszystkich modeli, proszę użyć `0.1`,\n", "- dla każdego modelu wykonać rysunek danych, wektorów wspierających i granicy decyzyjnej." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 439 }, "id": "IcsYFsbP5FNd", "nbgrader": { "grade": false, "grade_id": "AD806CB2B35B43EE", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "702ec461-5477-46f7-eab6-5a20620b0723" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n", "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n", "/usr/lib/python3.9/site-packages/sklearn/base.py:445: UserWarning: X does not have valid feature names, but SVC was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, axes=plt.subplots(1,3, figsize=(15,5))\n", "gamma_range=[0.01,1,10]\n", "for ax, gamma in zip(axes, gamma_range):\n", " # model = SVC(kernel='rbf', C=0.1, ...)\n", " ### BEGIN SOLUTION\n", " model = SVC(kernel='rbf', C=0.1, gamma=gamma)\n", " model.fit(df[['x1','x2']], df.label)\n", " sns.scatterplot(x='x1', y='x2', data=df, hue='label',ax=ax)\n", " plot_support_vectors(model.support_vectors_, ax)\n", " plot_decision_function(model, ax)\n", " ### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "3Es83L2Mce1I" }, "source": [ "### Klasyfikacja SVM irysów\n" ] }, { "cell_type": "markdown", "metadata": { "id": "PuamGEyhce1V" }, "source": [ "Mając już pewne doświadczenie z modelami SVM wracamy do zbiorów irysów. Wciąż pracować będziemy z tymi samymi dwiema cechami (żeby łatwo robić rysunki), ale tym razem będziemy pracować na wszystkich klasach, na poważnie dobierzemy hiperparametry i ocenimy jakość klasyfikacji.\n", "\n", "Proszę:\n", "- przygotwać nowy `pandas.DataFrame` zawierający znormalizowane cechy `['petal length (cm)','petal width (cm)']` dla klas `1`, `2`,\n", "- podzielić zbiór danych na zbiór treningowy i testowy. Zbiór testowy powinien wynosić `0.3` całego zbioru,\n", "- ustalić normalizację na zbiorze treningowym, następnie znormalizować oba zbiory,\n", "- wytrenować CVM z jądrem RBF parametrami `gamma=1, C=0.1`,\n", "- wypisać wartości metryk na danych testowych dla uzyskanego modelu." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "id": "0LqGHkdMJ6ZL" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "MRsDiHYDQ8BY", "nbgrader": { "grade": false, "grade_id": "9E8C24C409C1406D", "locked": false, "schema_version": 3, "solution": true, "task": false } }, "outputs": [], "source": [ "# df = ...\n", "# X_train, X_test, y_train, y_test = train_test_split(...)\n", "### BEGIN SOLUTION\n", "df=iris_df.drop(columns=drop_columns)\n", "X_train, X_test, y_train, y_test = train_test_split(df[chosen_features], df.label, test_size=0.3, random_state=1)\n", "scaler=StandardScaler()\n", "X_train=scaler.fit_transform(X_train)\n", "X_test=scaler.transform(X_test)\n", "### END SOLUTION" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IVGZvhZiKuc6", "outputId": "fcb49300-821a-48a8-f06a-4b8f634c7a57" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 14\n", " 1 0.94 0.94 0.94 18\n", " 2 0.92 0.92 0.92 13\n", "\n", " accuracy 0.96 45\n", " macro avg 0.96 0.96 0.96 45\n", "weighted avg 0.96 0.96 0.96 45\n", "\n" ] } ], "source": [ "model=SVC(kernel='rbf', gamma=1, C=0.1)\n", "model.fit(X_train,y_train)\n", "print(classification_report(y_test,model.predict(X_test)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Korzystając z funkcji `plot_multiclass_decision(X, y, model)` zdefiniowanej poniżej proszę narysować granice podziału klas.\n", "\n", "Proszę:\n", "* stwierdzić, czy rysunek zgadza się z postacią macierzy pomyłek dla badanego modelu i danych." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 441 }, "id": "GQzLuAvXLSgk", "outputId": "fc16b4db-60cc-417a-b7fb-57b7ec18d453" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_multiclass_decision(X, y, model):\n", " h=0.02\n", " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", " graph=sns.jointplot(x=X[:, 0], y=X[:, 1], hue=y)\n", " graph.ax_joint.contour(xx, yy, Z, cmap=plt.cm.Paired, alpha=0.8)\n", "\n", "plot_multiclass_decision(X_test,y_test, model)" ] }, { "cell_type": "markdown", "metadata": { "id": "azge6sX69twE" }, "source": [ "## Strojenie modelu\n", "\n", "Jeżeli interesuje nas otrzymanie najlepszego modelu to musimy znaleźć (dostroić) jego hiperparametry. Dla modelu SVM z jądrem możemy zmieniać hiperparametry takie jak `C`, rodzaj jądra i hiperparametry specyficzne dla jądra (`gamma` dla `rbf`, `degree` dla `poly`). Przeszukiwania takiej wielowymiarowej przestrzeni nie musimy implementować sami, gotowe narzędzia znajdują się w `sklearn.model_selection`:\n", "- `GridSearchCV` wykonujący systematyczny skan przestrzeni hiperparametrów,\n", "- `RandomizedSearchCV` losowo ją próbkujący.\n", "\n", "Proszę:\n", "\n", "- przygotować przestrzeń parametrów do przeszukania. Dla każdego typu jądra przygotuj słownik, gdzie kluczem jest nazwa parametru, a wartością jego zakres. Słownik powinien zawierać element o kluczu `kernel` o wartości będącej jednoelementową listą z nazwą jądra, np. `poly` dla wielomianowego,\n", " - dla wszystkich jąder przeszukaj parametr `C` w zakresie od 0.01 do 100 rozłożonym równomiernie w skali logarytmicznej (`np.logspace`).\n", " - dla jądra wielomianowego przeszukaj stopnie wielomianu równe 2,3,4.\n", " - dla jądra rbf przeszukaj parametr `gamma` w zakresie od 0.01 do 100 rozłożonym równomiernie w skali logarytmicznej,\n", "- przygotować `GridSearchCV\n", "` dla modelu `SVC` w zdefiniowanej przestrzeni parametrów. Jako kryterium oceniające model przyjmij `scoring = accuracy`,\n", "- za pomocą `GridSearch.fit` znaleźć najlepsze parametry,\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "gFW6v8HA9tYQ" }, "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV, RandomizedSearchCV \n", "from scipy.stats import uniform, expon\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SMMITFXGOGa0", "outputId": "ed8fb0bf-4407-43b0-85fa-5a61a5d36a9c" }, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(estimator=SVC(),\n", " param_grid=[{'C': array([1.00000000e-02, 1.37382380e-02, 1.88739182e-02, 2.59294380e-02,\n", " 3.56224789e-02, 4.89390092e-02, 6.72335754e-02, 9.23670857e-02,\n", " 1.26896100e-01, 1.74332882e-01, 2.39502662e-01, 3.29034456e-01,\n", " 4.52035366e-01, 6.21016942e-01, 8.53167852e-01, 1.17210230e+00,\n", " 1.61026203e+00, 2.21221629e+00, 3.03919538e+00, 4.17531894e+...\n", " 1.26896100e-01, 1.74332882e-01, 2.39502662e-01, 3.29034456e-01,\n", " 4.52035366e-01, 6.21016942e-01, 8.53167852e-01, 1.17210230e+00,\n", " 1.61026203e+00, 2.21221629e+00, 3.03919538e+00, 4.17531894e+00,\n", " 5.73615251e+00, 7.88046282e+00, 1.08263673e+01, 1.48735211e+01,\n", " 2.04335972e+01, 2.80721620e+01, 3.85662042e+01, 5.29831691e+01,\n", " 7.27895384e+01, 1.00000000e+02]),\n", " 'kernel': ['rbf']}],\n", " scoring='accuracy')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters_poly=dict(kernel=['poly'], C=np.logspace(-2,2,30), degree=[2,3,4])\n", "parameters_linear=dict(kernel=['linear'], C=np.logspace(-2,2,30))\n", "parameters_rbf=dict(kernel=['rbf'], C=np.logspace(-2,2,30), gamma=np.logspace(-2,2,30))\n", "parameters=[parameters_poly,parameters_linear, parameters_rbf]\n", "grid_search=GridSearchCV(SVC(),parameters, scoring='accuracy')\n", "grid_search.fit(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "yMUqZp4A7nEx" }, "source": [ "Proszę:\n", "- wypisać znalezione najlepsze parametry modelu (`GridSearchCV.best_params_`),\n", "- wypisać wynik najlepszego modelu (`GridSearchCV.best_score_`),\n", "- narysować narysować granice decyzyjne najlepszego modelu (najlepszy model dostępny jest pod `GridSearchCV.best_estimator_`),\n", "- stwierdzić, czy najlepszy model jest lepszy od modelu które były trenowane poprzednio." ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 476 }, "id": "AzKB9mhahP7k", "nbgrader": { "grade": false, "grade_id": "2AAEBB1B847948C2", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "d558d490-2df3-465f-9538-45058f094347" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'C': 0.035622478902624426, 'kernel': 'linear'}\n", "0.980952380952381\n", "Classification report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 14\n", " 1 0.94 0.94 0.94 18\n", " 2 0.92 0.92 0.92 13\n", "\n", " accuracy 0.96 45\n", " macro avg 0.96 0.96 0.96 45\n", "weighted avg 0.96 0.96 0.96 45\n", "\n", "Confusion matrix:\n", "[[14 0 0]\n", " [ 0 17 1]\n", " [ 0 1 12]]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# print(...)\n", "# print(...)\n", "# plot_multiclass_decision(...)\n", "### BEGIN SOLUTION\n", "print(grid_search.best_params_)\n", "print(grid_search.best_score_)\n", "printScores(grid_search.best_estimator_, X_test, y_test) \n", "plot_multiclass_decision(X_test,y_test, grid_search.best_estimator_)\n", "### END SOLUTION" ] }, { "cell_type": "markdown", "metadata": { "id": "fCi7sXuk-CcR" }, "source": [ "Dla `RandomizedSearchCV` zamiast przestrzeni parametrów musimy przygotwać rozkład prawdopodobieństwa parametrów\n", "\n", "Proszę\n", "- przygotować rozkład prawdopodobieństwa parametrów. Dla każdego typu jądra przygotuj słownik, gdzie kluczem jest nazwa parametru, a wartością jego rozkład. Słownik powinien zawierać element o kluczu `kernel` o wartości będącej jednoelementową listą z nazwą jądra, np. `poly` dla wielomianowego.\n", " - dla wszystkich jąder przeszukaj parametr `C` o rozkładzie wykładniczym (`scipy.stat.expon` ) z parametrem `scale=100`,\n", " - dla jądra wielomianowego przeszukaj stopnie wielomianu o rozkładzie dyskretnym 2,3,4 (lista `[2,3,4]`),\n", " - dla jądra rbf przeszukaj parametr `gamma` o rozkładzie wykładniczym z parametrem `scale=0.1`,\n", "- przygotować `RandomizedSearchCV` dla modelu `SVC` ze zdefiniowanym rozkładem parametrów. Jako kryterium oceniające model przyjmij `scoring = accuracy`,\n", "- za pomocą `RandomizedSearchCV.fit` znaleźć najlepsze parametry.\n", "\n", "Przykład dla jądra wielomianowego:\n", "\n", "```python\n", "distributions_poly=dict(kernel=['poly'], C=expon(scale=100), degree=[2,3,4])\n", "```" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "_NC9UYCIiBN1", "outputId": "4cd9566f-7ade-4002-991c-30caf1994930" }, "outputs": [ { "data": { "text/plain": [ "RandomizedSearchCV(estimator=SVC(), n_iter=1000,\n", " param_distributions=[{'C': ,\n", " 'degree': [2, 3, 4],\n", " 'kernel': ['poly']},\n", " {'C': ,\n", " 'kernel': ['linear']},\n", " {'C': ,\n", " 'gamma': ,\n", " 'kernel': ['rbf']}],\n", " random_state=1, scoring='accuracy')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distributions_poly=dict(kernel=['poly'], C=expon(scale=100), degree=[2,3,4])\n", "distributions_linear=dict(kernel=['linear'], C=expon(scale=100))\n", "distributions_rbf=dict(kernel=['rbf'], C=expon(scale=100), gamma=expon(scale=0.1))\n", "distributions=[distributions_poly,distributions_linear, distributions_rbf]\n", "random_search=RandomizedSearchCV(SVC(),distributions, scoring = 'accuracy' ,random_state=1, n_iter = 1000)\n", "random_search.fit(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "ZKASnfLU_ZJB" }, "source": [ "Proszę:\n", "- wypisać znalezione najlepsze parametry modelu (`RandomizedSearchCV.best_params_`),\n", "- wypisać wynik najlepszego modelu (`RandomizedSearchCV.best_score_`),\n", "- narysować narysować granice decyzyjne najlepszego modelu (najlepszy model dostępny jest pod `RandomizedSearchCV.best_estimator_`),\n", "- analizyując macierz pomyłek i rysunek z podziałem klas stwierdzić czy udało się znaleźć model lepszy niż poprzednie." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 476 }, "id": "ZRmMfgfAjh0U", "nbgrader": { "grade": false, "grade_id": "282F21343F13480C", "locked": false, "schema_version": 3, "solution": true, "task": false }, "outputId": "263837cb-f965-4f73-89c3-a23f20ecd8b9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'C': 26.57336397771543, 'gamma': 0.0006147073333597117, 'kernel': 'rbf'}\n", "0.9714285714285715\n", "Classification report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 14\n", " 1 0.94 0.94 0.94 18\n", " 2 0.92 0.92 0.92 13\n", "\n", " accuracy 0.96 45\n", " macro avg 0.96 0.96 0.96 45\n", "weighted avg 0.96 0.96 0.96 45\n", "\n", "Confusion matrix:\n", "[[14 0 0]\n", " [ 0 17 1]\n", " [ 0 1 12]]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# print(...)\n", "# print(...)\n", "# plot_multiclass_decision(...)\n", "### BEGIN SOLUTION\n", "print(random_search.best_params_)\n", "print(random_search.best_score_)\n", "printScores(grid_search.best_estimator_, X_test, y_test) \n", "plot_multiclass_decision(X_test,y_test, random_search.best_estimator_)\n", "### END SOLUTION" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "07M_SVM.ipynb", "provenance": [], "toc_visible": true }, "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": "3.9.9" } }, "nbformat": 4, "nbformat_minor": 1 }