{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Luokittelu - päätöspuu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Klassinen esimerkki luokittelusta on kurjenmiekkojen (iris) luokittelu kolmeen lajiin (setosa, versicolor, virginica) terä- (petal) ja verholehtien (sepal) koon mukaan. Seuraavassa käytän luokitteluun päätöspuuta.\n", "\n", "

Päästöspuu-menetelmän idea

\n", "\n", "Päätöspuumenetelmälle annetaan parametrina puun syvyys (kuinka monta haarautumista enimmillään?).\n", "\n", "Jokaisessa haarautumisessa algoritmi valitsee parhaiten erottelevan selittävän muuttujan ja siihen liittyvän rajakohdan.\n", "\n", "Gini = millä todennäköisyydellä tehdään väärä luokittelu? Toimivassa päätöspuussa on haarautumisten jälkeen vain pieniä gini-arvoja." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib as plt\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Esimerkkidata löytyy seaborn-kirjastosta:\n", "iris = sns.load_dataset('iris')\n", "iris.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Seaborn-kirjaston pairplot havainnollistaa hyvin lajin (species) riippuvuutta petal- ja sepal-mitoista:\n", "sns.pairplot(iris, hue = 'species')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Feature-matriisi on iris-data ilman species-muuttujaa:\n", "X = iris.drop('species', axis = 1)\n", "\n", "# Target on species (laji)\n", "y = iris['species']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# train_test_split jakaa datan opetusdataan ja testidataan (25 % datasta, jolloin toisin määrätä).\n", "# random_state määrittää satunnaislukugeneraattorin siemenluvun. Sama siemenluku takaa saman jaottelun\n", "# eri suorituskerroilla.\n", "\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state = 5)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Päätöspuumallin tuonti:\n", "from sklearn import tree\n", "\n", "# Parametrilla max_depth määrätään päätöspuun maksimi syvyys.\n", "malli = tree.DecisionTreeClassifier(max_depth = 4)\n", "malli.fit(X_train, y_train)\n", "\n", "# Mallin mukaisten ennusteiden laskeminen opetusdatalle ja testidatalle:\n", "y_train_malli = malli.predict(X_train)\n", "y_test_malli = malli.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9910714285714286\n" ] } ], "source": [ "# Oikeaan osuneiden ennusteiden osuus opetusdatassa:\n", "\n", "from sklearn.metrics import accuracy_score\n", "\n", "print(accuracy_score(y_train, y_train_malli))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9210526315789473\n" ] } ], "source": [ "# Oikeaan osuneiden ennusteiden osuus testidatassa:\n", "\n", "print(accuracy_score(y_test, y_test_malli))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[38 0 0]\n", " [ 0 36 0]\n", " [ 0 1 37]]\n" ] } ], "source": [ "# Confusion-matriisi opetusdatalle:\n", "\n", "from sklearn.metrics import confusion_matrix\n", "\n", "print(confusion_matrix(y_train, y_train_malli))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[12 0 0]\n", " [ 0 12 2]\n", " [ 0 1 11]]\n" ] } ], "source": [ "# Confusion-matriisi testidatalle:\n", "\n", "print(confusion_matrix(y_test, y_test_malli))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Päätäspuun graafista esittämistä varten tarvitset pydotplus pakettia, joita ei ole Anacondan vakioasennuksessa. Voit asentaa sen Anaconda Navigatorin kautta. Löydät sen valitsemalla Environments - Not Installed.\n", "\n", "Aikaisemmissa versiossa asennukseen liittyi monelaisia konekohtaisia ongelmia. Jos törmäät ongelmiin, niin lue\n", "https://github.com/ContinuumIO/anaconda-issues/issues/1666" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Seuraava edellyttää pydotplus-paketin asentamista\n", "import pydotplus \n", "from IPython.display import Image \n", "\n", "dot_data = tree.export_graphviz(malli, out_file = None, \n", " feature_names = X.columns,\n", " class_names = ['setosa', 'versicolor', 'virginica'],\n", " filled = True, rounded = True, special_characters = True) \n", "graph = pydotplus.graph_from_dot_data(dot_data) \n", "Image(graph.create_png())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ensimmäinen haarautuminen tehdään petal_length-muuttujan perusteella. Jos petal_length on pienempi tai yhtäsuuri kuin 2,45, niin havainto luokitellaan setosaksi (38 kpl, gini=0). Jäljelle jää 36 versicoloria ja 38 virginicaa (gini=0,5). Jos ajat koodin uudelleen, niin ensimmäinen haarautuminen voi toteutua myös petal_width-muuttujan perusteella, mutta johtaa samaan tulokseen.\n", "\n", "Seuraava jako tehdään petal_width-muuttujan arvon 1,75 kohdalta. Toiseen haaraan jää 36 versicoloria ja 3 virginicaa (gini=0,142) ja toiseen haaraan 35 virginicaa (gini=0) jne." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Päätöspuun kuvan voi tallentaa pdf-muodossa:\n", "graph.write_pdf(\"iris.pdf\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
05.03.51.50.3
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\n", "0 5.0 3.5 1.5 0.3\n", "1 8.1 3.3 6.5 1.9\n", "2 6.0 3.0 3.0 0.5" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Uusi data, jota ei ole valmiiksi luokiteltu:\n", "Xnew = pd.read_excel('http://taanila.fi/irisnew.xlsx')\n", "Xnew" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['setosa', 'virginica', 'versicolor'], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Luokittelu:\n", "malli.predict(Xnew)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 2 }