{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2024-04-04 / Aki Taanila\n" ] } ], "source": [ "from datetime import datetime\n", "print(f'Päivitetty {datetime.now().date()} / Aki Taanila')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Ensimmäinen esimerkki luokittelusta

\n", "\n", "Tästä muistiosta opit luokittelumallien opettamiseen liittyviä perustekniikoita, jotka toistuvat samankaltaisina aina luokittelumalleja opetettaessa:\n", "\n", "* Selittävien muuttujien arvojen (**X**) ja kohdemuuttujan arvojen (**y**) määrittely.\n", "* **Testidata**n erottaminen opetusdatasta.\n", "* Mallin opettaminen/sovittaminen **fit**-funtiolla.\n", "* Mallin **tarkkuus** opetusdatalle ja testidatalle.\n", "* Mallin antamien ennusteiden tarkastelu **sekaannusmatriisi**na opetusdatalle ja testidatalle.\n", "* Mallin **ennusteet** täysin uudelle datalle.\n", "\n", "Kurjenmiekkojen (iris) luokittelu on klassinen esimerkki, joka usein otetaan ensimmäisenä esimerkkinä luokittelumalleista.\n", "\n", "Tässä opetan mallin erottelemaan kurjenmiekan lajikkeita (setosa, versicolor ja virginica) toisistaan verholehtien (sepal) ja terälehtien (petal) pituuksien ja leveyksien perusteella.\n", "\n", "Tässä käytän mallina **päätöspuuta** (decision tree), jonka rakenteen voin esittää havainnollisena kaaviona. Parempiakin malleja löytyy, mutta käytän tarkoituksella tässä ensimmäisessä esimerkissä mallia, jota voin havainnollistaa kaaviona." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "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", "# Käytän luokittelumallina päätöspuuta (DecisionTreeClassifier), plot_tree osaa piirtää päätöspuun\n", "from sklearn.tree import DecisionTreeClassifier, plot_tree\n", "\n", "# Sekaannusmatriisin näyttämiseen\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Datan tarkastelua" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 150 entries, 0 to 149\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 sepal_length 150 non-null float64\n", " 1 sepal_width 150 non-null float64\n", " 2 petal_length 150 non-null float64\n", " 3 petal_width 150 non-null float64\n", " 4 species 150 non-null object \n", "dtypes: float64(4), object(1)\n", "memory usage: 6.0+ KB\n" ] } ], "source": [ "# Lataan datan seaborn-kirjastosta\n", "df = sns.load_dataset('iris')\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 4, "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
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
\n", "

150 rows × 5 columns

\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\n", ".. ... ... ... ... ...\n", "145 6.7 3.0 5.2 2.3 virginica\n", "146 6.3 2.5 5.0 1.9 virginica\n", "147 6.5 3.0 5.2 2.0 virginica\n", "148 6.2 3.4 5.4 2.3 virginica\n", "149 5.9 3.0 5.1 1.8 virginica\n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Parittaiset hajontakaaviot, joissa eri lajikkeet (species) eri väreillä\n", "sns.pairplot(df, hue='species')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hajontakaavioiden perusteella setosat ovat helposti eroteltavissa, mutta versicolor ja virginica menevät jossain määrin päällekkäin. Erityisesti terälehden pituus ja leveys (petal_length ja petal_width) näyttäisivät erottelevan lajikkeita hyvin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mallin sovitus\n", "\n", "Mallin opettamiseen tarvitaan selittävien muuttujien arvot ja kohdemuuttujan (ennustettava muuttuja) arvot. Tässä verholehtien ja terälehtien mitat ovat selittäviä muuttujia ja kurjenmiekan lajike on kohdemuuttuja.\n", "\n", "On tärkeää erottaa osa opetusdatasta testidataksi. Opetusdataa käyttäen malli opetetaan ja testidataa käyttäen varmistetaan mallin toimivuus datalla, jota ei käytetty opettamiseen.\n", "\n", "Jako opetus- ja testidataan tapahtuu sattumanvaraisesti, joten eri suorituskerroilla saan erilaisia jakoja. Koska eri suorituskerroilla on erilaisia opetusdatoja, niin mallikin voi hieman vaihdella suorituskerroittain. Tässä annan **random_state**-parametrille kiinteän arvon, jonka seurauksena jako tehdään jokaisella suorituskerralla samalla tavalla." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Selittävät muuttujat\n", "X = df.drop('species', axis=1)\n", "\n", "# Kohdemuuttuja\n", "y = df['species']\n", "\n", "# Datan 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": [ "Päätöspuu kuten muutkin sklearn-kirjaston mallit opetetaan **fit**-funktiolla, jolle annetaan parametreina opetusdatan selittävien muuttujien arvot ja kohdemuuttujan arvot.\n", "\n", "Opetettavalle mallille voidaan määrittää niin kutsuttuja hyperparametreja. Tässä määritän päätöspuun maksimi syvyyden eli haarautumisten määrän (**max_depth**). Voit kokeilla muitakin arvoja. Mallin opettamiseen liittyy sattumanvaraisuutta, joten eri suorituskerroilla voidaan saada toisistaan poikkeavia päätöspuita. Kiinteä arvo **random_state**-parametrille takaa että eri suorituskerroilla saadaan samanlainen päätöspuu." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
DecisionTreeClassifier(max_depth=3, random_state=2)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "DecisionTreeClassifier(max_depth=3, random_state=2)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Mallin sovitus (opettaminen)\n", "malli = DecisionTreeClassifier(max_depth=3, random_state=2)\n", "malli.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mallin arviointia" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mallin tarkkuus opetusdatassa kasvaa haarautumisten lisääntyessä, mutta samalla kasvaa ylisovituksen riski. Jos mallin tarkkuus opetusdatassa on selvästi suurempi kuin testidatassa, niin tämä kertoo ylisovituksesta.\n", "\n", "Tässä opetusdatan ja testidatan tarkkuudet ovat lähellä toisiaan, joten päätöspuun syvyys 3 oli hyvä valinta." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mallin tarkkuus opetusdatassa 0.982\n", "Mallin tarkkuus testidatassa 0.974\n" ] } ], "source": [ "print(f'Mallin tarkkuus opetusdatassa {malli.score(X_train, y_train):.3f}')\n", "print(f'Mallin tarkkuus testidatassa {malli.score(X_test, y_test):.3f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Edellä käytetään tarkkuuden esittämiseen muotoiltua merkkijonoa. Muotoiltua merkkijonoa edeltää **f**. Muotoiltuun merkkijonoon voin lisätä muuttujan arvon aaltosulkujen sisään ja voin samalla antaa muotoiluohjeen. Tässä muotoiluohje **:.3f** muotoilee desimaaliluvun kolmen desimaalin tarkkuuteen.\n", "\n", "Mallin antamia ennusteita päästään tarkastelemaan **sekaannusmatriisin** (confusion matrix) avulla." ] }, { "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sekaannus-matriisi opetusdatalle\n", "\n", "# Mallin antamat ennusteet opetusdatalle\n", "y_train_malli = malli.predict(X_train)\n", "\n", "cm = confusion_matrix(y_train, y_train_malli)\n", "ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['setosa', 'versicolor', 'virginica']).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* jokainen opetusdatan 34 setosasta ennustetaan oikein setosaksi.\n", "* opetusdatan 39 versicolorista 37 ennustetaan oikein versicoloriksi ja 2 ennustetaan virheellisesti virginicaksi.\n", "* jokainen opetusdatan 39 virginista ennustetaan oikein virginaksi.\n", "\n", "Opetusdatan sekaannusmatriisi ei sellaisenaan kerro, toimiiko malli myös opetusdatan ulkopuolella (ylisovittamisen takia opetusdatasssa hyvin toimiva malli ei välttämättä toimi opetusdatan ulkopuolella).\n", "Testidatan sekaannusmatriisista nähdään toimiiko opetettu malli myös opetukseen käytetyn datan ulkopuolella." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sekaannus-matriisi testidatalle\n", "\n", "# Mallin antamat ennusteet testidatalle\n", "y_test_malli = malli.predict(X_test)\n", "\n", "cm = confusion_matrix(y_test, y_test_malli)\n", "ConfusionMatrixDisplay(confusion_matrix=cm, display_labels = ['setosa', 'versicolor', 'virginica']).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Testidatassa malli ennustaa yhden versicolorin virheellisesti virginicaksi." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0.375, 0.875, 'petal_width <= 0.8\\ngini = 0.665\\nsamples = 112\\nvalue = [34, 39, 39]'),\n", " Text(0.25, 0.625, 'gini = 0.0\\nsamples = 34\\nvalue = [34, 0, 0]'),\n", " Text(0.5, 0.625, 'petal_width <= 1.65\\ngini = 0.5\\nsamples = 78\\nvalue = [0, 39, 39]'),\n", " Text(0.25, 0.375, 'petal_length <= 4.95\\ngini = 0.136\\nsamples = 41\\nvalue = [0, 38, 3]'),\n", " Text(0.125, 0.125, 'gini = 0.0\\nsamples = 37\\nvalue = [0, 37, 0]'),\n", " Text(0.375, 0.125, 'gini = 0.375\\nsamples = 4\\nvalue = [0, 1, 3]'),\n", " Text(0.75, 0.375, 'petal_length <= 4.85\\ngini = 0.053\\nsamples = 37\\nvalue = [0, 1, 36]'),\n", " Text(0.625, 0.125, 'gini = 0.444\\nsamples = 3\\nvalue = [0, 1, 2]'),\n", " Text(0.875, 0.125, 'gini = 0.0\\nsamples = 34\\nvalue = [0, 0, 34]')]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Päätöspuumallin opetusdatassa voin havainnollistaa kaaviona\n", "plt.figure(figsize=(10, 6))\n", "plot_tree(decision_tree=malli, \n", " feature_names=['sepal_length', 'sepal_width', 'petal_length', 'petal_width'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Selitystä\n", "\n", "Opetusdatassa on 34 setosaa, 39 versicoloria ja 39 virginicaa.\n", "\n", "Ensimmäisessä haarautumisessa päätössääntönä on **petal_width <= 0.8**, jonka perusteella saadaan eroteltua kaikki setosa-lajikkeeseen kuuluvat omaan haaraansa.\n", "\n", "Ensimmäisessä vaiheessa **gini** = (34/112)^2 + (39/112)^2 + (39/112)^2 (todennäköisyyksien neliöiden summa). Ginin arvosta voidaan johtaa **gini impurity**:\n", "\n", "**gini impurity** = 1 - gini = 0.665. \n", "\n", "Harhaanjohtavasti kaaviossa käytetään nimitystä **gini** vaikka kyseessä on **gini impurity**. Päätöspuu-algoritmi määrittää haarautumiskohdat siten että päästään mahdollisimman pieniin gini impurity -arvoihin. \n", "\n", "Jos en käytä mallin sovituksessa kiinteää **random_state**-parametrin arvoa, niin eri suorituskerroilla päätöspuussa voi olla toisistaan poikkeavia päätössääntöjä." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mallin käyttö ennustamiseen" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
05.03.51.50.3
18.13.36.51.9
26.03.03.00.5
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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": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Avaan uuden datan, jossa lajikkeet (species) eivät ole tiedossa\n", "# Datassa täytyy olla samat selittävät muuttujat kuin mallia sovitettaessa\n", "Xnew = pd.read_excel('https://taanila.fi/irisnew.xlsx')\n", "Xnew" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ennusteet voin laskea **predict**-funktiolla.\n", "\n", "Todennäköisyydet voin laskea **predict_proba**-funktiolla. Funktio palautta todennäköisyyden jokaiselle kategorialla (tässä kolmelle lajikkeelle)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthennustetn_setosatn_versicolortn_virginica
05.03.51.50.3setosa1.00.00.0
18.13.36.51.9virginica0.00.01.0
26.03.03.00.5setosa1.00.00.0
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width ennuste tn_setosa \\\n", "0 5.0 3.5 1.5 0.3 setosa 1.0 \n", "1 8.1 3.3 6.5 1.9 virginica 0.0 \n", "2 6.0 3.0 3.0 0.5 setosa 1.0 \n", "\n", " tn_versicolor tn_virginica \n", "0 0.0 0.0 \n", "1 0.0 1.0 \n", "2 0.0 0.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lasken ennusteet\n", "ennuste = malli.predict(Xnew)\n", "\n", "# Lasken todennäköisyydet\n", "todnak = malli.predict_proba(Xnew).round(2)\n", "\n", "# Lisään ennusteet ja todennäköisyydet dataan\n", "Xnew['ennuste'] = ennuste\n", "Xnew[['tn_setosa', 'tn_versicolor', 'tn_virginica']] = todnak\n", "Xnew" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ensimmäisen ja viimeinen ennustetaan setosaksi, toinen virginicaksi. Tässä ennusteet olivat lähes varmoja (todennäköisyys 1 eli 100 %)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lisätietoa\n", "\n", "Päätöspuu sklearn-kirjaston käyttöoppaassa: https://scikit-learn.org/stable/modules/tree.html#tree\n", "\n", "Päätöspuun dokumentaatio sklearn-kirjastossa: https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html\n", "\n", "Data-analytiikka Pythonilla: https://tilastoapu.wordpress.com/python/" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 4 }