{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2024-04-02 / Aki Taanila\n" ] } ], "source": [ "from datetime import datetime\n", "print(f'Päivitetty {datetime.now().date()} / Aki Taanila')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Useamman selittäjän lineaarinen regressio" ] }, { "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", "sns.set_style('whitegrid')\n", "\n", "# Tuon lineaarisen regressiomallin\n", "from sklearn.linear_model import LinearRegression\n", "\n", "# Perinteisempään regressio-statistiikkaan tarvitsen statsmodels-kirjastoa\n", "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Datan tarkastelua" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nrorantapinta-alasähköhinta
013050095
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" ], "text/plain": [ " nro ranta pinta-ala sähkö hinta\n", "0 1 30 50 0 95\n", "1 2 35 42 0 95\n", "2 3 40 25 1 80\n", "3 4 50 30 1 100\n", "4 5 55 45 0 135\n", "5 6 60 24 1 100\n", "6 7 60 60 1 210\n", "7 8 70 34 1 160\n", "8 9 80 32 0 150\n", "9 10 85 28 0 150" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Avaan datan (kesämökkien hintoja tuhansina euroina)\n", "df = pd.read_excel('http://taanila.fi/mokki.xlsx')\n", "df" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Riippuvuuksien tarkastelua seaborn-kirjaston hajontakaavioina\n", "sns.pairplot(df, kind='reg')" ] }, { "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": [ "# Riippuvuuksien tarkastelua korrelaatiokertoimien avulla\n", "correlation_matrix = df.corr().round(2)\n", "sns.heatmap(data=correlation_matrix, annot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mallin sovittaminen" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Selittävät muuttujat\n", "X = df[['ranta', 'pinta-ala', 'sähkö']]\n", "\n", "# Ennustettava muuttuja\n", "y = df['hinta']" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "malli = LinearRegression().fit(X,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mallin tarkastelua" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1.9750098 , 2.77578415, 20.29877373])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malli.coef_ # regressiosuoran kulmakerroin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esimerkiksi rantaviivan kulmakertoimesta näemme: Jos muut tekijät pysyvät vakiona, niin 1 metri lisää rantaviivaa kasvattaa mallin mukaan hintaa noin 2 yksiköllä (2000 tuhatta euroa)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-96.94145434036429" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malli.intercept_ # regressiosuoran vakiotermi" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9819136190845802" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malli.score(X,y) # selityskerroin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Selityskertoimen mukaan noin 98 % hintojen vaihtelusta voidaan selittää selittävien muuttujien vaihtelulla." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Poikkeama todellisesta')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mallin virhetermit pistekaaviona\n", "plt.scatter(malli.predict(X), malli.predict(X) - y)\n", "\n", "# Vaakaviiva nollapoikkeaman kohdalle\n", "plt.hlines(y = 0, xmin = 50, xmax = 250)\n", "\n", "plt.xlabel('Ennuste')\n", "plt.ylabel('Poikkeama todellisesta')\n", "\n", "# On hyvä jos virheet vaihtelevat sattumanvaraisesti nollan molemmin puolin" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Ennuste')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Todellisen hinnan ja mallin antamien ennusteiden vastaavuus pistekaaviona\n", "plt.scatter(y, malli.predict(X))\n", "\n", "plt.xlabel('Todellinen hinta')\n", "plt.ylabel('Ennuste')\n", "\n", "# On hyvä jos pisteet seuraavat suoraa viivaa vasemmasta alakulmasta oikeaan yläkulmaan" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: hinta R-squared: 0.982\n", "Model: OLS Adj. R-squared: 0.973\n", "Method: Least Squares F-statistic: 108.6\n", "Date: Tue, 02 Apr 2024 Prob (F-statistic): 1.29e-05\n", "Time: 15:25:03 Log-Likelihood: -30.630\n", "No. Observations: 10 AIC: 69.26\n", "Df Residuals: 6 BIC: 70.47\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -96.9415 12.767 -7.593 0.000 -128.180 -65.702\n", "ranta 1.9750 0.128 15.470 0.000 1.663 2.287\n", "pinta-ala 2.7758 0.203 13.674 0.000 2.279 3.272\n", "sähkö 20.2988 4.348 4.668 0.003 9.660 30.938\n", "==============================================================================\n", "Omnibus: 0.493 Durbin-Watson: 1.969\n", "Prob(Omnibus): 0.782 Jarque-Bera (JB): 0.497\n", "Skew: -0.087 Prob(JB): 0.780\n", "Kurtosis: 1.922 Cond. No. 421.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\akita\\miniconda3\\Lib\\site-packages\\scipy\\stats\\_stats_py.py:1971: UserWarning: kurtosistest only valid for n>=20 ... continuing anyway, n=10\n", " k, _ = kurtosistest(a, axis)\n" ] } ], "source": [ "# Perinteisempi regressio-statistiikka statsmodels-kirjastosta\n", "\n", "# Seuraava rivi tarvitaan, jotta malliin lasketaan vakiotermi\n", "X = sm.add_constant(X)\n", "\n", "# Mallin sovitus (OLS = Ordinary Least Squares)\n", "malli_sm = sm.OLS(y, X).fit()\n", "\n", "print(malli_sm.summary())\n", "\n", "# Kannattaa tarkistaa selittäviin muuttujiin liittyvät p-arvot P>|t| -sarakkeesta\n", "# On hyvä jos p-arvot (sarake P>|t|) ovat pienempiä kuin 0.05" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ennustaminen mallin avulla" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rantapinta-alasähkö
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" ], "text/plain": [ " ranta pinta-ala sähkö\n", "0 100 90 1\n", "1 60 56 1\n", "2 30 25 0\n", "3 50 30 0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Avaan uuden datan, jossa samat muuttujat kuin selittävinä muuttujina\n", "Xuudet = pd.read_excel('http://taanila.fi/mokkinew.xlsx')\n", "Xuudet" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rantapinta-alasähköHintaennuste
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23025031.703444
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" ], "text/plain": [ " ranta pinta-ala sähkö Hintaennuste\n", "0 100 90 1 370.678873\n", "1 60 56 1 197.301820\n", "2 30 25 0 31.703444\n", "3 50 30 0 85.082560" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Hintaennusteet\n", "Xuudet['Hintaennuste'] = malli.predict(Xuudet)\n", "Xuudet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Lisätietoa

\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 }