{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2025-05-15 / Aki Taanila\n" ] } ], "source": [ "from datetime import datetime\n", "print(f'Päivitetty {datetime.now().date()} / Aki Taanila')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Korrelaatiokerroin ja hajontakaavio\n", "\n", "Määrällisten muuttujien välisiä riippuvuuksia selvitellään korrelaatiokertoimien ja hajontakaavioiden avulla." ] }, { "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", "# Korrelaation merkitsevyyden testaukseen\n", "from scipy.stats import pearsonr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nrotoimitusnopeushintatasojoustavuus hinnoissatoimittajan imagopalvelumyyntihenkilöstön imagotuotteiden laatuyleinen tyytyväisyys
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100 rows × 9 columns

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" ], "text/plain": [ " nro toimitusnopeus hintataso joustavuus hinnoissa toimittajan imago \\\n", "0 1 4.1 0.6 6.9 4.7 \n", "1 2 1.8 3.0 6.3 6.6 \n", "2 3 3.4 5.2 5.7 6.0 \n", "3 4 2.7 1.0 7.1 5.9 \n", "4 5 6.0 0.9 9.6 7.8 \n", ".. ... ... ... ... ... \n", "95 96 0.6 1.6 6.4 5.0 \n", "96 97 6.1 0.5 9.2 4.8 \n", "97 98 2.0 2.8 5.2 5.0 \n", "98 99 3.1 2.2 6.7 6.8 \n", "99 100 2.5 1.8 9.0 5.0 \n", "\n", " palvelu myyntihenkilöstön imago tuotteiden laatu yleinen tyytyväisyys \n", "0 2.4 2.3 5.2 4.2 \n", "1 2.5 4.0 8.4 4.3 \n", "2 4.3 2.7 8.2 5.2 \n", "3 1.8 2.3 7.8 3.9 \n", "4 3.4 4.6 4.5 6.8 \n", ".. ... ... ... ... \n", "95 0.7 2.1 8.4 3.4 \n", "96 3.3 2.8 7.1 5.2 \n", "97 2.4 2.7 8.4 3.7 \n", "98 2.6 2.9 8.4 4.3 \n", "99 2.2 3.0 6.0 4.4 \n", "\n", "[100 rows x 9 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Data, jossa yritysasiakkaiden mielikuvia tavarantoimittajayrityksestä\n", "# Mielikuvien asteikko: 0 = huono - 10 = erinomainen\n", "df = pd.read_excel('https://taanila.fi/data3.xlsx')\n", "df" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Pudotan nro-sarakkeen pois\n", "df = df.drop('nro', axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Korrelaatiokerroin\n", "\n", "Korrelaatiokerroin on tunnusluku, joka mittaa kahden muuttujan välistä riippuvuutta. Korrelaatiokerroin voi saada arvoja väliltä -1 - +1. Riippuvuus on sitä voimakkaampaa mitä kauempana korrelaatiokertoimen arvo on nollasta.\n", "\n", "Lisätietoa korrelaatiosta https://tilastoapu.wordpress.com/korrelaatio/" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "toimitusnopeus 0.650632\n", "hintataso 0.028395\n", "joustavuus hinnoissa 0.524814\n", "toimittajan imago 0.475934\n", "palvelu 0.631233\n", "myyntihenkilöstön imago 0.340909\n", "tuotteiden laatu -0.283340\n", "yleinen tyytyväisyys 1.000000\n", "Name: yleinen tyytyväisyys, dtype: float64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Korrelaatiokertoimet osatekijöiden ja yleisen tyytyväisyyden välillä\n", "df.corr()['yleinen tyytyväisyys']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yllä kaikkein voimakkain korrelaatio (0.65) on toimitusnopeuden ja yleisen tyytyväisyyden välillä. Heikointa korrelaatio (0.03) on hintatason ja yleisen tyytyväisyyden välillä." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hajontakaavio\n", "\n", "Hajontakaaviosta voin silmämäärin arvoida riippuvuuden voimakkuutta." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# kind-parametrin arvo 'reg' lisää mukaan trendiviivat\n", "sns.pairplot(df, y_vars='yleinen tyytyväisyys', kind='reg')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Yksittäisen muuttujaparin tarkastelu hajontakaaviona\n", "sns.jointplot(data=df, x='toimitusnopeus', y='yleinen tyytyväisyys', kind='reg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ovatko korrelaatiokertoimet tilastollisesti merkitseviä?\n", "\n", "Otoksessa havaitut korrelaatiokertoimet voivat olla liian lähellä nollaa, jotta niitä voisi yleistää laajempaan perusjoukkoon, josta otos on otettu. Kyseessä voi olla otantavirheen (sattuman) aiheuttama korrelaatio.\n", "\n", "Korrelaatiokerrointa sanotaan merkitseväksi, jos sen perusteella voidaan tehdä yleistys laajempaan perusjoukkoon, josta otos on otettu. Korrelaatiokertoimen merkitsevyyttä voit testata laskemalla niin kutsuttu **p-arvo**. Mitä pienempi p-arvo, sitä merkitsevämpi korrelaatio. Yleensä alle 0,05 (5 %) suuruisia p-arvoja pidetään osoituksena merkitsevästä korrelaatiosta.\n", "\n", "Korrelaatiokertoimeen liittyvän p-arvon voit laskea siihen tarkoitetulla testillä (**pearsonr**).\n", "\n", "Jos tarkasteltavissa muuttujissa on tekstimuotoisia muuttujia tai jos muuttujat sisältävät puuttuvia arvoja, niin korrelaatiokertoimeen liittyvän p-arvon laskenta ei onnistu. Poista tekstimuotoiset muuttujat ja puuttuvia arvoja sisältävät rivit ennen pearsonr-funktion käyttöä.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "toimitusnopeus PearsonRResult(statistic=np.float64(0.6506323301389189), pvalue=np.float64(2.354357209803406e-13))\n", "hintataso PearsonRResult(statistic=np.float64(0.02839466588051024), pvalue=np.float64(0.7791450989655321))\n", "joustavuus hinnoissa PearsonRResult(statistic=np.float64(0.5248141510750396), pvalue=np.float64(2.0815396346393017e-08))\n", "toimittajan imago PearsonRResult(statistic=np.float64(0.47593383142600115), pvalue=np.float64(5.599028749180135e-07))\n", "palvelu PearsonRResult(statistic=np.float64(0.6312329016419479), pvalue=np.float64(1.9179520742320907e-12))\n", "myyntihenkilöstön imago PearsonRResult(statistic=np.float64(0.3409093027606839), pvalue=np.float64(0.0005188847493396749))\n", "tuotteiden laatu PearsonRResult(statistic=np.float64(-0.28333980318451), pvalue=np.float64(0.004282584841192028))\n", "yleinen tyytyväisyys PearsonRResult(statistic=np.float64(0.9999999999999996), pvalue=np.float64(0.0))\n" ] } ], "source": [ "for muuttuja in df:\n", " # poistetaan puuttuvia arvoja sisältävät rivit\n", " df_dropna = df.dropna(subset=[muuttuja, 'yleinen tyytyväisyys'])\n", " print(muuttuja, pearsonr(df_dropna['yleinen tyytyväisyys'], df_dropna[muuttuja])) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seuraavassa sama hieman selkeämmällä tulostuksella muotoilukoodeja käyttäen:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "toimitusnopeus r = 0.651, p = 0.000\n", "hintataso r = 0.028, p = 0.779\n", "joustavuus hinnoissa r = 0.525, p = 0.000\n", "toimittajan imago r = 0.476, p = 0.000\n", "palvelu r = 0.631, p = 0.000\n", "myyntihenkilöstön imago r = 0.341, p = 0.001\n", "tuotteiden laatu r = -0.283, p = 0.004\n", "yleinen tyytyväisyys r = 1.000, p = 0.000\n" ] } ], "source": [ "for muuttuja in df:\n", " df_dropna = df.dropna(subset=[muuttuja, 'yleinen tyytyväisyys'])\n", " r, p = pearsonr(df_dropna['yleinen tyytyväisyys'], df_dropna[muuttuja])\n", " \n", " # Muuttujan nimi vasemmalle tasattuna 25 merkin tilaan\n", " # r oikealle tasattuna 6 merkin tilaan kolmella desimaalilla\n", " print(f'{muuttuja:<25} r = {r:>6.3f}, p = {p:.3f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Edellä on tarkasteltu eri osatekijöiden korrelaatiota yleisen tyytyväisyyden kanssa. Pearsonr palauttaa kaksi arvoa: korrelaatiokertoimen (r) ja p-arvon.\n", "\n", "Lasketun mukaan tilastollisesti merkitsevästi yleisen tyytyväisyyden kanssa korreloivat kaikki muut paitsi hintataso." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lisätietoa\n", "\n", "- Tietoa korrelaatiokertoimen testauksesta\n", "https://tilastoapu.wordpress.com/2011/11/01/10-korrelaatio-ja-sen-merkitsevyys/\n", "\n", "- Lisätietoa p-arvoista\n", "https://tilastoapu.wordpress.com/2012/02/14/p-arvo/\n", "\n", "- p-arvoja Pythonilla eri testaustilanteisiin\n", "https://nbviewer.jupyter.org/github/taanila/selittava/blob/main/p.ipynb\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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 4 }