{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2023-04-30 / 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", "\n", "# Korrelaation merkitsevyyden testaukseen\n", "from scipy.stats import pearsonr \n", "\n", "sns.set_style('whitegrid')" ] }, { "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=0.6506323301389191, pvalue=2.3543572098032855e-13)\n", "hintataso PearsonRResult(statistic=0.028394665880510234, pvalue=0.7791450989655321)\n", "joustavuus hinnoissa PearsonRResult(statistic=0.5248141510750397, pvalue=2.0815396346393017e-08)\n", "toimittajan imago PearsonRResult(statistic=0.4759338314260012, pvalue=5.599028749180132e-07)\n", "palvelu PearsonRResult(statistic=0.631232901641948, pvalue=1.9179520742320907e-12)\n", "myyntihenkilöstön imago PearsonRResult(statistic=0.3409093027606839, pvalue=0.0005188847493396749)\n", "tuotteiden laatu PearsonRResult(statistic=-0.28333980318451, pvalue=0.004282584841192028)\n", "yleinen tyytyväisyys PearsonRResult(statistic=1.0, pvalue=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", " 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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }