{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "db1faab3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2023-12-11 / Aki Taanila\n" ] } ], "source": [ "from datetime import datetime\n", "print(f'Päivitetty {datetime.now().date()} / Aki Taanila')" ] }, { "cell_type": "markdown", "id": "e4b6bd8e", "metadata": {}, "source": [ "# Selittävä analytiikka - parhaat käytänteet\n", "\n", "Oletan, että muistion https://nbviewer.org/github/taanila/kuvaileva/blob/main/kuvaileva.ipynb sisältö on lukijalle tuttu.\n", "\n", "Menetelmät:\n", "\n", "* kategoriset muuttujat -> **ristiintaulukointi**\n", "* kategorinen ja määrällinen muuttuja -> määrällisen muuttujan **luokittelu** ja sen jälkeen **ristiintaulukointi**\n", "* kategorinen ja määrällinen muuttuja -> **tilastolliset tunnusluvut** kategorisen muuttujan määräämissä ryhmissä\n", "* määrälliset muuttujat -> **hajontakaavio** ja **korrelaatiokerroin**.\n", "\n", "Tässä muistiossa käytän laskentaan seuraavia funktioita:\n", "\n", "* **crosstab** ristiintaulukointiin\n", "* **cut** määrällisen muuttujan luokitteluun\n", "* **groupby** ryhmittelyyn\n", "* **describe** tilastollisten tunnuslukujen laskentaan\n", "* **dropna** puuttuvia arvoja sisältävien rivien poistamiseen\n", "* **corr** korrelaatiokertoimen laskemiseen.\n", "\n", "Tässä muistiossa käytän seuraavia funktioita kaavioiden luontiin:\n", "\n", "* **plot(kind='bar')** pystypylväskaavio\n", "* **plot(kind='barh')** vaakapylväskaavio \n", "* **histplot** seaborn-kirjaston histogrammi, joka esittää luokitellun jakauman\n", "* **barplot** seaborn-kirjaston pylväskaavio, joka esittää oletuksena keskiarvot\n", "* **boxplot** seaborn-kirjaston boxplot, joka esittää viiden luvun yhteenvedon\n", "* **scatterplot** seaborn-kirjaston hajontakaavio\n", "* **jointplot** seaborn-kirjaston hajontakaavio terästettynä reunajakaumilla\n", "\n", "\n", "* **heatmap** seaborn-kirjaston värikartta korrelaatioiden visualisointiin\n", "* **pairplot** seaborn-kirjaston usean hajontakaavion kokoelma\n", "\n", "\n", "* **displot** seaborn-kirjaston usean kaavion kokoelma (histplot)\n", "* **catplot** seaborn-kirjaston usean kaavion kokoelma (countplot, barplot, boxplot)\n", "* **relplot** seaborn-kirjaston usean kaavion kokoelma (scatterplot).\n", "\n", "Tilastollisella merkitsevyystestauksella testaan onko otoksessa havaittu ero/riippuvuus tilastollisesti merkitsevää (yleistettävissä otoksesta laajempaan joukkoon, josta otos on poimittu). Tilastollisiin merkitsevyyden testauksiin käytän:\n", "\n", "* **chi2_contingency** khiin neliö -testi ristiintaulukoinnin testaamiseen\n", "* **ttest_ind** riippumattomien otosten t-testi kahden ryhmän keskiarvojen vertaamiseen\n", "* **f_oneway** F-testi useamman ryhmän keskiarvojen vertaamiseen\n", "* **pearsonr** korrelaatiokertoimen testaamiseen\n", "\n", "Jos merkitsevyystestaus tuntuu käsittämättömältä, niin lue artikkelini p-arvosta https://tilastoapu.wordpress.com/2012/02/14/p-arvo/\n", "\n", "\n", "## Alkuvalmistelut" ] }, { "cell_type": "code", "execution_count": 2, "id": "4627deb2", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "\n", "# Merkitsevyystestaukseen\n", "from scipy.stats import chi2_contingency, ttest_ind, f_oneway, pearsonr\n", "\n", "# Kaavioiden prosenttiakselin muotoiluun\n", "from matplotlib.ticker import PercentFormatter\n", "ticks = PercentFormatter(xmax=100, decimals=0, symbol=' %')" ] }, { "cell_type": "code", "execution_count": 3, "id": "cc62f83d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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82 rows × 16 columns

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" ], "text/plain": [ " nro sukup ikä perhe koulutus palveluv palkka johto työtov työymp \\\n", "0 1 1 38 1 1.0 22.0 3587 3 3.0 3 \n", "1 2 1 29 2 2.0 10.0 2963 1 5.0 2 \n", "2 3 1 30 1 1.0 7.0 1989 3 4.0 1 \n", "3 4 1 36 2 1.0 14.0 2144 3 3.0 3 \n", "4 5 1 24 1 2.0 4.0 2183 2 3.0 2 \n", ".. ... ... ... ... ... ... ... ... ... ... \n", "77 78 1 22 1 3.0 0.0 1598 4 4.0 4 \n", "78 79 1 33 1 1.0 2.0 1638 1 3.0 2 \n", "79 80 1 27 1 2.0 7.0 2612 3 4.0 3 \n", "80 81 1 35 2 2.0 16.0 2808 3 4.0 3 \n", "81 82 2 35 2 3.0 15.0 2183 3 4.0 4 \n", "\n", " palkkat työteht työterv lomaosa kuntosa hieroja \n", "0 3 3 NaN NaN NaN NaN \n", "1 1 3 NaN NaN NaN NaN \n", "2 1 3 1.0 NaN NaN NaN \n", "3 3 3 1.0 NaN NaN NaN \n", "4 1 2 1.0 NaN NaN NaN \n", ".. ... ... ... ... ... ... \n", "77 3 4 NaN 1.0 1.0 NaN \n", "78 1 2 1.0 NaN NaN NaN \n", "79 3 3 1.0 NaN 1.0 NaN \n", "80 3 3 NaN NaN NaN NaN \n", "81 3 4 1.0 NaN NaN NaN \n", "\n", "[82 rows x 16 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_excel('https://taanila.fi/data1.xlsx')\n", "\n", "# Muuttujien tekstimuotoisia arvoja\n", "sukup = ['mies', 'nainen']\n", "koulutus = ['peruskoulu', '2. aste', 'korkeakoulu', 'ylempi korkeakoulu']\n", "tyytyväisyys = ['erittäin tyytymätön', 'tyytymätön', 'siltä väliltä', 'tyytyväinen', 'erittäin tyytyväinen']\n", "\n", "# Luokkarajat iän luokitteluun\n", "bins = [20, 30, 40, 50, 60, 70]\n", "\n", "df" ] }, { "cell_type": "markdown", "id": "9dafe8f6", "metadata": {}, "source": [ "## Ristiintaulukointi (kategoriset muuttujat)" ] }, { "cell_type": "code", "execution_count": 4, "id": "8875fe74", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
miesnainen
tyytyväisyys johtoon
erittäin tyytymätön70
tyytymätön151
siltä väliltä237
tyytyväinen158
erittäin tyytyväinen33
\n", "
" ], "text/plain": [ " mies nainen\n", "tyytyväisyys johtoon \n", "erittäin tyytymätön 7 0\n", "tyytymätön 15 1\n", "siltä väliltä 23 7\n", "tyytyväinen 15 8\n", "erittäin tyytyväinen 3 3" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ristiintaulukointi lukumäärinä\n", "df1 = pd.crosstab(df['johto'], df['sukup'])\n", "\n", "df1.index = tyytyväisyys\n", "df1.index.name = 'tyytyväisyys johtoon'\n", "df1.columns = sukup\n", "df1" ] }, { "cell_type": "markdown", "id": "e9bee980", "metadata": {}, "source": [ "### Khiin neliö -testi\n", "\n", "https://docs.scipy.org/doc//scipy-1.2.1/reference/generated/scipy.stats.chi2_contingency.html" ] }, { "cell_type": "code", "execution_count": 5, "id": "4329bb0c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "p-arvo 0.065\n" ] } ], "source": [ "# khiin neliö -testi lasketaan aina lukumäärätaulukosta!\n", "p = chi2_contingency(df1)[1]\n", "print(f'p-arvo {p:.3f}')" ] }, { "cell_type": "markdown", "id": "336df3b5", "metadata": {}, "source": [ "Khiin neliö -testin p-arvo on 0.065, joten riippuvuus ei ole merkitsevää." ] }, { "cell_type": "code", "execution_count": 6, "id": "122c27e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ristiintaulukointi pylväinä\n", "df1.plot(kind='bar', width=0.8, rot=45)\n", "\n", "plt.ylabel('lukumäärä')\n", "plt.grid(axis='x')" ] }, { "cell_type": "code", "execution_count": 7, "id": "4cb3d1b1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 mies, n = 63nainen, n = 19
tyytyväisyys johtoon  
erittäin tyytymätön11.1 %0.0 %
tyytymätön23.8 %5.3 %
siltä väliltä36.5 %36.8 %
tyytyväinen23.8 %42.1 %
erittäin tyytyväinen4.8 %15.8 %
\n" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ristiintaulukointi prosentteina (mieti tarkkaan, haluatko prosentit sarakkeiden summista vai rivien summista!)\n", "df2 = pd.crosstab(df['johto'], df['sukup'], normalize='columns')*100\n", "\n", "df2.index = tyytyväisyys\n", "df2.index.name = 'tyytyväisyys johtoon'\n", "df2.columns = sukup\n", "\n", "# Lukumäärätaulukosta (df1) n-arvot sarakeotsikoihin\n", "for sarake in df2.columns:\n", " df2 = df2.rename(columns={sarake:f'{sarake}, n = {df1[sarake].sum()}'})\n", "\n", "# Ulkoasun viimeistely\n", "df2.style.format('{:.1f} %').background_gradient(cmap='Reds')" ] }, { "cell_type": "markdown", "id": "06c55d9e", "metadata": {}, "source": [ "Värikarttoja https://matplotlib.org/stable/tutorials/colors/colormaps.html" ] }, { "cell_type": "code", "execution_count": 8, "id": "ea60ebc3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Edellinen 100 % pinottuina vaakapylväinä\n", "# T vaihtaa taulukon rivit ja sarakkeet (kaavion arvosarjat ja kategoriat) päittäin\n", "# alpha-parametrilla hieman läpinäkyvyyttä väreihin\n", "df2.T.plot(kind='barh', stacked=True, width=0.8, cmap='Reds', alpha=0.8, figsize=(6, 3))\n", "\n", "plt.xlabel('Prosenttia sukupuolesta')\n", "plt.grid(axis='y')\n", "plt.gca().xaxis.set_major_formatter(ticks) # x-akselin prosenttimuotoilu\n", "plt.legend(loc=(1, 0.5)) # Selitteen sijoittelu" ] }, { "cell_type": "markdown", "id": "e4d7fb85", "metadata": {}, "source": [ "Usean kaavion kokonaisuuksia saan seabornin **catplot** toiminnolla (countplot). Usean kaavion kokonaisuuksien hienosäätö vaatii jonkin verran perehtymistä.\n", "\n", "kind-parametrin arvo **count** tarkoittaa countplot-kaaviolajia.\n", "\n", "catplotin kuten muidenkin yhdistelmäkaavioiden koon määrittämiseen käytetään **height**- ja **aspect**-parametreja (kokeile eri arvoja)." ] }, { "cell_type": "code", "execution_count": 9, "id": "85611579", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Koulutuksen jakauma sukupuolen ja perhesuhteen mukaan\n", "g = sns.catplot(data=df, x='koulutus', col='perhe', row='sukup', kind='count', \n", " height=3, aspect=1.5)\n", "\n", "g.set_xticklabels(koulutus)\n", "g.set_ylabels('lukumäärä')\n", "\n", "# Seuraavassa määritän kaavioiden otsikot\n", "titles = ['mies, perheetön','mies, perheellinen', 'nainen, perheetön', 'mies, perheellinen']\n", "for ax, title in zip(g.axes.flatten(), titles):\n", " ax.set_title(title)" ] }, { "cell_type": "markdown", "id": "50e85343", "metadata": {}, "source": [ "## Ristiintaulukointi (kategorinen ja määrällinen muuttuja)\n", "\n", "Ennen ristiintaulukointia määrällinen muuttuja täytyy luokitella." ] }, { "cell_type": "code", "execution_count": 10, "id": "773e1d65", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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miesnainen
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" ], "text/plain": [ " mies nainen\n", "ikäluokka \n", "[20, 30) 16 1\n", "[30, 40) 23 7\n", "[40, 50) 16 7\n", "[50, 60) 7 4\n", "[60, 70) 1 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Iän luokittelu\n", "df['ikäluokka'] = pd.cut(df['ikä'], bins=bins, right=False)\n", "\n", "df3 = pd.crosstab(df['ikäluokka'], df['sukup'])\n", "df3.columns = sukup\n", "df3" ] }, { "cell_type": "markdown", "id": "461f1885", "metadata": {}, "source": [ "Usean kaavion kokonaisuuksia saan seabornin **displot** toiminnoilla (histplot). Usean kaavion kokonaisuuksien hienosäätö vaatii jonkin verran perehtymistä.\n", "\n", "Kind-parametrin arvo **hist** tarkoittaa histplot-kaaviolajia." ] }, { "cell_type": "code", "execution_count": 11, "id": "c5b533c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ikäjakauma sukupuolen mukaan\n", "g = sns.displot(data=df, x='ikä', col='sukup', kind='hist', bins=bins, height=3, aspect=1)\n", "\n", "g.set_ylabels('lukumäärä')\n", "\n", "# Kaavioiden otsikot sukup-listasta\n", "for ax, title in zip(g.axes.flatten(), sukup):\n", " ax.set_title(title)" ] }, { "cell_type": "markdown", "id": "b26b306a", "metadata": {}, "source": [ "## Tilastollisia tunnuslukuja (kategorinen ja määrällinen muuttuja)" ] }, { "cell_type": "code", "execution_count": 12, "id": "816bafe5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 countmeanstdmin25%50%75%max
peruskoulu27231047316382008214425343587
2. aste30240353415212008237827293510
korkeakoulu222887110815592222271029256278
ylempi korkeakoulu2514711050695108514751865225
\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Palkan tunnusluvut koulutuksen mukaan\n", "df4 = df.groupby('koulutus')['palkka'].describe()\n", "\n", "df4.index = koulutus\n", "\n", "df4.style.format('{:.0f}')" ] }, { "cell_type": "code", "execution_count": 13, "id": "9f572998", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'palkkakeskiarvo')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Palkkakeskiarvot koulutuksen mukaan; näkyvillä myös virhemarginaalit (musta viiva)\n", "sns.barplot(data=df, x='koulutus', y='palkka')\n", "\n", "# Pientä kikkailua n-arvojen saamiseksi kaavioon\n", "n_koulutus = []\n", "for i in range(4):\n", " # \\n on rivinvaihdon merkki \n", " n_koulutus.append(f'{koulutus[i]}\\n n = {int(df4.iloc[i, 0])}')\n", "plt.xticks(ticks=[0, 1, 2, 3], labels=n_koulutus)\n", "\n", "plt.ylabel('palkkakeskiarvo')" ] }, { "cell_type": "code", "execution_count": 14, "id": "cf97b14b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Palkkakeskiarvot koulutuksen ja sukupuolen mukaan\n", "ax = sns.barplot(data=df, x='koulutus', y='palkka', hue='sukup')\n", "\n", "plt.xticks(ticks=[0, 1, 2, 3], labels=koulutus)\n", "plt.ylabel('Palkkakeskiarvo')\n", "\n", "# Selitteeseen tekstimuotoiset nimet\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles, sukup)" ] }, { "cell_type": "code", "execution_count": 15, "id": "934f37fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([,\n", " ,\n", " ,\n", " ],\n", " [Text(0, 0, 'peruskoulu\\n n = 27'),\n", " Text(1, 0, '2. aste\\n n = 30'),\n", " Text(2, 0, 'korkeakoulu\\n n = 22'),\n", " Text(3, 0, 'ylempi korkeakoulu\\n n = 2')])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Palkka koulutuksen mukaan boxplottina\n", "\n", "sns.boxplot(data=df, x='koulutus', y='palkka')\n", "\n", "# n_koulutus-lista määritelty edellä palkkakeskiarvoja kuvaavan barplotin yhteydessä\n", "plt.xticks(ticks=[0, 1, 2, 3], labels=n_koulutus)" ] }, { "cell_type": "code", "execution_count": 16, "id": "90f34d19", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Palkka koulutuksen ja sukupuolen mukaan\n", "\n", "ax = sns.boxplot(data=df, x='koulutus', y='palkka', hue='sukup')\n", "\n", "plt.xticks(ticks=[0, 1, 2, 3], labels=koulutus)\n", "\n", "handles, _ = ax.get_legend_handles_labels()\n", "ax.legend(handles, sukup)" ] }, { "cell_type": "markdown", "id": "b39e571a", "metadata": {}, "source": [ "Usean kaavion kokonaisuuksia saan seabornin **catplot**-toiminnolla (barplot, boxplot)." ] }, { "cell_type": "code", "execution_count": 17, "id": "a27bc679", "metadata": {}, "outputs": [ { "data": { "image/png": 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z13pbiYiIaNX69AfAPRntDQ4PTmvXrlWnTp00ffr0ZmMmk0lVVVU2y+rq6uTn52cdr6urazZuNputTfbaBnz1+kaFhYW1+l0pAOOqq6ttboeFhcnf399J1fw0+gNwa3N4cNq5c6fOnTun4cOHS5I1CH344Yd6/vnnlZ2dbXP/4uJihYSESJJCQkJUVFTUbHzMmDEKCAhQz549VVxcbD1cV1ZWpoqKimaH/27Gy8uLxgg40LWvN1d+DbpybQDan8NPDt+3b5+OHj2qvLw85eXlaeLEiZo4caLy8vIUHR2t8+fPa9OmTbp8+bJycnK0a9cu63lNU6dO1a5du5STk6PLly9r06ZNunDhgqKjoyVJcXFxyszMVElJiaqrq7V48WJFRkaqf//+jp4mAABwQ045OfxGzGazNm7cqPT0dK1evVpBQUFKS0vTyJEjJUlRUVGaP3++FixYoLNnzyo4OFjr169XYGCgJCkpKUkNDQ2Kj49XTU2NRowYoVWrVjlvQgAAwK14NDU1NTm7CFdhsVh0/PhxDR06lF3xgANVV1crNjbWenvnzp0ud44T/QGAxFeuAAAAGEZwAgAAMIjgBAAAYBDBCQAAwCCCEwAAgEEEJwAAAIMITgAAAAYRnAAAAAwiOAEAABhEcAIAADCI4AQAAGAQwQno4DIyMhQdHa2MjAxnlwIAbo/gBHRgdXV12rFjhxobG7Vjxw7V1dU5uyQAcGsEJ6ADa2hoUGNjoySpsbFRDQ0NTq4IANwbwQkAAMAgghMAAIBBBCcAAACDCE4AAAAGEZwAAAAMIjgBAAAYRHACAAAwiOAEAABgEMEJAADAIIITAACAQQQnAAAAg9okODU0NOjLL79si00BAAC4LG97Vzhw4IAWLlyos2fPqqmp6f825O2t/Pz8Ni0OgGuzNDbKy9N1d1y7en0AOh67g9OKFSt03333qVu3biosLNTEiROVkZGhqVOntkd9AFyYl6en0v54SF+fq2zVdhov19ncnpm5T54+vq3a5j/cFqBX/t+9rdoGAFzL7uBUUlKilJQUfffdd8rJydF9992nAQMG6Nlnn9X06dMNbePw4cN67bXX9NVXX8lkMuk3v/mNUlJS5OvrqxMnTuiVV15RcXGxzGazEhMTNW3aNOu627dv15o1a1RWVqYBAwZo3rx5Cg8PlyRZLBatWLFCO3fuVG1trUaOHKmFCxfqtttus3eaAAz6+lylCr4vb9U2PBrqFXDV7aLSCjV5d2pdYQDQDuzehx0UFCRPT0/dfvvt+uqrryRJwcHBOnPmjKH1y8vL9cQTT+i3v/2t8vLytH37dn322Wdat26dKisrNWvWLE2ePFlHjhxRenq6lixZopMnT0qScnNztWjRIi1dulRHjhzRpEmTlJiYqNraWklSZmamsrOztW3bNh06dEi+vr5KS0uzd4q4RWRkZCg6OloZGRnOLgUA0EHYHZxCQ0P1+uuvS5J+9rOf6ZNPPlFubq46d+5saP2goCB9+umniouLk4eHhyoqKvTDDz8oKChI+/fvV2BgoOLj4+Xt7a2oqCjFxMQoKytLkrRlyxZNmDBBERER8vHxUUJCgsxms/bs2WMdnzlzpnr37i1/f3+lpqbq4MGDKikpsXeacHN1dXXasWOHGhsbtWPHDtXV1d18JQDALc/u4JSSkqIPP/xQZWVlmjNnjmbPnq2EhAQ9+uijhrfh7+8vSRo7dqxiYmLUo0cPxcXFqaioSAMHDrS5b3BwsAoKCiRJxcXFNxyvqqrSmTNnbMa7d++ugIAAFRYW2jtNuLmGhgY1NjZKkhobG9XQ0ODkigAAHYHd5zjdcccd+stf/iJJ6tOnjz7++GPV1NSod+/edv/y/fv3q7KyUsnJyZozZ4569uwpk8lkcx9fX19dunRJklRTU3PD8ZqaGklSly5dmo1fGTPKYrHYOxV0MNc+xxaLpUM+786eh5eXl8N+V0td+3i0tuaO+HcC4OaM9ga7g9M777yj3/3ud9bbt912m44fP64nn3xSH3zwgV3b8vX1la+vr1JSUjRt2jRNnz5dVVVVNvepq6uTn5+fJMlkMjU7pFJXVyez2WwNVFfOd7re+kZxWQX3d+3fSX5+frNQ3hE4cx4mk0mDBw92yO9qjcLCQpvHKSIiolXboz8A7slob7A7OGVmZsrf319xcXFqaGjQ6tWrtXHjRptPvv2Uo0eP6qWXXtL777+vTp1+/NRMfX29fHx8FBwcrOzsbJv7FxcXKyQkRJIUEhKioqKiZuNjxoxRQECAevbsaXM4r6ysTBUVFc0O791MWFhYh3gnjZarrq62uR0WFmY9hNyRuMs82lNoaGibbo/+ANza7A5Ob731lh577DFdvHhRu3fv1t///ndt2LBBI0eONLR+aGio6urq9Oqrr+q5555TWVmZli1bpqlTp2r8+PF69dVXtWnTJsXHx+vzzz/Xrl27tGbNGknS1KlTlZSUpPvvv18RERHKysrShQsXFB0dLUmKi4tTZmamwsLCZDabtXjxYkVGRqp///52zdHLy4vGeBMZGRnasWOHJk+erKSkJGeXY7drn9+O+py7yzzaU1s/HjzGwK3N7uA0ePBgbdiwQTNmzNCdd96pP/7xj3YdGvDz89OGDRu0ePFijR49Wl27dlVMTIySkpLUqVMnbdy4Uenp6Vq9erWCgoKUlpZmDWVRUVGaP3++FixYoLNnzyo4OFjr169XYGCgJCkpKUkNDQ2Kj49XTU2NRowYoVWrVtk7RdzEtZ9Ie+yxx+Tr27qLFd5qXP2K1q5eHwA4i+Hg9Oabb9rcHjZsmHJycrR27Vp5e/+4maeeesrQtoKDg7Vx48brjoWFhWnz5s03XDc2NlaxsbHXHfPx8VFycrKSk5MN1YGW4RNprccVtwGgYzIcnHJzc5stCwsL0+effy5J8vDwaLuqgFsAV9wGgI7HcHD6j//4j58cLysra3UxAAAArszukxiWLl3abNnevXsVExPTJgUBAAC4KrtPDv/www/l7++vp556SlVVVVqwYIE+/PBDPf300+1RHwAAgMuwOzi9/fbbmj59usrLy/XRRx+pV69eeu+993THHXe0R31AM678iS9Xrg0AOiJXu/yN3cGpT58+eueddzR9+nSFhoZq7dq1nBgOh2qLT6TxaTQAcH2uePkbw8HpxRdftLndt29fZWdnKyUlRT4+PpKkJUuWtG11wA209hNpfBoNAFyfK17+xu49Tlf07dtXffv2bctaAABO4OqHmF29PtxaDAcn9iYBgHtqqwuytgcOgcPVtPjK4ddj9MrhAADX0hYXZAVuBa26cvjVOEEcAAC4uza7cjgAAIC7a9HJ4Tk5OTp79qyampokSZcvX1ZhYaHS0tLatDgAAABXYndweuWVV7R582b5+flJkiwWi2pqanTvvZy8BwAA3JvdwWnv3r169913VVtbq/fff1+LFy/WsmXLdOnSpfaoDwAAwGXYfWGM2tpaDR06VMHBwTp16pQ8PDz01FNP6cCBA+1QHtA+mjw91aQfP9DQJA81cY0YAFfJyMhQdHS0MjIynF0KXIzd/1v06tVLFy5cUI8ePXTmzBldvnxZvr6+qq6ubo/6gPbh6a36HoPUJA/V9xgkebb4WrBORQAE2t61X/NRV1d385Vwy7C7y44dO1YJCQkqLy/X8OHD9dJLL2nBggX6xS9+0Q7luR9nvoux/O9l612Vo+ur7RepymG/U22/SIf+3jblJgEQcCWu+DUfcB12d9nf//73+tnPfiZJevnllzVv3jxVV1dr0aJFbV6cu3H2lxW21dWB+YJc11LbL7Jjhz8A7SIjI0M7duzQ5MmTlZSU5Oxy3Ibdwam+vl5/+9vf9Ktf/Ur19fXy9fXV5MmTFRIS0h71uRVXeBfTFlcH5gtyAcC1OfuNujuz+1DdwoUL9e2332rNmjX6y1/+olWrVik/P18rVqxoj/oAAICdXOGNuruye4/Txx9/rH379lkP1w0YMECDBg1SbGysXnrppTYvEAAAwFXYvcepc+fO8vLyslnm5+cnk8nUZkUBAAC4IruD05NPPqk5c+aooKBAtbW1+uabb/Tiiy/qgQceUGlpqfUHAADA3bToK1ckafLkyfLw8LB+X50kbdy4UU1NTfLw8NB///d/t12VAADchKWxUV4ufC0zV6+vLbn6XFtTn93B6aOPPmrRLwIAoD1xyRXX4c7Phd3BqU+fPi3+ZQAAtCcuueI63PW5cN39aAAAAC6G4AQAgAtx5a/HcuXaHMUpX2xVUFCgZcuW6dSpU/Lx8dHo0aM1d+5cBQUF6cSJE3rllVdUXFwss9msxMRETZs2zbru9u3btWbNGpWVlWnAgAGaN2+ewsPDJUkWi0UrVqzQzp07VVtbq5EjR2rhwoW67bbbnDFNAADs1hbnB7niuUHuwuHBqa6uTo8//rgeeughrV27VjU1NXrhhRf00ksvadmyZZo1a5bmzJmjhx9+WEeOHFFSUpJCQ0M1ZMgQ5ebmatGiRVq/fr2GDBmirKwsJSYm6uOPP5bJZFJmZqays7O1bds2de3aVfPmzVNaWprWrVvn6GkCANBirT0/yBXPDXIXDj9UV1paqkGDBikpKUmdOnWS2Wy2hqT9+/crMDBQ8fHx8vb2VlRUlGJiYpSVlSVJ2rJliyZMmKCIiAj5+PgoISFBZrNZe/bssY7PnDlTvXv3lr+/v1JTU3Xw4EGVlJS0qmZX3zXp6PqaPD3VJI8f/y0PNbnwR04BwF70OPwUh+9xGjBggDZs2GCz7IMPPtCdd96poqIiDRw40GYsODhYW7dulSQVFxdrypQpzcYLCgpUVVWlM2fO2KzfvXt3BQQEqLCwUP369Wtxze78scoW8fRWfY9B6lRWoPoegyRPpxzxBYD2QY/DT3DqX0NTU5NWrVqljz/+WO+++67eeeedZl/d4uvrq0uXLkmSampqbjheU1MjSerSpUuz8StjRlksFpvbXl5eLv+xymtrvp5rvyqnNWr7Raq2X2Sbbe8KR8+jPbjDHCTHzuPKO3wPNbX5O/zrvZ7bcnvugL/H5uhxN3ar9wanBafq6mq9+OKLOnXqlN59912FhobKZDKpqqrK5n51dXXy8/OTJJlMJtXV1TUbN5vN1kBVW1t7w/WNys/Pt/7bZDJp8ODBdq3vDIWFhc3mfjXm4TjuMAfJwfNox3f4184jIiKiVdu7uj+4A/4eHcsd5nGr9wanBKfTp09r5syZuv3227V161YFBQVJkgYOHKjs7Gyb+xYXFyskJESSFBISoqKiombjY8aMUUBAgHr27Kni4mLr4bqysjJVVFQ0O/x3M2FhYS6f+K8VGhrq7BLahDvMwx3mIDl+Hu31Dr+t59ER+4M74HXlOm713uDw4FRZWalHHnlEI0eOVHp6ujyv2u0WHR2t5cuXa9OmTYqPj9fnn3+uXbt2ac2aNZKkqVOnKikpSffff78iIiKUlZWlCxcuKDo6WpIUFxenzMxMhYWFyWw2a/HixYqMjFT//v3tqtHLy6vDNcaOVu+NuMM83GEOEvP4qe25y2PTkbjLY+6oebTnIa5b/blweHB67733VFpaqr1792rfvn02Y8eOHdPGjRuVnp6u1atXKygoSGlpaRo5cqQkKSoqSvPnz9eCBQt09uxZBQcHa/369QoMDJQkJSUlqaGhQfHx8aqpqdGIESO0atUqB88QAAAn4wT3duPwR3LGjBmaMWPGDcfDwsK0efPmG47HxsYqNjb2umM+Pj5KTk5WcnJyq+sEAKAja69DXLc6Lk4BAABgEMEJAADAIIKTA3E1WgAAOjb+53ak/z1Zr0kenKwHAEAHxP/cDsbJegAAdFzscQIAADCI4AQAAGAQwQkAAMAgghMAAIBBBCcAAACDCE4AAAAGEZwAAAAMIjgBAAAYRHACAAAwiOAEAABgEMEJAADAIIITAACAQQQnAAAAgwhOAAAABhGcAAAADCI4AQAAGERwAgAAMIjgBAAAYBDBCQAAwCCCEwAAgEEEJwAAAIMITgAAAAYRnAAAAAwiOAEAABjk1OBUXl6u6Oho5ebmWpedOHFC06ZNU3h4uMaNG6ctW7bYrLN9+3ZFR0dr6NChiouL07Fjx6xjFotFy5Yt06hRoxQeHq7ExESdO3fOYfMBAADuzWnB6fPPP9fDDz+s06dPW5dVVlZq1qxZmjx5so4cOaL09HQtWbJEJ0+elCTl5uZq0aJFWrp0qY4cOaJJkyYpMTFRtbW1kqTMzExlZ2dr27ZtOnTokHx9fZWWluaU+QEAAPfjlOC0fft2JScn69lnn7VZvn//fgUGBio+Pl7e3t6KiopSTEyMsrKyJElbtmzRhAkTFBERIR8fHyUkJMhsNmvPnj3W8ZkzZ6p3797y9/dXamqqDh48qJKSEofPEQAAuB9vZ/zSe+65RzExMfL29rYJT0VFRRo4cKDNfYODg7V161ZJUnFxsaZMmdJsvKCgQFVVVTpz5ozN+t27d1dAQIAKCwvVr18/w/VZLBab215eXobXdZZra74e5uEY7jAHyX3n0dqajTwuHU1HfB6vh3k4hjvMQWp5b3BKcOrRo8d1l9fU1MhkMtks8/X11aVLl246XlNTI0nq0qVLs/ErY0bl5+db/20ymTR48GC71neGwsJC6yHL62EejuMOc5Dcdx4RERGt2t7V/cEddNTn8VrMw3HcYQ5Sy3uDU4LTjZhMJlVVVdksq6urk5+fn3W8rq6u2bjZbLYGqmufzKvXNyosLKxDpOWrhYaGOruENuEO83CHOUjM40Y6Yn9wB/w9ug53mIPU8nm4VHAaOHCgsrOzbZYVFxcrJCREkhQSEqKioqJm42PGjFFAQIB69uyp4uJi6+G6srIyVVRUNDv8dzNeXl4drjF2tHpvxB3m4Q5zkJjHT23PXR6bjsRdHnN3mIc7zEFq+Txc6jpO0dHROn/+vDZt2qTLly8rJydHu3btsp7XNHXqVO3atUs5OTm6fPmyNm3apAsXLig6OlqSFBcXp8zMTJWUlKi6ulqLFy9WZGSk+vfv78xpAQAAN+FSe5zMZrM2btyo9PR0rV69WkFBQUpLS9PIkSMlSVFRUZo/f74WLFigs2fPKjg4WOvXr1dgYKAkKSkpSQ0NDYqPj1dNTY1GjBihVatWOW9CAADArTg9OBUWFtrcDgsL0+bNm294/9jYWMXGxl53zMfHR8nJyUpOTm7TGgEAACQXO1QHAADgyghOAAAABhGcAAAADCI4AQAAGERwAgAAMIjgBAAAYBDBCQAAwCCCEwAAgEEEJwAAAIMITgAAAAYRnAAAAAwiOAEAABhEcAIAADCI4AQAAGAQwQkAAMAgghMAAIBBBCcAAACDCE4AAAAGEZwAAAAMIjgBAAAYRHACAAAwiOAEAABgEMEJAADAIIITAACAQQQnAAAAgwhOAAAABhGcAAAADCI4AQAAGERwAgAAMMjtgtOFCxc0e/ZsDR8+XCNGjFB6eroaGhqcXRYAAHADbhecnnnmGXXp0kWHDh3S1q1bdfjwYW3atMnZZQEAADfgVsHp22+/1WeffaaUlBSZTCb169dPs2fPVlZWlrNLAwAAbsDb2QW0paKiIgUGBqpnz57WZXfccYdKS0v197//Xd26dfvJ9ZuamiRJ9fX18vLysi738vJSSK8AdfLyaJ/CW+HnPbrJYrHIYrHc9L7Mo325wxwk95+Hl5eXPD095eFhX8036g/uoCM+j9fDPNqXO8xBan1v8Gi60g3cwM6dO7Vy5UodOHDAuuz06dOKjo7WJ598ol69ev3k+vX19crPz2/nKgE429ChQ+0OP/QHwP0Z6Q1utcepS5cuqq2ttVl25bafn99N1/f29lZYWFiL3o0C6Dg8Pe0/S4H+ALg/I73BrYJTSEiIKioqdP78eXXv3l2S9NVXX6lXr17q2rXrTdf39PRUp06d2rtMAB0Q/QGA5GYnh//iF79QRESEFi9erOrqapWUlGjNmjWaOnWqs0sDAABuwK3OcZKk8+fP61//9V+Vm5srT09PTZ48WcnJyW53MicAAHA8twtOAAAA7cWtDtUBAAC0J4ITAACAQQQnAAAAgwhOAAAABhGcnKC8vFzR0dHKzc11dil2Kygo0IwZMxQZGanRo0fr+eefV3l5ubPLstvhw4c1bdo0DRs2TKNHj9aiRYtUV1fn7LJaxGKxaPr06Zo7d66zS2mxPXv2aPDgwQoPD7f+pKSkOLssh+vIvUGiP7iijt4fXLE3EJwc7PPPP9fDDz+s06dPO7sUu9XV1enxxx9XeHi4/vrXv2r37t2qqKjQSy+95OzS7FJeXq4nnnhCv/3tb5WXl6ft27frs88+07p165xdWou8+eabysvLc3YZrZKfn6/Y2FgdO3bM+rN8+XJnl+VQHbk3SPQHV9XR+4Mr9gaCkwNt375dycnJevbZZ51dSouUlpZq0KBBSkpKUqdOnWQ2m/Xwww/ryJEjzi7NLkFBQfr0008VFxcnDw8PVVRU6IcfflBQUJCzS7Pb4cOHtX//ft13333OLqVV8vPzdddddzm7DKfp6L1Boj+4InfoD67YGwhODnTPPffoP//zP/XAAw84u5QWGTBggDZs2GBzMdEPPvhAd955pxOrahl/f39J0tixYxUTE6MePXooLi7OyVXZ58KFC0pNTdWrr74qk8nk7HJarLGxUadOndKBAwf0q1/9SmPGjNG8efNUWVnp7NIcpqP3Bon+4GrcoT+4am8gODlQjx495O3tHl8P2NTUpJUrV+rjjz9Wamqqs8tpsf379+vgwYPy9PTUnDlznF2OYY2NjUpJSdGMGTM0aNAgZ5fTKuXl5Ro8eLDGjx+vPXv2aPPmzfrmm2+cfh6DI7lTb5DoD87mLv3BVXuD+7xS4TDV1dV68cUXderUKb377rsKDQ11dkkt5uvrK19fX6WkpGjatGmqrKxUQECAs8u6qbVr16pTp06aPn26s0tpte7duysrK8t622QyKSUlRQ899JCqq6ut7/7RMdAfnM9d+oOr9gb2OMEup0+f1pQpU1RdXa2tW7d2yKZ49OhR/eY3v1F9fb11WX19vXx8fDrMLu2dO3fqs88+0/DhwzV8+HDt3r1bu3fv1vDhw51dmt0KCgq0YsUKXf3tT/X19fL09FSnTp2cWBnsRX9wDe7SH1y1NxCcYFhlZaUeeeQRDRs2TG+99VaHPFlSkkJDQ1VXV6dXX31V9fX1+v7777Vs2TJNnTq1w/xHvW/fPh09elR5eXnKy8vTxIkTNXHixA756ZnAwEBlZWVpw4YNamhoUGlpqZYvX64HH3ywwzwfoD+4EnfpD67aGzhUB8Pee+89lZaWau/evdq3b5/N2LFjx5xUlf38/Py0YcMGLV68WKNHj1bXrl0VExOjpKQkZ5d2S+rVq5fWrl2r1157TZmZmercubMmTJjg9PMYYB/6A9qaq/YGj6ar94EBAADghjhUBwAAYBDBCQAAwCCCEwAAgEEEJwAAAIMITgAAAAYRnAAAAAwiOAEAABhEcAKu8c033zi7BAAuiN4AieAEN1FaWqrw8HCVlpb+5P1yc3N/8vuzvvzyS02cOLGtywPgJPQGtDW+cgVu4fbbb2+Tr3WoqqrS5cuX26AiAK6A3oC2xh4nuIXvvvtOoaGh+u677/T999/rmWeeUVRUlEaPHq3nnntO586ds7n/W2+9pejoaA0dOlRz5sxRdXW1SkpKNHPmTElSeHi4jh07psbGRq1bt06//vWvFRERoalTp+rQoUPOmCKAFqA3oK0RnOBWGhoa9Oijj8rLy0v79+/X3r17JUlPPvmkGhoarPf7/vvvtXv3bn3wwQc6fvy4srKy1K9fP61fv17Sj19KGh4eroyMDGVlZen1119Xbm6uHn30Uc2ePVsnT550yvwAtAy9AW2F4AS3kpeXp5KSEi1cuFBdu3ZVt27dtHDhQhUUFOiLL76w3u/pp59W586d1bNnT9199906ffr0dbe3bds2zZo1S3feeae8vb31wAMPaNy4cdq6daujpgSgDdAb0FYITnArFy5ckNlslr+/v3WZv7+/AgMD9f3331uXmc1m6799fHxksViuu73z58+rX79+Nsv69u1rsy0Aro/egLZCcIJbiYyM1MWLF1VdXW1dVlVVpYsXL6pHjx52b69Pnz4qKSmxWVZSUqLbbrut1bUCcBx6A9oKwQluJSgoSMHBwZo/f76qqqpUVVWlBQsWqH///ho2bNhN1+/cubOkHxuqJE2bNk3r1q3TqVOnZLFYtHfvXv3Xf/2XHnzwwXadB4C2RW9AW+FyBHArXl5eWrt2rZYuXarx48ervr5eo0aN0h/+8Ad5e9/8z33gwIGKiIjQvffeq9dff10zZsxQY2Ojnn32WZWVlennP/+5XnvtNUVGRjpgNgDaCr0BbcWjqampydlFAK1VUlKiX//61zpw4IB69+7t7HIAuAh6A9oah+rQ4f3www8qLCyUl5eXAgMDnV0OABdBb0B74FAdOrw333xTWVlZmjlzpkwmk7PLAeAi6A1oDxyqAwAAMIhDdQAAAAYRnAAAAAwiOAEAABhEcAIAADCI4AQAAGAQwQkAAMAgghMAAIBBBCcAAACDCE4AAAAG/X9xJ/3HN5XVXwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Tyytyväisyys johtoon sukupuolen mukaan\n", "\n", "g = sns.catplot(data=df, x='johto', y='palkka', col='sukup', kind='bar', height=3, aspect=1)\n", "\n", "for ax, title in zip(g.axes.flatten(), sukup):\n", " ax.set_title(title)" ] }, { "cell_type": "code", "execution_count": 18, "id": "31ba39f2", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Palkka sukupuolen ja koulutuksen mukaan\n", "\n", "g = sns.catplot(data=df, x='sukup', y='palkka', col='koulutus', kind='box', height=3, aspect=0.8)\n", "\n", "g.set_xlabels('')\n", "g.set_xticklabels(sukup)\n", "\n", "for ax, title in zip(g.axes.flatten(), koulutus):\n", " ax.set_title(title)" ] }, { "cell_type": "markdown", "id": "75f02ed6", "metadata": {}, "source": [ "### Kahden riippumattoman otoksen t-testi\n", "\n", "https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_ind.html" ] }, { "cell_type": "code", "execution_count": 19, "id": "5ceb7571", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "p-arvo 0.003\n" ] } ], "source": [ "# Riippumattomien otosten t-testi\n", "\n", "# Vertailtavien ryhmien muodostaminen\n", "s1 = df['palkka'][df['sukup']==1] # miehet\n", "s2 = df['palkka'][df['sukup']==2] # naiset\n", "\n", "# Kahden riippumattoman (ind) otoksen t-testi\n", "\n", "p = ttest_ind(s1, s2, equal_var=False, nan_policy='omit')[1]\n", "print(f'p-arvo {p:.3f}')" ] }, { "cell_type": "markdown", "id": "0b89a6f0", "metadata": {}, "source": [ "Kahden riippumattoman otoksen t-testin p-arvo on 0.003, joten miesten ja naisten palkkakeskiarvo poikkeavat merkitsevästi toisistaan." ] }, { "cell_type": "markdown", "id": "b26dd71b", "metadata": {}, "source": [ "### Yksisuuntainen anova f-testi\n", "\n", "https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f_oneway.html" ] }, { "cell_type": "code", "execution_count": 20, "id": "d17aa079", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "p-arvo 0.000\n" ] } ], "source": [ "# F-testi useamman ryhmän vertailuun\n", "\n", "# Data, josta on poistettu mahdolliset palkan puuttuvia arvoja sisältävät rivit\n", "df_dropna = df.dropna(subset=['palkka'])\n", "\n", "# Vertailtavien ryhmien muodostaminen\n", "k1 = df_dropna['palkka'][df_dropna['koulutus']==1] # peruskoulu\n", "k2 = df_dropna['palkka'][df_dropna['koulutus']==2] # 2. aste\n", "k3 = df_dropna['palkka'][df_dropna['koulutus']==3] # korkeakoulu\n", "k4 = df_dropna['palkka'][df_dropna['koulutus']==4] # ylempi korkeakoulu\n", "\n", "# F-testi\n", "p = f_oneway(k1, k2, k3, k4)[1]\n", "print(f'p-arvo {p:.3f}')" ] }, { "cell_type": "markdown", "id": "d317c3ec", "metadata": {}, "source": [ "F-testin p-arvo on pienempi kuin 0.001, joten koulutusten välillä esiintyy merkiseviä eroja palkkakeskiarvojen välillä." ] }, { "cell_type": "markdown", "id": "93cba1c0", "metadata": {}, "source": [ "## Korrelaatioita ja hajontakaavioita (määrälliset muuttujat)\n", "\n", "Määrällisten muuttujien välisiä riippuvuuksia tarkastelen korrelaatioiden ja hajontakaavioiden avulla." ] }, { "cell_type": "code", "execution_count": 21, "id": "e70fc0a5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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100 rows × 13 columns

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" ], "text/plain": [ " id Delivery Speed Price Level Price Flexibility Manufacturer Image \\\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", " Service Salesforce Image Product Quality Satisfaction Level Firm size \\\n", "0 2.4 2.3 5.2 4.2 0 \n", "1 2.5 4.0 8.4 4.3 1 \n", "2 4.3 2.7 8.2 5.2 1 \n", "3 1.8 2.3 7.8 3.9 1 \n", "4 3.4 4.6 4.5 6.8 0 \n", ".. ... ... ... ... ... \n", "95 0.7 2.1 8.4 3.4 1 \n", "96 3.3 2.8 7.1 5.2 0 \n", "97 2.4 2.7 8.4 3.7 1 \n", "98 2.6 2.9 8.4 4.3 1 \n", "99 2.2 3.0 6.0 4.4 0 \n", "\n", " Usage level % Industry type Buying situation \n", "0 32 1 1 \n", "1 43 0 1 \n", "2 48 1 2 \n", "3 32 1 1 \n", "4 58 1 3 \n", ".. ... ... ... \n", "95 25 1 1 \n", "96 60 1 3 \n", "97 38 0 1 \n", "98 42 0 1 \n", "99 33 0 1 \n", "\n", "[100 rows x 13 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Avaan toisen datan, jossa asteikolla 0-10 mitattuja mielikuvia\n", "hatco = pd.read_excel('https://taanila.fi/hatco.xlsx')\n", "hatco" ] }, { "cell_type": "code", "execution_count": 22, "id": "f69fd3ca", "metadata": {}, "outputs": [], "source": [ "# Muodostan datan, jossa ainoastaan mielikuvamuuttujat\n", "hatco1 = hatco.loc[:, 'Delivery Speed':'Satisfaction Level']" ] }, { "cell_type": "code", "execution_count": 23, "id": "384b99ab", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Delivery SpeedPrice LevelPrice FlexibilityManufacturer ImageServiceSalesforce ImageProduct QualitySatisfaction Level
Delivery Speed1.000000-0.3492250.5092950.0504140.6119010.077115-0.4826310.650632
Price Level-0.3492251.000000-0.4872130.2721870.5129810.1862430.4697460.028395
Price Flexibility0.509295-0.4872131.000000-0.1161040.066617-0.034316-0.4481120.524814
Manufacturer Image0.0504140.272187-0.1161041.0000000.2986770.7882250.1999810.475934
Service0.6119010.5129810.0666170.2986771.0000000.240808-0.0551610.631233
Salesforce Image0.0771150.186243-0.0343160.7882250.2408081.0000000.1772940.340909
Product Quality-0.4826310.469746-0.4481120.199981-0.0551610.1772941.000000-0.283340
Satisfaction Level0.6506320.0283950.5248140.4759340.6312330.340909-0.2833401.000000
\n", "
" ], "text/plain": [ " Delivery Speed Price Level Price Flexibility \\\n", "Delivery Speed 1.000000 -0.349225 0.509295 \n", "Price Level -0.349225 1.000000 -0.487213 \n", "Price Flexibility 0.509295 -0.487213 1.000000 \n", "Manufacturer Image 0.050414 0.272187 -0.116104 \n", "Service 0.611901 0.512981 0.066617 \n", "Salesforce Image 0.077115 0.186243 -0.034316 \n", "Product Quality -0.482631 0.469746 -0.448112 \n", "Satisfaction Level 0.650632 0.028395 0.524814 \n", "\n", " Manufacturer Image Service Salesforce Image \\\n", "Delivery Speed 0.050414 0.611901 0.077115 \n", "Price Level 0.272187 0.512981 0.186243 \n", "Price Flexibility -0.116104 0.066617 -0.034316 \n", "Manufacturer Image 1.000000 0.298677 0.788225 \n", "Service 0.298677 1.000000 0.240808 \n", "Salesforce Image 0.788225 0.240808 1.000000 \n", "Product Quality 0.199981 -0.055161 0.177294 \n", "Satisfaction Level 0.475934 0.631233 0.340909 \n", "\n", " Product Quality Satisfaction Level \n", "Delivery Speed -0.482631 0.650632 \n", "Price Level 0.469746 0.028395 \n", "Price Flexibility -0.448112 0.524814 \n", "Manufacturer Image 0.199981 0.475934 \n", "Service -0.055161 0.631233 \n", "Salesforce Image 0.177294 0.340909 \n", "Product Quality 1.000000 -0.283340 \n", "Satisfaction Level -0.283340 1.000000 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Mielikuvamuuttujien korrelaatiokertoimet\n", "korrelaatiot = hatco1.corr()\n", "korrelaatiot" ] }, { "cell_type": "code", "execution_count": 24, "id": "29d91347", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Seaborn-kirjaston heatmap värittää korrelaatiokertoimia\n", "# annot = True näyttää värien lisäksi myös lukuarvot\n", "sns.heatmap(korrelaatiot, annot=True)" ] }, { "cell_type": "code", "execution_count": 25, "id": "92dd1637", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mielikuvamuuttujien hajontakaaviot (tämän tulostuminen kestää hetken)\n", "sns.pairplot(hatco1, kind='reg')" ] }, { "cell_type": "code", "execution_count": 26, "id": "f323797f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Yksittäinen hajontakaavio (pienet firmat sinisellä, isot oranssilla)\n", "\n", "plt.figure(figsize=(4, 4))\n", "\n", "sns.scatterplot(data=hatco, x='Delivery Speed', y='Satisfaction Level', hue='Firm size')" ] }, { "cell_type": "code", "execution_count": 27, "id": "8b27ccbd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# jointplot sisältää myös \"reunajakaumat\"\n", "sns.jointplot(data=hatco, x='Delivery Speed', y='Satisfaction Level', hue='Firm size', height=4)" ] }, { "cell_type": "markdown", "id": "8d73703e", "metadata": {}, "source": [ "Usean hajontakaavion kuvion voin rakentaa **relplot**-toiminnolla." ] }, { "cell_type": "code", "execution_count": 28, "id": "8634eca0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=hatco, x='Delivery Speed', y='Satisfaction Level', col='Buying situation', hue='Firm size', \n", " kind='scatter', height=3, aspect=1)" ] }, { "cell_type": "markdown", "id": "f9cce015", "metadata": {}, "source": [ "### Korrelaatiokertoimen testaus\n", "\n", "https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.pearsonr.html" ] }, { "cell_type": "code", "execution_count": 29, "id": "10b94498", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Delivery Speed r = 0.651, p = 0.000\n", "Price Level r = 0.028, p = 0.779\n", "Price Flexibility r = 0.525, p = 0.000\n", "Manufacturer Image r = 0.476, p = 0.000\n", "Service r = 0.631, p = 0.000\n", "Salesforce Image r = 0.341, p = 0.001\n", "Product Quality r = -0.283, p = 0.004\n", "Satisfaction Level r = 1.000, p = 0.000\n" ] } ], "source": [ "# Mielikuvamuuttujien korrelaatiokertoimet ja p-arvot muuttujan 'Satisfaction Level' kanssa\n", "\n", "for muuttuja in hatco1:\n", " hatco1_dropna = hatco1.dropna(subset=[muuttuja, 'Satisfaction Level'])\n", " r, p = pearsonr(hatco1_dropna['Satisfaction Level'], hatco1_dropna[muuttuja])\n", " print(f'{muuttuja:<18} r = {r:>6.3f}, p = {p:.3f}')" ] }, { "cell_type": "markdown", "id": "a8b54c58", "metadata": {}, "source": [ "Korrelaatiot Satisfaction Level -muuttujan kanssa ovat merkitseviä paitsi muuttujan Price Level kohdalla." ] }, { "cell_type": "markdown", "id": "0de42003", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }