{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Päivitetty 2023-12-10 / Aki Taanila\n"
]
}
],
"source": [
"from datetime import datetime\n",
"print(f'Päivitetty {datetime.now().date()} / Aki Taanila')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Matplolib - osa 4\n",
"## Värien ja värikarttojen käyttö\n",
"\n",
"Tämä on jatkoa sarjan edellisille osille\n",
"\n",
"* https://nbviewer.jupyter.org/github/taanila/kaaviot/blob/master/matplotlib1.ipynb\n",
"* https://nbviewer.jupyter.org/github/taanila/kaaviot/blob/master/matplotlib2.ipynb\n",
"* https://nbviewer.jupyter.org/github/taanila/kaaviot/blob/master/matplotlib3.ipynb\n",
"\n",
"Värejä voin vaihtaa yksi kerrallaan värin nimen, RGB-koodin tai HEX-koodin mukaan.\n",
"\n",
"* Värien nimiä https://matplotlib.org/3.1.0/gallery/color/named_colors.html\n",
"* Värien koodeja https://www.w3schools.com/colors/colors_picker.asp\n",
"\n",
"Nykyisessä versiossa oletusvärit määritellään HEX-koodeina: https://matplotlib.org/users/dflt_style_changes.html#colors-color-cycles-and-color-maps. Esimerkiksi pylväskaaviossa ensimmäinen arvosarja esitetään ensimmäisen värin mukaisesti, toinen arvosarja toisen värin mukaisesesti jne. HEX-koodin sijasta oletusväreihin voin viitata lyhyemmin 'C0', 'C1', 'C2' jne.\n",
"\n",
"Seuraavassa käytän esimerkkinä 5-portaisella asteikolla mitattuja tyytyväisyyksiä johtoon, työtovereihin, työympäristöön, palkkaan ja työtehtäviin. Laadin ensin prosenttitaulukon, johon on koottuna vastaukset prosentteina ja kuvaan ne pinottuna pylväskaaviona. Kaavioiden muotoiluun en tässä kiinnitä huomiota, vaan keskityn väreihin."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" nro | \n",
" sukup | \n",
" ikä | \n",
" perhe | \n",
" koulutus | \n",
" palveluv | \n",
" palkka | \n",
" johto | \n",
" työtov | \n",
" työymp | \n",
" palkkat | \n",
" työteht | \n",
" työterv | \n",
" lomaosa | \n",
" kuntosa | \n",
" hieroja | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 38 | \n",
" 1 | \n",
" 1.0 | \n",
" 22.0 | \n",
" 3587 | \n",
" 3 | \n",
" 3.0 | \n",
" 3 | \n",
" 3 | \n",
" 3 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" \n",
" 1 | \n",
" 2 | \n",
" 1 | \n",
" 29 | \n",
" 2 | \n",
" 2.0 | \n",
" 10.0 | \n",
" 2963 | \n",
" 1 | \n",
" 5.0 | \n",
" 2 | \n",
" 1 | \n",
" 3 | \n",
" NaN | \n",
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"
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" 2 | \n",
" 3 | \n",
" 1 | \n",
" 30 | \n",
" 1 | \n",
" 1.0 | \n",
" 7.0 | \n",
" 1989 | \n",
" 3 | \n",
" 4.0 | \n",
" 1 | \n",
" 1 | \n",
" 3 | \n",
" 1.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" \n",
" 3 | \n",
" 4 | \n",
" 1 | \n",
" 36 | \n",
" 2 | \n",
" 1.0 | \n",
" 14.0 | \n",
" 2144 | \n",
" 3 | \n",
" 3.0 | \n",
" 3 | \n",
" 3 | \n",
" 3 | \n",
" 1.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" 24 | \n",
" 1 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 2183 | \n",
" 2 | \n",
" 3.0 | \n",
" 2 | \n",
" 1 | \n",
" 2 | \n",
" 1.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"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",
" 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 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_excel('https://taanila.fi/data1.xlsx')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Erittäin tyytymätön | \n",
" Jokseenkin tyytymätön | \n",
" Ei tyytymätön eikä tyytyväinen | \n",
" Jokseenkin tyytyväinen | \n",
" Erittäin tyytyväinen | \n",
"
\n",
" \n",
" \n",
" \n",
" proportion | \n",
" 8.536585 | \n",
" 19.512195 | \n",
" 36.585366 | \n",
" 28.048780 | \n",
" 7.317073 | \n",
"
\n",
" \n",
" työtov | \n",
" NaN | \n",
" 3.703704 | \n",
" 19.753086 | \n",
" 43.209877 | \n",
" 33.333333 | \n",
"
\n",
" \n",
" työymp | \n",
" 10.975610 | \n",
" 10.975610 | \n",
" 36.585366 | \n",
" 28.048780 | \n",
" 13.414634 | \n",
"
\n",
" \n",
" palkkat | \n",
" 40.243902 | \n",
" 23.170732 | \n",
" 23.170732 | \n",
" 12.195122 | \n",
" 1.219512 | \n",
"
\n",
" \n",
" työteht | \n",
" 6.097561 | \n",
" 18.292683 | \n",
" 35.365854 | \n",
" 30.487805 | \n",
" 9.756098 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Erittäin tyytymätön Jokseenkin tyytymätön \\\n",
"proportion 8.536585 19.512195 \n",
"työtov NaN 3.703704 \n",
"työymp 10.975610 10.975610 \n",
"palkkat 40.243902 23.170732 \n",
"työteht 6.097561 18.292683 \n",
"\n",
" Ei tyytymätön eikä tyytyväinen Jokseenkin tyytyväinen \\\n",
"proportion 36.585366 28.048780 \n",
"työtov 19.753086 43.209877 \n",
"työymp 36.585366 28.048780 \n",
"palkkat 23.170732 12.195122 \n",
"työteht 35.365854 30.487805 \n",
"\n",
" Erittäin tyytyväinen \n",
"proportion 7.317073 \n",
"työtov 33.333333 \n",
"työymp 13.414634 \n",
"palkkat 1.219512 \n",
"työteht 9.756098 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Taulukon laskeminen\n",
"df1 = df['johto'].value_counts(normalize=True).sort_index().to_frame()\n",
"df1['työtov'] = df['työtov'].value_counts(sort=False, normalize=True)\n",
"df1['työymp'] = df['työymp'].value_counts(sort=False, normalize=True)\n",
"df1['palkkat'] = df['palkkat'].value_counts(sort=False, normalize=True)\n",
"df1['työteht'] = df['työteht'].value_counts(sort=False, normalize=True)\n",
"df1.index = ['Erittäin tyytymätön', 'Jokseenkin tyytymätön', 'Ei tyytymätön eikä tyytyväinen', \n",
" 'Jokseenkin tyytyväinen', 'Erittäin tyytyväinen']\n",
"df1 = df1.T * 100\n",
"df1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kaavio oletusväreillä\n",
"\n",
"Jos en määritä värejä, niin käytössä ovat 5 ensimmäistä oletusväriä."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Oletusvärien HEX-koodit:\n",
" ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Viisi ensimmäistä oletusväriä')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
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