Skip to content

Instantly share code, notes, and snippets.

@miraculixx

miraculixx/LICENSE.md

Last active February 27, 2024 22:50
Show Gist options
  • Save miraculixx/6d9994d060e7a200f120f91b8b459c41 to your computer and use it in GitHub Desktop.
Save miraculixx/6d9994d060e7a200f120f91b8b459c41 to your computer and use it in GitHub Desktop.
Download ZIP
Python Plotting Interaktive Beispiel
Raw
README.md

Dieses Tutorial zeigt beispielhaft, wie mit Python Plots erstellt werden können.

Das Tutorial selbst ist frei lizenziert (siehe LICENSE). Alle Beispiele (Daten und Code) stehen unter Lizenz der verwendeten Libraries bzw. Quellen (siehe Quellenangaben).

Raw
LICENSE.md

This is free and unencumbered software released into the public domain.

Anyone is free to copy, modify, publish, use, compile, sell, or distribute this software, either in source code form or as a compiled binary, for any purpose, commercial or non-commercial, and by any means.

In jurisdictions that recognize copyright laws, the author or authors of this software dedicate any and all copyright interest in the software to the public domain. We make this dedication for the benefit of the public at large and to the detriment of our heirs and successors. We intend this dedication to be an overt act of relinquishment in perpetuity of all present and future rights to this software under copyright law.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

For more information, please refer to https://unlicense.org

Display the source blob
Display the rendered blob
Raw
plots-interaktiv.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "9dd04cb7-e0e6-40f1-a308-57809f8a59b0",
"metadata": {},
"source": [
"# Visualisierung mit Python - interaktive Beispiele\n",
"von Patrick Senti\n",
"\n",
"### Themen\n",
"\n",
"* pandas\n",
"* seaborn\n",
"* plotly\n",
"\n",
"Interaktive Ausführung mit plots-interaktiv.ipynb\n",
"\n",
"Quelle: https://gist.github.com/miraculixx/6d9994d060e7a200f120f91b8b459c41"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "f8e2d19b-5352-449a-b6d1-af8675e489ef",
"metadata": {},
"outputs": [],
"source": [
"# libraries importieren\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import plotly.express as px\n",
"import plotly.io as pio\n",
"import warnings\n",
"warnings.filterwarnings('ignore') # Warnungen ignorieren, das nicht relevant. Um die Warnungen trotzdem zu sehen, \"ignore\" mit \"always\" ersetzen\n",
"sns.set_theme() # wir verwenden das Seaborn-Theme für alle matplotlib Plots (mit matplotlib, pandas, seaborn)\n",
"plt.rc('figure', figsize=(8, 4)) # default fig size matplotlib, pandas, seaborn (w, h) in inches\n",
"pio.renderers.default = 'jupyterlab' # enable for pdf export/printing"
]
},
{
"cell_type": "markdown",
"id": "1c7623fd-0016-4ac0-a20f-cc82c8ce78b3",
"metadata": {},
"source": [
"# pandas\n",
"\n",
"* pandas ist eine Python Library für Datenverarbeitung, -Analyse und -Manipulation\n",
"\n",
"### Referenzen \n",
"\n",
"* https://pandas.pydata.org \n",
"* https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf \n",
"* https://github.com/tommyod/awesome-pandas "
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "983d0fb2-30ab-4ccf-bf5e-f566fae75417",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>land</th>\n",
" <th>umsatz</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Schweiz</td>\n",
" <td>1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Deutschland</td>\n",
" <td>9000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>USA</td>\n",
" <td>15000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" land umsatz\n",
"0 Schweiz 1000\n",
"1 Deutschland 9000\n",
"2 USA 15000"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from io import StringIO\n",
"daten = \"\"\"\n",
"land,umsatz\n",
"Schweiz,1000\n",
"Deutschland,9000\n",
"USA,15000\n",
"\"\"\"\n",
"in_memory_file = StringIO(daten)\n",
"df_umsatz = pd.read_csv(in_memory_file)\n",
"df_umsatz"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "c8c33ec8-3acf-45fb-8d9e-d2ec0650328c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>month</th>\n",
" <th>tavg</th>\n",
" <th>tmin</th>\n",
" <th>tmax</th>\n",
" <th>prcp</th>\n",
" <th>snow</th>\n",
" <th>wdir</th>\n",
" <th>wspd</th>\n",
" <th>wpgt</th>\n",
" <th>pres</th>\n",
" <th>tsun</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>01-Jan</td>\n",
" <td>1.683871</td>\n",
" <td>-0.819355</td>\n",
" <td>4.658065</td>\n",
" <td>1.274194</td>\n",
" <td>4.838710</td>\n",
" <td>169.419355</td>\n",
" <td>7.767742</td>\n",
" <td>28.448387</td>\n",
" <td>1028.535484</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>02-Feb</td>\n",
" <td>4.471429</td>\n",
" <td>1.157143</td>\n",
" <td>8.457143</td>\n",
" <td>1.942857</td>\n",
" <td>0.357143</td>\n",
" <td>201.857143</td>\n",
" <td>12.667857</td>\n",
" <td>46.103571</td>\n",
" <td>1023.535714</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>03-Mar</td>\n",
" <td>7.229032</td>\n",
" <td>2.200000</td>\n",
" <td>13.067742</td>\n",
" <td>0.854839</td>\n",
" <td>0.000000</td>\n",
" <td>83.066667</td>\n",
" <td>6.856667</td>\n",
" <td>26.976667</td>\n",
" <td>1022.570000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>04-Apr</td>\n",
" <td>9.153333</td>\n",
" <td>4.593333</td>\n",
" <td>14.276667</td>\n",
" <td>2.840000</td>\n",
" <td>1.666667</td>\n",
" <td>149.466667</td>\n",
" <td>9.766667</td>\n",
" <td>33.593333</td>\n",
" <td>1014.043333</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>05-May</td>\n",
" <td>15.961290</td>\n",
" <td>11.461290</td>\n",
" <td>21.151613</td>\n",
" <td>2.341935</td>\n",
" <td>0.000000</td>\n",
" <td>139.354839</td>\n",
" <td>6.616129</td>\n",
" <td>26.583871</td>\n",
" <td>1018.019355</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>06-Jun</td>\n",
" <td>19.506667</td>\n",
" <td>14.256667</td>\n",
" <td>25.270000</td>\n",
" <td>4.220000</td>\n",
" <td>0.000000</td>\n",
" <td>158.233333</td>\n",
" <td>6.460000</td>\n",
" <td>24.800000</td>\n",
" <td>1015.963333</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>07-Jul</td>\n",
" <td>21.193548</td>\n",
" <td>15.641935</td>\n",
" <td>27.406452</td>\n",
" <td>1.445161</td>\n",
" <td>0.000000</td>\n",
" <td>139.838710</td>\n",
" <td>6.770968</td>\n",
" <td>24.558065</td>\n",
" <td>1019.167742</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>08-Aug</td>\n",
" <td>20.322581</td>\n",
" <td>15.322581</td>\n",
" <td>26.500000</td>\n",
" <td>2.422581</td>\n",
" <td>0.000000</td>\n",
" <td>106.387097</td>\n",
" <td>6.461290</td>\n",
" <td>23.838710</td>\n",
" <td>1015.609677</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>09-Sep</td>\n",
" <td>14.236667</td>\n",
" <td>10.723333</td>\n",
" <td>18.586667</td>\n",
" <td>3.760000</td>\n",
" <td>0.000000</td>\n",
" <td>173.366667</td>\n",
" <td>7.370000</td>\n",
" <td>26.293333</td>\n",
" <td>1014.763333</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10-Oct</td>\n",
" <td>13.712903</td>\n",
" <td>10.567742</td>\n",
" <td>17.916129</td>\n",
" <td>2.238710</td>\n",
" <td>0.000000</td>\n",
" <td>145.870968</td>\n",
" <td>5.287097</td>\n",
" <td>21.629032</td>\n",
" <td>1021.490323</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11-Nov</td>\n",
" <td>7.250000</td>\n",
" <td>4.846667</td>\n",
" <td>9.966667</td>\n",
" <td>2.490000</td>\n",
" <td>0.000000</td>\n",
" <td>168.633333</td>\n",
" <td>6.243333</td>\n",
" <td>25.263333</td>\n",
" <td>1017.303333</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12-Dec</td>\n",
" <td>2.683871</td>\n",
" <td>0.654839</td>\n",
" <td>4.816129</td>\n",
" <td>2.912903</td>\n",
" <td>16.451613</td>\n",
" <td>158.548387</td>\n",
" <td>7.258065</td>\n",
" <td>27.129032</td>\n",
" <td>1017.332258</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" month tavg tmin tmax prcp snow wdir \\\n",
"0 01-Jan 1.683871 -0.819355 4.658065 1.274194 4.838710 169.419355 \n",
"1 02-Feb 4.471429 1.157143 8.457143 1.942857 0.357143 201.857143 \n",
"2 03-Mar 7.229032 2.200000 13.067742 0.854839 0.000000 83.066667 \n",
"3 04-Apr 9.153333 4.593333 14.276667 2.840000 1.666667 149.466667 \n",
"4 05-May 15.961290 11.461290 21.151613 2.341935 0.000000 139.354839 \n",
"5 06-Jun 19.506667 14.256667 25.270000 4.220000 0.000000 158.233333 \n",
"6 07-Jul 21.193548 15.641935 27.406452 1.445161 0.000000 139.838710 \n",
"7 08-Aug 20.322581 15.322581 26.500000 2.422581 0.000000 106.387097 \n",
"8 09-Sep 14.236667 10.723333 18.586667 3.760000 0.000000 173.366667 \n",
"9 10-Oct 13.712903 10.567742 17.916129 2.238710 0.000000 145.870968 \n",
"10 11-Nov 7.250000 4.846667 9.966667 2.490000 0.000000 168.633333 \n",
"11 12-Dec 2.683871 0.654839 4.816129 2.912903 16.451613 158.548387 \n",
"\n",
" wspd wpgt pres tsun \n",
"0 7.767742 28.448387 1028.535484 NaN \n",
"1 12.667857 46.103571 1023.535714 NaN \n",
"2 6.856667 26.976667 1022.570000 NaN \n",
"3 9.766667 33.593333 1014.043333 NaN \n",
"4 6.616129 26.583871 1018.019355 NaN \n",
"5 6.460000 24.800000 1015.963333 NaN \n",
"6 6.770968 24.558065 1019.167742 NaN \n",
"7 6.461290 23.838710 1015.609677 NaN \n",
"8 7.370000 26.293333 1014.763333 NaN \n",
"9 5.287097 21.629032 1021.490323 NaN \n",
"10 6.243333 25.263333 1017.303333 NaN \n",
"11 7.258065 27.129032 1017.332258 NaN "
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_meteo = pd.read_csv('./data/wetter_monthly.csv')\n",
"df_meteo"
]
},
{
"cell_type": "markdown",
"id": "85043267-f891-4067-b958-4770ab09eb4d",
"metadata": {},
"source": [
"# Daten plotten, visuell darstellen\n",
"\n",
"* Einen ersten einfachen Bar-Plot mit `df.plot.bar()` erstellen\n",
"* Den Bar-Plot gibt's auch in horizontaler Darstellung mit `df.plot.barh()`"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "c898d0c8-c318-4e28-a255-5cca74eb32ac",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='land'>"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_umsatz.plot.bar(x='land', \n",
" y='umsatz')"
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "83c38326-ee63-43cc-8b94-e6841511d0af",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='land'>"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# achtung, x= und y= behalten ihre semantische Bedeutung von plot.bar()\n",
"# -- d.h. x= ist die Gruppierung, y= die Metrik\n",
"# -- dies obwohl die x und y Achse in der Darstellung vertauscht sind \n",
"# -- das macht es einfacher von .bar() auf .barh() zu wechseln\n",
"df_umsatz.plot.barh(x='land', \n",
" y='umsatz')"
]
},
{
"cell_type": "markdown",
"id": "9011524a-e620-4ac2-98b2-fbc618e73d5b",
"metadata": {},
"source": [
"* Scatter Plots vergleichen viele Datenpunkte in zwei Dimensionen: `df.plot.scatter()`"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "b211c550-a12d-42c9-91a7-bd4c5e636248",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='tavg', ylabel='snow'>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_meteo.plot.scatter(x='tavg', \n",
" y='snow')"
]
},
{
"cell_type": "markdown",
"id": "69ce6e05-eafb-40f7-be40-5f970283481e",
"metadata": {},
"source": [
"* Lineplots zeigen Entwicklungen über Zeit (oder andere ordinale Einteilungen)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "9c7275d1-ad7a-4092-a72c-caa8309185f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='month'>"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_meteo.plot.line(x='month', \n",
" y=['tavg', 'tmin', 'tmax']) # NB. mehrere Columns aus dem Dataframe, jede Column ist eine Metrik (= Wide Format)"
]
},
{
"cell_type": "markdown",
"id": "3bdf91b9-c820-4504-b197-8bf6700ecc17",
"metadata": {},
"source": [
"* Nächster Plot: Pie-Charts mit `df.plot.pie()`\n",
"* Ein Pie-Plot entspricht einer Aggregation einer Gruppe zu insgesamt 100%\n",
"* Wir müssen die Daten selbst gruppieren: mit `df.groupby()`"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "c9a9ba94-87af-4117-8c5a-d89b7177b9fb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='umsatz'>"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(df_umsatz\n",
" .groupby('land')\n",
" .sum('umsatz')\n",
" .plot.pie(y='umsatz'))"
]
},
{
"cell_type": "markdown",
"id": "4369784d-f98a-4cd8-a1a9-4f8c33ea3f16",
"metadata": {},
"source": [
"Der Pie Plot ist kaum lesenbar: \n",
"\n",
"* die Prozent-Anteile sind nicht sichtbar => `.pie(..., autopct='%1.1f%%')`\n",
"* die Legende ist über dem Pie-Plot => `plt.legend()`\n",
"* die Beschriftung der Y Achse wirkt verwirrend => `plt.ylabel()`\n",
"* die Farbe und Fontgrösse ist nicht schön zu lesen => `.pie(..., fontsize=, textprops=)`\n",
"* weitere Parameter und Beispiele: https://matplotlib.org/stable/gallery/pie_and_polar_charts/pie_and_donut_labels.html"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "67297643-516b-4cde-9c91-13ef6122e1cf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(df_umsatz\n",
" .groupby('land')\n",
" .sum('umsatz')\n",
" .plot.pie(y='umsatz',\n",
" autopct='%1.1f%%', \n",
" fontsize=8,\n",
" textprops={'color': 'white'},\n",
" ))\n",
"plt.ylabel('')\n",
"plt.legend(loc='center right', # lower left/center/right\n",
" bbox_to_anchor=(1.5, .5)) # (0,0) = unten links, (1,1) = oben rechts, versuche je verschiedene Werte im Bereich (-2,...,+2)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f9e17000-c4df-46c0-8e87-3094e962cda5",
"metadata": {},
"source": [
"# Beschriftung, Achsenskalierung\n",
"\n",
"* Titel => `plt.title()` und `plt.suptitle()`\n",
"* Legende => `plt.legend()`\n",
"* X-Achse => `plt.xlabel()`\n",
"* Y-Achse => `plt.ylabel()`\n",
"* X-Achse Ticks => `plt.xticks()`\n",
"* Marker => `plot.line(..., marker=)`"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "96b15804-178e-44e1-836d-39d053bc03f0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(df_meteo\n",
" .plot.line(x='month', \n",
" y=['tavg', 'tmin', 'tmax'],\n",
" marker='.')\n",
")\n",
"plt.suptitle('Wetterklima in Zürich')\n",
"plt.title('Temperatur im Jahresverlauf')\n",
"plt.xticks(ticks=range(0, 12),\n",
" labels=['Jan', 'Feb', 'Mar', 'Apr', 'Mai', 'Jun', \n",
" 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dez'],\n",
" rotation=90)\n",
"plt.xlabel('Monat')\n",
"plt.ylabel('Temperatur C')\n",
"plt.legend(['Durchschnitt', 'Min', 'Max'], \n",
" loc='lower center') \n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f5d2bc51-65e2-427b-b3b4-3e0da0fd72a1",
"metadata": {},
"source": [
"# Subplots\n",
"\n",
"* Manchmal möchten wir mehrere Plots zugleich erstellen => `plt.subplots()`\n",
"* Der gesamte Plot-Bereich nennt sich *Figure*, jeder einzelne Plot ist eine *Axis*, alle Plots zusammen heissen *Axes* (Mehrzahl)\n",
"* Die Plots werden mittels Angabe der jeweiligen Axis gezeichnet => `df.plot.line(..., ax=); df.plot.scatter(..., ax=)`\n",
"* Einige der `plt.*` Funktionen müssen explizit auf dem jeweiligen Plot bzw. Axis ausgeführt werden, und haben einen anderen Namen => z.B. `plt.title()` => `ax.set_title()`, `plt.xticks()` => `ax.set_xticks()` usw.\n",
"\n",
"### Weitere Informationen\n",
"\n",
"* Detailliertes Tutorial dazu: https://realpython.com/python-matplotlib-guide/\n",
"* Referenz Figure: https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html\n",
"* Referenz Axis: https://matplotlib.org/stable/api/axis_api.html#axis-label "
]
},
{
"cell_type": "code",
"execution_count": 97,
"id": "a63b55a1-90b6-4498-8b79-fe8e6fa14f79",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fig: Figure(1200x400), axes: [<Axes: > <Axes: >] (n.B. zwei Elemente in axes)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# subplots() gibt eine Figure und mehre Axis Objekte zurück\n",
"fig, axes = plt.subplots(nrows=1, \n",
" ncols=2,\n",
" figsize=(12, 4)) # (width, height) in inches\n",
"print(f\"fig: {fig}, axes: {axes} (n.B. zwei Elemente in axes)\")\n",
"# in jeder *axis* (einzelnes Element in axes) platzieren wir einen Plot\n",
"ax1, ax2 = axes \n",
"# -- suptitle definiert den Gesamttitle über alle Plots\n",
"plt.suptitle('Umsatz und Wetter')\n",
"# -- alle weiteren Einstellungen erfolgen pro axis (ax1, ax2)\n",
"# -- erster Plot:\n",
"df_umsatz.plot.bar(x='land', \n",
" y='umsatz', \n",
" ax=ax1)\n",
"ax1.set_title('Umsatz') # plt.title() => ax1.set_title()\n",
"ax1.set_xticklabels(ax1.get_xticklabels(), # plt.xticks => ax1.set_xticklabels()\n",
" rotation=25)\n",
"# -- zweiter Plot:\n",
"df_meteo.plot.scatter(x='tavg', \n",
" y='snow', \n",
" ax=ax2)\n",
"ax2.set_title('Wetter') # plt.title() => ax2.set_title()\n",
"# plot insgesamt anzeigen\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ef4ae572-6794-4a56-8bb8-d4673053d262",
"metadata": {},
"source": [
"# Wide Format, Long Format\n",
"\n",
"* pandas bevorzugt Wide Format => pro Variable eine Spalte\n",
"* oft liegen Daten als Long Format vor => pro Zeile ein Wert, die Variable wird in einer Spalte angegeben\n",
"* Transformation von Long => Wide mit `pd.pivot_table()`\n",
"* Transformation von Wide => Long mit `pd.melt()`"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "36e25139-7141-40dd-a967-4660bdce8831",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>land</th>\n",
" <th>jahr</th>\n",
" <th>umsatz</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Schweiz</td>\n",
" <td>2022</td>\n",
" <td>800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Schweiz</td>\n",
" <td>2023</td>\n",
" <td>1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Deutschland</td>\n",
" <td>2022</td>\n",
" <td>7500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Deutschland</td>\n",
" <td>2023</td>\n",
" <td>9000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>USA</td>\n",
" <td>2022</td>\n",
" <td>14300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>USA</td>\n",
" <td>2023</td>\n",
" <td>15000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" land jahr umsatz\n",
"0 Schweiz 2022 800\n",
"1 Schweiz 2023 1000\n",
"2 Deutschland 2022 7500\n",
"3 Deutschland 2023 9000\n",
"4 USA 2022 14300\n",
"5 USA 2023 15000"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from io import StringIO\n",
"daten = \"\"\"\n",
"land,jahr,umsatz\n",
"Schweiz,2022,800\n",
"Schweiz,2023,1000\n",
"Deutschland,2022,7500\n",
"Deutschland,2023,9000\n",
"USA,2022,14300\n",
"USA,2023,15000\n",
"\"\"\"\n",
"in_memory_file = StringIO(daten)\n",
"df_fy_umsatz = pd.read_csv(in_memory_file)\n",
"df_fy_umsatz"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "d09fa610-98f7-43e2-be8b-f2e4266d8a3a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Darstellung nach Gruppierung\n",
"# -- ok, aber nicht so schön\n",
"(df_fy_umsatz\n",
" .groupby(['jahr', 'land'])\n",
" .sum('umsatz')\n",
" .plot.bar(y='umsatz'))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "c5fcc43e-035f-481f-9547-c4aff9781d86",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>land</th>\n",
" <th>jahr</th>\n",
" <th>Deutschland</th>\n",
" <th>Schweiz</th>\n",
" <th>USA</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2022</td>\n",
" <td>7500</td>\n",
" <td>800</td>\n",
" <td>14300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2023</td>\n",
" <td>9000</td>\n",
" <td>1000</td>\n",
" <td>15000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"land jahr Deutschland Schweiz USA\n",
"0 2022 7500 800 14300\n",
"1 2023 9000 1000 15000"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# besser: Transformation in Wide Format\n",
"# -- Ziel: pro Land eine eigene Spalte\n",
"df_fy_umsatz_w = (pd.pivot_table(df_fy_umsatz, \n",
" index='jahr', # erste Gruppierung nach Jahr (Zeilen)\n",
" columns='land', # zwei Gruppierung nach Land (Spaten)\n",
" values='umsatz', # Aggregation des Umsatzes (wenn Gruppen-Grösse 1 => effektiv Kopie. Bei Grösse > 1 Vorsicht!)\n",
" aggfunc='sum') # Aggregation, z.B. sum, mean, max, min. Bei Gruppen-Grösse > 1 bedacht wählen\n",
" .reset_index()) # Indizierung nach Land aufheben\n",
"df_fy_umsatz_w"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "8a0e6e18-3aee-486c-ba70-93e2cd663d53",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# so klappt's\n",
"df_fy_umsatz_w.plot.bar(x='jahr',\n",
" y=['Schweiz', 'Deutschland', 'USA']) # mit y=None, oder y= weglassen, werden alle numerischen Spalten gewählt\n",
"plt.legend(loc='center right', # lower left/center/right\n",
" bbox_to_anchor=(1.4, .5)) # (0,0) = unten links, (1,1) = oben rechts, versuche je verschiedene Werte im Bereich (-2,...,+2)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b624be50-5414-4c7c-abfe-14f93054ee03",
"metadata": {},
"source": [
"# seaborn\n",
"\n",
"* A library for statistical data visualization\n",
"\n",
"Im Unterschied zu pandas kann seaborn:\n",
" \n",
"* Daten automatisch aggregieren, um statistische Plots zu erstellen\n",
"* Mehrere Plots auf einmal erzeugen (das kann pandas zwar mit groupby() ebenfalls, seaborn ist jedoch einfacher und umfangreicher)\n",
"* Statistische Tests durchführen und im Plot einbetten (z.B. lineare Regression)\n",
"\n",
"Seaborn bietet unterschiedliche Funktionen:\n",
"\n",
"* sog. *Figure level* => erstellen ein oder mehrere Plots mit einem Befehl (z.B. nach Gruppierung)\n",
"* sog. *Axes level* => erstellen einen bestimmten Plot-Typ\n",
"\n",
"Beide Funktionstypen können statistische Tests durchführen.\n",
"\n",
"### Referenzen \n",
"\n",
"* https://seaborn.pydata.org/tutorial.html"
]
},
{
"cell_type": "markdown",
"id": "81436664-667d-49a0-9d0e-fc0dfe13d05d",
"metadata": {},
"source": [
"# Eine erster seaborn Plot: Relational Plot\n",
"\n",
"* Zwei oder mehr Variablen vergleichen => `sns.relplot()`\n",
"* Erstellt Scatterplots oder Lineplots => `sns.relplot(..., kind='scatter|line')`\n",
"* Detailliertes Tutorial: https://seaborn.pydata.org/tutorial/relational.html"
]
},
{
"cell_type": "code",
"execution_count": 102,
"id": "cb4a9775-fdd7-4e41-a82d-63bd85bc285f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f29b6b60>"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1085.82x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Import seaborn\n",
"import seaborn as sns\n",
"\n",
"# Load an example dataset\n",
"tips = sns.load_dataset(\"tips\")\n",
"# Create a visualization\n",
"sns.relplot(\n",
" data=tips, \n",
" x=\"total_bill\", \n",
" y=\"tip\", \n",
" col=\"time\", # subplots nach Zeit (Lunch, Dinner)\n",
" hue=\"smoker\", # Farbe nach Smoker Status (Yes, No)\n",
" style=\"smoker\", # Marker nach Smoker Status (Yes, No)\n",
" size=\"size\", # Grösse der Punkte nach Anzahl Gäste (1-6)\n",
")"
]
},
{
"cell_type": "markdown",
"id": "5ec41152-2ebc-49ab-819e-17b6e7d3bb0b",
"metadata": {},
"source": [
"# Verteilungen mit seaborn\n",
"\n",
"* Verteilungen darstellen => `sns.displot()`\n",
"* kann mehrere Plots auf einmal erzeugen => `sns.displot(..., col=)`\n",
"* kann Histogramme oder Kernel-Verteilungen darstellen => `sns.displot(..., kind='hist|kde')`\n",
"* kann mehrere Verteilungen auf einmal darstellen => `sns.displot(..., hue='column')`\n",
"* Detailliertes Tutorial: https://seaborn.pydata.org/tutorial/distributions.html#\n"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "6f1b6d63-8bf5-4c60-988f-0759080545b7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f2650d00>"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"penguins = sns.load_dataset(\"penguins\")\n",
"sns.displot(penguins, \n",
" x=\"flipper_length_mm\", \n",
" kind='hist', # implizit \"hist\", versuche mit \"kde\"\n",
" col=\"sex\") # pro Geschlecht ein Plot (Male, Female)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "9c372cd4-a24a-4535-b24e-3ec42aa426d8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f2a2f790>"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 628.625x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(penguins, \n",
" x=\"flipper_length_mm\", \n",
" hue=\"species\", \n",
" kind=\"kde\")"
]
},
{
"cell_type": "markdown",
"id": "85648e77-795c-44d6-81e2-8911b9c3b949",
"metadata": {},
"source": [
"# Kategorische (gruppierte) Daten mit seaborn\n",
"\n",
"* Vergleiche mehrerer Gruppen, z.B. mit einem Scatterplot => `sns.catplot()`\n",
"* Auch für (etwas) grössere Datenmengen geeignet => `sns.catplot(..., jitter=True|False)`\n",
"* Swarmplots: manchmal sind Scatterplots, sogar mit Jitter, zu wenig detailliert => `sns.catplot(..., kind='swarm')"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "50af09f7-1609-4dd4-a061-2793c1b88bea",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f2a2f5b0>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 610.375x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tips = sns.load_dataset(\"tips\")\n",
"sns.catplot(data=tips, \n",
" x=\"day\", \n",
" y=\"total_bill\", \n",
" hue=\"sex\", # einfärben der Punkte\n",
" jitter=True) # verschiebt die einzelnen Marker leicht, um einzelne Punkte besser zu unterschieden (versuche es mit False)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "68118397-5f7f-4904-8dd5-559eee9beba3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f25a3ee0>"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 610.375x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tips = sns.load_dataset(\"tips\")\n",
"sns.catplot(data=tips, \n",
" x=\"day\", \n",
" y=\"total_bill\", \n",
" hue=\"sex\", # einfärben der Punkte\n",
" kind=\"swarm\") # verschiebt die einzelnen Marker leicht, um einzelne Punkte besser zu unterschieden (versuche es mit False)"
]
},
{
"cell_type": "markdown",
"id": "f9dec9d5-88be-4d91-9403-d5a00db55f61",
"metadata": {},
"source": [
"* Verteilungen mit Boxplot => `sns.catplot(..., kind='box')`\n",
"* Gruppierung innerhalb eines Plots => `sns.catplot(..., hue='column')\n",
"* Pro Gruppe ein Plot => `sns.catplot(..., col='column')`"
]
},
{
"cell_type": "code",
"execution_count": 107,
"id": "e01ac249-3524-42ff-aba5-f9012e3b3cbc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f2959c00>"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 579.75x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=tips, \n",
" x=\"day\", \n",
" y=\"total_bill\", \n",
" hue='smoker', # Gruppierung innerhalb von Tag\n",
" kind=\"box\")"
]
},
{
"cell_type": "code",
"execution_count": 108,
"id": "7f339034-d8ba-4420-b353-a9e4a239e67f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f2fa4fd0>"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=tips, \n",
" x=\"day\", \n",
" y=\"total_bill\", \n",
" col='smoker', # mehrere Plots (analog relplot, displot)\n",
" kind=\"box\")"
]
},
{
"cell_type": "markdown",
"id": "ce601ac2-7bb6-44b5-8db3-91bedf62cfbf",
"metadata": {},
"source": [
"* Barplots mit Errorbar => `sns.catplot(..., kind='bar')`\n",
"* Berechnet den mean() pro Metrik, zeigt also Aggregation der Daten(!) => etwa `df.groupby().mean().plot.bar()` (nur schöner + einfacher)\n"
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "f567e826-9785-4c37-b415-4a35c8757758",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f19f252e200>"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 611.5x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ähnlich zu Pandas: `titanic.groupby(['sex', 'class']).mean('age').plot.bar(y='age')`\n",
"titanic = sns.load_dataset(\"titanic\")\n",
"sns.catplot(data=titanic, \n",
" x=\"sex\", \n",
" y=\"age\", \n",
" hue=\"class\", # Farbe\n",
" ci=95, # confidence interval für Errorbar (versuche 90, 95, 99)\n",
" kind=\"bar\") # "
]
},
{
"cell_type": "markdown",
"id": "a113360d-e81a-4a5f-9123-630168b8cbe6",
"metadata": {},
"source": [
"# Plotly \n",
"\n",
"* Library für interaktive Plots\n",
"\n",
"Plotly bietet verschiende Funktionen an\n",
"\n",
"* *Figure* => umfangreiche Detailfunktionen als Basis für Express => ähnlich wie Matplotlib für Pandas und Seaborn die Grundlage ist\n",
"* *Express* => einfache Funktionen => damit arbeiten wir \n",
"\n",
"### Referenzen\n",
"\n",
"* Express: https://plotly.com/python/plotly-express/\n",
"* Figure: https://plotly.com/python/"
]
},
{
"cell_type": "markdown",
"id": "611d46bb-d042-4f14-9ac8-591f956670e1",
"metadata": {},
"source": [
"# Scatter plot mit Plotly Express"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "f13b0a46-64bd-4efb-9f0a-d85ab10e74b5",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "total_bill=%{x}<br>tip=%{y}<extra></extra>",
"legendgroup": "",
"marker": {
"color": "#636efa",
"symbol": "circle"
},
"mode": "markers",
"name": "",
"orientation": "v",
"showlegend": false,
"type": "scatter",
"x": [
16.99,
10.34,
21.01,
23.68,
24.59,
25.29,
8.77,
26.88,
15.04,
14.78,
10.27,
35.26,
15.42,
18.43,
14.83,
21.58,
10.33,
16.29,
16.97,
20.65,
17.92,
20.29,
15.77,
39.42,
19.82,
17.81,
13.37,
12.69,
21.7,
19.65,
9.55,
18.35,
15.06,
20.69,
17.78,
24.06,
16.31,
16.93,
18.69,
31.27,
16.04,
17.46,
13.94,
9.68,
30.4,
18.29,
22.23,
32.4,
28.55,
18.04,
12.54,
10.29,
34.81,
9.94,
25.56,
19.49,
38.01,
26.41,
11.24,
48.27,
20.29,
13.81,
11.02,
18.29,
17.59,
20.08,
16.45,
3.07,
20.23,
15.01,
12.02,
17.07,
26.86,
25.28,
14.73,
10.51,
17.92,
27.2,
22.76,
17.29,
19.44,
16.66,
10.07,
32.68,
15.98,
34.83,
13.03,
18.28,
24.71,
21.16,
28.97,
22.49,
5.75,
16.32,
22.75,
40.17,
27.28,
12.03,
21.01,
12.46,
11.35,
15.38,
44.3,
22.42,
20.92,
15.36,
20.49,
25.21,
18.24,
14.31,
14,
7.25,
38.07,
23.95,
25.71,
17.31,
29.93,
10.65,
12.43,
24.08,
11.69,
13.42,
14.26,
15.95,
12.48,
29.8,
8.52,
14.52,
11.38,
22.82,
19.08,
20.27,
11.17,
12.26,
18.26,
8.51,
10.33,
14.15,
16,
13.16,
17.47,
34.3,
41.19,
27.05,
16.43,
8.35,
18.64,
11.87,
9.78,
7.51,
14.07,
13.13,
17.26,
24.55,
19.77,
29.85,
48.17,
25,
13.39,
16.49,
21.5,
12.66,
16.21,
13.81,
17.51,
24.52,
20.76,
31.71,
10.59,
10.63,
50.81,
15.81,
7.25,
31.85,
16.82,
32.9,
17.89,
14.48,
9.6,
34.63,
34.65,
23.33,
45.35,
23.17,
40.55,
20.69,
20.9,
30.46,
18.15,
23.1,
15.69,
19.81,
28.44,
15.48,
16.58,
7.56,
10.34,
43.11,
13,
13.51,
18.71,
12.74,
13,
16.4,
20.53,
16.47,
26.59,
38.73,
24.27,
12.76,
30.06,
25.89,
48.33,
13.27,
28.17,
12.9,
28.15,
11.59,
7.74,
30.14,
12.16,
13.42,
8.58,
15.98,
13.42,
16.27,
10.09,
20.45,
13.28,
22.12,
24.01,
15.69,
11.61,
10.77,
15.53,
10.07,
12.6,
32.83,
35.83,
29.03,
27.18,
22.67,
17.82,
18.78
],
"xaxis": "x",
"y": [
1.01,
1.66,
3.5,
3.31,
3.61,
4.71,
2,
3.12,
1.96,
3.23,
1.71,
5,
1.57,
3,
3.02,
3.92,
1.67,
3.71,
3.5,
3.35,
4.08,
2.75,
2.23,
7.58,
3.18,
2.34,
2,
2,
4.3,
3,
1.45,
2.5,
3,
2.45,
3.27,
3.6,
2,
3.07,
2.31,
5,
2.24,
2.54,
3.06,
1.32,
5.6,
3,
5,
6,
2.05,
3,
2.5,
2.6,
5.2,
1.56,
4.34,
3.51,
3,
1.5,
1.76,
6.73,
3.21,
2,
1.98,
3.76,
2.64,
3.15,
2.47,
1,
2.01,
2.09,
1.97,
3,
3.14,
5,
2.2,
1.25,
3.08,
4,
3,
2.71,
3,
3.4,
1.83,
5,
2.03,
5.17,
2,
4,
5.85,
3,
3,
3.5,
1,
4.3,
3.25,
4.73,
4,
1.5,
3,
1.5,
2.5,
3,
2.5,
3.48,
4.08,
1.64,
4.06,
4.29,
3.76,
4,
3,
1,
4,
2.55,
4,
3.5,
5.07,
1.5,
1.8,
2.92,
2.31,
1.68,
2.5,
2,
2.52,
4.2,
1.48,
2,
2,
2.18,
1.5,
2.83,
1.5,
2,
3.25,
1.25,
2,
2,
2,
2.75,
3.5,
6.7,
5,
5,
2.3,
1.5,
1.36,
1.63,
1.73,
2,
2.5,
2,
2.74,
2,
2,
5.14,
5,
3.75,
2.61,
2,
3.5,
2.5,
2,
2,
3,
3.48,
2.24,
4.5,
1.61,
2,
10,
3.16,
5.15,
3.18,
4,
3.11,
2,
2,
4,
3.55,
3.68,
5.65,
3.5,
6.5,
3,
5,
3.5,
2,
3.5,
4,
1.5,
4.19,
2.56,
2.02,
4,
1.44,
2,
5,
2,
2,
4,
2.01,
2,
2.5,
4,
3.23,
3.41,
3,
2.03,
2.23,
2,
5.16,
9,
2.5,
6.5,
1.1,
3,
1.5,
1.44,
3.09,
2.2,
3.48,
1.92,
3,
1.58,
2.5,
2,
3,
2.72,
2.88,
2,
3,
3.39,
1.47,
3,
1.25,
1,
1.17,
4.67,
5.92,
2,
2,
1.75,
3
],
"yaxis": "y"
},
{
"hovertemplate": "<b>OLS trendline</b><br>tip = 0.105025 * total_bill + 0.92027<br>R<sup>2</sup>=0.456617<br><br>total_bill=%{x}<br>tip=%{y} <b>(trend)</b><extra></extra>",
"legendgroup": "",
"marker": {
"color": "#636efa",
"symbol": "circle"
},
"mode": "lines",
"name": "",
"showlegend": false,
"type": "scatter",
"x": [
3.07,
5.75,
7.25,
7.25,
7.51,
7.56,
7.74,
8.35,
8.51,
8.52,
8.58,
8.77,
9.55,
9.6,
9.68,
9.78,
9.94,
10.07,
10.07,
10.09,
10.27,
10.29,
10.33,
10.33,
10.34,
10.34,
10.51,
10.59,
10.63,
10.65,
10.77,
11.02,
11.17,
11.24,
11.35,
11.38,
11.59,
11.61,
11.69,
11.87,
12.02,
12.03,
12.16,
12.26,
12.43,
12.46,
12.48,
12.54,
12.6,
12.66,
12.69,
12.74,
12.76,
12.9,
13,
13,
13.03,
13.13,
13.16,
13.27,
13.28,
13.37,
13.39,
13.42,
13.42,
13.42,
13.51,
13.81,
13.81,
13.94,
14,
14.07,
14.15,
14.26,
14.31,
14.48,
14.52,
14.73,
14.78,
14.83,
15.01,
15.04,
15.06,
15.36,
15.38,
15.42,
15.48,
15.53,
15.69,
15.69,
15.77,
15.81,
15.95,
15.98,
15.98,
16,
16.04,
16.21,
16.27,
16.29,
16.31,
16.32,
16.4,
16.43,
16.45,
16.47,
16.49,
16.58,
16.66,
16.82,
16.93,
16.97,
16.99,
17.07,
17.26,
17.29,
17.31,
17.46,
17.47,
17.51,
17.59,
17.78,
17.81,
17.82,
17.89,
17.92,
17.92,
18.04,
18.15,
18.24,
18.26,
18.28,
18.29,
18.29,
18.35,
18.43,
18.64,
18.69,
18.71,
18.78,
19.08,
19.44,
19.49,
19.65,
19.77,
19.81,
19.82,
20.08,
20.23,
20.27,
20.29,
20.29,
20.45,
20.49,
20.53,
20.65,
20.69,
20.69,
20.76,
20.9,
20.92,
21.01,
21.01,
21.16,
21.5,
21.58,
21.7,
22.12,
22.23,
22.42,
22.49,
22.67,
22.75,
22.76,
22.82,
23.1,
23.17,
23.33,
23.68,
23.95,
24.01,
24.06,
24.08,
24.27,
24.52,
24.55,
24.59,
24.71,
25,
25.21,
25.28,
25.29,
25.56,
25.71,
25.89,
26.41,
26.59,
26.86,
26.88,
27.05,
27.18,
27.2,
27.28,
28.15,
28.17,
28.44,
28.55,
28.97,
29.03,
29.8,
29.85,
29.93,
30.06,
30.14,
30.4,
30.46,
31.27,
31.71,
31.85,
32.4,
32.68,
32.83,
32.9,
34.3,
34.63,
34.65,
34.81,
34.83,
35.26,
35.83,
38.01,
38.07,
38.73,
39.42,
40.17,
40.55,
41.19,
43.11,
44.3,
45.35,
48.17,
48.27,
48.33,
50.81
],
"xaxis": "x",
"y": [
1.2426948819246375,
1.5241605885147047,
1.6816973645912348,
1.6816973645912348,
1.7090037391111665,
1.7142549649803842,
1.7331593781095678,
1.7972243337140235,
1.81402825649552,
1.8150785016693636,
1.8213799727124247,
1.841334631015452,
1.9232537545752477,
1.9285049804444652,
1.9369069418352134,
1.9474093935736487,
1.9642133163551454,
1.9778665036151113,
1.9778665036151113,
1.9799669939627984,
1.998871407091982,
2.000971897439669,
2.0051728781350433,
2.0051728781350433,
2.006223123308887,
2.006223123308887,
2.024077291264227,
2.032479252654975,
2.0366802333503493,
2.0387807236980366,
2.051383665784159,
2.077639795130247,
2.0933934727379,
2.100745188954805,
2.1122978858670836,
2.115448621388614,
2.1375037700393285,
2.1396042603870153,
2.148006221777764,
2.166910634906947,
2.182664312514601,
2.183714557688444,
2.1973677449484104,
2.2078701966868453,
2.2257243646421854,
2.228875100163716,
2.2309755905114033,
2.2372770615544644,
2.2435785325975255,
2.2498800036405866,
2.253030739162117,
2.258281965031335,
2.260382455379022,
2.2750858878128315,
2.285588339551267,
2.285588339551267,
2.2887390750727974,
2.299241526811233,
2.3023922623327637,
2.3139449592450423,
2.314995204418886,
2.3244474109834776,
2.326547901331165,
2.3296986368526955,
2.3296986368526955,
2.3296986368526955,
2.339150843417287,
2.370658198632593,
2.370658198632593,
2.384311385892559,
2.39061285693562,
2.397964573152525,
2.4063665345432734,
2.417919231455552,
2.42317045732477,
2.44102462528011,
2.4452256059754838,
2.4672807546261986,
2.472531980495416,
2.4777832063646335,
2.4966876194938172,
2.499838355015348,
2.5019388453630347,
2.533446200578341,
2.535546690926028,
2.5397476716214022,
2.5460491426644634,
2.5513003685336813,
2.5681042913151773,
2.5681042913151773,
2.5765062527059257,
2.5807072334013004,
2.5954106658351095,
2.59856140135664,
2.59856140135664,
2.600661891704327,
2.604862872399701,
2.6227170403550417,
2.629018511398103,
2.6311190017457893,
2.6332194920934766,
2.6342697372673203,
2.6426716986580683,
2.645822434179599,
2.647922924527286,
2.650023414874973,
2.65212390522266,
2.661576111787252,
2.6699780731780005,
2.686781995959497,
2.698334692871776,
2.7025356735671497,
2.704636163914837,
2.7130381253055855,
2.7329927836086125,
2.736143519130143,
2.73824400947783,
2.753997687085483,
2.755047932259327,
2.759248912954701,
2.767650874345449,
2.7876055326484765,
2.7907562681700067,
2.7918065133438503,
2.799158229560755,
2.802308965082286,
2.802308965082286,
2.8149119071684083,
2.826464604080687,
2.8359168106452786,
2.8380173009929663,
2.840117791340653,
2.8411680365144965,
2.8411680365144965,
2.847469507557558,
2.855871468948306,
2.8779266175990204,
2.8831778434682382,
2.8852783338159247,
2.89263005003283,
2.9241374052481355,
2.961946231506503,
2.96719745737572,
2.984001380157217,
2.996604322243339,
3.000805302938714,
3.001855548112557,
3.029161922632489,
3.0449156002401425,
3.0491165809355163,
3.0512170712832036,
3.0512170712832036,
3.0680209940646996,
3.0722219747600734,
3.076422955455448,
3.0890258975415703,
3.093226878236945,
3.093226878236945,
3.1005785944538493,
3.115282026887659,
3.117382517235346,
3.126834723799938,
3.126834723799938,
3.1425884014075907,
3.178296737318271,
3.1866986987090193,
3.1993016407951416,
3.2434119380965702,
3.2549646350088492,
3.2749192933118767,
3.282271009528781,
3.3011754226579644,
3.309577384048713,
3.310627629222556,
3.316929100265617,
3.3463359651332363,
3.3536876813501415,
3.3704916041316375,
3.407250185216161,
3.435606804909937,
3.441908275952998,
3.447159501822216,
3.4492599921699023,
3.4692146504729298,
3.4954707798190183,
3.498621515340549,
3.5028224960359227,
3.5154254381220458,
3.545882548163508,
3.567937696814222,
3.5752894130311272,
3.5763396582049705,
3.6046962778987455,
3.620449955506399,
3.6393543686355825,
3.693967117675446,
3.7128715308046303,
3.7412281504984053,
3.7433286408460926,
3.7611828088014327,
3.774835996061398,
3.7769364864090855,
3.785338447799834,
3.876709777924221,
3.8788102682719083,
3.9071668879656842,
3.9187195848779623,
3.962829882179391,
3.969131353222452,
4.050000231608404,
4.055251457477622,
4.063653418868371,
4.077306606128336,
4.0857085675190845,
4.113014942039016,
4.119316413082077,
4.204386272163404,
4.250597059812519,
4.265300492246329,
4.323063976807723,
4.352470841675342,
4.368224519282995,
4.3755762354999,
4.522610559837995,
4.557268650574832,
4.559369140922518,
4.576173063704015,
4.578273554051702,
4.623434096526974,
4.683298071436055,
4.912251519333946,
4.918552990377007,
4.98786917185068,
5.060336088845884,
5.13910447688415,
5.179013793490203,
5.246229484616189,
5.447876557994148,
5.5728557336815285,
5.6831314769351,
5.9793006159589766,
5.989803067697412,
5.996104538740473,
6.25656534185367
],
"yaxis": "y"
}
],
"layout": {
"autosize": true,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"fillpattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"autotypenumbers": "strict",
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"autorange": true,
"domain": [
0,
1
],
"range": [
0.24837165729858546,
53.63162834270142
],
"title": {
"text": "total_bill"
},
"type": "linear"
},
"yaxis": {
"anchor": "x",
"autorange": true,
"domain": [
0,
1
],
"range": [
0.3031496062992126,
10.696850393700787
],
"title": {
"text": "tip"
},
"type": "linear"
}
}
},
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.express as px\n",
"\n",
"df = px.data.tips()\n",
"fig = px.scatter(df, \n",
" x=\"total_bill\", \n",
" y=\"tip\", \n",
" trendline=\"ols\") # zeigt lineare Regression (weglassen, um nicht anzuzeigen)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"id": "e3bbc70d-ceb8-42c9-b497-2dd0fcb9237b",
"metadata": {},
"source": [
"# Line Plots"
]
},
{
"cell_type": "code",
"execution_count": 111,
"id": "eb018232-4de4-4efa-b597-68dd20141356",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "country=Australia<br>year=%{x}<br>lifeExp=%{y}<extra></extra>",
"legendgroup": "Australia",
"line": {
"color": "#636efa",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "Australia",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
1952,
1957,
1962,
1967,
1972,
1977,
1982,
1987,
1992,
1997,
2002,
2007
],
"xaxis": "x",
"y": [
69.12,
70.33,
70.93,
71.1,
71.93,
73.49,
74.74,
76.32,
77.56,
78.83,
80.37,
81.235
],
"yaxis": "y"
},
{
"hovertemplate": "country=New Zealand<br>year=%{x}<br>lifeExp=%{y}<extra></extra>",
"legendgroup": "New Zealand",
"line": {
"color": "#EF553B",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "New Zealand",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
1952,
1957,
1962,
1967,
1972,
1977,
1982,
1987,
1992,
1997,
2002,
2007
],
"xaxis": "x",
"y": [
69.39,
70.26,
71.24,
71.52,
71.89,
72.22,
73.84,
74.32,
76.33,
77.55,
79.11,
80.204
],
"yaxis": "y"
}
],
"layout": {
"autosize": true,
"legend": {
"title": {
"text": "country"
},
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"fillpattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"autotypenumbers": "strict",
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"autorange": true,
"domain": [
0,
1
],
"range": [
1952,
2007
],
"title": {
"text": "year"
},
"type": "linear"
},
"yaxis": {
"anchor": "x",
"autorange": true,
"domain": [
0,
1
],
"range": [
68.44694444444445,
81.90805555555555
],
"title": {
"text": "lifeExp"
},
"type": "linear"
}
}
},
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment