mirror of
https://github.com/fhswf/aki_prj23_transparenzregister.git
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8468 lines
191 KiB
Plaintext
8468 lines
191 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Erstellung verschiedener Diagrammarten mit Plotly"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Installiere Plotly, beispielsweise mit pip:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 417,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: plotly in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (5.14.1)\n",
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"Requirement already satisfied: tenacity>=6.2.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from plotly) (8.2.2)\n",
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"Requirement already satisfied: packaging in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from plotly) (21.3)\n",
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"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from packaging->plotly) (3.0.6)\n"
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]
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}
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],
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"source": [
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"# install plotly using pip\n",
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"!pip3.10 install plotly"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Zum statischen Speichern der Plotly Figuren, installiere Kaleido:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 418,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: kaleido in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (0.2.1)\n"
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]
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}
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],
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"source": [
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"!pip3.10 install -U kaleido"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Generierung von Beispieldaten und Anlegen eines Pandas-Dataframes: "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 419,
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"metadata": {},
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"outputs": [],
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"source": [
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"# import libraries\n",
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"import plotly.express as px\n",
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"import plotly.graph_objs as go\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"\n",
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"# create sample data for one company\n",
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"data = {'Jahr': ['2017', '2018', '2019', '2020', '2021', '2022'],\n",
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" 'Umsatz': [19, 23, 30, 42, 37, 45]}\n",
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"# save as pandas dataframe\n",
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"df = pd.DataFrame.from_dict(data)\n",
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"\n",
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"# create sample data for a second company\n",
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"data2 = {'Jahr': ['2017', '2018', '2019', '2020', '2021', '2022'],\n",
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" 'Umsatz': [15, 21, 33, 28, 27, 30]}\n",
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"# save as pandas dataframe\n",
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"df2 = pd.DataFrame.from_dict(data2)\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Säulendiagramme"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Erstellung eines \"einfachen\" Säulendiagramms:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 420,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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{
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"alignmentgroup": "True",
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"hovertemplate": "=%{y}<extra></extra>",
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"legendgroup": "",
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"marker": {
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"color": "#00509b",
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"pattern": {
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"shape": ""
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}
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},
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"name": "",
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"offsetgroup": "",
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"orientation": "v",
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"showlegend": false,
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"textposition": "auto",
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"type": "bar",
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0,
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1,
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5
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],
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"xaxis": "x",
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"y": [
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19,
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23,
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30,
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42,
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37,
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45
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],
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"yaxis": "y"
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}
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],
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"layout": {
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"barmode": "relative",
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"legend": {
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"tracegroupgap": 0
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"margin": {
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"template": {
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"size": 10,
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"solidity": 0.2
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}
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"type": "bar"
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"source": [
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"# create bar plot\n",
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"fig_saeule = px.bar(df, y = 'Umsatz', labels = {'index': '', 'Umsatz': ''})\n",
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"# set color\n",
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"\n",
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"# save as image\n",
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"fig_saeule.write_image('Saeule.png')\n",
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"# show in notebook\n",
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"fig_saeule.show()"
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]
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},
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{
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"Erstellung eines \"einfachen\" Balkendiagramms:"
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]
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},
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{
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"cell_type": "code",
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}
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},
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}
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},
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"metadata": {},
|
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"output_type": "display_data"
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}
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],
|
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"source": [
|
|
"# create horizontal bar plot\n",
|
|
"fig_balken = px.bar(df, x = 'Umsatz', labels = {'index': '', 'Umsatz': ''}, orientation='h')\n",
|
|
"# set color\n",
|
|
"fig_balken.update_traces(marker_color = '#00509b')\n",
|
|
"\n",
|
|
"# save as image\n",
|
|
"fig_balken.write_image('Balken.png')\n",
|
|
"# show in notebook\n",
|
|
"fig_balken.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Ergänzung von Titel und Achsenbeschriftungen:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
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|
"execution_count": 422,
|
|
"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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{
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|
"alignmentgroup": "True",
|
|
"hovertemplate": "Jahr=%{x}<br>Umsatz in Mio.€=%{y}<extra></extra>",
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"legendgroup": "",
|
|
"marker": {
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"color": "#00509b",
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"pattern": {
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"shape": ""
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}
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},
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"name": "",
|
|
"offsetgroup": "",
|
|
"orientation": "v",
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"#FFA15A",
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"#19d3f3",
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"#FF6692",
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"#B6E880",
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"#FF97FF",
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"#FECB52"
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],
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"font": {
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"gridwidth": 2,
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"linecolor": "white",
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},
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"linecolor": "white",
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"ticks": ""
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},
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"bgcolor": "#E5ECF6",
|
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"linecolor": "white",
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"ticks": ""
|
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}
|
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},
|
|
"title": {
|
|
"x": 0.05
|
|
},
|
|
"xaxis": {
|
|
"automargin": true,
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"ticks": "",
|
|
"title": {
|
|
"standoff": 15
|
|
},
|
|
"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
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},
|
|
"yaxis": {
|
|
"automargin": true,
|
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"gridcolor": "white",
|
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"linecolor": "white",
|
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"ticks": "",
|
|
"title": {
|
|
"standoff": 15
|
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},
|
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"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
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}
|
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}
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},
|
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"title": {
|
|
"text": "Umsatzentwicklung von Unternehmen A"
|
|
},
|
|
"xaxis": {
|
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"anchor": "y",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
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"title": {
|
|
"text": "Jahr"
|
|
}
|
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},
|
|
"yaxis": {
|
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"anchor": "x",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
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"title": {
|
|
"text": "Umsatz in Mio.€"
|
|
}
|
|
}
|
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}
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"# sreate bar plot with named labels and title\n",
|
|
"fig_saeule_titel = px.bar(df, x = 'Jahr', y = 'Umsatz', labels = {'Umsatz': 'Umsatz in Mio.€'}, title = 'Umsatzentwicklung von Unternehmen A')\n",
|
|
"# set color\n",
|
|
"fig_saeule_titel.update_traces(marker_color = '#00509b')\n",
|
|
"\n",
|
|
"# save as image\n",
|
|
"fig_saeule_titel.write_image('Saeule_Titel.png')\n",
|
|
"# show in notebook\n",
|
|
"fig_saeule_titel.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Vergleich zweier Datensätze in einem Säulendiagramm:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 423,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
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},
|
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"data": [
|
|
{
|
|
"marker": {
|
|
"color": "#00509b"
|
|
},
|
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"name": "A",
|
|
"type": "bar",
|
|
"x": [
|
|
"2017",
|
|
"2018",
|
|
"2019",
|
|
"2020",
|
|
"2021",
|
|
"2022"
|
|
],
|
|
"y": [
|
|
19,
|
|
23,
|
|
30,
|
|
42,
|
|
37,
|
|
45
|
|
]
|
|
},
|
|
{
|
|
"marker": {
|
|
"color": "#6f7072"
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},
|
|
"name": "B",
|
|
"type": "bar",
|
|
"x": [
|
|
"2017",
|
|
"2018",
|
|
"2019",
|
|
"2020",
|
|
"2021",
|
|
"2022"
|
|
],
|
|
"y": [
|
|
15,
|
|
21,
|
|
33,
|
|
28,
|
|
27,
|
|
30
|
|
]
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Unternehmen"
|
|
}
|
|
},
|
|
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|
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},
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"width": 0.5
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},
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|
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"fillmode": "overlay",
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"size": 10,
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"solidity": 0.2
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}
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},
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"type": "bar"
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}
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],
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},
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"fillmode": "overlay",
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|
"size": 10,
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}
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"#ab63fa",
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"#FFA15A",
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"#19d3f3",
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"#FF6692",
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"#B6E880",
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"#FF97FF",
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"#FECB52"
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"ternary": {
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"linecolor": "white",
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},
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"baxis": {
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"linecolor": "white",
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"ticks": ""
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},
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"caxis": {
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"linecolor": "white",
|
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"ticks": ""
|
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}
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},
|
|
"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
|
|
}
|
|
}
|
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},
|
|
"title": {
|
|
"text": "Vergleich der Umsatzentwicklung"
|
|
},
|
|
"xaxis": {
|
|
"title": {
|
|
"text": "Jahr"
|
|
}
|
|
},
|
|
"yaxis": {
|
|
"title": {
|
|
"text": "Umsatz in Mio.€"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create figure\n",
|
|
"fig_saeule_zwei= go.Figure()\n",
|
|
"\n",
|
|
"# add trace for company 1\n",
|
|
"fig_saeule_zwei.add_trace(go.Bar(x = df['Jahr'], y = df['Umsatz'], name = 'A', marker_color=\"#00509b\"))\n",
|
|
"\n",
|
|
"# add trace for company 2\n",
|
|
"fig_saeule_zwei.add_trace(go.Bar(x = df2['Jahr'], y = df2['Umsatz'], name = 'B', marker_color = \"#6f7072\"))\n",
|
|
"\n",
|
|
"# update layout to grouped\n",
|
|
"fig_saeule_zwei.update_layout(barmode='group')\n",
|
|
"\n",
|
|
"# set title and labels\n",
|
|
"fig_saeule_zwei.update_layout(\n",
|
|
" title = \"Vergleich der Umsatzentwicklung\",\n",
|
|
" xaxis_title = \"Jahr\",\n",
|
|
" yaxis_title = \"Umsatz in Mio.€\",\n",
|
|
" legend_title = \"Unternehmen\",\n",
|
|
")\n",
|
|
"\n",
|
|
"# save as image\n",
|
|
"fig_saeule_zwei.write_image('Saeule_Zwei.png')\n",
|
|
"# show in notebook\n",
|
|
"fig_saeule_zwei.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Liniendiagramme\n",
|
|
"\n",
|
|
"Erstellen eines \"einfachen\" Liniendiagramms:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 424,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"hovertemplate": "=%{y}<extra></extra>",
|
|
"legendgroup": "",
|
|
"line": {
|
|
"color": "#00509b",
|
|
"dash": "solid"
|
|
},
|
|
"marker": {
|
|
"symbol": "circle"
|
|
},
|
|
"mode": "lines",
|
|
"name": "",
|
|
"orientation": "v",
|
|
"showlegend": false,
|
|
"type": "scatter",
|
|
"x": [
|
|
0,
|
|
1,
|
|
2,
|
|
3,
|
|
4,
|
|
5
|
|
],
|
|
"xaxis": "x",
|
|
"y": [
|
|
19,
|
|
23,
|
|
30,
|
|
42,
|
|
37,
|
|
45
|
|
],
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"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"
|
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],
|
|
[
|
|
0.1111111111111111,
|
|
"#46039f"
|
|
],
|
|
[
|
|
0.2222222222222222,
|
|
"#7201a8"
|
|
],
|
|
[
|
|
0.3333333333333333,
|
|
"#9c179e"
|
|
],
|
|
[
|
|
0.4444444444444444,
|
|
"#bd3786"
|
|
],
|
|
[
|
|
0.5555555555555556,
|
|
"#d8576b"
|
|
],
|
|
[
|
|
0.6666666666666666,
|
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"#ed7953"
|
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],
|
|
[
|
|
0.7777777777777778,
|
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"#fb9f3a"
|
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],
|
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"linecolor": "white",
|
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"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",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
|
"title": {
|
|
"text": ""
|
|
}
|
|
},
|
|
"yaxis": {
|
|
"anchor": "x",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
|
"title": {
|
|
"text": ""
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create line plot\n",
|
|
"fig_line = px.line(df, y = df['Umsatz'], labels = {'index':'', 'Umsatz': ''})\n",
|
|
"# set color\n",
|
|
"fig_line.update_traces(line_color = '#00509b')\n",
|
|
"# save as image\n",
|
|
"fig_line.write_image(\"Linie.png\")\n",
|
|
"# show in network\n",
|
|
"fig_line.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 425,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"line": {
|
|
"color": "#00509b"
|
|
},
|
|
"marker": {
|
|
"color": "#00509b"
|
|
},
|
|
"name": "A",
|
|
"type": "scatter",
|
|
"x": [
|
|
"2017",
|
|
"2018",
|
|
"2019",
|
|
"2020",
|
|
"2021",
|
|
"2022"
|
|
],
|
|
"y": [
|
|
19,
|
|
23,
|
|
30,
|
|
42,
|
|
37,
|
|
45
|
|
]
|
|
},
|
|
{
|
|
"line": {
|
|
"color": "#6f7072"
|
|
},
|
|
"marker": {
|
|
"color": "#6f7072"
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},
|
|
"name": "B",
|
|
"type": "scatter",
|
|
"x": [
|
|
"2017",
|
|
"2018",
|
|
"2019",
|
|
"2020",
|
|
"2021",
|
|
"2022"
|
|
],
|
|
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|
|
15,
|
|
21,
|
|
33,
|
|
28,
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|
27,
|
|
30
|
|
]
|
|
}
|
|
],
|
|
"layout": {
|
|
"legend": {
|
|
"title": {
|
|
"text": "Unternehmen"
|
|
}
|
|
},
|
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"template": {
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"data": {
|
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"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
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},
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},
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},
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"size": 10,
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"solidity": 0.2
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},
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{
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},
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"fillmode": "overlay",
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"size": 10,
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"solidity": 0.2
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"x": 0.05
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|
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"linecolor": "white",
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"ticks": "",
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|
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"standoff": 15
|
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},
|
|
"zerolinecolor": "white",
|
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"zerolinewidth": 2
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},
|
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"yaxis": {
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"automargin": true,
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"ticks": "",
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"standoff": 15
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},
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"zerolinewidth": 2
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}
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}
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},
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"title": {
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"text": "Vergleich der Umsatzentwicklung"
|
|
},
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"xaxis": {
|
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"title": {
|
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"text": "Jahr"
|
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}
|
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},
|
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"yaxis": {
|
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"title": {
|
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"text": "Umsatz in Mio.€"
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|
}
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}
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}
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}
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
|
|
"# create figure\n",
|
|
"fig_line = go.Figure()\n",
|
|
"# add trace for company 1\n",
|
|
"fig_line.add_trace(go.Scatter(x = df['Jahr'], y = df['Umsatz'], name = 'A', line_color = '#00509b', marker_color = '#00509b'))\n",
|
|
"# add trace for company 2\n",
|
|
"fig_line.add_trace(go.Scatter(x = df2['Jahr'], y = df2['Umsatz'], name = 'B', line_color = '#6f7072', marker_color = '#6f7072'))\n",
|
|
"# set title and labels\n",
|
|
"fig_line.update_layout(\n",
|
|
" title = \"Vergleich der Umsatzentwicklung\",\n",
|
|
" xaxis_title = \"Jahr\",\n",
|
|
" yaxis_title = \"Umsatz in Mio.€\",\n",
|
|
" legend_title = \"Unternehmen\",\n",
|
|
")\n",
|
|
"# save as image\n",
|
|
"fig_line.write_image(\"Linie_Vergleich.png\")\n",
|
|
"# show in notebook\n",
|
|
"fig_line.show()"
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|
]
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|
},
|
|
{
|
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"cell_type": "markdown",
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"metadata": {},
|
|
"source": [
|
|
"## Streudiagramm"
|
|
]
|
|
},
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{
|
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"cell_type": "code",
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"execution_count": 426,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"config": {
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|
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1,
|
|
2,
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2,
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3,
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5,
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|
5,
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|
6,
|
|
6,
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6,
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7,
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8,
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8,
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8,
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10,
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10,
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10,
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7,
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4,
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3,
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4,
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9,
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6
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1,
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3,
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5,
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|
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|
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|
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"size": 10,
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"solidity": 0.2
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}
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"gridcolor": "white",
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"gridwidth": 2,
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"ticks": "",
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},
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"shapedefaults": {
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}
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"linecolor": "white",
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"ticks": ""
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},
|
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|
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|
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"linecolor": "white",
|
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"ticks": ""
|
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},
|
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"gridcolor": "white",
|
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"linecolor": "white",
|
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"ticks": ""
|
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}
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},
|
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"title": {
|
|
"x": 0.05
|
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},
|
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"xaxis": {
|
|
"automargin": true,
|
|
"gridcolor": "white",
|
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"linecolor": "white",
|
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"ticks": "",
|
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"title": {
|
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"standoff": 15
|
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},
|
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"zerolinecolor": "white",
|
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"zerolinewidth": 2
|
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},
|
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"yaxis": {
|
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"automargin": true,
|
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"gridcolor": "white",
|
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"linecolor": "white",
|
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"ticks": "",
|
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"title": {
|
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"standoff": 15
|
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},
|
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"zerolinecolor": "white",
|
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"zerolinewidth": 2
|
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}
|
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}
|
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}
|
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}
|
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}
|
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},
|
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"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create sample data\n",
|
|
"x = [1,2,2,3,5,5,6,6,6,7,8,8,8,10,10,10,7,4,3,4,9,6]\n",
|
|
"y = [1,2,3,3,3,4,5,5,6,6,7,7,8,8,9,10,2,10,8,6,6,4]\n",
|
|
"\n",
|
|
"# create scatter plot\n",
|
|
"scatter = go.Figure(data=go.Scatter(x=x, y=y, mode='markers', marker = {'color': '#00509b'}))\n",
|
|
"# save as image\n",
|
|
"scatter.write_image('Streudiagramm.png')\n",
|
|
"# show in netbook\n",
|
|
"scatter.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Kreisdiagramm"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Erstellung eines \"einfachen\" Kreisdiagramms:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 427,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"customdata": [
|
|
[
|
|
"negativ"
|
|
],
|
|
[
|
|
"neutral"
|
|
],
|
|
[
|
|
"positiv"
|
|
]
|
|
],
|
|
"domain": {
|
|
"x": [
|
|
0,
|
|
1
|
|
],
|
|
"y": [
|
|
0,
|
|
1
|
|
]
|
|
},
|
|
"hovertemplate": "value=%{value}<br>color=%{customdata[0]}<extra></extra>",
|
|
"legendgroup": "",
|
|
"marker": {
|
|
"colors": [
|
|
"black",
|
|
"#6f7072",
|
|
"#00509b"
|
|
]
|
|
},
|
|
"name": "",
|
|
"showlegend": false,
|
|
"type": "pie",
|
|
"values": [
|
|
0.1,
|
|
0.3,
|
|
0.6
|
|
]
|
|
}
|
|
],
|
|
"layout": {
|
|
"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",
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"ticks": "",
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"standoff": 15
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},
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"zerolinecolor": "white",
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"zerolinewidth": 2
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"linecolor": "white",
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"ticks": "",
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"title": {
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"standoff": 15
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},
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}
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}
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}
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}
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},
|
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"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create sample data\n",
|
|
"sentiment = [0.1, 0.3, 0.6]\n",
|
|
"scores = ['negativ', 'neutral', 'positiv']\n",
|
|
"# create pie chart\n",
|
|
"fig_kreis = px.pie(values=sentiment, color = scores, color_discrete_map={'negativ':'black',\n",
|
|
" 'neutral':'#6f7072',\n",
|
|
" 'positiv':'#00509b'})\n",
|
|
"# save as image\n",
|
|
"fig_kreis.write_image('Kreis.png')\n",
|
|
"# show in notebook\n",
|
|
"fig_kreis.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Erweiterung um geeignete Farben, Beschriftungen und einen Titel:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
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"execution_count": 428,
|
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"metadata": {},
|
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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{
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"customdata": [
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[
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|
"negativ"
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|
],
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[
|
|
"neutral"
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],
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[
|
|
"positiv"
|
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]
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],
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"x": [
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0,
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1
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],
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"y": [
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0,
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1
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]
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},
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"hovertemplate": "label=%{label}<br>value=%{value}<br>color=%{customdata[0]}<extra></extra>",
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"labels": [
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"negativ",
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"neutral",
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"positiv"
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],
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"lightcoral",
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"moccasin",
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"darkseagreen"
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"line": {
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"color": "#000000",
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"width": 2
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}
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},
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"name": "",
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"showlegend": true,
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"type": "pie",
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"values": [
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0.1,
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0.3,
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0.6
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|
]
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}
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"size": 10,
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"solidity": 0.2
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"#B6E880",
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}
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},
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}
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},
|
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"aaxis": {
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"linecolor": "white",
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},
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"baxis": {
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"linecolor": "white",
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"ticks": ""
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},
|
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"bgcolor": "#E5ECF6",
|
|
"caxis": {
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"gridcolor": "white",
|
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"linecolor": "white",
|
|
"ticks": ""
|
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}
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},
|
|
"title": {
|
|
"x": 0.05
|
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},
|
|
"xaxis": {
|
|
"automargin": true,
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
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"ticks": "",
|
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"title": {
|
|
"standoff": 15
|
|
},
|
|
"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
|
},
|
|
"yaxis": {
|
|
"automargin": true,
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"ticks": "",
|
|
"title": {
|
|
"standoff": 15
|
|
},
|
|
"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
|
}
|
|
}
|
|
},
|
|
"title": {
|
|
"text": "Stimmungsanalyse basierend auf Nachrichtenartikel X"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create figure \n",
|
|
"fig_sentiment = px.pie(values=sentiment, names=scores, color = scores, color_discrete_map={'negativ':'lightcoral',\n",
|
|
" 'neutral':'moccasin',\n",
|
|
" 'positiv':'darkseagreen'}, title = 'Stimmungsanalyse basierend auf Nachrichtenartikel X')\n",
|
|
"# change line color\n",
|
|
"fig_sentiment.update_traces(marker = dict(line=dict(color='#000000', width=2)))\n",
|
|
"# save as image\n",
|
|
"fig_sentiment.write_image('Kreis_Sentiment.png')\n",
|
|
"# show in notebook\n",
|
|
"fig_sentiment.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Pfeile "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Achtung: Berechnungen stimmen noch nicht, Beispiel funktioniert bisher nur für 0.75 und 0.25 einigermaßen"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 429,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.patches as patches\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"compound = 0.75\n",
|
|
"angle = (compound * 100 - 50) * 1.8\n",
|
|
"\n",
|
|
"x_length = (np.sin(np.radians(angle))*1.2)/2\n",
|
|
"y_length = (np.cos(np.radians(angle))*1.2)/2\n",
|
|
"\n",
|
|
"if compound < 0.5:\n",
|
|
" y_tail = y_length\n",
|
|
" y_head = -y_length\n",
|
|
" x_tail = x_length\n",
|
|
" x_head = - x_length\n",
|
|
"else:\n",
|
|
" y_tail = -y_length\n",
|
|
" y_head = y_length\n",
|
|
" x_tail = - x_length\n",
|
|
" x_head = x_length\n",
|
|
"\n",
|
|
"\n",
|
|
"dx = x_head - x_tail\n",
|
|
"dy = y_head - y_tail\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots() \n",
|
|
"arrow = patches.FancyArrowPatch((x_tail, y_tail), (x_head, y_head),\n",
|
|
" mutation_scale=100, ec = 'darkseagreen', fc = 'darkseagreen')\n",
|
|
"ax.add_patch(arrow)\n",
|
|
"plt.axis('off')\n",
|
|
"ax.set_xlim([-1, 1])\n",
|
|
"ax.set_ylim([-1, 1])\n",
|
|
"ax.set_title('Aktueller Stimmungstrend', fontsize=20)\n",
|
|
"fig.suptitle(' ', fontsize=24)\n",
|
|
"fig.savefig('Pfeil.png')\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
|
|
"hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3.10.1 64-bit",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.1"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|