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DSAI/03_Visualisierungen/code/visualisierung_3.ipynb
2025-03-14 15:49:46 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div style=\"\n",
" border: 2px solid #4CAF50; \n",
" padding: 15px; \n",
" background-color: #f4f4f4; \n",
" border-radius: 10px; \n",
" align-items: center;\">\n",
"\n",
"<h1 style=\"margin: 0; color: #4CAF50;\">Visualisierungen in Python 3: Visualisierungstypen</h1>\n",
"<h2 style=\"margin: 5px 0; color: #555;\">DSAI</h2>\n",
"<h3 style=\"margin: 5px 0; color: #555;\">Jakob Eggl</h3>\n",
"\n",
"<div style=\"flex-shrink: 0;\">\n",
" <img src=\"https://www.htl-grieskirchen.at/wp/wp-content/uploads/2022/11/logo_bildschirm-1024x503.png\" alt=\"Logo\" style=\"width: 250px; height: auto;\"/>\n",
"</div>\n",
"<p1> © 2024/25 Jakob Eggl. Nutzung oder Verbreitung nur mit ausdrücklicher Genehmigung des Autors.</p1>\n",
"</div>\n",
"<div style=\"flex: 1;\">\n",
"</div> "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Boxplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wir kommen nun zu einem sehr essentiellen Tool um die Verteilung von Daten in einem Dataset darzustellen. Dazu werden wir auch statistische Größen verwenden."
]
},
{
"attachments": {
"boxplot_Quartile.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![boxplot_Quartile.png](attachment:boxplot_Quartile.png)\n",
"\n",
"(von https://datatab.de/tutorial/boxplot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Achtung:** Auch wenn es hier so aussieht, muss natürlich der Mittelwert (strichlierte Linie) nicht in der Mitte der \"Box\" liegen."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Kurze Wiederholung:\n",
"* Wie ist der Median definiert?\n",
"* Wie sind die Quartile definiert?\n",
"* Was ist der Interquartilsabstand?\n",
"* Wie nennt man den Abstand von dem größten und dem kleinsten Wert?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Eigenschaften eines Boxplots**:\n",
"* Visualisiert die Verteilung eines Datensatzes anhand von Quartilen\n",
"* Zeigt den Median, das untere und obere Quartil sowie mögliche Ausreißer\n",
"* Die „Box“ stellt die Interquartilspanne (IQR) dar, welche die mittleren 50 % der Daten umfasst\n",
"* Der Median wird als Linie innerhalb der Box dargestellt\n",
"* Gut geeignet, um Verteilungen und Unterschiede zwischen mehreren Gruppen zu vergleichen\n",
"* Nützlich zur Erkennung von Asymmetrien und Ausreißern in Daten\n",
"* Oft verwendet in explorativen Datenanalysen und statistischen Visualisierungen\n",
"* Zusätzliche Beschriftungen:\n",
" * Titel\n",
" * Achsenbeschriftungen (z.B. Kategorien und Wertebereiche)\n",
" * Legende, falls mehrere Gruppen dargestellt werden\n",
" * Mittelwert als strichlierte Linie\n",
"\n",
"* Andere Variante: Unterer und oberer Strich (genannt Whiskers) repräsentieren die Werte $q_1-1.5\\cdot \\text{IQR}$ bzw. $q_3+1.5\\cdot \\text{IQR}$. Werte außerhalb sind *Ausreißer* und werden oft mit Punkten angegeben"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ähnlich wie bei den Balkendiagrammen ist es auch möglich, mehrere Boxplots nebeneinander darzustellenn."
]
},
{
"attachments": {
"boxplot_5_0.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![boxplot_5_0.png](attachment:boxplot_5_0.png)\n",
"\n",
"(von https://seaborn.pydata.org/_images/boxplot_5_0.png)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Daten laden (Titanic)\n",
"\n",
"titanic = sns.load_dataset('titanic') # ggf. etwas anders als unser bisheriges Dataset"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
" <th>age</th>\n",
" <th>sibsp</th>\n",
" <th>parch</th>\n",
" <th>fare</th>\n",
" <th>embarked</th>\n",
" <th>class</th>\n",
" <th>who</th>\n",
" <th>adult_male</th>\n",
" <th>deck</th>\n",
" <th>embark_town</th>\n",
" <th>alive</th>\n",
" <th>alone</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>male</td>\n",
" <td>22.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>7.2500</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>no</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>female</td>\n",
" <td>38.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>71.2833</td>\n",
" <td>C</td>\n",
" <td>First</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>C</td>\n",
" <td>Cherbourg</td>\n",
" <td>yes</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>female</td>\n",
" <td>26.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7.9250</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>yes</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>female</td>\n",
" <td>35.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>53.1000</td>\n",
" <td>S</td>\n",
" <td>First</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>C</td>\n",
" <td>Southampton</td>\n",
" <td>yes</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0500</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>no</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>886</th>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>male</td>\n",
" <td>27.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13.0000</td>\n",
" <td>S</td>\n",
" <td>Second</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>no</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>887</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>female</td>\n",
" <td>19.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30.0000</td>\n",
" <td>S</td>\n",
" <td>First</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>B</td>\n",
" <td>Southampton</td>\n",
" <td>yes</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>888</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>23.4500</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>no</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>889</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>male</td>\n",
" <td>26.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30.0000</td>\n",
" <td>C</td>\n",
" <td>First</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>C</td>\n",
" <td>Cherbourg</td>\n",
" <td>yes</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>890</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>male</td>\n",
" <td>32.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7.7500</td>\n",
" <td>Q</td>\n",
" <td>Third</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>Queenstown</td>\n",
" <td>no</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>891 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" survived pclass sex age sibsp parch fare embarked class \\\n",
"0 0 3 male 22.0 1 0 7.2500 S Third \n",
"1 1 1 female 38.0 1 0 71.2833 C First \n",
"2 1 3 female 26.0 0 0 7.9250 S Third \n",
"3 1 1 female 35.0 1 0 53.1000 S First \n",
"4 0 3 male 35.0 0 0 8.0500 S Third \n",
".. ... ... ... ... ... ... ... ... ... \n",
"886 0 2 male 27.0 0 0 13.0000 S Second \n",
"887 1 1 female 19.0 0 0 30.0000 S First \n",
"888 0 3 female NaN 1 2 23.4500 S Third \n",
"889 1 1 male 26.0 0 0 30.0000 C First \n",
"890 0 3 male 32.0 0 0 7.7500 Q Third \n",
"\n",
" who adult_male deck embark_town alive alone \n",
"0 man True NaN Southampton no False \n",
"1 woman False C Cherbourg yes False \n",
"2 woman False NaN Southampton yes True \n",
"3 woman False C Southampton yes False \n",
"4 man True NaN Southampton no True \n",
".. ... ... ... ... ... ... \n",
"886 man True NaN Southampton no True \n",
"887 woman False B Southampton yes True \n",
"888 woman False NaN Southampton no False \n",
"889 man True C Cherbourg yes True \n",
"890 man True NaN Queenstown no True \n",
"\n",
"[891 rows x 15 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 891 entries, 0 to 890\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 survived 891 non-null int64 \n",
" 1 pclass 891 non-null int64 \n",
" 2 sex 891 non-null object \n",
" 3 age 714 non-null float64 \n",
" 4 sibsp 891 non-null int64 \n",
" 5 parch 891 non-null int64 \n",
" 6 fare 891 non-null float64 \n",
" 7 embarked 889 non-null object \n",
" 8 class 891 non-null category\n",
" 9 who 891 non-null object \n",
" 10 adult_male 891 non-null bool \n",
" 11 deck 203 non-null category\n",
" 12 embark_town 889 non-null object \n",
" 13 alive 891 non-null object \n",
" 14 alone 891 non-null bool \n",
"dtypes: bool(2), category(2), float64(2), int64(4), object(5)\n",
"memory usage: 80.7+ KB\n"
]
}
],
"source": [
"titanic.info()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=titanic, x=\"class\", y=\"age\", hue=\"alive\", whis=(0,100)) # whis=(0,100) zeigt alle Datenpunkte an. Standard ist 1.5, welches alle Datenpunkte innerhalb von 1.5*IQR anzeigt\n",
"plt.title(\"Boxplot: Alter nach Klasse und Überleben\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"andere Version:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=titanic, x=\"class\", y=\"age\", hue=\"alive\")\n",
"plt.title(\"Boxplot: Alter nach Klasse und Überleben\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='age', ylabel='class'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Können auch horizontal gezeichnet werden\n",
"sns.boxplot(data=titanic, x=\"age\", y=\"class\", hue=\"alive\", orient=\"h\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Das Boxplot erlaubt es, Unterschiede zwischen verschiedenen Gruppen zu zeichnen (und schnell zu erkennen)."
]
},
{
"attachments": {
"Box_Connect.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![Box_Connect.png](attachment:Box_Connect.png)\n",
"\n",
"(from https://blogs.sas.com/content/graphicallyspeaking/2015/12/04/boxplot-with-connect/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Was sagen uns die Boxplots für das Titanic Dataset?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Violinen Diagramm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Um die Verteilung der Daten noch detailierter zu visualisieren, bearbeiten wir nun das sogenannte Violinen Diagramm (Violin Plot)."
]
},
{
"attachments": {
"violinplot_5_0.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![violinplot_5_0.png](attachment:violinplot_5_0.png)\n",
"\n",
"(von https://seaborn.pydata.org/generated/seaborn.violinplot.html)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Eigenschaften eines Violin Plots**:\n",
"* Kombiniert Eigenschaften eines Boxplots und eines Dichteplots, um die Verteilung eines Datensatzes darzustellen\n",
"* Zeigt die Verteilung der Daten über die gesamte Wertebereich, visualisiert durch eine symmetrische Dichtekurve\n",
"* Die Form der \"Violine\" repräsentiert die Dichte der Daten bei verschiedenen Werten breite Bereiche zeigen, wo viele Datenpunkte liegen\n",
"* Wie beim Boxplot zeigt der Violin Plot auch den Median und die Quartile\n",
"* Gut geeignet, um sowohl die Verteilung als auch Unterschiede zwischen mehreren Gruppen zu vergleichen\n",
"* Anders als beim Boxplot bietet der Violin Plot mehr Informationen über die zugrunde liegende Dichte der Daten\n",
"* Kann verwendet werden, um bimodale oder komplexe Verteilungen besser zu erkennen, die im Boxplot schwer erkennbar sind\n",
"* Zusätzliche Beschriftungen:\n",
" * Titel\n",
" * Achsenbeschriftungen (z.B. Kategorien und Wertebereiche)\n",
" * Legende, wenn mehrere Gruppen dargestellt werden\n",
"* Nützlich zur Erkennung von Details in der Verteilung, die in einem Boxplot möglicherweise nicht sichtbar sind\n",
"* Kann bei kleineren Datensätzen weniger aussagekräftig sein (wie Boxplot)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Auch hier ist die Python implementierung mit Seaborn sehr einfach\n",
"\n",
"sns.violinplot(data=titanic, x=\"class\", y=\"age\", hue=\"alive\", inner='quart') # inner legt fest, ob die Box gezeichnet wird (default='box') andere optionen: quart, stick, box\n",
"plt.title(\"Violinplot: Alter nach Klasse und Überleben\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Wir können aber auch splitten bzw. die Füllung weglassen\n",
"sns.violinplot(data=titanic, x=\"class\", y=\"age\", hue=\"alive\", split=True, inner='quart', fill=None)\n",
"plt.title(\"Violinplot: Alter nach Klasse und Überleben\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Wir können aber auch splitten bzw. die Füllung weglassen\n",
"sns.violinplot(data=titanic, x=\"class\", y=\"age\", hue=\"alive\", split=True, inner='quart')\n",
"plt.title(\"Violinplot: Alter nach Klasse und Überleben\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatter Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ein etwas anderes Konzept bietet das so genannte Streudiagramm (engl. Scatter Plot). Es stellt die Datenpunkte dar, indem sie an ihre räumliche Position im Diagramm platziert werden."
]
},
{
"attachments": {
"img_scatterplot-1.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![img_scatterplot-1.png](attachment:img_scatterplot-1.png)\n",
"\n",
"(von https://www.w3schools.com/python/python_ml_scatterplot.asp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Eigenschaften eines Scatter Plots**:\n",
"* Visualisiert die Beziehung zwischen zwei numerischen Variablen als Punkte in einem kartesischen Koordinatensystem\n",
"* Jeder Datenpunkt ist ein Punkt im $\\mathbb{R}^d, d\\in \\mathbb{N}$ und zeigt die Werte beider Variablen für eine bestimmte Beobachtung (theoretisch macht nur $d\\leq 3$ Sinn, praktisch nur $d= 2$) Warum?\n",
"* Gut geeignet um Muster, Trends oder Korrelationen zwischen Variablen zu erkennen\n",
"* Kann verwendet werden, um positive, negative oder keine Korrelation darzustellen\n",
"* Bei größeren Datenmengen können Overlaps entstehen, wodurch dichte Bereiche schwer erkennbar werden (Overplotting)\n",
"* Zusätzliche Informationen können durch Farb- oder Größenkodierung der Punkte eingefügt werden, um eine dritte Variable darzustellen\n",
"* Ideal, um Ausreißer oder Cluster zu identifizieren\n",
"* Zusätzliche Beschriftungen:\n",
" * Titel\n",
" * Achsenbeschriftungen (für die x- und y-Achse, die jeweilige Variablen darstellen)\n",
" * Legende, falls weitere Dimensionen durch Farben oder Größen der Punkte kodiert sind\n",
" * Punkte direkt (wenn sehr wenig)\n",
"* Eine Funktion (zum Beispiel eine Trendlinie) kann hinzugefügt werden, um den Trend zwischen den Variablen besser sichtbar zu machen\n",
"* Sehr nützliches und oft verwendetes Tool für explorative Datenanalysen, um Zusammenhänge zwischen verschiedenen Variablen zu verstehen"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nun plotten wir verschiedene Scatter Plots"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Daten laden\n",
"\n",
"tips = sns.load_dataset('tips')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>total_bill</th>\n",
" <th>tip</th>\n",
" <th>sex</th>\n",
" <th>smoker</th>\n",
" <th>day</th>\n",
" <th>time</th>\n",
" <th>size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16.99</td>\n",
" <td>1.01</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10.34</td>\n",
" <td>1.66</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21.01</td>\n",
" <td>3.50</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>23.68</td>\n",
" <td>3.31</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>24.59</td>\n",
" <td>3.61</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>29.03</td>\n",
" <td>5.92</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sat</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>27.18</td>\n",
" <td>2.00</td>\n",
" <td>Female</td>\n",
" <td>Yes</td>\n",
" <td>Sat</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>241</th>\n",
" <td>22.67</td>\n",
" <td>2.00</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>Sat</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>17.82</td>\n",
" <td>1.75</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sat</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>243</th>\n",
" <td>18.78</td>\n",
" <td>3.00</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Thur</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>244 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4\n",
".. ... ... ... ... ... ... ...\n",
"239 29.03 5.92 Male No Sat Dinner 3\n",
"240 27.18 2.00 Female Yes Sat Dinner 2\n",
"241 22.67 2.00 Male Yes Sat Dinner 2\n",
"242 17.82 1.75 Male No Sat Dinner 2\n",
"243 18.78 3.00 Female No Thur Dinner 2\n",
"\n",
"[244 rows x 7 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tips"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 244 entries, 0 to 243\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 total_bill 244 non-null float64 \n",
" 1 tip 244 non-null float64 \n",
" 2 sex 244 non-null category\n",
" 3 smoker 244 non-null category\n",
" 4 day 244 non-null category\n",
" 5 time 244 non-null category\n",
" 6 size 244 non-null int64 \n",
"dtypes: category(4), float64(2), int64(1)\n",
"memory usage: 7.4 KB\n"
]
}
],
"source": [
"tips.info()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='tip'>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='tip'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='tip'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Wir können auch Styles hinzufügen\n",
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\", style=\"time\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='tip'>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tip_rate = tips.eval(\"tip / total_bill\").rename(\"tip_rate\")\n",
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=tip_rate)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='tip'>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Eine weitere Möglichkeit ist es, die size zu verwenden\n",
"\n",
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"size\", size=\"size\", sizes=(20, 200), legend=\"full\") # Dabei kann sizes = (20, 200) weggelassen werden"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Natürlich können auch Daten in $\\mathbb{R}^3$ in einem Scatter Plot dargestellt werden, ist aber normalerweise sehr unübersichltich."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"# Load Titanic dataset\n",
"titanic = sns.load_dataset('titanic')\n",
"\n",
"# Set up the figure and 3D axis\n",
"fig = plt.figure(figsize=(10, 7))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"# Plot the 3D scatter\n",
"sc = ax.scatter(titanic['age'], titanic['fare'], titanic['pclass'])\n",
"\n",
"# Add labels\n",
"ax.set_xlabel('Age')\n",
"ax.set_ylabel('Fare')\n",
"ax.set_zlabel('Class')\n",
"\n",
"# Show plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Besser ist hier ein 2D Scatter Plot mit der Klasse als Farbe encodiert."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2D Scatterplot with Class being the color\n",
"sns.scatterplot(data=titanic, x='fare', y='age', hue='pclass', palette='viridis')\n",
"plt.title('Scatterplot of Age vs Fare with Class as color')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histogramm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wie im Notebook \"visualisierung_2.ipynb\" bereits geschrieben, könnten theoretisch solche Plots auftauchen, wenn wir immer Bar-Charts verwenden würden."
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)\n",
"\n",
"(from Forstner SS2022; JKU)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Deswegen werden wir uns nun das Histogramm ansehen."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Um die Verteilung eines einzelnen Features in einem Dataset darzustellen, kommt oft ein Histogramm sehr gelegen."
]
},
{
"attachments": {
"histogram-temperatures.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![histogram-temperatures.png](attachment:histogram-temperatures.png)\n",
"\n",
"(von https://www.pythoninformer.com/python-libraries/matplotlib/histograms/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Eigenschaften eines Histogramms**:\n",
"* Visualisiert die Verteilung einer einzelnen numerischen Variable durch die Gruppierung der Daten in Intervalle (**Bins**)\n",
"* Wie groß muss man die Bins wählen?\n",
"* Die Höhe der Balken repräsentiert die Häufigkeit der Datenpunkte innerhalb eines Intervalls\n",
"* Gut geeignet, um die Form der Verteilung, Schiefe und Streuung einer Variable zu erkennen\n",
"* Zeigt Bereiche hoher oder niedriger Datenkonzentration sowie Ausreißer (je nach Bingröße)\n",
"* Die Breite der Bins beeinflusst die Genauigkeit der Darstellung zu breite Bins können Details verdecken, zu schmale Bins können die Daten verrauschen\n",
"* Oft in Verbindung mit relativen Häufigkeiten oder Wahrscheinlichkeiten dargestellt, um die prozentuale Verteilung zu veranschaulichen\n",
"* Zusätzliche Beschriftungen:\n",
" * Titel\n",
" * Achsenbeschriftungen (x-Achse für die Intervallbereiche, y-Achse für die Häufigkeiten)\n",
" * Legende, falls mehrere Datensätze oder Kategorien in einem Histogramm verglichen werden\n",
"* Kann leicht mit anderen Diagrammen wie *Dichteplots* kombiniert werden, um die Verteilung noch detaillierter darzustellen\n",
"* Besonders nützlich für explorative Datenanalysen, um schnell einen Überblick über die Verteilung der Daten zu erhalten"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"penguins = sns.load_dataset(\"penguins\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=penguins, x=\"flipper_length_mm\", bins=10)\n",
"plt.title(\"Histogramm: Flipperlänge\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Seaborn bietet uns hier wieder einige Möglichkeiten, die Histogramme zu modifizieren."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='flipper_length_mm', ylabel='Count'>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Andere Bin-Größen\n",
"sns.histplot(data=penguins, x=\"flipper_length_mm\", bins=1000)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='flipper_length_mm', ylabel='Count'>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=penguins, x=\"flipper_length_mm\", bins=2)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='flipper_length_mm', ylabel='Count'>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+fQAAYG0+PewrSevXr9f69et19OhR952aMxYuXNisY+Tk5Gjp0qX64IMPFB4e7n7uJTIyUiEhIYqMjNQDDzygWbNmKSoqShEREZoxY4YyMjL4xBIAAPAtyOTl5WnOnDm6+uqrlZCQIJvN5tOLL1iwQJI0YsQIj+2LFi3SvffeK0l66aWX1KlTJ02YMEEul0ujRo3Sq6++6tPrAQCA9sWnIPPaa69p8eLFuvvuuy/qxY0xF2zTtWtX5efnKz8//6JeCwAAtD8+PSNTV1en6667rqVrAQAA8IpPQeaf//mftXTp0pauBQAAwCs+vbV06tQpvf7661q3bp0GDhyooKAgj/0vvvhiixQHAABwPj4Fmd27d2vw4MGSpOLiYo99vj74CwAA4C2fgszGjRtbug4AAACv+fSMDAAAQCDw6Y7MTTfddN63kDZs2OBzQQAAAM3lU5A583zMGfX19dq1a5eKi4vP+jJJAACA1uJTkHnppZea3P7MM8/oxIkTF1UQAABAc7XoMzKTJ09u9vcsAQAAXKwWDTKFhYXq2rVrSx4SAADgnHx6a2n8+PEe68YYORwO7dixQ08//XSLFAYAAHAhPgWZyMhIj/VOnTqpV69emjNnjrKyslqkMAAAgAvxKcgsWrSopesAAAQwu92uyspKn/pGR0crJSWlhSsCfuBTkDmjqKhIJSUlkqR+/fppyJAhLVIUACBw2O129e7dR7W1J33qHxISqr17SwgzaBU+BZmjR4/qzjvv1KZNm9StWzdJ0vHjx3XTTTdp2bJliomJackaAQB+VFlZqdrak0q/f7YiElK96ut0HNTWhXmqrKwkyKBV+BRkZsyYoerqan355Zfq06ePJOmrr77SlClT9Mgjj+idd95p0SIBAP4XkZCqqJRe/i4D8OBTkFm9erXWrVvnDjGS1LdvX+Xn5/OwLwAAaDM+zSPT2NiooKCgs7YHBQWpsbHxoosCAABoDp+CzMiRI/XLX/5SR44ccW87fPiwHn30Ud18880tVhwAAMD5+BRkfv/738vpdCo1NVU9e/ZUz549lZaWJqfTqVdeeaWlawQAAGiST8/IJCcn6/PPP9e6deu0d+9eSVKfPn2UmZnZosUBAACcj1d3ZDZs2KC+ffvK6XTKZrPplltu0YwZMzRjxgxdc8016tevnz7++OPWqhUAAMCDV0Fm/vz5evDBBxUREXHWvsjISD300EN68cUXW6w4AACA8/EqyHzxxRcaPXr0OfdnZWWpqKjooosCAABoDq+CTEVFRZMfuz6jc+fO+vvf/37RRQEAADSHV0HmH/7hH1RcXHzO/bt371ZCQsJFFwUAANAcXgWZW2+9VU8//bROnTp11r7a2lrNnj1b//RP/9RixQEAAJyPVx+/fuqpp/T+++/rqquu0vTp09Wr1w/fubF3717l5+fr9OnT+vWvf90qhQIAAPyUV0EmLi5On332maZNm6bc3FwZYyRJNptNo0aNUn5+vuLi4lqlUAAAgJ/yekK8Hj166K9//au+//577d+/X8YYXXnllbrssstaoz4AAIBz8mlmX0m67LLLdM0117RkLQAAAF7x6buWAAAAAoHPd2SAtmS321VZWel1v5KSklaoBvAfX38WJCk6OlopKSktXBHgXwQZBDy73a7evfuotvakz8eod9W1YEWAf1zsz0JISKj27i0hzKBdIcgg4FVWVqq29qTS75+tiIRUr/o69hSqeOXramhoaJ3igDZ0MT8LTsdBbV2Yp8rKSoIM2hWCDCwjIiFVUSm9vOrjdBxsnWIAP/LlZwFor3jYFwAAWBZBBgAAWJZfg8zmzZs1ZswYJSYmymazacWKFR777733XtlsNo9l9OjR/ikWAAAEHL8GmZqaGg0aNEj5+fnnbDN69Gg5HA738s4777RhhQAAIJD59WHf7OxsZWdnn7dNcHCw4uPj26giAABgJQH/jMymTZsUGxurXr16adq0aTp27Ji/SwIAAAEioD9+PXr0aI0fP15paWkqKyvTk08+qezsbBUWFuqSSy5pso/L5ZLL5XKvO53OtioXAAC0sYAOMnfeeaf73wMGDNDAgQPVs2dPbdq0STfffHOTfebOnau8vLy2KhEAAPhRwL+19GOXX365oqOjtX///nO2yc3NVVVVlXs5dOhQG1YIAADaUkDfkfmpb7/9VseOHVNCQsI52wQHBys4OLgNqwIAAP7i1yBz4sQJj7srBw4c0K5duxQVFaWoqCjl5eVpwoQJio+PV1lZmR5//HFdccUVGjVqlB+rBgAAgcKvQWbHjh266aab3OuzZs2SJE2ZMkULFizQ7t27tWTJEh0/flyJiYnKysrSs88+yx0XAAAgyc9BZsSIETLGnHP/mjVr2rAaAABgNZZ62BcAAODHCDIAAMCyCDIAAMCyLPXxawCBraSkxKd+0dHRSklJaeFqEEi4NtBaCDIALlpt1TFJNk2ePNmn/iEhodq7t4Q/WO0Q1wZaG0EGwEWrP1ktyWjwpCcUk9bbq75Ox0FtXZinyspK/li1Q1wbaG0EGQAtJiw2RVEpvfxdBgIQ1wZaCw/7AgAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAy+Lj18AF+DIjqa+zmKJjsNvtqqys9LpfS1xXHel69nWcJWYUthKCDHAOFzsjqSTVu+pariC0C3a7Xb1791Ft7Umfj+HLddXRrueLHWdmFLYOggxwDhczI6ljT6GKV76uhoaG1ikOllVZWana2pNKv3+2IhJSvep7MddVR7ueL2acmVHYWggywAX4MiOp03GwdYpBuxGRkOqX66qjXc++jDOshYd9AQCAZRFkAACAZRFkAACAZRFkAACAZRFkAACAZRFkAACAZfHxa3iFmTIBAIGEIINmY6ZMAECgIcig2ZgpEwAQaAgy8BozZQIAAgUP+wIAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMsiyAAAAMvya5DZvHmzxowZo8TERNlsNq1YscJjvzFGv/nNb5SQkKCQkBBlZmZq3759/ikWAAAEHL8GmZqaGg0aNEj5+flN7v/d736n//zP/9Rrr72mrVu36tJLL9WoUaN06tSpNq4UAAAEos7+fPHs7GxlZ2c3uc8Yo/nz5+upp57S2LFjJUlvvfWW4uLitGLFCt15551tWSoAAAhAfg0y53PgwAGVl5crMzPTvS0yMlLp6ekqLCw8Z5BxuVxyuVzudafT2eq1Arh4JSUlPvWLjo5WSkpKC1eDQOLLteHr9QTrCdggU15eLkmKi4vz2B4XF+fe15S5c+cqLy+vVWsD0HJqq45Jsmny5Mk+9Q8JCdXevSWEmXboYq8NSap31bVcQQhIARtkfJWbm6tZs2a5151Op5KTk/1YEYDzqT9ZLclo8KQnFJPW26u+TsdBbV2Yp8rKSoJMO3Qx14ZjT6GKV76uhoaG1ikOASNgg0x8fLwkqaKiQgkJCe7tFRUVGjx48Dn7BQcHKzg4uLXLA9DCwmJTFJXSy99lIAD5cm04HQdbpxgEnICdRyYtLU3x8fFav369e5vT6dTWrVuVkZHhx8oAAECg8OsdmRMnTmj//v3u9QMHDmjXrl2KiopSSkqKZs6cqX/7t3/TlVdeqbS0ND399NNKTEzUuHHj/Fc0AAAIGH4NMjt27NBNN93kXj/zbMuUKVO0ePFiPf7446qpqdHUqVN1/Phx3XDDDVq9erW6du3qr5IBAEAA8WuQGTFihIwx59xvs9k0Z84czZkzpw2rAgAAVhGwz8gAAABcCEEGAABYVsB+/BoAmotZgYGOiyADwLKYFRgAQQaAZTErMACCDADLY1ZgoOPiYV8AAGBZBBkAAGBZBBkAAGBZBBkAAGBZBBkAAGBZBBkAAGBZfPwaAIAmdKQZo+12uyorK33q6+/zJcgAAPAjHW3GaLvdrt69+6i29qRP/f19vgQZAAB+pKPNGF1ZWana2pNKv3+2IhJSveobCOdLkAEAoAkdbcboiIRUS54vD/sCAADLIsgAAADLIsgAAADLIsgAAADLIsgAAADLIsgAAADL4uPXAAC0sI40K7C/EWQAAGghHW1W4EBAkAEAoIV0tFmBAwFBBgCAFtbRZgX2Jx72BQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlsXHrwEAaAfsdrsqKyu97ufrLMSBgiADAIDF2e129e7dR7W1J30+Rr2rrgUrajsEGQAALK6yslK1tSeVfv9sRSSketXXsadQxStfV0NDQ+sU18oIMgAAtBMRCalezyjsdBxsnWLaCA/7AgAAyyLIAAAAyyLIAAAAywroIPPMM8/IZrN5LL17e/e16AAAoP0K+Id9+/Xrp3Xr1rnXO3cO+JIBAEAbCfhU0LlzZ8XHx/u7DAAAEIACPsjs27dPiYmJ6tq1qzIyMjR37lylpKScs73L5ZLL5XKvO53OtijTUvw5+6Mvx7D6rJMAgNYT0EEmPT1dixcvVq9eveRwOJSXl6d//Md/VHFxscLDw5vsM3fuXOXl5bVxpdbhr9kfa6uOSbJp8uTJbfq6AID2LaCDTHZ2tvvfAwcOVHp6unr06KF3331XDzzwQJN9cnNzNWvWLPe60+lUcnJyq9dqFf6a/bH+ZLUko8GTnlBMmncPbFt91kkAQOsJ6CDzU926ddNVV12l/fv3n7NNcHCwgoOD27Aqa/LX7I9hsSkdbtZJAEDrCeiPX//UiRMnVFZWpoSEBH+XAgAAAkBAB5l//dd/VUFBgQ4ePKjPPvtMt99+uy655BJNnDjR36UBAIAAENBvLX377beaOHGijh07ppiYGN1www3asmWLYmJi/F0aAAAIAAEdZJYtW+bvEgAAQAAL6LeWAAAAzocgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALIsgAwAALCugvzQSAFpbSUmJT/1cLpeCg4Pb7PUANI0gA6BDqq06JsmmyZMn+3YAm00yxufXr3fV+dwXwP8jyADokOpPVksyGjzpCcWk9faqr2NPoYpXvn5RfRsaGrzqB6BpBBkAHVpYbIqiUnp51cfpOHjRfQG0DB72BQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAlkWQAQAAltXZ3wVYmd1uV2VlpU99XS6XgoODfX5tX/uXlJT4/JoAgNbny+/pjvy7nSDjI7vdrt69+6i29qRvB7DZJGN8L+Ai+9e76nx/bQBAi6utOibJpsmTJ/t8jI74u50g46PKykrV1p5U+v2zFZGQ6lVfx55CFa98XYMnPaGYtN5ev/bF9D/Tt6GhwevXBQC0nvqT1ZIMv9u9RJC5SBEJqYpK6eVVH6fjoCQpLDbF674X2/9MXwBAYOJ3u3d42BcAAFgWQQYAAFiWJYJMfn6+UlNT1bVrV6Wnp2vbtm3+LgkAAASAgA8yf/rTnzRr1izNnj1bn3/+uQYNGqRRo0bp6NGj/i4NAAD4WcAHmRdffFEPPvig7rvvPvXt21evvfaaQkNDtXDhQn+XBgAA/Cygg0xdXZ2KioqUmZnp3tapUydlZmaqsLDQj5UBAIBAENAfv66srNTp06cVFxfnsT0uLk579+5tso/L5ZLL5XKvV1VVSZKcTmeL1nbixAlJ0nd/K1WDq9arvk7H336o7fA+BXW2ef3aF9OfvvSlL33pS98W61tul/TD38SW/jt75njmQpO/mgB2+PBhI8l89tlnHtsfe+wx87Of/azJPrNnzzaSWFhYWFhYWNrBcujQofNmhYC+IxMdHa1LLrlEFRUVHtsrKioUHx/fZJ/c3FzNmjXLvd7Y2KjvvvtO3bt3l83mmTSdTqeSk5N16NAhRUREtPwJtEOMmXcYL+8wXt5jzLzDeHnPX2NmjFF1dbUSExPP2y6gg0yXLl00bNgwrV+/XuPGjZP0QzBZv369pk+f3mSf4ODgs75MsVu3bud9nYiICC5oLzFm3mG8vMN4eY8x8w7j5T1/jFlkZOQF2wR0kJGkWbNmacqUKbr66qv1s5/9TPPnz1dNTY3uu+8+f5cGAAD8LOCDzC9+8Qv9/e9/129+8xuVl5dr8ODBWr169VkPAAMAgI4n4IOMJE2fPv2cbyVdjODgYM2ePfust6JwboyZdxgv7zBe3mPMvMN4eS/Qx8xmzIU+1wQAABCYAnpCPAAAgPMhyAAAAMsiyAAAAMtql0Fm8+bNGjNmjBITE2Wz2bRixQqP/TabrcnlP/7jP9xtvvvuO911112KiIhQt27d9MADD7i/lqC9udB4nThxQtOnT1dSUpJCQkLcX975Y6dOnVJOTo66d++usLAwTZgw4ayJDNuLC41XRUWF7r33XiUmJio0NFSjR4/Wvn37PNp0pPGaO3eurrnmGoWHhys2Nlbjxo1TaWmpR5vmjIfdbtdtt92m0NBQxcbG6rHHHlNDQ0Nbnkqbac6Yvf766xoxYoQiIiJks9l0/Pjxs47TUX6PXWi8vvvuO82YMUO9evVSSEiIUlJS9Mgjj7i/wuYMrjHPa+yhhx5Sz549FRISopiYGI0dO/asrwcKhDFrl0GmpqZGgwYNUn5+fpP7HQ6Hx7Jw4ULZbDZNmDDB3eauu+7Sl19+qbVr12rVqlXavHmzpk6d2lan0KYuNF6zZs3S6tWr9d///d8qKSnRzJkzNX36dK1cudLd5tFHH9WHH36o9957TwUFBTpy5IjGjx/fVqfQps43XsYYjRs3Tt98840++OAD7dy5Uz169FBmZqZqamrc7TrSeBUUFCgnJ0dbtmzR2rVrVV9fr6ysLK/G4/Tp07rttttUV1enzz77TEuWLNHixYv1m9/8xh+n1OqaM2YnT57U6NGj9eSTT57zOB3l99iFxuvIkSM6cuSInn/+eRUXF2vx4sVavXq1HnjgAfcxuMbOvsaGDRumRYsWqaSkRGvWrJExRllZWTp9+rSkABqzlvhOpEAmySxfvvy8bcaOHWtGjhzpXv/qq6+MJLN9+3b3to8++sjYbDZz+PDh1io1IDQ1Xv369TNz5szx2DZ06FDz61//2hhjzPHjx01QUJB577333PtLSkqMJFNYWNjqNfvTT8ertLTUSDLFxcXubadPnzYxMTHmjTfeMMZ07PEyxpijR48aSaagoMAY07zx+Otf/2o6depkysvL3W0WLFhgIiIijMvlatsT8IOfjtmPbdy40Ugy33//vcf2jvx77Hzjdca7775runTpYurr640xXGPNGbMvvvjCSDL79+83xgTOmLXLOzLeqKio0F/+8hePZF5YWKhu3brp6quvdm/LzMxUp06dtHXrVn+U6VfXXXedVq5cqcOHD8sYo40bN+rrr79WVlaWJKmoqEj19fXKzMx09+ndu7dSUlJUWFjor7L94sw3r3ft2tW9rVOnTgoODtYnn3wiifE6czs/KipKUvPGo7CwUAMGDPCYCHPUqFFyOp368ssv27B6//jpmDVHR/491pzxqqqqUkREhDp3/mE6Na6x849ZTU2NFi1apLS0NCUnJ0sKnDHr8EFmyZIlCg8P97iNXV5ertjYWI92nTt3VlRUlMrLy9u6RL975ZVX1LdvXyUlJalLly4aPXq08vPzNXz4cEk/jFeXLl3O+k6ruLi4DjdeZ/4A5+bm6vvvv1ddXZ2ee+45ffvtt3I4HJI69ng1NjZq5syZuv7669W/f39JzRuP8vLys2bzPrPeEcesOTrq77HmjFdlZaWeffZZj7fZuMaaHrNXX31VYWFhCgsL00cffaS1a9eqS5cukgJnzDp8kFm4cKHuuusuj/9Bw9Mrr7yiLVu2aOXKlSoqKtILL7ygnJwcrVu3zt+lBZygoCC9//77+vrrrxUVFaXQ0FBt3LhR2dnZ6tSpw/+4KScnR8XFxVq2bJm/S7EMxsw7Fxovp9Op2267TX379tUzzzzTtsUFqPON2V133aWdO3eqoKBAV111le644w6dOnXKD1WemyW+oqC1fPzxxyotLdWf/vQnj+3x8fE6evSox7aGhgZ99913io+Pb8sS/a62tlZPPvmkli9frttuu02SNHDgQO3atUvPP/+8MjMzFR8fr7q6Oh0/ftzjf9UVFRUdbrykHx6Q27Vrl6qqqlRXV6eYmBilp6e7b/F31PGaPn26+4HTpKQk9/bmjEd8fLy2bdvmcbwzn2rqiGPWHB3x99iFxqu6ulqjR49WeHi4li9frqCgIPc+rrGmxywyMlKRkZG68sorde211+qyyy7T8uXLNXHixIAZsw79X8Q333xTw4YN06BBgzy2Z2Rk6Pjx4yoqKnJv27BhgxobG5Went7WZfpVfX296uvrz7qbcMkll6ixsVHSD3+4g4KCtH79evf+0tJS2e12ZWRktGm9gSQyMlIxMTHat2+fduzYobFjx0rqeONljNH06dO1fPlybdiwQWlpaR77mzMeGRkZ2rNnj8cf5rVr1yoiIkJ9+/ZtmxNpQxcas+boSL/HmjNeTqdTWVlZ6tKli1auXHnWXXiusQtfY8YYGWPczwIGzJi12WPFbai6utrs3LnT7Ny500gyL774otm5c6f529/+5m5TVVVlQkNDzYIFC5o8xujRo82QIUPM1q1bzSeffGKuvPJKM3HixLY6hTZ1ofG68cYbTb9+/czGjRvNN998YxYtWmS6du1qXn31VfcxHn74YZOSkmI2bNhgduzYYTIyMkxGRoa/TqlVXWi83n33XbNx40ZTVlZmVqxYYXr06GHGjx/vcYyONF7Tpk0zkZGRZtOmTcbhcLiXkydPuttcaDwaGhpM//79TVZWltm1a5dZvXq1iYmJMbm5uf44pVbXnDFzOBxm586d5o033jCSzObNm83OnTvNsWPH3G06yu+xC41XVVWVSU9PNwMGDDD79+/3aNPQ0GCM4Rr76ZiVlZWZf//3fzc7duwwf/vb38ynn35qxowZY6KiokxFRYUxJnDGrF0GmTMfR/zpMmXKFHebP/zhDyYkJMQcP368yWMcO3bMTJw40YSFhZmIiAhz3333merq6jY6g7Z1ofFyOBzm3nvvNYmJiaZr166mV69e5oUXXjCNjY3uY9TW1pp/+Zd/MZdddpkJDQ01t99+u3E4HH46o9Z1ofF6+eWXTVJSkgkKCjIpKSnmqaeeOuujiB1pvJoaK0lm0aJF7jbNGY+DBw+a7OxsExISYqKjo82vfvUr90dn25vmjNns2bMv2Kaj/B670Hid62dWkjlw4ID7OFxj/z9mhw8fNtnZ2SY2NtYEBQWZpKQkM2nSJLN3716P4wTCmPHt1wAAwLI69DMyAADA2ggyAADAsggyAADAsggyAADAsggyAADAsggyAADAsggyAADAsggyAADAsggygMUZYzR16lRFRUXJZrOpW7dumjlzpnt/amqq5s+f77f6vGGz2bRixQp/lyFJeuaZZzR48GB/lwHgAggygMWtXr1aixcv1qpVq+RwONS/f3+P/du3b9fUqVP9VJ01BFKAAuCdzv4uAMDFKSsrU0JCgq677jpJUufOnj/WMTEx/ijrLHV1derSpYu/ywDQznBHBrCwe++9VzNmzJDdbpfNZlNqaupZbX761pLNZtOCBQuUnZ2tkJAQXX755frzn//s3n/w4EHZbDYtW7ZM1113nbp27ar+/furoKDA47jFxcXKzs5WWFiY4uLidPfdd6uystK9f8SIEZo+fbpmzpyp6OhojRo1yuvzO3TokO644w5169ZNUVFRGjt2rA4ePOhx/uPGjdPzzz+vhIQEde/eXTk5Oaqvr3e3cTgcuu222xQSEqK0tDQtXbrUY0zOjNntt9/e5Bj+8Y9/VGpqqiIjI3XnnXequrq6WbWPGDFCM2bM0MyZM3XZZZcpLi5Ob7zxhmpqanTfffcpPDxcV1xxhT766CN3n02bNslms2nNmjUaMmSIQkJCNHLkSB09elQfffSR+vTpo4iICE2aNEknT570ejyB9oggA1jYyy+/rDlz5igpKUkOh0Pbt29vVr+nn35aEyZM0BdffKG77rpLd955p0pKSjzaPPbYY/rVr36lnTt3KiMjQ2PGjNGxY8ckScePH9fIkSM1ZMgQ7dixQ6tXr1ZFRYXuuOMOj2MsWbJEXbp00aeffqrXXnvNq3Orr6/XqFGjFB4ero8//liffvqpwsLCNHr0aNXV1bnbbdy4UWVlZdq4caOWLFmixYsXa/Hixe7999xzj44cOaJNmzbpf/7nf/T666/r6NGj7v1nxmzRokVnjWFZWZlWrFihVatWadWqVSooKNC8efOafQ5LlixRdHS0tm3bphkzZmjatGn6+c9/ruuuu06ff/65srKydPfdd58VSp555hn9/ve/12effeYOc/Pnz9fSpUv1l7/8Rf/7v/+rV155xavxBNqtNv2ubQAt7qWXXjI9evRwr994443ml7/8pXu9R48e5qWXXnKvSzIPP/ywxzHS09PNtGnTjDHGHDhwwEgy8+bNc++vr683SUlJ5rnnnjPGGPPss8+arKwsj2McOnTISDKlpaXuOoYMGeLVuUgyy5cvN8YY88c//tH06tXLNDY2uve7XC4TEhJi1qxZY4wxZsqUKaZHjx6moaHB3ebnP/+5+cUvfmGMMaakpMRIMtu3b3fv37dvn5F01piced0zZs+ebUJDQ43T6XRve+yxx0x6enqzzuXGG280N9xwg3u9oaHBXHrppebuu+92b3M4HEaSKSwsNMYYs3HjRiPJrFu3zt1m7ty5RpIpKytzb3vooYfMqFGjmlUH0N7xjAzQAWVkZJy1vmvXrnO26dy5s66++mr3XZsvvvhCGzduVFhY2FnHLisr01VXXSVJGjZsmM81fvHFF9q/f7/Cw8M9tp86dUplZWXu9X79+umSSy5xryckJGjPnj2SpNLSUnXu3FlDhw5177/iiit02WWXNauG1NRUj9dPSEjwuJtzIQMHDnT/+5JLLlH37t01YMAA97a4uDhJOuuYP+4XFxen0NBQXX755R7btm3b1uw6gPaMIAPAaydOnNCYMWP03HPPnbUvISHB/e9LL730ol5j2LBhevvtt8/a9+MHmIOCgjz22Ww2NTY2+vy6P3axx26q/4+32Ww2STrrmD9t05rnCFgdz8gAHdCWLVvOWu/Tp8852zQ0NKioqMjdZujQofryyy+VmpqqK664wmO5mPDyY0OHDtW+ffsUGxt71mtERkY26xi9evVSQ0ODdu7c6d62f/9+ff/99x7tgoKCdPr06RapG0DbIsgAHdB7772nhQsX6uuvv9bs2bO1bds2TZ8+3aNNfn6+li9frr179yonJ0fff/+97r//fklSTk6OvvvuO02cOFHbt29XWVmZ1qxZo/vuu6/FAsFdd92l6OhojR07Vh9//LEOHDigTZs26ZFHHtG3337brGP07t1bmZmZmjp1qrZt26adO3dq6tSpCgkJcd8NkX54C2n9+vUqLy8/K+QACGwEGaADysvL07JlyzRw4EC99dZbeuedd9S3b1+PNvPmzdO8efM0aNAgffLJJ1q5cqWio6MlSYmJifr00091+vRpZWVlacCAAZo5c6a6deumTp1a5tdKaGioNm/erJSUFI0fP159+vTRAw88oFOnTikiIqLZx3nrrbcUFxen4cOH6/bbb9eDDz6o8PBwde3a1d3mhRde0Nq1a5WcnKwhQ4a0SP0A2obNGGP8XQSAtmOz2bR8+XKNGzeuyf0HDx5UWlqadu7c2S6n6P/222+VnJysdevW6eabb/Z3OQAuEg/7AmjXNmzYoBMnTmjAgAFyOBx6/PHHlZqaquHDh/u7NAAtgLeWALSJt99+W2FhYU0u/fr1a7XXra+v15NPPql+/frp9ttvV0xMjDZt2nTWJ4G8Ybfbz3kuYWFhstvtLXgGAM6Ht5YAtInq6mpVVFQ0uS8oKEg9evRo44p819DQ4PFVCT+Vmpp61ndeAWgdBBkAAGBZvLUEAAAsiyADAAAsiyADAAAsiyADAAAsiyADAAAsiyADAAAsiyADAAAsiyADAAAs6/8ArX3u24IGi3UAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Aber auch Bin-Width kann eingestellt werden\n",
"sns.histplot(data=penguins, x=\"flipper_length_mm\", binwidth=2)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='flipper_length_mm', ylabel='Count'>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Es kann auch ein Kernel Density Plot gezeichnet werden\n",
"sns.histplot(data=penguins, x=\"flipper_length_mm\", kde=True) # default ist kde=False\n",
"\n",
"# Hier steht das kde für Kernel Density Estimation (Dichteschätzung)."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='flipper_length_mm', ylabel='Count'>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Es kann auch eine weitere Information encoded werden mit Hilfe einer Farbe\n",
"sns.histplot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", element=\"step\")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='flipper_length_mm', ylabel='Count'>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dichte Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wie bereits in den Histogrammen verwendet wollen wir nun auch die Dichteplots besprechen. Sie *schätzen* die Dichteverteilung der gegeben Daten."
]
},
{
"attachments": {
"density_plot.jpg": {
"image/jpeg": 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Lp+dry56CWQ5jj/4G3YA4Phvw5ZeEPD1npen26WtjZRLHBCvRV6DPfJzk88nJ717WEwnJT9pPeW3l5/5Hg4zGOdX2cHpG1/N/8DqbnwKvWPgNdPkbdNodxLp789QjEx57n92ye3Fdljj1rzv4c3n9kfFDVrInEerWkd+g7b4j5cmP+AmM/hXomMe3tX33B+JdbLIQlvBuHnZO0b+bjZ/M+G4uw6o5jOcFpNKflqru3o7r5BRRRX1HofNBQQD1oooABx9KPz/Oiij1D0D/ABoooo9A9QooooAP8j0z71g/Ez4c6b8VPCNxpOpiaONmWaG5gkMdxZTo2Y7iFxysqNhlYHggdiQd6jvVQlKElOGjRNSEZxcZ9Tqv2N/2hdS8e2OpeC/GkkY+IHg0Il7IihE1q1bIg1CJem2TBVwvCyKw4G2vdEfINfE/xe0rVfDOp6R8QPCtv5/irwW7zJbKdp1ixYD7TYMfSRVDJwcSohHevrn4V/EfSfi98PdH8UaFdLd6TrlpHd20g4yjjIBHZh0IPQgjrXiZthIwl7ekvdk9fJ9f81/wD18nxkpJ4aq/eitH3X/A6nQjpRSA5pa8dHthRRRTAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKg1P/kG3H/XNv5VPUGp/wDINuP+ubfyoA8A/wCCRv8Ayir/AGa/+yX+Gv8A0121fQ1fPP8AwSN/5RV/s1/9kv8ADX/prtq+hqACiiigAooooAKKKKACiiigAooooAKKKKACiiigAPWvnH9iH/k5P9rj/sqtj/6hnhivo49a+cf2If8Ak5P9rj/sqtj/AOoZ4YoA+jqKKKACiiigAooooAKKKKACiiigAoopHbaPX29aAKXiDV7fw/pNxfXUywWtnE00sjfdRVBJJ9sCvnX4TG48QWN/4svlZdR8W3R1Eo45hgOFgjP+7EFHbkscV2n7XviBtS8L6X4Phb994uvBbThTyLOPElwfxQBPbzfbBr28K20CqoAVRgADpX59n+J9vmCoL4aSv/29JW/CP/pR9xkWH9jgnW+1Uf8A5Kv83/6Sh4G3jnA6ZNLSL0pa4XueotFYKKKKQBRRRQAUUUgOaAFxl1/2iB/n9a5f4v8AxTsfg/8ADy/8QX0cky2qqtvax/669uHO2GBB3Z3IUfUntXTucKfcY46181eNfFH/AAvz40NdRnzvCPgW5e109c/u9Q1EArPcg/xLFkxIefm80joK78Dh/aSbl8MdX5+R5uYYp04Wj8UtF5efoV/hv4ZvtOtb7WNdljuvFHiOb7bqk6cqjEYSCP0iiXCKP9knjNdMRn+f4/5AoPX/AD/nFFevOV5cyPHjG0eVmVq91/Yni3w5qf3Vhvfscx/6Z3CmPr/108s/hXquSTzXlPjzTZNX8HalDF/r/JMkOO0iEMh/76Ar0jwxrcfiXw3p+oRf6u+t0uB/wNQ39a9jg+sqeMxGGf2uWa9fhl9yUfvPL4soueDoYhdOaD9PiX33f3F6iiiv0I+B06BRRRQAUUUUAFFFFABRRRQAUUUUAA+8Pr2/z9fwNZ/7JPjE/Aj486l8OrpvL8M+N2n17wwT9y0vB819ZL2AbP2hF46zDHFaFcf8bvAt9418GLLosy2fifQbqLWNBujwIL2D5o8/7Djcjjujt9K0VONWLw89pL7mtn/XQynUlSksRDeGr811R9nRtn29fanVw37O3xnsfj58G9D8WWMbW66pb5uLVj89lcoSk8D8D5o5FdDwPu124fIr42pBwk4S3R9jSqRqQU47NXHUUikk9KWpNAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqDU/8AkG3H/XNv5VPUGp/8g24/65t/KgDwD/gkb/yir/Zr/wCyX+Gv/TXbV9DV88/8Ejf+UVf7Nf8A2S/w1/6a7avoagAooooAKKKKACiiigAooooAKKKKACiiigAooooAD1r5x/Yh/wCTk/2uP+yq2P8A6hnhivo49a+cf2If+Tk/2uP+yq2P/qGeGKAPo6iiigAooooAKKKKACiiigAooooAQnkVFK+0bv7uTUxrl/i949i+GPwz1vXZl8z+zbR5Uj7yvjCIPdmIA9zXPisRGjSlVnoopt/LU0o0ZVakaUNXJpL5njeoamPiL8fvEWrKd9l4dRdCsv7ok+WW5Ye5YxoT6xGukx8uK5z4UeFpfCHgSxtLpvMvmDT3cn/PWeRjJK34u7H6YrolXbX5fhXOUfbVPineT8ru9vlsfpVSnGFqVP4YWS87aX+e4vSiiiugkKKKKACiiigAzzSMcClNUvEGu2fhfRrrVNRuIrOw0+Fri4mlOEijUZZifYZ/zxVJN+6lqyZNR957Hmf7VnxPvPC3hmz8M6DO0Pivxgz21pKoy2m26rm4vD6eWhAX/bdB6iuQ8KeF7PwT4cstJ0+EQWOnwrBCgOflAxknuScknuST3rD8C3d58R/FGpfEDVopoLzX1WLTLaUYfTdOQkwxkfwySZMr+pkA7V1ijaqqAAFGAB27/wBa+kVJUaaorpv6/wDAPmJVXWqOs/ReS/4P+QDgUUUVI0H/AOr9DVz4E3Hl+DZ9Nb72i3s9mB/sby8f0/duo/CqYG44zjnA+vSo/hxdf2X8TtYs+i6rZxX6D1eM+U/6GL8q0y+t7DNcPW6O8H6SV1+MUicbR9vltej1Vpr1i7P8G2eidqKCACcUV+sH5aFFFFABRRRQAUUUUAFFFFABRRRQAUEgDnp3z6UUKdrKcA7TkZ/z9aNQ332Mf9mzxYfgV+0/qHhSdgnhv4oGTVNMJP7u21iGP/SYR2Hnwqsq9MtFL1LcfWUPK18b/GzwDdePvAbRaXcfY/EGkzRapol2etrfW58yFs/3SVKsO6sw719Ifs2/Gy1/aB+Dei+KbaJrOa+hKXtmx+fT7uNjHPA/+0kqupz6A9683OsOpKOIj10fk11+aO/Ja3JOWGl01i/J9Pk9fmd4nFOpsZzTq8E+hCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACoNT/5Btx/1zb+VT1Bqf/INuP8Arm38qAPAP+CRv/KKv9mv/sl/hr/0121fQ1fPP/BI3/lFX+zX/wBkv8Nf+mu2r6GoAKKKKACiiigAooooAKKKKACkLYpaRuooA8Q/aO/bp0f9n/4l6b4J0/wV8QfiX401DSZvEEuheD7G2ubuw02OQRG7mNxcQRhWkJREV2lkZHCIxU47j4WftFeD/jN8BtI+Jmgaxb3HgvWtJGtwajOGt1jtfL3s0ocAxFACHVwGQqwIBUivnH43eI9W/ZO/4KPaz8VL7wL8QvGfgnx18NdP8Lxz+EdAuNeu9M1LTtR1C5FvLb24aSOO4j1IFZSPLDwtvdAQa5v9mv4JeLbX/gm1cfs3674Z8SeHfHPjb4c+I9Vk1I2u/Q9DudXu7xk0xr1CU+1wG9XMaAjZCzAlQMgHrX7O/wDwU28I/tEeP/C+hR+EPiN4Ph+IWmz6v4J1XxNpUNnY+MrWFFkeS0KTSSo3kus6xXMcMrREuEKqxFn9mP8A4KByftW6/bN4e+DPxcsfB91qWqaWvjHUjocejrJp9xc2szGOPUnvdrXFrJEmLUklkJCoSw8A+B+oeLf2lfit+yXpDfC34heBJvgDDd6n40uPEOgT6ZY2V2vh+50iOwsbiQCK+Ek120oktmePyoCWZSyrWDYfC3wXrv7Vfwn1b9nr4F/Ej4XeMrHxo2pePPEF/wCDL/wtp8uiPFctqFvez3CpDqTzySR+WsfnlZdsgZAhagD9Ikk3rnbj2/CvnP8AYgIP7SX7XGCD/wAXVsgcdv8AijPDFevfGT4MaR8efBUnh7W7zxTY2Ek6TmXQPEeoaBebkyQBc2M0MwX1UPtPccCvn/8A4JlfDHTvg18U/wBqbwzpN1r95p2l/FO1WGXWtbvNavm3+EPDch8y7vJZbiXBcgb5G2qFVcKoAAPrCiiigAooooAKKKKACiiigAooJ5oJxQA1zg14h+0/rX/CW+MfCvg+Jv3ckp1vUVB/5Y25Hkqf96cof+2Z/D224fZEWx0Hc183+B9V/wCFg+OPFHjB8NDql2LPTz1/0S3LIpHs7mV/oy9cV8nxXiL0Y4OO9R6/4Vq/v0T9T6bhnD3rSxT2prT/ABPRfdrL5HVpwlLQOaK+bPpVsFFFFAwooooAKKCaM84oAGG4e/avn/8AaY8Wn4rePLf4eWUm7RtM8vUfFEin5ZP47exJ/wBsgSSL/cCD+PI9I+PvxfX4OeAWvo4Be6xqEi2GkWGfmvruQHYvsgwXZuyKx4OK8f8Ahx4Ofwd4eK3dy2oaxqEzX2q3rj5r26kOZJPYZ4UdkCivZy/D8i+sS+X+fyPDzLEc7+rw+f8Al8zoAuxQo+6oAHsMUUf5+tFdevU4wooooAAcVl39z/Yfjbw1qWcKl2bGU9MpOuBz/wBdFjrUrH8e6dJqnhG+jg/4+Vj82DHXzUIdP/HlFcePclR9pD4oNSXm4+8l96OzL+V1lTn8M04v0krP7kz1gLs49OM+tFUfDOuR+JvDlhqEP+qvreOdOegZQ39avV+xYWsq1GFWLupJP70fkuKoyo1Z05rWLa+5hRRRWxiFFFFABRRRQAUUUUAFFFFABRRRQAKfnA/vY/mP/wBf4CsH4AeLf+Gf/wBqOfRpnaHwp8V3NxbHOI7HXIk/eJ6L9qhTcPV4D1L1vdR6j0Peua+Lnw7T4oeBbrSxdNY3u6O60+9Q4k067iYSQXCnt5ciIfwx3NaRjGpF0p7PT/g/J6mcnKDVWG6d/wDgfNaH2DA24Ej1qSvKv2Rvj5J8evhFb32oW62XibSJW0rxBY5wbK/hwsgx/dfiRD3SRK9RWbeOB/8Arr4+rRdKbpy3R9dQrRq01UjsySikRtw6UtZmwUU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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![density_plot.jpg](attachment:density_plot.jpg)\n",
"\n",
"(von https://www.tutorialspoint.com/machine_learning/machine_learning_density_plots.htm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Eigenschaften eines Dichteplots**:\n",
"* Visualisiert die Verteilung einer numerischen Variable durch eine geglättete Kurve, die die Wahrscheinlichkeitsdichte darstellt\n",
"* Zeigt die relative Häufigkeit von Werten ähnlich wie ein Histogramm, jedoch ohne die Daten in feste Intervalle (Bins) zu unterteilen\n",
"* Gut geeignet, um die Form der Verteilung sanfter darzustellen, wodurch Muster wie Peaks oder Täler deutlicher erkennbar werden\n",
"* Die Fläche unter der Kurve entspricht der Gesamtwahrscheinlichkeit von 1 (bei Wahrscheinlichkeitsdichte)\n",
"* Glättung der Kurve wird durch einen sogenannten „Kernel“ bestimmt, dessen Breite (Bandbreite) die Glätte beeinflusst größere Bandbreiten führen zu glatteren, aber weniger detaillierten Kurven\n",
"* Nützlich, um multimodale Verteilungen oder subtile Variationen zu identifizieren, die in einem Histogramm schwerer zu erkennen wären\n",
"* Kann auch verwendet werden, um mehrere Datensätze oder Gruppen zu vergleichen, indem mehrere Dichtekurven übereinander gelegt werden\n",
"* Zusätzliche Beschriftungen:\n",
" * Titel\n",
" * Achsenbeschriftungen (x-Achse für die Werte der Variablen, y-Achse für die Dichte)\n",
" * Legende, falls mehrere Gruppen oder Verteilungen dargestellt werden\n",
"* Besonders nützlich, um bei größeren Datensätzen kontinuierliche Verteilungen präzise darzustellen\n",
"* Kann mit anderen Diagrammen wie Boxplots (ergibt Violin Plot) oder Histogrammen (siehe vorher) kombiniert werden, um eine detailliertere Analyse der Verteilung zu ermöglichen\n",
"* **Wichtig**: Ist nur eine Schätzung. Somit kann es irreführend sein. Was könnte theoretisch falsch laufen?"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"iris = sns.load_dataset(\"iris\")\n",
"tips = sns.load_dataset(\"tips\")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(data=tips, x=\"total_bill\")\n",
"plt.title(\"Kernel Density Plot: Total Bill\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Density', ylabel='total_bill'>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# kann auch gedreht werden\n",
"sns.kdeplot(data=tips, y=\"total_bill\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Density'>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(data=iris) # Verteilung der einzelnen Features im Iris dataset. Label ist hier nicht notwendig."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='Density'>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We can change the kernel used for the density estimation (vergleiche mit vorher)\n",
"sns.kdeplot(data=tips, x='total_bill', bw_adjust=0.2)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='Density'>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# erneut können auch Farben verwendet werden um eine weitere Kategorie zu inkludieren\n",
"sns.kdeplot(data=tips, x='total_bill', hue='time')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='total_bill', ylabel='Density'>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# auch die 'multiple' Option existiert wieder\n",
"sns.kdeplot(data=tips, x='total_bill', hue='time', multiple='stack') # auch multiple='fill' ist möglich, default ist multiple='layer'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Eine sehr prominente Dichtefunktion ist die Normalverteilung (Gauss'sche Glockenkurve). Wir haben diese bereits besprochen, können aber jetzt nochmal mit Histogrammen und Density Plots bzw. Scatter Plots die Verteilung unter die Lupe nehmen."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"data = np.random.normal(loc=0, scale=1, size=10000)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Count'>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Histogramm der Normalverteilung\n",
"sns.histplot(data=data, kde=True)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-10.0, 30.0)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.random.normal(10, 1, 1000)\n",
"y = np.random.normal(10, 8, 1000)\n",
"\n",
"df = pd.DataFrame({'x': x, 'y': y})\n",
"\n",
"sns.jointplot(data = df, x='x', y='y')\n",
"plt.xlim(-10,30)\n",
"plt.ylim(-10,30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ohne der Einschränkung der Achsen würde der Plot so aussehen:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f879c2b2700>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(data = df, x='x', y='y')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pairplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nun kommen wir noch zum Pairplot. Dieses kombiniert normalerweise das bisher bekannte Streudiagramm (Scatter Plot) mit einem Density Plot. Hier können alle Features \"gegeneinander\" geplottet werden."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Eigenschaften eines Pairplots**:\n",
"* Ist symmetrisch bezüglich der 2. Mediane\n",
"* Visualisiert die Beziehungen zwischen mehreren numerischen Variablen, indem alle möglichen Paarkombinationen der Variablen als Scatter Plots dargestellt werden\n",
"* Zeigt Scatter Plots in einer Matrixform, wobei jede Zelle der Matrix die Beziehung zwischen zwei Variablen darstellt (es sind aber auch andere Diagrammtypen möglich)\n",
"* Die Diagonale der Matrix enthält in der Regel Histogramme oder Dichteplots, um die Verteilung jeder einzelnen Variablen anzuzeigen\n",
"* Gut geeignet, um Korrelationen, Trends und Ausreißer zwischen mehreren Variablen gleichzeitig zu erkennen\n",
"* Ermöglicht das schnelle Erkennen von Mustern, linearen oder nichtlinearen Beziehungen sowie Clustern\n",
"* Farb- oder Symbolkodierungen können verwendet werden, um eine dritte kategoriale Variable darzustellen und Unterschiede zwischen Gruppen hervorzuheben\n",
"* Nützlich für explorative Datenanalysen, insbesondere bei größeren Datensätzen mit vielen Variablen\n",
"* Zusätzliche Beschriftungen:\n",
" * Titel (optional, da die Matrix oft selbsterklärend ist)\n",
" * Achsenbeschriftungen für jede Zelle (Variablenbezeichnungen entlang der x- und y-Achsen)\n",
" * Legende, falls Farben zur Darstellung einer kategorialen Variable verwendet werden\n",
"* Kann aufgrund der Vielzahl von Plots bei vielen Variablen unübersichtlich werden\n",
"* Besonders hilfreich, um multivariate Zusammenhänge zu analysieren und Hypothesen über die Beziehungen zwischen Variablen zu generieren"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f879c2575b0>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
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",
"text/plain": [
"<Figure size 1117.75x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=iris, hue='species')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f879779a340>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1117.75x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=iris, hue='species', kind='kde')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aufgabe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Lade das Cars Dataset `cars.csv`\n",
"* Führe zuerst notwendige Vorverarbeitungsschritte durch (sind (viele) Werte leer, unmöglich, Normalisieren, etc.) und Informieren Sie sich auch über das Dataset (zBsp. über https://www.kaggle.com/datasets/goyalshalini93/car-data)\n",
"* Geben Sie verschiedene Zentral und Streumaße an für Features, wo Sie es für notwendig halten\n",
"* Testen Sie die verschiedenen, bisher gelernten, Visualisierungsmöglichkeiten und Visualisieren Sie die Daten in einigen *sinnvollen* Grafiken\n",
"* Dokumentieren Sie alle Ergebnisse!"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Your code here"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "dsai",
"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": "3.9.20"
}
},
"nbformat": 4,
"nbformat_minor": 2
}