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DSAI/03_Visualisierungen/code/visualisierung_4.ipynb
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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 4</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": [
"# Ein Beispiel"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wählen Sie eines der folgenden Datasets. Verwenden Sie bitte die Versionen, die auf Eduvidual bereitgestellt sind! (Die Links sind als Informationsquelle und als Referenzangabe angedacht)\n",
"* Breast Cancer `breast_cancer.csv` (verwendet von https://archive.ics.uci.edu/dataset/17/breast+cancer+wisconsin+diagnostic)\n",
"* Diabetes `diabetes.csv` (verwendet von https://www.kaggle.com/uciml/pima-indians-diabetes-database)\n",
"* Heart Disease `heart.csv` (verwendet von https://archive.ics.uci.edu/dataset/45/heart+disease)\n",
"* Insurance `insurance.csv` (verwendet von https://www.kaggle.com/datasets/owaiskhan9654/health-insurance-lead-prediction-raw-data)\n",
"* Kidney Disease `kidney.csv` (verwendet https://archive.ics.uci.edu/dataset/336/chronic+kidney+disease)\n",
"* Secondary Mushroom `mushroom.csv` (verwendet von https://archive.ics.uci.edu/dataset/848/secondary+mushroom+dataset)\n",
"* Stroke Prediction `stroke.csv` (verwendet https://www.kaggle.com/datasets/fedesoriano/stroke-prediction-dataset)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bearbeiten Sie dabei insbesondere folgende Punkte (wählen Sie aber auch weitere Schritte, welche Sie für sinnvoll halten, basierend auf den besprochenen Möglichkeiten der letzten Stunden):\n",
"* Geben Sie erneut infos über das Dataset. Was ist das Ziel dieses Datasets (i.e. was ist das Label) und was ist gegeben?\n",
"* Versuchen Sie mit Hilfe von Visualisierungsmethoden interessante Zusammenhänge zwischen den Daten und den Label herauszufinden.\n",
"* Verwenden Sie, wenn notwendig auch geeignete Statistiken und wenden Sie geignetes Preprocessing an!\n",
"* Zeigen Sie auch interessante Phänomene der Daten (falls existent), die durch Visualisierungen sichtbar werden\n",
"\n",
"Allgemein soll das Dataset so bearbeitet werden, dass wir möglichst viele Infos über die Daten erhalten. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dokumentieren Sie sämtliche Ergebnisse, indem Sie auch diese Zellen im Notebook belassen, welche keine zufriedenstellenden Ergebnisse liefern."
]
},
{
"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": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>car_ID</th>\n",
" <th>symboling</th>\n",
" <th>CarName</th>\n",
" <th>fueltype</th>\n",
" <th>aspiration</th>\n",
" <th>doornumber</th>\n",
" <th>carbody</th>\n",
" <th>drivewheel</th>\n",
" <th>enginelocation</th>\n",
" <th>wheelbase</th>\n",
" <th>...</th>\n",
" <th>enginesize</th>\n",
" <th>fuelsystem</th>\n",
" <th>boreratio</th>\n",
" <th>stroke</th>\n",
" <th>compressionratio</th>\n",
" <th>horsepower</th>\n",
" <th>peakrpm</th>\n",
" <th>citympg</th>\n",
" <th>highwaympg</th>\n",
" <th>price</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>alfa-romero giulia</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>88.6</td>\n",
" <td>...</td>\n",
" <td>130</td>\n",
" <td>mpfi</td>\n",
" <td>3.47</td>\n",
" <td>2.68</td>\n",
" <td>9.0</td>\n",
" <td>111</td>\n",
" <td>5000</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>13495.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>alfa-romero stelvio</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>88.6</td>\n",
" <td>...</td>\n",
" <td>130</td>\n",
" <td>mpfi</td>\n",
" <td>3.47</td>\n",
" <td>2.68</td>\n",
" <td>9.0</td>\n",
" <td>111</td>\n",
" <td>5000</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>16500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>alfa-romero Quadrifoglio</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>hatchback</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>94.5</td>\n",
" <td>...</td>\n",
" <td>152</td>\n",
" <td>mpfi</td>\n",
" <td>2.68</td>\n",
" <td>3.47</td>\n",
" <td>9.0</td>\n",
" <td>154</td>\n",
" <td>5000</td>\n",
" <td>19</td>\n",
" <td>26</td>\n",
" <td>16500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>audi 100 ls</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>fwd</td>\n",
" <td>front</td>\n",
" <td>99.8</td>\n",
" <td>...</td>\n",
" <td>109</td>\n",
" <td>mpfi</td>\n",
" <td>3.19</td>\n",
" <td>3.40</td>\n",
" <td>10.0</td>\n",
" <td>102</td>\n",
" <td>5500</td>\n",
" <td>24</td>\n",
" <td>30</td>\n",
" <td>13950.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>audi 100ls</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>4wd</td>\n",
" <td>front</td>\n",
" <td>99.4</td>\n",
" <td>...</td>\n",
" <td>136</td>\n",
" <td>mpfi</td>\n",
" <td>3.19</td>\n",
" <td>3.40</td>\n",
" <td>8.0</td>\n",
" <td>115</td>\n",
" <td>5500</td>\n",
" <td>18</td>\n",
" <td>22</td>\n",
" <td>17450.0</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>200</th>\n",
" <td>201</td>\n",
" <td>-1</td>\n",
" <td>volvo 145e (sw)</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>109.1</td>\n",
" <td>...</td>\n",
" <td>141</td>\n",
" <td>mpfi</td>\n",
" <td>3.78</td>\n",
" <td>3.15</td>\n",
" <td>9.5</td>\n",
" <td>114</td>\n",
" <td>5400</td>\n",
" <td>23</td>\n",
" <td>28</td>\n",
" <td>16845.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>201</th>\n",
" <td>202</td>\n",
" <td>-1</td>\n",
" <td>volvo 144ea</td>\n",
" <td>gas</td>\n",
" <td>turbo</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>109.1</td>\n",
" <td>...</td>\n",
" <td>141</td>\n",
" <td>mpfi</td>\n",
" <td>3.78</td>\n",
" <td>3.15</td>\n",
" <td>8.7</td>\n",
" <td>160</td>\n",
" <td>5300</td>\n",
" <td>19</td>\n",
" <td>25</td>\n",
" <td>19045.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>202</th>\n",
" <td>203</td>\n",
" <td>-1</td>\n",
" <td>volvo 244dl</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>109.1</td>\n",
" <td>...</td>\n",
" <td>173</td>\n",
" <td>mpfi</td>\n",
" <td>3.58</td>\n",
" <td>2.87</td>\n",
" <td>8.8</td>\n",
" <td>134</td>\n",
" <td>5500</td>\n",
" <td>18</td>\n",
" <td>23</td>\n",
" <td>21485.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>203</th>\n",
" <td>204</td>\n",
" <td>-1</td>\n",
" <td>volvo 246</td>\n",
" <td>diesel</td>\n",
" <td>turbo</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>109.1</td>\n",
" <td>...</td>\n",
" <td>145</td>\n",
" <td>idi</td>\n",
" <td>3.01</td>\n",
" <td>3.40</td>\n",
" <td>23.0</td>\n",
" <td>106</td>\n",
" <td>4800</td>\n",
" <td>26</td>\n",
" <td>27</td>\n",
" <td>22470.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>204</th>\n",
" <td>205</td>\n",
" <td>-1</td>\n",
" <td>volvo 264gl</td>\n",
" <td>gas</td>\n",
" <td>turbo</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>109.1</td>\n",
" <td>...</td>\n",
" <td>141</td>\n",
" <td>mpfi</td>\n",
" <td>3.78</td>\n",
" <td>3.15</td>\n",
" <td>9.5</td>\n",
" <td>114</td>\n",
" <td>5400</td>\n",
" <td>19</td>\n",
" <td>25</td>\n",
" <td>22625.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>205 rows × 26 columns</p>\n",
"</div>"
],
"text/plain": [
" car_ID symboling CarName fueltype aspiration \\\n",
"0 1 3 alfa-romero giulia gas std \n",
"1 2 3 alfa-romero stelvio gas std \n",
"2 3 1 alfa-romero Quadrifoglio gas std \n",
"3 4 2 audi 100 ls gas std \n",
"4 5 2 audi 100ls gas std \n",
".. ... ... ... ... ... \n",
"200 201 -1 volvo 145e (sw) gas std \n",
"201 202 -1 volvo 144ea gas turbo \n",
"202 203 -1 volvo 244dl gas std \n",
"203 204 -1 volvo 246 diesel turbo \n",
"204 205 -1 volvo 264gl gas turbo \n",
"\n",
" doornumber carbody drivewheel enginelocation wheelbase ... \\\n",
"0 two convertible rwd front 88.6 ... \n",
"1 two convertible rwd front 88.6 ... \n",
"2 two hatchback rwd front 94.5 ... \n",
"3 four sedan fwd front 99.8 ... \n",
"4 four sedan 4wd front 99.4 ... \n",
".. ... ... ... ... ... ... \n",
"200 four sedan rwd front 109.1 ... \n",
"201 four sedan rwd front 109.1 ... \n",
"202 four sedan rwd front 109.1 ... \n",
"203 four sedan rwd front 109.1 ... \n",
"204 four sedan rwd front 109.1 ... \n",
"\n",
" enginesize fuelsystem boreratio stroke compressionratio horsepower \\\n",
"0 130 mpfi 3.47 2.68 9.0 111 \n",
"1 130 mpfi 3.47 2.68 9.0 111 \n",
"2 152 mpfi 2.68 3.47 9.0 154 \n",
"3 109 mpfi 3.19 3.40 10.0 102 \n",
"4 136 mpfi 3.19 3.40 8.0 115 \n",
".. ... ... ... ... ... ... \n",
"200 141 mpfi 3.78 3.15 9.5 114 \n",
"201 141 mpfi 3.78 3.15 8.7 160 \n",
"202 173 mpfi 3.58 2.87 8.8 134 \n",
"203 145 idi 3.01 3.40 23.0 106 \n",
"204 141 mpfi 3.78 3.15 9.5 114 \n",
"\n",
" peakrpm citympg highwaympg price \n",
"0 5000 21 27 13495.0 \n",
"1 5000 21 27 16500.0 \n",
"2 5000 19 26 16500.0 \n",
"3 5500 24 30 13950.0 \n",
"4 5500 18 22 17450.0 \n",
".. ... ... ... ... \n",
"200 5400 23 28 16845.0 \n",
"201 5300 19 25 19045.0 \n",
"202 5500 18 23 21485.0 \n",
"203 4800 26 27 22470.0 \n",
"204 5400 19 25 22625.0 \n",
"\n",
"[205 rows x 26 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Daten laden (Cars)\n",
"\n",
"path = os.path.join(\"..\", \"..\", \"_data\", \"cars.csv\")\n",
"cars = pd.read_csv(path, decimal=\".\", sep=\",\", header=0, index_col=False)\n",
"cars"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 205 entries, 0 to 204\n",
"Data columns (total 26 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 car_ID 205 non-null int64 \n",
" 1 symboling 205 non-null int64 \n",
" 2 CarName 205 non-null object \n",
" 3 fueltype 205 non-null object \n",
" 4 aspiration 205 non-null object \n",
" 5 doornumber 205 non-null object \n",
" 6 carbody 205 non-null object \n",
" 7 drivewheel 205 non-null object \n",
" 8 enginelocation 205 non-null object \n",
" 9 wheelbase 205 non-null float64\n",
" 10 carlength 205 non-null float64\n",
" 11 carwidth 205 non-null float64\n",
" 12 carheight 205 non-null float64\n",
" 13 curbweight 205 non-null int64 \n",
" 14 enginetype 205 non-null object \n",
" 15 cylindernumber 205 non-null object \n",
" 16 enginesize 205 non-null int64 \n",
" 17 fuelsystem 205 non-null object \n",
" 18 boreratio 205 non-null float64\n",
" 19 stroke 205 non-null float64\n",
" 20 compressionratio 205 non-null float64\n",
" 21 horsepower 205 non-null int64 \n",
" 22 peakrpm 205 non-null int64 \n",
" 23 citympg 205 non-null int64 \n",
" 24 highwaympg 205 non-null int64 \n",
" 25 price 205 non-null float64\n",
"dtypes: float64(8), int64(8), object(10)\n",
"memory usage: 41.8+ KB\n"
]
}
],
"source": [
"cars.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ziel des Datasets\n",
"Das Ziel des Car-Datasets ist die Analyse der Zusammenhänge des Autopreises (price) -> Label, mit den anderen Features und generelle Analyse. Gegeben sind verschiedene Merkmale der Autos wie CarName, fueltype, enginesize, horsepower, citympg, und weitere technische Spezifikationen."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a box plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.boxplot(x='fueltype', y='price', data=cars, whis=(0,100))\n",
"plt.title('Distribution of Prices by Fuel Type')\n",
"plt.xlabel('Fuel Type')\n",
"plt.ylabel('Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a violin plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.violinplot(x='aspiration', y='horsepower', data=cars, inner='quart')\n",
"plt.title('Distribution of Horsepower by Aspiration Type')\n",
"plt.xlabel('Aspiration Type')\n",
"plt.ylabel('Horsepower')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(x='enginesize', y='price', data=cars, hue='fueltype', style='fueltype')\n",
"sns.regplot(x='enginesize', y='price', data=cars, scatter=False, color='red')\n",
"plt.title('Relationship between Engine Size and Price')\n",
"plt.xlabel('Engine Size')\n",
"plt.ylabel('Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a histogram\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(cars['citympg'], bins=20, kde=True)\n",
"plt.title('Distribution of City MPG')\n",
"plt.xlabel('City MPG')\n",
"plt.ylabel('Frequency')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate average price by engine size\n",
"avg_price_by_engine = cars.groupby('enginesize')['price'].mean().reset_index()\n",
"\n",
"# Create a line plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.lineplot(x='enginesize', y='price', data=avg_price_by_engine)\n",
"plt.title('Average Price over Different Engine Sizes')\n",
"plt.xlabel('Engine Size')\n",
"plt.ylabel('Average Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a pair plot\n",
"sns.pairplot(cars[['price', 'horsepower', 'enginesize', 'highwaympg']])\n",
"plt.suptitle('Pair Plot of Numerical Features', y=1.02)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate the correlation matrix\n",
"corr_matrix = cars[['price', 'horsepower', 'enginesize', 'curbweight', 'citympg', 'highwaympg']].corr()\n",
"\n",
"# Create a heatmap\n",
"plt.figure(figsize=(10, 6))\n",
"sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n",
"plt.title('Correlation Matrix of Numerical Features')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a count plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.countplot(x='doornumber', data=cars, hue='doornumber')\n",
"plt.title('Number of Cars by Number of Doors')\n",
"plt.xlabel('Number of Doors')\n",
"plt.ylabel('Count')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a KDE plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.kdeplot(cars['price'], fill=True, color='r')\n",
"plt.title('Density of Prices')\n",
"plt.xlabel('Price')\n",
"plt.ylabel('Density')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a joint plot\n",
"sns.jointplot(x='horsepower', y='price', data=cars, kind='reg', height=8)\n",
"plt.suptitle('Relationship between Horsepower and Price', y=1.02)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1290.75x800 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a facet grid\n",
"g = sns.FacetGrid(cars, col='carbody', hue='fueltype', col_wrap=3, height=4)\n",
"g.map(sns.histplot, 'citympg', bins=7, kde=True)\n",
"g.add_legend()\n",
"plt.suptitle('City MPG by Car Body Type and Fuel Type', y=1.02)\n",
"plt.show()"
]
}
],
"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": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 2
}