514 lines
195 KiB
Plaintext
514 lines
195 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "6c1da81e-835a-4426-9cbf-337f7c92f357",
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"metadata": {},
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"source": [
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"# Notebook-A8 (Data Visulization-1)"
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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": 23,
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"id": "da7be8d6-32f3-41c1-8de5-62239ca5f5e2",
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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 seaborn as sns\n",
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"from matplotlib import pyplot as plt"
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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": 24,
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"id": "23ef6964-4d4e-412f-9391-b81028376175",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>survived</th>\n",
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" <th>pclass</th>\n",
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" <th>sex</th>\n",
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" <th>age</th>\n",
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" <th>sibsp</th>\n",
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" <th>parch</th>\n",
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" <th>fare</th>\n",
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" <th>embarked</th>\n",
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" <th>class</th>\n",
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" <th>who</th>\n",
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" <th>adult_male</th>\n",
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" <th>deck</th>\n",
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" <th>embark_town</th>\n",
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" <th>alive</th>\n",
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" <th>alone</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>3</td>\n",
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" <td>male</td>\n",
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" <td>22.0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>7.2500</td>\n",
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" <td>S</td>\n",
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" <td>Third</td>\n",
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" <td>man</td>\n",
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" <td>True</td>\n",
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" <td>NaN</td>\n",
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" <td>Southampton</td>\n",
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" <td>no</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>female</td>\n",
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" <td>38.0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>71.2833</td>\n",
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" <td>C</td>\n",
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" <td>First</td>\n",
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" <td>woman</td>\n",
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" <td>False</td>\n",
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" <td>C</td>\n",
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" <td>Cherbourg</td>\n",
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" <td>yes</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>1</td>\n",
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" <td>3</td>\n",
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" <td>female</td>\n",
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" <td>26.0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>7.9250</td>\n",
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" <td>S</td>\n",
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" <td>Third</td>\n",
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" <td>woman</td>\n",
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" <td>False</td>\n",
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" <td>NaN</td>\n",
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" <td>Southampton</td>\n",
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" <td>yes</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>female</td>\n",
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" <td>35.0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>53.1000</td>\n",
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" <td>S</td>\n",
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" <td>First</td>\n",
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" <td>woman</td>\n",
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" <td>False</td>\n",
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" <td>C</td>\n",
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" <td>Southampton</td>\n",
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" <td>yes</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>0</td>\n",
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" <td>3</td>\n",
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" <td>male</td>\n",
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" <td>35.0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>8.0500</td>\n",
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" <td>S</td>\n",
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" <td>Third</td>\n",
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" <td>man</td>\n",
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" <td>True</td>\n",
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" <td>NaN</td>\n",
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" <td>Southampton</td>\n",
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" <td>no</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" survived pclass sex age sibsp parch fare embarked class \\\n",
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"0 0 3 male 22.0 1 0 7.2500 S Third \n",
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"1 1 1 female 38.0 1 0 71.2833 C First \n",
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"2 1 3 female 26.0 0 0 7.9250 S Third \n",
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"3 1 1 female 35.0 1 0 53.1000 S First \n",
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"4 0 3 male 35.0 0 0 8.0500 S Third \n",
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"\n",
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" who adult_male deck embark_town alive alone \n",
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"0 man True NaN Southampton no False \n",
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"1 woman False C Cherbourg yes False \n",
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"2 woman False NaN Southampton yes True \n",
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"3 woman False C Southampton yes False \n",
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"4 man True NaN Southampton no True "
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]
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},
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"execution_count": 24,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Load built-in dataset\n",
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"df=sns.load_dataset('titanic')\n",
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"df.head()"
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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": 25,
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"id": "d603406f-98bb-4067-83be-6bf6c4ba93e8",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 600x400 with 0 Axes>"
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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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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Dist plot for age\n",
|
|
"plt.figure(figsize=(6,4))\n",
|
|
"sns.displot(df['age']) # Use sns.distplot(df['age']) for older versions of seaborn library\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "8b38da87-a4de-4730-982c-d904cd572cde",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_10912/4064940007.py:3: FutureWarning: \n",
|
|
"\n",
|
|
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
|
|
"\n",
|
|
" bp = sns.boxplot(x='class',y='age',palette='pastel',data=df)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 500x300 with 1 Axes>"
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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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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>count</th>\n",
|
|
" <th>mean</th>\n",
|
|
" <th>std</th>\n",
|
|
" <th>min</th>\n",
|
|
" <th>25%</th>\n",
|
|
" <th>50%</th>\n",
|
|
" <th>75%</th>\n",
|
|
" <th>max</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>survived</th>\n",
|
|
" <td>891.0</td>\n",
|
|
" <td>0.383838</td>\n",
|
|
" <td>0.486592</td>\n",
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" <td>0.00</td>\n",
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" <td>0.0000</td>\n",
|
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" <td>0.0000</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0000</td>\n",
|
|
" </tr>\n",
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" <tr>\n",
|
|
" <th>pclass</th>\n",
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|
" <td>891.0</td>\n",
|
|
" <td>2.308642</td>\n",
|
|
" <td>0.836071</td>\n",
|
|
" <td>1.00</td>\n",
|
|
" <td>2.0000</td>\n",
|
|
" <td>3.0000</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>3.0000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>age</th>\n",
|
|
" <td>714.0</td>\n",
|
|
" <td>29.699118</td>\n",
|
|
" <td>14.526497</td>\n",
|
|
" <td>0.42</td>\n",
|
|
" <td>20.1250</td>\n",
|
|
" <td>28.0000</td>\n",
|
|
" <td>38.0</td>\n",
|
|
" <td>80.0000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>sibsp</th>\n",
|
|
" <td>891.0</td>\n",
|
|
" <td>0.523008</td>\n",
|
|
" <td>1.102743</td>\n",
|
|
" <td>0.00</td>\n",
|
|
" <td>0.0000</td>\n",
|
|
" <td>0.0000</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>8.0000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>parch</th>\n",
|
|
" <td>891.0</td>\n",
|
|
" <td>0.381594</td>\n",
|
|
" <td>0.806057</td>\n",
|
|
" <td>0.00</td>\n",
|
|
" <td>0.0000</td>\n",
|
|
" <td>0.0000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>6.0000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>fare</th>\n",
|
|
" <td>891.0</td>\n",
|
|
" <td>32.204208</td>\n",
|
|
" <td>49.693429</td>\n",
|
|
" <td>0.00</td>\n",
|
|
" <td>7.9104</td>\n",
|
|
" <td>14.4542</td>\n",
|
|
" <td>31.0</td>\n",
|
|
" <td>512.3292</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" count mean std min 25% 50% 75% max\n",
|
|
"survived 891.0 0.383838 0.486592 0.00 0.0000 0.0000 1.0 1.0000\n",
|
|
"pclass 891.0 2.308642 0.836071 1.00 2.0000 3.0000 3.0 3.0000\n",
|
|
"age 714.0 29.699118 14.526497 0.42 20.1250 28.0000 38.0 80.0000\n",
|
|
"sibsp 891.0 0.523008 1.102743 0.00 0.0000 0.0000 1.0 8.0000\n",
|
|
"parch 891.0 0.381594 0.806057 0.00 0.0000 0.0000 0.0 6.0000\n",
|
|
"fare 891.0 32.204208 49.693429 0.00 7.9104 14.4542 31.0 512.3292"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Box plot\n",
|
|
"plt.figure(figsize=(5,3))\n",
|
|
"bp = sns.boxplot(x='class',y='age',palette='pastel',data=df)\n",
|
|
"plt.show()\n",
|
|
"df.describe().transpose()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "516f94da-ed35-4311-a39e-5503844dbcec",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_10912/3314943258.py:3: FutureWarning: \n",
|
|
"\n",
|
|
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
|
|
"\n",
|
|
" vp = sns.violinplot(x='class',y='age',palette='rainbow',data=df)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Violin plot\n",
|
|
"plt.figure(figsize=(5,4))\n",
|
|
"vp = sns.violinplot(x='class',y='age',palette='rainbow',data=df)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "613dd290-ef32-433c-9aaa-5a6438cf11b0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Hist plot\n",
|
|
"plt.figure(figsize=(5,4))\n",
|
|
"pq = sns.histplot(x='fare',bins=10,data=df,hue='survived',kde=False)\n",
|
|
"for i in pq.containers:\n",
|
|
" pq.bar_label(i)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "630e8ad3-97f2-40cb-b47f-b2316e5f266c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Scatter plot\n",
|
|
"plt.figure(figsize=(5,4))\n",
|
|
"st=sns.scatterplot(x='age',y='fare',data=df)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "43490b15-cf3a-4edf-943d-74d4ee41a17d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Scatter plot\n",
|
|
"plt.figure(figsize=(5,4))\n",
|
|
"kl=sns.scatterplot(x='age',y='fare',data=df,hue='survived')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f3cf97aa-6ea2-4419-8d56-bdfa03409078",
|
|
"metadata": {},
|
|
"source": [
|
|
"---"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.8.20"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|