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1134 lines
1.1 MiB
1134 lines
1.1 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"___\n",
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"\n",
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"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
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"___\n",
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"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
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"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Categorical Plots - Distribution within Categories"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"So far we've seen how to apply a statistical estimation (like mean or count) to categories and compare them to one another. Let's now explore how to visualize the distribution within categories. We already know about distplot() which allows to view the distribution of a single feature, now we will break down that same distribution per category."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Imports"
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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": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## The Data"
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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": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv(\"StudentsPerformance.csv\")"
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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": 7,
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"metadata": {
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"scrolled": true
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},
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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>gender</th>\n",
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" <th>race/ethnicity</th>\n",
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" <th>parental level of education</th>\n",
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" <th>lunch</th>\n",
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" <th>test preparation course</th>\n",
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" <th>math score</th>\n",
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" <th>reading score</th>\n",
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" <th>writing score</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>female</td>\n",
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" <td>group B</td>\n",
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" <td>bachelor's degree</td>\n",
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" <td>standard</td>\n",
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" <td>none</td>\n",
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" <td>72</td>\n",
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" <td>72</td>\n",
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" <td>74</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>female</td>\n",
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" <td>group C</td>\n",
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" <td>some college</td>\n",
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" <td>standard</td>\n",
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" <td>completed</td>\n",
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" <td>69</td>\n",
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" <td>90</td>\n",
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" <td>88</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>female</td>\n",
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" <td>group B</td>\n",
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" <td>master's degree</td>\n",
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" <td>standard</td>\n",
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" <td>none</td>\n",
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" <td>90</td>\n",
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" <td>95</td>\n",
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" <td>93</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>male</td>\n",
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" <td>group A</td>\n",
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" <td>associate's degree</td>\n",
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" <td>free/reduced</td>\n",
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" <td>none</td>\n",
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" <td>47</td>\n",
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" <td>57</td>\n",
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" <td>44</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>male</td>\n",
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" <td>group C</td>\n",
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" <td>some college</td>\n",
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" <td>standard</td>\n",
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" <td>none</td>\n",
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" <td>76</td>\n",
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" <td>78</td>\n",
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" <td>75</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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" gender race/ethnicity parental level of education lunch \\\n",
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"0 female group B bachelor's degree standard \n",
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"1 female group C some college standard \n",
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"2 female group B master's degree standard \n",
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"3 male group A associate's degree free/reduced \n",
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"4 male group C some college standard \n",
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"\n",
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" test preparation course math score reading score writing score \n",
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"0 none 72 72 74 \n",
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"1 completed 69 90 88 \n",
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"2 none 90 95 93 \n",
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"3 none 47 57 44 \n",
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"4 none 76 78 75 "
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]
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},
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"execution_count": 7,
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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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"df.head()"
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]
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},
|
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"## Boxplot\n",
|
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"\n",
|
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"As described in the video, a boxplot display distribution through the use of quartiles and an IQR for outliers."
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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": 17,
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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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"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
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]
|
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},
|
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"execution_count": 17,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
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},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxplot(x='parental level of education',y='math score',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Adding hue for further segmentation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x2116e6b9948>"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxplot(x='parental level of education',y='math score',data=df,hue='gender')\n",
|
|
"\n",
|
|
"# Optional move the legend outside\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Boxplot Styling Parameters\n",
|
|
"\n",
|
|
"#### Orientation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='math score', ylabel='parental level of education'>"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# NOTICE HOW WE HAVE TO SWITCH X AND Y FOR THE ORIENTATION TO MAKE SENSE!\n",
|
|
"sns.boxplot(x='math score',y='parental level of education',data=df,orient='h')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Width"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxplot(x='parental level of education',y='math score',data=df,hue='gender',width=0.3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Violinplot\n",
|
|
"\n",
|
|
"A violin plot plays a similar role as a box and whisker plot. It shows the distribution of quantitative data across several levels of one (or more) categorical variables such that those distributions can be compared. Unlike a box plot, in which all of the plot components correspond to actual datapoints, the violin plot features a kernel density estimation of the underlying distribution."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,hue='gender')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Violinplot Parameters\n",
|
|
"\n",
|
|
"#### split\n",
|
|
"When using hue nesting with a variable that takes two levels, setting split to True will draw half of a violin for each level. This can make it easier to directly compare the distributions."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,hue='gender',split=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### inner\n",
|
|
"\n",
|
|
"Representation of the datapoints in the violin interior. If box, draw a miniature boxplot. If quartiles, draw the quartiles of the distribution. If point or stick, show each underlying datapoint. Using None will draw unadorned violins."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,inner=None)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,inner='box')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,inner='quartile')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,inner='stick')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### orientation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='math score', ylabel='parental level of education'>"
|
|
]
|
|
},
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Simply switch the continuous variable to y and the categorical to x\n",
|
|
"sns.violinplot(x='math score',y='parental level of education',data=df,)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### bandwidth\n",
|
|
"\n",
|
|
"Similar to bandwidth argument for kdeplot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='parental level of education', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.violinplot(x='parental level of education',y='math score',data=df,bw=0.1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Advanced Plots\n",
|
|
"\n",
|
|
"We can use a boxenplot and swarmplot to achieve the same effect as the boxplot and violinplot, but with slightly more information included. Be careful when using these plots, as they often require you to educate the viewer with how the plot is actually constructed. Only use these if you are sure your audience will understand the visualization."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"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>gender</th>\n",
|
|
" <th>race/ethnicity</th>\n",
|
|
" <th>parental level of education</th>\n",
|
|
" <th>lunch</th>\n",
|
|
" <th>test preparation course</th>\n",
|
|
" <th>math score</th>\n",
|
|
" <th>reading score</th>\n",
|
|
" <th>writing score</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>female</td>\n",
|
|
" <td>group B</td>\n",
|
|
" <td>bachelor's degree</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>72</td>\n",
|
|
" <td>72</td>\n",
|
|
" <td>74</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>female</td>\n",
|
|
" <td>group C</td>\n",
|
|
" <td>some college</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>completed</td>\n",
|
|
" <td>69</td>\n",
|
|
" <td>90</td>\n",
|
|
" <td>88</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>female</td>\n",
|
|
" <td>group B</td>\n",
|
|
" <td>master's degree</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>90</td>\n",
|
|
" <td>95</td>\n",
|
|
" <td>93</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>male</td>\n",
|
|
" <td>group A</td>\n",
|
|
" <td>associate's degree</td>\n",
|
|
" <td>free/reduced</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>47</td>\n",
|
|
" <td>57</td>\n",
|
|
" <td>44</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>male</td>\n",
|
|
" <td>group C</td>\n",
|
|
" <td>some college</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>76</td>\n",
|
|
" <td>78</td>\n",
|
|
" <td>75</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" gender race/ethnicity parental level of education lunch \\\n",
|
|
"0 female group B bachelor's degree standard \n",
|
|
"1 female group C some college standard \n",
|
|
"2 female group B master's degree standard \n",
|
|
"3 male group A associate's degree free/reduced \n",
|
|
"4 male group C some college standard \n",
|
|
"\n",
|
|
" test preparation course math score reading score writing score \n",
|
|
"0 none 72 72 74 \n",
|
|
"1 completed 69 90 88 \n",
|
|
"2 none 90 95 93 \n",
|
|
"3 none 47 57 44 \n",
|
|
"4 none 76 78 75 "
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## swarmplot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.swarmplot(x='math score',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='math score', ylabel='race/ethnicity'>"
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.swarmplot(x='math score',y='race/ethnicity',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='race/ethnicity', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.swarmplot(x='race/ethnicity',y='math score',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='race/ethnicity', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.swarmplot(x='race/ethnicity',y='math score',data=df,hue='gender')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='race/ethnicity', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.swarmplot(x='race/ethnicity',y='math score',data=df,hue='gender',dodge=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### boxenplot (letter-value plot)\n",
|
|
"\n",
|
|
"Official Paper on this plot: https://vita.had.co.nz/papers/letter-value-plot.html\n",
|
|
"\n",
|
|
"This style of plot was originally named a “letter value” plot because it shows a large number of quantiles that are defined as “letter values”. It is similar to a box plot in plotting a nonparametric representation of a distribution in which all features correspond to actual observations. By plotting more quantiles, it provides more information about the shape of the distribution, particularly in the tails."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='math score', ylabel='race/ethnicity'>"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.boxenplot(x='math score',y='race/ethnicity',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='race/ethnicity', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.boxenplot(x='race/ethnicity',y='math score',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='race/ethnicity', ylabel='math score'>"
|
|
]
|
|
},
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxenplot(x='race/ethnicity',y='math score',data=df,hue='gender')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"----\n",
|
|
"----"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.7.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|