Created
January 19, 2023 10:12
-
-
Save muhammadanas0716/bee4ec7d5d8cd988515cc519a98eb3d4 to your computer and use it in GitHub Desktop.
Marginal boxplot helps to pinpoint the median, 25th, and 75th percentiles of the X and the Y.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Import | |
import numpy as np | |
import pandas as pd | |
import matplotlib.pyplot as plt | |
import seaborn as sns | |
# Import Data | |
df = pd.read_csv("https://raw.githubusercontent.com/selva86/datasets/master/mpg_ggplot2.csv") | |
# Create Fig and gridspec | |
fig = plt.figure(figsize=(16, 10), dpi= 80) | |
grid = plt.GridSpec(4, 4, hspace=0.5, wspace=0.2) | |
# Define the axes | |
ax_main = fig.add_subplot(grid[:-1, :-1]) | |
ax_right = fig.add_subplot(grid[:-1, -1], xticklabels=[], yticklabels=[]) | |
ax_bottom = fig.add_subplot(grid[-1, 0:-1], xticklabels=[], yticklabels=[]) | |
# Scatterplot on main ax | |
ax_main.scatter('displ', 'hwy', s=df.cty*5, c=df.manufacturer.astype('category').cat.codes, alpha=.9, data=df, cmap="Set1", edgecolors='black', linewidths=.5) | |
# Add a graph in each part | |
sns.boxplot(df.hwy, ax=ax_right, orient="v") | |
sns.boxplot(df.displ, ax=ax_bottom, orient="h") | |
# Decorations ------------------ | |
# Remove x axis name for the boxplot | |
ax_bottom.set(xlabel='') | |
ax_right.set(ylabel='') | |
# Main Title, Xlabel and YLabel | |
ax_main.set(title='Scatterplot with Histograms \n displ vs hwy', xlabel='displ', ylabel='hwy') | |
# Set font size of different components | |
ax_main.title.set_fontsize(20) | |
for item in ([ax_main.xaxis.label, ax_main.yaxis.label] + ax_main.get_xticklabels() + ax_main.get_yticklabels()): | |
item.set_fontsize(14) | |
plt.show() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment