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November 2, 2021 02:25
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Connected Scatter Plot with Matplotlib
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import matplotlib.pyplot as plt | |
from matplotlib.collections import LineCollection | |
import numpy as np | |
import pandas as pd | |
url = 'https://gist.githubusercontent.com/Thiagobc23/4ccb4ea1c612d9d68921bf990ce28855/raw/6225824a6b7d5d273019c09c25cbbaa5b82009bc/dummy_data.csv' | |
df = pd.read_csv(url, index_col='ID') | |
# figure | |
# data | |
x = df['Price'] | |
y = df['Exchange Rate'] | |
# points n segments | |
points = np.array([x, y]).T.reshape(-1, 1, 2) | |
segments = np.concatenate([points[:-1], points[1:]], axis=1) | |
# figure | |
fig, ax = plt.subplots(1, figsize=(12,7), facecolor='#293952') | |
ax.set_facecolor('#293952') | |
# create a collection of lines | |
lc = LineCollection(segments, cmap='Wistia' , alpha=0.9) | |
# set the data that'll define the colors | |
lc.set_array(df.index) # try changing df.index for x or y | |
lc.set_linewidth(2.5) | |
# plot line collection | |
ax.add_collection(lc) | |
# date labels left | |
labels_df_l = df[df['Date'].isin(['2019-01', '2020-04', '2020-07'])].copy() | |
for key, record in labels_df_l.iterrows(): | |
ax.text(record['Price'] + 0.2, record['Exchange Rate'], record['Date'], color='w') | |
# date labels right | |
labels_df_r = df[df['Date'].isin(['2019-03', '2019-06', '2019-12', '2021-01', '2021-06'])].copy() | |
for key, record in labels_df_r.iterrows(): | |
ax.text(record['Price'] - 0.25, record['Exchange Rate'], record['Date'], color='w', ha='right') | |
# labels n title | |
ax.set_xlabel('Price', color='w') | |
ax.set_ylabel('Exchange Rate', color='w') | |
ax.set_title('Price and Exchange Rate - Product XYZ\n', loc='left', color='w', fontsize=18) | |
# spines | |
ax.spines['right'].set_visible(False) | |
ax.spines['top'].set_visible(False) | |
ax.spines['left'].set_color('w') | |
ax.spines['bottom'].set_color('w') | |
# tick colors | |
ax.tick_params(axis='both', colors='w') | |
# grids | |
ax.set_axisbelow(True) | |
ax.yaxis.grid(color='#FDAC53', linestyle='dashed', alpha=0.3) | |
ax.xaxis.grid(color='#FDAC53', linestyle='dashed', alpha=0.3) | |
# limits | |
ax.set_xlim(0, x.max() + 3) | |
ax.set_ylim(0, y.max() + 3) | |
plt.tight_layout() | |
#plt.show() | |
plt.savefig('connected_scatter.png', facecolor='#293952') |
Author
Thiagobc23
commented
Nov 2, 2021
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