Created
March 19, 2018 19:39
-
-
Save ksindi/3c7251aec6e6655eaa48f945a6a3bf28 to your computer and use it in GitHub Desktop.
This file contains hidden or 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
"""Plot histogram of repo age in months.""" | |
import os | |
import pandas as pd | |
import numpy as np | |
# pip install pygithub | |
from github import Github | |
# for jupyter notebook | |
# import seaborn as sns | |
# sns.set() | |
# Create a personal access token with repo access | |
GITHUB_REPO_ACCESS_TOKEN = os.environ['GITHUB_REPO_ACCESS_TOKEN'] | |
gh = Github(GITHUB_REPO_ACCESS_TOKEN) | |
# Get repo data | |
tups = [] | |
for repo in gh.get_user().get_repos(): | |
tups.append((repo.owner.login, repo.name, repo.updated_at, repo.fork)) | |
# Create dataframe | |
df = pd.DataFrame(tups, columns=['org', 'name', 'updated_at', 'fork']) | |
today = pd.datetime.today() | |
# Add your repo filters (e.g. df.org == 'my_org') | |
filters = (df.fork == False) | |
filtered_df = df[filters] | |
# Get number of months elapsed | |
months_elapsed = (today - filtered_df.updated_at) / np.timedelta64(1, 'M') | |
# Bin the data by month | |
labels = list(str(x) for x in range(12)) | |
binned = pd.cut(months_elapsed, bins=list(range(13)), labels=labels) | |
# Fill missing values as 12 months ore more | |
binned = binned.cat.add_categories(['12+']) | |
value_counts = binned.fillna('12+').value_counts() | |
# Normalize values | |
normalized = 100 * (value_counts / value_counts.sum()) | |
# Reorder | |
reordered = normalized.loc[(labels + ['12+'])] | |
# Plot | |
ax = reordered.plot.bar(title="GitHub repos histogram (total: {})".format(value_counts.sum())) | |
ax.set_xlabel("Months since last update") | |
ax.set_ylabel("% of total"); |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment