notebook.community

Edit and run

Productive Bursts

Load Modules and Main Variables





In [21]:



    


from urllib2 import urlopen
import json
import re
import pandas as pd
from datetime import datetime
import time
import requests
import matplotlib
import numpy as np

#from settings import github_token
github_token = "819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15"

ISO8601 = "%Y-%m-%dT%H:%M:%SZ"

settings = {
            'project': 'ipython',
            'repo': 'ipython',
            'github_token': github_token
            }

GitHub API Functions





In [22]:



    


# from https://github.com/nipy/dipy/blob/master/tools/github_stats.py

element_pat = re.compile(r'<(.+?)>')
rel_pat = re.compile(r'rel=[\'"](\w+)[\'"]')

def parseLinkHeaders(headers):
    link_s = headers.get('link', '')
    urls = element_pat.findall(link_s)
    rels = rel_pat.findall(link_s)
    d = {}
    for rel,url in zip(rels, urls):
        d[rel] = url
    return d

def getPagedRequest(url):
    """get a full list, handling APIv3's paging"""
    results = []
    while url:
        print("fetching %s" % url)
        f = urlopen(url)
        results_json = json.load(f)
        if type(results_json) == list:
            results.extend(results_json)
        else:
            results.extend([results_json])
        
        links = parseLinkHeaders(f.headers)
        url = links.get('next')
        time.sleep(0.25)
    return results

Functions to Fetch from GitHub API





In [23]:



    


#print datetime.fromtimestamp(0).strftime(ISO8601) # for github since param
project_url = 'https://api.github.com/repos/{project}/{repo}'.format(**settings)

def getIssues(settings, project_url, state='all'):
    url = project_url + '/issues?access_token={0}&state={1}'.format(settings['github_token'],state)
    return getPagedRequest(url)

def getIssueComments(settings, project_url, issue_id):
    # GET /repos/:owner/:repo/issues/:number/comments
    url = project_url + '/issues/{0}/comments?access_token={1}'.format(
                                                                        issue_id,
                                                                        settings['github_token'])
    return getPagedRequest(url)

def getCommits(settings, project_url):
    # GET /repos/:owner/:repo/commits
    url = project_url + '/commits?access_token={0}'.format(settings['github_token'])
    return getPagedRequest(url)

def getCommitInfo(settings, project_url, sha):
    # GET /repos/:owner/:repo/commits/:sha
    url = project_url + '/commits/{0}?access_token={1}'.format(sha, settings['github_token'])
    #print json.load(urlopen(url))
    return getPagedRequest(url)
    
def getReleases(settings, project_url):
    # GET /repos/:owner/:repo/releases
    pass

Function to Make Data Frame





In [24]:



    


def createCommitsDataframe(commits_json=None, refresh=False):
    
    if not refresh:
        try:
            print 'trying to open commits.json'
            with open('commits.json') as infile:
                print 'reading commits.json'
                df = pd.read_json(infile)
                
                # put timestamp column datatime object
                df['timestamp'] = pd.to_datetime(df.timestamp)

                return df
        except:
            print 'no commits.json found, getting commits and creating DataFrame'
            
    if not commits_json:
        commits_json = getCommits(settings, project_url)
    
    df = pd.DataFrame(commits_json)
    
    def addCommitAuthor(row):
        # Commit can have different committer and author
        if row['author']:
            if row['author']['login']:
                return row['author']['login']
            
    def addCommitStats(sha):
        ## API limit is 5000 per hour - TODO: slow  down our calls if we're going to hit
        # the limit
        commit = getCommitInfo(settings, project_url, sha)[0]
        return commit['stats']['additions'], commit['stats']['deletions']
    
    def addCommitDate(commit):
        return commit['author']['date']

    df['author_name'] = df.apply(addCommitAuthor, axis=1)
    ## Out until we can control staying within the API Limit
    #df['additions'], df['deletions'] = zip(*df.sha.apply(addCommitStats))
    df['timestamp'] = df['commit'].apply(addCommitDate)
    df['timestamp'] = pd.to_datetime(df.timestamp)
    
    return df

Some Functions for Analysis





In [25]:



    


def uniquerAuthors(auth):
    return len(set([a for a in auth if a != None]))

Load and Fetch Data + Create DataFrame





In [26]:



    


#xxx = getCommitInfo(settings, project_url, 'd31f0a266863e23ddfb5f68d48059a5d67f6d683')[0]



    











In [27]:



    


commits_df = createCommitsDataframe()



    


















    






trying to open commits.json
no commits.json found, getting commits and creating DataFrame
fetching https://api.github.com/repos/ipython/ipython/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=bd0624c899195c12521456bc965cdea503d1645b
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=730da3fcac3a9eb465a5ba3d08a2f6070bddea5e
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fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=52aef340a7e4f28835ddd1c8cde993f18302974b
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=cabe84678ce50cccd42aa2df79078603dc6c5b26
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=6edb89f8cc499bc367f20a3c893c6c062916e4be
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=85c93d7ed573c76bc3f4330dd6fa9b61dd6ca73e
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=8342f7cd5c23d2ae40c66e62ce1afa06e2239166
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=65d530f2d11cd6c4f74e650c43f0f616620f5ca3
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=e607457a62051793598f12e8350446300d3756f9
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=1fadcb2b7d2c0223d8c112068ee2b054c5e4b6de
fetching https://api.github.com/repositories/658518/commits?access_token=819cb7cace7f4a01e41ac5d4e3a9f033c4c6bc15&top=master&last_sha=307e97f08b8902e49987f01fe90ac4dc39b061fb

















In [28]:



    


commits_df.head()
print commits_df.commit[0],'\n'
print commits_df.parents[0]



    


















    






{u'committer': {u'date': u'2014-02-17T16:37:08Z', u'name': u'Jonathan Frederic', u'email': u'jdfreder@calpoly.edu'}, u'author': {u'date': u'2014-02-17T16:37:08Z', u'name': u'Jonathan Frederic', u'email': u'jdfreder@calpoly.edu'}, u'url': u'https://api.github.com/repos/ipython/ipython/git/commits/8677e24755e7167a8c554eb08f72d36c7ab63930', u'tree': {u'url': u'https://api.github.com/repos/ipython/ipython/git/trees/08fe0a9fa675f0de30d47b60cb3ec178ea36f010', u'sha': u'08fe0a9fa675f0de30d47b60cb3ec178ea36f010'}, u'comment_count': 0, u'message': u'Merge pull request #5114 from minrk/empty-button\n\nuse non-breaking space for button with no description'} 

[{u'url': u'https://api.github.com/repos/ipython/ipython/commits/e4f2e7fbd68662be4315906ff5e453c42a03fd88', u'sha': u'e4f2e7fbd68662be4315906ff5e453c42a03fd88', u'html_url': u'https://github.com/ipython/ipython/commit/e4f2e7fbd68662be4315906ff5e453c42a03fd88'}, {u'url': u'https://api.github.com/repos/ipython/ipython/commits/9846a8ae1324a1a03d3b2cce6e33b4004a432078', u'sha': u'9846a8ae1324a1a03d3b2cce6e33b4004a432078', u'html_url': u'https://github.com/ipython/ipython/commit/9846a8ae1324a1a03d3b2cce6e33b4004a432078'}]

















In [31]:



    


time_resol = '1w' # 1week
# count_authors = commits_df.author_name.resample('5D',how=uniquerAuthors)
# count_commits = commits_df.commit.resample('5D',how='count')


count_commits = commits_df.commit.resample(time_resol,how='count')
count_authors = commits_df.author_name.resample(time_resol,how=uniquerAuthors)
Time  = resampled_authors.index.values



    


















    






---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-31-17cf18629fb0> in <module>()
      4 
      5 
----> 6 count_commits = commits_df.commit.resample(time_resol,how='count')
      7 count_authors = commits_df.author_name.resample(time_resol,how=uniquerAuthors)
      8 Time  = resampled_authors.index.values

/Library/Frameworks/Python.framework/Versions/7.3/lib/python2.7/site-packages/pandas/core/generic.pyc in resample(self, rule, how, axis, fill_method, closed, label, convention, kind, loffset, limit, base)
   2536                               fill_method=fill_method, convention=convention,
   2537                               limit=limit, base=base)
-> 2538         return sampler.resample(self)
   2539 
   2540     def first(self, offset):

/Library/Frameworks/Python.framework/Versions/7.3/lib/python2.7/site-packages/pandas/tseries/resample.pyc in resample(self, obj)
     99             return obj
    100         else:  # pragma: no cover
--> 101             raise TypeError('Only valid with DatetimeIndex or PeriodIndex')
    102 
    103         rs_axis = rs._get_axis(self.axis)

TypeError: Only valid with DatetimeIndex or PeriodIndex

Plot Productive Burst





In [ ]:



    


from scipy import stats as S
la = np.log10(count_authors)
lc = np.log10(count_commits)
c = (la>0.)*(lc>0.)
la = la[c]
lc = lc[c]
fit = S.linregress(la,lc)
print fit

plot(la,lc,'.')
plot(la,la*fit[0]+fit[1])
xlabel("log10(active developers)")
ylabel("log10(commits)")

Plot Time Series





In [ ]:



    


resampled_authors = commits_df.author_name.resample(time_resol,how=uniquerAuthors)
resampled_commits = commits_df.commit.resample(time_resol,how='count')
Time  = resampled_authors.index.values

print len(Time),len(resampled_authors)
plot(Time,resampled_authors,'g-')
plot(Time,resampled_commits,'r-')

Export csv





In [ ]:

Content source: prabhamatta/Analyzing-Open-Data

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