dsci

# First, check out the commit you wish to go back to (get sha-1 from git log)
git reset --hard 9d3c3a0caa7f7b35ef15adb96fc80fcbb59ac72a

# Then do a forced update.
git push origin +9d3c3a0caa7f7b35ef15adb96fc80fcbb59ac72a^:develop

# Push specific commit
git push origin 9d3c3a0caa7f7b35ef15adb96fc80fcbb59ac72a:develop -f

Smerity

import gzip
import json
import requests
try:
    from cStringIO import StringIO
except:
    from StringIO import StringIO

# Let's fetch the Common Crawl FAQ using the CC index
resp = requests.get('http://index.commoncrawl.org/CC-MAIN-2015-27-index?url=http%3A%2F%2Fcommoncrawl.org%2Ffaqs%2F&output=json')

skylander86

def fleiss_kappa(M):
  """
  See `Fleiss' Kappa <https://en.wikipedia.org/wiki/Fleiss%27_kappa>`_.

  :param M: a matrix of shape (:attr:`N`, :attr:`k`) where `N` is the number of subjects and `k` is the number of categories into which assignments are made. `M[i, j]` represent the number of raters who assigned the `i`th subject to the `j`th category.
  :type M: numpy matrix
  """
  N, k = M.shape  # N is # of items, k is # of categories
  n_annotators = float(np.sum(M[0, :]))  # # of annotators