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rsivapr/my_output.txt

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Last active December 23, 2015 23:29
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my_output.txt
(u'A. Flaxman', u'Matthias Ekman', u'Miroslav Batchkarov', u'Michael Eickenberg')
(u'Abhijeet Kolhe', u'Alexander Fabisch', u'James Mcdermott', u'F\xe9lix-Antoine Fortin')
(u'Adrien Gaidon', u'Justin Pati', u'Rafael Cunha De Almeida', u'Raul Garreta')
(u'Alemagnani', u'Roman', u'Matti Lyra', u'Lqdc')
(u'Alex Companioni', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Alexander Fabisch', u'Alexander Fabisch', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Alexandre Abraham', u'Jan Hendrik Metzen', u'F\xe9lix-Antoine Fortin', u'James Mcdermott')
(u'Alexandre Gramfort', u'Gaelvaroquaux', u'Immanuel Bayer', u'Andy')
(u'Alexandre Passos', u'Nzer0', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Alexis Mignon', u'Jamestwebber', u'Jansoe', u'Eugene Nizhibitsky')
(u'Amit Aides', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Andreas Mueller', u'Lars Buitinck', u'Olivier Grisel', u'Alexandre Gramfort')
(u'Andrew Winterman', u'Approximateidentity', u'Felix Brockherde', u'Christian Jauvin')
(u'Andy', u'Francois Savard', u'Nick Wilson', u'David Warde-Farley')
(u'Anze', u'Alex Companioni', u'Abhijeet Kolhe', u'James Mcdermott')
(u'Approximateidentity', u'Felix Brockherde', u'Rafael Cunha De Almeida', u'Robertlayton')
(u'Arnaud Joly', u'Joel Nothman', u'Satrajit Ghosh', u'Jim Holmstr\xf6m')
(u'Aymeric Masurelle', u'Hrishikesh Huilgolkar', u'Erwin Marsi', u'Robertlayton')
(u'Bala Subrahmanyam Varanasi', u'Julien Miotte', u'Ken Geis', u'Bogdan Trach')
(u'Balu', u'John Zwinck', u'Sergio Medina', u'Joshua Vredevoogd')
(u'Bastiaan Van Den Berg', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Bdholt1', u'Bogdan Trach', u'Jakemick', u'Miroslav Batchkarov')
(u'Benjamin Peterson', u'Benjamin Peterson', u'F\xe9lix-Antoine Fortin', u'James Mcdermott')
(u'Bogdan Trach', u'Julien Miotte', u'Miroslav Batchkarov', u'Jakemick')
(u'Brandyn A. White', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Brandyn White', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Brian Cajes', u'Eugene Nizhibitsky', u'Bussonnier Matthias', u'Jansoe')
(u'Brian Cheung', u'Cow', u'Szabo Roland', u'Alexandre Abraham')
(u'Brian Holt', u'Tim Sheerman-Chase', u'John Benediktsson', u'Bdholt1')
(u'Brooke Osborn', u'Uber', u'Miroslav Batchkarov', u'Julien Miotte')
(u'Bthirion', u'Shiqiao Du', u'Daniel Nouri', u'Alexandre Passos')
(u'Bussonnier Matthias', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Carlos Scheidegger', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Charles Mccarthy', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Charles-Pierre Astolfi', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Christian Jauvin', u'Scott Dickerson', u'Michael Eickenberg', u'Tadej Jane\u017e')
(u'Claire Revillet', u'Bogdan Trach', u'Miroslav Batchkarov', u'Jakemick')
(u'Clay Woolam', u'Anze', u'Bdholt1', u'James Mcdermott')
(u'Conrad Lee', u'Kyle Beauchamp', u'Olivier Hervieu', u'Jim Holmstr\xf6m')
(u'Corey Lynch', u'Diego Molla', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Cow', u'Szabo Roland', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Daniel Duckworth', u'Naoki Orii', u'Robertlayton', u'James Mcdermott')
(u'Daniel Nouri', u'Shiqiao', u'Alex Companioni', u'Jochen Wersd\xf6rfer')
(u'Daniel Velkov', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'David Cournapeau', u'Roman', u'Abhijeet Kolhe', u'Claire Revillet')
(u'David Marek', u'Christian Jauvin', u'Tadej Jane\u017e', u'Scott Dickerson')
(u'David Warde-Farley', u'Nick Wilson', u'Francois Savard', u'Bogdan Trach')
(u'Dengemann', u'Osdf', u'Denis A. Engemann', u'Denis Engemann')
(u'Denis A. Engemann', u'Denis Engemann', u'Jansoe', u'James Mcdermott')
(u'Denis Engemann', u'Jansoe', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Denton Cockburn', u'Brandyn A. White', u'Peter Welinder', u'John Zwinck')
(u'Diego Molla', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Doug Coleman', u'Richard T. Guy', u'Fedev Ubuntu Laptop', u'Sebastian Berg')
(u'Dougal Sutherland', u'Sergey Karayev', u'Miroslav Batchkarov', u'A. Flaxman')
(u'Draix', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Draxus', u'Revilyo', u'Vincent', u'Amit Aides')
(u'Dubourg', u'Alexander Fabisch', u'James Mcdermott', u'F\xe9lix-Antoine Fortin')
(u'Edouard Duchesnay', u'Vincent', u'Revilyo', u'Bogdan Trach')
(u'Emanuele', u'Emanuele', u'Scott White', u'Bogdan Trach')
(u'Emmanuelle', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Emmanuelle Gouillart', u'Charles-Pierre Astolfi', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Erwin Marsi', u'Robertlayton', u'Hrishikesh Huilgolkar', u'Bogdan Trach')
(u'Eugene Nizhibitsky', u'Emanuele', u'Scott White', u'Bogdan Trach')
(u'Eustache', u'Federico Vaggi', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Fabian Pedregosa', u'Gael Varoquaux', u'Jaques Grobler', u'Gaelvaroquaux')
(u'Fazlul Shahriar', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Fcostin', u'Nicolas Pinto', u'Michael', u'Charles-Pierre Astolfi')
(u'Federico Vaggi', u'Fedev Ubuntu Laptop', u'Jansoe', u'Bogdan Trach')
(u'Fedev Ubuntu Laptop', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Felix Brockherde', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Flyingimmidev', u'Jamestwebber', u'Unknown', u'Anze')
(u'Francois Savard', u'Juan Manuel Caicedo Carvajal', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'F\xe9lix-Antoine Fortin', u'Alexander Fabisch', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Gael Varoquaux', u'Gaelvaroquaux', u'Jaques Grobler', u'Brian Cheung')
(u'Gaelvaroquaux', u'Stefano Lattarini', u'Flyingimmidev', u'Immanuel Bayer')
(u'Gilles Louppe', u'Brian Holt', u'Noel Dawe', u'Peter Prettenhofer')
(u'Hannes Schulz', u'Leonpalafox', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Hrishikesh Huilgolkar', u'Erwin Marsi', u'Robertlayton', u'Fedev Ubuntu Laptop')
(u'Ian Ozsvald', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Ibayer', u'Alexander Fabisch', u'James Mcdermott', u'F\xe9lix-Antoine Fortin')
(u'Immanuel Bayer', u'Flyingimmidev', u'Jamestwebber', u'Yaroslav Halchenko')
(u'Imran Haque', u'Alexander Fabisch', u'James Mcdermott', u'F\xe9lix-Antoine Fortin')
(u'Jack Hale', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Jacob Vanderplas', u'Naoki Orii', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Jacques Kvam', u'Scott White', u'Emanuele', u'Eugene Nizhibitsky')
(u'Jake Vanderplas', u'David Marek', u'Joonas Sillanp\xe4\xe4', u'Subhodeep Moitra')
(u'Jakemick', u'Julien Miotte', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'James Bergstra', u'Francois Savard', u'Imran Haque', u'Nick Wilson')
(u'James Mcdermott', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Jamestwebber', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Jan Hendrik Metzen', u'Alexandre Abraham', u'F\xe9lix-Antoine Fortin', u'James Mcdermott')
(u'Jansoe', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Jaques Grobler', u'Martin Luessi', u'Stefano Lattarini', u'Brooke Osborn')
(u'Jim Holmstr\xf6m', u'Kyle Beauchamp', u'Olivier Hervieu', u'Jochen Wersd\xf6rfer')
(u'Jnothman', u'Brandyn A. White', u'Peter Welinder', u'John Zwinck')
(u'Jochen Wersd\xf6rfer', u'Peter Welinder', u'John Zwinck', u'Roman')
(u'Joel Nothman', u'Satrajit Ghosh', u'Jim Holmstr\xf6m', u'Conrad Lee')
(u'Johannes Sch\xf6nberger', u'Robertlayton', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'John Benediktsson', u'Bdholt1', u'Fazlul Shahriar', u'Jnothman')
(u'John Zwinck', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Joonas Sillanp\xe4\xe4', u'Naoki Orii', u'Bastiaan Van Den Berg', u'Jacob Vanderplas')
(u'Joshua Vredevoogd', u'Sergio Medina', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Juan Manuel Caicedo Carvajal', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Julien Miotte', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Justin Pati', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Justin Vincent', u'Adrien Gaidon', u'Justin Pati', u'Jochen Wersd\xf6rfer')
(u'Karol Pysniak', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Kemal Eren', u'Kenneth C. Arnold', u'Unknown', u'Charles-Pierre Astolfi')
(u'Ken Geis', u'Bala Subrahmanyam Varanasi', u'Jakemick', u'Miroslav Batchkarov')
(u'Kenneth C. Arnold', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Kernc', u'Lqdc', u'Matti Lyra', u'Alemagnani')
(u'Kevin Hughes', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Kuantkid', u'Satrajit Ghosh', u'Jim Holmstr\xf6m', u'Kyle Beauchamp')
(u'Kyle Beauchamp', u'Olivier Hervieu', u'Jim Holmstr\xf6m', u'Jnothman')
(u'Kyle Kastner', u'Draxus', u'Felix Brockherde', u'Approximateidentity')
(u'Lars Buitinck', u'Mathieu Blondel', u'Olivier Grisel', u'Alexandre Gramfort')
(u'Leonpalafox', u'Hannes Schulz', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Lqdc', u'Matti Lyra', u'Roman', u'Alemagnani')
(u'Luis Pedro Coelho', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Marko Burjek', u'Dougal Sutherland', u'Sergey Karayev', u'Bogdan Trach')
(u'Martin Luessi', u'Julien Miotte', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Mathieu Blondel', u'Michael', u'Rob Zinkov', u'Fcostin')
(u'Matthias Ekman', u'Matthias Ekman', u'Miroslav Batchkarov', u'Michael Eickenberg')
(u'Matthieu Perrot', u'Alexander Fabisch', u'James Mcdermott', u'F\xe9lix-Antoine Fortin')
(u'Matti Lyra', u'Matti Lyra', u'Roman', u'Alemagnani')
(u'Michael', u'Fcostin', u'Nicolas Pinto', u'Charles-Pierre Astolfi')
(u'Michael Eickenberg', u'Matthias Ekman', u'A. Flaxman', u'Miroslav Batchkarov')
(u'Mikhail Korobov', u'Brandyn A. White', u'Peter Welinder', u'John Zwinck')
(u'Miroslav Batchkarov', u'Matthias Ekman', u'Miroslav Batchkarov', u'Michael Eickenberg')
(u'Miroslav Shubernetskiy', u'Benjamin Peterson', u'F\xe9lix-Antoine Fortin', u'James Mcdermott')
(u'Mr.Shu', u'Udi Weinsberg', u'Shaun Jackman', u'Peter Welinder')
(u'Naoki Orii', u'Jacob Vanderplas', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Nelle Varoquaux', u'Andy', u'Approximateidentity', u'Brooke Osborn')
(u'Nick Wilson', u'David Warde-Farley', u'Francois Savard', u'John Zwinck')
(u'Nicolas Pinto', u'Fcostin', u'Charles-Pierre Astolfi', u'Emmanuelle Gouillart')
(u'Nicolas Tr\xe9segnie', u'Adrien Gaidon', u'Justin Pati', u'Michael Eickenberg')
(u'Noel Dawe', u'Mikhail Korobov', u'Jim Holmstr\xf6m', u'Tim Sheerman-Chase')
(u'Norbert Crombach', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Nzer0', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Olivier Grisel', u'Gael Varoquaux', u'Lars Buitinck', u'Gaelvaroquaux')
(u'Olivier Hervieu', u'Kyle Beauchamp', u'Jnothman', u'John Zwinck')
(u'Osdf', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Paolo Losi', u'Bogdan Trach', u'Miroslav Batchkarov', u'Jakemick')
(u'Peter Prettenhofer', u'Brian Holt', u'Jacques Kvam', u'Scott White')
(u'Peter Welinder', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Philippe Gervais', u'Aymeric Masurelle', u'Hrishikesh Huilgolkar', u'Erwin Marsi')
(u'Rafael Cunha De Almeida', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Raul Garreta', u'Seamus Abshere', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Revilyo', u'Vincent', u'Matthieu Perrot', u'Bogdan Trach')
(u'Richard T. Guy', u'Eugene Nizhibitsky', u'Jansoe', u'Bussonnier Matthias')
(u'Rob Speer', u'Charles Mccarthy', u'Amit Aides', u'Bogdan Trach')
(u'Rob Zinkov', u'Marko Burjek', u'Sergey Karayev', u'Dougal Sutherland')
(u'Robert', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Robert Layton', u'Philippe Gervais', u'Aymeric Masurelle', u'Hrishikesh Huilgolkar')
(u'Robert Marchman', u'Kernc', u'Alemagnani', u'Xinfan Meng')
(u'Robert Mcgibbon', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Robertlayton', u'Erwin Marsi', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Rohit Sivaprasad', u'Approximateidentity', u'Felix Brockherde', u'Brooke Osborn')
(u'Roman', u'Matti Lyra', u'Lqdc', u'Alemagnani')
(u'Roy Hyunjin Han', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Satrajit Ghosh', u'Jim Holmstr\xf6m', u'Kyle Beauchamp', u'Olivier Hervieu')
(u'Scott Dickerson', u'Michael Eickenberg', u'Miroslav Batchkarov', u'A. Flaxman')
(u'Scott White', u'Emanuele', u'Eugene Nizhibitsky', u'Jacques Kvam')
(u'Seamus Abshere', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Sebastian Berg', u'Brandyn A. White', u'Peter Welinder', u'John Zwinck')
(u'Sergey Feldman', u'Alexander Fabisch', u'James Mcdermott', u'F\xe9lix-Antoine Fortin')
(u'Sergey Karayev', u'Dougal Sutherland', u'Marko Burjek', u'Bogdan Trach')
(u'Sergeyf', u'Sergey Feldman', u'John Zwinck', u'Peter Welinder')
(u'Sergio Medina', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Sergio Pascual', u'Hannes Schulz', u'Leonpalafox', u'Benjamin Peterson')
(u'Shaun Jackman', u'Udi Weinsberg', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Shiqiao', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Shiqiao Du', u'Daniel Nouri', u'Shiqiao', u'Mikhail Korobov')
(u'Stefano Lattarini', u'Fazlul Shahriar', u'Rafael Cunha De Almeida', u'Miroslav Batchkarov')
(u'Steven De Gryze', u'Seamus Abshere', u'A. Flaxman', u'Matthias Ekman')
(u'Sturla Molden', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Subhodeep Moitra', u'Christian Jauvin', u'Michael Eickenberg', u'Scott Dickerson')
(u'Syhw', u'Yann N. Dauphin', u'Carlos Scheidegger', u'James Mcdermott')
(u'Szabo Roland', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Tadej Jane\u017e', u'Christian Jauvin', u'Scott Dickerson', u'Michael Eickenberg')
(u'Tiago Nunes', u'Raul Garreta', u'John Zwinck', u'Peter Welinder')
(u'Tim Sheerman-Chase', u'Bdholt1', u'Sebastian Berg', u'Peter Welinder')
(u'Tiziano Zito', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Uber', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Udi Weinsberg', u'Udi Weinsberg', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Unknown', u'Charles-Pierre Astolfi', u'Varoquaux', u'Felix Brockherde')
(u'Varoquaux', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Vene', u'Osdf', u'Ken Geis', u'Tiziano Zito')
(u'Vincent', u'Revilyo', u'Miroslav Batchkarov', u'Bogdan Trach')
(u'Virgile', u'Jakemick', u'Bogdan Trach', u'Miroslav Batchkarov')
(u'Virgilefritsch', u'Johannes Sch\xf6nberger', u'Virgile', u'Brooke Osborn')
(u'Vlad Niculae', u'Syhw', u'Aymeric Masurelle', u'Balu')
(u'Xinfan Meng', u'Alemagnani', u'Roman', u'Lqdc')
(u'Yann N. Dauphin', u'Syhw', u'John Zwinck', u'Peter Welinder')
(u'Yannick Schwartz', u'Tadej Jane\u017e', u'Christian Jauvin', u'David Marek')
(u'Yaroslav Halchenko', u'Abhijeet Kolhe', u'Matthias Ekman', u'A. Flaxman')
Raw
nearest_developers.py
import numpy as np
import os
from collections import defaultdict
from git import Repo
from scipy.sparse import csc_matrix
path = "/home/gilles/Sources/scikit-learn/sklearn/"
extensions = ["py", "pyx", "pxd"]
# List all files
filenames = []
for extension in extensions:
for dirpath, _, files in os.walk(path):
for filename in files:
if filename.endswith(extension):
filenames.append(os.path.join(dirpath, filename))
filenames = {filename: filename_id
for filename_id, filename in enumerate(sorted(filenames))}
# Traverse all commits of all files
nb_commits = {}
authors = {}
author_count = 0
repo = Repo(path)
for filename, filename_id in sorted(filenames.items()):
print filename
nb_commits[filename_id] = defaultdict(int)
for commit in repo.iter_commits(paths=filename):
author = commit.author.name.title()
if author not in authors:
authors[author] = author_count
author_count += 1
author_id = authors[author]
nb_commits[filename_id][author_id] += 1
# Build sparse matrix rows=users, columns=filenames, data=nb of commits
data = []
indices = []
indptr = []
i = 0
indptr.append(i)
for filename_id, values in sorted(nb_commits.items()):
for author_id, count in sorted(values.items()):
data.append(count)
indices.append(author_id)
i += 1
indptr.append(i)
data = np.array(data, dtype=np.int32)
indices = np.array(indices, dtype=np.int32)
indptr = np.array(indptr, dtype=np.int32)
X = csc_matrix((data, indices, indptr))
# Nearest neighbors
from sklearn.neighbors import NearestNeighbors
r_authors = {author_id: author for author, author_id in authors.items()}
X = X.todense()
model = NearestNeighbors(n_neighbors=4).fit(X)
neighbors = model.kneighbors(X, return_distance=False)
for author, author_id in sorted(authors.items()):
print(author, r_authors[neighbors[author_id, 1]],
r_authors[neighbors[author_id, 2]],
r_authors[neighbors[author_id, 3]])
Raw
output.txt
(u'A. Flaxman', u'Miroslav Batchkarov', u'A. Flaxman', u'Michael Eickenberg')
(u'Adrien Gaidon', u'Justin Pati', u'Rafael Cunha De Almeida', u'Raul Garreta')
(u'Alemagnani', u'Roman', u'Matti Lyra', u'Lqdc')
(u'Alex Companioni', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Alexander Fabisch', u'Alexander Fabisch', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Alexandre Abraham', u'Jan Hendrik Metzen', u'Cow', u'Miroslav Shubernetskiy')
(u'Alexandre Gramfort', u'Gaelvaroquaux', u'Immanuel Bayer', u'Jaques Grobler')
(u'Alexandre Passos', u'Nzer0', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Alexis Mignon', u'Jamestwebber', u'Daniel Velkov', u'Roman')
(u'Andreas Mueller', u'Lars Buitinck', u'Olivier Grisel', u'Alexandre Gramfort')
(u'Andrew Winterman', u'Kyle Kastner', u'Approximateidentity', u'Felix Brockherde')
(u'Andy', u'Francois Savard', u'Nick Wilson', u'David Warde-Farley')
(u'Anze', u'Alex Companioni', u'A. Flaxman', u'Jansoe')
(u'Approximateidentity', u'Felix Brockherde', u'Rafael Cunha De Almeida', u'Robertlayton')
(u'Arnaud Joly', u'Joel Nothman', u'Satrajit Ghosh', u'Conrad Lee')
(u'Aymeric Masurelle', u'Hrishikesh Huilgolkar', u'Erwin Marsi', u'Robertlayton')
(u'Balu', u'Sergio Medina', u'Joshua Vredevoogd', u'Bussonnier Matthias')
(u'Bastiaan Van Den Berg', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Bdholt1', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Benjamin Peterson', u'Benjamin Peterson', u'Jakemick', u'F\xe9lix-Antoine Fortin')
(u'Brandyn A. White', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Brandyn White', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Brian Cajes', u'Jansoe', u'Miroslav Batchkarov', u'A. Flaxman')
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(u'Brian Holt', u'Tim Sheerman-Chase', u'John Benediktsson', u'Bdholt1')
(u'Brooke Osborn', u'Miroslav Batchkarov', u'Eugene Nizhibitsky', u'A. Flaxman')
(u'Bthirion', u'Jaques Grobler', u'Shiqiao Du', u'Daniel Nouri')
(u'Bussonnier Matthias', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Carlos Scheidegger', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Charles Mccarthy', u'Jansoe', u'A. Flaxman', u'Miroslav Batchkarov')
(u'Charles-Pierre Astolfi', u'Emmanuelle Gouillart', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Christian Jauvin', u'Scott Dickerson', u'Tadej Jane\u017e', u'Michael Eickenberg')
(u'Claire Revillet', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Clay Woolam', u'Anze', u'Bdholt1', u'Miroslav Shubernetskiy')
(u'Conrad Lee', u'Kyle Beauchamp', u'Olivier Hervieu', u'Jim Holmstr\xf6m')
(u'Corey Lynch', u'Diego Molla', u'Daniel Velkov', u'Roman')
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(u'Daniel Duckworth', u'Naoki Orii', u'Robertlayton', u'Miroslav Shubernetskiy')
(u'Daniel Nouri', u'Tadej Jane\u017e', u'Christian Jauvin', u'Scott Dickerson')
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(u'David Marek', u'Tadej Jane\u017e', u'Christian Jauvin', u'Scott Dickerson')
(u'David Warde-Farley', u'Nick Wilson', u'Francois Savard', u'Miroslav Shubernetskiy')
(u'Dengemann', u'Osdf', u'Denis A. Engemann', u'Denis Engemann')
(u'Denis A. Engemann', u'Denis Engemann', u'Jansoe', u'Federico Vaggi')
(u'Denis Engemann', u'Jansoe', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Denton Cockburn', u'Brandyn A. White', u'Peter Welinder', u'John Zwinck')
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(u'Doug Coleman', u'Richard T. Guy', u'Fedev Ubuntu Laptop', u'Sebastian Berg')
(u'Dougal Sutherland', u'Sergey Karayev', u'A. Flaxman', u'Matthias Ekman')
(u'Draix', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Edouard Duchesnay', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Emanuele', u'Emanuele', u'Scott White', u'Miroslav Shubernetskiy')
(u'Emmanuelle Gouillart', u'Emmanuelle Gouillart', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Erwin Marsi', u'Robertlayton', u'Daniel Duckworth', u'Hrishikesh Huilgolkar')
(u'Eugene Nizhibitsky', u'Emanuele', u'Scott White', u'Miroslav Shubernetskiy')
(u'Fabian Pedregosa', u'Gaelvaroquaux', u'Jaques Grobler', u'Michael')
(u'Fazlul Shahriar', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Fcostin', u'Nicolas Pinto', u'Michael', u'Charles-Pierre Astolfi')
(u'Federico Vaggi', u'Fedev Ubuntu Laptop', u'Jansoe', u'Miroslav Shubernetskiy')
(u'Fedev Ubuntu Laptop', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Felix Brockherde', u'Miroslav Batchkarov', u'Jansoe', u'A. Flaxman')
(u'Flyingimmidev', u'Jamestwebber', u'Unknown', u'Anze')
(u'Francois Savard', u'Juan Manuel Caicedo Carvajal', u'Nick Wilson', u'Jansoe')
(u'F\xe9lix-Antoine Fortin', u'Alexander Fabisch', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Gael Varoquaux', u'Gaelvaroquaux', u'Jaques Grobler', u'Brian Cheung')
(u'Gaelvaroquaux', u'Jaques Grobler', u'Stefano Lattarini', u'Flyingimmidev')
(u'Gilles Louppe', u'Brian Holt', u'Noel Dawe', u'Peter Prettenhofer')
(u'Hannes Schulz', u'Leonpalafox', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Hrishikesh Huilgolkar', u'Erwin Marsi', u'Robertlayton', u'Fedev Ubuntu Laptop')
(u'Immanuel Bayer', u'Flyingimmidev', u'Jamestwebber', u'Yaroslav Halchenko')
(u'Imran Haque', u'Shaun Jackman', u'Udi Weinsberg', u'Alexandre Passos')
(u'Jack Hale', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Jacob Vanderplas', u'Naoki Orii', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Jacques Kvam', u'Scott White', u'Eugene Nizhibitsky', u'Emanuele')
(u'Jake Vanderplas', u'David Marek', u'Jaques Grobler', u'Joonas Sillanp\xe4\xe4')
(u'Jakemick', u'F\xe9lix-Antoine Fortin', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'James Bergstra', u'Francois Savard', u'Nick Wilson', u'Imran Haque')
(u'Jamestwebber', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Jan Hendrik Metzen', u'Alexandre Abraham', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Jansoe', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Jaques Grobler', u'Mikhail Korobov', u'Stefano Lattarini', u'Jim Holmstr\xf6m')
(u'Jim Holmstr\xf6m', u'Kyle Beauchamp', u'Conrad Lee', u'Olivier Hervieu')
(u'Jnothman', u'Brandyn A. White', u'Peter Welinder', u'John Zwinck')
(u'Jochen Wersd\xf6rfer', u'Peter Welinder', u'John Zwinck', u'Roman')
(u'Joel Nothman', u'Satrajit Ghosh', u'Jim Holmstr\xf6m', u'Conrad Lee')
(u'Johannes Sch\xf6nberger', u'Daniel Duckworth', u'Robertlayton', u'Miroslav Shubernetskiy')
(u'John Benediktsson', u'Bdholt1', u'Jnothman', u'Fazlul Shahriar')
(u'John Zwinck', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Joonas Sillanp\xe4\xe4', u'Naoki Orii', u'Daniel Duckworth', u'Bastiaan Van Den Berg')
(u'Joshua Vredevoogd', u'Sergio Medina', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Juan Manuel Caicedo Carvajal', u'Miroslav Batchkarov', u'Jansoe', u'A. Flaxman')
(u'Justin Pati', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Justin Vincent', u'Adrien Gaidon', u'Justin Pati', u'Jochen Wersd\xf6rfer')
(u'Karol Pysniak', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Kemal Eren', u'Kenneth C. Arnold', u'Unknown', u'Charles-Pierre Astolfi')
(u'Kenneth C. Arnold', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Kernc', u'Lqdc', u'Matti Lyra', u'Alemagnani')
(u'Kuantkid', u'Satrajit Ghosh', u'Conrad Lee', u'Jim Holmstr\xf6m')
(u'Kyle Beauchamp', u'Olivier Hervieu', u'Conrad Lee', u'Jim Holmstr\xf6m')
(u'Kyle Kastner', u'Felix Brockherde', u'Approximateidentity', u'Jansoe')
(u'Lars Buitinck', u'Fabian Pedregosa', u'Mathieu Blondel', u'Alexandre Gramfort')
(u'Leonpalafox', u'Hannes Schulz', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Lqdc', u'Matti Lyra', u'Roman', u'Alemagnani')
(u'Luis Pedro Coelho', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Marko Burjek', u'Dougal Sutherland', u'Sergey Karayev', u'Jansoe')
(u'Mathieu Blondel', u'Rob Zinkov', u'Michael', u'Fabian Pedregosa')
(u'Matthias Ekman', u'Miroslav Batchkarov', u'A. Flaxman', u'Michael Eickenberg')
(u'Matti Lyra', u'Matti Lyra', u'Roman', u'Alemagnani')
(u'Michael', u'Fcostin', u'Nicolas Pinto', u'Charles-Pierre Astolfi')
(u'Michael Eickenberg', u'Scott Dickerson', u'Miroslav Batchkarov', u'A. Flaxman')
(u'Mikhail Korobov', u'Jochen Wersd\xf6rfer', u'Nick Wilson', u'Joshua Vredevoogd')
(u'Miroslav Batchkarov', u'Miroslav Batchkarov', u'A. Flaxman', u'Michael Eickenberg')
(u'Miroslav Shubernetskiy', u'Benjamin Peterson', u'Jakemick', u'F\xe9lix-Antoine Fortin')
(u'Mr.Shu', u'Shaun Jackman', u'Udi Weinsberg', u'Alexandre Passos')
(u'Naoki Orii', u'Jacob Vanderplas', u'Daniel Duckworth', u'Miroslav Shubernetskiy')
(u'Nelle Varoquaux', u'Andy', u'Approximateidentity', u'Brooke Osborn')
(u'Nick Wilson', u'David Warde-Farley', u'Francois Savard', u'John Zwinck')
(u'Nicolas Pinto', u'Fcostin', u'Emmanuelle Gouillart', u'Charles-Pierre Astolfi')
(u'Nicolas Tr\xe9segnie', u'Adrien Gaidon', u'Justin Pati', u'Michael Eickenberg')
(u'Noel Dawe', u'Mikhail Korobov', u'Jim Holmstr\xf6m', u'Tim Sheerman-Chase')
(u'Norbert Crombach', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Nzer0', u'Nzer0', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Olivier Grisel', u'Gael Varoquaux', u'Gaelvaroquaux', u'Fabian Pedregosa')
(u'Olivier Hervieu', u'Kyle Beauchamp', u'Conrad Lee', u'Jnothman')
(u'Osdf', u'Jansoe', u'A. Flaxman', u'Miroslav Batchkarov')
(u'Paolo Losi', u'Miroslav Batchkarov', u'Jansoe', u'A. Flaxman')
(u'Peter Prettenhofer', u'Brian Holt', u'Jacques Kvam', u'Scott White')
(u'Peter Welinder', u'Peter Welinder', u'Brandyn A. White', u'Brandyn White')
(u'Philippe Gervais', u'Aymeric Masurelle', u'Hrishikesh Huilgolkar', u'Erwin Marsi')
(u'Rafael Cunha De Almeida', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Raul Garreta', u'Seamus Abshere', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Richard T. Guy', u'Miroslav Batchkarov', u'Jansoe', u'A. Flaxman')
(u'Rob Speer', u'Charles Mccarthy', u'Miroslav Batchkarov', u'A. Flaxman')
(u'Rob Zinkov', u'Marko Burjek', u'Sergey Karayev', u'Dougal Sutherland')
(u'Robert Layton', u'Philippe Gervais', u'Aymeric Masurelle', u'Hrishikesh Huilgolkar')
(u'Robert Marchman', u'Kernc', u'Alemagnani', u'Xinfan Meng')
(u'Robert Mcgibbon', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Robertlayton', u'Daniel Duckworth', u'Erwin Marsi', u'Miroslav Shubernetskiy')
(u'Roman', u'Matti Lyra', u'Lqdc', u'Alemagnani')
(u'Satrajit Ghosh', u'Jim Holmstr\xf6m', u'Conrad Lee', u'Kyle Beauchamp')
(u'Scott Dickerson', u'Michael Eickenberg', u'A. Flaxman', u'Miroslav Batchkarov')
(u'Scott White', u'Emanuele', u'Eugene Nizhibitsky', u'Jacques Kvam')
(u'Seamus Abshere', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Sebastian Berg', u'Shaun Jackman', u'Udi Weinsberg', u'Alexandre Passos')
(u'Sergey Feldman', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Sergey Karayev', u'Dougal Sutherland', u'Marko Burjek', u'Jansoe')
(u'Sergeyf', u'Sergey Feldman', u'Alexandre Passos', u'Udi Weinsberg')
(u'Sergio Medina', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Sergio Pascual', u'Hannes Schulz', u'Leonpalafox', u'Benjamin Peterson')
(u'Shaun Jackman', u'Udi Weinsberg', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Shiqiao', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Shiqiao Du', u'Daniel Nouri', u'Shiqiao', u'John Benediktsson')
(u'Stefano Lattarini', u'A. Flaxman', u'Rafael Cunha De Almeida', u'Fazlul Shahriar')
(u'Steven De Gryze', u'Seamus Abshere', u'Miroslav Batchkarov', u'A. Flaxman')
(u'Sturla Molden', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Subhodeep Moitra', u'Christian Jauvin', u'Michael Eickenberg', u'Scott Dickerson')
(u'Syhw', u'Yann N. Dauphin', u'Carlos Scheidegger', u'Udi Weinsberg')
(u'Szabo Roland', u'Cow', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Tadej Jane\u017e', u'Christian Jauvin', u'Scott Dickerson', u'Michael Eickenberg')
(u'Tiago Nunes', u'Raul Garreta', u'Alexandre Passos', u'Udi Weinsberg')
(u'Tim Sheerman-Chase', u'Bdholt1', u'Sebastian Berg', u'Udi Weinsberg')
(u'Tiziano Zito', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Udi Weinsberg', u'Udi Weinsberg', u'Benjamin Peterson', u'Miroslav Shubernetskiy')
(u'Unknown', u'Emmanuelle Gouillart', u'Charles-Pierre Astolfi', u'Varoquaux')
(u'Varoquaux', u'Jakemick', u'Miroslav Shubernetskiy', u'Benjamin Peterson')
(u'Vene', u'Tiziano Zito', u'Varoquaux', u'Jamestwebber')
(u'Virgilefritsch', u'Johannes Sch\xf6nberger', u'Brooke Osborn', u'Balu')
(u'Vlad Niculae', u'Vene', u'Aymeric Masurelle', u'Stefano Lattarini')
(u'Xinfan Meng', u'Alemagnani', u'Roman', u'Lqdc')
(u'Yann N. Dauphin', u'Syhw', u'Alexandre Passos', u'Udi Weinsberg')
(u'Yannick Schwartz', u'Tadej Jane\u017e', u'Christian Jauvin', u'David Marek')
(u'Yaroslav Halchenko', u'Matthias Ekman', u'Miroslav Batchkarov', u'A. Flaxman')
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