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August 23, 2016 23:48
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[["Stanford University","Stanford University","","Stanford University"],["Xi'an Jiaotong University","Xi'an Jiaotong University","",""],["Data61 and ANU","","Data61"],["UIUC","UIUC","UIUC"],["Data61 and ANU"],["Weizmann Institute of Science"],["ETH Zurich","ETH Zurich","ETH Zurich",""],["Google","","University of Washington"],[""],["","MIT","","",""],["","MIT","MIT",""],["",""],["University of South Carolina","University of South Carolina","University of South Carolina","University of South Carolina"],["HKUST","",""],["National Univ of Singapore","Sun Yat-sen University","National University of Singapo","NUS","National Univ of Singapore",""],["Tsinghua University","Tsinghua University","Tsinghua University",""],[""],["UC Berkeley","UC Berkeley","UC Berkeley","UC Berkeley"],["Columbia University","","",""],["UCLA","Adobe Research","","Adobe Research","",""],["Gatsby Unit","","Gatsby Unit",""],["","LAAS-CNRS"],["","Technion"],["Tel-Aviv University",""],["University of Michigan","Max Planck Institute for Informatics","University of MIchigan","University of MIchigan","","University of Michigan"],["Cornell University","University of California",""],["University of Oxford",""],["Carnegie Mellon University","Carnegie Mellon University"],["Peking University","","","",""],["ETH Zurich","MIT","ETH Zurich",""],["Microsoft Research","Microsoft Research","MSRC"],["University of Oxford","University of Oxford","University of Oxford","",""],["Virginia Tech","Virginia Tech","","Virginia Tech"],["Rensselaer",""],["Stanford University","Stanford University","Stanford University","Stanford University","Stanford University"],["Cuhk","","cuhk","Chinese University of Hong Kong"],["University of Pennsylvania","","University of Pennsylvania",""],["TU Dresden","","",""],["Google","Google","","Google","Google"],["University of Oxford","University of Oxford",""],["Seoul National University","Seoul National University","Seoul National University","Seoul National University","Naver Labs","Naver Labs","Seoul National University"],["University of Copenhagen","",""],["Microsoft","Tsinghua University","Microsoft","Microsoft"],["Télécom ParisTech","","",""],["IIT Kharagpur","","IIT Kharagpur","IIT Kharagpur","MPI-SWS"],["Chinese Academy of Sciences"],["HKUST","",""],["EPFL","EPFL","","IPHT Saclay","EPFL",""],["Carnegie Mellon University","",""],["UCLA","","",""],["","State University of New York at Albany","State University of New York at Albany"],["Columbia University","",""],["MERL","Mitsubishi Electric Research Labs (MERL)"],["Columbia University","","Disney Research",""],["","",""],["Princeton University","Columbia University","Princeton University",""],["Fred Hutchinson Cancer Center","UCLA","University of Science","University of Wisconsin-Madison"],["Kyoto University","Kyoto University"],["University of Oxford","University of Oxford","University of Oxford","",""],["","","Baidu Inc.","","National Tsing Hua University"],["ITP"],["Cornell University","","Cornell University"],["U. of Illinois at Chicago","","",""],["University of Minnesota","University of Minnesota"],["Yahoo Research",""],["MIT"],["CentraleSupelec","","KU Leuven"],["IBM Research"],["MIT","",""],["Stanford University","Stanford University","Stanford University",""],["Huazhong University of Science and Technology","HUAZHONG UNIVERSITY OF SCIENCE","Cornell University"],["UC Merced","UC Merced"],["University of California at Davis","University of California"],["","University of Freiburg"],["KU Leuven","","KU Leuven","ETH Zürich"],["Ambiata"],["The Chinese University of HK","","","The University of Hong Kong"],["Télécom ParisTech","",""],["","CNRS","","Aix-Marseille University"],["INRIA - ENS","",""],["Univ. of Southern California","","","Georgia Institute of Technology "],["University of Michigan","University of Michigan","University of Michigan",""],["University of Illinois Urbana-",""],["UC Berkeley","UC Berkeley","","","University of Washington"],["Stanford University","Stanford University"],["UC Merced","UC Merced"],["","University of Chicago","",""],["UC Berkeley","",""],["","",""],["UT-Austin","","UC-Davis"],["Duke University","Duke University","University of Warwick"],["PKU","peking university","peking university","peking university","peking university"],["Microsoft","USTC","Microsoft","","USTC","Microsoft","Microsoft"],[""],["A2iA"],["University of Texas at Austin","",""],["","Ben-Gurion University of the Negev","MPI Tuebingen"],["University of Toronto","",""],[""],["MIT","MIT",""],["MIT","MIT",""],["",""],["Princeton University","Microsoft","",""],["Osaka University"],["Purdue University","Lawrence Berkeley Lab","Yahoo! Research","","","",""],["University of Utah","University of Utah"],["NJIT","IIT Bombay","IIT Bombay"],["Skolkovo Inst. of Sc and Tech","Skolkovo Institute of Science and Technology","",""],["The University of Tokyo","The University of Tokyo","The University of Tokyo",""],["Los Alamos National Laboratory",""],["Princeton University","Princeton University"],["UCSD",""],["CMU","Carnegie Mellon University","","CMU",""],["",""],["Carnegie Mellon University","Carnegie Mellon University",""],["University of Cambridge",""],["University of Edinburgh","University of Edinburgh"],["None"],["Google DeepMind","Google DeepMind","Vrije Universiteit Brussel","Google DeepMind"],["Northwestern University","Northwestern University","Lehigh University"],["University of Virginia","University of Virginia"],["University of Cambridge",""],["Binghamton University","IBM Research","Binghamton University"],["Stanford university","Google Inc","Stanford university"],["Brown University","Brown University",""],["Ghent University - iMinds","UC Berkeley","UC Berkeley","OpenAI","Ghent University - iMinds",""],["Indiana University","UIUC","Indiana University","University of Texas at Austin"],["Cornell University","Tsinghua University","","Cornell University",""],["",""],["Carnegie Mellon University","MIT","",""],["Carnegie Mellon University","Carnegie Mellon University","","","","Carnegie Mellon University"],["University of Utah","University of Utah","University of Utah"],["Institute for Advanced Study","Princeton Neuroscience Institute"],["Australian National University","",""],["",""],["University of Tokyo","","","","RIKEN / University of Tokyo"],["The University of Iowa","University of Technology Sydney","","University of Iowa"],["Carnegie Mellon University",""],["Carnegie Mellon University","Carnegie Mellon University","Carnegie Mellon University","Carnegie Mellon University"],["","","Nanjing University","Nanjing University",""],["National University of Singapore","NUS"],["Indian Institute of Science","","Radcliffe Institute"],["Chinese University of HongKong","The Chinese University of HK","The Chinese University of Hong Kong"],["Peking University","Microsoft Research","Microsoft Research","Microsoft Research","Microsoft Research","Academy of Mathematics and Systems Science","Microsoft Research"],["University Of Illinois at Chicago","UIC","","UofA"],["MIT","MIT",""],["Stanford University",""],["Hebrew University of Jerusalem","Tel Aviv University"],["Caltech","Caltech"],["IIT","IIT"],["",""],["Tsinghua University","Tsinghua University","Allen Institute for AI",""],["Idiap Research Institute","Idiap Research Institute"],["Stanford University","Stanford University","Stanford University","Stanford","Stanford University"],["UT Austin","UIUC","UT Austin"],["Intel Labs China","",""],["OrCam","Orcam","OrCam","OrCam","OrCam"],["KAIST","","Osaka University","KAIST"],["Inria"],["",""],["Duke University","The University of Warick","Duke University","Microsoft Research New England","Duke University","Duke University"],["TU Darmstadt","","",""],["Institut National de la Recherche Agronomique","","Argonne National Lab","École Polytechnique de Montréal"],["Oxford University","Oxford","University of Oxford","",""],["KAIST","Los Alamos National Laboratory","KAIST"],["Idsia","Idsia","Queen's University Belfast","IDSIA"],["Google DeepMind","","Google DeepMind","","Google DeepMind","Google DeepMind"],["Netflix","UC San Diego","UC San Diego"],["Heidelberg University","Heidelberg University","Heidelberg University"],["Rice University"],["EPFL Lausanne","","",""],["Microsoft Research","",""],["University of Cambridge","University of Cambridge","University of Cambridge"],["Technion","","",""],["Caltech","","Stats"],["MIT",""],[""],["University of Pennsylvania","University of Pennsylvania","","University of Pennsylvania"],["UCLA"],["Technion","Google DeepMind","Technion"],["Université Paris Sud","Université Paris Saclay",""],["Princeton University",""],["TU Dortmund","University of York","University of York"],["","EPFL","EPFL"],["",""],["Princeton University","Cornell University","University of Pennsylvania"],["","Princeton University","The University of Texas at Austin","Tsinghua University","Tsinghua University","Shanghai University of Finance and Economics"],["","",""],["The University of Texas at Austin","The University of Texas at Austin","","The University of Texas at Aus"],["","Google"],["Saarland University","Saarland University","Saarland University"],["University of Michigan","","Adobe Research","University of Michigan","University of Michigan"],["","University of Maryland","Google","",""],["",""],["","","","","","",""],["University of Cambridge","MPI Tuebingen","",""],["Duke university","Duke University","","","Duke university",""],["ETH Zurich","Disney Research","ETH Zurich","ETH Zurich",""],["ETH Zurich","ETH Zurich",""],["","Iowa State University"],["CMU","Carnegie Mellon University","","CMU"],["University of Minnesota","University of Minnesota","University of Minnesota"],["Dartmouth College",""],["UMass Amherst",""],["Harvard University",""],["University of Montreal","University of Toronto","IHES","University of Montreal","University of Montreal","University of Toronto","U. 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Israel institute of technology","Technion - Israel institue of Technology","Technion - Israel institue of Technology"],["Vicarious FPC Inc","","","","","",""],["Nanjing University","",""],["UC San Diego",""],["Microsoft Research","Microsoft Research","University of Wisconsin-Madison","Microsoft",""],["The University of Chicago","","University of Chicago"],["The Ohio State University","",""],["UCSB","UCSB"],["University of Toronto","University of Montreal","University of Montreal","U. Montreal","University of Toronto"],["CMU","CMU","Carnegie Mellon University"],["Microsoft Research Bangalore","Microsoft Research"],["TECHNICAL UNIVERSITY OF CRETE"],["Washington University","Washington University in St. Louis",""],["University of Washington","Cognitive Neuroscience Center","Centre de Neurosciences Cognitives","University of Washington"],["UCLA",""],["","","","Google",""],["Tsinghua University","","Tsinghua University",""],["","Google","Duke","Duke university",""],["","","Harvard University and Twitter","","Harvard Medical School"],["","CMU"],["Université Paris Diderot",""],["","UC Berkeley","Princeton University"],["","UChicago"],["UC Berkeley","UC Berkeley",""],["Stanford University","Stanford University","University of California Berkeley","",""],["Tsinghua University","","Stanford University"],["Stanford University",""],["Brown University","","Brown University","Harvard University",""],["University of Notre Dame","University of Notre Dame","University of Notre Dame","University of Notre Dame","University of Notre Dame"],["Harvard University",""],["University of Rochester","","","",""],["UC Irvine","",""],["Yale University","","Yale University"],[""],["University of Texas at Austin","U.C. Berkeley"],["University of Washington","Allen Institute for Brain Science","University of Washington"],["Inria",""],["UBC","KU Leuven","","UBC"],["Cornell University",""],["","Princeton University","",""],[""],["Massachusetts Institute of Tec",""],["POSTECH","HKUST","POSTECH"],["","Google","",""],["Institute of Neuroscience","HKUST","HKUST",""],["University of Lugano","","University of Lugano","University of Lugano"],["Stanford University",""],["Iowa State University","","Johns Hopkins University","Princeton University"],["University of Waterloo","University of Waterloo","U. Waterloo"],["Google DeepMind","","","Google DeepMind","Google DeepMind","Google DeepMind","Google"],["Inria - ENS Paris",""],["Purdue","","Purdue University"],["University of Minnesota",""],["Stanford University",""],["Princeton University","Princeton University","Princeton University","Princeton University","Princeton University","Princeton University","Princeton University"],["University of washington","University of Washington"],["","",""],["Stanford University","Stanford University","Stanford University"],["","Princeton University"],["","",""],["Stanford University","",""],["Stony Brook University",""],["Yahoo Inc","","","UCSD"],["NTT","NTT","","Hokkaido University"],["Stanford University","Stanford University","Cornell University","","Stanford"],["Peking University","","Peking University",""],["Stanford University","Stanford"],["University of Wyoming","","Cornell","University of Freiburg",""],["University of Washington","University of Washington"],[""],["University of Texas at 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University","Stanford","Stanford University"],[""],["Gatech",""],["ETH Zurich","",""],["IST Austria","Institute of Science and Technology Austria"],["IST Austria","MPI Tuebingen"],["Google DeepMind","","","Google DeepMind","","","","Google DeepMind"],["","DeepMind","Google DeepMind","Google DeepMind","Google DeepMind"],["Toyota Technological Institute",""],["Virginia Tech","The Pennsylvania State University","University of California","Virginia Tech","The University of California",""],["Stanford University",""],["",""],["MIT","MIT","MIT",""],["University of Minnesota",""],["LTCI","",""],["Google DeepMind","","Google DeepMind","","University of Alberta",""],["","",""],["Indiana University Bloomington","The University of Bristol","",""],["University College London","","","University College London",""],["University of Copenhagen","","Technical University of Denmark","KU","Technical University of Denmark"],["Carnegie Mellon University","",""],["University of Bristol"],["","University of 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Deepmind","","Google DeepMind","Google DeepMind","Google DeepMind","","Google"],["UIUC","UIUC","Pindrop Security Services"],["","Microsoft Research",""],["University of Washington","University of Washington"],["Harvard University","UC Berkeley",""],["DeepMind","DeepMind","",""],["GREYC","",""],["University College London","University College London","University College London"],["INRIA",""],["","","","","Google",""],["University of Pennsylvania","ETH Zurich","","","University of Pennsylvania"],["University of Connecticut","University of Connecticut","University of Connecticut","University of Connecticut"],["MIT","MIT","MIT"],["Princeton University","Princeton University",""],["University of Utah","Sharif University of Technolog","Google","EPFL"],["Technion","Université de Montréal","Columbia University","Technion","Université de Montréal"],["UC Berkeley","","CMU","UC Berkeley",""],["Google DeepMind","Google DeepMind","","Google DeepMind",""],["University of Freiburg","University of Freiburg","University of Freiburg","University of Freiburg"],["Skolkovo Institute of Science and Technology","Skolkovo Institute of Science and Technology",""],["UT Austin","University of Texas at Austin","",""],[""],["Skoltech",""],["Free University of Berlin",""],["MIT","MIT","MIT"],["University of Saint-Etienne","","","University of Saint-Etienne"],["Microsoft Research","",""],["Technical University of Munich","Vanderbilt University","University of Augsburg","","University of Freiburg","Vanderbilt University","Technical University of Munich"],["Duke University","","Duke University",""],["Stanford University","Stanford University"],["University of Chicago","MIT","MIT"],["DTU","",""],["","DTU","Technical University of Denmark"],["Université catholique de Louva","","","Université catholique de Louvain"],["University of Oldenburg","IST Austria",""],["","","Google DeepMind","",""],["Carnegie Mellon University","Carnegie Mellon University","CMU","CMU"],["ETH Zurich","ETH Zurich",""],["Imperial College London","",""],["EPFL","",""],["University of Toronto","Google","","Google DeepMind","Google"],["Peking University","Peking University","peking university",""],["Boston University","","","","Microsoft Research"],["UJM Saint-Etienne","",""],["Nanjing University of Informat","","","","NUIST"],["UC Berkeley","UC Berkeley","University of Washington",""],["NJUST","Microsoft","","","Microsoft Research"],["","MIT","MIT"],["Georgia Institute of Technolog",""],["MIT","",""],["Saarland University","Saarland University","Saarland University"],["Columbia University","",""],["Stanford University","","Stanford University"],["","UCL","","UCL","UCL"],["","CWI",""],["VU University Amsterdam","","Radboud University Nijmegen"],["UT Austin","Princeton University","Princeton University","",""],["IDSIA","The Curious AI Company","The Curious AI Company","The Curious AI Company","The Curious AI Company"],["EPFL","EPFL","EPFL Lausanne","l","",""],["Google DeepMind","","Google DeepMind","","Google DeepMind"],["University of Cambridge","University of Cambridge","University of Cambridge"],["UC Berkeley","","Microsoft Research"],["University of Waterloo",""],["University of Pennsylvania","","Berkeley"],["Georgia Tech","","Georgia Institute of Technolo",""],["UofT","","",""],["Istituto Italiano di Tecnologia",""],["Stanford",""],["University of Maryland","Shanghai Jiaotong University","","University of Illinois","UC Berkeley"],["University of Pedagogy Ho Chi Minh city","Deakin University","Deakin University","Deakin University"],["MIT","Carnegie Mellon University","MIT"],["Montreal","University of Montreal","University of Montreal","University of Montreal","University of Montreal","U. Montreal"],["Inria","inria","",""],["University of Pennsylvania","University of Pennsylvania","","University of Pennsylvania"],["Princeton University","Princeton University"],["Yandex","Yandex","Yandex","Yandex","Yandex","Yandex LLC","Yandex"],["Amazon","Amazon","Amazon"],["CUHK","CUHK"],["Xidian University","Xidian University","Xidian University","Xidian University","WVU"],["Inria Lille - Nord Europe","Inria Lille - Nord Europe","Google DeepMind"],["UC Berkeley","University of Rochester","","","University of Texas at Austin","","UC Berkeley"],["University of New Mexico","University of Toronto","University of Montreal","Microsoft Research","Mind Research Network","University of Montreal"],["Columbia University","","",""],["Johns Hopkins University",""],["Georgia Tech","Georgia State University","Emory University","","Georgia Institute of Technology"],["Cornell University","Tsinghua University","Cornell University","Cornell University","Cornell University"],["",""],["Princeton University","Princeton University"],["University of Washington",""],["Stanford University","","Tsinghua University"],["DGIST","","",""],["Hebrew University",""],["Google Deepmind","","","Google DeepMind","",""],["Univ of California Irvine","Northwestern University"],["University of Ottawa"],["Univ. Grenoble Alpes","NYU","","Gerogia Institute of Technology"],[""],["Universidad Autónoma de Madrid",""],["University of Illinois Urbana-",""],["UCSD","",""],["","Cornell University","","","University of Southern California",""],["University of Washington","University of Washington","University of Washington","University of Washington"],["University of Washington","","","",""],["","","Massachusetts Institute of Technology"],["University of Toronto","University of Toronto","",""],["","Weierstrass Institute for Appl","","Yandex LLC","","","",""],["Technion","Technion"],["UT Austin","Toyota Technological Institute at Chicago","",""],["Cornell University","Cornell University","Cornell University"],["Univ of Luxembourg","Adobe Research"],["Princeton University","Princeton Neuroscience Institute","",""],["Princeton University","Princeton University",""],["University of Alberta","","","U. Alberta"],["","","U. Alberta","University of Alberta"],["Princeton University","","Princeton University"],["","Google DeepMind","Google DeepMind","Google DeepMind","",""],["UMass Amherst","Microsoft Research New England",""],["Oxford","King's College London",""],["University of Texas at Austin","University of Texas at Austin","University of Texas at Austin","University of Texas at Austin","",""],["UC San Diego",""],["NYU","NYU","NYU","","NYU"],["Penn State University","Penn State University"],["Caltech","Caltech"]] |
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import json | |
import re | |
from collections import defaultdict | |
data = json.load(open('nips.json')) | |
# Some basic preprocessing | |
# 1. Remove all non-alphabetic characters (sorry, Université de Montréal) | |
# 2. Convert 'Univ. of Southern California' to 'University of Southern California' | |
# More preprocessing is needed, but not implemented | |
data = filter(bool, [set(filter(bool, [re.sub(r'\bU\b|\bUniv\b', "University", re.sub('\W+', ' ', y).strip()) for y in a])) for a in data]) | |
# Hand-crafted regexps maching different names of the same institution | |
groups = ['Alberta', 'CMU|Carnegie', 'UofT|Toronto', 'UofA|Arizona', 'Stanford', 'Illinois', 'Madison', 'Skolkovo|Skoltech', 'Oxford', 'Cambridge', 'Berkeley', 'Hong ?Kong', 'Cornell', 'Duke', 'Yandex', 'Yahoo', 'eth', 'Georgia.*Tech', 'Harvard', 'Technion', 'Princeton', 'Davis', r'MIT\b|Massachusetts Institute', 'Google($| [^D])', 'Microsoft', 'Penn.*State'] | |
res = defaultdict(int) | |
for authors in data: | |
s = set() # All the different institutions the paper is affiliated with | |
for u in authors: | |
u = u.lower() | |
r = [r for r in groups if re.search(r.lower(), u)] | |
if len(r): | |
assert len(r) == 1 | |
s.add(r[0].lower()) | |
else: | |
s.add(u) | |
for r in s: | |
res[r] += 1 | |
for k, v in sorted(res.items(), key=lambda x: x[1])[-20:][::-1]: | |
print k, v |
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