In [1]:

    

# Script calculates the percent of authors in a database with male, female, unisex, or unassigned names. Will count multiple authors once; accuracy of gender assignment has been validated by a (not-particuarly random) set of 100 names. cu

#system functions
from __future__ import division
import os
import sys
from datetime import datetime #system date
import csv #parse csv files? for a different functionality...
import argparse
from collections import Counter #that rad counter class

#gendering
#TO DO: replace with a more robust pip package
from genderComputer.genderComputer import GenderComputer

#parsing bibtex files
import bibtexparser as b #module for bibtex parsing, obviously
from bibtexparser.bparser import BibTexParser #add customization
from bibtexparser.customization import *

#plotting (includes matplotlib fxs in seaborn)
import numpy as np
import seaborn
import pandas as pd

#ipynb development
%matplotlib inline


    

In [2]:

    

def startUp(bib):
    #today = datetime.today()
    gc = GenderComputer(os.path.abspath('genderComputer/nameLists')) #make gendercomputer
    records = parseFile(bib)
    data = getDBCounts(records,  gc)
    return data


    

In [3]:

    

def customizations(record):
    """Use some functions delivered by the bib tex parser library
    :param record: a record
    :returns: -- customized record
    """
    record = type(record)
    #record = doi(record) TO DO: add doi functionality back into this?
    record = convert_to_unicode(record)
    record = author(record)
    return record


    

In [122]:

    

def clean_tex(s): 
    #tex files are the ~worst~
    badSubstrings = ["{","}"]
    for x in badSubstrings:
        s = s.replace(x, "")
    return s


    

In [5]:

    

def parseFile(bib_file):
    """parse the bib file

    :param bib_file: bibtex file to be parsed
    :returns: -- a bibtex file object
    """
    with open(bib_file) as bibtex_file:
        parser = BibTexParser() #import the parsers
        parser.homogenize = True
        parser.customization = customizations #add some customizations defined earlier
        data = b.load(bibtex_file, parser = parser) #process data yah!
    return data


    

In [6]:

    

### the workhorse ###
def counterFunctions(c, gc, genders=True,journals=False):
    """returns local functions to use
    C should be a counter or dictionary object"""
    if genders:
        def _countGenders(authors): 
            for author in authors:
                gender = gc.resolveGender(clean_tex(author), None) 
                #TODO: feed affiliation in as a starting place to look
                #for name assignment
                if gender == 'male': c["men"] += 1
                elif gender == 'female': c["women"] += 1
                elif gender == 'unisex': c ["unisex"] +=1
                else:
                    c["unavailable"] += 1
                    c["no_gender"].append(author)
    if journals:
        def _countJournals(entry = ""):
            return   
        """
        TODO: 
        * Add in Joel's fn to count journals w. regexes
        * needs a c["journals"] field, may not retain journal-gender link
        * needed for a OA/not OA breakdown
        """    
    return _countGenders


    

In [126]:

    

def getDBCounts(data, gc, ts=False):
    #yay, counter objects!
    c = Counter({"authorCount":0,
                "unisex":0,
                "women":0,
                "men":0,
                "unavailable":0,
                "no_author":[],
                "no_title":[],
                "no_gender":[]
                })
    #nicer to have this defined in the general function
    #gc = GenderComputer(os.path.abspath('genderComputer/nameLists')) #make gendercomputer for defining names
    #retrieve the functions
    def _countGenders(authors, c): 
        for author in authors:
            author = clean_tex(author)
            gender = gc.resolveGender(author, None) 
            #TODO: feed affiliation in as a starting place to look
            #for name assignment
            if ts:
                print author, gender
            if gender == 'male': c["men"] += 1
            elif gender == 'female': c["women"] += 1
            elif gender == 'unisex': c ["unisex"] +=1
            else: 
                c["unavailable"] += 1 #could be set with len(c["no_gender"])
                c["no_gender"].append(author)

    ##############################
    ### the actual processing ###

    for entry in data.entries: #for each paper processed
        #get titles + author lists sorted out
        title = clean_tex(entry["title"]) if "title" in entry else c["no_title"].append(entry)

        if "author" in entry:
            authors = entry["author"]
            c["authorCount"] = c["authorCount"] + len(authors)
            
        else: c["no_author"].append(title)

        _countGenders(authors, c)
        #_countJournals(c)
        #append the length of the author list to the author counts

    return c #return all the data in a counter format! it's a pain to work with I think;; or at least seaborn doesn't like it much :(


    

In [125]:

    

info = startUp('CriticalOpenNeuro.bib')
#pop = startUp('PoP_writings.bib')
#force = startUp('force_11.bib')
title = "Mapp Psyche"


    

    




Loaded dictionary from /Users/wyssuser/Documents/bibmetrics/genderComputer/nameLists/gender.dict
Finished initialization
Fleck, Ludwik male
Gorelick, Root None
Langille, Morgan G. I. unisex
Eisen, Jonathan A. male
Valsiner, Jaan unisex
Knudsen, Susanne female
Tkacz, Nathaniel male
Seth, Suman unisex
Cragin, Melissa H. female
Palmer, Carole L. female
Carlson, Jacob R. male
Witt, Michael male
Ghapanchi, Amir Hossein male
Aurum, Aybuke female
Low, Graham male
Kuhn, Thomas S. male
Kuhn, Thomas S. male
Coombe, Rosemary female
Coleman, Gabriella E. female
Choudhury, Suparna female
Slaby, Jan female
Delfanti, Alessandro male
Simonite, Tom male
Halfaker, Aaron male
Geiger, Stuart male
Morgan, Jonathan T. male
Riedl, John male
de jesus, nina female
Foucault, Michel male
Hailey, John male
Narayan, Uma female
Nafus, Dawn female
Romao, Aja female
Ortega, Francisco male
Release, CERN Press None
Nkrumah, Kwame male
Dahdouh-Guebas, Farid male
Ahimbisibwe, Jennifer female
Van Moll, Rita female
Koedam, Nico male
Sontag, Susan female
Maidaborn, Vivien female
Fausto-Sterling, Anne female
Petersen, Alan male
Choudhury, Suparna female
Fishman, Jennifer R. female
McGowan, Michelle L. female
Juengst, Eric T. male
Bisol, Giovanni Destro male
Anagnostou, Paolo male
Capocasa, Marco male
Bencivelli, Silvia female
Cerroni, Andrea female
Contreras, Jorge male
Enke, Neela female
Fantini, Bernardino male
Greco, Pietro male
Heeney, Catherine female
Leonelli, Sabina female
OseiTutu, J. Janewa None
Bishop, Ann Peterson female
Bazzell, Imani female
Mehra, Bharat male
Smith, Cynthia female
Jolliffe, Bob male
Moglen, Eben male
Paton, Michael male
Willinsky, John male
Pyati, Ajit male
Delfanti, Alessandro male
Yee, Danny male
Tveden-Nyborg, Svend male
Misfeldt, Morten male
Boelt, Birte female
Braun, Lundy None
Fausto-Sterling, Anne female
Fullwiley, Duana female
Hammonds, Evelynn M. female
Nelson, Alondra female
Quivers, William male
Reverby, Susan M. female
Shields, Alexandra E. female
Coffin, Jill female
Mylonas, Yiannis male
Gannon, Linda female
Dempsey, Lorcan male
Pykalainen, Timo male
Button, Katherine S. female
Ioannidis, John P. A. male
Mokrysz, Claire female
Nosek, Brian A. male
Flint, Jonathan male
Robinson, Emma S. J. female
Munafò, Marcus R. male
Stodden, Victoria C. female
Wagenmakers, Eric-Jan None
Wetzels, Ruud male
Borsboom, Denny male
van der Maas, Han L. J female
Kievit, Rogier A. male
Barber, Bernard male
Babich, Babette E. female
Carp, Joshua male
Kera, Denisa female
Miranda, J. Jaime None
Zaman, M. Justin None
Adams, Karen H. female
Hansen, Elsebeth S. female
Pinborg, Lars H. male
Hasselbalch, Steen G. male
Svarer, Claus male
Holm, Søren male
Bolwig, Tom G. male
Knudsen, Gitte M. female
Vollenweider, Franz X. male
Kometer, Michael male
Anderson, Warwick male
Wajcman, Judy female
Cetina, Karin Knorr female
Watson-Verran, Helen female
Turnbull, David male
Jasanoff, Sheila female
Abi-Rached, Joelle M. female
Rose, Nikolas male
Harding, Sandra female
Larsen, Peder Olesen male
von Ins, Markus male
Larivière, Vincent male
Ni, Chaoqun female
Gingras, Yves male
Cronin, Blaise unisex
Sugimoto, Cassidy R. female
Van Noorden, Richard male
Morrison, Heather Grace female
Metzner, Ralph male
Hamdy, Sherine F. female
Haraway, Donna Jeanne female
Yewdell, Jonathan W. male
Obermeyer, Ziad male
Abbott-Klafter, Jesse male
Murray, Christopher J. L. male
Vickers, Andrew J. male
Richardson, Sarah S. female
Gannett, Lisa female
Haraway, Donna J. female
Murray-Rust, Peter male
Borry, Pascal male
Schotsmans, Paul male
Dierickx, Kris female
Alvino, Simonetta female
Alvino, Simonetta female
Etzkowitz, Henry male
Ranga, Marina female
Etzkowitz, Henry male
Ranga, Marina female
Kansa, Eric C. male
Garland, Stephen L. male
Editors, Scientific Data None
Dreifus, Claudia female
Vosshall, Leslie B. unisex
6th, September female
Publishing, 2012|Academic None
Comments, Impact|3 None
Campbell, William C. male
Stoskopf, M. K. None
Davisson, Muriel T. female
Luijendijk, Hendrika J. female
Koolman, Xander male
Beconytė, Giedrė female
Eismontaitė, Agnė female
Žemaitienė, Jovita female
Fantegrossi, William E. male
Simoneau, J. None
Cohen, M. S. None
Zimmerman, Sarah M. female
Henson, C. M. None
Rice, Kenner C. None
Woods, J. H. None
Bergstrom, Theodore C. male
Courant, Paul N. male
McAfee, R. Preston None
Williams, Michael A. male
Light, Robert P. male
Polley, David E. male
Börner, Katy female
David, Paul A. male
Rohlfing, Torsten male
Poline, Jean-Baptiste male
Bauchspies, Wenda K female
la Bellacasa, María Puig de female
Gitelman, Lisa female
Nosek, Brian A. male
Spies, Jeffrey R male
Motyl, Matt male
Anagnostou, Paolo male
Capocasa, Marco male
Milia, Nicola female
Sanna, Emanuele male
Luzi, Daniela female
Bisol, Giovanni Destro male
Begley, C. Glenn None
Börnigen, Daniela female
Moon, Yo Sup unisex
Rahnavard, Gholamali male
Waldron, Levi male
McIver, Lauren female
Shafquat, Afrah female
Franzosa, Eric A. male
Miropolsky, Larissa female
Sweeney, Christopher male
Morgan, Xochitl C. female
Garrett, Wendy S. female
Huttenhower, Curtis male
Langlitz, Nicolas male
Jones, David S. male
Yadav, Prem N. male
Kroeze, Wesley K. male
Farrell, Martilias S. None
Roth, Bryan L. male
Strachan, Ryan T. male
Sheffler, Douglas J. male
Willard, Belinda female
Kinter, Michael male
Kiselar, Janna G. female
Roth, Bryan L. male
Raote, Ishier None
Bhattacharyya, Samarjit male
Panicker, Mitradas M. None
Wacker, Daniel male
Wang, Chong unisex
Katritch, Vsevolod male
Han, Gye Won unisex
Huang, Xi-Ping unisex
Vardy, Eyal male
McCorvy, John D. male
Jiang, Yi female
Chu, Meihua female
Siu, Fai Yiu unisex
Liu, Wei female
Xu, H. Eric None
Cherezov, Vadim male
Roth, Bryan L. male
Stevens, Raymond C. male
Ray, Rinki None
Novotny, Nathan M male
Crisostomo, Paul R male
Lahm, Tim male
Abarbanell, Aaron male
Meldrum, Daniel R male
Fitzgerald, Des female
Matusall, Svenja female
Skewes, Joshua male
Roepstorff, Andreas male
Griffiths, R. R. None
Richards, W. A. None
McCann, U. None
Jesse, R. None
De Vries, Raymond male
Weisberg, Deena Skolnick female
Keil, Frank C. male
Goodstein, Joshua male
Rawson, Elizabeth female
Gray, Jeremy R. male
Wise, M. Norton None
Regenmortel, Marc H.V. Van male
Brosnan, Caragh female
Michael, Mike male
Bickle, John male
Gold, Ian male
Stoljar, Daniel male
Oh, Vernon male
Pollock, Anne female
Pitts-Taylor, Victoria female
Pitts-Taylor, Victoria female
Hagerty, Lorenzo male
Clarke, Adele E. female
Shim, Janet female
Krebs, Teri S. female
Johansen, Pål-Ørjan None
Krebs, Teri S. female
Johansen, Pål-Ørjan None
Hibar, Derrek P. male
Stein, Jason L. male
Renteria, Miguel E. male
Arias-Vasquez, Alejandro male
Desrivières, Sylvane female
Jahanshad, Neda female
Toro, Roberto male
Wittfeld, Katharina female
Abramovic, Lucija female
Andersson, Micael male
Aribisala, Benjamin S. male
Armstrong, Nicola J. female
Bernard, Manon female
Bohlken, Marc M. male
Boks, Marco P. male
Bralten, Janita female
Brown, Andrew A. male
Mallar Chakravarty, M. None
Chen, Qiang male
Ching, Christopher R. K. male
Cuellar-Partida, Gabriel male
den Braber, Anouk female
Giddaluru, Sudheer None
Goldman, Aaron L. male
Grimm, Oliver male
Guadalupe, Tulio male
Hass, Johanna female
Woldehawariat, Girma male
Holmes, Avram J. male
Hoogman, Martine female
Janowitz, Deborah female
Jia, Tianye None
Kim, Sungeun None
Klein, Marieke female
Kraemer, Bernd male
Lee, Phil H. male
Olde Loohuis, Loes M. female
Luciano, Michelle female
Macare, Christine female
Mather, Karen A. female
Mattheisen, Manuel male
Milaneschi, Yuri female
Nho, Kwangsik None
Papmeyer, Martina female
Ramasamy, Adaikalavan None
Risacher, Shannon L. female
Roiz-Santiañez, Roberto male
Rose, Emma J. female
Salami, Alireza male
Sämann, Philipp G. male
Schmaal, Lianne female
Schork, Andrew J. male
Shin, Jean female
Strike, Lachlan T. male
Teumer, Alexander male
van Donkelaar, Marjolein M. J. female
van Eijk, Kristel R. female
Walters, Raymond K. male
Westlye, Lars T. male
Whelan, Christopher D. male
Winkler, Anderson M. male
Zwiers, Marcel P. male
Alhusaini, Saud male
Athanasiu, Lavinia female
Ehrlich, Stefan male
Hakobjan, Marina M. H. female
Hartberg, Cecilie B. female
Haukvik, Unn K. female
Heister, Angelien J. G. A. M. female
Hoehn, David male
Kasperaviciute, Dalia female
Liewald, David C. M. male
Lopez, Lorna M. female
Makkinje, Remco R. R. male
Matarin, Mar male
Naber, Marlies A. M. female
Reese McKay, D. None
Needham, Margaret female
Nugent, Allison C. female
Pütz, Benno male
Royle, Natalie A. female
Shen, Li female
Sprooten, Emma female
Trabzuni, Daniah female
van der Marel, Saskia S. L. female
van Hulzen, Kimm J. E. female
Walton, Esther female
Wolf, Christiane female
Almasy, Laura female
Ames, David male
Arepalli, Sampath None
Assareh, Amelia A. female
Bastin, Mark E. male
Brodaty, Henry male
Bulayeva, Kazima B. None
Carless, Melanie A. female
Cichon, Sven male
Corvin, Aiden male
Curran, Joanne E. female
Czisch, Michael male
de Zubicaray, Greig I. male
Dillman, Allissa female
Duggirala, Ravi male
Dyer, Thomas D. male
Erk, Susanne female
Fedko, Iryna O. female
Ferrucci, Luigi male
Foroud, Tatiana M. female
Fox, Peter T. male
Fukunaga, Masaki male
Raphael Gibbs, J. None
Göring, Harald H. H. male
Green, Robert C. male
Guelfi, Sebastian male
Hansell, Narelle K. female
Hartman, Catharina A. female
Hegenscheid, Katrin female
Heinz, Andreas male
Hernandez, Dena G. female
Heslenfeld, Dirk J. male
Hoekstra, Pieter J. male
Holsboer, Florian male
Homuth, Georg male
Hottenga, Jouke-Jan None
Ikeda, Masashi male
Jack, Clifford R. male
Jenkinson, Mark male
Johnson, Robert male
Kanai, Ryota male
Keil, Maria female
Kent, Jack W. male
Kochunov, Peter male
Kwok, John B. male
Lawrie, Stephen M. male
Liu, Xinmin None
Longo, Dan L. male
McMahon, Katie L. female
Meisenzahl, Eva female
Melle, Ingrid female
Mohnke, Sebastian male
Montgomery, Grant W. male
Mostert, Jeanette C. female
Mühleisen, Thomas W. male
Nalls, Michael A. male
Nichols, Thomas E. male
Nilsson, Lars G. male
Nöthen, Markus M. male
Ohi, Kazutaka male
Olvera, Rene L. male
Perez-Iglesias, Rocio female
Bruce Pike, G. None
Potkin, Steven G. male
Reinvang, Ivar male
Reppermund, Simone female
Rietschel, Marcella female
Romanczuk-Seiferth, Nina female
Rosen, Glenn D. male
Rujescu, Dan male
Schnell, Knut male
Schofield, Peter R. male
Smith, Colin male
Steen, Vidar M. male
Sussmann, Jessika E. female
Thalamuthu, Anbupalam None
Toga, Arthur W. male
Traynor, Bryan J. male
Troncoso, Juan male
Turner, Jessica A. female
Valdés Hernández, Maria C. female
van 't Ent, Dennis male
van der Brug, Marcel male
van der Wee, Nic J. A. male
van Tol, Marie-Jose female
Veltman, Dick J. male
Wassink, Thomas H. male
Westman, Eric male
Zielke, Ronald H. male
Zonderman, Alan B. male
Ashbrook, David G. male
Hager, Reinmar male
Lu, Lu female
McMahon, Francis J. male
Morris, Derek W. male
Williams, Robert W. male
Brunner, Han G. female
Buckner, Randy L. male
Buitelaar, Jan K. female
Cahn, Wiepke male
Calhoun, Vince D. male
Cavalleri, Gianpiero L. male
Crespo-Facorro, Benedicto male
Dale, Anders M. male
Davies, Gareth E. male
Delanty, Norman male
Depondt, Chantal female
Djurovic, Srdjan male
Drevets, Wayne C. male
Espeseth, Thomas male
Gollub, Randy L. male
Ho, Beng-Choon None
Hoffmann, Wolfgang male
Hosten, Norbert male
Kahn, René S. male
Le Hellard, Stephanie female
Meyer-Lindenberg, Andreas male
Müller-Myhsok, Bertram male
Nauck, Matthias male
Nyberg, Lars male
Pandolfo, Massimo male
Penninx, Brenda W. J. H. female
Roffman, Joshua L. male
Sisodiya, Sanjay M. male
Smoller, Jordan W. male
van Bokhoven, Hans male
van Haren, Neeltje E. M. female
Völzke, Henry male
Walter, Henrik male
Weiner, Michael W. male
Wen, Wei female
White, Tonya female
Agartz, Ingrid female
Andreassen, Ole A. male
Blangero, John male
Boomsma, Dorret I. None
Brouwer, Rachel M. female
Cannon, Dara M. female
Cookson, Mark R. male
de Geus, Eco J. C. male
Deary, Ian J. male
Donohoe, Gary male
Fernández, Guillén None
Fisher, Simon E. male
Francks, Clyde male
Glahn, David C. male
Grabe, Hans J. male
Gruber, Oliver male
Hardy, John male
Hashimoto, Ryota male
Hulshoff Pol, Hilleke E. None
Jönsson, Erik G. male
Kloszewska, Iwona female
Lovestone, Simon male
Mattay, Venkata S. male
Mecocci, Patrizia female
McDonald, Colm male
McIntosh, Andrew M. male
Ophoff, Roel A. male
Paus, Tomas male
Pausova, Zdenka female
Ryten, Mina female
Sachdev, Perminder S. unisex
Saykin, Andrew J. male
Simmons, Andy male
Singleton, Andrew male
Soininen, Hilkka female
Wardlaw, Joanna M. female
Weale, Michael E. male
Weinberger, Daniel R. male
Adams, Hieab H. H. None
Launer, Lenore J. female
Seiler, Stephan male
Schmidt, Reinhold male
Chauhan, Ganesh male
Satizabal, Claudia L. female
Becker, James T. male
Yanek, Lisa female
van der Lee, Sven J. male
Ebling, Maritza female
Fischl, Bruce male
Longstreth, W. T. None
Greve, Douglas male
Schmidt, Helena female
Nyquist, Paul male
Vinke, Louis N. male
van Duijn, Cornelia M. female
Xue, Luting None
Mazoyer, Bernard male
Bis, Joshua C. male
Gudnason, Vilmundur male
Seshadri, Sudha female
Ikram, M. Arfan None
Martin, Nicholas G. male
Wright, Margaret J. female
Schumann, Gunter male
Franke, Barbara female
Thompson, Paul M. male
Medland, Sarah E. female
Corbin, Michelle female
Corbin, Michelle Dawn female
Langlitz, Nicolas male
Studerus, Erich male
Kometer, Michael male
Hasler, Felix male
Vollenweider, Franz X. male
Whitaker, Leslie R. unisex
Degoulet, Mickael male
Morikawa, Hitoshi male
Lawrence, Peter A. male
Olby, Robert male
Rovira, Sergi Cortiñas male
Keller, Evelyn Fox female
Halpern, John H. male
Rzhetsky, Andrey male
Iossifov, Ivan male
Loh, Ji Meng female
White, Kevin P. male
Kubie, Lawrence S. male
Fausto-Sterling, Anne female
Masterman, Margaret female
Smocovitis, Vassiliki Betty female
Kaiser, David male
Merton, Robert K. male
Sonfield, Adam male
Fyfe, Aileen female
McDougall-Waters, Julie female
Moxham, Noah Joseph male
contributors, Wikipedia None
Mendeleyev, Dmitry Ivanovich male
Kamensky, George male
Pope, Thomas H. (Thomas Henry) male
Mendeleyev, Dmitry Ivanovich male
Kamensky, George male
Lawson, Thomas Atkinson male
Huff, T. E. None
McBurney, Michael W. male
Reuhl, Kenneth R. male
Ally, Ariff None
Nasipuri, Soma female
Bell, John C. male
Craig, Jane female
Berger, Miles male
Gray, John A. male
Roth, Bryan L. male
Maki, Yukihiro male
Ueda, Takanori male
Okamoto, Masahiro male
Uematsu, Naoya male
Inamura, Kentaro male
Uchida, Kazuhiko male
Takahashi, Yoriko female
Eguchi, Yukihiro male
Nakayama, Yoshiaki male
Wada, Ayumi female
Inoue, Rei male
Terasawa, Kazuya male
Kimura, Ikuo male
Nakamura, Naosuke None
Kurosaka, Akira female
Weinstein, Harel male
Soprano, Dianne Robert female
Teets, Bryan W. male
Soprano, Kenneth J. male
Chan, C.-H. None
Godinho, Leanne female
Thomaidou, Dimitra female
Tan, Seong-Seng None
Gulisano, Massimo male
Parnavelas, J. G. None
Wei, Yi female
Harris, Thomas male
Childs, Geoffrey male
Bancescu, Daria L female
Glatt-Deeley, Heather female
Lalande, Marc male
Xia, Zongqi male
Gray, John A. male
Compton-Toth, Beth A. female
Roth, Bryan L. male
Ehrhardt, Christina female
Schmolke, Mirco male
Matzke, Andreas male
Knoblauch, Alexander male
Will, Carola female
Wixler, Viktor male
Ludwig, Stephan male
Falkenberg, Virginia R. female
Gurbaxani, Brian M. male
Unger, Elizabeth R. female
Rajeevan, Mangalathu S. None
Stam, Nico J. male
Van Huizen, Frans male
Van Alebeek, Caroline female
Dijkema, Rein male
Tonnaer, Jeroen A. D. M. male
Olijve, Wiebe male
Knauer, Christopher S. male
Campbell, Jeffrey E. male
Chio, Christopher L. male
Fitzgerald, Lawrence W. male
Bécamel, Carine female
Gavarini, Sophie female
Chanrion, Benjamin male
Alonso, Gérard male
Galéotti, Nathalie female
Dumuis, Aline female
Bockaert, Joël male
Marin, Philippe male
Mahaut-Smith, Martyn P. male
Martinez-Pinna, Juan male
Gurung, Iman S. female
Roth, Bryan L male
Tobin, Andrew B. male
Butcher, Adrian J. male
Kong, Kok Choi male
Béïque, Jean-Claude male
Campbell, Brian male
Perring, Paul male
Hamblin, Mark W. male
Walker, Paul male
Mladenovic, Ljiljana female
Andrade, Rodrigo male
Gray, John A. male
Sheffler, Douglas J. male
Bhatnagar, Anushree female
Woods, Jason A. male
Hufeisen, Sandra J. female
Benovic, Jeffrey L. male
Roth, Bryan L. male
Abbas, Atheir None
Roth, Bryan L. male
Violin, Jonathan D. male
Lefkowitz, Robert J. male
Mailman, Richard B. male
Nichols, Charles D. male
Sanders-Bush, Elaine female
Schmid, Cullen L. male
Raehal, Kirsten M. female
Bohn, Laura M. female
Nichols, David E. male
Nichols, Charles D. male
Nutt, David J. male
King, Leslie A. unisex
Nichols, David E. male
Jagsi, Reshma female
Guancial, Elizabeth A. female
Worobey, Cynthia Cooper female
Henault, Lori E. female
Chang, Yuchiao None
Starr, Rebecca female
Tarbell, Nancy J. female
Hylek, Elaine M. female
Sidhu, Reena female
Rajashekhar, Praveen male
Lavin, Victoria L female
Parry, Joanne female
Attwood, James male
Holdcroft, Anita female
Sanders, David S. male
Standards, Task Group on Data Citation None
Practices, CODATA-ICSTI None
Bogenschutz, Michael P. male
Pommy, Jessica M. female
Brandt, Simon D. male
Passie, Torsten male
Gaujac, Alain male
Navickiene, Sandro male
Collins, Mark I. male
Brandt, Simon D. male
Andrade, Jailson Bittencourt male
Barbosa, Paulo Cesar Ribeiro male
Mizumoto, Suely female
Bogenschutz, Michael P. male
Strassman, Rick J. male
Armbruster, Blaine N. male
Roth, Bryan L. male
Masson, Justine female
Emerit, Michel Boris male
Hamon, Michel male
Darmon, Michèle female
Wagner, Caroline S. female
Wong, Shing Kit male
Liggett, Stephen B. male
Canal, Clint E. male
Morgan, Drake male
Millan, Mark J. male
Marin, Philippe male
Bockaert, Joël male
Mannoury la Cour, Clotilde female
Garcia, Efrain E. male
Smith, Randy L. male
Sanders-Bush, Elaine female
Sessa, Ben male
Doyle, Richard male
Moroz, Leonid L. male
Kohn, Andrea B. female
Zhang, L None
Ma, W None
Barker, J. L None
Rubinow, D. R None
Liechti, Matthias E. male
Gamma, Alex male
Vollenweider, Franz X. male
Carlsson, Maria female
Carlsson, Arvid male
Brummett, Beverly H. female
Boyle, Stephen H. male
Siegler, Ilene C. female
Kuhn, Cynthia M. female
Ashley-Koch, Allison female
Jonassaint, Charles R. male
Züchner, Stephan male
Collins, Ann female
Williams, Redford B. male
Li, Qian female
Wichems, Christine female
Heils, Armin male
Lesch, Klaus-Peter male
Murphy, Dennis L. male
Murphy, Eleanor female
McMahon, Francis J. male
Gillies, Glenda E. female
McArthur, Simon male
Atwood, Brady K male
Lopez, Jacqueline female
Wager-Miller, James male
Mackie, Ken male
Straiker, Alex male
Persad, Ishwar male
Tupper, Kenneth W. male
Shiva, Vandana female
Monzo, Hector J. male
Park, Thomas I.H. male
Montgomery, Johanna M. female
Faull, Richard L.M. male
Dragunow, Mike male
Curtis, Maurice A. male
Kameyama, Toshiki male
Matsushita, Fumio male
Kadokawa, Yuzo male
Marunouchi, Tohru male
Torper, Olef None
Pfisterer, Ulrich male
Wolf, Daniel A. male
Pereira, Maria female
Lau, Shong None
Jakobsson, Johan male
Bjorklund, Anders male
Grealish, Shane male
Parmar, Malin male
Itoh, Fumiaki male
Nakane, Tokio male
Chiba, Shigetoshi None
Carbone, Bea female
Jessberger, Sebastian male
Toni, Nicolas male
Clemenson Jr, Gregory D. male
Ray, Jasodhara female
Gage, Fred H. male
Massirer, Katlin B. female
Carromeu, Cassiano male
Griesi-Oliveira, Karina female
Muotri, Alysson R. female
Khor, Hwei Ling None
Nichols, David E male
Schmid, Cullen L. male
Ebersole, Barbara J. female
Visiers, Irache None
Weinstein, Harel male
Sealfon, Stuart C. male
Bhattacharyya, Samarjit male
Puri, Sapna female
Miledi, Ricardo male
Panicker, Mitradas M. None
Chambers, James J. male
Kurrasch-Orbaugh, Deborah M. female
Parker, Matthew A. male
Nichols, David E. male
Highpine, Gayle female
Bonhaus, Douglas W. male
Bach, Chinh unisex
DeSouza, Andrea female
Salazar, F.H. Rick None
Matsuoka, Barbara D. female
Zuppan, Patricia female
Chan, Hardy W. male
Eglen, Richard M. male
Ozaki, Norio male
Manji, Husseini None
Lubierman, Victoria female
Lu, Sha Jia female
Lappalainen, Jaakko male
Rosenthal, Norman E. male
Goldman, David male
Celada, Pau male
Puig, M. Victoria None
Amargós-Bosch, Mercè female
Adell, Albert male
Artigas, Francesc male
Karaki, Samah female
Becamel, Carine female
Murat, Samy male
la Cour, Clotilde Mannoury female
Millan, Mark J. male
Prézeau, Laurent male
Bockaert, Joël male
Marin, Philippe male
Vandermoere, Franck male
Nichols, David E. male
Halberstadt, Adam L. male
Kurrasch-Orbaugh, Deborah M. female
Watts, Val J. female
Barker, Eric L. male
Nichols, David E. male
Andrade, Rodrigo male
Weber, Elaine T. female
Lee, Hyeong-Min None
Roth, Bryan L. male
González-Maeso, Javier male
Weisstaub, Noelia V. female
Zhou, Mingming male
Chan, Pokman None
Ivic, Lidija female
Ang, Rosalind female
Lira, Alena female
Bradley-Moore, Maria female
Ge, Yongchao None
Zhou, Qiang male
Sealfon, Stuart C. male
Gingrich, Jay A. male
Carhart-Harris, Robin L. male
Erritzoe, David male
Williams, Tim male
Stone, James M. male
Reed, Laurence J. male
Colasanti, Alessandro male
Tyacke, Robin J. male
Leech, Robert male
Malizia, Andrea L. female
Murphy, Kevin male
Hobden, Peter male
Evans, John male
Feilding, Amanda female
Wise, Richard G. male
Nutt, David J. male
Aghajanian, George Kevork male
Marek, Gerard male
Glennon, Richard A. male
Titeler, Milt male
McKenney, J. D. None
Béïque, Jean-Claude male
Imad, Mays female
Mladenovic, Ljiljana female
Gingrich, Jay A. male
Andrade, Rodrigo male
Fantegrossi, William E. male
Murnane, Kevin S. male
Reissig, Chad J. male
Halberstadt, Adam L. male
Geyer, Mark A. male
Abbas, Atheir I. None
Yadav, P. N. None
Yao, Wei-Dong unisex
Arbuckle, M. I. None
Grant, Seth G. N. male
Caron, M. G. None
Roth, Bryan L. male
Perez-Aguilar, Jose Manuel male
Shan, Jufang female
LeVine, Michael V. male
Khelashvili, George male
Weinstein, Harel male
Nichols, David E. male
Canal, Clinton E. male
Olaghere da Silva, Uade B. None
Gresch, Paul J. male
Watt, Erin E. female
Sanders-Bush, Elaine female
Airey, David C. male
Halberstadt, Adam L. male
Powell, Susan B. female
Geyer, Mark A. male
Schindler, Emmanuelle A. D. female
Harvey, John A. male
Aloyo, Vincent J. male
Buchborn, Tobias male
Schröder, Helmut male
Dieterich, Daniela C. female
Grecksch, Gisela female
Höllt, Volker male
Tirapegui, Cristian male
Toro-Sazo, Miguel A. male
Cassels, Bruce K. male
Wettschureck, Nina female
Offermanns, Stefan male
Cabrera-Vera, Theresa M. female
Vanhauwe, Jurgen male
Thomas, Tarita O. None
Medkova, Martina female
Preininger, Anita female
Mazzoni, Maria R. female
Hamm, Heidi E. female
Shukla, Arun K. male
Singh, Garima female
Ghosh, Eshan male
Rosenbaum, Daniel M. male
Rasmussen, Søren G. F. male
Kobilka, Brian K. male
Jones, Kelly A. female
Srivastava, Deepak P. male
Allen, John A. male
Strachan, Ryan T. male
Roth, Bryan L. male
Penzes, Peter male
Gray, John A. male
Roth, Bryan L. male
Piwowar, Heather A. female
Day, Roger S. male
Fridsma, Douglas B. male
Khan, Shahriar M. male
Sleno, Rory male
Gora, Sarah female
Zylbergold, Peter male
Laverdure, Jean-Philippe male
Labbé, Jean-Claude male
Miller, Gregory J. male
Hébert, Terence E. male
Lin, Yuan unisex
Smrcka, Alan V. male
Violin, Jonathan D. male
Crombie, Aimee L. female
Soergel, David G. male
Lark, Michael W. male
Hewavitharana, Thamara female
Wedegaertner, Philip B. male
Kang, Dong Soo male
Tian, Xufan None
Benovic, Jeffrey L male
Córdova-Sintjago, Tania female
Villa, Nancy female
Fang, Lijuan female
Booth, Raymond G. male
Bockaert, Joël male
Claeysen, Sylvie female
Bécamel, Carine female
Dumuis, Aline female
Marin, Philippe male
Braden, Michael R. male
Nichols, David E. male
Wang, Chong unisex
Jiang, Yi female
Ma, Jinming None
Wu, Huixian female
Wacker, Daniel male
Katritch, Vsevolod male
Han, Gye Won unisex
Liu, Wei female
Huang, Xi-Ping unisex
Vardy, Eyal male
McCorvy, John D. male
Gao, Xiang male
Zhou, X. Edward None
Melcher, Karsten male
Zhang, Chenghai None
Bai, Fang female
Yang, Huaiyu None
Yang, Linlin female
Jiang, Hualiang None
Roth, Bryan L. male
Cherezov, Vadim male
Stevens, Raymond C. male
Xu, H. Eric None
Urban, Jonathan D. male
Clarke, William P. male
Zastrow, Mark von male
Nichols, David E. male
Kobilka, Brian male
Weinstein, Harel male
Javitch, Jonathan A. male
Roth, Bryan L. male
Christopoulos, Arthur male
Sexton, Patrick M. male
Miller, Keith J. male
Spedding, Michael male
Mailman, Richard B. male
Shi, Ju female
Damjanoska, Katerina J. female
Singh, Rakesh K. unisex
Carrasco, Gonzalo A. male
Garcia, Francisca female
Grippo, Angela J. female
Landry, Michelle female
Sullivan, Nicole R. female
Battaglia, George male
Muma, Nancy A. female
Gelber, Edward I. male
Kroeze, Wesley K. male
Roth, Bryan L. male
Gray, John A. male
Sinar, Christine A. female
Hyde, Edward G. male
Gurevich, Vsevolod male
Benovic, Jeffrey male
Roth, Bryan L. male
Roth, Bryan L. male
Allen, John A. male
Yadav, Prem N. male
Katritch, Vsevolod male
Cherezov, Vadim male
Stevens, Raymond C. male
Smrcka, Alan V. male
Kanagarajadurai, Karuppiah None
Malini, Manoharan male
Bhattacharya, Aditi unisex
Panicker, Mitradas M. None
Sowdhamini, Ramanathan male
Nichols, Charles D. male
Sanders-Bush, Elaine female
Vazquez-Borsetti, Pablo male
Cortes, Roser female
Artigas, Francesc male
Simmons, Mark A. male
Kroll, Tina female
Elmenhorst, David male
Matusch, Andreas male
Wedekind, Franziska female
Weisshaupt, Angela female
Beer, Simone female
Bauer, Andreas male
De Almeida, J. None
Mengod, G. None
Schmid, Cullen L. male
Bohn, Laura M. female
Abbas, Atheir Ibrahim None
Scott, Jamie K. male
Huang, Shan-Fu None
Gangadhar, Beechanahalli P. None
Samoriski, Gary M. male
Clapp, Peter male
Gross, Robert A. male
Taussig, Ronald male
Smrcka, Alan V. male
Clapham, David E. male
Neer, Eva J. female
Dupré, Denis J. male
Robitaille, Mélanie female
Rebois, R. Victor None
Hébert, Terence E. male
Robishaw, Janet D female
Berlot, Catherine H female
Pollan, Michael male
Griffiths, Roland R. male
Johnson, Matthew W. male
Richards, William A. male
Richards, Brian D. male
McCann, Una female
Jesse, Robert male
Quesseveur, Gaël male
Nguyen, Hai T male
Gardier, Alain M male
Guiard, Bruno P male
Krebs, Teri S. female
Johansen, Pål-Ørjan None
Krebs, Teri S. female
Johansen, Pål-Ørjan None
Krebs, Teri S. female
Johansen, Pål-Ørjan None
Szalavitz, Maia female
Wednesday, Keegan Hamilton male
2010, Nov 17 None
Shroder, Tom male
Shroder, Tom male
Whalen, Erin J. female
Rajagopal, Sudarshan male
Lefkowitz, Robert J. male
Buchen, Lizzie female
L. Osório, Flávia de female
Sanches, Rafael F. male
Macedo, Ligia R. female
Santos, Dos male
G, Rafael male
Maia-de-Oliveira, João P. male
Wichert-Ana, Lauro male
Araujo, De male
B, Draulio None
Riba, Jordi male
Crippa, José A. male
Hallak, Jaime E. male
L. Osório, Flávia de female
Sanches, Rafael F. male
Macedo, Ligia R. female
Santos, Dos male
G, Rafael male
Maia-de-Oliveira, João P. male
Wichert-Ana, Lauro male
Araujo, De male
B, Draulio None
Riba, Jordi male
Crippa, José A. male
Hallak, Jaime E. male
Sobiecki, Jean-Francois male
Carlini, Elisaldo A. None
Rodrigues, Eliana female
Mendes, Fúlvio R. male
Tabach, Ricardo male
Gianfratti, Bruno male
Alper, K. R. None
Lotsof, H. S. None
Frenken, G. M. None
Luciano, D. J. None
Bastiaans, J. None
Thomas, Gerald male
Lucas, Philippe male
Capler, N. Rielle None
Tupper, Kenneth W. male
Martin, Gina female
others,  None
Moreno, Francisco A. male
Wiegand, Christopher B. male
Taitano, E. Keolani None
Delgado, Pedro L. male
Sewell, R. Andrew None
Halpern, John H. male
Pope, Harrison G. male
Karst, Matthias male
Halpern, John H. male
Bernateck, Michael male
Passie, Torsten male
Gasser, Peter male
Holstein, Dominique unisex
Michel, Yvonne female
Doblin, Rick male
Yazar-Klosinski, Berra female
Passie, Torsten male
Brenneisen, Rudolf male
Grob, Charles S. male
Danforth, Alicia L. female
Chopra, Gurpreet S. unisex
Hagerty, Marycie None
McKay, Charles R. male
Halberstadt, Adam L. male
Greer, George R. male
Bogenschutz, Michael P. male
Johnson, Matthew W. male
Akers, Brian P. male
Ruiz, Juan Francisco male
Piper, Alan male
Ruck, Carl A. P. male
Akers, Brian P. male
Ruiz, Juan Francisco male
Piper, Alan male
Ruck, Carl A. P. male
El-Seedi, Hesham R. male
Smet, Peter A.G.M. De male
Beck, Olof male
Possnert, Göran male
Bruhn, Jan G. female
Bruhn, Jan G female
De Smet, Peter AGM male
El-Seedi, Hesham R male
Beck, Olof male
Halberstein, Robert A. male
History.com,  None
Nutt, David male
Schultes, Richard Evans male
Schultes, Richard Evans male
Sanford, James H. male
Turner, Stansfield None
Laubinger, Frank male
Brody, Al male
Mayerfield, Ernest male
Goldman, Philip male
Gittinger, John male
Leonti, Marco male
Casu, Laura female
Fotiou, Evgenia male
MacLean, K. A. None
Johnson, M. W. None
Griffiths, R. R. None
Duch, Jordi male
Zeng, Xiao Han T. female
Sales-Pardo, Marta female
Radicchi, Filippo male
Otis, Shayna female
Woodruff, Teresa K. female
Nunes Amaral, Luís A. male
Johansen, Pål-Ørjan None
Krebs, Teri Suzanne female
Aznar, Susana female
Klein, Anders B. male
Liu, Yutao male
Garrett, Melanie E. female
Dennis, Michelle F. female
Green, Kimberly T. female
Ashley-Koch, Allison E. female
Hauser, Michael A. male
Beckham, Jean C. female
Kimbrel, Nathan A. male
Workgroup, VA Mid-Atlantic MIRECC Registry None
Fink, Latham HL None
Anastasio, Noelle C female
Fox, Robert G male
Rice, Kenner C None
Moeller, F Gerard None
Cunningham, Kathryn A female
Krebs, Teri S female
Johansen, Pål-Ørjan None
Maudsley, S. None
A. Patel, S. None
Park, S.-S. None
M. Luttrell, L. None
Martin, B. None
Burns, Colleen M. female
Chu, Hsin unisex
Rueter, Susan M. female
Hutchinson, Linda K female
Canton, Hervé male
Sanders-Bush, Elaine female
Emeson, Ronald B male
Kurrasch-Orbaugh, Deborah M. female
Parrish, Jason C. male
Watts, Val J. female
Nichols, David E. male
González-Maeso, Javier male
Yuen, Tony male
Ebersole, Barbara J. female
Wurmbach, Elisa female
Lira, Alena female
Zhou, Mingming male
Weisstaub, Noelia female
Hen, Rene male
Gingrich, Jay A. male
Sealfon, Stuart C. male
Martin, David A. male
Marona-Lewicka, Danuta female
Nichols, David E. male
Nichols, Charles D. male
Gresch, Paul J. male
Strickland, Seligman, L. None
Sanders-Bush, Elaine female
Gainetdinov, Raul R. male
Premont, Richard T. male
Bohn, Laura M. female
Lefkowitz, Robert J. male
Caron, Marc G. male
Zhou, Lei male
Bohn, Laura M female
Vandermoere, Franck male
Marin, Philippe male
Moya, Pablo R. male
Berg, Kelly A. female
Gutiérrez-Hernandez, Manuel A. male
Sáez-Briones, Patricio male
Reyes-Parada, Miguel male
Cassels, Bruce K. male
Clarke, William P. male
van Koppen, Chris J. male
Jakobs, Karl H. male
Gray, John A. male
Bhatnagar, Anushree female
Gurevich, Vsevolod V. male
Roth, Bryan L. male
Kenakin, Terry male
Wisler, James W. male
Xiao, Kunhong None
Thomsen, Alex R.B. male
Lefkowitz, Robert J. male
Rajagopal, Sudarshan male
Rajagopal, Keshava None
Lefkowitz, Robert J. male
Ritter, Stefanie L. female
Hall, Randy A. male
Kelly, E None
Bailey, C P None
Henderson, G None
Reiter, Eric male
Ahn, Seungkirl None
Shukla, Arun K. male
Lefkowitz, Robert J. male
Aloyo, V. J. None
Berg, K. A. None
Spampinato, U. None
Clarke, W. P. None
Harvey, J. A. None
Andresen, Bradley T male
Raote, Ishier None
Bhattacharya, Aditi unisex
Panicker, Mitradas M. None
Shan, Jufang female
Khelashvili, George male
Mondal, Sayan male
Mehler, Ernest L. male
Weinstein, Harel male
Costanzi, Stefano male
Luttrell, Louis M. male
Bohn, Laura M. female
Schmid, Cullen L. male
Baumeister, David male
Barnes, Georgina female
Giaroli, Giovanni male
Tracy, Derek male
Blough, Bruce E. male
Landavazo, Antonio male
Decker, Ann M. female
Partilla, John S. male
Baumann, Michael H. male
Rothman, Richard B. male
Bhatnagar, Anushree female
Willins, David L. male
Gray, John A. male
Woods, Jason male
Benovic, Jeffrey L. male
Roth, Bryan L. male
Kenakin, T. None
Stout, Brian D. male
Clarke, William P. male
Berg, Kelly A. female
Passie, Torsten male
Halpern, John H. male
Stichtenoth, Dirk O. male
Emrich, Hinderk M. male
Hintzen, Annelie female
Nichols, Charles D. male
Garcia, Efrain E. male
Sanders-Bush, Elaine female
McLean, Thomas H. male
Parrish, Jason C. male
Braden, Michael R. male
Marona-Lewicka, Danuta female
Gallardo-Godoy, Alejandra female
Nichols, David E. male
Araújo, Ana Margarida female
Carvalho, Félix male
Lourdes Bastos, Maria de female
Guedes de Pinho, Paula female
Carvalho, Márcia female
Nichols, Charles D. male
Sanders-Bush, Elaine female
Kenakin, Terry male
Holbrook, J. Britt None
Yarkoni, Tal male
Teeters, Jeffrey L. male
Harris, Kenneth D. male
Millman, K. Jarrod None
Olshausen, Bruno A. male
Sommer, Friedrich T. male
Vul, Edward male
Harris, Christine female
Winkielman, Piotr male
Pashler, Harold male
Yarkoni, Tal male
Stirling, Julian male
Lekkas, Ioannis male
Sweetman, Adam male
Djuranovic, Predrag male
Guo, Quanmin None
Pauw, Brian male
Granwehr, Josef male
Lévy, Raphaël male
Moriarty, Philip male
Wicherts, Jelte M. male
Bakker, Marjan female
Molenaar, Dylan male
Martone, Maryann E. female
Gupta, Amarnath male
Ellisman, Mark H. male
Savage, Caroline J. female
Vickers, Andrew J. male
Molloy, Jennifer C. female
Chan, Leslie unisex
Kirsop, Barbara female
Arunachalam, Subbiah None
Chan, Leslie unisex
Kirsop, Barbara female
Christian, Gideon Emcee male
Whyte, Angus male
Pryor, Graham male
Zancanaro, Airton1 male
Todesco, José Leomar1 male
Ramos, Fernando2 male
Malhotra, Vivek male
Marder, Eve female
Delfanti, Alessandro male
Eisen, Michael male
Hardin, Garrett male
David, Paul A. male
Schaeffer, Peggy female
Vines, Tim male
Suber, Peter male
Hardwicke, Tom E. male
Jameel, Leila female
Jones, Matthew male
Walczak, Eryk J. male
Magis-Weinberg, Lucía female
Jesiek, Brent male
Ibanez, L. None
Avila, R. None
Aylward, S. None
Hooker, Bill male
David, Paul male
Shelton, Victoria female
Strasser, Carly female
Ram, Karthik male
Bradley, Jean-Claude male
Mascarelli, Amanda female
Gewin, Virginia female
Pearce, Joshua M. male
Gezelter, Dan male
Nabout, João Carlos male
Parreira, Micael Rosa male
Teresa, Fabrício Barreto male
Carneiro, Fernanda Melo female
da Cunha, Hélida Ferreira female
de Souza Ondei, Luciana female
Caramori, Samantha Salomão female
Soares, Thannya Nascimento None
Callaham, Michael L. male
Wears, Robert L. male
Weber, Ellen J. female
Barton, Christopher male
Young, Gary male
Kent, Jim male
Pettifer, Steve male
McDermott, Philip male
Marsh, James male
Thorne, David male
Villeger, Alice female
Attwood, Teresa K. female
Reichman, O. J. None
Jones, Matthew. B. male
Schildhauer, Mark. P. male
Salinas, Santiago male
Munch, Stephan B. male
Amsen, Eva female
Research, F100 None
Charney, Noah D. male
Castorino, John J. male
Dobro, Megan J. female
Steely, Sarah L. female
Jinha, Arif E. male
McClellan, James E. male
Bradley, Jean-Claude male
Lang, Andrew S.I.D. male
Koch, Steve male
Neylon, Cameron male
Chalmers, Iain male
Glasziou, Paul male
Woelfle, Michael male
Olliaro, Piero male
Todd, Matthew H. male
Editorial, Nature None
Kattge, Jens male
Díaz, Sandra female
Wirth, Christian male
Anderson, Kent male
Anderson, Kent male
Neuroskeptic,  None
Fecher, Benedikt male
Friesike, Sascha unisex
Johnson, Bobbie male
Snow, Charles Percy male
Mussah, Bernice Dahn, Vera female
Nutt, Cameron male
Wolkovich, Elizabeth M. female
Regetz, James male
O'Connor, Mary I. female
Macleod, Malcolm R. male
Michie, Susan female
Roberts, Ian male
Dirnagl, Ulrich male
Chalmers, Iain male
Ioannidis, John P. A. male
Salman, Rustam Al-Shahi male
Chan, An-Wen None
Glasziou, Paul male
Korten, Tristram male
Group, Nature Publishing None
Editorial, Nature None
Guédon, Jean-Claude male
Lisberger, Stephen G. male
Abbott, Alison female
Schwarz, Johanna female
Ioannidis, John P. A. male
Fanelli, Daniele female
Steen, R. Grant None
Holcombe, Alex male
Giles, Jim male
Osherovich, Lev male
Hines, William C. male
Su, Ying female
Kuhn, Irene female
Polyak, Kornelia female
Bissell, Mina J. female
Ioannidis, John P. A. male
Schooler, Jonathan male
Lehrer, Jonah male
Moonesinghe, Ramal None
Khoury, Muin J male
Janssens, A. Cecile J. W None
Fang, Ferric C. None
Casadevall, Arturo male
Salter, Susannah J. female
Cox, Michael J. male
Turek, Elena M. female
Calus, Szymon T. male
Cookson, William O. male
Moffatt, Miriam F. female
Turner, Paul male
Parkhill, Julian male
Loman, Nicholas J. male
Walker, Alan W. male
Marcus, Adam male
Oransky, Ivan male
Francis, Gregory male
Baker, Monya female
Begley, C. Glenn None
Ellis, Lee M. male
Nuzzo, Regina female
Simonsohn, Uri male
Nelson, Leif D. male
Simmons, Joseph P. male
Prinz, Florian male
Schlange, Thomas male
Asadullah, Khusru None
Arrowsmith, John male
Cokol, Murat male
Ozbay, Fatih male
Rodriguez-Esteban, Raul male
Liu, Shi V. female
Grieneisen, Michael L. male
Zhang, Minghua None
Fanelli, Daniele female
Fanelli, Daniele female
Oransky, Ivan male
Davis, Philip M. male
de Winter, Joost CF male
Dodou, Dimitra female
Barrows, Nicholas J. male
Sommer, Caroline Le female
Garcia-Blanco, Mariano A. male
Pearson, James L. male
Errington, Timothy M. male
Iorns, Elizabeth female
Gunn, William male
Tan, Fraser Elisabeth male
Lomax, Joelle female
Nosek, Brian A. male
Crotty, David male
Crotty, David male
Song, Xiaomu None
Panych, Lawrence P. male
Chou, Ying-Hui unisex
Chen, Nan-Kuei None
Achenbach, Joel male
Crotty, David male
Mobley, Aaron male
Linder, Suzanne K. female
Braeuer, Russell male
Ellis, Lee M. male
Zwelling, Leonard male
Plant, Anne L. female
Locascio, Laurie E. female
May, Willie E. male
Gallagher, Patrick D. male
Lu, Susan Feng female
Jin, Ginger Zhe female
Uzzi, Brian male
Jones, Benjamin male
Tsilidis, Konstantinos K. male
Panagiotou, Orestis A. male
Sena, Emily S. female
Aretouli, Eleni female
Evangelou, Evangelos male
Howells, David W. male
Salman, Rustam Al-Shahi male
Macleod, Malcolm R. male
Ioannidis, John P. A. male
Peng, Roger D. male
Williams, Peter male
Wager, Elizabeth female
Belizán, José M male
Rubinstein, Adolfo male
Rubinstein, Fernando male
Althabe, Fernando male
Dias, Brian G. male
Ressler, Kerry J. unisex
Vaux, David L. male
Churchill, G. A. None
Goodman, Steven male
Greenland, Sander male
Jager, Leah R. female
Leek, Jeffrey T. male
Ioannidis, John P. A. male
Bastian, Hilda female
Perrin, Steve male
Cox, D. R. None
Song, Fujian None
Parekh-Bhurke, Sheetal unisex
Hooper, Lee male
Loke, Yoon K unisex
Ryder, Jon J male
Sutton, Alex J male
Hing, Caroline B female
Harvey, Ian male
Kicinski, Michal unisex
Scargle, Jeffrey D. male
Wardle, David male
Jain, Ajay N. male
Cleves, Ann E. female
Fanelli, Daniele female
Fanelli, Daniele female
Jennions, Michael D male
Møller, Anders P male
Easterbrook, Phillipa J. female
Gopalan, R None
Berlin, Jesse A. male
Matthews, David R. male
Dwan, Kerry unisex
Altman, Douglas G. male
Arnaiz, Juan A. male
Bloom, Jill female
Chan, An-Wen None
Cronin, Eugenia female
Decullier, Evelyne female
Easterbrook, Philippa J. female
Von Elm, Erik male
Gamble, Carrol unisex
Ghersi, Davina female
Ioannidis, John P. A. male
Simes, John male
Williamson, Paula R. female
Olson, Carin M. female
Rennie, Drummond male
Cook, Deborah female
Dickersin, Kay female
Flanagin, Annette female
Hogan, Joseph W. male
Zhu, Qi unisex
Reiling, Jennifer female
Pace, Brian male
Jennions, Michael D. male
MOeller, Anders P. male
Miller, Kimberly A. female
Bell, Trent P. male
Germano, Jennifer M. female
Jones, Nicola female
Dirnagl, Ulrich male
Lauritzen, Martin male
Sena, Emily S. female
van der Worp, H. Bart None
Bath, Philip M. W. male
Howells, David W. male
Macleod, Malcolm R. male
Rockwell, Sara female
Kimler, Bruce F. male
Moulder, John E. male
Emerson, Gwendolyn B. female
Warme, Winston J. male
Wolf, Fredric M. male
Heckman, James D. male
Brand, Richard A. male
Leopold, Seth S. male
Song, Fujian None
Hooper, Lee male
Loke, Yoon unisex
Perel, Pablo male
Roberts, Ian male
Sena, Emily female
Wheble, Philipa female
Briscoe, Catherine female
Sandercock, Peter male
Macleod, Malcolm male
Mignini, Luciano E male
Jayaram, Pradeep male
Khan, Khalid S male
Ioannidis, John P. A. male
Trikalinos, Thomas A. male
Fanelli, Daniele female
Ioannidis, John P. A. male
Egger, Matthias male
Smith, George Davey male
Schneider, Martin male
Minder, Christoph male
Vale, Claire L. female
Rydzewska, Larysa H. M. female
Rovers, Maroeska M. female
Emberson, Jonathan R. male
Gueyffier, François male
Stewart, Lesley A. female
Senn, Stephen male
van Lent, Marlies female
Overbeke, John male
Out, Henk Jan male
Jannot, Anne-Sophie female
Agoritsas, Thomas male
Gayet-Ageron, Angèle female
Perneger, Thomas V. male
Turner, Christina female
Spilich, George J. male
Levine, Timothy R. male
Asada, Kelli J. female
Carpenter, Chris male
Jennings, Robin G. male
Van Horn, John D. male
Calnan, Michael male
Smith, George Davey male
Sterne, Jonathan A. C. male
Lynch, Joseph R. male
Cunningham, Mary R. A. female
Warme, Winston J. male
Schaad, Douglas C. male
Wolf, Fredric M. male
Leopold, Seth S. male
Lee, Kirby P. male
Boyd, Elizabeth A. female
Holroyd-Leduc, Jayna M. female
Bacchetti, Peter male
Bero, Lisa A. female
Jefferson, Tom male
Rudin, Melanie female
Brodney Folse, Suzanne female
Davidoff, Frank male
Smith, Richard male
Schroter, Sara female
Black, Nick male
Evans, Stephen male
Godlee, Fiona female
Osorio, Lyda female
Smith, Richard male
Rothwell, Peter M. male
Martyn, Christopher N. male
Smith, Richard male
Mertens, Stephan male
Baethge, Christopher male
Nielsen, Michael male
DA, Kronick None
JC, Burnham None
Nielsen, Michael male
Forte, Maximilian male
Gray, Eve female
Alperin, Juan Pablo male
Comments, 2014|Academic communication|5 None
Teytelman, Lenny male
Van Noorden, Richard male
Salager-Meyer, Françoise female
Snijder, Ronald male
Rottenburg, Richard male
Khan, Razib None
Goodman, Laurie female
Mittelman, David male
Nsamenang, A. Bame None
Overbye, Dennis male
Eveleth, Rose female
Björk, Bo-Christer None
Solomon, David male
Eyers, John E. male
Davis, Philip M male
Walters, William H male
Davis, Philip M male
Walters, William H male
Crotty, David male
Lyman, Stewart male
Mutz, Rüdiger male
Bornmann, Lutz male
Daniel, Hans-Dieter male
Kim, Heekyung Hellen None
Castillo, Mauricio male
Frank, Martin male
Cloete, Nico male
Bailey, Tracy female
Pillay, Pundy None
Bunting, Ian male
Maassen, Peter male
Cloete, Nico male
Bailey, Tracy female
Pillay, Pundy None
Bunting, Ian male
Maassen, Peter male
19th, December female
Comments, 2012|Uncategorized|5 None
Taylor,  None
Anderson, Kent male
White, Bruce male
Rimer, Sara female
Doyal, Lesley female
Darley, Rebecca female
Reynolds, Daniel male
Wickham, Chris male
Slauter, Eric male
Wulf, Karin female
Ydenberg, Casey A. unisex
Herb, Ulrich male
Graham, Mark male
Hale, Scott A. male
Stephens, Monica female
Engelward, Bevin P male
Roberts, Richard J male
Bohannon, John male
Björk, Bo-Christer None
Welling, Patrik male
Laakso, Mikael male
Majlender, Peter male
Hedlund, Turid female
Gu\dhnason, Gu\dhni None
McCabe, Mark J. male
Snyder, Christopher M. male
Biswal, Bharat B. male
Mennes, Maarten male
Zuo, Xi-Nian None
Gohel, Suril None
Kelly, Clare female
Smith, Steve M. male
Beckmann, Christian F. male
Adelstein, Jonathan S. male
Buckner, Randy L. male
Colcombe, Stan male
Dogonowski, Anne-Marie female
Ernst, Monique female
Fair, Damien male
Hampson, Michelle female
Hoptman, Matthew J. male
Hyde, James S. male
Kiviniemi, Vesa J. female
Kötter, Rolf male
Li, Shi-Jiang None
Lin, Ching-Po None
Lowe, Mark J. male
Mackay, Clare female
Madden, David J. male
Madsen, Kristoffer H. male
Margulies, Daniel S. male
Mayberg, Helen S. female
McMahon, Katie female
Monk, Christopher S. male
Mostofsky, Stewart H. male
Nagel, Bonnie J. female
Pekar, James J. male
Peltier, Scott J. male
Petersen, Steven E. male
Riedl, Valentin male
Rombouts, Serge A. R. B. male
Rypma, Bart male
Schlaggar, Bradley L. male
Schmidt, Sein None
Seidler, Rachael D. female
Siegle, Greg J. male
Sorg, Christian male
Teng, Gao-Jun None
Veijola, Juha male
Villringer, Arno male
Walter, Martin male
Wang, Lihong female
Weng, Xu-Chu unisex
Whitfield-Gabrieli, Susan female
Williamson, Peter male
Windischberger, Christian male
Zang, Yu-Feng unisex
Zhang, Hong-Ying unisex
Castellanos, F. Xavier None
Milham, Michael P. male
17th, May female
communication, 2012|Academic None
Publishing, Academic None
Impact,  None
Comments, Open Access|5 None
Davis, Philip M. male
Contreras, Jorge L. male
Wang, Xianwen None
Mao, Wenli female
Xu, Shenmeng None
Zhang, Chunbo None
Aman, Valeria female
Gargouri, Yassine male
Larivière, Vincent male
Gingras, Yves male
Carr, Les male
Harnad, Stevan male
Gentil-Beccot, Anne female
Mele, Salvatore male
Brooks, Travis male
O'Keeffe, Jamie male
Willinsky, John male
Maggio, Lauren female
Miguel, Sandra female
Chinchilla-Rodriguez, Zaida female
de Moya-Anegón, Félix male
Harron, Katie female
Gilbert, Ruth female
Laakso, Mikael male
Björk, Bo-Christer None
Czerniewicz, Laura female
Goodier, Sarah female
Chan, Leslie unisex
Kirsop, Barbara female
Arunachalam, Subbiah None
Salamanca-Buentello, Fabio male
Persad, Deepa L female
Court, Erin B female
Martin, Douglas K male
Daar, Abdallah S male
Singer, Peter A male
Bayry, Jagadeesh None
Onyancha, Omwoyo Bosire None
Maluleka, Jan Resenga female
DesRoches, Davina female
McCabe, Mark J. male
Snyder, Christopher M. male
Stojanovski, Jadranka female
Alperin, Juan Pablo male
Babini, Dominique G. unisex
Fischman, Gustavo male
Evans, J. A. None
Reimer, J. None
Yamey, Gavin male
Perel, Pablo male
Miranda, J. Jaime None
Ortiz, Zulma female
Casas, Juan Pablo male
Greysen, S Ryan None
Dovlo, Dela female
Olapade-Olaopa, E Oluwabunmi None
Jacobs, Marian female
Sewankambo, Nelson male
Mullan, Fitzhugh None
Henry, Trotter None
Catherine, Kell male
Warschauer, Mark male
Dennis, Alasia Datonye None
Papin-Ramcharan, Jennifer I. female
Dawe, Richard A. male
Horty, J. F. None
Saariluoma, Pertti male
Lawrence, Peter A. male
Bloch, Sidney male
Walter, Garry male
Eugene, Garfield male
Abbott, Alison female
Cyranoski, David male
Jones, Nicola female
Maher, Brendan male
Schiermeier, Quirin male
Van Noorden, Richard male
Young, Neal S male
Ioannidis, John P. A male
Al-Ubaydli, Omar male
Brand, Amy female
Weinberg, David male
Lawrence, Peter A. male
Smith, Richard male
Ha, Tam Cam female
Tan, Say Beng unisex
Soo, Khee Chee None
Rossner, Mike male
Epps, Heather Van female
Hill, Emma female
Ioannidis, John P. A. male
Brembs, Björn male
Button, Katherine female
Munafò, Marcus male
Dong, Peng male
Loh, Marie female
Mondry, Adrian male
Editors, The PLoS Medicine None
Neff, Bryan D. male
Olden, Julian D. male
Casadevall, Arturo male
Fang, Ferric C. None
Tressoldi, Patrizio E. male
Giofré, David male
Sella, Francesco male
Cumming, Geoff male
Kurmis, Andrew P. male
Lawrence, Peter A. male
Lawrence, Peter A. male
Lawrence, Peter A. male
Cameron, Brian D. male
Davis, Phil male
Figà-Talamanca, Alessandro male
Munafò, M. R. None
Stothart, G. None
Flint, J. None
Adam, David male
Zare, Richard N. male
Reich, Eugenie Samuel female
Holbrook, J. Britt None
Barr, Kelli R. female
Brown, Keith Wayne male
Harle, Jonathan male
Cumming, Sioux male
Fecher, Benedikt male
Friesike, Sascha unisex
Hebing, Marcel male
Van Horn, John Darrell male
Toga, Arthur W. male
Poline, Jean-Baptiste male
Breeze, Janis L. female
Ghosh, Satrajit None
Gorgolewski, Krzysztof male
Halchenko, Yaroslav O. male
Hanke, Michael male
Haselgrove, Christian male
Helmer, Karl G. male
Keator, David B. male
Marcus, Daniel S. male
Poldrack, Russell A. male
Schwartz, Yannick male
Ashburner, John male
Kennedy, David N. male
Yarkoni, Tal male
Poldrack, Russell A male
Nichols, Thomas E male
Van Essen, David C male
Wager, Tor D male
Rolland, Betsy female
Lee, Charlotte P. female
deevybee,  None
Samwald, Matthias male
Jentzsch, Anja female
Bouton, Christopher male
Kallesøe, Claus S. male
Willighagen, Egon male
Hajagos, Janos male
Marshall, M. S. None
Prud'hommeaux, Eric male
Hassanzadeh, Oktie None
Pichler, Elgar male
Stephens, Susie female
Butlin, R. None
Peer, Limor female
Tenopir, Carol female
Allard, Suzie female
Douglass, Kimberly female
Aydinoglu, Arsev Umur None
Wu, Lei male
Read, Eleanor female
Manoff, Maribeth female
Frame, Mike male
Kowalczuk, Maria female
Easterbrook, Steve M. male
Poole, Alex H. male
Boulton, Geoffrey male
Edwards, Aled M. male
Bountra, Chas male
Kerr, David J. male
Willson, Timothy M. male
Alsheikh-Ali, Alawi A. None
Qureshi, Waqas male
Al-Mallah, Mouaz H. None
Ioannidis, John P. A. male
Carlson, David male
Rung, Johan male
Brazma, Alvis male
Schroeder, Robert male
Lagoze, Carl male
Floca, Ralf male
Pampel, Heinz male
Dallmeier-Tiessen, Suenje None
Piwowar, Heather A. female
Dalton, Craig male
Thatcher, Jim male
Gurstein, Michael B. male
Stalzer, Mark male
Mentzel, Chris male
Smith, Kent male
Sommer, Josh male
Zhang, Jian male
Vogeley, Michael S. male
Chen, Chaomei None
sdssurveys,  None
Gražulis, Saulius male
Daškevič, Adriana female
Merkys, Andrius male
Chateigner, Daniel male
Lutterotti, Luca male
Quirós, Miguel male
Serebryanaya, Nadezhda R. female
Moeck, Peter male
Downs, Robert T. male
Le Bail, Armel male
Mavros, Michael N. male
Alexiou, Vangelis G. male
Vardakas, Konstantinos Z. male
Falagas, Matthew E. male
Devidas, Meenakshi female
London, Wendy B. female
Anderson, James R. male
Edwards, Martin male
Beaugrand, Gregory male
Hays, Graeme C. male
Koslow, J. Anthony None
Richardson, Anthony J. male
Kolata, Gina female
Zimmerman, Ann S. female
Huang, Xiaolei male
Hawkins, Bradford A. male
Lei, Fumin None
Miller, Gary L. male
Favret, Colin male
Zhang, Ruiling None
Qiao, Gexia None
Poisot, Timothee male
Mounce, Ross male
Gravel, Dominique unisex
Piwowar, Heather A. female
Vision, Todd J. male
Wan, Xiang male
Pavlidis, Paul male
Shermer, Michael male
EB, Larson male
Kansa, Eric C. male
Kansa, Sarah Whitcher female
Arbuckle, Benjamin male
Dorch, Bertil male
Estrin, James male
Van Noorden, Richard male
Van Noorden, Richard male
Zinn, Yuri female
King, David A. male
Adams, Vincanne None
Ochola, Lynette Isabella female
Gitau, Evelyn female
Pakenham-Walsh, Neil male
Bukachi, Frederick male
Pakenham-Walsh, Neil male
Bukachi, Frederick male
Alam, Shahidul male
Potter, Amelia Bryne female
Stevens, Philip male
Organization, World Health None
Chan, Leslie unisex
Costa, Sely male
Hudson, Dave male
Gunkel, D. J. None
Gray, Eve female
Swan, Alma female
Hall, Martin male
Arunachalam, S. None
Meneghini, Rogerio male
Packer, Abel L. male
Van Noorden, Richard male
Lorsch, John male
Hand, Eric male
Alberts, Bruce male
Kirschner, Marc W. male
Tilghman, Shirley female
Varmus, Harold male
Twitter, Richard Harris Twitter Robert Benincasa male
Reardon, Sara female
Ginther, Donna K. female
Schaffer, Walter T. male
Schnell, Joshua male
Masimore, Beth female
Liu, Faye female
Haak, Laurel L. female
Kington, Raynard male
Campbell, Sheila Marie female
Larson, Richard C. male
Ghaffarzadegan, Navid male
Diaz, Mauricio Gomez male
Mandel, H. George None
Vesell, Elliot S. male
Summers, Nick male
Stokes, Mark male
Poldrack, Russ male
Manifesto, Science Code None
Igor,  None
Ince, Darrel C. male
Hatton, Leslie unisex
Graham-Cumming, John male
Shamir, Lior male
Wallin, John F. male
Allen, Alice female
Berriman, Bruce male
Teuben, Peter male
Nemiroff, Robert J. male
Mink, Jessica female
Hanisch, Robert J. male
DuPrie, Kimberly female
Barnes, Nick male
Morin, A. None
Urban, J. None
Adams, P. D. None
Foster, I. None
Sali, A. None
Baker, D. None
Sliz, P. None
Joppa, Lucas N. male
McInerny, Greg male
Harper, Richard male
Salido, Lara female
Takeda, Kenji male
O'Hara, Kenton male
Gavaghan, David male
Emmott, Stephen male
Wiltshire, owen male
Writer, Guest None
Hey, Tony male
Trefethen, Anne female
de jesus, nina female
de jesus, nina female
de jesus, nina female
de jesus, nina female
de jesus, nina female
de jesus, nina female
Dryden, Ashe male
Dryden, Ashe male
Kuhn, Bradley M. male
de jesus, nina female
de jesus, nina female
de jesus, nina female
de jesus, nina female
Pollack, Eileen female
Song, Steve male
Song, Steve male
Wickson, Fern female
Delgado, Ana female
Kjølberg, Kamilla Lein female
Manji, Firoze male
Gurstein, Mike male
Haider, Jutta female
Kelly, Ashley Rose female
Autry, Meagan Kittle female
Ludman, Evette J. female
Fullerton, Stephanie M. female
Spangler, Leslie unisex
Trinidad, Susan Brown female
Fujii, Monica M. female
Jarvik, Gail P. female
Larson, Eric B. male
Burke, Wylie male
Guédon, Jean-Claude male
Zucker, Lynne G. female
Darby, Michael R. male
Furner, Jonathan male
Liu, Robert C. male
Ma, Hongyan female
Vergano, Dan male
06, National Geographic PUBLISHED March None
2014,  None
Shampo, Marc A. male
Kyle, Robert A. male
Konkiel, Stacy female
Brenner, Sydney unisex
Vision, Todd J. male
Costas, Rodrigo male
Zahedi, Zohreh female
p.f.wouters@cwts.leidenuniv.nl,  None
Bachelet, Vivienne female
Khabsa, Madian male
Giles, C. Lee None
Carneiro, Marco Antonio A. male
Cangussú, Silvia D. female
Fernandes, G. Wilson None
Lesser, Lenard I male
Ebbeling, Cara B female
Goozner, Merrill male
Wypij, David male
Ludwig, David S male
Seife, Charles male
Cope, William W. male
Kalantzis, Mary female
Fraser, Alan G. male
Dunstan, Frank D. male
Hoffmann, Roald male
O'Donnell, Ryan P. male
Supp, Sarah R. female
Cobbold, Stephanie M. female
Testa, Jim male
Bornmann, Lutz male
Mutz, Ruediger None
Smith, Richard male
Velterop, Jan female
(Organization), Global Forum for Health Research None
Workshop, The London None
ICSU,  None
ICSU,  None
Ware, Mark male
Mabe, Michael male
Ware, Mark male
Mabe, Michael male
Ware, Mark male
Mabe, Michael male
Hurley, Kameron male
West, Jevin D. male
Jacquet, Jennifer female
King, Molly M. female
Correll, Shelley J. female
Bergstrom, Carl T. male
Schiebinger, Londa female
Sumathipala, Athula None
Siribaddana, Sisira female
Patel, Vikram male
Simmons, John Galbraith male
Moss-Racusin, Corinne A. female
Dovidio, John F. male
Brescoll, Victoria L. female
Graham, Mark J. male
Handelsman, Jo female
Weijer, Charles male
Goldsand, Gary male
Emanuel, Ezekiel J. male
Shen, Helen female
Ceci, Stephen J. male
Williams, Wendy M. female
Ceci, Stephen J. male
Ginther, Donna K. female
Kahn, Shulamit female
Williams, Wendy M. female
Rochon, Paula A. female
Mashari, Azad male
Cohen, Ariel unisex
Misra, Anjali female
Laxer, Dara female
Streiner, David L. male
Dergal, Julie M. female
Clark, Jocalyn P. None
Gold, Jennifer female
Binns, Malcolm A. male
Kaatz, Anna female
Vogelman, Paul N. male
Carnes, Molly female
Vetter, Norman male
Horton, Richard male
Godlee, Fiona female
Horton, Richard male
Smith, Richard male
Horton, Richard male
Lown, Bernard male
Banerjee, Amitava male
Obuaya, Chi-Chi None
Stott, Robin male
Ritrovato, Charles A. male
Dinella, Cynthia female
Melloni, Chiara female
Berger, Jeffrey S. male
Wang, Tracy Y. female
Gunes, Funda female
Stebbins, Amanda female
Pieper, Karen S. female
Dolor, Rowena J. female
Douglas, Pamela S. female
Mark, Daniel B. male
Newby, L. Kristin None
Huggett, Sarah female
Davis, Phil male
Clark, Dorie female
Viergever, Roderik F male
Terry, Robert F male
Karam, Ghassan male
Barres, Ben A. male
Morrone, Juan J. male
Guerrero, José C. male
Sugimoto, Cassidy R. female
Ni, Chaoqun female
Larivière, Vincent male
Sugimoto, Cassidy R. female
Ni, Chaoqun female
Larivière, Vincent male
Neugebauer, Karla M female
Ecklund, Elaine Howard female
Lincoln, Anne E. female
Biology, Genome None
Wadman, Meredith female
Gewin, Virginia female
Moskowitz, Clara female
Karlsson, Sylvia female
Byass, Peter male
Noor, Abdisalan M. None
Alegana, Victor A. male
Gething, Peter W. male
Tatem, Andrew J. male
Snow, Robert W. male
Evans, Joan female
Murray, Christopher J.L. male
Lopez, Alan D. male
Kameny, R. R. None
DeRosier, M. E. None
Taylor, L. C. None
McMillen, J. S. None
Knowles, M. M. None
Pifer, K. None
Ruttimann, Jacqueline female
Garrison, Howard male
Corbett, Christianne female
Corbett, Christianne female
Project, Open Worm None
Rossi, Alice S. female
Malhado, Ana C. M. female
de Azevedo, Rafael S. D. male
Todd, Peter A. male
Santos, Ana M. C. female
Fabré, Nídia N. male
Batista, Vandick S. None
Aguiar, Leonardo J. G. male
Ladle, Richard J. male
Ong, Maria female
Wright, Carol female
Espinosa, Lorelle L. female
Orfield, Gary male
Malcom, Lindsey E. female
Malcom, Shirley M. female
Espinosa, Lorelle L. female
Review, Editors of the Harvard Educational None
Phillips, Katherine W. female
Hall, Erika V. female
Williams, Joan C. female
Yusuf, Sadiq male
Baden, Tom male
Prieto-Godino, Lucia L. female
Shonkoff, J. P. None
Tredennick, Andrew male
Moskvitch, Katia female
Bustamante, Carlos D. male
De La Vega, Francisco M. male
Burchard, Esteban G. male
Ellison, George T. H male
Smart, Andrew male
Tutton, Richard male
Outram, Simon M male
Ashcroft, Richard male
Martin, Paul male
Hammarström, Anne female
Annandale, Ellen female
Tucker, William H male
Alleyne, Brian male
Reagle, Joseph male
Penner, Andrew M. male
Choudhury, Suparna female
Nagel, Saskia Kathi female
Slaby, Jan female
Fausto-Sterling, Anne female
Vrecko, Scott male
Haraway, Donna Jeanne female
Leslie, Sarah-Jane female
Cimpian, Andrei male
Meyer, Meredith female
Freeland, Edward male
Fine, Michelle female
Connell, Raewyn None
Patiniotis, Manolis male
Purdy, Laura female
Parens, Erik male
Fainzang, Sylvie female
Harding, Sandra female
Kirmayer, Laurence J. male
Lock, Margaret female
Kaufert, Patricia female
Agrawal, Arun male
Flor, Alexander Gonzalez male
Schiebinger, Londa female
Kowal, Emma female
Hayden, Cori female
Brotherton, P. Sean None
Nguyen, Vinh-Kim None
Battiste, Marie female
Hiwasaki, Lisa female
Luna, Emmanuel male
Syamsidik,  None
Shaw, Rajib male
Durie, Mason male
Towghi, Fouzieyha None
Lock, Margaret female
Lock, Margaret female
Smith, George Davey male
Kretzmann, Steve male
History), Arctic Studies Center (National Museum of Natural None
Chambers, David Wade male
Gillespie, Richard male
Fairhead, James male
Leach, Melissa female
Scoones, Ian male
Emeagwali, Gloria female
Sefa Dei, George J male
Kaniki, Andrew M. male
Mphahlele, ME Kutu None
Rossiter, Margaret W. female
Grant, Valerie J female
Amara, Susan G. female
Grillner, Sten male
Insel, Tom male
Nutt, David male
Tsumoto, Tadaharu male
Scudellari, Megan female
McDermott, Ryan male
McDermott, Ryan male
Rockey, Sally female
Dennis, Matthew male
Sample, Ian male
Neuroscience, Society for None
Moreno, Jonathan D. male
Broad, William J. male
Leshner, Alan I. male
O'Riordan, Kate female
Racine, Eric male
Waldman, Sarah female
Rosenberg, Jarett male
Illes, Judy female
Stepan, Nancy Leys female
Asberg, Cecilia female
Lykke, Nina female
Harding, Sandra female
Chow-White, Peter A. male
Fortun, Michael male
Bernstein, Herbert J. male
Raskin, Marcus G. male
Bernstein, Herbert J. male
Harding, Sandra female
Meloni, Maurizio male
Testa, Giuseppe male
McNeil, Maureen female
Lock, Margaret M. female
Whittaker, Andrea female
Speier, Amy female
Fausto-Sterling, Anne female
Gowaty, Patricia Adair female
Zuk, Marlene female
Wright, Robert male
Small, Meredith female
Lancaster, Jane female
Smuts, Barbara female
Lakatos, Imre male
Canales, Jimena female
Gawrylewski, Andrea female
Fanelli, Daniele female
Glänzel, Wolfgang male
Longino, Helen E. female
Adas, Michael male
Clarke, Adele E. female
Mamo, Laura female
Fishman, Jennifer R. female
Shim, Janet K. female
Fosket, Jennifer Ruth female
Winquist, Raymond J. male
Mullane, Kevin male
Williams, Michael male
Perry, Ruth female
Antler, Joyce female
Fall, Renee female
Frader, Laura Levine female
Green, Carol Hurd female
Haber, Barbara female
Jardine, Alice female
Romero, Christiane Zehl female
Stirling, Andy male
Erlich, Yaniv male
Williams, James B. male
Glazer, David male
Yocum, Kenneth male
Farahany, Nita female
Olson, Maynard male
Narayanan, Arvind male
Stein, Lincoln D. male
Witkowski, Jan A. female
Kain, Robert C. male
Marris, Claire female
Rose, Nikolas male
Parker, Michael male
Mohsen, Banan female
Mohsen, Banan female
Roy, Deboleena None
Slee, Tom male
Roy, Deboleena None
Subramaniam, Banu female
Beckett, Katherine female
Roberts, Dorothy E. female
Martin, Emily female
Fujimura, Joan H. female
Rajagopalan, Ramya female
Pickersgill, Martyn male
Pickersgill, Martyn male
Bleichmar, Daniela female
Strathern, Marilyn female
Gere, Cathy female
Williams, Johnny E. male
Roberts, Dorothy E. female
Raz, Amir male
Raikhel, Eugene male
Anbar, Ran D. male
Kaptchuk, Ted J. male
Kirmayer, Laurence J. male
Berghmans, Ron male
de Jong, Johan male
Tibben, Aad male
de Wert, Guido male
Moody, Glyn male
Stallman, Richard male
Fairchild, Amy L. female
Bayer, Ronald male
Sydney, Graham Readfearn male
Farmer, Paul male
Kerpel-Fronius, Sándor male
Shuster, Evelyne female
Boulware, L. Ebony None
Cooper, Lisa A. female
Ratner, Lloyd E. male
LaVeist, Thomas A. male
Powe, Neil R. male
Headrick, Daniel R. male
Brandt, Allan M. male
Regalado, Antonio male
Vonderlehr, R. A. None
Rockwell, Donald H. male
Strenta, A. Christopher None
Elliott, Rogers male
Adair, Russell male
Matier, Michael male
Scott, Jannah female
Timmermans, Stefan male
Gustin, Bernard H. male
Hermanowicz, Joseph C. male

In [108]:

    

def makeSeries(d):
    counts ={'men':0, 'women':0, 'unisex':0, 'unavailable':0}
    for key in counts:
            counts[key] = d[key]
    return pd.Series(counts) 
    #return series


    

In [42]:

    




    

In [102]:

    

def setPalettes(series, title, palette="Set3", style="darkgrid", context="talk"):
    seaborn.set_palette(palette)
    seaborn.set_style(style)
    seaborn.set_context(context)
    series.plot.pie(title=title, figsize=(6, 6),autopct='%1.f%%',
                    shadow=True)


    

In [127]:

    

hall = makeSeries(startUp('hallucinogens.bib'))


    

    




Loaded dictionary from /Users/wyssuser/Documents/bibmetrics/genderComputer/nameLists/gender.dict
Finished initialization

In [128]:

    

setPalettes(hall, "hallucinogens", "muted", context="poster")


    

In [100]:

    

if __name__ == '__main__':
    d = startUp(sys.argv[1]) #analyze the provided bib file
    if sys.argv[2]:
        title = sys.argv[2]
    else:
        title = "Gender analysis of" + sys.argv[1]
    barChartData(d, )
    counts ={'men':0, 'women':0, 'unisex':0, 'unavailable':0,}
    for key in counts:
        counts[key] = d[key]
    seaborn.set(style="whitegrid")

    fig = saveseries.plot(kind='')
    fig.savefig("gender count")

# """
# TODO: more maintained gender calculator?
# TODO: turn hacky stats into a function; decide if I want this to be a script or more interactive
#
# ##########################
# ###Old Stuff###
#
# for key in stats:
#     value = stats[key]
#     percent = value/auCount*100 #probably should fix so it can't break if dividing by zero
#     percents[key] = percent
#
#
# print stats
# print percents
# print auCount
#
# plt.bar(range(len(stats)), percents.values(), align='center', color="#2aa198")
# plt.xticks(range(len(percents)), percents.keys(), color="#657b83")
# plt.xlabel('Genders' + '\n' +  '(plot generated ' + 'May 14 2015' +')', color="#073642")
# plt.ylabel('"""', color="#073642")
#
#
# #plt.show()
# """"


    

    




  File "<ipython-input-100-c1249dcc97ab>", line 1
    if __name__ == '__main__':
    ^
SyntaxError: invalid syntax

In [ ]: