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douglasrizzo/inconsistent-authors-bib.ipynb

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Merging inconsistent author names in a bib file
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inconsistent-authors-bib.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Merging inconsistently named authors in a bib file\n",
"\n",
"The purpose of this notebook is to merge inconsistently named authors in a bib file. For example, if you have a single author in a bib file, which is represented by different names in different entries, such as:\n",
"\n",
"- Jeff Smith\n",
"- J. Smith\n",
"- J. R. Smith\n",
"\n",
"He is going to be treated as different authors by bibliography styles that need to disambiguate author names in case they are represented by the same initials. For more information regarding what that means, take a look at [this link](https://www.zotero.org/support/kb/given_name_disambiguation).\n",
"\n",
"So I've created this notebook, which loads a bib file and compares the names of all authors in the file, replacing initials by full names and last names that are written differently (with/without accents) in a single way (with accents)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#!/usr/bin/env python\n",
"from pybtex.database.input import bibtex\n",
"from pybtex.database import Person\n",
"import unicodedata\n",
"import Levenshtein\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def only_uppers(s):\n",
" \"\"\"Returns only the uppercase letters in a string\"\"\"\n",
" return ''.join([c for c in s if c.isupper()])\n",
"\n",
"def remove_accents(s):\n",
" \"\"\"Replaces accented characters by their unnacented counterparts\"\"\"\n",
" return unicodedata.normalize('NFC', s)\n",
"\n",
"def same_person_different_name(a:Person, b:Person):\n",
" \"\"\"Compare two names and checks if they possibly belong to the same person.\n",
" If the strings that represent both full names are different, but the\n",
" initials are the same and the unnaccented versions of the last nam are equal,\n",
" returns True.\"\"\"\n",
" a_full_name = str(a)\n",
" a_last_name = ' '.join(a.last_names)\n",
" b_full_name = str(b)\n",
" b_last_name = ' '.join(b.last_names)\n",
"\n",
" return a_full_name != b_full_name and only_uppers(a_full_name) == only_uppers(b_full_name) and remove_accents(a_last_name) == remove_accents(b_last_name)\n",
"\n",
"def best_name(a:Person, b:Person):\n",
" \"\"\"Keep the best of two names to represent a person. Gives preference to the\n",
" longest one (which is not abbreviated) and also to the one with most accents.\"\"\"\n",
" best_person = a if len(str(a)) >= len(str(b)) else b\n",
" best_last_name = ' '.join(best_person.last_names)\n",
" \n",
" a_last_name = ' '.join(a.last_names)\n",
" b_last_name = ' '.join(b.last_names)\n",
" \n",
" a_accents_pct = Levenshtein.ratio(remove_accents(a_last_name), a_last_name)\n",
" b_accents_pct = Levenshtein.ratio(remove_accents(b_last_name), b_last_name)\n",
"\n",
" best_person.last_names = a.last_names if a_accents_pct > b_accents_pct else b.last_names\n",
" \n",
" return best_person"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we use the pybtex package to parse the `bib.bib` file."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"parser = bibtex.Parser()\n",
"bib_data = parser.parse_file('bib.bib')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We iterate through all author names and put them on a single list."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"authors = []\n",
"for entry in bib_data.entries:\n",
" for author in bib_data.entries[entry].persons['author']:\n",
" if author not in authors:\n",
" authors.append(author)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is where the magic happens. We iterate over the author names in the bib object again and compare each author to our full list of authors, checking if:\n",
"\n",
"1. the full names are different in any way\n",
"2. the initials are the same\n",
"3. the last names are the same or only differentiated by accents\n",
"\n",
"if all of these are true, then we swap the abbreviated bits with the unnabreviated ones and the unnacented last name with the accented one."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"El-Nasr, Magy Seif / El-Nasr, M.S. -> El-Nasr, Magy Seif\n",
"Fernández-Ares, Antonio / Fernández-Ares, Antonio -> Fernández-Ares, Antonio\n",
"Andersen, Per-Arne / Andersen, P.-A. -> Andersen, Per-Arne\n",
"Goodwin, Morten / Goodwin, M. -> Goodwin, Morten\n",
"Granmo, Ole-Christoffer / Granmo, O.-C. -> Granmo, Ole-Christoffer\n",
"Zeng, Yifeng / Zeng, Yifeng -> Zeng, Yifeng\n",
"Andersen, Per-Arne / Andersen, Per-Arne -> Andersen, Per-Arne\n",
"Andersen, Per-Arne / Andersen, P.-A. -> Andersen, Per-Arne\n",
"Goodwin, Morten / Goodwin, Morten -> Goodwin, Morten\n",
"Goodwin, Morten / Goodwin, M. -> Goodwin, Morten\n",
"Granmo, Ole-Christoffer / Granmo, Ole-Christoffer -> Granmo, Ole-Christoffer\n",
"Granmo, Ole-Christoffer / Granmo, O.-C. -> Granmo, Ole-Christoffer\n",
"Avery, Phillipa / Avery, P. -> Avery, Phillipa\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Avery, Phillipa / Avery, P. -> Avery, Phillipa\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Avery, Phillipa / Avery, Phillipa -> Avery, Phillipa\n",
"Avery, Phillipa / Avery, P. -> Avery, Phillipa\n",
"Louis, Sushil / Louis, Sushil -> Louis, Sushil\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Bakkes, Sander / Bakkes, Sander -> Bakkes, Sander\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Bakkes, Sander / Bakkes, Sander -> Bakkes, Sander\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Ballinger, Christopher / Ballinger, Christopher -> Ballinger, Christopher\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil / Louis, Sushil -> Louis, Sushil\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Ballinger, Christopher / Ballinger, Christopher -> Ballinger, Christopher\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil / Louis, Sushil -> Louis, Sushil\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Bangay, Shaun / Bangay, Shaun -> Bangay, Shaun\n",
"Makin, Owen / Makin, Owen -> Makin, Owen\n",
"Bangay, Shaun / Bangay, S. -> Bangay, Shaun\n",
"Bangay, Shaun / Bangay, Shaun -> Bangay, Shaun\n",
"Makin, Owen / Makin, Owen -> Makin, Owen\n",
"Barriga, Nicolas A. / Barriga, Nicolas A. -> Barriga, Nicolas A.\n",
"Stanescu, Marius / Stanescu, Marius -> Stanescu, Marius\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Barriga, Nicolas A. / Barriga, N.A. -> Barriga, Nicolas A.\n",
"Barriga, Nicolas A. / Barriga, N.A. -> Barriga, Nicolas A.\n",
"Stanescu, Marius / Stanescu, M. -> Stanescu, Marius\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Barriga, Nicolas A. / Barriga, N.A. -> Barriga, Nicolas A.\n",
"Stanescu, Marius / Stanescu, M. -> Stanescu, Marius\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Barriga, Nicolas A. / Barriga, Nicolas A. -> Barriga, Nicolas A.\n",
"Stanescu, Marius / Stanescu, Marius -> Stanescu, Marius\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Beume, Nicola / Beume, Nicola -> Beume, Nicola\n",
"Hein, Tobias / Hein, Tobias -> Hein, Tobias\n",
"Naujoks, Boris / Naujoks, Boris -> Naujoks, Boris\n",
"Piatkowski, Nico / Piatkowski, Nico -> Piatkowski, Nico\n",
"Preuss, Mike / Preuss, Mike -> Preuss, Mike\n",
"Wessing, Simon / Wessing, Simon -> Wessing, Simon\n",
"Beume, Nicola / Beume, N. -> Beume, Nicola\n",
"Hein, Tobias / Hein, T. -> Hein, Tobias\n",
"Naujoks, Boris / Naujoks, B. -> Naujoks, Boris\n",
"Piatkowski, Nico / Piatkowski, N. -> Piatkowski, Nico\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Bosc, Guillaume / Bosc, Guillaume -> Bosc, Guillaume\n",
"Kaytoue, Mehdi / Kaytoue, Mehdi -> Kaytoue, Mehdi\n",
"Boulicaut, Jean-Francois / Boulicaut, Jean-Francois -> Boulicaut, Jean-Francois\n",
"Bosc, Guillaume / Bosc, Guillaume -> Bosc, Guillaume\n",
"Kaytoue, Mehdi / Kaytoue, Mehdi -> Kaytoue, Mehdi\n",
"Boulicaut, Jean-Francois / Boulicaut, Jean-Francois -> Boulicaut, Jean-Francois\n",
"Tan, Philip / Tan, Philip -> Tan, Philip\n",
"Bosc, Guillaume / Bosc, G. -> Bosc, Guillaume\n",
"Tan, Philip / Tan, P. -> Tan, Philip\n",
"Boulicaut, Jean-Francois / Boulicaut, J.-F. -> Boulicaut, Jean-Francois\n",
"Kaytoue, Mehdi / Kaytoue, M. -> Kaytoue, Mehdi\n",
"Bosc, Guillaume / Bosc, Guillaume -> Bosc, Guillaume\n",
"Kaytoue, Mehdi / Kaytoue, Mehdi -> Kaytoue, Mehdi\n",
"Boulicaut, Jean-Francois / Boulicaut, Jean-Francois -> Boulicaut, Jean-Francois\n",
"Sukthankar, Gita / Sukthankar, G. -> Sukthankar, Gita\n",
"Branquinho, Augusto A. B. / Branquinho, A.A.B. -> Branquinho, Augusto A. B.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Branquinho, Augusto A. B. / Branquinho, A.A.B. -> Branquinho, Augusto A. B.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Branquinho, Augusto A. B. / Branquinho, Augusto A. B. -> Branquinho, Augusto A. B.\n",
"Branquinho, Augusto A. B. / Branquinho, A.A.B. -> Branquinho, Augusto A. B.\n",
"Lopes, Carlos R. / Lopes, Carlos R. -> Lopes, Carlos R.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Naves, Thiago F. / Naves, Thiago F. -> Naves, Thiago F.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Greiner, Russel / Greiner, Russel -> Greiner, Russel\n",
"O'Riordan, Colm / O'Riordan, Colm -> O'Riordan, Colm\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Furtak, Timothy / Furtak, T. -> Furtak, Timothy\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Churchill, David / Churchill, David -> Churchill, David\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"García-Sánchez, Pablo / García-Sánchez, Pablo -> García-Sánchez, Pablo\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"Kaytoue, Mehdi / Kaytoue, Mehdi -> Kaytoue, Mehdi\n",
"Boulicaut, Jean-Francois / Boulicaut, Jean-Francois -> Boulicaut, Jean-Francois\n",
"Certicky, Martin / Certicky, Martin -> Certicky, Martin\n",
"Certicky, Martin / Certicky, Martin -> Certicky, Martin\n",
"Churchill, David / Churchill, D. -> Churchill, David\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Certicky, Michal / Certicky, Michal -> Certicky, Michal\n",
"Certicky, Martin / Certicky, Martin -> Certicky, Martin\n",
"Certicky, Michal / Certicky, Michal -> Certicky, Michal\n",
"Certicky, Martin / Certicky, Martin -> Certicky, Martin\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Tan, Chek Tien / Tan, Chek Tien -> Tan, Chek Tien\n",
"Cheung, Gifford / Cheung, G. -> Cheung, Gifford\n",
"Huang, Jeff / Huang, J. -> Huang, Jeff\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Cho, Hochul / Cho, H. -> Cho, Hochul\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Zeng, Yifeng / Zeng, Yifeng -> Zeng, Yifeng\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Churchill, David / Churchill, David -> Churchill, David\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Churchill, David / Churchill, David -> Churchill, David\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Churchill, David / Churchill, D. -> Churchill, David\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Conroy, Ross / Conroy, Ross -> Conroy, Ross\n",
"Zeng, Yifeng / Zeng, Yifeng -> Zeng, Yifeng\n",
"Cavazza, Marc / Cavazza, Marc -> Cavazza, Marc\n",
"Chen, Ying-ping / Chen, Ying-ping -> Chen, Ying-ping\n",
"Conroy, Ross / Conroy, R. -> Conroy, Ross\n",
"Zeng, Yifeng / Zeng, Y. -> Zeng, Yifeng\n",
"Cavazza, Marc / Cavazza, M. -> Cavazza, Marc\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Beume, Nicola / Beume, N. -> Beume, Nicola\n",
"Naujoks, Boris / Naujoks, B. -> Naujoks, Boris\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Chaimowicz, Luiz / Chaimowicz, Luiz -> Chaimowicz, Luiz\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Dodge, Jonathan / Dodge, Jonathan -> Dodge, Jonathan\n",
"Penney, Sean / Penney, Sean -> Penney, Sean\n",
"Hilderbrand, Claudia / Hilderbrand, Claudia -> Hilderbrand, Claudia\n",
"Anderson, Andrew / Anderson, Andrew -> Anderson, Andrew\n",
"Burnett, Margaret / Burnett, Margaret -> Burnett, Margaret\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Erickson, Graham / Erickson, Graham -> Erickson, Graham\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"García-Sánchez, Pablo / García-Sánchez, Pablo -> García-Sánchez, Pablo\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"Fernández-Ares, Antonio / Fernández-Ares, Antonio -> Fernández-Ares, Antonio\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"García-Sánchez, Pablo / García-Sánchez, Pablo -> García-Sánchez, Pablo\n",
"Fernández-Ares, Antonio / Fernández-Ares, Antonio -> Fernández-Ares, Antonio\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"García-Sánchez, Pablo / García-Sánchez, Pablo -> García-Sánchez, Pablo\n",
"Fernández-Ares, Antonio / Fernández-Ares, Antonio -> Fernández-Ares, Antonio\n",
"García-Sánchez, Pablo / García-Sánchez, Pablo -> García-Sánchez, Pablo\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"Garcia-Sanchez, Pablo / Garcia-Sanchez, Pablo -> Garcia-Sanchez, Pablo\n",
"Farquhar, Gregory / Farquhar, G. -> Farquhar, Gregory\n",
"Whiteson, Shimon / Whiteson, S. -> Whiteson, Shimon\n",
"Foerster, Jakob / Foerster, J. -> Foerster, Jakob\n",
"Farquhar, Gregory / Farquhar, G. -> Farquhar, Gregory\n",
"Whiteson, Shimon / Whiteson, S. -> Whiteson, Shimon\n",
"Forgette, Jacquelyne / Forgette, J. -> Forgette, Jacquelyne\n",
"Forgette, Jacquelyne / Forgette, Jacquelyne -> Forgette, Jacquelyne\n",
"Forgette, Jacquelyne / Forgette, J. -> Forgette, Jacquelyne\n",
"Furtak, Timothy / Furtak, Timothy -> Furtak, Timothy\n",
"Furtak, Timothy / Furtak, T. -> Furtak, Timothy\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Gabriel, Iuhasz / Gabriel, I. -> Gabriel, Iuhasz\n",
"Negru, Viorel / Negru, V. -> Negru, Viorel\n",
"Zaharie, Daniela / Zaharie, D. -> Zaharie, Daniela\n",
"Gabriel, Iuhasz / Gabriel, Iuhasz -> Gabriel, Iuhasz\n",
"Gabriel, Iuhasz / Gabriel, I. -> Gabriel, Iuhasz\n",
"Negru, Viorel / Negru, Viorel -> Negru, Viorel\n",
"Negru, Viorel / Negru, V. -> Negru, Viorel\n",
"Zaharie, Daniela / Zaharie, Daniela -> Zaharie, Daniela\n",
"Zaharie, Daniela / Zaharie, D. -> Zaharie, Daniela\n",
"Gagné, André R. / Gagné, A.R. -> Gagné, André R.\n",
"Shaw, Chris D. / Shaw, C.D. -> Shaw, Chris D.\n",
"Gagné, André R. / Gagné, André R. -> Gagné, André R.\n",
"Gagné, André R. / Gagné, A.R. -> Gagné, André R.\n",
"El-Nasr, Magy Seif / El-Nasr, Magy Seif -> El-Nasr, Magy Seif\n",
"El-Nasr, Magy Seif / El-Nasr, M.S. -> El-Nasr, Magy Seif\n",
"Shaw, Chris D. / Shaw, Chris D. -> Shaw, Chris D.\n",
"Shaw, Chris D. / Shaw, C.D. -> Shaw, Chris D.\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Garcia-Sanchez, Pablo / Garcia-Sanchez, P. -> Garcia-Sanchez, Pablo\n",
"Mora, Antonio M. / Mora, A.M. -> Mora, Antonio M.\n",
"Gant, Daniel / Gant, Dan -> Gant, Daniel\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Safadi, Firas / Safadi, F. -> Safadi, Firas\n",
"Fonteneau, Raphael / Fonteneau, R. -> Fonteneau, Raphael\n",
"Ernst, Damien / Ernst, D. -> Ernst, Damien\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Gmeiner, Björn / Gmeiner, B. -> Gmeiner, Björn\n",
"Gmeiner, Björn / Gmeiner, Björn -> Gmeiner, Björn\n",
"Gmeiner, Björn / Gmeiner, B. -> Gmeiner, Björn\n",
"Köstler, Harald / Köstler, Harald -> Köstler, Harald\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"Hagelbäck, Johan / Hagelbäck, Johan -> Hagelbäck, Johan\n",
"Johansson, Stefan J. / Johansson, Stefan J. -> Johansson, Stefan J.\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"Johansson, Stefan J. / Johansson, Stefan J. -> Johansson, Stefan J.\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"Hagelbäck, Johan / Hagelbäck, J. -> Hagelbäck, Johan\n",
"Hagelbäck, Johan / Hagelbäck, Johan -> Hagelbäck, Johan\n",
"Johansson, Stefan J. / Johansson, Stefan J. -> Johansson, Stefan J.\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"Hagelbäck, Johan / Hagelbäck, J. -> Hagelbäck, Johan\n",
"Johansson, Stefan J. / Johansson, S.J. -> Johansson, Stefan J.\n",
"Preuss, Mike / Preuss, Mike -> Preuss, Mike\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Chen, Ying-ping / Chen, Y. -> Chen, Ying-ping\n",
"Zhang, Yan / Zhang, Yi -> Zhang, Yan\n",
"Zhang, Yingfeng / Zhang, Yingfeng -> Zhang, Yingfeng\n",
"Huang, Jeff / Huang, Jeff -> Huang, Jeff\n",
"Huang, Jeff / Huang, J. -> Huang, Jeff\n",
"Cheung, Gifford / Cheung, Gifford -> Cheung, Gifford\n",
"Cheung, Gifford / Cheung, G. -> Cheung, Gifford\n",
"Huang, Jeff / Huang, Jeff -> Huang, Jeff\n",
"Huang, Jeff / Huang, J. -> Huang, Jeff\n",
"Huat, Ch'ng Siong / Huat, Ch'ng Siong -> Huat, Ch'ng Siong\n",
"Teo, Jason / Teo, Jason -> Teo, Jason\n",
"Huat, Ch'ng Siong / Huat, C.S. -> Huat, Ch'ng Siong\n",
"Teo, Jason / Teo, J. -> Teo, Jason\n",
"Shiu, S.C.-K. / Shiu, S.C.K. -> Shiu, S.C.-K.\n",
"Shiu, S. C. K. / Shiu, S. C. K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Wang, Haibo / Wang, Haibo -> Wang, Haibo\n",
"Niu, Ben / Niu, Ben -> Niu, Ben\n",
"Shiu, S.C.-K. / Shiu, S.C.-K. -> Shiu, S.C.-K.\n",
"Shiu, S.C.-K. / Shiu, S.C.K. -> Shiu, S.C.-K.\n",
"Shiu, S. C. K. / Shiu, S. C. K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Wang, Haibo / Wang, Haibo -> Wang, Haibo\n",
"Niu, Ben / Niu, Ben -> Niu, Ben\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Negru, Viorel / Negru, Viorel -> Negru, Viorel\n",
"Negru, Viorel / Negru, V. -> Negru, Viorel\n",
"Shen, Siqi / Shen, Siqi -> Shen, Siqi\n",
"Iosup, Alexandru / Iosup, Alexandru -> Iosup, Alexandru\n",
"Shen, Siqi / Shen, Siqi -> Shen, Siqi\n",
"Iosup, Alexandru / Iosup, Alexandru -> Iosup, Alexandru\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Justesen, Niels / Justesen, Niels -> Justesen, Niels\n",
"Risi, Sebastian / Risi, Sebastian -> Risi, Sebastian\n",
"Justesen, Niels / Justesen, N. -> Justesen, Niels\n",
"Risi, Sebastian / Risi, S. -> Risi, Sebastian\n",
"Justesen, Niels / Justesen, N. -> Justesen, Niels\n",
"Risi, Sebastian / Risi, S. -> Risi, Sebastian\n",
"Justesen, Niels / Justesen, N. -> Justesen, Niels\n",
"Togelius, Julian / Togelius, J. -> Togelius, Julian\n",
"Risi, Sebastian / Risi, S. -> Risi, Sebastian\n",
"Lee, Hyunjae / Lee, Hyunjae -> Lee, Hyunjae\n",
"Lee, Hyunjae / Lee, H. -> Lee, Hyunjae\n",
"Lee, Hyunjae / Lee, Hankyu -> Lee, Hyunjae\n",
"Lee, Hyunjae / Lee, H. -> Lee, Hyunjae\n",
"Thawonmas, Ruck / Thawonmas, Ruck -> Thawonmas, Ruck\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Thawonmas, Ruck / Thawonmas, R. -> Thawonmas, Ruck\n",
"Keaveney, David / Keaveney, David -> Keaveney, David\n",
"O'Riordan, Colm / O'Riordan, Colm -> O'Riordan, Colm\n",
"Keaveney, David / Keaveney, David -> Keaveney, David\n",
"O'Riordan, Colm / O'Riordan, Colm -> O'Riordan, Colm\n",
"Keaveney, David / Keaveney, D. -> Keaveney, David\n",
"O'Riordan, Colm / O'Riordan, C. -> O'Riordan, Colm\n",
"Keaveney, David / Keaveney, David -> Keaveney, David\n",
"O'Riordan, Colm / O'Riordan, Colm -> O'Riordan, Colm\n",
"Kim, Kyung-Joong / Kim, Kyung-Joong -> Kim, Kyung-Joong\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Preuss, Mike / Preuss, Mike -> Preuss, Mike\n",
"Rudolph, Günter / Rudolph, Günter -> Rudolph, Günter\n",
"Kaytoue, Mehdi / Kaytoue, Mehdi -> Kaytoue, Mehdi\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, Raúl -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, Raúl -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, Raúl -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, Raúl -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, Raúl -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, Raúl -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, R. -> Lara-Cabrera, Raúl\n",
"Lara-Cabrera, Raúl / Lara-Cabrera, R. -> Lara-Cabrera, Raúl\n",
"Louis, Sushil / Louis, Sushil -> Louis, Sushil\n",
"Louis, Sushil / Louis, S. -> Louis, Sushil\n",
"Togelius, Julian / Togelius, Julian -> Togelius, Julian\n",
"Togelius, Julian / Togelius, J. -> Togelius, Julian\n",
"Leigh, Ryan / Leigh, R. -> Leigh, Ryan\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Miles, Chris / Miles, C. -> Miles, Chris\n",
"Lelis, Levi H. S. / Lelis, Levi H. S. -> Lelis, Levi H. S.\n",
"Li, Yan / Li, Yan -> Li, Yan\n",
"Li, Y. J. / Li, Y.J. -> Li, Y. J.\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Shiu, S. C. K. / Shiu, S.C.-K. -> Shiu, S. C. K.\n",
"Shiu, S. C. K. / Shiu, S.C.K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Li, Yan / Li, Yan -> Li, Yan\n",
"Li, Yan / Li, Yan -> Li, Yan\n",
"Li, Yan / Li, Yan -> Li, Yan\n",
"Li, Y. J. / Li, Y. J. -> Li, Y. J.\n",
"Li, Y. J. / Li, Y.J. -> Li, Y. J.\n",
"Ng, Peter H. F. / Ng, Peter H. F. -> Ng, Peter H. F.\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Shiu, S.C.-K. / Shiu, S.C.-K. -> Shiu, S.C.-K.\n",
"Shiu, S.C.-K. / Shiu, S.C.K. -> Shiu, S.C.-K.\n",
"Shiu, S. C. K. / Shiu, S. C. K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Li, Y. J. / Li, Y. J. -> Li, Y. J.\n",
"Li, Y. J. / Li, Y.J. -> Li, Y. J.\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Shiu, S. C. K. / Shiu, S.C.-K. -> Shiu, S. C. K.\n",
"Shiu, S. C. K. / Shiu, S.C.K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Li, Yan / Li, Yan -> Li, Yan\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Nicolescu, Monica / Nicolescu, M. -> Nicolescu, Monica\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Nicolescu, Monica / Nicolescu, Monica -> Nicolescu, Monica\n",
"Nicolescu, Monica / Nicolescu, M. -> Nicolescu, Monica\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Ballinger, Christopher / Ballinger, Christopher -> Ballinger, Christopher\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Ballinger, Christopher / Ballinger, Christopher -> Ballinger, Christopher\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Ballinger, Christopher / Ballinger, Christopher -> Ballinger, Christopher\n",
"Ballinger, Christopher / Ballinger, C. -> Ballinger, Christopher\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Miles, Chris / Miles, Chris -> Miles, Chris\n",
"Miles, Chris / Miles, C. -> Miles, Chris\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, Siming -> Liu, Siming\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Liu, Siming / Liu, S. -> Liu, Siming\n",
"Togelius, Julian / Togelius, Julian -> Togelius, Julian\n",
"Togelius, Julian / Togelius, J. -> Togelius, Julian\n",
"Yannakakis, Georgios N. / Yannakakis, Georgios N. -> Yannakakis, Georgios N.\n",
"Makin, Owen / Makin, O. -> Makin, Owen\n",
"Bangay, Shaun / Bangay, S. -> Bangay, Shaun\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Fernández-Ares, Antonio / Fernández-Ares, A. -> Fernández-Ares, Antonio\n",
"García-Sánchez, Pablo / García-Sánchez, P. -> García-Sánchez, Pablo\n",
"Dodge, Jonathan / Dodge, Jonathan -> Dodge, Jonathan\n",
"Zeng, Yifeng / Zeng, Yifeng -> Zeng, Yifeng\n",
"Miles, Chris / Miles, Chris -> Miles, Chris\n",
"Miles, Chris / Miles, C. -> Miles, Chris\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Miles, Chris / Miles, Chris -> Miles, Chris\n",
"Miles, Chris / Miles, C. -> Miles, Chris\n",
"Leigh, Ryan / Leigh, Ryan -> Leigh, Ryan\n",
"Leigh, Ryan / Leigh, R. -> Leigh, Ryan\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Mora, Antonio M. / Mora, Antonio M. -> Mora, Antonio M.\n",
"Fernández-Ares, Antonio / Fernández-Ares, Antonio -> Fernández-Ares, Antonio\n",
"García-Sánchez, Pablo / García-Sánchez, Pablo -> García-Sánchez, Pablo\n",
"Müller, Jens / Müller, Jens -> Müller, Jens\n",
"Gorlatch, Sergei / Gorlatch, Sergei -> Gorlatch, Sergei\n",
"Müller, Jens / Müller, J. -> Müller, Jens\n",
"Gorlatch, Sergei / Gorlatch, S. -> Gorlatch, Sergei\n",
"Müller, Jens / Müller, Jens -> Müller, Jens\n",
"Gorlatch, Sergei / Gorlatch, Sergei -> Gorlatch, Sergei\n",
"Jessel, J.-P. / Jessel, J.P. -> Jessel, J.-P.\n",
"Jessel, J.-P. / Jessel, J.-P. -> Jessel, J.-P.\n",
"Jessel, J.-P. / Jessel, J.P. -> Jessel, J.-P.\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Naves, Thiago F. / Naves, Thiago F. -> Naves, Thiago F.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Lopes, Carlos R. / Lopes, Carlos R. -> Lopes, Carlos R.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Naves, Thiago F. / Naves, Thiago F. -> Naves, Thiago F.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Lopes, Carlos R. / Lopes, Carlos R. -> Lopes, Carlos R.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Naves, Thiago F. / Naves, Thiago F. -> Naves, Thiago F.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Lopes, Carlos R. / Lopes, Carlos R. -> Lopes, Carlos R.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Naves, Thiago F. / Naves, Thiago F. -> Naves, Thiago F.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Lopes, Carlos R. / Lopes, Carlos R. -> Lopes, Carlos R.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Naves, Thiago F. / Naves, Thiago F. -> Naves, Thiago F.\n",
"Naves, Thiago F. / Naves, T.F. -> Naves, Thiago F.\n",
"Lopes, Carlos R. / Lopes, Carlos R. -> Lopes, Carlos R.\n",
"Lopes, Carlos R. / Lopes, C.R. -> Lopes, Carlos R.\n",
"Dodge, Jonathan / Dodge, Jonathan -> Dodge, Jonathan\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Li, Y. J. / Li, Y.J. -> Li, Y. J.\n",
"Shiu, Simon C. K. / Shiu, S.C.-K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, S.C.K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, S. C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Ng, auPeter H.F. / Ng, Peter H. F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, P.H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Shiu, Simon C.K. / Shiu, S.C.-K. -> Shiu, Simon C.K.\n",
"Shiu, Simon C.K. / Shiu, S.C.K. -> Shiu, Simon C.K.\n",
"Shiu, Simon C.K. / Shiu, S. C. K. -> Shiu, Simon C.K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Ng, Peter H. F. / Ng, Peter H. F. -> Ng, Peter H. F.\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Shiu, S.C.-K. / Shiu, S.C.-K. -> Shiu, S.C.-K.\n",
"Shiu, S.C.-K. / Shiu, S.C.K. -> Shiu, S.C.-K.\n",
"Shiu, S. C. K. / Shiu, S. C. K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Wang, Haibo / Wang, Haibo -> Wang, Haibo\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Li, Y. J. / Li, Y.J. -> Li, Y. J.\n",
"Shiu, Simon C. K. / Shiu, S.C.-K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, S.C.K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, S. C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Nguyen, Kien Quang / Nguyen, Kien Quang -> Nguyen, Kien Quang\n",
"Thawonmas, Ruck / Thawonmas, Ruck -> Thawonmas, Ruck\n",
"Thawonmas, Ruck / Thawonmas, R. -> Thawonmas, Ruck\n",
"Nguyen, Kien Quang / Nguyen, K.Q. -> Nguyen, Kien Quang\n",
"Thawonmas, Ruck / Thawonmas, R. -> Thawonmas, Ruck\n",
"Thawonmas, Ruck / Thawonmas, R. -> Thawonmas, Ruck\n",
"Niu, Ben / Niu, Ben -> Niu, Ben\n",
"Wang, Haibo / Wang, Haibo -> Wang, Haibo\n",
"Ng, Peter H. F. / Ng, Peter H. F. -> Ng, Peter H. F.\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Shiu, S.C.-K. / Shiu, S.C.-K. -> Shiu, S.C.-K.\n",
"Shiu, S.C.-K. / Shiu, S.C.K. -> Shiu, S.C.-K.\n",
"Shiu, S. C. K. / Shiu, S. C. K. -> Shiu, S. C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Louis, Sushil J. / Louis, Sushil J. -> Louis, Sushil J.\n",
"Louis, Sushil J. / Louis, S.J. -> Louis, Sushil J.\n",
"Nicolescu, Monica / Nicolescu, Monica -> Nicolescu, Monica\n",
"Nicolescu, Monica / Nicolescu, M. -> Nicolescu, Monica\n",
"Oh, In-Seok / Oh, In-Seok -> Oh, In-Seok\n",
"Cho, Hochul / Cho, Hochul -> Cho, Hochul\n",
"Cho, Hochul / Cho, H. -> Cho, Hochul\n",
"Kim, Kyung-Joong / Kim, Kyung-Joong -> Kim, Kyung-Joong\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Oh, In-Seok / Oh, I.-S. -> Oh, In-Seok\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Yannakakis, Georgios N. / Yannakakis, Georgios N. -> Yannakakis, Georgios N.\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, S. -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, S. -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Barriga, Nicolas A. / Barriga, Nicolas A. -> Barriga, Nicolas A.\n",
"Silva, Cleyton R. / Silva, Cleyton R. -> Silva, Cleyton R.\n",
"Moraes, Rubens O. / Moraes, Rubens O. -> Moraes, Rubens O.\n",
"Lelis, Levi H. S. / Lelis, Levi H. S. -> Lelis, Levi H. S.\n",
"Ontanon, Santiago / Ontanon, Santiago -> Ontanon, Santiago\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Richoux, Florian / Richoux, F. -> Richoux, Florian\n",
"Churchill, David / Churchill, D. -> Churchill, David\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Sethy, Harshit / Sethy, Harshit -> Sethy, Harshit\n",
"Zhang, Yan / Zhang, Yan -> Zhang, Yan\n",
"Zhang, Yan / Zhang, Yi -> Zhang, Yan\n",
"Zhang, Yingfeng / Zhang, Yingfeng -> Zhang, Yingfeng\n",
"Lee, Hankyu / Lee, Hankyu -> Lee, Hankyu\n",
"Lee, Hyunjae / Lee, Hyunjae -> Lee, Hyunjae\n",
"Lee, Hyunjae / Lee, H. -> Lee, Hyunjae\n",
"Kim, Kyung-Joong / Kim, K.-J. -> Kim, Kyung-Joong\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Tang, Zhentao / Tang, Zhentao -> Tang, Zhentao\n",
"Penney, Sean / Penney, S. -> Penney, Sean\n",
"Dodge, Jonathan / Dodge, J. -> Dodge, Jonathan\n",
"Hilderbrand, Claudia / Hilderbrand, C. -> Hilderbrand, Claudia\n",
"Anderson, Andrew / Anderson, A. -> Anderson, Andrew\n",
"Burnett, Margaret / Burnett, M. -> Burnett, Margaret\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Preuss, Mike / Preuss, Mike -> Preuss, Mike\n",
"Volz, Vanessa / Volz, Vanessa -> Volz, Vanessa\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Beume, Nicola / Beume, N. -> Beume, Nicola\n",
"Hein, Tobias / Hein, T. -> Hein, Tobias\n",
"Naujoks, Boris / Naujoks, B. -> Naujoks, Boris\n",
"Piatkowski, Nico / Piatkowski, N. -> Piatkowski, Nico\n",
"Wessing, Simon / Wessing, S. -> Wessing, Simon\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Farquhar, Gregory / Farquhar, Gregory -> Farquhar, Gregory\n",
"Farquhar, Gregory / Farquhar, G. -> Farquhar, Gregory\n",
"Foerster, Jakob / Foerster, Jakob -> Foerster, Jakob\n",
"Foerster, Jakob / Foerster, J. -> Foerster, Jakob\n",
"Whiteson, Shimon / Whiteson, Shimon -> Whiteson, Shimon\n",
"Whiteson, Shimon / Whiteson, S. -> Whiteson, Shimon\n",
"Bakkes, Sander / Bakkes, Sander -> Bakkes, Sander\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Richoux, Florian / Richoux, Florian -> Richoux, Florian\n",
"Richoux, Florian / Richoux, F. -> Richoux, Florian\n",
"Uriarte, Alberto / Uriarte, Alberto -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Sukthankar, Gita / Sukthankar, Gita -> Sukthankar, Gita\n",
"Sukthankar, Gita / Sukthankar, G. -> Sukthankar, Gita\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Churchill, David / Churchill, David -> Churchill, David\n",
"Robertson, Glen / Robertson, Glen -> Robertson, Glen\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n",
"Robertson, Glen / Robertson, G. -> Robertson, Glen\n",
"Watson, Ian / Watson, I. -> Watson, Ian\n",
"Robertson, Glen / Robertson, Glen -> Robertson, Glen\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n",
"Robertson, Glen / Robertson, Glen -> Robertson, Glen\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n",
"Robertson, Glen / Robertson, G. -> Robertson, Glen\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Rooijackers, Martin L. M. / Rooijackers, Martin L. M. -> Rooijackers, Martin L. M.\n",
"Winands, Mark H. M. / Winands, Mark H. M. -> Winands, Mark H. M.\n",
"Rooijackers, Martin L. M. / Rooijackers, Martin L.M. -> Rooijackers, Martin L. M.\n",
"Winands, Mark H. M. / Winands, Mark H.M. -> Winands, Mark H. M.\n",
"von Mammen, Sebastian / von Mammen, Sebastian -> von Mammen, Sebastian\n",
"Safadi, Firas / Safadi, Firas -> Safadi, Firas\n",
"Safadi, Firas / Safadi, F. -> Safadi, Firas\n",
"Fonteneau, Raphael / Fonteneau, Raphael -> Fonteneau, Raphael\n",
"Fonteneau, Raphael / Fonteneau, R. -> Fonteneau, Raphael\n",
"Ernst, Damien / Ernst, Damien -> Ernst, Damien\n",
"Ernst, Damien / Ernst, D. -> Ernst, Damien\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Bakkes, Sander / Bakkes, Sander -> Bakkes, Sander\n",
"Spronck, Pieter / Spronck, Pieter -> Spronck, Pieter\n",
"Köstler, Harald / Köstler, H. -> Köstler, Harald\n",
"Sethy, Harshit / Sethy, Harshit -> Sethy, Harshit\n",
"Patel, Amit / Patel, Amit -> Patel, Amit\n",
"Sethy, Harshit / Sethy, H. -> Sethy, Harshit\n",
"Patel, Amit / Patel, A. -> Patel, Amit\n",
"Shao, Kun / Shao, Kun -> Shao, Kun\n",
"Zhu, Yuanheng / Zhu, Yuanheng -> Zhu, Yuanheng\n",
"Zhao, Dongbin / Zhao, Dongbin -> Zhao, Dongbin\n",
"Shao, Kun / Shao, K. -> Shao, Kun\n",
"Zhu, Yuanheng / Zhu, Y. -> Zhu, Yuanheng\n",
"Zhao, Dongbin / Zhao, D. -> Zhao, Dongbin\n",
"Shen, Siqi / Shen, S. -> Shen, Siqi\n",
"Iosup, Alexandru / Iosup, A. -> Iosup, Alexandru\n",
"Epema, Dick / Epema, D. -> Epema, Dick\n",
"Wang, Haibo / Wang, Haibo -> Wang, Haibo\n",
"Shen, Siqi / Shen, Siqi -> Shen, Siqi\n",
"Iosup, Alexandru / Iosup, Alexandru -> Iosup, Alexandru\n",
"Epema, Dick / Epema, Dick -> Epema, Dick\n",
"Epema, Dick / Epema, D. -> Epema, Dick\n",
"Shen, Siqi / Shen, S. -> Shen, Siqi\n",
"Iosup, Alexandru / Iosup, A. -> Iosup, Alexandru\n",
"Tan, Chek Tien / Tan, C.T. -> Tan, Chek Tien\n",
"Tan, Chek Tien / Tan, C.T. -> Tan, Chek Tien\n",
"Silva, Cleyton R. / Silva, C.R. -> Silva, Cleyton R.\n",
"Moraes, Rubens O. / Moraes, R.O. -> Moraes, Rubens O.\n",
"Lelis, Levi H. S. / Lelis, L.H.S. -> Lelis, Levi H. S.\n",
"Silver, David / Silver, David -> Silver, David\n",
"Stanescu, Marius / Stanescu, Marius -> Stanescu, Marius\n",
"Barriga, Nicolas A. / Barriga, Nicolas A. -> Barriga, Nicolas A.\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Stanescu, Marius / Stanescu, M. -> Stanescu, Marius\n",
"Barriga, Nicolas A. / Barriga, N.A. -> Barriga, Nicolas A.\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Stanescu, Marius / Stanescu, Marius -> Stanescu, Marius\n",
"Barriga, Nicolas A. / Barriga, Nicolas A. -> Barriga, Nicolas A.\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Stanescu, Marius / Stanescu, Marius -> Stanescu, Marius\n",
"Barriga, Nicolas A. / Barriga, Nicolas A. -> Barriga, Nicolas A.\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Stanescu, Marius / Stanescu, M. -> Stanescu, Marius\n",
"Erickson, Graham / Erickson, G. -> Erickson, Graham\n",
"Greiner, Russel / Greiner, R. -> Greiner, Russel\n",
"Buro, Michael / Buro, M. -> Buro, Michael\n",
"Stanescu, Marius / Stanescu, M. -> Stanescu, Marius\n",
"Certicky, Martin / Certicky, Martin -> Certicky, Martin\n",
"Buro, Michael / Buro, Michael -> Buro, Michael\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Liu, Yongsheng / Liu, Yang -> Liu, Yongsheng\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Bessière, Pierre / Bessière, P. -> Bessière, Pierre\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Bessière, Pierre / Bessière, P. -> Bessière, Pierre\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Synnaeve, Gabriel / Synnaeve, Gabriel -> Synnaeve, Gabriel\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Gant, Daniel / Gant, Daniel -> Gant, Daniel\n",
"Gant, Daniel / Gant, Dan -> Gant, Daniel\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Synnaeve, Gabriel / Synnaeve, Gabriel -> Synnaeve, Gabriel\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Bessière, Pierre / Bessière, Pierre -> Bessière, Pierre\n",
"Bessière, Pierre / Bessière, P. -> Bessière, Pierre\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Richoux, Florian / Richoux, F. -> Richoux, Florian\n",
"Tang, Zhenkun / Tang, Zhenkun -> Tang, Zhenkun\n",
"Tang, Zhentao / Tang, Zhentao -> Tang, Zhentao\n",
"Zhao, Dongbin / Zhao, D. -> Zhao, Dongbin\n",
"Zhu, Yuanheng / Zhu, Y. -> Zhu, Yuanheng\n",
"Tavares, Anderson R. / Tavares, Anderson R. -> Tavares, Anderson R.\n",
"Chaimowicz, Luiz / Chaimowicz, Luiz -> Chaimowicz, Luiz\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Tavares, Anderson R. / Tavares, A.R. -> Tavares, Anderson R.\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Tavares, Anderson R. / Tavares, A.R. -> Tavares, Anderson R.\n",
"Tavares, Anderson R. / Tavares, Anderson R. -> Tavares, Anderson R.\n",
"Chaimowicz, Luiz / Chaimowicz, Luiz -> Chaimowicz, Luiz\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Tavares, Anderson R. / Tavares, Anderson R. -> Tavares, Anderson R.\n",
"Chaimowicz, Luiz / Chaimowicz, Luiz -> Chaimowicz, Luiz\n",
"Chaimowicz, Luiz / Chaimowicz, L. -> Chaimowicz, Luiz\n",
"Teng, Teck Hou / Teng, T.-H. -> Teng, Teck Hou\n",
"Tan, Ah Hwee / Tan, A.-H. -> Tan, Ah Hwee\n",
"Starzyk, Janusz A. / Starzyk, J.A. -> Starzyk, Janusz A.\n",
"Tan, Yuan Sin / Tan, Y.-S. -> Tan, Yuan Sin\n",
"Teow, Loo Nin / Teow, L.-N. -> Teow, Loo Nin\n",
"Teng, Teck Hou / Teng, Teck Hou -> Teng, Teck Hou\n",
"Teng, Teck Hou / Teng, T.-H. -> Teng, Teck Hou\n",
"Tan, Ah Hwee / Tan, Ah Hwee -> Tan, Ah Hwee\n",
"Tan, Ah Hwee / Tan, A.-H. -> Tan, Ah Hwee\n",
"Starzyk, Janusz A. / Starzyk, Janusz A. -> Starzyk, Janusz A.\n",
"Starzyk, Janusz A. / Starzyk, J.A. -> Starzyk, Janusz A.\n",
"Tan, Yuan Sin / Tan, Yuan Sin -> Tan, Yuan Sin\n",
"Tan, Yuan Sin / Tan, Y.-S. -> Tan, Yuan Sin\n",
"Teow, Loo Nin / Teow, Loo Nin -> Teow, Loo Nin\n",
"Teow, Loo Nin / Teow, L.-N. -> Teow, Loo Nin\n",
"Togelius, Julian / Togelius, Julian -> Togelius, Julian\n",
"Togelius, Julian / Togelius, J. -> Togelius, Julian\n",
"Preuss, Mike / Preuss, Mike -> Preuss, Mike\n",
"Beume, Nicola / Beume, Nicola -> Beume, Nicola\n",
"Wessing, Simon / Wessing, Simon -> Wessing, Simon\n",
"Hagelbäck, Johan / Hagelbäck, Johan -> Hagelbäck, Johan\n",
"Yannakakis, Georgios N. / Yannakakis, Georgios N. -> Yannakakis, Georgios N.\n",
"Togelius, Julian / Togelius, J. -> Togelius, Julian\n",
"Preuss, Mike / Preuss, M. -> Preuss, Mike\n",
"Beume, Nicola / Beume, N. -> Beume, Nicola\n",
"Wessing, Simon / Wessing, S. -> Wessing, Simon\n",
"Yannakakis, Georgios N. / Yannakakis, G.N. -> Yannakakis, Georgios N.\n",
"Tong, Chang Kee / Tong, C.K. -> Tong, Chang Kee\n",
"On, Chin Kim / On, C.K. -> On, Chin Kim\n",
"Teo, Jason / Teo, J. -> Teo, Jason\n",
"Tong, Chang Kee / Tong, Chang Kee -> Tong, Chang Kee\n",
"Tong, Chang Kee / Tong, C.K. -> Tong, Chang Kee\n",
"Teo, Jason / Teo, Jason -> Teo, Jason\n",
"Tong, Chang Kee / Tong, Chang Kee -> Tong, Chang Kee\n",
"Tong, Chang Kee / Tong, C.K. -> Tong, Chang Kee\n",
"On, Chin Kim / On, Chin Kim -> On, Chin Kim\n",
"On, Chin Kim / On, C.K. -> On, Chin Kim\n",
"Teo, Jason / Teo, Jason -> Teo, Jason\n",
"Li, Yan / Li, Y. -> Li, Yan\n",
"Nicolescu, Monica / Nicolescu, Monica -> Nicolescu, Monica\n",
"Nicolescu, Monica / Nicolescu, M. -> Nicolescu, Monica\n",
"von Mammen, Sebastian / von Mammen, S. -> von Mammen, Sebastian\n",
"Ontanon, Santiago / Ontanon, Santiago -> Ontanon, Santiago\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Uriarte, Alberto / Uriarte, Alberto -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Uriarte, Alberto / Uriarte, Alberto -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Uriarte, Alberto / Uriarte, Alberto -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, Alberto -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, Alberto -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Uriarte, Alberto / Uriarte, A. -> Uriarte, Alberto\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Synnaeve, Gabriel / Synnaeve, G. -> Synnaeve, Gabriel\n",
"Bakkes, Sander / Bakkes, S. -> Bakkes, Sander\n",
"Spronck, Pieter / Spronck, P. -> Spronck, Pieter\n",
"Silver, David / Silver, D. -> Silver, David\n",
"Ontañón, Santiago / Ontañón, Santiago -> Ontañón, Santiago\n",
"Volz, Vanessa / Volz, V. -> Volz, Vanessa\n",
"Rudolph, Günter / Rudolph, G. -> Rudolph, Günter\n",
"Naujoks, Boris / Naujoks, B. -> Naujoks, Boris\n",
"Wang, Haibo / Wang, H. -> Wang, Haibo\n",
"Ng, Peter H. F. / Ng, Peter H. F. -> Ng, Peter H. F.\n",
"Ng, Peter H. F. / Ng, P.H.F. -> Ng, Peter H. F.\n",
"Ng, auPeter H.F. / Ng, auPeter H.F. -> Ng, auPeter H.F.\n",
"Ng, auPeter H.F. / Ng, Peter H.F. -> Ng, auPeter H.F.\n",
"Niu, Ben / Niu, B. -> Niu, Ben\n",
"Shiu, Simon C.K. / Shiu, S.C.-K. -> Shiu, Simon C.K.\n",
"Shiu, Simon C.K. / Shiu, S.C.K. -> Shiu, Simon C.K.\n",
"Shiu, Simon C.K. / Shiu, S. C. K. -> Shiu, Simon C.K.\n",
"Shiu, Simon C. K. / Shiu, Simon C. K. -> Shiu, Simon C. K.\n",
"Shiu, Simon C. K. / Shiu, Simon C.K. -> Shiu, Simon C. K.\n",
"Tan, Ah Hwee / Tan, Ah Hwee -> Tan, Ah Hwee\n",
"Tan, Ah Hwee / Tan, A.-H. -> Tan, Ah Hwee\n",
"Teow, Loo Nin / Teow, Loo Nin -> Teow, Loo Nin\n",
"Teow, Loo Nin / Teow, L.-N. -> Teow, Loo Nin\n",
"Tan, Yuan Sin / Tan, Yuan Sin -> Tan, Yuan Sin\n",
"Tan, Yuan Sin / Tan, Y.-S. -> Tan, Yuan Sin\n",
"Nguyen, Kien Quang / Nguyen, K.Q. -> Nguyen, Kien Quang\n",
"Thawonmas, Ruck / Thawonmas, R. -> Thawonmas, Ruck\n",
"Rinaldo, Frank / Rinaldo, F. -> Rinaldo, Frank\n",
"Tan, Ah Hwee / Tan, Ah Hwee -> Tan, Ah Hwee\n",
"Tan, Ah Hwee / Tan, A.-H. -> Tan, Ah Hwee\n",
"Teow, Loo Nin / Teow, Loo Nin -> Teow, Loo Nin\n",
"Teow, Loo Nin / Teow, L.-N. -> Teow, Loo Nin\n",
"Wender, Stefan / Wender, S. -> Wender, Stefan\n",
"Watson, Ian / Watson, I. -> Watson, Ian\n",
"Wender, Stefan / Wender, Stefan -> Wender, Stefan\n",
"Wender, Stefan / Wender, S. -> Wender, Stefan\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n",
"Wender, Stefan / Wender, Stefan -> Wender, Stefan\n",
"Wender, Stefan / Wender, S. -> Wender, Stefan\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n",
"Wender, Stefan / Wender, Stefan -> Wender, Stefan\n",
"Wender, Stefan / Wender, S. -> Wender, Stefan\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n",
"Wilson, Aaron / Wilson, A. -> Wilson, Aaron\n",
"Fern, Alan / Fern, A. -> Fern, Alan\n",
"Tadepalli, Prasad / Tadepalli, P. -> Tadepalli, Prasad\n",
"Wilson, Aaron / Wilson, Aaron -> Wilson, Aaron\n",
"Wilson, Aaron / Wilson, A. -> Wilson, Aaron\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Wilson, Aaron / Wilson, Aaron -> Wilson, Aaron\n",
"Wilson, Aaron / Wilson, A. -> Wilson, Aaron\n",
"Fern, Alan / Fern, Alan -> Fern, Alan\n",
"Tadepalli, Prasad / Tadepalli, Prasad -> Tadepalli, Prasad\n",
"Zhang, Junge / Zhang, J. -> Zhang, Junge\n",
"Xiong, Shuo / Xiong, S. -> Xiong, Shuo\n",
"Iida, Hiroyuki / Iida, H. -> Iida, Hiroyuki\n",
"Xiong, Shuo / Xiong, Shuo -> Xiong, Shuo\n",
"Xiong, Shuo / Xiong, S. -> Xiong, Shuo\n",
"Iida, Hiroyuki / Iida, Hiroyuki -> Iida, Hiroyuki\n",
"Iida, Hiroyuki / Iida, H. -> Iida, Hiroyuki\n",
"Liu, Yongsheng / Liu, Yongsheng -> Liu, Yongsheng\n",
"Liu, Yongsheng / Liu, Yang -> Liu, Yongsheng\n",
"Huang, Jeff / Huang, Jeff -> Huang, Jeff\n",
"Huang, Jeff / Huang, J. -> Huang, Jeff\n",
"Ontanon, Santiago / Ontanon, S. -> Ontanon, Santiago\n",
"Yannakakis, Georgios N. / Yannakakis, Georgios N. -> Yannakakis, Georgios N.\n",
"Togelius, Julian / Togelius, Julian -> Togelius, Julian\n",
"Togelius, Julian / Togelius, J. -> Togelius, Julian\n",
"Young, Jay / Young, J. -> Young, Jay\n",
"Hawes, Nick / Hawes, N. -> Hawes, Nick\n",
"Young, Jay / Young, Jay -> Young, Jay\n",
"Young, Jay / Young, J. -> Young, Jay\n",
"Hawes, Nick / Hawes, Nick -> Hawes, Nick\n",
"Hawes, Nick / Hawes, N. -> Hawes, Nick\n",
"Young, Jay / Young, J. -> Young, Jay\n",
"Zelinka, Ivan / Zelinka, Ivan -> Zelinka, Ivan\n",
"Zelinka, Ivan / Zelinka, I. -> Zelinka, Ivan\n",
"Zhang, Junge / Zhang, Junge -> Zhang, Junge\n",
"Zhang, Junge / Zhang, J. -> Zhang, Junge\n",
"Zhang, Yingfeng / Zhang, Yan -> Zhang, Yingfeng\n",
"Zhang, Yingfeng / Zhang, Yi -> Zhang, Yingfeng\n",
"Nguyen, Kien Quang / Nguyen, Kien Quang -> Nguyen, Kien Quang\n",
"Thawonmas, Ruck / Thawonmas, Ruck -> Thawonmas, Ruck\n",
"Rinaldo, Frank / Rinaldo, Frank -> Rinaldo, Frank\n",
"Rinaldo, Frank / Rinaldo, F. -> Rinaldo, Frank\n",
"Watson, Ian / Watson, Ian -> Watson, Ian\n"
]
}
],
"source": [
"for entry in bib_data.entries:\n",
" for author_index in range(len(bib_data.entries[entry].persons['author'])):\n",
" current_author = bib_data.entries[entry].persons['author'][author_index]\n",
" chosen_name = current_author\n",
"\n",
" for new_author in authors:\n",
" if same_person_different_name(chosen_name, new_author):\n",
" chosen_name = best_name(new_author, chosen_name)\n",
" print(\"{} / {} -> {}\".format(chosen_name, new_author, chosen_name))\n",
" \n",
" bib_data.entries[entry].persons['author'][author_index] = chosen_name"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"bib_data.to_file('bib2.bib')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@reox
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reox commented Jan 20, 2020

This is a nice approach!

I think a good metric for names would also be co-authors. There is the problem with authors who share the same initials but you have only one of them expanded in your database. Especially nasty would be if you have A. Smith which gets expanded to Ann B. Smith but actually you wanted Andrew C. Smith.
With the co-authors, you could build a score for how certain you are for the name replacement.

@douglasrizzo
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Author

You mean, I check if A. Smith has more co-authors in common with Ann B. Smith or Andrew C. Smith and select the correct full name for A. Smith based on that? That also seems like a good heuristic, but the bib file would need to have all of these examples, whereas in the current approach, I just work with names, first letters and accents...

By the way, I did not end up applying this to my database. But it was a nice experiment.

@reox
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reox commented Jan 21, 2020

You mean, I check if A. Smith has more co-authors in common with Ann B. Smith or Andrew C. Smith and select the correct full name for A. Smith based on that?

yes, exactly!

but the bib file would need to have all of these examples

that is true. But you could at least give some warning if there are multiple replacements found for a single name and not replace it at all.

I did not end up applying this to my database

I would also just do this as a test, as I know I have these instances of names in the database. Sometimes it is very confusing as both persons work in the same field...

@reox
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reox commented Feb 25, 2020

It came to my mind that one really good solution would be ORCID. I think many articles already implement them and add them to the PDF.
Hence, it would be possible to grep them from the files and have then a ground truth for the names.

@douglasrizzo
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@reox the ORCID is indeed the solution to this problem, as it would work as an ID or primary key for all authors. Unfortunately, it is very rare to find ORCID information in bib files. We would need to:

  • have the PDF files of all the papers whose authors' names we want to normalize;
  • assume the PDFs contain their ORCIDs, and;
  • find a way to scrape it from PDF files with different formatting.

Maybe if there was a service that gave us author information if we gave them the DOI of the paper, or its title, we would have an easier time. I know JabRef has a way to acquire paper information, sometimes including full author names, through a paper's DOI.

@mhoban
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mhoban commented Jun 27, 2022

@douglasrizzo thanks for this! I adapted your code to use with pyzotero so it wouldn't be necessary to go through a bibtex intermediary. https://gist.github.com/mhoban/3564f789a934028f9898b0a316588dd1

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