In [21]:
import itertools
import pandas as pd
import bib_parse
In [9]:
cited = bib_parse.bib_to_df('../bibtex/2017-02-01-times_cited_descending.bib')
newest = bib_parse.bib_to_df('../bibtex/2017-02-01-publication_date_newest.bib')
oldest = bib_parse.bib_to_df('../bibtex/2017-02-01-publication_date_oldest.bib')
c180 = bib_parse.bib_to_df('../bibtex/2017-02-01-useage_count_180.bib')
c2013 = bib_parse.bib_to_df('../bibtex/2017-02-01-useage_count_2013.bib')
dfs = [cited, newest, oldest, c180, c2013]
In [3]:
columns_of_interest = ['title', 'author', 'times-cited', 'year', 'journal',
'usage-count-since-2013', 'usage-count-(last-180-days)',
'web-of-science-categories']
In [4]:
cited[columns_of_interest]
Out[4]:
title
author
times-cited
year
journal
usage-count-since-2013
usage-count-(last-180-days)
web-of-science-categories
0
Email networks and the spread of computer viruses
Newman, MEJ and Forrest, S and Balthrop, J
1303
2002
PHYSICAL REVIEW E
171
24
Physics, Fluids \& Plasmas; Physics, Mathematical
1
Cascade-based attacks on complex networks
Motter, AE and Lai, YC
587
2002
PHYSICAL REVIEW E
108
14
Physics, Fluids \& Plasmas; Physics, Mathematical
2
The structure and function of complex networks
Newman, MEJ
6790
2003
SIAM REVIEW
1212
160
Mathematics, Applied
3
Sandpile on scale-free networks
Goh, KI and Lee, DS and Kahng, B and Kim, D
155
2003
PHYSICAL REVIEW LETTERS
18
2
Physics, Multidisciplinary
4
Model for cascading failures in complex networks
Crucitti, P and Latora, V and Marchiori, M
365
2004
PHYSICAL REVIEW E
63
7
Physics, Fluids \& Plasmas; Physics, Mathematical
5
Complex networks - Augmenting the framework fo...
Amaral, LAN and Ottino, JM
190
2004
EUROPEAN PHYSICAL JOURNAL B
28
2
Physics, Condensed Matter
6
Coevolution of dynamical states and interactio...
Zimmermann, MG and Eguiluz, VM and San Miguel, M
322
2004
PHYSICAL REVIEW E
22
3
Physics, Fluids \& Plasmas; Physics, Mathematical
7
The ``new{''} science of networks
Watts, DJ
311
2004
ANNUAL REVIEW OF SOCIOLOGY
96
6
Sociology
8
Cascade control and defense in complex networks
Motter, AE
314
2004
PHYSICAL REVIEW LETTERS
46
7
Physics, Multidisciplinary
9
Evidence for self-organized criticality in a t...
Carreras, BA and Newman, DE and Dobson, I and ...
144
2004
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-RE...
11
1
Engineering, Electrical \& Electronic
10
Network synchronization, diffusion, and the pa...
Motter, AE and Zhou, CS and Kurths, J
346
2005
PHYSICAL REVIEW E
35
5
Physics, Fluids \& Plasmas; Physics, Mathematical
11
Experimental study of inequality and unpredict...
Salganik, MJ and Dodds, PS and Watts, DJ
456
2006
SCIENCE
95
18
Multidisciplinary Sciences
12
Complex networks: Structure and dynamics
Boccaletti, S. and Latora, V. and Moreno, Y. a...
3988
2006
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
1105
140
Physics, Multidisciplinary
13
Nonequilibrium phase transition in the coevolu...
Holme, Petter and Newman, M. E. J.
215
2006
PHYSICAL REVIEW E
33
0
Physics, Fluids \& Plasmas; Physics, Mathematical
14
Complex systems analysis of series of blackout...
Dobson, Ian and Carreras, Benjamin A. and Lync...
194
2007
CHAOS
43
6
Mathematics, Applied; Physics, Mathematical
15
Complex contagions and the weakness of long ties
Centola, Damon and Macy, Michael
304
2007
AMERICAN JOURNAL OF SOCIOLOGY
61
4
Sociology
16
Influentials, networks, and public opinion for...
Watts, Duncan J. and Dodds, Peter Sheridan
433
2007
JOURNAL OF CONSUMER RESEARCH
184
27
Business
17
Geometric Interpretation of Gene Coexpression ...
Horvath, Steve and Dong, Jun
201
2008
PLOS COMPUTATIONAL BIOLOGY
39
3
Biochemical Research Methods; Mathematical \& ...
18
Critical phenomena in complex networks
Dorogovtsev, S. N. and Goltsev, A. V. and Mend...
843
2008
REVIEWS OF MODERN PHYSICS
249
33
Physics, Multidisciplinary
19
Statistical physics of social dynamics
Castellano, Claudio and Fortunato, Santo and L...
1193
2009
REVIEWS OF MODERN PHYSICS
312
43
Physics, Multidisciplinary
20
Contagion in financial networks
Gai, Prasanna and Kapadia, Sujit
160
2010
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICA...
62
11
Multidisciplinary Sciences
21
Social and Economic Networks
Jackson, MO
745
2008
NaN
28
6
Economics; Sociology
22
Networks formed from interdependent networks
Gao, Jianxi and Buldyrev, Sergey V. and Stanle...
282
2012
NATURE PHYSICS
104
16
Physics, Multidisciplinary
23
Globally networked risks and how to respond
Helbing, Dirk
148
2013
NATURE
152
9
Multidisciplinary Sciences
24
The structure and dynamics of multilayer networks
Boccaletti, S. and Bianconi, G. and Criado, R....
398
2014
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
249
49
Physics, Multidisciplinary
In [5]:
newest[columns_of_interest]
Out[5]:
title
author
times-cited
year
journal
usage-count-since-2013
usage-count-(last-180-days)
web-of-science-categories
0
Predicting charitable donations using social m...
Korolov, Rostyslav and Peabody, Justin and Lav...
0
2016
SOCIAL NETWORK ANALYSIS AND MINING
23
23
Computer Science, Information Systems
1
Cascading failures with local load redistribut...
Hong, Chen and Zhang, Jun and Du, Wen-Bo and M...
0
2016
INTERNATIONAL JOURNAL OF MODERN PHYSICS C
18
18
Computer Science, Interdisciplinary Applicatio...
2
A configurational approach to network topology...
Ozkan-Canbolat, Ela and Beraha, Aydin
0
2016
JOURNAL OF BUSINESS RESEARCH
3
3
Business
3
Identification of influential nodes in social ...
Zhao, Yuxin and Li, Shenghong and Jin, Feng
0
2016
NEUROCOMPUTING
13
13
Computer Science, Artificial Intelligence
4
Coexistence in Preferential Attachment Networks
Antunovic, Tonci and Mossel, Elchanan and Racz...
0
2016
COMBINATORICS PROBABILITY \& COMPUTING
0
0
Computer Science, Theory \& Methods; Mathemati...
5
Analysis of the Chinese provincial air transpo...
Du, Wen-Bo and Liang, Bo-Yuan and Hong, Chen a...
0
2017
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
15
15
Physics, Multidisciplinary
6
Collective Influence of Multiple Spreaders Eva...
Teng, Xian and Pei, Sen and Morone, Flaviano a...
0
2016
SCIENTIFIC REPORTS
4
4
Multidisciplinary Sciences
7
Evolution prediction of multi-scale informatio...
Wu, Tao and Chen, Leiting and Xian, Xingping a...
0
2016
KNOWLEDGE-BASED SYSTEMS
9
9
Computer Science, Artificial Intelligence
8
Near-Optimal Algorithms for Controlling Propag...
Zhang, Yao and Adiga, Abhijin and Saha, Sudip ...
0
2016
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINE...
1
1
Computer Science, Artificial Intelligence; Com...
9
Limitations of discrete-time approaches to con...
Fennell, Peter G. and Melnik, Sergey and Glees...
0
2016
PHYSICAL REVIEW E
4
4
Physics, Fluids \& Plasmas; Physics, Mathematical
10
Optimal selection of nodes to propagate influe...
Sun, Yifan
0
2016
EUROPEAN PHYSICAL JOURNAL B
1
1
Physics, Condensed Matter
11
Resistance maximization principle for defendin...
Li, Angsheng and Zhang, Xiaohui and Pan, Yicheng
0
2017
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
7
7
Physics, Multidisciplinary
12
Evolution of Linux operating system network
Xiao, Guanping and Zheng, Zheng and Wang, Haoqin
0
2017
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
12
12
Physics, Multidisciplinary
13
Robustness and Vulnerability of Networks with ...
Bai, Ya-Nan and Huang, Ning and Wang, Lei and ...
0
2016
SCIENTIFIC REPORTS
10
10
Multidisciplinary Sciences
14
Levy random walks on multiplex networks
Guo, Quantong and Cozzo, Emanuele and Zheng, Z...
0
2016
SCIENTIFIC REPORTS
3
3
Multidisciplinary Sciences
15
Dynamics in local influence cascading models
Bo Ouyang and Teng, Zhaosheng and Tang, Qiu
0
2016
CHAOS SOLITONS \& FRACTALS
3
3
Mathematics, Interdisciplinary Applications; P...
16
Project systemic risk: Application examples of...
Ellinas, Christos and Allan, Neil and Johansso...
0
2016
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS
3
3
Engineering, Industrial; Engineering, Manufact...
17
Competition of simple and complex adoption on ...
Czaplicka, Agnieszka and Toral, Raul and Migue...
0
2016
PHYSICAL REVIEW E
5
5
Physics, Fluids \& Plasmas; Physics, Mathematical
18
Credit default swaps and systemic risk
Cont, Rama and Minca, Andreea
0
2016
ANNALS OF OPERATIONS RESEARCH
1
1
Operations Research \& Management Science
19
Diffusion of behavior in network games with th...
Huang, Jia-Ping and Koster, Maurice and Lindne...
0
2016
MATHEMATICAL SOCIAL SCIENCES
0
0
Economics; Mathematics, Interdisciplinary Appl...
20
Diverse types of percolation transitions
Lee, Deokjae and Cho, Y. S. and Kahng, B.
0
2016
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EX...
1
1
Mechanics; Physics, Mathematical
21
Modelling the distance impedance of protest at...
Traag, V. A. and Quax, R. and Sloot, P. M. A.
0
2017
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
0
0
Physics, Multidisciplinary
22
Identification of influential spreaders in onl...
Al-garadi, Mohammed Ali and Varathan, Kasturi ...
0
2017
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
4
4
Physics, Multidisciplinary
23
A CAMEL DRIVER IN THE ACHAEMENID PERSIAN EMPIR...
Samuels, J. Troy
0
2016
BULLETIN OF THE INSTITUTE OF CLASSICAL STUDIES
0
0
Classics
24
Influence of trust in the spreading of informa...
Wu, Hongrun and Arenas, Alex and Gomez, Sergio
0
2017
PHYSICAL REVIEW E
0
0
Physics, Fluids \& Plasmas; Physics, Mathematical
In [6]:
oldest[columns_of_interest]
Out[6]:
title
author
times-cited
year
journal
usage-count-since-2013
usage-count-(last-180-days)
web-of-science-categories
0
Vertex overload breakdown in evolving networks
Holme, P and Kim, BJ
35
2002
PHYSICAL REVIEW E
14
0
Physics, Fluids \& Plasmas; Physics, Mathematical
1
Email networks and the spread of computer viruses
Newman, MEJ and Forrest, S and Balthrop, J
1303
2002
PHYSICAL REVIEW E
171
24
Physics, Fluids \& Plasmas; Physics, Mathematical
2
Edge overload breakdown in evolving networks
Holme, P
59
2002
PHYSICAL REVIEW E
9
1
Physics, Fluids \& Plasmas; Physics, Mathematical
3
Cascade-based attacks on complex networks
Motter, AE and Lai, YC
587
2002
PHYSICAL REVIEW E
108
14
Physics, Fluids \& Plasmas; Physics, Mathematical
4
Deciphering metabolic networks
Fiehn, O and Weckwerth, W
72
2003
EUROPEAN JOURNAL OF BIOCHEMISTRY
17
1
Biochemistry \& Molecular Biology
5
Critical load and congestion instabilities in ...
Moreno, Y and Pastor-Satorras, R and Vazquez, ...
114
2003
EUROPHYSICS LETTERS
21
2
Physics, Multidisciplinary
6
The structure and function of complex networks
Newman, MEJ
6790
2003
SIAM REVIEW
1212
160
Mathematics, Applied
7
Sandpile on scale-free networks
Goh, KI and Lee, DS and Kahng, B and Kim, D
155
2003
PHYSICAL REVIEW LETTERS
18
2
Physics, Multidisciplinary
8
Network dynamics of ongoing social relationships
Holme, P
31
2003
EUROPHYSICS LETTERS
2
0
Physics, Multidisciplinary
9
Branching process approach to avalanche dynami...
Lee, DS and Goh, KI and Kahng, B and Kim, D
20
2004
JOURNAL OF THE KOREAN PHYSICAL SOCIETY
2
0
Physics, Multidisciplinary
10
Two-peak and three-peak optimal complex networks
Valente, AXCN and Sarkar, A and Stone, HA
78
2004
PHYSICAL REVIEW LETTERS
9
0
Physics, Multidisciplinary
11
Model for cascading failures in complex networks
Crucitti, P and Latora, V and Marchiori, M
365
2004
PHYSICAL REVIEW E
63
7
Physics, Fluids \& Plasmas; Physics, Mathematical
12
Complex networks - Augmenting the framework fo...
Amaral, LAN and Ottino, JM
190
2004
EUROPEAN PHYSICAL JOURNAL B
28
2
Physics, Condensed Matter
13
Universal behavior in a generalized model of c...
Dodds, PS and Watts, DJ
140
2004
PHYSICAL REVIEW LETTERS
37
1
Physics, Multidisciplinary
14
Coevolution of dynamical states and interactio...
Zimmermann, MG and Eguiluz, VM and San Miguel, M
322
2004
PHYSICAL REVIEW E
22
3
Physics, Fluids \& Plasmas; Physics, Mathematical
15
Information cascades and the distribution of e...
Ormerod, P
7
2004
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
1
0
Physics, Multidisciplinary
16
The ``new{''} science of networks
Watts, DJ
311
2004
ANNUAL REVIEW OF SOCIOLOGY
96
6
Sociology
17
Cascade control and defense in complex networks
Motter, AE
314
2004
PHYSICAL REVIEW LETTERS
46
7
Physics, Multidisciplinary
18
Evidence for self-organized criticality in a t...
Carreras, BA and Newman, DE and Dobson, I and ...
144
2004
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-RE...
11
1
Engineering, Electrical \& Electronic
19
The effect of landscape structure on community...
With, KA and King, AW
17
2004
ECOLOGICAL MODELLING
20
1
Ecology
20
Cascading failures in coupled map lattices
Wang, XF and Xu, J
57
2004
PHYSICAL REVIEW E
15
0
Physics, Fluids \& Plasmas; Physics, Mathematical
21
Random networks with tunable degree distributi...
Volz, E
47
2004
PHYSICAL REVIEW E
7
0
Physics, Fluids \& Plasmas; Physics, Mathematical
22
A model of fads, fashions, and group formation
Tassier, T
7
2004
COMPLEXITY
5
0
Mathematics, Interdisciplinary Applications; M...
23
The emperor's dilemma: A computational model o...
Centola, D and Willer, R and Macy, M
89
2005
AMERICAN JOURNAL OF SOCIOLOGY
23
4
Sociology
24
Cascading failures in scale-free coupled map l...
Xu, H and Wang, XF
0
2005
NaN
0
0
Engineering, Electrical \& Electronic
In [7]:
c180[columns_of_interest]
Out[7]:
title
author
times-cited
year
journal
usage-count-since-2013
usage-count-(last-180-days)
web-of-science-categories
0
Email networks and the spread of computer viruses
Newman, MEJ and Forrest, S and Balthrop, J
1303
2002
PHYSICAL REVIEW E
171
24
Physics, Fluids \& Plasmas; Physics, Mathematical
1
Cascade-based attacks on complex networks
Motter, AE and Lai, YC
587
2002
PHYSICAL REVIEW E
108
14
Physics, Fluids \& Plasmas; Physics, Mathematical
2
The structure and function of complex networks
Newman, MEJ
6790
2003
SIAM REVIEW
1212
160
Mathematics, Applied
3
Experimental study of inequality and unpredict...
Salganik, MJ and Dodds, PS and Watts, DJ
456
2006
SCIENCE
95
18
Multidisciplinary Sciences
4
Complex networks: Structure and dynamics
Boccaletti, S. and Latora, V. and Moreno, Y. a...
3988
2006
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
1105
140
Physics, Multidisciplinary
5
Influentials, networks, and public opinion for...
Watts, Duncan J. and Dodds, Peter Sheridan
433
2007
JOURNAL OF CONSUMER RESEARCH
184
27
Business
6
Critical phenomena in complex networks
Dorogovtsev, S. N. and Goltsev, A. V. and Mend...
843
2008
REVIEWS OF MODERN PHYSICS
249
33
Physics, Multidisciplinary
7
Statistical physics of social dynamics
Castellano, Claudio and Fortunato, Santo and L...
1193
2009
REVIEWS OF MODERN PHYSICS
312
43
Physics, Multidisciplinary
8
Networks formed from interdependent networks
Gao, Jianxi and Buldyrev, Sergey V. and Stanle...
282
2012
NATURE PHYSICS
104
16
Physics, Multidisciplinary
9
Social Networks and the Diffusion of User-Gene...
Susarla, Anjana and Oh, Jeong-Ha and Tan, Yong
56
2012
INFORMATION SYSTEMS RESEARCH
154
18
Information Science \& Library Science; Manage...
10
Emotions and Information Diffusion in Social M...
Stieglitz, Stefan and Dang-Xuan, Linh
74
2013
JOURNAL OF MANAGEMENT INFORMATION SYSTEMS
235
38
Computer Science, Information Systems; Informa...
11
The structure and dynamics of multilayer networks
Boccaletti, S. and Bianconi, G. and Criado, R....
398
2014
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
249
49
Physics, Multidisciplinary
12
Influence maximization in complex networks thr...
Morone, Flaviano and Makse, Hernan A.
53
2015
NATURE
76
29
Multidisciplinary Sciences
13
Epidemic processes in complex networks
Pastor-Satorras, Romualdo and Castellano, Clau...
122
2015
REVIEWS OF MODERN PHYSICS
123
42
Physics, Multidisciplinary
14
Spatio-temporal propagation of cascading overl...
Zhao, Jichang and Li, Daqing and Sanhedrai, Hi...
3
2016
NATURE COMMUNICATIONS
32
15
Multidisciplinary Sciences
15
The Structural Virality of Online Diffusion
Goel, Sharad and Anderson, Ashton and Hofman, ...
4
2016
MANAGEMENT SCIENCE
31
17
Management; Operations Research \& Management ...
16
Strength of weak layers in cascading failures ...
Lee, Kyu-Min and Goh, K. -I.
0
2016
SCIENTIFIC REPORTS
15
14
Multidisciplinary Sciences
17
Suppressing disease spreading by using informa...
Wang, Wei and Liu, Quan-Hui and Cai, Shi-Min a...
1
2016
SCIENTIFIC REPORTS
15
15
Multidisciplinary Sciences
18
Recent advances on failure and recovery in net...
Shekhtman, Louis M. and Danziger, Michael M. a...
0
2016
CHAOS SOLITONS \& FRACTALS
39
39
Mathematics, Interdisciplinary Applications; P...
19
Predicting charitable donations using social m...
Korolov, Rostyslav and Peabody, Justin and Lav...
0
2016
SOCIAL NETWORK ANALYSIS AND MINING
23
23
Computer Science, Information Systems
20
Evaluating information diffusion speed and its...
Yoo, Eunae and Rand, William and Eftekhar, Mah...
2
2016
JOURNAL OF OPERATIONS MANAGEMENT
21
21
Management; Operations Research \& Management ...
21
Cascading failures with local load redistribut...
Hong, Chen and Zhang, Jun and Du, Wen-Bo and M...
0
2016
INTERNATIONAL JOURNAL OF MODERN PHYSICS C
18
18
Computer Science, Interdisciplinary Applicatio...
22
Vital nodes identification in complex networks
Lu, Linyuan and Chen, Duanbing and Ren, Xiao-L...
3
2016
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
36
36
Physics, Multidisciplinary
23
Dynamics of information diffusion and its appl...
Zhang, Zi-Ke and Liu, Chuang and Zhan, Xiu-Xiu...
0
2016
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
22
22
Physics, Multidisciplinary
24
Analysis of the Chinese provincial air transpo...
Du, Wen-Bo and Liang, Bo-Yuan and Hong, Chen a...
0
2017
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLIC...
15
15
Physics, Multidisciplinary
In [8]:
c2013[columns_of_interest]
Out[8]:
title
author
times-cited
year
journal
usage-count-since-2013
usage-count-(last-180-days)
web-of-science-categories
0
Email networks and the spread of computer viruses
Newman, MEJ and Forrest, S and Balthrop, J
1303
2002
PHYSICAL REVIEW E
171
24
Physics, Fluids \& Plasmas; Physics, Mathematical
1
Cascade-based attacks on complex networks
Motter, AE and Lai, YC
587
2002
PHYSICAL REVIEW E
108
14
Physics, Fluids \& Plasmas; Physics, Mathematical
2
The structure and function of complex networks
Newman, MEJ
6790
2003
SIAM REVIEW
1212
160
Mathematics, Applied
3
The ``new{''} science of networks
Watts, DJ
311
2004
ANNUAL REVIEW OF SOCIOLOGY
96
6
Sociology
4
Experimental study of inequality and unpredict...
Salganik, MJ and Dodds, PS and Watts, DJ
456
2006
SCIENCE
95
18
Multidisciplinary Sciences
5
Complex networks: Structure and dynamics
Boccaletti, S. and Latora, V. and Moreno, Y. a...
3988
2006
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
1105
140
Physics, Multidisciplinary
6
Influentials, networks, and public opinion for...
Watts, Duncan J. and Dodds, Peter Sheridan
433
2007
JOURNAL OF CONSUMER RESEARCH
184
27
Business
7
The network structure of exploration and explo...
Lazer, David and Friedman, Allan
129
2007
ADMINISTRATIVE SCIENCE QUARTERLY
99
11
Business; Management
8
Critical phenomena in complex networks
Dorogovtsev, S. N. and Goltsev, A. V. and Mend...
843
2008
REVIEWS OF MODERN PHYSICS
249
33
Physics, Multidisciplinary
9
Communities, knowledge creation, and informati...
Lambiotte, R. and Panzarasa, P.
55
2009
JOURNAL OF INFORMETRICS
75
7
Computer Science, Interdisciplinary Applicatio...
10
Statistical physics of social dynamics
Castellano, Claudio and Fortunato, Santo and L...
1193
2009
REVIEWS OF MODERN PHYSICS
312
43
Physics, Multidisciplinary
11
Will It Spread or Not? The Effects of Social I...
Delre, Sebastiano A. and Jager, Wander and Bij...
61
2010
JOURNAL OF PRODUCT INNOVATION MANAGEMENT
92
8
Business; Engineering, Industrial; Management
12
Networks formed from interdependent networks
Gao, Jianxi and Buldyrev, Sergey V. and Stanle...
282
2012
NATURE PHYSICS
104
16
Physics, Multidisciplinary
13
The Dynamics of Protest Recruitment through an...
Gonzalez-Bailon, Sandra and Borge-Holthoefer, ...
102
2011
SCIENTIFIC REPORTS
79
11
Multidisciplinary Sciences
14
Social Networks and the Diffusion of User-Gene...
Susarla, Anjana and Oh, Jeong-Ha and Tan, Yong
56
2012
INFORMATION SYSTEMS RESEARCH
154
18
Information Science \& Library Science; Manage...
15
Opinion mining in social media: Modeling, simu...
Sobkowicz, Pawel and Kaschesky, Michael and Bo...
30
2012
GOVERNMENT INFORMATION QUARTERLY
100
6
Information Science \& Library Science
16
BUSINESS INTELLIGENCE IN BLOGS: UNDERSTANDING ...
Chau, Michael and Xu, Jennifer
43
2012
MIS QUARTERLY
143
11
Computer Science, Information Systems; Informa...
17
Globally networked risks and how to respond
Helbing, Dirk
148
2013
NATURE
152
9
Multidisciplinary Sciences
18
Emotions and Information Diffusion in Social M...
Stieglitz, Stefan and Dang-Xuan, Linh
74
2013
JOURNAL OF MANAGEMENT INFORMATION SYSTEMS
235
38
Computer Science, Information Systems; Informa...
19
Virality Prediction and Community Structure in...
Weng, Lilian and Menczer, Filippo and Ahn, Yon...
50
2013
SCIENTIFIC REPORTS
74
9
Multidisciplinary Sciences
20
Herbivores in a small world: network theory hi...
Fox, Rebecca J. and Bellwood, David R.
9
2014
FUNCTIONAL ECOLOGY
71
6
Ecology
21
Spatial correlation analysis of cascading fail...
Li Daqing and Jiang Yinan and Rui, Kang and Ha...
2
2014
SCIENTIFIC REPORTS
88
12
Multidisciplinary Sciences
22
The structure and dynamics of multilayer networks
Boccaletti, S. and Bianconi, G. and Criado, R....
398
2014
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
249
49
Physics, Multidisciplinary
23
Influence maximization in complex networks thr...
Morone, Flaviano and Makse, Hernan A.
53
2015
NATURE
76
29
Multidisciplinary Sciences
24
Epidemic processes in complex networks
Pastor-Satorras, Romualdo and Castellano, Clau...
122
2015
REVIEWS OF MODERN PHYSICS
123
42
Physics, Multidisciplinary
In [12]:
wos_cats = [x['web-of-science-categories'].tolist() for x in dfs]
cats_str = ', '.join(list(itertools.chain(*wos_cats)))
cats = pd.Series(cats_str.split(', '))
In [25]:
cats.value_counts()
Out[25]:
Physics 59
Multidisciplinary 35
Mathematical 27
Fluids \& Plasmas; Physics 21
Multidisciplinary Sciences 17
Computer Science 12
Mathematics 8
Sociology 5
Applied 4
Engineering 4
Business 4
Interdisciplinary Applications; Physics 4
Electrical \& Electronic 4
Information Systems; Information Science \& Library\nScience; Management 3
Condensed Matter 3
Ecology 2
Information Science \& Library Science; Management 2
Artificial Intelligence 2
Management; Operations Research \& Management Science 2
Information Systems 2
Multidisciplinary;\nPhysics 2
Interdisciplinary Applications; Social Sciences 1
Operations Research \& Management Science 1
Applied; Physics 1
Information\nSystems; Engineering 1
Classics 1
Industrial; Management 1
Mechanics; Physics 1
Interdisciplinary Applications; Information Science \&\nLibrary Science 1
Mathematical Methods 1
Biochemistry \& Molecular Biology 1
Theory \& Methods; Mathematics; Statistics \&\nProbability 1
Interdisciplinary Applications; Multidisciplinary Sciences 1
Business; Management 1
Economics; Sociology 1
Information Science \& Library Science 1
Artificial Intelligence; Computer Science 1
Economics; Mathematics 1
Business; Engineering 1
Manufacturing; Operations Research\n\& Management Science 1
Industrial; Engineering 1
Biochemical Research Methods; Mathematical \& Computational Biology 1
dtype: int64
In [ ]:
Content source: chendaniely/mann_lit_review
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