In [1]:

    

import pandas as pd
import bib_parse


    

In [2]:

    

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')


    

In [3]:

    

cited.columns


    

    
Out[3]:





Index(['ENTRYTYPE', 'ID', 'abstract', 'address', 'affiliation',
       'article-number', 'author', 'author-email', 'booktitle',
       'cited-references', 'doc-delivery-number', 'doi', 'eissn',
       'funding-acknowledgement', 'funding-text', 'isbn', 'issn', 'journal',
       'journal-iso', 'keyword', 'keywords-plus', 'language', 'month',
       'number', 'number-of-cited-references', 'orcid-numbers', 'pages',
       'publisher', 'research-areas', 'researcherid-numbers', 'times-cited',
       'title', 'type', 'unique-id', 'usage-count-(last-180-days)',
       'usage-count-since-2013', 'volume', 'web-of-science-categories',
       'year'],
      dtype='object')

In [4]:

    

of_interest = pd.merge(left=cited, right=pd.DataFrame(c2013['unique-id']), on='unique-id', how='inner')


    

In [5]:

    

of_interest[['title', 'author', 'times-cited', 'year', 'journal',
             'usage-count-since-2013', 'usage-count-(last-180-days)',
             'web-of-science-categories']].\
    sort_values('year', ascending=False)


    

    
Out[5]:






  

    

      

      
title
      
author
      
times-cited
      
year
      
journal
      
usage-count-since-2013
      
usage-count-(last-180-days)
      
web-of-science-categories
    
  
  

    

      
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
    
    

      
10
      
Globally networked risks and how to respond
      
Helbing, Dirk
      
148
      
2013
      
NATURE
      
152
      
9
      
Multidisciplinary Sciences
    
    

      
9
      
Networks formed from interdependent networks
      
Gao, Jianxi and Buldyrev, Sergey V. and Stanle...
      
282
      
2012
      
NATURE PHYSICS
      
104
      
16
      
Physics, Multidisciplinary
    
    

      
8
      
Statistical physics of social dynamics
      
Castellano, Claudio and Fortunato, Santo and L...
      
1193
      
2009
      
REVIEWS OF MODERN PHYSICS
      
312
      
43
      
Physics, Multidisciplinary
    
    

      
7
      
Critical phenomena in complex networks
      
Dorogovtsev, S. N. and Goltsev, A. V. and Mend...
      
843
      
2008
      
REVIEWS OF MODERN PHYSICS
      
249
      
33
      
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
    
    

      
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
    
    

      
3
      
The ``new{''} science of networks
      
Watts, DJ
      
311
      
2004
      
ANNUAL REVIEW OF SOCIOLOGY
      
96
      
6
      
Sociology
    
    

      
2
      
The structure and function of complex networks
      
Newman, MEJ
      
6790
      
2003
      
SIAM REVIEW
      
1212
      
160
      
Mathematics, Applied
    
    

      
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
    
  

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