Metrics

>>> from techminer2.packages.networks.co_occurrence.user import NetworkMetrics
>>> (
...     NetworkMetrics()
...     #
...     # FIELD:
...     .with_field("raw_keywords")
...     .having_terms_in_top(20)
...     .having_terms_ordered_by("OCC")
...     .having_term_occurrences_between(None, None)
...     .having_term_citations_between(None, None)
...     .having_terms_in(None)
...     #
...     # COUNTERS:
...     .using_term_counters(True)
...     #
...     # NETWORK:
...     .using_association_index("association")
...     #
...     # DATABASE:
...     .where_root_directory_is("example/")
...     .where_database_is("main")
...     .where_record_years_range_is(None, None)
...     .where_record_citations_range_is(None, None)
...     .where_records_match(None)
...     #
...     .run()
... ).head(15)
                                       Degree  Betweenness  Closeness  PageRank
FINTECH 32:5393                            16     0.305878   0.863636  0.172069
FINANCE 11:1950                            15     0.168525   0.826087  0.115158
COMMERCE 03:0846                           11     0.071313   0.703704  0.057044
FINANCIAL_SERVICE 04:1036                  10     0.040499   0.678571  0.062022
FINANCIAL_SERVICES 05:0746                  9     0.029890   0.655172  0.061755
INNOVATION 08:0990                          8     0.018751   0.633333  0.072217
FINANCIAL_INSTITUTION 03:0488               8     0.021815   0.633333  0.040117
BUSINESS_MODELS 03:1335                     7     0.009380   0.612903  0.036324
BLOCKCHAIN 03:0881                          7     0.008767   0.612903  0.036903
FINANCIAL_TECHNOLOGY 03:0461                6     0.025412   0.575758  0.035056
CROWDFUNDING 03:0335                        6     0.009640   0.593750  0.034090
ELECTRONIC_MONEY 03:0305                    6     0.000975   0.593750  0.031891
SUSTAINABILITY 03:0227                      6     0.013051   0.558824  0.041226
SUSTAINABLE_DEVELOPMENT 03:0227             6     0.013051   0.558824  0.041226
FINANCIAL_SERVICES_INDUSTRIES 02:0696       5     0.000000   0.513514  0.032790

>>> from techminer2.packages.networks.co_occurrence.user import NetworkMetrics
>>> (
...     NetworkMetrics()
...     #
...     # FIELD:
...     .with_field("raw_keywords")
...     .having_terms_in_top(20)
...     .having_terms_ordered_by("OCC")
...     .having_term_occurrences_between(None, None)
...     .having_term_citations_between(None, None)
...     .having_terms_in(None)
...     #
...     # COUNTERS:
...     .using_term_counters(False)
...     #
...     # NETWORK:
...     .using_association_index("association")
...     #
...     # DATABASE:
...     .where_root_directory_is("example/")
...     .where_database_is("main")
...     .where_record_years_range_is(None, None)
...     .where_record_citations_range_is(None, None)
...     .where_records_match(None)
...     #
...     .run()
... ).head(15)
                               Degree  Betweenness  Closeness  PageRank
FINTECH                            16     0.305878   0.863636  0.172069
FINANCE                            15     0.168525   0.826087  0.115158
COMMERCE                           11     0.071313   0.703704  0.057044
FINANCIAL_SERVICE                  10     0.040499   0.678571  0.062022
FINANCIAL_SERVICES                  9     0.029890   0.655172  0.061755
INNOVATION                          8     0.018751   0.633333  0.072217
FINANCIAL_INSTITUTION               8     0.021815   0.633333  0.040117
BUSINESS_MODELS                     7     0.009380   0.612903  0.036324
BLOCKCHAIN                          7     0.008767   0.612903  0.036903
FINANCIAL_TECHNOLOGY                6     0.025412   0.575758  0.035056
CROWDFUNDING                        6     0.009640   0.593750  0.034090
ELECTRONIC_MONEY                    6     0.000975   0.593750  0.031891
SUSTAINABILITY                      6     0.013051   0.558824  0.041226
SUSTAINABLE_DEVELOPMENT             6     0.013051   0.558824  0.041226
FINANCIAL_SERVICES_INDUSTRIES       5     0.000000   0.513514  0.032790