Metrics

>>> from techminer2.packages.networks.co_occurrence.keywords import NetworkMetrics
>>> (
...     NetworkMetrics()
...     #
...     # FIELD:
...     .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                            17     0.297229   0.904762  0.176778
FINANCE 11:1950                            15     0.146589   0.826087  0.106299
FINANCIAL_SERVICE 08:1680                  12     0.058925   0.730769  0.090850
COMMERCE 03:0846                           12     0.069688   0.730769  0.056386
FINANCIAL_INSTITUTION 04:0746               9     0.026023   0.655172  0.044484
INNOVATION 08:0990                          8     0.016138   0.633333  0.067003
FINANCIAL_SERVICES_INDUSTRIES 03:0949       8     0.007073   0.633333  0.040259
FINANCIAL_TECHNOLOGIES 03:0461              8     0.038012   0.633333  0.039879
BUSINESS_MODEL 04:1472                      7     0.003272   0.612903  0.043398
BLOCKCHAIN 04:0945                          7     0.004386   0.612903  0.037191
CROWDFUNDING 03:0335                        6     0.009552   0.593750  0.032085
SUSTAINABILITY 03:0227                      6     0.009607   0.558824  0.038928
SUSTAINABLE_DEVELOPMENT 03:0227             6     0.009607   0.558824  0.038928
FINANCIAL_INCLUSION 03:0590                 5     0.000000   0.575758  0.034408
ELECTRONIC_MONEY 03:0305                    5     0.000000   0.575758  0.026567

>>> (
...     NetworkMetrics()
...     #
...     # FIELD:
...     .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                            17     0.297229   0.904762  0.176778
FINANCE                            15     0.146589   0.826087  0.106299
FINANCIAL_SERVICE                  12     0.058925   0.730769  0.090850
COMMERCE                           12     0.069688   0.730769  0.056386
FINANCIAL_INSTITUTION               9     0.026023   0.655172  0.044484
INNOVATION                          8     0.016138   0.633333  0.067003
FINANCIAL_SERVICES_INDUSTRIES       8     0.007073   0.633333  0.040259
FINANCIAL_TECHNOLOGIES              8     0.038012   0.633333  0.039879
BUSINESS_MODEL                      7     0.003272   0.612903  0.043398
BLOCKCHAIN                          7     0.004386   0.612903  0.037191
CROWDFUNDING                        6     0.009552   0.593750  0.032085
SUSTAINABILITY                      6     0.009607   0.558824  0.038928
SUSTAINABLE_DEVELOPMENT             6     0.009607   0.558824  0.038928
FINANCIAL_INCLUSION                 5     0.000000   0.575758  0.034408
ELECTRONIC_MONEY                    5     0.000000   0.575758  0.026567