Metrics

>>> from techminer2.packages.networks.co_occurrence.index_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
FINANCE 10:1866                            17     0.293665   0.904762  0.158323
FINTECH 10:1412                            16     0.239669   0.863636  0.145196
FINANCIAL_SERVICE 05:1115                  11     0.057505   0.678571  0.074187
CYBER_SECURITY 02:0342                      9     0.028947   0.655172  0.052388
COMMERCE 03:0846                            7     0.031384   0.612903  0.047843
SURVEYS 03:0484                             6     0.000000   0.575758  0.050608
ELECTRONIC_MONEY 03:0305                    6     0.009259   0.575758  0.037268
BLOCKCHAIN 02:0736                          6     0.019006   0.575758  0.033923
INVESTMENT 02:0418                          6     0.069103   0.593750  0.036107
DESIGN_METHODOLOGY_APPROACH 02:0329         6     0.004094   0.593750  0.045469
SALES 02:0329                               6     0.004094   0.593750  0.045469
FINANCIAL_INDUSTRIES 02:0323                6     0.000000   0.575758  0.046643
SECURITY_AND_PRIVACY 02:0323                6     0.000000   0.575758  0.046643
PERCEIVED_USEFULNESS 02:0346                5     0.003899   0.558824  0.028316
FINANCIAL_SERVICES_INDUSTRIES 02:0696       4     0.000000   0.542857  0.032397

>>> from techminer2.packages.networks.co_occurrence.index_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(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
FINANCE                            17     0.293665   0.904762  0.158323
FINTECH                            16     0.239669   0.863636  0.145196
FINANCIAL_SERVICE                  11     0.057505   0.678571  0.074187
CYBER_SECURITY                      9     0.028947   0.655172  0.052388
COMMERCE                            7     0.031384   0.612903  0.047843
SURVEYS                             6     0.000000   0.575758  0.050608
ELECTRONIC_MONEY                    6     0.009259   0.575758  0.037268
BLOCKCHAIN                          6     0.019006   0.575758  0.033923
INVESTMENT                          6     0.069103   0.593750  0.036107
DESIGN_METHODOLOGY_APPROACH         6     0.004094   0.593750  0.045469
SALES                               6     0.004094   0.593750  0.045469
FINANCIAL_INDUSTRIES                6     0.000000   0.575758  0.046643
SECURITY_AND_PRIVACY                6     0.000000   0.575758  0.046643
PERCEIVED_USEFULNESS                5     0.003899   0.558824  0.028316
FINANCIAL_SERVICES_INDUSTRIES       4     0.000000   0.542857  0.032397