MetricsΒΆ
Example
>>> from techminer2.packages.networks.co_occurrence.descriptors 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 ... PageRank
FINTECH 44:6942 19 ... 0.137168
FINANCE 21:3481 19 ... 0.078102
TECHNOLOGIES 15:1810 19 ... 0.071642
FINANCIAL_SERVICE 12:2100 19 ... 0.065198
INNOVATION 15:2741 18 ... 0.065477
FINANCIAL_TECHNOLOGIES 14:2005 18 ... 0.066703
REGULATORS 08:0974 18 ... 0.050151
BANKS 09:1133 17 ... 0.048698
DATA 07:1086 17 ... 0.035346
BUSINESS_MODEL 05:1578 17 ... 0.034291
THE_DEVELOPMENT 08:1173 16 ... 0.042315
SERVICES 07:1226 16 ... 0.042786
BANKING 07:0851 16 ... 0.042321
INVESTMENT 06:1294 16 ... 0.037517
THE_FINANCIAL_SERVICES_INDUSTRY 06:1237 16 ... 0.042754
[15 rows x 4 columns]
Example
>>> from techminer2.packages.networks.co_occurrence.descriptors 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
FINTECH 19 0.016624 1.000000 0.137168
FINANCE 19 0.016624 1.000000 0.078102
TECHNOLOGIES 19 0.016624 1.000000 0.071642
FINANCIAL_SERVICE 19 0.016624 1.000000 0.065198
INNOVATION 18 0.014480 0.950000 0.065477
FINANCIAL_TECHNOLOGIES 18 0.011683 0.950000 0.066703
REGULATORS 18 0.011300 0.950000 0.050151
BANKS 17 0.007195 0.904762 0.048698
DATA 17 0.013603 0.904762 0.035346
BUSINESS_MODEL 17 0.008278 0.904762 0.034291
THE_DEVELOPMENT 16 0.007951 0.863636 0.042315
SERVICES 16 0.003987 0.863636 0.042786
BANKING 16 0.006415 0.863636 0.042321
INVESTMENT 16 0.003987 0.863636 0.037517
THE_FINANCIAL_SERVICES_INDUSTRY 16 0.003987 0.863636 0.042754