General Metrics Data Frame

Example

>>> from techminer2.thesaurus.countries import (
...     InitializeThesaurus as CreateCountryThesaurus,
...     ApplyThesaurus as ApplyCountryThesaurus,
... )
>>> from techminer2.thesaurus.organizations import (
...     InitializeThesaurus as CreateOrganizationsThesaurus,
...     ApplyThesaurus as ApplyOrganizationsThesaurus,
... )
>>> from techminer2.thesaurus.descriptors import (
...     InitializeThesaurus as CreateDescriptorsThesaurus,
...     ApplyThesaurus as ApplyDescriptorsThesaurus,
... )

>>> # Create and appli thesauri
>>> CreateCountryThesaurus(root_directory="examples/fintech/", quiet=True).run()
>>> ApplyCountryThesaurus(root_directory="examples/fintech/", quiet=True).run()
>>> CreateOrganizationsThesaurus(root_directory="examples/fintech/", quiet=True).run()
>>> ApplyOrganizationsThesaurus(root_directory="examples/fintech/", quiet=True).run()
>>> CreateDescriptorsThesaurus(root_directory="examples/fintech/", quiet=True).run()
>>> ApplyDescriptorsThesaurus(root_directory="examples/fintech/", quiet=True).run()

>>> # Create, configure, and run the DataFrame geneartor
>>> from techminer2.database.metrics.general import DataFrame
>>> df = (
...     DataFrame()
...     #
...     # DATABASE:
...     .where_root_directory_is("examples/fintech/")
...     .where_database_is("main")
...     .where_record_years_range_is(None, None)
...     .where_record_citations_range_is(None, None)
...     .where_records_match(None)
...     #
...     .run()
... )
>>> df 
                                                                  Value
Category          Item
GENERAL           Timespan                                    2015:2019
                  Documents                                          50
                  Annual growth rate %                           118.67
                  Document average age                             7.24
                  References                                       3213
                  Average citations per document                  162.7
                  Average citations per document per year         32.54
                  Average references per document                 64.26
                  Sources                                            41
                  Average documents per source                     1.22
DOCUMENT TYPES    Article                                            37
                  Book                                                1
                  Conference paper                                    4
                  Editorial                                           2
                  Review                                              6
AUTHORS           Authors                                           115
                  Authors of single-authored documents               12
                  Single-authored documents                          12
                  Multi-authored documents                           38
                  Authors per document                             2.52
                  Co-authors per document                           3.0
                  International co-authorship %                   30.61
                  Author appearances                                126
                  Documents per author                              0.4
                  Collaboration index                              3.32
                  organizations                                      90
                  Organizations (1st author)                         42
                  Countries                                          24
                  Countries (1st author)                             18
                  Regions                                             5
                  Subregions                                          9
KEYWORDS          Author keywords (raw)                             148
                  Author keywords (cleaned)                         148
                  Index keywords (raw)                              179
                  Index keywords (cleaned)                          178
                  Keywords (raw)                                    279
                  Keywords (cleaned)                                278
NOUNS AND PHRASES Document title nouns and phrases (raw)            126
                  Document title nouns and phrases (cleaned)        124
                  Abstract nouns and phrases (raw)                 1556
                  Abstract nouns and phrases (cleaned)             1520
                  Nouns and phrases (raw)                          1612
                  Nouns and phrases (cleaned)                      1572
DESCRIPTORS       Descriptors (raw)                                1612
                  Descriptors (cleaned)                            1572