To Brute Force Labels

>>> from techminer2.science_mapping.co_occurrence import to_brute_force_labels
>>> brute_force_labels = to_brute_force_labels(
...     #
...     # PARAMS:
...     field='author_keywords',
...     #
...     # COLUMN PARAMS:
...     top_n=20,
...     occ_range=(None, None),
...     gc_range=(None, None),
...     custom_items=None,
...     #
...     # NETWORK PARAMS:
...     algorithm_or_dict="louvain",
...     association_index="association",
...     #
...     # DATABASE PARAMS:
...     root_dir="example/",
...     database="main",
...     year_filter=(None, None),
...     cited_by_filter=(None, None),
... )
>>> from pprint import pprint
>>> pprint(brute_force_labels)
{'ARTIFICIAL_INTELLIGENCE 02:0327': 3,
 'BANKING 02:0291': 1,
 'BLOCKCHAIN 02:0305': 0,
 'BUSINESS_MODELS 02:0759': 0,
 'CASE_STUDY 02:0340': 0,
 'CROWDFUNDING 03:0335': 0,
 'CYBER_SECURITY 02:0342': 0,
 'FINANCE 02:0309': 3,
 'FINANCIAL_INCLUSION 03:0590': 0,
 'FINANCIAL_SERVICES 04:0667': 1,
 'FINANCIAL_TECHNOLOGY 03:0461': 1,
 'FINTECH 31:5168': 0,
 'INNOVATION 07:0911': 1,
 'LENDINGCLUB 02:0253': 2,
 'MARKETPLACE_LENDING 03:0317': 2,
 'PEER_TO_PEER_LENDING 02:0253': 2,
 'REGTECH 02:0266': 0,
 'ROBOTS 02:0289': 3,
 'SHADOW_BANKING 02:0253': 2,
 'TECHNOLOGY 02:0310': 1}

>>> from techminer2.science_mapping.co_occurrence import communities
>>> print(communities(
...     #
...     # PARAMS:
...     field='author_keywords',
...     #
...     # COLUMN PARAMS:
...     top_n=20,
...     occ_range=(None, None),
...     gc_range=(None, None),
...     custom_items=None,
...     #
...     # NETWORK PARAMS:
...     algorithm_or_dict=brute_force_labels,
...     association_index="association",
...     #
...     # DATABASE PARAMS:
...     root_dir="example/",
...     database="main",
...     year_filter=(None, None),
...     cited_by_filter=(None, None),
... ).to_markdown())
|    | CL_0                        | CL_1                         | CL_2                         | CL_3                            |
|---:|:----------------------------|:-----------------------------|:-----------------------------|:--------------------------------|
|  0 | FINTECH 31:5168             | INNOVATION 07:0911           | MARKETPLACE_LENDING 03:0317  | ARTIFICIAL_INTELLIGENCE 02:0327 |
|  1 | FINANCIAL_INCLUSION 03:0590 | FINANCIAL_SERVICES 04:0667   | LENDINGCLUB 02:0253          | FINANCE 02:0309                 |
|  2 | CROWDFUNDING 03:0335        | FINANCIAL_TECHNOLOGY 03:0461 | PEER_TO_PEER_LENDING 02:0253 | ROBOTS 02:0289                  |
|  3 | BUSINESS_MODELS 02:0759     | TECHNOLOGY 02:0310           | SHADOW_BANKING 02:0253       |                                 |
|  4 | CYBER_SECURITY 02:0342      | BANKING 02:0291              |                              |                                 |
|  5 | CASE_STUDY 02:0340          |                              |                              |                                 |
|  6 | BLOCKCHAIN 02:0305          |                              |                              |                                 |
|  7 | REGTECH 02:0266             |                              |                              |                                 |