>>> from techminer2.science_mapping.topic_modeling.nmf import terms_by_theme_summary
>>> terms_by_theme_summary(
... #
... # TF PARAMS:
... field="author_keywords",
... is_binary=True,
... cooc_within=1,
... #
... n_top_terms=5,
... #
... # ITEM FILTERS:
... top_n=None,
... occ_range=(None, None),
... gc_range=(None, None),
... custom_items=None,
... #
... # NMF PARAMS:
... n_components=10,
... init=None,
... solver="cd",
... beta_loss="frobenius",
... tol=0.0001,
... max_iter=200,
... alpha_W=0.0,
... alpha_H=0.0,
... l1_ratio=0.0,
... shuffle=False,
... random_state=0,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... )
Theme ... Terms
0 TH_0 ... FINTECH 31:5168; DIGITALIZATION 03:0434; CYBER...
1 TH_1 ... INNOVATION 07:0911; BANKING 03:0375; TECHNOLOG...
2 TH_2 ... SHADOW_BANKING 03:0643; FINTECH 31:5168; PEER_...
3 TH_3 ... MOBILE_PAYMENT 03:0309; CASE_STUDIES 03:0442; ...
4 TH_4 ... FINANCIAL_TECHNOLOGY 04:0551; ENVIRONMENTAL_GO...
5 TH_5 ... BUSINESS 03:0896; FINTECH 31:5168; FINANCIAL_S...
6 TH_6 ... ARTIFICIAL_INTELLIGENCE 02:0327; FINANCE 02:03...
7 TH_7 ... BLOCKCHAIN 03:0369; FINTECH 31:5168; REGTECH 0...
8 TH_8 ... P2P_LENDING 02:0161; FINTECH 31:5168; MARKETPL...
9 TH_9 ... FINANCIAL_INCLUSION 03:0590; FINTECH 31:5168; ...
[10 rows x 4 columns]