Factor Map#

>>> # grey colors: https://www.w3schools.com/colors/colors_shades.asp
>>> from techminer2.tech_mining.pca.tfidf_matrix.brute_force import factor_map
>>> factor_map(
...     #
...     # PARAMS:
...     field="author_keywords",
...     #
...     # TF PARAMS:
...     is_binary=True,
...     cooc_within=1,
...     #
...     # TF-IDF parameters:
...     norm=None,
...     use_idf=False,
...     smooth_idf=False,
...     sublinear_tf=False,
...     #
...     # ITEM PARAMS:
...     top_n=20,
...     occ_range=(None, None),
...     gc_range=(None, None),
...     custom_items=None,
...     #
...     # PCA PARAMS:
...     n_components=5,
...     whiten=False,
...     svd_solver="auto",
...     pca_tol=0.0,
...     iterated_power="auto",
...     n_oversamples=10,
...     power_iteration_normalizer="auto",
...     random_state=0,
...     #
...     # BRUTE FORCE PARAMS:
...     brute_force_labels={
...         'MOBILE_PAYMENT 03:0309': 0,
...         'FINANCIAL_INCLUSION 03:0590': 0, 'CASE_STUDIES 03:0442': 0,
...         'BLOCKCHAIN 03:0369': 0, 'CROWDFUNDING 03:0335': 0,
...         'FUTURE_RESEARCH 02:0691': 0, 'CYBER_SECURITY 02:0342': 0,
...         'ARTIFICIAL_INTELLIGENCE 02:0327': 0, 'DIGITALIZATION 03:0434': 1,
...         'BANKING 03:0375': 1, 'FINANCIAL_INSTITUTION 02:0484': 1,
...         'TECHNOLOGIES 02:0310': 1, 'SHADOW_BANKING 03:0643': 2,
...         'PEER_TO_PEER_LENDING 03:0324': 2, 'MARKETPLACE_LENDING 03:0317': 2,
...         'FINANCIAL_SERVICES 04:0667': 3, 'FINANCIAL_TECHNOLOGY 04:0551': 3,
...         'BUSINESS 03:0896': 3, 'FINTECH 31:5168': 4, 'INNOVATION 07:0911': 5
...     },
...     #
...     # LAYOUT:
...     nx_k=None,
...     nx_iterations=30,
...     nx_random_state=0,
...     #
...     # NODES:
...     node_color="#7793a5",
...     node_size_range=(30, 70),
...     textfont_size_range=(10, 20),
...     textfont_opacity_range=(0.35, 1.00),
...     #
...     # EDGES:
...     edge_colors=("#7793a5", "#7793a5", "#7793a5", "#7793a5"),
...     #
...     # AXES:
...     xaxes_range=None,
...     yaxes_range=None,
...     show_axes=False,
...     #
...     # DATABASE PARAMS:
...     root_dir="example/",
...     database="main",
...     year_filter=(None, None),
...     cited_by_filter=(None, None),
... ).write_html("sphinx/_static/analyze/pca/tfidf_matrix/pcd/factor_map.html")