>>> from techminer2.tech_mining.pca.tfidf_matrix.hierarchical import cluster_centers
>>> cluster_centers(
... #
... # 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",
... tol=0.0,
... iterated_power="auto",
... n_oversamples=10,
... power_iteration_normalizer="auto",
... random_state=0,
... #
... # AGLOMERATIVE_CLUSTERING PARAMS:
... n_clusters=6,
... metric=None,
... memory=None,
... connectivity=None,
... compute_full_tree="auto",
... linkage="ward",
... distance_threshold=None,
... #
... # DATABASE PARAMS:
... root_dir="example/",
... database="main",
... year_filter=(None, None),
... cited_by_filter=(None, None),
... )
DIM_0 DIM_1 DIM_2 DIM_3 DIM_4
LABELS
CL_0 -0.264367 -0.181571 -0.285135 -0.433019 0.125550
CL_1 -0.336099 1.208814 0.437619 -0.150239 -0.215090
CL_2 -0.225303 0.028838 -0.725736 0.658396 -0.507607
CL_3 -0.209104 -0.907656 0.978047 0.191922 -0.270391
CL_4 -0.230675 0.252860 0.112885 0.672551 1.024699
CL_5 4.887806 -0.043138 -0.014483 0.018812 -0.074537