code: def _get_category_scatter_chart_explorer(
      category_projection, scaler, term_ranker, verbose
  ):
      category_scatter_chart_explorer = ScatterChartExplorer(
          category_projection.get_corpus(),
          minimum_term_frequency=0,
          minimum_not_category_term_frequency=0,
          pmi_threshold_coefficient=0,
          filter_unigrams=False,
          jitter=0,
          max_terms=None,
          # term_ranker=term_ranker,
          use_non_text_features=True,
          term_significance=None,
          terms_to_include=None,
          verbose=verbose,
          dont_filter=True,
      )
      proj_df = category_projection.get_pandas_projection()
      category_scatter_chart_explorer.inject_coordinates(
          x_coords=scaler(proj_df["x"]),
          y_coords=scaler(proj_df["y"]),
          original_x=proj_df["x"],
          original_y=proj_df["y"],
      )
      return category_scatter_chart_explorer
  
file_path: scattertext/scattertext/categoryprojector/pairplot.py
imports: import numpy
  import pandas
  from scipy.stats import rankdata, pearsonr
  from sklearn.decomposition import PCA, TruncatedSVD
  from sklearn.metrics.pairwise import cosine_distances
  from scattertext.Scalers import stretch_0_to_1, dense_rank
  from scattertext.termcompaction.AssociationCompactor import AssociationCompactor
  from scattertext.termscoring.RankDifference import RankDifference
  from scattertext.viz import ScatterplotStructure, VizDataAdapter
  from scattertext.viz.PairPlotFromScattertextStructure import PairPlotFromScatterplotStructure
  from scattertext.ScatterChartExplorer import ScatterChartExplorer
  from scattertext.categoryprojector.CategoryProjector import CategoryProjector
  from scattertext.viz.BasicHTMLFromScatterplotStructure import D3URLs
  from scattertext.Scalers import scale_neg_1_to_1_with_zero_mean
  from scattertext.termranking.AbsoluteFrequencyRanker import AbsoluteFrequencyRanker
label_desc: Use image node_id 3 for calling a global function with example usage: _get_category_scatter_chart_explorer(category_projection, scaler, term_ranker, verbose) and returns: category_scatter_chart_explorer