File graph_visualizer.py has 4976 lines of code (exceeds 250 allowed). Consider refactoring.

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"""Module with embedding visualization tools."""
import functools
import inspect
import itertools
import math

Function __init__ has 39 arguments (exceeds 4 allowed). Consider refactoring.

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    def __init__(

Function _plot_types has 20 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_types(

Function _plot_scatter has 20 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_scatter(

Function plot_node_types has 19 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_node_types(

Function _plot_node_metric has 19 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_node_metric(

Function plot_connected_components has 18 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_connected_components(

Function plot_node_ontologies has 17 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_node_ontologies(

Function plot_node_squares has 17 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_node_squares(

Function plot_approximated_harmonic_centrality has 17 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_approximated_harmonic_centrality(

Function plot_node_degrees has 17 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_node_degrees(

Function plot_node_triangles has 17 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_node_triangles(

Function plot_approximated_closeness_centrality has 17 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_approximated_closeness_centrality(

Function _plot_positive_and_negative_edges_metric has 16 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_positive_and_negative_edges_metric(

Function plot_edge_types has 16 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_edge_types(

Function __init__ has 48 lines of code (exceeds 25 allowed). Consider refactoring.

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    def __init__(
        self,
        graph: Union[Graph, str],
        support: Optional[Graph] = None,
        subgraph_of_interest: Optional[Graph] = None,

Function __init__ has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.

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    def __init__(
        self,
        graph: Union[Graph, str],
        support: Optional[Graph] = None,
        subgraph_of_interest: Optional[Graph] = None,

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Function plot_nodes has 15 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_nodes(

Function plot_positive_and_negative_edges_euclidean_distance has 15 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_euclidean_distance(

Function plot_positive_and_negative_edges_cosine_similarity has 15 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_cosine_similarity(

Function plot_positive_and_negative_edges_resource_allocation_index has 13 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_resource_allocation_index(

Function plot_positive_and_negative_edges_adamic_adar has 13 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_adamic_adar(

Function plot_positive_and_negative_edges_preferential_attachment has 13 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_preferential_attachment(

Function plot_positive_and_negative_edges_jaccard_coefficient has 13 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_jaccard_coefficient(

Function plot_edge_weights has 13 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_edge_weights(

Function plot_edges has 12 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_edges(

Function _handle_notebook_display has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.

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    def _handle_notebook_display(
        self, *args: List, caption: Optional[str] = None
    ) -> Optional[Union[Tuple[Figure, Axes], Tuple[Figure, Axes, str]]]:
        """Handles whether to display provided data in a Jupyter Notebook or return them.

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Function plot_positive_and_negative_edges has 9 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges(

Function _plot_positive_and_negative_edges_distance_histogram has 9 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_positive_and_negative_edges_distance_histogram(

Function _plot_positive_and_negative_edges_metric_histogram has 8 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_positive_and_negative_edges_metric_histogram(

Function _plot_node_metric_distribution has 8 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_node_metric_distribution(

Function fit_and_plot_all has 8 arguments (exceeds 4 allowed). Consider refactoring.

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    def fit_and_plot_all(

Function plot_positive_and_negative_edges_euclidean_distance_histogram has 7 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_euclidean_distance_histogram(

Function plot_positive_and_negative_edges_cosine_similarity_histogram has 7 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_edges_cosine_similarity_histogram(

Function _get_edge_embedding has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def _get_edge_embedding(

Function _plot_positive_and_negative_edges_distance has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def _plot_positive_and_negative_edges_distance(

Function plot_square_distribution has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_square_distribution(

Function plot_approximated_closeness_centrality_distribution has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_approximated_closeness_centrality_distribution(

Function _fit_and_plot_all has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def _fit_and_plot_all(

Function plot_node_degree_distribution has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_node_degree_distribution(

Function plot_triangle_distribution has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_triangle_distribution(

Function plot_approximated_harmonic_centrality_distribution has 6 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_approximated_harmonic_centrality_distribution(

Function _get_positive_edges_embedding has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def _get_positive_edges_embedding(

Function plot_positive_and_negative_adamic_adar_histogram has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_adamic_adar_histogram(

Function plot_positive_and_negative_resource_allocation_index_histogram has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_resource_allocation_index_histogram(

Function plot_positive_and_negative_preferential_attachment_histogram has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_preferential_attachment_histogram(

Function _set_legend has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def _set_legend(

Function fit_negative_and_positive_edges has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def fit_negative_and_positive_edges(

Function fit_edges has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def fit_edges(

Function plot_edge_segments has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_edge_segments(

Function _get_negative_edge_embedding has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def _get_negative_edge_embedding(

Function plot_positive_and_negative_jaccard_coefficient_histogram has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_positive_and_negative_jaccard_coefficient_histogram(

Function plot_edge_weight_distribution has 5 arguments (exceeds 4 allowed). Consider refactoring.

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    def plot_edge_weight_distribution(

Function get_heatmaps_comments has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

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    def get_heatmaps_comments(self, letters: Optional[List[str]] = None) -> str:
        """Returns description of the heatmaps for the provided letters."""
        if (
            not self._show_heatmaps_description
            or letters is not None

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