code: def component_callbacks(self, app):
      @app.callback(
          Output(
              "interaction-dependence-interact-col-" + self.name,
              "options",
          ),
          [
              Input("interaction-dependence-col-" + self.name, "value"),
              Input("pos-label-" + self.name, "value"),
          ],
          [
              State(
                  "interaction-dependence-interact-col-" + self.name,
                  "value",
              )
          ],
      )
      def update_interaction_dependence_interact_col(
          col, pos_label, old_interact_col
      ):
          if col is not None:
              new_interact_cols = self.explainer.top_shap_interactions(
                  col, pos_label=pos_label
              )
              new_interact_options = [
                  {"label": col, "value": col}
                  for col in new_interact_cols
              ]
              return new_interact_options
          raise PreventUpdate
  
      @app.callback(
          [
              Output(
                  "interaction-dependence-top-graph-" + self.name,
                  "figure",
              ),
              Output(
                  "interaction-dependence-top-categories-div1-"
                  + self.name,
                  "style",
              ),
              Output(
                  "interaction-dependence-top-categories-div2-"
                  + self.name,
                  "style",
              ),
          ],
          [
              Input(
                  "interaction-dependence-interact-col-" + self.name,
                  "value",
              ),
              Input(
                  "interaction-dependence-index-" + self.name, "value"
              ),
              Input(
                  "interaction-dependence-top-n-categories-"
                  + self.name,
                  "value",
              ),
              Input(
                  "interaction-dependence-top-categories-sort-"
                  + self.name,
                  "value",
              ),
              Input(
                  "interaction-dependence-top-outliers-" + self.name,
                  "value",
              ),
              Input("pos-label-" + self.name, "value"),
              Input("interaction-dependence-col-" + self.name, "value"),
          ],
      )
      def update_dependence_graph(
          interact_col,
          index,
          topx,
          sort,
          remove_outliers,
          pos_label,
          col,
      ):
          if col is not None and interact_col is not None:
              style = (
                  {}
                  if interact_col in self.explainer.cat_cols
                  else dict(display="none")
              )
              return (
                  self.explainer.plot_interaction(
                      interact_col,
                      col,
                      highlight_index=index,
                      pos_label=pos_label,
                      topx=topx,
                      sort=sort,
                      max_cat_colors=self.max_cat_colors,
                      plot_sample=self.plot_sample,
                      remove_outliers=bool(remove_outliers),
                  ),
                  style,
                  style,
              )
          raise PreventUpdate
  
      @app.callback(
          [
              Output(
                  "interaction-dependence-bottom-graph-" + self.name,
                  "figure",
              ),
              Output(
                  "interaction-dependence-bottom-categories-div1-"
                  + self.name,
                  "style",
              ),
              Output(
                  "interaction-dependence-bottom-categories-div2-"
                  + self.name,
                  "style",
              ),
          ],
          [
              Input(
                  "interaction-dependence-interact-col-" + self.name,
                  "value",
              ),
              Input(
                  "interaction-dependence-index-" + self.name, "value"
              ),
              Input(
                  "interaction-dependence-bottom-n-categories-"
                  + self.name,
                  "value",
              ),
              Input(
                  "interaction-dependence-bottom-categories-sort-"
                  + self.name,
                  "value",
              ),
              Input(
                  "interaction-dependence-bottom-outliers-" + self.name,
                  "value",
              ),
              Input("pos-label-" + self.name, "value"),
              Input("interaction-dependence-col-" + self.name, "value"),
          ],
      )
      def update_dependence_graph(
          interact_col,
          index,
          topx,
          sort,
          remove_outliers,
          pos_label,
          col,
      ):
          if col is not None and interact_col is not None:
              style = (
                  {}
                  if col in self.explainer.cat_cols
                  else dict(display="none")
              )
              return (
                  self.explainer.plot_interaction(
                      col,
                      interact_col,
                      highlight_index=index,
                      pos_label=pos_label,
                      topx=topx,
                      sort=sort,
                      max_cat_colors=self.max_cat_colors,
                      plot_sample=self.plot_sample,
                      remove_outliers=bool(remove_outliers),
                  ),
                  style,
                  style,
              )
          raise PreventUpdate
  
imports: import dash
  from dash import html, dcc, Input, Output, State
  from dash.exceptions import PreventUpdate
  import dash_bootstrap_components
  from ..dashboard_methods import *
  from ..None import to_html
label_desc: Use image node_id 4 for calling the InteractionDependenceComponent obj's underlying member method code with example usage: obj.component_callbacks(app) and returns: new_interact_options, self,  style,  style, self,  style,  style