code: def layout_interaction(original_variables, y_variables):
      layout = (
          html.Div(
              [
                  dcc.Loading(
                      id="feature_interaction_load",
                      type="circle",
                      children=html.Div(
                          [
                              html.Div(
                                  [
                                      html.H4(
                                          "Partial Dependence Plot",
                                          style=style12,
                                      ),
                                      html.P(
                                          "The partial dependence plot (short PDP or PD plot) shows the marginal effect one or two features have on the predicted outcome of a machine learning model",
                                          style=style13,
                                      ),
                                      html.Div(
                                          [
                                              html.P("Variable Name"),
                                              dcc.Dropdown(
                                                  id="xaxis-column",
                                                  options=[
                                                      {
                                                          "label": i,
                                                          "value": i,
                                                      }
                                                      for i in original_variables
                                                  ],
                                                  value=original_variables[
                                                      1
                                                  ],
                                                  clearable=False,
                                              ),
                                          ],
                                          style=style22
                                          # style={'width': '20%', 'marginLeft': 70, 'float': 'left',
                                          #         'display': 'inline-block'}
                                      ),
                                      # html.Div([
                                      #     html.P("Variable Impact Values"),
                                      #     dcc.Dropdown(
                                      #         id='yaxis-column',
                                      #         options=[{'label': i, 'value': i} for i in y_variables],
                                      #         value=y_variables[1],
                                      #         clearable=False
                                      #     ),
                                      # ], style=style14),
                                      html.Div(
                                          [
                                              html.P("Color Axis"),
                                              dcc.Dropdown(
                                                  id="third-axis",
                                                  options=[
                                                      {
                                                          "label": i,
                                                          "value": i,
                                                      }
                                                      for i in original_variables
                                                  ],
                                                  value=original_variables[
                                                      -3
                                                  ],
                                                  clearable=False,
                                              ),
                                          ],
                                          style=style23,
                                      ),
                                  ]
                              ),
                              dcc.Loading(
                                  id="loading-5",
                                  type="circle",
                                  children=dcc.Graph(
                                      id="indicator-graphic",
                                      style={
                                          "marginLeft": 50,
                                          "marginTop": 80,
                                      },
                                  ),
                              ),
                          ],
                          style=style16,
                      ),
                  ),
                  dcc.Loading(
                      id="loading-2-pdp",
                      type="circle",
                      children=html.Div(
                          [
                              html.Div(
                                  [
                                      html.H4(
                                          "Summary Plot", style=style17
                                      ),
                                      html.Div(
                                          [
                                              dcc.Dropdown(
                                                  id="xaxis-column-test",
                                                  options=[
                                                      {
                                                          "label": i,
                                                          "value": i,
                                                      }
                                                      for i in original_variables[
                                                          1
                                                      ]
                                                  ],
                                                  value=original_variables[
                                                      1
                                                  ],
                                                  clearable=False,
                                              )
                                          ],
                                          style={"display": "none"},
                                      ),
                                      html.P(
                                          "In the summary plot, we see first indications of the relationship between the value of a feature and the impact on the prediction",
                                          style=style18,
                                      ),
                                      # dcc.Loading(
                                      #     id="loading-6",
                                      #     type="circle",
                                      #     children=
                                      dcc.Graph(
                                          id="summary_plot",
                                          style={
                                              "marginLeft": 50,
                                              "height": "600px",
                                          },
                                      )
                                      # ),
                                  ],
                                  style=style19,
                              ),
                          ],
                          style=style20,
                      ),
                  ),
              ]
          ),
      )
      return layout
  
imports: from imports import *
  from plotly_graphs import *
  from plotly_css import *
  from app import app
label_desc: Use image node_id 1 for calling a global function with example usage: layout_interaction(original_variables, y_variables) and returns: layout