Adding EDA page

app/app.py

@@ -63,6 +63,7 @@ def define_ui(app: Dash) -> None:
     app.layout = html.Div(
         [
             dcc.Store(id="store-simulation-run", storage_type="local", data=[]),
+            dcc.Store(id="store-eda-data", storage_type="local", data=[]),
             dcc.Store(id="store-observed-data", storage_type="local", data=[]),
             dcc.Loading(
                 id="loading_page_content",

app/conf/calibration_form/common.yaml

@@ -316,10 +316,10 @@ components:
           children: Load observed data
       - id: clear-obs-data-file-button
         label: Clear
-        help: Clear the observed data from the upload component
+        help: Clear the observed data 
         class_name: dash_bootstrap_components.Button 
         kwargs:
-          children: Clear upload data
+          children: Clear data
           color: primary
           className: me-1
   abc:

app/conf/config.yaml

@@ -1,6 +1,7 @@
 defaults:
   - _self_
   - calibration_form: common
+  - eda_form: common
   - experiment: mlflow
   - object_storage: minio
   - orchestration: prefect

app/conf/eda_form/common.yaml

@@ -0,0 +1,133 @@
+_target_: deeprootgen.data_model.FormModel
+components:
+  parameters:
+    collapsible: true
+    children:
+      - id: select-x-axis-dropdown
+        param: x_axis_column
+        label: X axis
+        help: Select the column for the x axis
+        class_name: dash.dcc.Dropdown
+        handler: dropdown
+        options_func: list
+        kwargs:
+          multi: false
+          searchable: true
+          clearable: true
+          placeholder: Select x axis
+      - id: select-y-axis-dropdown
+        param: y_axis_column
+        label: Y axis
+        help: Select the column for the y axis
+        class_name: dash.dcc.Dropdown
+        handler: dropdown
+        options_func: list
+        kwargs:
+          multi: false
+          searchable: true
+          clearable: true
+          placeholder: Select y axis
+      - id: select-group-by-dropdown
+        param: group_by_column
+        label: Group by
+        help: Select the column to group data by
+        class_name: dash.dcc.Dropdown
+        handler: dropdown
+        options_func: list
+        kwargs:
+          multi: false
+          searchable: true
+          clearable: true
+          placeholder: Select group by
+      - id: select-left-summary-stats-dropdown
+        param: left_summary_statistics
+        label: Left summary statistic
+        help: Select summary statistics for the left visualisation
+        class_name: dash.dcc.Dropdown
+        handler: dropdown
+        options_func: deeprootgen.statistics.get_summary_statistics
+        kwargs:
+          multi: false
+          searchable: true
+          clearable: true
+          placeholder: Select left summary statistic
+      - id: select-right-summary-stats-dropdown
+        param: right_summary_statistics
+        label: Right summary statistic
+        help: Select summary statistics for the right visualisation
+        class_name: dash.dcc.Dropdown
+        handler: dropdown
+        options_func: deeprootgen.statistics.get_summary_statistics
+        kwargs:
+          multi: false
+          searchable: true
+          clearable: true
+          placeholder: Select right summary statistic
+  data:
+    collapsible: true
+    children:
+      - id: upload-obs-data-file-button
+        label: Upload  
+        help: Upload observed data from a csv file
+        class_name: dash.dcc.Upload
+        handler: file_upload
+        kwargs:
+          children: Load observed data
+      - id: clear-obs-data-file-button
+        label: Clear
+        help: Clear the observed data 
+        class_name: dash_bootstrap_components.Button 
+        kwargs:
+          children: Clear data
+          color: primary
+          className: me-1
+  results:
+    children:
+      - id: scatter-xy-plot
+        label: Scatter 
+        help: Scatter plot for the data
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: heatmap-xy-plot
+        label: Heatmap 
+        help: Heatmap plot for the data
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: histogram-x-plot
+        label: X histogram
+        help: Histogram for data on the x axis
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: histogram-y-plot
+        label: Y histogram
+        help: Histogram for data on the y axis
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: box-x-plot
+        label: X box
+        help: Box plot for data on the x axis
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: box-y-plot
+        label: Y box
+        help: Box plot for data on the y axis
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: left-summary-statistic-plot
+        label: Left summary statistic
+        help: Visualisation for summary statistic data
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto
+      - id: right-summary-statistic-plot
+        label: Right summary statistic
+        help: Visualisation for summary statistic data
+        class_name: dash.dcc.Graph 
+        kwargs:
+          responsive: auto

app/pages/abc_root_system.py

@@ -18,7 +18,7 @@
 )
 
 from deeprootgen.form import get_common_layout
-from deeprootgen.io import load_runs_from_file, s3_upload_file
+from deeprootgen.io import load_data_from_file, s3_upload_file
 from deeprootgen.pipeline import (
     dispatch_new_run,
     load_form_parameters,
@@ -236,7 +236,7 @@ def load_runs(list_of_contents: list, list_of_names: list) -> tuple:
     if list_of_contents[0] is None or list_of_contents[0] == 0:
         return no_update
 
-    simulation_runs, toast_message = load_runs_from_file(
+    simulation_runs, toast_message = load_data_from_file(
         list_of_contents, list_of_names
     )
     return simulation_runs, True, toast_message
@@ -358,7 +358,7 @@ def run_root_model(
     [Input(f"{PAGE_ID}-data-collapse-button", "n_clicks")],
     [State(f"{PAGE_ID}-data-collapse", "is_open")],
 )
-def toggle_statistics_collapse(n: int, is_open: bool) -> bool:
+def toggle_data_collapse(n: int, is_open: bool) -> bool:
     """Toggle the collapsible for statistics.
 
     Args: