Add summary table

src/ai_dashboard/table_plugin/summary_table.py

@@ -0,0 +1,44 @@
+"""Statistical Summary Table plugin"""
+
+from typing import Any
+import logging
+from dash import html, dash_table
+from ..base import BaseTablePlugin
+
+logger = logging.getLogger(__name__)
+
+
+class SummaryStatisticsTablePlugin(BaseTablePlugin):
+    """Summary statistics table (describe())."""
+
+    name = "Summary Statistics Table"
+
+    def controls(self) -> Any:
+        """Summary table has no controls."""
+        return html.Div("No controls for this table.")
+
+    def render(self, **kwargs: Any) -> Any:
+        """Render the summary statistics table."""
+        desc = self.dataframe.describe(include="all").transpose().reset_index()
+        desc = desc.rename(columns={"index": "Column"})
+
+        return dash_table.DataTable(  # type: ignore
+            id="summary-stats-table",
+            columns=[{"name": c, "id": c} for c in desc.columns],
+            data=desc.to_dict("records"),
+            style_table={"overflowX": "auto"},
+            style_cell={
+                "textAlign": "center",
+                "padding": "6px",
+                "border": "1px solid #ccc",
+                "fontFamily": "Times New Roman, Times, serif",
+            },
+            style_header={
+                "backgroundColor": "#f0f0f0",
+                "fontWeight": "bold",
+            },
+        )
+
+    def register_callbacks(self, app: Any) -> Any:
+        """Register callbacks for the summary statistics table."""
+        return None