adding new tools accuracy plot and interactivity

app.py

@@ -264,10 +264,34 @@ with demo:
                 sel_tool
             with gr.Row():
                 tool_winnings_by_tool_plot
+        with gr.TabItem("🎯 Tool Accuracy Dashboard"):
+            with gr.Row():
+                gr.Markdown("# Tools accuracy ranking")
+                gr.Markdown(
+                    "The data used for this metric is from the past two months. This accuracy is computed based on right answers from the total requests received."
+                )
 
+            with gr.Row():
+                tools_accuracy_info = tools_accuracy_info.sort_values(
+                    by="tool_accuracy", ascending=False
+                )
+                plt.figure(figsize=(25, 10))
+                plot = sns.barplot(
+                    tools_accuracy_info,
+                    x="tool_accuracy",
+                    y="tool",
+                    hue="tool",
+                    dodge=False,
+                    palette="viridis",
+                )
+                gr.Plot(
+                    value=plot.get_figure(), interactive=True, show_actions_button=True
+                )
             with gr.Row():
                 gr.Markdown("# Weighted accuracy ranking per tool")
-
+                gr.Markdown(
+                    "The data used for this metric is from the past two months. This metric is computed using both the tool accuracy and the volume of requests received by the tool"
+                )
             with gr.Row():
                 tools_accuracy_info = tools_accuracy_info.sort_values(
                     by="weighted_accuracy", ascending=False
@@ -283,7 +307,9 @@ with demo:
                     dodge=False,
                 )
                 # Display the plot using gr.Plot
-                gr.Plot(value=plot.get_figure())
+                gr.Plot(
+                    value=plot.get_figure(), interactive=True, show_actions_button=True
+                )
 
         with gr.TabItem("🏥 Tool Error Dashboard"):
             with gr.Row():

notebooks/weighted_accuracy_ranking.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -114,7 +114,7 @@
        "4  2024-05-10 14:11:15  2024-07-06 08:13:10  "
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -313,6 +313,46 @@
     "sns.set_theme(palette=\"viridis\")\n",
     "sns.barplot(tools_accuracy_info, x=\"weighted_accuracy\", y=\"tool\", hue=\"tool\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tools_accuracy_info = tools_accuracy_info.sort_values(by='tool_accuracy', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='tool_accuracy', ylabel='tool'>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set_theme(palette=\"viridis\")\n",
+    "sns.barplot(tools_accuracy_info, x=\"tool_accuracy\", y=\"tool\", hue=\"tool\", palette=\"viridis\")"
+   ]
   }
  ],
  "metadata": {