{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import gc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Weighted_accuracy = tool_accuracy * volume_factor\n",
    "Volume_factor = tool_requests / all_tools_requests\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tool</th>\n",
       "      <th>tool_accuracy</th>\n",
       "      <th>total_requests</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>claude-prediction-offline</td>\n",
       "      <td>64.444444</td>\n",
       "      <td>90</td>\n",
       "      <td>2024-05-17 23:23:05</td>\n",
       "      <td>2024-06-22 04:20:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>claude-prediction-online</td>\n",
       "      <td>73.563218</td>\n",
       "      <td>261</td>\n",
       "      <td>2024-05-17 10:43:45</td>\n",
       "      <td>2024-07-10 01:29:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>prediction-offline</td>\n",
       "      <td>76.223582</td>\n",
       "      <td>3596</td>\n",
       "      <td>2024-05-17 10:32:50</td>\n",
       "      <td>2024-07-14 23:08:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>prediction-offline-sme</td>\n",
       "      <td>79.220779</td>\n",
       "      <td>77</td>\n",
       "      <td>2024-06-17 20:03:35</td>\n",
       "      <td>2024-06-21 15:04:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>prediction-online</td>\n",
       "      <td>73.796204</td>\n",
       "      <td>10010</td>\n",
       "      <td>2024-05-17 09:50:15</td>\n",
       "      <td>2024-07-14 13:55:50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        tool  tool_accuracy  total_requests  \\\n",
       "0  claude-prediction-offline      64.444444              90   \n",
       "1   claude-prediction-online      73.563218             261   \n",
       "2         prediction-offline      76.223582            3596   \n",
       "3     prediction-offline-sme      79.220779              77   \n",
       "4          prediction-online      73.796204           10010   \n",
       "\n",
       "                   min                  max  \n",
       "0  2024-05-17 23:23:05  2024-06-22 04:20:40  \n",
       "1  2024-05-17 10:43:45  2024-07-10 01:29:35  \n",
       "2  2024-05-17 10:32:50  2024-07-14 23:08:20  \n",
       "3  2024-06-17 20:03:35  2024-06-21 15:04:40  \n",
       "4  2024-05-17 09:50:15  2024-07-14 13:55:50  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read accuracy csv file\n",
    "tools_accuracy_info = pd.read_csv(\"../data/tools_accuracy.csv\")\n",
    "tools_accuracy_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49879"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "global_requests = tools_accuracy_info.total_requests.sum()\n",
    "global_requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57603"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "global_requests = tools_accuracy_info.total_requests.sum()\n",
    "global_requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_weighted_accuracy(row, global_requests: int):\n",
    "    '''Function to compute the weighted accuracy of a tool'''\n",
    "    return (row[\"tool_accuracy\"]/100.0) * (row[\"total_requests\"]/global_requests)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tool</th>\n",
       "      <th>tool_accuracy</th>\n",
       "      <th>total_requests</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>weighted_accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>claude-prediction-offline</td>\n",
       "      <td>64.444444</td>\n",
       "      <td>90</td>\n",
       "      <td>2024-05-17 23:23:05</td>\n",
       "      <td>2024-06-22 04:20:40</td>\n",
       "      <td>0.001163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>claude-prediction-online</td>\n",
       "      <td>73.563218</td>\n",
       "      <td>261</td>\n",
       "      <td>2024-05-17 10:43:45</td>\n",
       "      <td>2024-07-10 01:29:35</td>\n",
       "      <td>0.003849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>prediction-offline</td>\n",
       "      <td>76.223582</td>\n",
       "      <td>3596</td>\n",
       "      <td>2024-05-17 10:32:50</td>\n",
       "      <td>2024-07-14 23:08:20</td>\n",
       "      <td>0.054953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>prediction-offline-sme</td>\n",
       "      <td>79.220779</td>\n",
       "      <td>77</td>\n",
       "      <td>2024-06-17 20:03:35</td>\n",
       "      <td>2024-06-21 15:04:40</td>\n",
       "      <td>0.001223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>prediction-online</td>\n",
       "      <td>73.796204</td>\n",
       "      <td>10010</td>\n",
       "      <td>2024-05-17 09:50:15</td>\n",
       "      <td>2024-07-14 13:55:50</td>\n",
       "      <td>0.148098</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        tool  tool_accuracy  total_requests  \\\n",
       "0  claude-prediction-offline      64.444444              90   \n",
       "1   claude-prediction-online      73.563218             261   \n",
       "2         prediction-offline      76.223582            3596   \n",
       "3     prediction-offline-sme      79.220779              77   \n",
       "4          prediction-online      73.796204           10010   \n",
       "\n",
       "                   min                  max  weighted_accuracy  \n",
       "0  2024-05-17 23:23:05  2024-06-22 04:20:40           0.001163  \n",
       "1  2024-05-17 10:43:45  2024-07-10 01:29:35           0.003849  \n",
       "2  2024-05-17 10:32:50  2024-07-14 23:08:20           0.054953  \n",
       "3  2024-06-17 20:03:35  2024-06-21 15:04:40           0.001223  \n",
       "4  2024-05-17 09:50:15  2024-07-14 13:55:50           0.148098  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tools_accuracy_info[\"weighted_accuracy\"] = tools_accuracy_info.apply(lambda x: get_weighted_accuracy(x, global_requests), axis=1)\n",
    "tools_accuracy_info.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Painting the ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "tools_accuracy_info = tools_accuracy_info.sort_values(by='weighted_accuracy', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    11.000000\n",
       "mean      0.067872\n",
       "std       0.094804\n",
       "min       0.001163\n",
       "25%       0.004351\n",
       "50%       0.019086\n",
       "75%       0.101526\n",
       "max       0.281020\n",
       "Name: weighted_accuracy, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tools_accuracy_info.weighted_accuracy.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='weighted_accuracy', ylabel='tool'>"
      ]
     },
     "execution_count": 7,
     "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=\"weighted_accuracy\", y=\"tool\", hue=\"tool\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='weighted_accuracy', ylabel='tool'>"
      ]
     },
     "execution_count": 16,
     "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=\"weighted_accuracy\", y=\"tool\", hue=\"tool\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tool_accuracy', ylabel='tool'>"
      ]
     },
     "execution_count": 18,
     "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": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}