{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis\n",
    "\n",
    "https://docs.google.com/forms/d/1y00kOMRRidIXXKuLdi-4jjMcms3gf05nOIk2ENCXX9g/edit#responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(27, 23)\n"
     ]
    }
   ],
   "source": [
    "response_df = pd.read_csv(\n",
    "    \"data/Music_Preferences_Responses_27.csv\"\n",
    ")\n",
    "gt_df = pd.read_csv(\"data/AB_test_gt.csv\")\n",
    "print(response_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Ground truth</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>user vote</th>\n",
       "      <th>comment</th>\n",
       "      <th>request id</th>\n",
       "      <th>A.1</th>\n",
       "      <th>B.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Prompt 1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://b.suno.fm/song/781b0ec3-5cd9-49d5-a01d...</td>\n",
       "      <td>https://b.suno.fm/song/9a48f25a-234c-47e3-9069...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Prompt 2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://b.suno.fm/song/fbf70d07-ac88-4cf0-9c2...</td>\n",
       "      <td>https://b.suno.fm/song/9c5aae28-fac4-41f0-aa8f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Prompt 3</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 of 2 didn't sing in 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://b.suno.fm/song/188c5d42-ea5e-4619-9c7b...</td>\n",
       "      <td>https://b.suno.fm/song/c180ee6c-3a67-4409-83fc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Prompt 4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://b.suno.fm/song/8525cd81-9088-4f6d-b5f1...</td>\n",
       "      <td>https://b.suno.fm/song/ee45e7d0-e7e9-464f-b724...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Prompt 5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://b.suno.fm/song/4b267698-8f4b-4ea2-ab4c...</td>\n",
       "      <td>https://b.suno.fm/song/b55725ab-a751-4767-82dc...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Ground truth    A    B  user vote                  comment request id  \\\n",
       "0     Prompt 1  4.0  3.5        NaN                      NaN        NaN   \n",
       "1     Prompt 2  3.5  4.0        NaN                      NaN        NaN   \n",
       "2     Prompt 3  3.5  4.0        NaN  1 of 2 didn't sing in 4        NaN   \n",
       "3     Prompt 4  4.0  3.5        NaN                      NaN        NaN   \n",
       "4     Prompt 5  3.5  4.0        NaN                      NaN        NaN   \n",
       "\n",
       "                                                 A.1  \\\n",
       "0  https://b.suno.fm/song/781b0ec3-5cd9-49d5-a01d...   \n",
       "1   https://b.suno.fm/song/fbf70d07-ac88-4cf0-9c2...   \n",
       "2  https://b.suno.fm/song/188c5d42-ea5e-4619-9c7b...   \n",
       "3  https://b.suno.fm/song/8525cd81-9088-4f6d-b5f1...   \n",
       "4  https://b.suno.fm/song/4b267698-8f4b-4ea2-ab4c...   \n",
       "\n",
       "                                                 B.1  \n",
       "0  https://b.suno.fm/song/9a48f25a-234c-47e3-9069...  \n",
       "1  https://b.suno.fm/song/9c5aae28-fac4-41f0-aa8f...  \n",
       "2  https://b.suno.fm/song/c180ee6c-3a67-4409-83fc...  \n",
       "3  https://b.suno.fm/song/ee45e7d0-e7e9-464f-b724...  \n",
       "4  https://b.suno.fm/song/b55725ab-a751-4767-82dc...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gt_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "gt_df_lookup = defaultdict(dict)\n",
    "for i in range(1, 11):\n",
    "    gt_df_lookup[f\"exp_{i}\"][\"A\"] = gt_df.iloc[i - 1][\"A\"]\n",
    "    gt_df_lookup[f\"exp_{i}\"][\"B\"] = gt_df.iloc[i - 1][\"B\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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wFpkBAACQcekqLPHx8bHuQ1i4cGEdOHDAmnb27NnM6RkAIFcgMwAAziIzAADOIjMAAM4iMwAAADLOLT0L1atXT7/++qvKly+v5s2ba8CAAfrzzz81d+5c1atXL7P7CADIwcgMAICzyAwAgLPIDACAs8gMAACAjEtXYcmoUaN08eJFSdLQoUN18eJFzZo1S2XKlNGoUaMytYMAgJyNzAAAOIvMAAA4i8wAADiLzAAAAMi4dBWWlCxZ0vrdx8dHEydOzLQOAQByFzIDAOAsMgMA4CwyAwDgLDIDAAAg41zSs1DJkiV17ty5FO1RUVF2H9IAACAzAADOIjMAAM4iMwAAziIzAAAAMi5dhSWHDh1SfHx8iva4uDgdO3Ysw50CAOQeZAYAwFlkBgDAWWQGAMBZZAYAAEDGpelWOAsWLLB+/+mnn+Tv7289jo+P18qVKxUSEpJpnQMA5FxkBgDAWWQGAMBZZAYAwFlkBgAAQOZJU2FJmzZtJEk2m02dO3e2m+bu7q6QkBB9/PHHmdY5AEDORWYAAJxFZgAAnEVmAACcRWYAAABknjQVliQkJEiSQkNDtWnTJt1zzz23pVMAgJyPzAAAOIvMAAA4i8wAADiLzAAAAMg8aSosSRQREZHZ/QAA5FJkBgDAWWQGAMBZZAYAwFlkBgAAQMalq7BEklauXKmVK1fq9OnTVuVvosmTJ2e4YwCA3IPMAAA4i8wAADiLzAAAOIvMAAAAyJh0FZYMHTpU7777rmrVqqXChQvLZrNldr8AALkEmQEAcBaZAQBwFpkBAHAWmQEAAJBx6SosmThxoqZOnapnn302s/sDAMhlyAwAgLPIDACAs8gMAICzyAwAAICMc0nPQlevXlX9+vUzuy8AgFyIzAAAOIvMAAA4i8wAADiLzAAAAMi4dBWWPP/885o+fXpm9wUAkAuRGQAAZ5EZAABnkRkAAGeRGQAAABmXrlvhXLlyRZMmTdLPP/+sKlWqyN3d3W76qFGjMqVzAICcj8wAADiLzAAAOIvMAAA4i8wAAADIuHQVluzcuVPVqlWTJP31119202w2W4Y7BQDIPcgMAICzyAwAgLPIDACAs8gMAACAjEtXYcmqVasyux8AgFyKzAAAOIvMAAA4i8wAADiLzAAAAMg4l4wsvH//fv3000+6fPmyJMkYkymdAgDkPmQGAMBZZAYAwFlkBgDAWWQGAABA+qWrsOTcuXNq0qSJypYtq+bNm+vEiROSpOeee04DBgzI1A4CAHI2MgMA4CwyAwDgLDIDAOAsMgMAACDj0lVY0r9/f7m7u+vIkSPKkyeP1d6hQwctW7Ys0zoHAMj5yAwAgLPIDACAs8gMAICzyAwAAICMc0vPQsuXL9dPP/2k4OBgu/YyZcro8OHDmdIxAEDuQGYAAJxFZgAAnEVmAACcRWYAAABkXLquWHLp0iW7yt5EkZGR8vT0zHCnAAC5B5kBAHAWmQHgdti1a5fy5Mkjm82mQoUKpZg+efJk2Ww22Ww2dezY0al1xsbGqnz58tZy4eHhkqS4uDh17txZ/v7+KlGihGbOnGktc/nyZZUuXVrDhg3LnIHd5cgMAICzyAwAAICMS1dhyX333aevv/7aemyz2ZSQkKCRI0fqgQceyLTOAQByPjIDAOAsMgNAZrt8+bI6dOiga9euOZweHh6uPn36yM0tbRd07dOnj/bv35+i/YsvvtDXX3+tRx55RH5+furatasiIyMlSUOHDlWePHn06quvpn0gSIHMAAA4i8wAAADIuHTdCmfkyJFq0qSJNm/erKtXr+q1117Trl27FBkZqd9++y2z+wgAyMHIDACAs8gMAJmtX79+OnLkiF5//XV98MEHdtPi4uLUsWNHlSlTRuXLl7e7usjNzJw5U5MnT9aIESP0xhtv2E3bvXu3fH19NWvWLC1ZskQtWrTQgQMHdPToUY0ePVpr1qyRu7t7po3vbkZmAACcRWYAAABkXLquWFKpUiXt3btXDRs2VOvWrXXp0iW1bdtW27ZtU6lSpTK7jwCAHIzMAAA4i8wAkJnmzJmjSZMmaeLEiSpdunSK6QMGDNCBAwf0/fffO30Z/IMHD6pnz57q3r27OnTokGJ6hQoVdPHiRbVp00avvPKKvLy8FBISou7du6t79+6qV69ehseFG8gMAICzyAwAAICMS9cVSyTJ399fAwcOzMy+AAByKTIDAOAsMgNAZjh06JC6d++url276qmnntLUqVPtps+fP1/jx4/XtGnTVLZsWafWee3aNXXs2FHFihXT2LFjderUqRTzdO/eXZs2bdL8+fMVEBCgKVOmaMaMGTp+/LgGDhyoHj166JdfflFwcLD+97//qXbt2pkx3LsWmQEAcBaZAQAAkDHpumLJlClTNHv27BTts2fP1rRp0zLcKQBA7kFmAACcRWYAyCw//vijoqKidOjQIbVo0UJjxoyRJEVFRalFixYaO3asvLy89P3336tFixZauXKlJGndunV67rnnHK5z9+7d2rRpk1xdXdW+fXu7+Xr16qWVK1fK09NT06ZNU3R0tA4fPqwGDRpo4MCBGjdunMaPH6958+Zp3rx5Cg4OVtu2bWWMue3PRW5FZgAAnEVmAAAAZFy6CkuGDx+ue+65J0V7wYIFNWzYsAx3CgCQe5AZAABnkRkAMktiwcaqVau0ePFi7dixQ5IUFxenxYsXy9/fX1euXNHixYu1ePFiHT16VJJ0/Phxq8gkNjZW4eHhCg8Pt1vnzp07tXjxYv3yyy/W9lavXq1//vknRT9eeuklNW3aVK1bt9a2bdsUEhKiypUrq169ejp69KjOnj17+56EXI7MAAA4i8wAAADIuHQVlhw5ckShoaEp2kuUKKEjR45kuFMAgNyDzAD+j737Do+i2v84/tn0kErvEHpCld5EQFBARBB+KkUpigiCYkexAIKUq9cuiIWiXhSRjghyUUAFpPcmEEQuvQUpSUhyfn/EDNlkApsQspvwfj1Pnic5Ozt7zu7MfuZMvjsLwFVkBoDs8tRTT8kYY/1MnjxZklS0aFEZYzRnzhyn23v16iVJeuCBB3TgwAFJ0po1axQVFaWoqChJ0i233OJ0n+joaOvxdu7cqd69ezv1YcaMGVqxYoU++OADSVJkZKTWr1+vhx56SOPGjVOhQoVUsGDBG/xM5F1kBgDAVWQGAADA9ctSYUmRIkW0ZcuWdO2bN2/mpAgAwAmZAQBwFZkBIK+IiYnR4MGDNWbMGJUoUUKS9PLLL+vuu+/W7NmzlS9fPn399dfy8srSaRmIzAAAuI7MAAAAuH4+WblTt27d9OSTTyokJES33XabJGn58uUaPHiwunbtmq0dBADkbmQGAMBVZAaAG6V3797priiS2pQpUzRlyhSnthYtWlhff2MnIiIiw9vDwsJ0+PBhp7YCBQpo3rx5LvcZV0dmAABcRWYAAABcvywVlowcOVIHDhxQq1at5OOTvIqkpCT17NmT7yQEADghMwAAriIzAACuIjMAAK4iMwAAAK5fpgtLjDE6evSopkyZolGjRmnTpk0KDAxUjRo1VLZs2RvRRwBALkVmAABcRWYAAFxFZgAAXEVmAAAAZI8sFZZUrFhR27dvV6VKlVSpUqUb0S8AQB5AZgAAXEVmAABcRWYAAFxFZgAAAGQPr0zfwctLlSpV0qlTp25EfwAAeQiZAQBwFZkBAHAVmQEAcBWZAQAAkD0yXVgiSWPHjtXzzz+vbdu2ZXd/AAB5DJkBAHAVmQEAcBWZAQBwFZkBAABw/TL9VTiS1LNnT128eFG1atWSn5+fAgMDnW4/ffp0tnQOAJD7kRkAAFeRGQAAV5EZAABXkRkAAADXL0uFJe+++242dwMAkFeRGQAAV5EZwE3uk0/c3YPcr18/d/cgx5AZAABXkRkAAADXL0uFJb169crufgAA8igyAwDgKjIDAOAqMgMA4CoyAwAA4Pp5ZfWO+/bt0yuvvKJu3brp+PHjkqQffvhB27dvz7bOAQDyBjIDAOAqMgMA4CoyAwDgKjIDAADg+mSpsGT58uWqUaOGfv/9d82aNUvnz5+XJG3evFnDhg3L1g4CAHI3MgMA4CoyAwDgKjIDAOAqMgMAAOD6Zamw5MUXX9SoUaO0ZMkS+fn5We233367Vq9enW2dAwDkfmQGAMBVZAYAwFVkBgDAVWQGAADA9ctSYcnWrVt17733pmsvUqSITp48ed2dAgDkHWQGAMBVZAYAwFVkBgDAVWQGAADA9ctSYUl4eLiOHDmSrn3jxo0qWbLkdXcKAJB3kBkAAFeRGQAAV5EZAABXkRkAAADXL0uFJV27dtWQIUN09OhRORwOJSUl6bffftNzzz2nnj17ZncfAQC5GJkBAHAVmQEAcBWZAQBwFZkBAABw/bJUWDJ69GhFRUWpTJkyOn/+vKpWrarbbrtNTZo00SuvvJLdfQQA5GJkBgDAVWQGAMBVZAYAwFVkBgAAwPXzyczCSUlJevPNNzVv3jzFx8froYceUpcuXXT+/HnVrl1blSpVulH9BADkMmQGAMBVZAYAwFVkBgDAVWQGAABA9slUYckbb7yh4cOHq3Xr1goMDNS0adNkjNGkSZNuVP8AALkUmQEAcBWZAQBwFZkBAHAVmQEAAJB9MvVVOF988YXGjx+vxYsXa86cOZo/f77+85//KCkp6Ub1DwCQS5EZAABXkRkAAFeRGQAAV5EZAAAA2SdThSUHDx7UXXfdZf3dunVrORwOHT58ONs7BgDI3cgMAICryAwAgKvIDACAq8gMAACA7JOpwpKEhAQFBAQ4tfn6+ury5cvZ2ikAQO5HZgAAXEVmAABcRWYAAFxFZgAAAGQfn8wsbIxR79695e/vb7XFxsaqf//+CgoKstpmzZqVfT0EAORKZAYAwFVkBgDAVWQGAMBVZAYAAED2ydQVS3r16qUiRYooLCzM+nnwwQdVokQJp7YbZezYsXI4HHrqqaesttjYWA0cOFAFCxZUcHCwunTpomPHjt2wPgA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2LdtQJ3yr1WrzvxhMVnwH5KWXXpq99947d95552rbNDU1Za+99sp9992XM888MxdddFHh82655ZZ58sknc9JJJ+Xyyy/P7Nmzs9VWWyVJpk+fnl122aXF9lOnTs1+++2XKVOmZMKECbnvvvtyww035BOf+ESWLVuWO+64Y320D7QjmQFAWTKj83OdAbQXmQFAWTIDAKB1uq/Lg6ZPn54xY8akvr4+jz/+eE444YQMHDgwP//5zzN79uz84Ac/aOt1sh488sgj2X777Ztvr5wxWrx4cZLkueeeS5IMGjRojdu89NJLmT17dpJkxIgRSZLdd989Tz75ZOHv7NevX4vbjY2NOfHEE3PKKadkjz32yLRp07LTTjtlhx12yJ577pkrrrii1X0CHUtmAFCWzOgaXGcA7UFmAFCWzAAAaL11+iqcM844I8cdd1weeeSR9O7du7n+vve9L3/84x/bbHGsXyNGjMhb3/rWnHjiiTn44IPz7W9/O0lyzDHHJEkeeOCBDB06NAcddFA+8YlPZO+99860adPSvXv3HHXUUUmSu+++OyNHjszIkSObn/dLX/pSKpVKrr766owbNy6HHHJIkmT//ffPsGHDWqxhwoQJeeGFF3Leeec1r+mmm27K8ccfn6uuuqr5fyIDnZfMAKAsmdE1uM4A2oPMAKAsmQEA0HrrNFhyzz335OMf//hq9S222CJz585t9aJoH+PHj8/8+fPz4x//OH/605+yxx575JprrskZZ5yRJNl2221z+OGH5+GHH86kSZPyxBNP5N3vfnduu+22vOUtb1nj844ePTo///nPM2LEiEyePDnPPfdcTjrppFx//fUttps1a1bOOeecXH755enbt2+S5JJLLslb3vKWXHvttRk2bFi+973vrb8/ANAuZAYAZcmMrsF1BtAeZAYAZckMAIDWW6evwunVq1cWLFiwWn3mzJnZZJNNWr0o2seECRNe8/6hQ4e+7scAvvOd72z+2OpXOvTQQ3PooYe+5mOHDRuWF198sUVt6623zu233/6ajwM6F5kBQFkyo2twnQG0B5kBQFkyAwCg9dbpE0sOOeSQnHfeeVm2bFmSpFKpZPbs2TnzzDMzduzYNl0gAJ2bzACgLJkBQFkyA4CyZAYAQOut02DJJZdckoULF2bw4MFZtGhR3vGOd2TbbbdN//7987Wvfa2t1whAJyYzAChLZgBQlswAoCyZAQDQepVq0ecLl3THHXdk+vTpWbhwYfbYY4+MGTOmLdfWbhYsWJD6+vo0NDRkwIABHb0cgC5JZgBQlswAoCyZAUBZMgMAYN21arCkq3AiBkBZMgOAsmQGAGXJDADKkhkAQEfovi4P+va3v11Yr1Qq6d27d7bddtu8/e1vT7du3Vq1OAA6P5kBQFkyA4CyZAYAZckMAIDWW6dPLBk2bFieffbZvPTSS3nDG96QJHnhhRey0UYbpV+/fnnmmWeyzTbb5LbbbsuWW27Z5otuayZ8AdYfmQFAWTIDgLJkBgBlyQwAgNarW5cHXXDBBdlrr73yyCOP5Lnnnstzzz2XmTNnZu+99863vvWtzJ49O5tuumlOP/30tl4vAJ2MzOgajjvuuFQqldV+7rjjjuZtvvjFL2bkyJGpq6tLpVLJOeec87rP29DQkNNPPz1bb711evXqlZEjR2bSpEnN9z///PM55JBD0r9//4wcOTK///3vm+97+umnM3DgwEyePLktWwU6kMwAoCyZ0TW4zgDag8zoGmQGAHSsdfoqnC9/+cv52c9+luHDhzfXtt122/zXf/1Xxo4dm8ceeywXX3xxxo4d22YL3eBNnNjRK+gaTjyxo1cAGxyZ0bWMHTs2Q4cObb69xRZbNP/3nXfemS233DLPP/98nnnmmVLPd/TRR+fGG2/M9ttvn2OPPTY/+9nPMm7cuNTX1+eDH/xgLrjggtx88805+uijc/vtt+eoo47KU089lUqlktNOOy177713jjrqqDbvE+gYMqMDuM5oG64zoN3JjK7FdQawPsmMrkVmAEDHWKfBkqeeeirLly9frb58+fLMnTs3SbL55pvn3//+d+tWB0CnJzO6llNOOSXvfOc7C+9b+S82Ro8eXerifeHChbnpppuSJN///vczevTo7Ljjjjn99NNz7rnn5oMf/GAefvjhjBgxIpMmTcpll12WU045JfPmzcvUqVNz44035qGHHmqz3oCOJzMAKEtmdC2uM4D1SWZ0LTIDADrGOn0Vzrve9a58/OMfz7Rp05pr06ZNy0knnZT9998/SfLAAw9k2LBhbbNKADotmdG1HHrooenTp0923HHHfOtb30q1Wl3n5+rRo0e6d18x4zp16tQsWrQof/3rX5MkDz74YJYvX54dd9wxM2bMyJFHHpmLLrooQ4YMSZ8+fXLSSSfl3HPPzdZbb90GXQG1QmYAUJbM6FpcZwDrk8zoWmQGAHSMdRosueqqqzJw4MDsueee6dWrV3r16pVRo0Zl4MCBueqqq5Ik/fr1yyWXXNKmiwWg85EZXUOvXr2y//7754gjjsgBBxyQGTNmZPz48bn00ktb9Zyf+9znkiSnnnpqNtpoo3z/+99PkjQ2NubZZ5/NF7/4xRx00EG56aab0rdv30yePDlnn312Bg0alKOOOipHHnlkhg8fnoMOOiiPPvpoW7QKdCCZAUBZMqNrcJ0BtAeZ0TXIDADoWJVqK8Y5Z8yYkZkzZyZJdthhh+ywww5ttrD2tGDBgtTX16ehoSEDBgzo6OUU893nbcN3n0OHkRmdW7VaTaVSab59+umn59JLL83ee++dO++8s8W2o0ePzl133ZWvfOUrOeecc173uf/4xz/mD3/4Q+rq6jJ06NCMGzcu3bt3z7///e/07t27xbZTp07NfvvtlylTpmTChAm57777csMNN+QTn/hEli1bljvuuKNN+gU6lsxoR64z2obrDOgwMqNzc50BtCeZ0bnJDADoWN1b8+ARI0ZkxIgRbbUWALowmdG5PfLII9l+++2bb6+cS128eHHp53jppZcye/bsJGneF5YuXZq3v/3tefvb354kGTduXJLkbW9722oX7o2NjTnxxBNzyimnZI899si0adOy0047ZYcddsiee+6ZK664Yt0bBGqKzACgLJnRubnOANqTzOjcZAYAdKx1Hix58skn86tf/SqzZ8/O0qVLW9w3YcKEVi8MgK5DZnR+I0aMyL777psdd9wxc+bMya9//eskyTHHHNO8zUUXXZQZM2bkH//4R5LkF7/4RR5//PG89a1vzcc+9rHcfffdede73pVk1cX/+eefnz/+8Y/ZYYcd8sADD2TKlCnp3bt3LrrootXWMGHChLzwwgs577zzmtd000035fjjj8/Pf/5z/3MIugiZAUBZMqPzc50BtBeZ0fnJDADoWOs0WHLrrbfmkEMOyTbbbJMZM2Zk5513zuOPP55qtZo99tijrdcIQCcmM7qG8ePH53//93/z4x//OHV1ddljjz1yyimn5Ljjjmve5re//W1uv/325tv3339/7r///iTJxz72scLnHTlyZCZPnpw777wzPXv2zHve85589atfzahRo1psN2vWrJxzzjm5/vrr07dv3yTJJZdcknnz5uXaa6/NDjvskO9973tt3DXQ3mQGAGXJjK7BdQbQHmRG1yAzAKBjVaorxzLXwlve8pa8973vzbnnnpv+/fvn/vvvz+DBg/ORj3wk73nPe3LSSSetj7WuN53iOwl993nb8N3n0O5kBgBlyYwO4DqjbbjOgHYnMwAoS2YAALRe3bo86G9/+1vzx4t17949ixYtSr9+/XLeeefl61//epsuEIDOTWYAUJbMAKAsmQFAWTIDAKD11mmwpG/fvs3fQ7jZZps1f19dksybN69tVgZAlyAzAChLZgBQlswAoCyZAQDQet3X5UGjR4/OHXfckZEjR+Z973tfPv3pT+eBBx7Iz3/+84wePbqt1whAJyYzAChLZgBQlswAoCyZAQDQeus0WDJhwoQsXLgwSXLuuedm4cKFue6667LddttlwoQJbbpAADo3mQFAWTIDgLJkBgBlyQwAgNarVKvVakcvoqMtWLAg9fX1aWhoyIABAzp6OcUmTuzoFXQNJ57Y0SsAOrlOkRkA1IROkRmuM9qG6wyglTpFZgBQE2QGANAR6tblQdtss02ee+651erz58/PNtts0+pFAdB1yAwAypIZAJQlMwAoS2YAALTeOg2WPP7442lsbFytvmTJkvzrX/9q9aIA6DpkBrA+PPTQQ9loo41SqVSy6aabNtd/+MMfZtSoUamvr0/fvn2z00475dJLL33N5/q///u/vO1tb2t+vq233rrF/c8//3wOOeSQ9O/fPyNHjszvf//75vuefvrpDBw4MJMnT27L9jZYMgOAsmQGsD64zuiaZAawPsgMYEPTfW02/tWvftX837fcckvq6+ubbzc2NubWW29d7c0OgA2TzOg4H7+xo1fQNXz3/R29AtZk0aJFOeKII7Js2bIW9bvvvjtHH310kuT9739/+vTpk5/85Cc5/fTTM2zYsHzgAx8ofL6ZM2fmxRdfzC677JK77757tfsvuOCC3HzzzTn66KNz++2356ijjspTTz2VSqWS0047LXvvvXeOOuqotm90AyIzAChLZnQgX5/WNnx9Ws1yndH1yIwOJDPahsyoWTID2BCt1WDJoYcemiSpVCo59thjW9zXo0ePbL311rnkkkvabHEAdF4yA1hfxo8fn9mzZ+fMM8/M1772teb6o48+miQZOHBg8/9AfOCBB/K3v/0ts2bNWuPzffKTn8wnP/nJXHnllYUX7w8//HBGjBiRSZMm5bLLLsspp5ySefPmZerUqbnxxhvz0EMPtXGHGx6ZAUBZMgNYX1xndD0yA1hfZAawIVqrwZKmpqYkybBhw3LPPffkjW9843pZFACdn8wA1ofrr78+EydOzI9+9KMsXbq0xX0HHXRQdtlllzzwwAM55JBD0qdPn/ztb3/Lm9/85nz0ox9d59+544475pZbbsmRRx6ZP//5zxkyZEj69OmTk046Keeee65/4dYGZAYAZckMYH1wndE1yQxgfZAZwIaqbl0eNGvWLCdhAJQiM4C28vjjj+eEE07IuHHjCj/es76+Ph/72MfSq1ev3HjjjfnJT36S3r1757DDDssb3vCGdf69X/ziF3PQQQflpptuSt++fTN58uScffbZGTRoUI466qgceeSRGT58eA466KDmf5nCupEZAJQlM4C24jqj65MZQFuRGcCGbK0+seSVbr311tx666155plnmid/V7r66qtbvTAAug6ZAbSFX/7yl5k/f34ef/zxHHzwwXnyySeTJPPnz8/BBx+cww8/PKeddlo23njjPPDAA+nfv3/e+ta35qyzzsqgQYNy0kknrdPvfeXHlybJ1KlTc9lll2XKlCn53Oc+l+nTp+fXv/51PvGJT+S4447LHXfc0Sb9bqhkBgBlyQygLbjO2DDIDKAtyAxgQ7ZOgyXnnntuzjvvvIwaNSqbbbZZKpVKW68LgC5CZgBtpVqtJkluu+22FvUlS5bk5ptvzjvf+c4kyeDBg7PddtslSYYPH55//OMfefjhh5MkDQ0Neeqpp9KjR48MHz58rdfQ2NiYE088Maecckr22GOPTJs2LTvttFN22GGH7Lnnnrniiita0SEyA4CyZAbQVlxndH0yA2grMgPYkK3TYMmVV16ZSZMm5eijj27r9QDQxcgMoK2MHz8+48ePb749adKkjBs3LkOGDMncuXNz1113pa6uLjNnzszBBx+cfv365Xe/+12S5B3veEeS5IYbbsi4ceOy1VZb5fHHH0+S3HHHHfne976Xv//970mSefPm5bjjjmv+Ha80YcKEvPDCCznvvPOSJCNGjMhNN92U448/Pj//+c8zYsSI9fcH2ADIDADKkhlAW3Gd0fXJDKCtyAxgQ7ZOgyVLly7Nvvvu29ZrAaALkhlAe9l7771z3XXX5Rvf+EbuuOOOLF++PDvvvHNOOumk/Md//McaH/foo4/m+9//fvPtF198sfn2Ky/eZ82alXPOOSfXX399+vbtmyS55JJLMm/evFx77bXZYYcd8r3vfW/9NLeBkBkAlCUzgPbiOqPzkxlAe5EZQFdWqa783Ka1cOaZZ6Zfv34566yz1sea2t2CBQtSX1+fhoaGDBgwoKOXU2zixI5eQddw4okdvQLY4MiM9vfxGzt6BV3Dd9/f0SuADY/M6ACuM9qG6wxodzKjA8iMtiEzoN3JjA4gM9qGzACghqzTJ5YsXrw4EydOzP/93/9l1113TY8ePVrcP2HChDZZHACdn8wAoCyZAUBZMgOAsmQGAEDrrdNgyfTp07P77rsnSR588MEW91UqlVYvCoCuQ2YAUJbMAKAsmQFAWTIDAKD11mmw5LbbbmvrdQDQRckMAMqSGQCUJTMAKEtmAAC0Xl1rHvzoo4/mlltuyaJFi5Ik1Wq1TRYFQNcjMwAoS2YAUJbMAKAsmQEAsO7WabDkueeeywEHHJDtt98+73vf+/LUU08lSY4//vh8+tOfbtMFAtC5yQwAypIZAJQlMwAoS2YAALTeOg2WnH766enRo0dmz56djTbaqLl+xBFH5Le//W2bLQ6Azk9mAFCWzACgLJkBQFkyAwCg9dZpsOR///d/8/Wvfz1Dhw5tUd9uu+3yxBNPtMnCgA3PQw89lI022iiVSiWbbrrpavdfffXVqVQqqVQqOfLII0s950svvZSRI0c2P27GjBlJkiVLluTYY49NfX19ttpqq1x77bXNj1m0aFG23XbbXHDBBW3T2AZOZgBQlswA1gfXGV2TzACgLJkBANB63dflQS+++GKLyd6Vnn/++fTq1avViwI2PIsWLcoRRxyRZcuWFd4/Y8aMnHrqqenevXuWL19e+nlPPfXUPProo6vV/+d//ic/+MEPcvjhh+dvf/tbxo0bl3e/+90ZOHBgzj333Gy00Ub57Gc/u879sIrMgA3cxIkdvYLO78QTO3oF7UZmAG3NdUbXJTNgw/bxGzt6BZ3fd9/f0StoPzIDNmwyo/U2pMwA1mydPrHkbW97W37wgx80365UKmlqasrFF1+cd73rXW22OGDDMX78+MyePTtnnnnmavctWbIkRx55ZLbbbrv8x3/8R+nnvPbaa3P11Vfn/PPPX+2+hx9+OP369ct1112Xiy66KIsXL84//vGPTJ8+Pd/85jczceLE9OjRo1U9sYLMAKAsmQG0NdcZXZfMAKAsmQEA0Hrr9IklF198cQ444IBMnTo1S5cuzec+97k89NBDef755/PnP/+5rdcIdHHXX399Jk6cmB/96EdZunTpavd/+tOfzj/+8Y/ce++9pT82+rHHHsvHP/7xnHDCCTniiCPy+c9/vsX9O+64YxYuXJhDDz00M2fOTO/evbP11lvn4IMPzgknnJDRo0e3SW/IDADKkxlAW3Kd0bXJDADKkhkAAK23Tp9YsvPOO2fmzJl561vfmg984AN58cUXc9hhh2XatGkZPnx4W68R6MIef/zxnHDCCRk3blyOOuqo1e7/xS9+kcsuuyyXXXZZtt9++1LPuWzZshx55JHZcsst861vfatwmxNOOCHHHHNM/vCHP+Sll17KNddckx//+MeZM2dOvvSlL+XEE0/Mtttum3e+85255557WtXjhk5mAFCWzADaiuuMrk9mAFCWzAAAaL11+sSSJKmvr8+XvvSltlwLsAH65S9/mfnz5+fxxx/PwQcfnCeffDJJMn/+/Bx88MF58cUX07t37/zkJz/JT37yk9x///1Jkj/96U85/vjjc9VVV632nA8//HDuueee7Lrrrjn88MOzaNGi5vtOOumkfPnLX84BBxyQ73//+831f/7zn9lxxx3zwx/+MJdddlluuOGG/P73v8/Xv/71HHbYYZk9e3Yqlcp6/mt0XTIDgLJkBtAWXGdsGGQGAGXJDACA1lmnwZJrrrkm/fr1y+GHH96i/tOf/jQvvfRSjj322DZZHND1VavVJMltt93Wor5kyZLcfPPN+cAHPpDFixfn5ptvbnH/nDlzcuuttyZJXnrppcyePTtJMmLEiObnnD59eqZPn97icX/4wx8K36NOPvnkvPvd784HPvCBTJw4MVtvvXV22WWXjB49Oj/60Y8yb968bLLJJm3T9AZGZgBQlswA2orrjK5PZgBQlswAAGi9dfoqnAsvvDBvfOMbV6sPHjy49PcSAyTJ+PHjU61Wm3+uueaaJMmQIUNSrVbzi1/8osX9Ky/0jjjiiDz++ONJkrvvvjsjR47MyJEjkyS77757i8fMmjWr+ff97W9/y3HHHddiDT/96U/zxz/+Mf/93/+dZMX/NL733ntz9NFH5+tf/3re+MY3ZtCgQev5L9F1yQwAypIZQFtxndH1yQwAypIZAACtt06fWDJ79uwMGzZstfpWW23V/K95ADqDhoaGnHbaabnwwguz+eabJ0m+9KUv5ZFHHskNN9yQLbbYItdcc03q6tZpDo/IDADKkxlAV+E6Y/2TGQCUJTMAAFpvnQZLBg8enOnTp2frrbduUb///vv9axugVY477rjV/qXfK02aNCmTJk1qUXvnO9/Z/LHURbbeeus13l9fX585c+a0qA0cODC/+tWvSq+Z1yYzAChLZgDri+uMrkdmAFCWzAAAaL11+qcxH/7wh/OpT30qt912WxobG9PY2Jjf//73Oe2003LkkUe29RoB6MRkBgBlyQwAypIZAJQlMwAAWm+dPrHkq1/9ah5//PEccMAB6d59xVM0NTXlmGOO8Z2EALQgMwAoS2YAUJbMAKAsmQEA0HprPVhSrVYzd+7cTJo0Keeff37++te/pk+fPtlll12y1VZbrY81AtBJyQwAypIZAJQlMwAoS2YAALSNdRos2XbbbfPQQw9lu+22y3bbbbc+1gVAFyAzAChLZgBQlswAoCyZAQDQNurW+gF1ddluu+3y3HPPrY/1ANCFyAwAypIZAJQlMwAoS2YAALSNtR4sSZKLLroon/3sZ/Pggw+29XoA6GJkBgBlyQwAypIZAJQlMwAAWm+tvwonSY455pi89NJL2W233dKzZ8/06dOnxf3PP/98mywOgM5PZgBQlswAoCyZAUBZMgMAoPXWabDk0ksvbeNlAJ3Jx2/s6BV0ft99f0evoP3IDADKkhmwYXOd0XquMwBgdTIDAKD11mmw5Nhjj23rdQDQRckMAMqSGQCUJTMAKEtmAAC0Xt26PvAf//hHvvzlL+fDH/5wnnnmmSTJb37zmzz00ENttjgAugaZAUBZMgOAsmQGAGXJDACA1lmnwZLbb789u+yyS+666678/Oc/z8KFC5Mk999/f77yla+06QIB6NxkBgBlyQwAypIZAJQlMwAAWm+dBks+//nP5/zzz8/vfve79OzZs7m+//77584772yzxQHQ+ckMAMqSGQCUJTMAKEtmAAC03joNljzwwAP54Ac/uFp98ODBmTdvXqsXBUDXITMAKEtmAFCWzACgLJkBANB66zRYsvHGG+epp55arT5t2rRsscUWrV4UAF2HzACgLJkBQFkyA4CyZAYAQOut02DJkUcemTPPPDNz585NpVJJU1NT/vznP+czn/lMjjnmmLZeIwCdmMwAoCyZAUBZMgOAsmQGAEDrrdNgyQUXXJCRI0fmTW96UxYuXJgdd9wxb3/727Pvvvvmy1/+cluvEYBOTGYAUJbMAKAsmQFAWTIDAKD1uq/Nxk1NTfnGN76RX/3qV1m6dGmOPvrojB07NgsXLsyb3/zmbLfddutrnQB0MjIDgLJkBgBlyQwAypIZAABtZ60GS772ta/lnHPOyZgxY9KnT59Mnjw51Wo1V1999fpaHwCdlMwAoCyZAUBZMgOAsmQGAEDbWauvwvnBD36Qyy+/PLfcckt+8Ytf5MYbb8yPfvSjNDU1ra/1AdBJyQwAypIZAJQlMwAoS2YAALSdtRosmT17dt73vvc13x4zZkwqlUrmzJn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      "text/plain": [
       "<Figure size 2000x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(1, 11):\n",
    "    response_df[f\"exp_{i}\"] = response_df[f\"Prompt {i}\"].apply(\n",
    "        lambda x: x.split(\":\")[0].strip()\n",
    "    )\n",
    "    response_df[f\"exp_{i}_model\"] = response_df[f\"exp_{i}\"].map(\n",
    "        gt_df_lookup[f\"exp_{i}\"]\n",
    "    )\n",
    "    value_counts = response_df[f\"exp_{i}_model\"].value_counts()\n",
    "    if len(value_counts) > 1 and value_counts.iloc[0] == value_counts.iloc[1]:\n",
    "        winning_model = \"NA\"\n",
    "    else:\n",
    "        winning_model = value_counts.idxmax()\n",
    "    response_df[f\"exp_{i}_winning_model\"] = winning_model\n",
    "    \n",
    "for i in range(1, 11):\n",
    "    response_df[f\"exp_{i}_winning_model_agree\"] = response_df[f\"exp_{i}_model\"] == response_df[f\"exp_{i}_winning_model\"]\n",
    "\n",
    "response_df[\"average_score\"] = response_df[[f\"exp_{i}_winning_model_agree\" for i in range(1, 11)]].mean(axis=1)\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(2, 5, figsize=(20, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "colors = {\"3.5\": \"#FF9999\", \"4.0\": \"#66B2FF\"}  # Light red for 3.5, light blue for 4.0\n",
    "\n",
    "for i in range(1, 11):\n",
    "    value_counts = response_df[f\"exp_{i}_model\"].value_counts()\n",
    "    percentage = value_counts / len(response_df) * 100\n",
    "\n",
    "    ax = axes[i - 1]\n",
    "    percentage.plot(\n",
    "        kind=\"bar\", ax=ax, color=[colors[str(idx)] for idx in percentage.index]\n",
    "    )\n",
    "    ax.set_title(\n",
    "        f\"Experiment {i}, winning model {response_df[f'exp_{i}_winning_model'].iloc[0]}\",\n",
    "        fontsize=12,\n",
    "        fontweight=\"bold\",\n",
    "    )\n",
    "    ax.set_ylabel(\"Percentage\", fontsize=10)\n",
    "    ax.set_ylim(0, 100)\n",
    "    ax.set_xlabel(\"\")  # Remove x-axis label\n",
    "\n",
    "    # Customize x-axis ticks\n",
    "    ax.set_xticklabels(ax.get_xticklabels(), rotation=0, ha=\"center\")\n",
    "\n",
    "    # Add value labels on top of each bar\n",
    "    for j, v in enumerate(percentage):\n",
    "        ax.text(\n",
    "            j,\n",
    "            v + 1,\n",
    "            f\"{v:.1f}%\",\n",
    "            ha=\"center\",\n",
    "            va=\"bottom\",\n",
    "            fontsize=9,\n",
    "            fontweight=\"bold\",\n",
    "        )\n",
    "\n",
    "    # Add gridlines for better readability\n",
    "    ax.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
    "\n",
    "    # Remove top and right spines\n",
    "    ax.spines[\"top\"].set_visible(False)\n",
    "    ax.spines[\"right\"].set_visible(False)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.suptitle(\n",
    "    \"Model Preference Across Experiments\", fontsize=16, fontweight=\"bold\", y=1.02\n",
    ")\n",
    "\n",
    "# Add a legend\n",
    "handles = [plt.Rectangle((0, 0), 1, 1, color=colors[label]) for label in colors]\n",
    "fig.legend(\n",
    "    handles,\n",
    "    colors.keys(),\n",
    "    title=\"Model Scores\",\n",
    "    loc=\"center right\",\n",
    "    bbox_to_anchor=(1.1, 0.5),\n",
    ")\n",
    "\n",
    "plt.savefig(\"plots/Model_preference.jpeg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Model Performance Ranking:\n",
      "----------------------------------------\n",
      "Model Name                    Average Score\n",
      "----------------------------------------\n",
      "Gim                                 0.90\n",
      "jinhui                              0.80\n",
      "Helena Caldwell                     0.80\n",
      "Victor                              0.80\n",
      "Christian S                         0.70\n",
      "Minz                                0.70\n",
      "Tony                                0.70\n",
      "Tomdroid                            0.70\n",
      "Christian C                         0.70\n",
      "Rebecca                             0.70\n",
      "Martin                              0.60\n",
      "Mike                                0.60\n",
      "Anessa                              0.60\n",
      "Lucy                                0.60\n",
      "vaughn                              0.60\n",
      "ali                                 0.60\n",
      "Bassel                              0.60\n",
      "nedi                                0.60\n",
      "Ashe Wang                           0.60\n",
      "Ian Oliver                          0.60\n",
      "pat                                 0.60\n",
      "Keenan Freyberg                     0.50\n",
      "Julia                               0.50\n",
      "franklin                            0.40\n",
      "Jimmy Yue                           0.40\n",
      "Jeff                                0.40\n",
      "brad                                0.30\n",
      "----------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1623060/2710313004.py:14: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
      "  cmap = plt.cm.get_cmap('RdYlGn')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort the DataFrame by average_score in descending order\n",
    "sorted_df = response_df.sort_values(by=\"average_score\", ascending=False)\n",
    "\n",
    "# Display the sorted results in a nicely formatted table\n",
    "print(\"\\nModel Performance Ranking:\")\n",
    "print(\"-\" * 40)\n",
    "print(f\"{'Model Name':<30}{'Average Score':>10}\")\n",
    "print(\"-\" * 40)\n",
    "for _, row in sorted_df[[\"name\", \"average_score\"]].iterrows():\n",
    "    print(f\"{row['name']:<30}{row['average_score']:>10.2f}\")\n",
    "print(\"-\" * 40)\n",
    "\n",
    "# Create a color map\n",
    "cmap = plt.cm.get_cmap('RdYlGn')\n",
    "norm = plt.Normalize(sorted_df[\"average_score\"].min(), sorted_df[\"average_score\"].max())\n",
    "colors = [cmap(norm(score)) for score in sorted_df[\"average_score\"]]\n",
    "\n",
    "# Create a bar plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(sorted_df[\"name\"], sorted_df[\"average_score\"], color=colors)\n",
    "plt.title(\"Model Performance Ranking\", fontsize=16, fontweight=\"bold\")\n",
    "plt.xlabel(\"Model Name\", fontsize=12)\n",
    "plt.ylabel(\"Average Score\", fontsize=12)\n",
    "plt.xticks(rotation=60, ha=\"right\")\n",
    "plt.ylim(0, 1)  # Assuming scores are out of 5\n",
    "\n",
    "# Add value labels on top of each bar\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2., height,\n",
    "             f'{height:.2f}',\n",
    "             ha='center', va='bottom')\n",
    "\n",
    "# Add a color bar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=plt.gca())\n",
    "cbar.set_label('Average Score', rotation=270, labelpad=15)\n",
    "\n",
    "# Adjust layout and display the plot\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"plots/User_ranking_mean.jpeg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# response_df.to_csv(\"~/Downloads/pat.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1623060/3452053710.py:13: FutureWarning: Calling int on a single element Series is deprecated and will raise a TypeError in the future. Use int(ser.iloc[0]) instead\n",
      "  x = int(response_df[response_df[\"name\"] == name][col] == 3.5)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "losses = defaultdict(float)\n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "\n",
    "for name in response_df[\"name\"]:\n",
    "    holdout_df = response_df[response_df[\"name\"] != name]\n",
    "    for col in [f\"exp_{i}_model\" for i in range(1, 11)]:\n",
    "        holdouts = holdout_df[col]\n",
    "        N = len(holdouts)\n",
    "        counts = Counter(holdouts)\n",
    "        # print(counts)\n",
    "        p = counts[3.5] / N\n",
    "        x = int(response_df[response_df[\"name\"] == name][col] == 3.5)\n",
    "        losses[name] += -(x * np.log2(p) + (1 - x) * np.log2(1 - p))\n",
    "\n",
    "\n",
    "# Create a DataFrame from the losses dictionary and sort it\n",
    "final_loss_df = pd.DataFrame(losses.items(), columns=[\"name\", \"loss\"]).sort_values(\"loss\")\n",
    "\n",
    "# Create a bar plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(final_loss_df[\"name\"], final_loss_df[\"loss\"], color=plt.cm.RdYlGn(1 - (final_loss_df[\"loss\"] - final_loss_df[\"loss\"].min()) / (final_loss_df[\"loss\"].max() - final_loss_df[\"loss\"].min())))\n",
    "\n",
    "# Customize the plot\n",
    "plt.title(\"Model Performance Ranking (Lower Loss is Better)\", fontsize=16, fontweight=\"bold\")\n",
    "plt.xlabel(\"Model Name\", fontsize=12)\n",
    "plt.ylabel(\"Loss\", fontsize=12)\n",
    "plt.xticks(rotation=60, ha=\"right\")\n",
    "\n",
    "# Add value labels on top of each bar\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2., height,\n",
    "             f'{height:.2f}',\n",
    "             ha='center', va='bottom')\n",
    "\n",
    "# Add a color bar\n",
    "sm = plt.cm.ScalarMappable(cmap=plt.cm.RdYlGn_r, norm=plt.Normalize(vmin=final_loss_df[\"loss\"].min(), vmax=final_loss_df[\"loss\"].max()))\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=plt.gca())\n",
    "cbar.set_label('Loss', rotation=270, labelpad=15)\n",
    "\n",
    "# Adjust layout and display the plot\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"plots/User_ranking_loss.jpeg\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1623060/728746079.py:27: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
      "  cmap = plt.cm.get_cmap('RdYlGn')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a dictionary to store the count of model == 4 preferences for each name\n",
    "model_4_preferences = defaultdict(int)\n",
    "\n",
    "# Iterate through all experiment columns\n",
    "for i in range(1, 11):  # Assuming there are 10 experiments\n",
    "    column = f\"exp_{i}_model\"\n",
    "    \n",
    "    # Count how many times each name prefers model == 4\n",
    "    for name, value in zip(response_df[\"name\"], response_df[column]):\n",
    "        if value == 4:\n",
    "            model_4_preferences[name] += 1\n",
    "\n",
    "# Find the name(s) with the highest count of model == 4 preferences\n",
    "max_count = max(model_4_preferences.values())\n",
    "# Sort the model_4_preferences dictionary by count in descending order\n",
    "sorted_preferences = sorted(model_4_preferences.items(), key=lambda x: x[1], reverse=True)\n",
    "\n",
    "# Print out each person and their count\n",
    "max_name_length = max(len(name) for name, _ in sorted_preferences)\n",
    "max_count_length = max(len(str(count)) for _, count in sorted_preferences)\n",
    "\n",
    "# Create a bar plot for model v4.0 preferences\n",
    "plt.figure(figsize=(12, 6))\n",
    "names, counts = zip(*sorted_preferences)\n",
    "\n",
    "# Create a colormap\n",
    "cmap = plt.cm.get_cmap('RdYlGn')\n",
    "colors = cmap(np.linspace(0, 1, len(names)))\n",
    "\n",
    "# Create the bar plot with colors\n",
    "bars = plt.bar(names, counts, color=colors)\n",
    "\n",
    "# Customize the plot\n",
    "plt.title(\"Preferences for Model v4.0\", fontsize=16, fontweight=\"bold\")\n",
    "plt.xlabel(\"Name\", fontsize=12)\n",
    "plt.ylabel(\"Number of Preferences\", fontsize=12)\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "\n",
    "# Add value labels on top of each bar\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2., height,\n",
    "             f'{height}',\n",
    "             ha='center', va='bottom')\n",
    "\n",
    "# Add a color bar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=plt.Normalize(vmin=min(counts), vmax=max(counts)))\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=plt.gca())\n",
    "cbar.set_label('Number of Preferences', rotation=270, labelpad=15)\n",
    "\n",
    "# Adjust layout and display the plot\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"plots/V4_Preference.jpeg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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y40Stra3Kz8+XYRiUGmGIzCPc7Klt0AMHC1Xe6lN6VKQiHF/+va0rLNDh116SMzZemn62MsdP1C+mjNK0uOMfbGgrNbxeb6DUkI6/Z+jqd9dgKjPIO2AvZB6wFzIP2EdP8x7stXbucQP0gRPLjIyMjECZIUkul0sZGRmKjo5WYWGh6uvr+3Gk4aWrT6hicOmNMkNiTY3BgMwjXNT7/Xo4+6jKW30a6W5fZkiS4XLKk5isMUu/pjPOnKZKGXo4+6jq/+f+sl0tFG6HMqMNeQfshcwD9kLmAfsIRd4pNIAQO7nMcLvdHfZpu50EpUbP+f1+7dixg8XEBrnTLTO6mnxIqRG+yDzCyYeVdcpralF6VGSnn0SKSUnVhGtvVPSw/7mlVFSk8ptatLmyLrBPV6XGyQZjmUHeAXsh84C9kHnAPkKVdwoNIIR6Uma0odQA2utJmdF2ga+yslL5+fnKycmRaZoyDINSA0C/sCxL/yytkiF1mJnRlbb93iitave761SlxmAsMwAAAACgO9xAHAiRYMqMNm2lRmFhoQoLC1lTA7bV0zLDMAzl5OTozTffVFVVlQzD0KhRo3TttdfK5XIF9jnZyQuFjxgxQk6nM9SnBcAG6vymDjc0K94V3O+UeJdThxuaVe83FXvCY71erwzD0LFjx9TU1KQhQ4bIMAxVV1eroaFBSUlJSkxM7O3TAAAAAIABiRkaQAicTpnRhpkasLtgyozs7Gw9/fTTKisrCywcdfDgQa1atUo+n++UMzUyMjLk9/tVXl4esvMBYC9Npim/ZckV5CKXLsOQ37LUaJodvhYfH6/MzEw5nU4dO3ZMR48elWmaysjIoMwAAAAAYCuG1dWVHnQp2JXXYS89KTNM05TD4ejy0+PS8Qu2hYWFamhoYKZGJyzLkt/vl9Pp7PJ7iPATzJoZhYWFev7551VfX69rrrlG0dHRWr16tXw+n0zTVHp6um699dZuZ2pIx2/ZUl5errFjxzJLYwAj8wgXtT6/rt99WIakIRE9nwxd2eqTJemF6WPbzdA4Wdv9Zwfz7yvyDtgLmQfshcwD9tHTvAd7rZ0ZGkAv6kmZUVFRoXXr1qm6urrbT48zU+PUWlpa+nsI6EXBlBl+v18ff/yx6uvrtXz5co0fP15vvvmmWlpaNGTIELlcLhUWFuqxxx4LzNToisfjCbzIYmAj8wgHsU6HxkZHqcYX3O+UGp9fY6OjFOPs/u250+kc1GVGG/IO2AuZB+yFzAP2EYq8U2gAvaQnZUZ5ebkee+wxffzxx9q0aZNqamooNU6T3+/Xnj17uAg9SARTZliWJafTqdmzZ+vss8/WxIkT9eyzz6qsrEwXXHCBLr300kD+ysvLVVdX1+3xmpubZRiGHA5eEgcyMo9wYRiGvpacIEtSq9mzidBt+12WnMAnFUXeAbsh84C9kHnAPkKVdxYFB3pBT8oMn8+ntWvXqrW1VQ6HQ1lZWTJNU+eff74SEhK6vCUOC4VjsAtmzYyKigpVVlZq+PDhSktLU0pKirKyspSXl6fExEQtXLhQ77zzjiIjI7Vo0SJNnTpVCQkJXT63z+dTRUWF4uPj5XLxkgigdywYEqsR7kjlNbVopDuy25LCsiwVNbco0x2p+UNi+3CUAAAAABB++Dgq8BX1dAFwl8ulIUOGSDq+uGdzc7MOHDigDz74QC0tLTpy5EiXz3HiTI2ioiI1NzeH4lSAPhdMmZGbm6vnnntOL7/8sg4dOhS4D2PbzIry8nL9+c9/1ubNmzVmzBjNnTu328VyfT6f8vPzZRiGkpKSQnJ+AOwpxunUv45JVWKES7lNLV3O1Gg1LeU2tWhohEv3j0lVjA1uJQUAAAAAXwWFBvAV9LTMaLul1JAhQxQdHa1LLrlEw4YNU2Njo/bt26cnnnhCTz31lN58880un8swDKWlpcnlcqmsrCwk5xNu7HAP8cGsp7eZMgxD2dnZeuqpp1ReXq5p06Zp/PjxcjqdamlpUVpamoYPHy5JOnbsmGJiYjRnzhxFRkZ2ecy2MsM0TWVkZDA7I0yQeYSTaXHR+vn4dI1wR6qouUW5jc2qbPWp1udXZatPuY3NKmpu0Qh3pP59fLrOjIvu7yEPKOQdsBcyD9gLmQfsIxR5N6yubt6PLgW78joGp56WGSfKz8/XE088odtuu03x8fFavXq1iouLA+toXHHFFZo5c2aXt5+SpOrqah07dkxjx47lIizCVjBrZpSUlOjZZ59VTU2NVqxYoSlTpuijjz5Sbm6uamtrtWLFCvl8Ph0+fFhNTU2aNm1aYDZUZ04sMzIzM7stPgDgq6r3+7W5sk5vlFbpcEOz/JYlp2FobHSULktO0PwhsczMAAAAAGBbwV5r52oocBpM01RhYWGPZmYYhqGioiJFRkYqLi5OklRaWqoRI0YoIyNDxcXFsixLHo9Hubm5Gjt2bLfhbSsx7N5FWpal6upqeb1eFlANM8GUGZJUVVWl+vp6jR8/XikpKVq9erUOHDggp9Mpv9+vp59+Wnfeeadmz559ymNRZoQvMo9wFeN06uIkr5Ykxqveb6rRNOVxOBTjdPB3uQvkHbAXMg/YC5kH7CNUeeeWU8BpqKysVFNTk9LT07udmdF2q5wnnnhCBw8eVHx8vBISElRcXKyNGzfqk08+kXT8VlSNjY3Kzc09ZcBra2vlcrlsPzvD7/dr//798vv9/T0UBCGYMqOttPP5fPL7/crOztaf//xn5eTkaO7cubr22mvl8XgUERHRo+emzAhvZB7hzjAMxbqcSo6MUKzLyT/gu0HeAXsh84C9kHn7Mk1Tfr/f9h/QtZNQ5d3eV0SB02CapiorK5WQkCCPx3PKfXfs2CG/369Dhw5p9uzZSkxM1Pbt2wP7rFy5UkOGDNHq1at1+eWXB2ZxdKaurk41NTVKTk7mQgjCTjALgJeUlKioqEgTJkzQlClTNG/ePH3xxRdKSkrSzJkzNWHCBL333ntqbGxUWlraKfNAmQEAAAAAQN9rbW1VWVmZamtrZVmWXC6Xhg4dqoSEBK5t4bRQaABBamuUo6NPvXinw+HQokWLdOTIEWVnZ2vXrl0699xzVVxcrLq6On3jG99QRkaGJOmWW27pdtZFfX29ioqKFBsbq4SEhN46HaBPBFNm5OTk6NVXX1V1dbUuvvhizZ07V0uWLNH8+fMVFRUlwzD01ltv6eOPP1ZMTIyWLVumqKioLp+bMgMAAAAAgL7X1NSkgoICGYah5ORkuVwu1dXVqbS0VA0NDT36gCJwMgoNIEgOx/F7Xjc3Nys2Nrbd19ouyFZWVgYWJU5KStKUKVP0ySefqLCwUEuXLtXixYsVHx+v0aNHB6baObtZELS+vl6FhYWKiYlRamoqv+x1/NYdHo+H70UY6OltpgzD0JEjR/TMM8/INE2df/75mjp1qurr6+Xz+eT1elVVVaVXXnlF+fn5Sk5O1rXXXtvtMSkzBg8yD9gHeQfshcwD9kLm7aOtzIiMjFR6enrguldcXJzi4uJUVFSkoqIiSo1BLFR5NyxuXBa0YFdex+BTXFys2tpajRo1qsOsisOHD+uZZ57R+PHjNXfuXKWnp6usrEx//etfJUk33nijxo0bJ+nLNQK6C/aJZQa/5BFuglkzo7q6Wk899ZQqKip09dVX64wzztAHH3ygffv2ye/368wzz9R5552nDz/8UM3NzTrnnHPk9Xq7PB5lBgAAAAAAfa+rMuNEXO9Cm2CvtbMoOHAahgwZIsMwlJ+fL5/PF9je2tqqjz76SJJ08OBBvfLKK3ruueckSdOmTZMk7d27V62trYHZHJQZp8c0TZWUlMg0zf4eCroQTJkhSY2Njaqrq9OwYcOUnp6uZ555Ru+9954qKytVXl6uHTt2qLy8XAsWLND5559PmWEzZB6wD/IO2AuZB+yFzA9+PSkzJCkmJkbp6emBW6zzmfvBJ1R5p9AATsOnn36qlpYWmabZrtSIiIjQihUrdPvtt2vUqFFyOp3Kzc3V448/ruzsbEnHC43a2tpTlhOUGd0zTVPZ2dm8CRqgelpmnPiGxePxBF7s/vCHP6igoEAXXHCBbrrpJsXExKi1tVWtra2S1O16M5QZgxOZB+yDvAP2QuYBeyHzg1tPy4w2lBqDW6jyTqEBnIaamho5nU5lZmZ2KDWioqKUmZmp6667Ttdee61mzJghj8ej+vp6SepRiCkzEM56ugC4pEBumpqa5PV6dcsttyg9PV3nnHOOrr/+ep133nk6cuSIamtrlZSUdMqph5QZAAAAAAD0vWDLjDaUGggWi4IDPWBZluqafWr2mYpwHP8l7Xa7FRkZqczMTOXn5ysvL08jRowIfHLc7XYrLS1Ny5cvV05OjvLy8rRjxw7dfPPN3X5inTID4aynZUbbLdu2bdumuro6+f1+zZkzR5MmTdLKlStlGIZqa2v15ptvavv27YqNjdXy5csVHR3d5XNTZgAAAAAA0PdOt8xo01ZqFBYWslA4TolCA+hGQ4tPmw+Va+3eo8ourZffsmS1Nst5LEfXxY6QOzZe3hiPKisrdfDgQfl8Po0ZMyZQarRduB09erRGjx6tefPmKSIiosvno8zoOcMw5PV6+R4NID29zZRhGMrOztazzz4r0zTldrvV1NSkV155RfPnz9fs2bPlcrm0evXqwBuZr3/960pMTOzymJQZgx+ZB+yDvAP2QuYBeyHzg89XLTPaUGoMPqHKu2Exjydowa68jvC0t7Baj6w/oILKRhmS4t0uOR2GGmurlff5J5LTpaFuQ9fNGadRSTEaN26cDMOQw+FQZmZmp/f4bys4OkOZgXAWzALgpaWleuaZZ1RTU6Ply5fL7XbrlVdekd/v14wZM3ThhRcqJiZGxcXF+uKLLzR9+vRuf9dSZgAAAAAA0PdOVWZ0dx2sK1wfs59gr7WzhgbQib2F1frZ658rv6JBaV63RgyNVkJ0pOLcEYpxmopqLJOjKl+l1Y165UCDUiaerXHjxnW6psaJKDN6j2maKigoYCGxASCYMkOSysvLVV9fr7lz52rGjBlav369WltbNX/+fJ177rl67rnnVFJSopSUFC1YsIAyA5LIPGAn5B2wFzIP2AuZHzyCKTMOHjyozZs3691339WuXbu6PS5ragweoco7hQZwkoYWnx5Zf0AV9c0aOTRaEc72MamvKlVLQ60S08do+pzz5E/I1O/fy1FDiy+wpkZ3pcbJKDNOD2+CBoZgywxJOnbsmPx+v7Kzs/W73/1OlZWVWrBggS688ELt2LFDRUVFKikpkdR1CShRZtgNmQfsg7wD9kLmAXsh84NDMGXG5s2b9dxzz+mdd97Rpk2b9Oqrr+qll15SQ0NDl8en1BgcKDSAPrL5ULkKKhuVnuDp9GLqkLQxGjtnqUbMOE/umHilJ3hUUNmoLYfKJSmoUoMyA+HsdMoMSRo9enTgllK1tbU655xzdNFFF+mDDz7QJ598otGjR2vMmDHdHoMyAwAAAACAvteTNTParm99+umneuedd+TxeHTJJZdoxIgRkqQDBw7o8OHD3T7PiaVGRUVF758IwhaFBnACy7K0du9RSeowM6NNhNujhLTRgV/Obfu9tfdooDHuSalBmYFw1pMyoy0PZWVl+uKLL1RWVia/36/k5GSlp6fL4XDINE0dOXJEzzzzjDZu3KiYmBhddtllio6O7vK5KTMAAAAAAOh7wSwA7vP59Pnnn0uSbr/9do0ZM0Z5eXlyu91atmyZHA6HduzY0e3zxcTEKCEhQZWVlfL7/b16LghfHVctBmysrtmn7NJ6ed3BRcPrdim7tF71LX7FRh1/bFupkZ+fr7y8PA0fPlzR0dGyLEtVVVUqLS2lzPgKHA6HkpOT5XDQy/a1ns7MMAxD2dnZeuGFF9TS0qKoqCjNmTNHs2bN0iWXXKL169eroKBAZWVlqqmpUWpqqr7+9a93e0zKDPsi84B9kHfAXsg8YC9kPnwFuwB42/5ut1t79+7V+++/L0n62te+pnHjxumxxx5TYmKipkyZ0u2HGuPj41VZWamWlhZ5PJ7QnBxCIlR5p9AATtDsM+W3rC5nZ3TF6TDU6jPV1PploSEdLzVGjBihoqIi5efny+VyybIsmaYpr9erYcOGUWacJofDobFjx/b3MGznVGVG26wMwzBUU1OjN998Uy0tLYqNjVVdXZ0+/vhjNTY2auHChVq+fLkqKiqUn5+vlJQUJSUlKTY2tsvnpsywNzIP2Ad5B+yFzAP2QubD06nKDNM0Axetm5qa5Ha75Xa7lZycrKKiIm3atEkul0vXXHONxo8frxdffFHV1dU655xzui0z2o4tdb/GJgamUOWdOhQ4QZTLIadhyG8Gt9iQ37TkNAy5IzpOtYuIiNDIkSOVnp4ur9erhIQEjRo1SikpKfwy/gpM09Thw4dZSKwPBTMzIz8/XwcPHlRzc7Muuugi3XrrrUpLS1NjY6P27NmjTZs2qaGhQWlpaZo9e7ZGjRpFmYFukXnAPsg7YC9kHrAXMh9+enKbqbYyY8OGDXrttddUWVkpl8ulUaNGBX7WMTExqqio0JNPPqkDBw5o/PjxmjdvniR1uei3ZVmqqKhQVFSUoqKiQnSGCJVQ5Z1CAzhBbJRLY5JjVNPU9ULenalu8mlMcoxiIru+d2BsbKySkpKUlJTExdheYJqmSktLeRPUR4IpM3Jzc/XEE0/ojTfeUEtLi6ZOnarExMRAqdHU1KSsrCx9+OGHPVrYizIDEpkH7IS8A/ZC5gF7IfPhJZg1MwoLC/Xhhx9q37592rRpk2pra3XRRRdpxowZsixL1dXVWr9+vfLy8jRu3Dhdf/31gbU1u/rAb2lpqerr65WUlMSHgsNQqPJOoQGcwDAMXTI1VZakVn/Pwta236VTU/nlikGpp2VGm8jIyMCUUYfDoZycHDU3NysiIkK33nqrMjIyVF9fryNHjpyynKDMAAAAAACg7/VkzYwT/zctLU1LliyRJO3atUtvv/226urqtHz5cl122WWaNWuWzj77bC1btkw33HBDoMzoan2F0tJSVVZWKiUlpds7OsB+WEMDOMn8cYnKGOJRfkWDRg6N7raksCxLRVVNyhjq0bxxiX04SqBvVFZWdltmlJWV6dChQxo7dqySk5MlSampqfrmN7+pF198UVVVVdq8ebNiY2M1cuRIRUZG6uabb9bzzz+viy++mNtMAQAAAAAwwJyqzGhpaQn8G/3YsWNKTT3+Id+5c+fKMAytX79en332mSRp8eLFOvvsszs8x6nKjIqKCqWkpCghIaF3Tw5hjxkawEmiI1360cUTlRgbpdyKhi5narT6TeVWNGhobKR+dPFERUfSD/Ylh8OhjIyMLl/88NX5/X6VlZUpISGhyzLj8ccf17p16/Tf//3fWrNmjcrLy9XY2KjU1FStWLFCQ4cOVXl5udatW6e8vDy1tLQoIiJCN998s4YPH97lc1Nm4GRkHrAP8g7YC5kH7IXMD3ynKjM+++wzffzxx5KkjRs36i9/+Uvgz4ZhaM6cOYGZGp999pk2bNig8vLyDs9DmTH4hSrv/PYAOjE13asHLpuizKHRKqpuUm5Fg6oaWlTb1KqqhhblVjSoqLpJmUOj9cBlUzQ13dvfQ7Yd3gSFXk1NjSzLUlJSUoevtbS06OWXX1ZTU5NcLpcqKyu1e/duPfvss3r99dd15MgRpaWl6brrrlNycrLKy8v1j3/8QwUFBbIsq8sFvyTKDHSOzAP2Qd4BeyHzgL2Q+YHtVGXG4cOH9corr+jgwYOqra1VYWGhJOmtt97S9u3bA/udeeaZSktLk2EY2rNnjz7//PMePT9lxuBCoQH0sanpXv3njWfp/ksmaXqGV6YlNflMmZY0PcOr+y+ZpP+88SzKjH7i9/u1b98++f3+/h7KoGWappxOZ6eLflmWFbjFVFxcnL72ta8pKSlJVVVV2rdvn5588km99NJLKiws1Ne//nW53W41NDQoISFBhmF0eSs3ygx0hcwD9kHeAXsh84C9kPmBqydrZhw+fFjS8esFcXFxuvDCCzV16lRJ0ptvvqmPP/5YhmHI5XKpvr5eKSkpGj58uObPn3/K56fMGHxClXfukQN0IzrSpcVTUnTR5GGqb/GrqdUvd4RTMZFOFgDvZ5Zlqbq6uttP+uOriYyMlM/nU1NTk9xud7uvRUVFaebMmfrss89UWVkpp9Opu+++W1lZWXr//fdVUVGhrKwsZWVlafTo0Zo/f74mT57c7aLilBnoDpkH7IO8A/ZC5gF7IfMD06nKDOn47aTGjRunrVu3qri4WBUVFUpLS9OsWbNkWZaysrL01ltvqaysTOXl5WppadHVV1+tjIwMGYbBmhk2FKq8M0MD6AHDMBQb5VJSbJRio1yUGbCF2NhYRUZGqri4WKbZcS2Z0aNH66yzzpIkHTx4UE6nU2VlZaqoqJAkjRo1SpKUk5OjqVOnKjExscvnoswAAAAAAKDv9WQB8DZer1eWZam1tVXHjh2TYRjKzMzUnDlzdOaZZ0qStm/fruzsbKWmpio9PV2GYciyLMoM9BpmaAAAOnXs2DF5vV6Vl5eroKCg0/sepqen69NPP9Xnn38uy7K0d+9eSdI3v/lNjRo1SocOHdLQoUO7fVNCmQEAAAAAQN87VZmxd+9e7dmzR16vV5mZmUpOTlZKSkpghkabjIwMxcXFKSkpSUePHlV8fLyWLl0qh8PBzAz0OsNijlfQampq5PV6VV1drfj4+P4eDmBLpmmqrKxMSUlJLCYWIm+//bZGjhypzMxMFRQUKCoqqtNS47nnntPBgwcDf/7GN76h8ePHy7KsU85mosxAT5F5wD7IO2AvZB6wFzI/cPRkAfBnnnmm3TaXyyXTNGWapkaOHKkbb7xRERER7f797/f7A8eizLC3nuY92Gvt/OYAEJYcDoeGDRvGG6AQ8vv9cjgc8ng8ysjIUHNzswoKCgK3n2rrwydOnKjIyEgZhqFly5Zp/PjxPVrwiTIDwSDzgH2Qd8BeyDxgL2R+YOjJAuCmaWrhwoWaM2eOkpKSNGTIEPl8vsA1gaKiIq1bt04tLS0yDCNwHaDtWNxmCqHKO789AIQlv9+v3bt39+jCOXrOsizVNrWqrK5ZdU0tgemhHo9H0dHR2rVrlw4ePCjTNAOfvhg/fryioqJkWZYOHTok6fgbmO5mZ1BmIFhkHrAP8g7YC5kH7IXM97+eLgA+fvx4XXDBBVq6dKlWrlypO+64Q9dff70uu+wyud1utba2au/evVq3bp2am5s7HKerawKUGfYRqryzhgaAsGRZlhobG8Vd83pHQ4tPmw+Va+3eo8ourZffslSyd59G7i7TjLQYXTxrsorycgMLgJ24pkZ8fLwuuugirVmzRvn5+aqvr1dMTEyXz0WZgdNB5gH7IO+AvZB5wF7IfP/qSZnRpu02UpZlye12Szp+hwbp+OLga9asUX19vT799FMNGTJECxYsOOXzU2bYS6jyTqEBADa3t7Baj6w/oILKRhmS4t0uuQzJ8rVoz2dZ+mx/hDZkFeqHKy7UwnnTA2+ATiw1Ro4cqZSUFF199dWUGQAAAAAADDDBlBnSlzMsTpxp0VZyjBs3TldeeaWeffZZpaWlad68ead8fsoM9BYKDQCwsb2F1frZ65+ror5Z6QkeRTiP34nQ9Plk1ZbJYzYrMX2qWoaM1t/3NipzVI2mpnuVkZHRrtRISEjQHXfcIZer65cVygwAAAAAAPreqcqMkxfvPnGR7xO1zdhoKzVWrlyptLS0wO2qWTMDfYE1NACEJafTqUmTJp3yEwXoWkOLT4+sP6CK+maNHBodKDMkSY7jb1JSJ8xU5pRzNTYtWeV1zXpk/QE1tPg6XSicMgOhROYB+yDvgL2QecBeyHzf68nMjLYiYtu2bSouLg4UF5058Wttd22gzEBnQpV3Cg0AYckwDCUkJHS78DS6t/lQuQoqG5We4OnwfXQ4nJq27CYNn3SWDIdDhmEoPcGjgspGbTlULkmdlhq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      "text/plain": [
       "<Figure size 1600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained variance ratio: [0.26159747 0.16382669]\n"
     ]
    }
   ],
   "source": [
    "for i in range(1, 11):\n",
    "    value_counts = response_df[f\"exp_{i}_model\"].value_counts()\n",
    "    response_df[f'feature_{i}'] = (response_df[f\"exp_{i}_model\"] == 4).astype(int)\n",
    "\n",
    "new_row = pd.Series({f'feature_{i}': 0 for i in range(1, 11)})\n",
    "new_row['name'] = 'v3.5'\n",
    "response_df = pd.concat([response_df, new_row.to_frame().T], ignore_index=True)\n",
    "new_row = pd.Series({f'feature_{i}': 1 for i in range(1, 11)})\n",
    "new_row['name'] = 'v4'\n",
    "response_df = pd.concat([response_df, new_row.to_frame().T], ignore_index=True)\n",
    "# Define feature columns\n",
    "feature_columns = [f'feature_{i}' for i in range(1, 11)]\n",
    "\n",
    "# Prepare the feature matrix\n",
    "X = response_df[feature_columns].values\n",
    "\n",
    "# Perform K-means clustering\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA\n",
    "n_clusters = 4\n",
    "kmeans = KMeans(n_clusters=n_clusters, random_state=42)\n",
    "cluster_labels = kmeans.fit_predict(X)\n",
    "\n",
    "# Add cluster labels to the DataFrame\n",
    "response_df['Cluster'] = cluster_labels\n",
    "\n",
    "# Perform PCA\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "# Create a plot with improved aesthetics\n",
    "plt.figure(figsize=(16, 12))\n",
    "\n",
    "# Define a color palette\n",
    "colors = plt.cm.tab10(np.linspace(0, 1, n_clusters))\n",
    "\n",
    "# Plot each cluster\n",
    "for cluster in range(n_clusters):\n",
    "    cluster_data = response_df[response_df['Cluster'] == cluster]\n",
    "    cluster_pca = X_pca[response_df['Cluster'] == cluster]\n",
    "    plt.scatter(cluster_pca[:, 0], cluster_pca[:, 1], \n",
    "                label=f'Cluster {cluster}', \n",
    "                color=colors[cluster], \n",
    "                s=100, \n",
    "                alpha=0.7)\n",
    "    \n",
    "    # Add name labels with improved visibility and transparency\n",
    "    for i, row in cluster_data.iterrows():\n",
    "        plt.annotate(row['name'], \n",
    "                     (X_pca[i, 0], X_pca[i, 1]), \n",
    "                     xytext=(5, 5), \n",
    "                     textcoords='offset points', \n",
    "                     fontsize=10, \n",
    "                     fontweight='bold',\n",
    "                     color='black',\n",
    "                     alpha=0.5,  # Make the text semi-transparent\n",
    "                     bbox=dict(boxstyle=\"round,pad=0.3\", fc=\"white\", ec=\"gray\", alpha=0.3),  # Make the box more transparent\n",
    "                     arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=0.2\", alpha=0.3),  # Make the arrow more transparent\n",
    "                     rotation=45)  # Rotate the text by 45 degrees\n",
    "\n",
    "plt.xlabel('First Principal Component', fontsize=14)\n",
    "plt.ylabel('Second Principal Component', fontsize=14)\n",
    "plt.title('User Clusters Based on Feature Preferences (PCA)', fontsize=18, fontweight='bold')\n",
    "plt.legend(fontsize=12, title=\"Clusters\", title_fontsize=14)\n",
    "\n",
    "# Add grid for better readability\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "\n",
    "# Improve overall style\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"plots/User_Clusters_PCA.jpeg\", dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# Print explained variance ratio\n",
    "print(f\"Explained variance ratio: {pca.explained_variance_ratio_}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}