{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8989e342", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/rameyjm7/workspace/TML/lpu/llm-preference-unlearning/lpu-env/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Using log file: logs/recommender_2025-11-23_16-03-59.json\n", "[INFO] Encoding responses...\n", "[INFO] Drift metrics saved to logs/drift_summary.csv\n" ] }, { "data": { "image/png": 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", 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C8Pfx8VEvf9ijvQXK+vvwOJ2PP/4Y48aNQ4cOHeDn54dBgwbhpZdeUtdSHvTKx4JVJjc3t8If7Ed5eHjU6CrFR2tu06YNAKBDhw6Vzn90zFFN+ljT90d5Pz08PDSW29jYVNjfq1evqkPcwyr7Ha1Kde+Fh+txd3fXWM/Q0LDCqe6ZM2di//79CAgIgLu7OwYMGIDRo0ejd+/eNa6HdIuBiRpNQECA+sqmynh7e+Ps2bMoKiqq0VUq5UeRqroq6j//+Q+efPJJ2cep6R+K2ox1kCNJUrVHwmxsbLT2XPX18FG1h4lHBuk2pId/l4YOHYonnngCo0ePRmJiIszMzNRHVN5++22EhoZW+hjlf9T+/ve/49KlS/jxxx+xd+9efP755/jkk0+wbt06vPzyyzrdj5r0Njw8HH369MH333+PvXv3YsmSJVi8eDF27tyJsLAw9b4uWbKkyttgaPNmkVXVrM3fk6b6/tDmPvr4+CAxMRE//fQTYmJi8N1332HNmjWYO3cuoqOj61sqaQEDEzVZzzzzDI4fP47vvvsOo0aNqnbde/fu4ccff8TIkSMrHST+5ptvYuvWrTUKTHXl7OwMAEhMTNT4xFxUVIQrV65UG8Lc3Nywf/9+9O7du9ogVn665o8//qjwqfVhNT0993DNj7p48SKsra1rdbuEmjxP+VWH5RITE9XLtcHAwAALFy7Ek08+iVWrVmHWrFnq18PIyKhGYbhdu3aIjIxEZGQk7t69i7///e+YP3++RmCSJAmXL19WHw0BgD///BMA1EcPnJ2dsX//fuTn52scZbp48aJ6eV20b98ekyZNwqRJk5CZmYm//e1vWLBgAcLCwtS/IxYWFjW+j1Vjqkkfa/r+KO9nUlKSxnswKyurwpEtZ2fnSk+7VvZeqKvyepKTkzX+7ykpKUFKSkqFo5atW7fGyJEjMXLkSBQVFWHYsGFYsGABZs+e3eRvB9IScAwTNVmvvfYa2rdvj7feekv9H+jDMjMz8eGHHwIAvv/+e9y7dw9RUVEYPnx4hZ+nn34a3333HQoLC3VWb3BwMFQqFVasWKHxCXPjxo3Izc3F4MGDq9w2PDwcpaWl+OCDDyosKykpUd+WYMCAATA3N8fChQtRUFCgsd7Dz9m6dWvk5ubK1ty+fXt0794dX3zxhcatD/744w/s3bu30hsX1oW/vz9sbW2xbt06jdfgl19+QUJCQrW9qYt+/fohICAAy5cvR0FBAWxtbdGvXz989tlnuHnzZoX1s7Ky1P/Ozs7WWGZmZgZ3d/dKf3dWrVql/rcQAqtWrYKRkRH69+8PAOoboD68HgB88sknUCgUCAsLq9V+lZaWVnhdbW1t4eDgoK7Pz88Pbm5uWLp0Ke7evVvtvjYVcn2s6fsjODgYRkZGWLlypcb7obK73g8aNAixsbE4ceKEel5WVlatxjvK8ff3h5WVFTZs2ICSkhL1/K1bt1YIcI/+3qlUKnTq1AlCCBQXF2utJqo7HmGiJqtt27b4/vvvMWjQIHTv3l3jTt+nT5/G9u3b1YNNt27dCisrKzz++OOVPtazzz6LDRs24Oeff64weFtbbGxsMHv2bERHR2PgwIF49tlnkZiYiDVr1qBnz57V3gSwb9++ePXVV7Fw4UKcPXsWAwYMgJGREZKSkvDNN9/g008/xfDhw2FhYYFPPvkEL7/8Mnr27InRo0ejbdu2+O9//4v79+/jiy++AFD2R3PHjh2YPn06evbsCTMzMzzzzDOVPveSJUsQFhaGoKAgTJgwQX1bgTZt2mD+/Pla6Y2RkREWL16MyMhI9O3bF6NGjVLfVsDFxQXTpk3TyvM8bMaMGRgxYgS2bNmC1157DatXr8YTTzyBLl26YOLEiXB1dUVGRgaOHz+O69ev47///S+AskHM/fr1g5+fH9q1a4eTJ0+qL+N/mImJCWJiYjBu3DgEBgbil19+wc8//4x33nlHfYromWeewZNPPok5c+YgJSUF3bp1w969e/Hjjz9i6tSptb5lQn5+Ph577DEMHz4c3bp1g5mZGfbv34/4+Hj885//BFA2Jujzzz9HWFgYfH19ERkZCUdHR6SlpeHgwYOwsLDA//3f/8k+1+nTp/Hll19WmO/m5qYxyLu+atLHmr4/bGxs8Pbbb2PhwoV4+umnMWjQIJw5cwa//PILrK2tNZ73H//4B/79739j4MCBmDJlivq2As7Ozjh37pxW9k2lUmH+/Pl444038NRTTyE8PBwpKSnYsmUL3NzcNI4EDxgwAPb29ujduzfs7OyQkJCAVatWYfDgwbW6+IV0qHEuzqOWrDaXjQshxI0bN8S0adOEp6enMDExEa1atRJ+fn5iwYIFIjc3V2RkZAhDQ0MxduzYKh/j/v37olWrVuK5556rcp3yy6mXLFlSr/pXrVolvL29hZGRkbCzsxOvv/66uH37tsY6j95WoNz69euFn5+fMDU1Febm5qJLly7iH//4h7hx44bGert27RKPP/64MDU1FRYWFiIgIEBs375dvfzu3bti9OjRwtLSUgBQP1dltxUQQoj9+/eL3r17qx/vmWeeERcuXNBYp/y2AuWXej/aj4cvw67Kjh07RI8ePYSxsbFo166dGDNmjPo2Eo8+Xm1uK1DZuqWlpcLNzU24ubmpb/9w6dIl8dJLLwl7e3thZGQkHB0dxdNPPy2+/fZb9XYffvihCAgIEJaWlsLU1FR4e3uLBQsWiKKiIvU648aNE61btxaXLl0SAwYMEK1atRJ2dnZi3rx5GreUEEKI/Px8MW3aNOHg4CCMjIyEh4eHWLJkicZl70KU3VagstsFODs7qy+HLywsFDNmzBDdunUT5ubmonXr1qJbt25izZo1FbY7c+aMGDZsmLCyshLGxsbC2dlZhIeHiwMHDlTbU7nbCjx8ab6zs3Olt2CobF8qe3/Vpo9C1Oz9UVpaKqKjo0X79u2Fqamp6Nevn/jjjz80+lju3Llzom/fvsLExEQ4OjqKDz74QGzcuLHGtxX45ptvKt3HR99fK1asEM7OzsLY2FgEBASIY8eOCT8/PzFw4ED1Op999pn4+9//rn693NzcxIwZM0Rubm6FPlDjUAjRiCM1iVqosWPH4vjx45XeFZiavoiICHz77beVnvIikiNJEmxsbDBs2LBKv96JmiaOYSJqBDdv3qxwioCImp+CgoIKV83961//Qk5OToWvRqGmjWOYiBrQuXPn8MMPP+Dw4cOYMWNGY5dDRDoWGxuLadOmYcSIEbCyssLp06exceNGdO7cGSNGjGjs8qgWGJiIGtDOnTuxcuVKvPDCC5g9e3Zjl0NEOubi4oIOHTpgxYoVyMnJQbt27fDSSy9h0aJFNbq/HDUdHMNEREREJINjmIiIiIhkMDARERERyeAYJhmSJOHGjRswNzev07fBExERUeMTQiA/Px8ODg41+iL2yh5Ar6xatUrjBmBxcXHVrn/79m0xadIkYW9vL1QqlfDw8BA///xzjZ8vNTW12pu48Yc//OEPf/jDH/35SU1NrVP+0KsjTOVf9bBu3ToEBgZi+fLlCA0NRWJiImxtbSusX1RUhJCQENja2uLbb7+Fo6Mjrl69CktLyxo/Z/kt6VNTU2FhYaGtXWkwkiQhKysLNjY2dUvUVCX2VnfYW91hb3WHvdUdbfQ2Ly8PHTp0qPNXzehVYFq2bBkmTpyIyMhIAMC6devw888/Y9OmTZg1a1aF9Tdt2oScnBz89ttvMDIyAvDXt1/XVPlpOAsLC70NTAUFBbCwsOAbWMvYW91hb3WHvdUd9lZ3tNnbug6v0ZvAVFRUhFOnTmncu0apVCI4OBjHjx+vdJtdu3YhKCgIUVFR+PHHH2FjY4PRo0dj5syZMDAwqHSbwsJCjW8lz8vLA1D2YkmSpMU9ahiSJEEIoZe1N3Xsre6wt7rD3uoOe6s72uhtfV8XvQlMt27dQmlpKezs7DTm29nZ4eLFi5Vuc/nyZfz6668YM2YMdu/ejeTkZEyaNAnFxcWYN29epdssXLgQ0dHRFeZnZWWhoKCg/jvSwCRJQm5uLoQQ/MSjZeyt7rC3usPe6g57qzva6G1+fn69atCbwFQXkiTB1tYW69evh4GBAfz8/JCWloYlS5ZUGZhmz56N6dOnq6fLz3na2Njo7Sk5hULBc+o6wN7qDnurO+yt7rC3uqON3pqYmNSrBr0JTNbW1jAwMEBGRobG/IyMDNjb21e6Tfv27WFkZKRx+s3Hxwfp6ekoKiqq9Lb0xsbGMDY2rjBfqVTq7RtAoVDodf1NGXurO+yt7rC3utNYvS0tLUVxcXGDPmdDkiQJJSUlKCoqqra3KpWqyuX1fU30JjCpVCr4+fnhwIEDGDp0KICyBh44cACTJ0+udJvevXtj27ZtkCRJ3ag///wT7du353f4EBGR3hNCID09HXfu3GnsUnSqfPxSfn5+tYO2lUolOnbsqJO/8XoTmABg+vTpGDduHPz9/REQEIDly5fj3r176qvmXnrpJTg6OmLhwoUAgNdffx2rVq3ClClT8MYbbyApKQkfffQR3nzzzcbcDSIiIq0oD0u2trZo1apVs73BshACJSUlMDQ0rHIfy280ffPmTTg5OWm9F3oVmEaOHImsrCzMnTsX6enp6N69O2JiYtQDwa9du6ZxyK1Dhw7Ys2cPpk2bhq5du8LR0RFTpkzBzJkzG2sXSE+lpqZi3rx5iImJwa1bt9C+fXsMGTIEr732mvoeYDt37sS6detw6tQp5OTk4MyZM+jevXvjFk5EzVZpaak6LFlZWTV2OTpVk8AEADY2Nrhx4wZKSkrUtxPSFr0KTAAwefLkKk/BHTp0qMK8oKAgxMbG6rgqas4uX76MoKAgeHp6Yvv27ejYsSPOnz+PGTNm4Oeff0ZcXBysra1x7949PPHEEwgPD8fEiRMbu2wiaubKxyy1atWqkStpOspPxZWWljIwEdXH5ay72H7iGs5dz0V+QQnMTQzR9bE2GBXgBFcbs0q3iYqKgkqlwt69e2FqagoAcHJyQrdu3eDu7o53330X69atw9ixYwEAKSkpDbU7RETN9jRcXeiyFwxM1CJcuJGHD3++gN8uZcNAqUCpJNTLTl69jQ1HruBxNyu8O7gTOjn8dfuInJwc7NmzBwsWLFCHpXL29vYYNmwYvv76a6xdu5b/aRGR3qnLh8iWioGJmr1jybcw4Yt4FJeUhaSHw9LD03GXczBs7TFsHNcTvd2tAQBJSUkQQsDHx6fSx/bw8MDt27eRlZVV6fcZEhE1RXX9ENmS8SYc1KxduJGHCV/Eo7BEQqkQ1a5bKgQKSyRM+CIeF27kaSwTMtvyNhVEpC+OJd/CsLXHEHc5B4D8h8hjybd0UkdqairGjx8PBwcHqFQqODs7Y8qUKcjOzlavs3PnTgwYMADW1tZQqVQ4e/asTmqpCQYmatY+/PkCiksEZPKOmhBAcYnAgp8vAADc3d2hUCiQkJBQ6fpJSUmwsbGBpaWlliomItIdbX2IrK/Lly/D398fSUlJ2L59O5KTk7Fu3TocOHAAQUFByMkpC3PlF9MsWrRIq89fFwxM1GxdzrqL3y5ly/6n8KhSIXDsUjau3LoHKysrhISEYM2aNXjw4IHGeunp6di5cyfGjRunzbKJiHSmvh8iteXhi2n69u0LJycnhIWFYf/+/UhLS8OcOXMAAGPHjsXcuXMRHBys1eevCwYmara2n7gGA2XdBmIbKBTYFncVALBq1SoUFhYiNDQUhw8fRmpqKmJiYhAaGgo3Nze89957AMoGiJ89exYXLpT9x5KYmIizZ88iPT1dOztERFQP2vgQqQ3lF9NMmjSp0otpxowZgx07dsgOhWhoDEzUbJ27nlvh3HxNlQqB39PKDkF7eHggPj4erq6uCA8Ph7OzM8LCwuDh4YEff/wRZmZlV5Ls2rULPXr0wODBgwEAL7zwAnr06IF169ZpZ4eIiOpBWx8i60vuYhofHx/1xTRNCQMTNVv5BSX12j6v4K8vsnRxccGWLVuQnp4OSZIwd+5c7Nu3T2NsU0REBIQQFX7mz59frzqIiLRBWx8itUXfLqZhYKJmy9ykfnfNsDCp+i6x0dHRWL58OU6dOgVJkur1PEREDUGbHyLrQ+5imoSEhCZ5MQ0DEzVbXR9rU6/Dz10cq7/3SGRkJF555RWN7y8kImqqdPkhsjbkLqbZunUrIiIitPJc2sT/6anZGhXgVK/Dz6MDnbVcERFR49H1h8jaqOpimpCQEHh6emLu3LkAmtbFNAxM1Gy52pjhcTcrGNTyK0sMFAr0drdCR+vWOqqMiKjhNaUPkVVdTOPp6Yljx45VuJjm6aefLtuHUaMa7WIaBiZq1t4d3AlGhgrUNDMpFICRoQJzBnXSbWFERA2sqX2IrOximr179+LcuXPqdcovppEkCUVFRZAkqdEupmFgomatk4MFNo7rCWNDpex/EgYKBYwNldg4rie/O4mImqWm/CEyOjoaK1asQGxsbJO8mIaBiZq93u7W2Pl6b/RybQcAFc7hl0/3cmuHna/3Vn/xLhFRc9PUP0RGRkZi6tSpTfJimvoNmSfSE50cLLB1Yi9cuXUP2+Ku4ve0POQVFMPCxAhdHC0wOtCZY5aIqEUo/xC54OcLOHYpGwZKhcbYpvLpXm7tMGdQJx5x/x8GJmpROlq3xpzBHJ9ERC0bP0TWHgMTERFRC8UPkTXX9E4SEhERETUxDExEREREMhiYiIiIiGRwDBMREVFLdSsZOLUZuHEWKMwDjC0Ah+6AXyRg7d7Y1TUpDExEREQtTfrvwJ53gCuHAYUBIEr/WnbtOHB8FdCxLxC6ALDv0nh1NiE8JUdERNSSXD4EfB4CpBwrm344LD08nXK0bL3Lh3RSRmpqKsaPHw8HBweoVCo4OztjypQpyM7OBgAUFxdj5syZ6NKlC8zMzODs7Ixx48bhxo0bOqlHDgMTERFRS5H+O7DtBaCkoGJQepQoBUoLy9ZP/12rZVy+fBn+/v5ISkrC9u3bkZycjHXr1uHAgQMICgpCTk4O7t+/j9OnT+O9997DqVOn8PXXXyMxMRHPPvusVmupKZ6SIyIiain2vAOUFgEQsqsCAIRUtv6eOcC4XVorIyoqCiqVCnv37oWpqSkAwMnJCT169ICbmxvmzJmDtWvXYt++fWVlCAE3NzesXLkSgYGBuHbtGpycnLRWT03wCBMREVFLcCu5bMyS3JGlR4lS4Mp/gOxLWikjJycHe/bswaRJk9RhqZy9vT3GjBmDHTt2QIiKoS43NxcKhQKWlpZaqaU2GJiIiIhaglObywZ414XCADi5SStlJCUlQQgBHx+fSpf7+Pjg9u3byMrK0phfUFCAWbNmYdSoUbCwaPjvt2NgIiIiaglunK390aVyohS4+V+tllPZEaSHqVQq9b+Li4sxatQoCCGwdu1ardZRUwxMRERELUFhXv22L8jVShnu7u5QKBRISEiodHlCQgJsbGzUp92Ki4sxcuRIXLt2DXv37m2Uo0sAAxMREVHLYFzPoGHSRitlWFlZISQkBGvWrMGDBw80lqWnp2Pr1q2IiIgAUBaWwsPDkZSUhJiYGFhZWWmlhrpgYCIiImoJHLrXbwxT+25aK2XVqlUoLCxEaGgoDh8+jNTUVMTExCAkJASenp6YO3cuiouLMXz4cJw8eRJffvklSktLkZ6ejvT0dBQVFWmtlppiYCIiImoJ/CLrN4bJf7zWSvHw8EB8fDxcXV0RHh4OZ2dnhIWFwdPTE8eOHYOZmRnS0tKwa9cuXL9+HT169ICTkxMcHBzQvn17/Pbbb1qrpaYYmIiIiFoCa3eg499rf5RJYQC49gOs3LRajouLC7Zs2YL09HRIkoS5c+di7969OHfunHq5EAJCCEiShKKiIkiSBCEE+vXrp9VaaoKBiYiIqKUI/QgwUAGKGv75VyjL1h/woW7rAhAdHY0VK1YgNjYWkiTp/Plqi3f6JiIiainsuwCjvyr7upPSoupP0SkMysLS6K8a7At4IyMjG+R56oJHmIiIiFoS137Ay/sAlyfKph89RVc+3bFP2Xqu/RqyuiaLR5iIiIhaGvsuZd8Nl32p7A7eN/9bdp8lkzZlV8P5j9f6mCV9x8BERETUUlm5AaELGrsKvcBTckREREQyGJiIiIiIZDAwEREREcngGCYiIqIWKiU3Bd/++S3OZ5/H3eK7MDMyg6+VL4Z7DodLG5fGLq9JYWAiIiJqYRJzErEkfgni0uNgoDBA6UP3YzqTeQZfXPgCgfaBmNFzBrzaeTVipU0HT8kRERG1ILE3Y/Hi7hcRnxEPABph6eHp+Ix4vLj7RcTejNVJHampqRg/fjwcHBygUqng7OyMKVOmIDs7W73O/Pnz4e3tDTMzM9ja2iIkJARxcXE6qUcOAxMREVELkZiTiDcOvIHC0kJIovqvH5GEhMLSQrxx4A0k5iRqtY7Lly/D398fSUlJ2L59O5KTk7Fu3TocOHAAQUFByMnJAQB4enpi1apVOHfuHA4ePAhnZ2cMGDAAWVlZWq2nJhiYiIiIWogl8UtQJBVBQNRofQGBIqkIS04u0WodUVFRUKlU2Lt3L/r27QsnJyeEhYVh//79SEtLw5w5cwAAo0ePRnBwMFxdXeHr64tly5YhLy9P/QW9DYmBiYiIqAVIyU1BXHqc7JGlR0lCQtzNOFzNu6qVOnJycrBnzx5MmjQJpqamGsvs7e0xZswY7NixA0JohrqioiKsX78ebdq0Qbdu3bRSS20wMBEREbUA3/75LQwe/d64GjJQGOCbxG+0UkdSUhKEEPDx8al0uY+PD27fvq0+7fbTTz/B3Nwc5ubmWL58Ofbt2wdra2ut1FIbDExEREQtwPns8xUGeNdUqSjFhZwLWq3n0SNIj1KpVACAJ598EmfOnMHhw4cRGhqK8PBwZGZmarWWmmBgIiIiagHuFt+t1/b5RflaqcPd3R0KhQIJCQmVLk9ISICNjQ0sLS0BAK1bt4a7uzsCAwOxceNGGBoaYuPGjVqppTYYmIiIiFoAMyOzem1vrjLXSh1WVlYICQnBmjVr8ODBA41l6enp2Lp1KyIiIqrcXpIkFBYWaqWW2mBgIiIiagF8rXzrNYapU7tOWqtl1apVKCwsRGhoKA4fPozU1FTExMQgJCQEnp6emDt3Lu7du4d33nkHsbGxuHr1Kk6fPo3x48cjLS0NI0aM0FotNcXARERE1AIM9xxerzFMI7y0F1I8PDwQHx8PV1dXhIeHw9nZGWFhYfD09MSxY8dgZmYGAwMDXLx4Ec8//zy8vLzw3HPPIScnB0eOHIGvr6/WaqkpfjUKERFRC+DSxgWB9oGIz4iv1a0FlAolAuwD4GzhrN16XFywZcsW9fS8efOwbNkynDt3Dr169YKJiQl27twJoGyAeElJCQwNDaFQKLRaR03xCBMREVELMaPnDKiUKihQs9ChgAIqpQpv+7+t48qA6OhorFixArGxsZCk2t0rqiHwCBMREVEL4dXOCyv7r8QbB95AkVRU7ZEmpUIJlVKFlf1XNtgX8EZGRjbI89QFjzARERG1IL3a98KXg75ET/ueAFBhIHj5dIB9AL4c9CV6te/V4DU2RTzCRERE1MJ4tfPC5wM+x9W8q/gm8RtcyLmA/KJ8mKvM0aldJ4zwGqH1MUv6joGJiIiohXK2cMbbPXU/Pqk54Ck5IiIiIhkMTEREREQyGJiIiIiIZOhdYFq9ejVcXFxgYmKCwMBAnDhxokbbffXVV1AoFBg6dKhuCyQiItIThVeuIGPxx7g69iVcfm4Yro59CRmLP0bhlSuNXVqTo1eDvnfs2IHp06dj3bp1CAwMxPLlyxEaGorExETY2tpWuV1KSgrefvtt9OnTpwGrJSIiapoKLl5ExqLFuB8bCxgYAKV/fWXK/dOnkbN5M1r16gW7WTNh4u3diJU2HXp1hGnZsmWYOHEiIiMj0alTJ6xbtw6tWrXCpk2bqtymtLQUY8aMQXR0NFxdXRuwWiIioqbn3vHjSHlhFO6Xn6EpfeT75f43ff/ECaS8MAr3jh/XSR2pqakYP348HBwcoFKp4OzsjClTpiA7O7vS9aOioqBUKrF8+XKd1CNHbwJTUVERTp06heDgYPU8pVKJ4OBgHK/mxXz//fdha2uLCRMmNESZRERETVbBxYtIfX0SRGEhIPf1I5IEUViI1NcnoeDiRa3WcfnyZfj7+yMpKQnbt29HcnIy1q1bhwMHDiAoKAg5OTka63///feIi4uDg4ODVuuoDb05JXfr1i2UlpbCzs5OY76dnR0uVvFCHj16FBs3bsTZs2dr/DyFhYUoLCxUT+fl5QEAJElqkt9tI0eSJAgh9LL2po691R32VnfYW91p6N6WP1/5T01kLFoEUVQE1HB9CAFRVISMRYvhtLnqszm1FRUVBZVKhT179sDU1BQA0KFDB3Tv3h3u7u545513sHbtWgBAWloa3nzzTfz0008YOnRotftbvqyyv9n1fV30JjDVVn5+PsaOHYsNGzbA2tq6xtstXLgQ0dHRFeZnZWWhoKBAmyU2CEmSkJubCyEElEq9OaCoF9hb3WFvdYe91Z2G7m1xcTEkSUJJSQlKSkpk1y9KScH92LjaP5Ek4X5sLO5fugSVc/3v/p2Tk4M9e/bg/fffh5GRkUbt1tbWGDVqFL7++musWLECQgiMHTsW06ZNg5eX1//Kkarc35KSEkiShOzsbBgZGWksy8/Pr1fdehOYrK2tYWBggIyMDI35GRkZsLe3r7D+pUuXkJKSgmeeeUY9rzxdGhoaIjExEW5ubhW2mz17NqZPn66ezsvLQ4cOHWBjYwMLCwtt7U6DkSQJCoUCNjY2/M9Ry9hb3WFvdYe91Z2G7m1BQQHy8/NhaGgIQ0P5P+c5O3dWGOBdYwYGuPvdd7D9xz/qUKmmK1euQAgBX1/fSuvu1KkTNm7ciNu3b2Pjxo0wMjLCtGnT1CFJqVRWub+GhoZQKpWwsrKCiYmJxrJHp2tLbwKTSqWCn58fDhw4oL41gCRJOHDgACZPnlxhfW9vb/z+++8a8959913k5+fj008/RYcOHSp9HmNjYxgbG1eYr1Qq9fY/F4VCodf1N2Xsre6wt7rD3upOQ/ZWqVRCoVCof+QU/HG+bmEJAEpLUXD+Qo2eR87Dj1HZ45XPu379OlasWIHTp09r7GN1+1u+rLLXoL6vid4EJgCYPn06xo0bB39/fwQEBGD58uW4d+8eIiMjAQAvvfQSHB0dsXDhQpiYmKBz584a21taWgJAhflERETNXendu/Xbvp6ntMq5u7tDoVAgISEBzz33XIXlCQkJsLGxwZEjR5CZmQknJ6e/aigtxVtvvYXly5cjJSVFK/XUlF4FppEjRyIrKwtz585Feno6unfvjpiYGPVA8GvXrvETExERUSUMzMzqt725uVbqsLKyQkhICNasWYNp06apB30DQHp6OrZu3YqoqCiMHTtWfWW8EAIlJSV4+umnMXbsWPWBkoakV4EJACZPnlzpKTgAOHToULXbbtmyRfsFERER6QGTzp1x//TpOo9hMvH11Votq1atwuOPP47Q0FB8+OGH6NixI86fP48ZM2bA09MTc+fOhZmZGaysrAD8FZiMjIxgb2+vHgDekHg4hoiIqAWwDB9RrzFMbUeGa60WDw8PxMfHw9XVFeHh4XB2dkZYWBg8PT1x7NgxmNXzaJguMDARERG1AMYdO6JVr15AbYeuKJVoFRQElYuLVutxcXHBli1bkJ6eDkmSMHfuXOzduxfnzp2rcpsrV65g6tSpWq2jphiYiIiIWgi7WTOhUKmAml7tplBAoVLBbmb9bycgJzo6GitWrEBsbGyTvLGq3o1hIiIiorox8fZGh7Vryr4epaio+q9HUSqhUKnQYe2aBvsC3sYYzF1TPMJERETUgrQOCoLLV9vRKjCgbIaBgeYK/5tuFRgIl6+2o3VQUANX2DTxCBMREVELY+LtDefNm1GUkoLbO75GwfnzKM3Ph4G5OUx8fdF2ZLjWxyzpOwYmIiKiFkrl4tIg45OaA56SIyIiIpLBwEREREQkg4GJiIiISAbHMBEREbVQdzLu4/yRNGRezUdRQQlUJoawdTaHbx9HWNq1auzymhQGJiIiohbm1vV8HP0mGWmJt6FQKiAkoV5281Iuzu5PxWNebdF7hDusH9POl+7qO56SIyIiakFSL+bgu8WncCPpNgBohKWHp9OSbuO7xaeQejFHN3WkpmL8+PFwcHCASqWCs7MzpkyZguzsbPU6ERERUCgUUCqVUKlUUCqVGDhwoE7qkcPARERE1ELcup6P3avPoaREgpD59hEhASUlEnavPodb1/O1Wsfly5fh7++PpKQkbN++HcnJyVi3bh0OHDiAoKAg5OT8FdIGDhyIGzdu4Nq1a7hx4wa2b9+u1VpqiqfkiIiIWoij3ySjtFQChPy6AAABlJZKOPZtMoZM7aG1OqKioqBSqbB3716YmpoCAJycnNCjRw+4ublhzpw5WLt2LQDA2NgY9vb2KCkpgaGhIRQ1/R48LeMRJiIiohbgTsZ9pCXelj2y9CghAdcv3sadjPtaqSMnJwd79uzBpEmT1GGpnL29PcaMGYMdO3ZAiLJUd+jQIdjZ2cHX1xevv/66xim7hsTARERE1AKcP5IGhbJuR2cUyrLttSEpKQlCCPj4+FS63MfHB7dv30ZWVhYGDhyIf/3rX9i/fz8++ugjHD58GGFhYSgtLdVKLbXBU3JEREQtQObV/AoDvGtKSEDWNe2OYyo/glQVlUqFF154Qb2uj48PevToAXd3dxw6dAj9+/fXaj1yeISJiIioBSgqKKnX9oUP6rd9OXd3dygUCiQkJFS6PCEhATY2NrC0tKywzNXVFdbW1khOTtZKLbXBwERERNQCqEzqd1LJ2FQ7J6WsrKwQEhKCNWvW4MGDBxrL0tPTsXXrVkRERFS67fXr15GdnY327dtrpZbaYGAiIiJqAWydzes1hsnGSXs3sFy1ahUKCwsRGhqKw4cPIzU1FTExMQgJCYGnpyfmzp2Lu3fvYsaMGYiNjUVKSgp+/fVXDB06FO7u7ggNDdVaLTXFwERERNQC+PZxrNcYJt8+jlqrxcPDA/Hx8XB1dUV4eDicnZ0RFhYGT09PHDt2DGZmZjAwMMC5c+fw7LPPwsvLC6+++ir+9re/4ciRIzA2NtZaLTXFQd9EREQtgKVdKzh6tcWNpNrdWkChBBw922r9u+VcXFywZcsW9fS8efOwbNkynDt3Dr169YKpqSn27NkDoGzQN+/DRERERA3iiRHuMDBQAjXNHArAwECJ3sPddVoXAERHR2PFihWIjY2FJNXyZlENgEeYiIiIWgjrx8wxKKordq8+h9LS6r8eRaEsC0uDoro22BfwRkZGNsjz1AWPMBEREbUgHbzb4fmZfnD0bAsAFQaCl087erbF8zP90MG7XYPX2BTxCBMREVELY/2YOYZM7YE7Gfdx/kgasq7lo/BBCYxNDWHjZA7fPo5aH7Ok7xiYiIiI9JjcHbOrY2nXCr2He2ixmsZVn17I4Sk5IiIiPWRkZAQAuH9fO1+K2xwUFRUBAAwMDLT+2DzCREREpIcMDAxgaWmJzMxMAECrVq0a7ZJ7XavJbQUkSUJWVhZatWoFQ0PtxxsGJiIiIj1lb28PAOrQ1FwJISBJEpRKZbWhUKlUwsnJSSfBkYGJiIhITykUCrRv3x62trYoLi5u7HJ0RpIkZGdnw8rKCkpl1aOJVCpVtcvrg4GJiIhIzxkYGOhk3E5TIUkSjIyMYGJiorNAJIeDvomIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDL0LjCtXr0aLi4uMDExQWBgIE6cOFHluhs2bECfPn3Qtm1btG3bFsHBwdWuT0RERFQZvQpMO3bswPTp0zFv3jycPn0a3bp1Q2hoKDIzMytd/9ChQxg1ahQOHjyI48ePo0OHDhgwYADS0tIauHIiIiLSZ3oVmJYtW4aJEyciMjISnTp1wrp169CqVSts2rSp0vW3bt2KSZMmoXv37vD29sbnn38OSZJw4MCBBq6ciIiI9JlhYxdQU0VFRTh16hRmz56tnqdUKhEcHIzjx4/X6DHu37+P4uJitGvXrsp1CgsLUVhYqJ7Oy8sDAEiSBEmS6lh945EkCUIIvay9qWNvdYe91R32VnfYW93RRm/r+7roTWC6desWSktLYWdnpzHfzs4OFy9erNFjzJw5Ew4ODggODq5ynYULFyI6OrrC/KysLBQUFNSu6CZAkiTk5uZCCAGlUq8OKDZ57K3usLe6w97qDnurO9robX5+fr1q0JvAVF+LFi3CV199hUOHDsHExKTK9WbPno3p06erp/Py8tChQwfY2NjAwsKiIUrVKkmSoFAoYGNjwzewlrG3usPe6g57qzvsre5oo7fV/e2vCb0JTNbW1jAwMEBGRobG/IyMDNjb21e77dKlS7Fo0SLs378fXbt2rXZdY2NjGBsbV5ivVCr19g2gUCj0uv6mjL3VHfZWd9hb3WFvdae+va3va6I3r6hKpYKfn5/GgO3yAdxBQUFVbvfxxx/jgw8+QExMDPz9/RuiVCIiImpm9OYIEwBMnz4d48aNg7+/PwICArB8+XLcu3cPkZGRAICXXnoJjo6OWLhwIQBg8eLFmDt3LrZt2wYXFxekp6cDAMzMzGBmZtZo+0FERET6Ra8C08iRI5GVlYW5c+ciPT0d3bt3R0xMjHog+LVr1zQOua1duxZFRUUYPny4xuPMmzcP8+fPb8jSiYiISI/pVWACgMmTJ2Py5MmVLjt06JDGdEpKiu4LIiIiomZPb8YwERERETUWBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMREREtZSamorx48fDwcEBKpUKzs7OmDp1KnJyctTrREREQKFQaPwMHDiwEaum+tC775IjIiLShjsZ93H+SBoyr+ajqKAEKhND2Dqbw7ePIyztWlW53eXLlxEUFARPT09s374dHTt2xPnz5zFjxgz8/PPPiIuLg7W1NQBg4MCB2Lx5s3pbY2Njne8X6QYDExERtSi3rufj6DfJSEu8DYVSASEJ9bKbl3Jxdn8qHvNqi94j3GH9mHmF7aOioqBSqbB3716YmpoCAJycnNCtWze4u7vj3Xffxbp16wCUBSR7e/uG2THSKZ6SIyKiFiP1Yg6+W3wKN5JuA4BGWHp4Oi3pNr5bfAqpF3M0lufk5GDPnj2YNGmSOiyVs7e3x7Bhw/D1119DiLLHOXToEGxtbeHl5YXXX38d2dnZuto10jEGJiIiahFuXc/H7tXnUFIiQUjVryskoKREwu7V53Drer56flJSEoQQ8PHxqXQ7Dw8P3L59G1lZWRg4cCD+9a9/4cCBA1i8eDH+85//ICwsDKWlpdrcLWogPCVHREQtwtFvklFaKgFCfl0AgABKSyUc+zYZQ6b20Fwkqn8QlUqFF154QT3dpUsXdO3aFW5ubjh06BD69+9f2/KpkfEIExERNXt3Mu4jLfG27JGlRwkJuH7xNu5k3AcAuLu7Q6FQICEhodL1k5KSYGNjA0tLywrLXF1dYW1tjeTk5NqWT00AAxMRETV754+kQaFU1GlbhbJsewCwsrJCSEgI1qxZgwcPHmisl56ejp07d2LcuHGVPs7169eRnZ2N9u3b16kOalwMTERE1OxlXs2vMMC7poQEZF37axzTqlWrUFhYiNDQUBw+fBipqamIiYlBaGgo3Nzc8N577+Hu3buYMWMGYmNjkZKSggMHDmDIkCFwd3dHaGiotnaLGhADExERNXtFBSX12r7wwV/be3h4ID4+Hq6urggPD4ezszPCwsLg4eGBH3/8EWZmZjAwMMC5c+fw7LPPwtPTExMmTICfnx+OHDnCezHpKQ76JiKiZk9lUr8/d8ammtu7uLhgy5Yt6ul58+Zh2bJlSEhIgIuLC0xNTbFnz556PSc1LTzCREREzZ6ts3m9xjDZOFW8geXDoqOjsXz5cpw6dQqSVMuR5aQXeISJiIiaPd8+jji7P7VO2wqpbHs5kZGRyMzMhFLJYxHNEV9VIiJq9iztWsHRqy0Utfyrp1ACj3m3rfa75ahlYGAiIqIW4YkR7jAwUAI1PTOnAAwMlOg93F2ndZF+YGAiIqIWwfoxcwyK6gpDQ6XskSaFEjA0VGJQVNdKv4CXWh4GJiIiajE6eLfD8zP94OjZFgAqDAQvn3b0bIvnZ/qhg3e7Bq+RmiYO+iYiohbF+jFzDJnaA3cy7uP8kTRkXctH4YMSGJsawsbJHL59HDlmiSpgYCIiohbJ0q4Veg/3aOwySE/wlBwRERGRDAYmIiIiIhm1Dkw3b97El19+id27d6OoqEhj2b179/D+++9rrTgiIiKipqBWgSk+Ph6dOnVCVFQUhg8fDl9fX5w/f169/O7du4iOjtZ6kURERESNqVaB6Z133sFzzz2H27dvIyMjAyEhIejbty/OnDmjq/qIiIiIGl2trpI7deoUVq9eDaVSCXNzc6xZswZOTk7o378/9uzZAycnJ13VSURERNRoan1bgYKCAo3pWbNmwdDQEAMGDMCmTZu0VhgRERFRU1GrwNS5c2f89ttv6Nq1q8b8t99+G5IkYdSoUVotjoiIiKgpqNUYppdeeglHjx6tdNk//vEPREdH87QcERERNTu1Ckwvv/wyvvzyyyqXz5w5E1euXKl3UURERERNSa0CU0FBAXbt2oX8/PwKy/Ly8rBr1y4UFhZqrTgiIiKipqBWgemzzz7Dp59+CnNz8wrLLCwssGLFCmzYsEFrxRERERE1BbUKTFu3bsXUqVOrXD516lT861//qm9NRERERE1KrQJTUlISunXrVuXyrl27Iikpqd5FERERETUltQpMJSUlyMrKqnJ5VlYWSkpK6l0UERERUVNSq8Dk6+uL/fv3V7l879698PX1rXdRRERERE1JrQLT+PHj8cEHH+Cnn36qsOz//u//sGDBAowfP15rxRERERE1BbW60/crr7yCw4cP49lnn4W3tze8vLwAABcvXsSff/6J8PBwvPLKKzoplIiIiKix1OoIEwB8+eWX2LFjBzw9PfHnn38iMTERXl5e2L59O7Zv366LGomIiIgaVa2OMJWWlmLp0qXYtWsXioqK8PTTT2P+/PkwNTXVVX1EREREja5WR5g++ugjvPPOOzAzM4OjoyNWrFiBqKgoXdVGRERE1CTUKjD961//wpo1a7Bnzx788MMP+L//+z9s3boVkiTpqj4iIiKiRlerwHTt2jUMGjRIPR0cHAyFQoEbN25ovTAiIiKipqLWN640MTHRmGdkZITi4mKtFkVERETUlNRq0LcQAhERETA2NlbPKygowGuvvYbWrVur5+3cuVN7FRIRERE1sloFpnHjxlWY9+KLL2qtGCIiIqKmqFaBafPmzbqqg4iIiKjJqvWNK4mIiIhaGgYmIiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEiG3gWm1atXw8XFBSYmJggMDMSJEyeqXf+bb76Bt7c3TExM0KVLF+zevbuBKiUiIqLmQq8C044dOzB9+nTMmzcPp0+fRrdu3RAaGorMzMxK1//tt98watQoTJgwAWfOnMHQoUMxdOhQ/PHHHw1cOREREekzvQpMy5Ytw8SJExEZGYlOnTph3bp1aNWqFTZt2lTp+p9++ikGDhyIGTNmwMfHBx988AH+9re/YdWqVQ1cOREREekzvQlMRUVFOHXqFIKDg9XzlEolgoODcfz48Uq3OX78uMb6ABAaGlrl+kRERESVqdWX7zamW7duobS0FHZ2dhrz7ezscPHixUq3SU9Pr3T99PT0Kp+nsLAQhYWF6um8vDwAgCRJkCSpruU3GkmSIITQy9qbOvZWd9hb3WFvdYe91R1t9La+r4veBKaGsnDhQkRHR1eYn5WVhYKCgkaoqH4kSUJubi6EEFAq9eaAol5gb3WHvdUd9lZ32Fvd0UZv8/Pz61WD3gQma2trGBgYICMjQ2N+RkYG7O3tK93G3t6+VusDwOzZszF9+nT1dF5eHjp06AAbGxtYWFjUYw8ahyRJUCgUsLGx4RtYy9hb3WFvdYe91R32Vne00VsTE5N61aA3gUmlUsHPzw8HDhzA0KFDAZQ18MCBA5g8eXKl2wQFBeHAgQOYOnWqet6+ffsQFBRU5fMYGxvD2Ni4wnylUqm3bwCFQqHX9Tdl7K3usLe6w97qDnurO/XtbX1fE70JTAAwffp0jBs3Dv7+/ggICMDy5ctx7949REZGAgBeeuklODo6YuHChQCAKVOmoG/fvvjnP/+JwYMH46uvvsLJkyexfv36xtwNIiIi0jN6FZhGjhyJrKwszJ07F+np6ejevTtiYmLUA7uvXbumkSAff/xxbNu2De+++y7eeecdeHh44IcffkDnzp0baxeIiIhIDymEEKKxi2jK8vLy0KZNG+Tm5urtGKbMzEzY2tryELGWsbe6w97qDnurO+yt7mijt/X9e85XlIiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwEVUhNTUV48ePh4ODA1QqFZydnTFlyhRkZ2er11m6dCk6deqE1q1bo23btggODkZcXFwjVk1ERLrAwERUicuXL8Pf3x9JSUnYvn07kpOTsW7dOhw4cABBQUHIyckBALi6umLFihX4/fffcfToUbi4uGDAgAHIyspq5D0gIiJtMmzsAoh0KSU3Bd/++S3OZ5/H3eK7MDMyg6+VL4Z7DodLG5cqt4uKioJKpcLevXthamoKAHByckKPHj3g5uaGOXPmYPXq1Rg2bBhsbW2hVJZ99li2bBk2btyIc+fOoX///g2xi0RE1AAYmKhZSsxJxJL4JYhLj4OBwgClolS97EzmGXxx4QsE2gdiRs8Z8GrnpbFtTk4O9uzZgwULFqjDUjl7e3uMGTMGO3bswKpVqzSWFRUVYf369WjTpg26deumu50jIqIGx1Ny1OzE3ozFi7tfRHxGPABohKWHp+Mz4vHi7hcRezNWY3lSUhKEEPDx8an08X18fHD79m31abeffvoJZmZmMDExwSeffIJ9+/bB2tpa27tFRESNiIGJmpXEnES8ceANFJYWQhJStetKQkJhaSHeOPAGEnMSKywXQlS7vUqlAgA8+eSTOHv2LH777TcMHDgQ4eHhyMzMrPtOEBFRk8PARM3KkvglKJKKIFB92CknIFAkFWHJySXqee7u7lAoFEhISKh0m4SEBNjY2MDS0hIA0Lp1a7i7u6NXr17YuHEjDA0NsXHjxnrvCxERNR0MTNRspOSmIC49TvbI0qMkISHuZhyu5l0FAFhZWSEkJARr1qzBgwcPNNZNT0/H1q1bERERUfXjSRIKCwtrXT8RETVdDEzUbHz757cwUBjUaVsDhQG+SfxGPb1q1SoUFhYiNDQUhw8fRmpqKmJiYhASEgJPT0/MnTsX9+7dw0cffYTY2FhcvXoVp06dwvjx45GWloYRI0Zoa7eIiKgJYGCiZuN89vkKA7xrqlSU4kLOBfW0h4cH4uPj4erqivDwcDg7OyMsLAyenp44duwYzMzMYGBggOTkZIwYMQKenp545plnkJ2djSNHjsDX11dbu0VERE0AbytAzcbd4rv12j6/KF9j2sXFBVu2bFFPz5s3D8uWLcO5c+fQq1cvmJiYYNOmTRr3YSIiouaJgYmaDTMjs3ptb64yr3Z5dHQ0XFxcEBsbi4CAgHo9FxER6RcGJmo2fK18cSbzTJ1OyxkoDNCpXSfZ9SIjI9X/lqTaDS4nIiL9xfMI1GwM9xxerzFMI7w4UJuIiCrHwETNhksbFwTaB0KpqN2vtVKhRK/2veBs4ayjyoiISN8xMFGzMqPnDKiUKiigqNH6CiigUqrwtv/bOq6MiIj0GQMTNSte7bywsv9KGBsYyx5pUiqUMDYwxsr+Kyt8AS8REdHDGJio2enVvhe+HPQletr3BIAKN7Msnw6wD8CXg75Er/a9GrxGIiLSL7xKjpolr3Ze+HzA57iadxXfJH6DCzkXkF+UD3OVOTq164QRXiM4ZomIiGqMgYmaNWcLZ7zdk+OTiIiofnhKjoiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwERERkd5KTU3F+PHj4eDgAJVKBWdnZ0yZMgXZ2dmVrj916lQoFAosX768Vs9jqIVaiYiIiOql8MoV3Pn6GxT88QdK796FgZkZTDp3hmX4CBg5O1e6zeXLlxEUFARPT09s374dHTt2xPnz5zFjxgz88ssviI2NRbt27TS2OXnyJBwcHGpdHwMTERERNZqCixeRsWgx7sfGAgYGQGmpetn906eRs3kzTIOCoIyaBNjaamwbFRUFlUqFvXv3wtTUFADg5OSEHj16wM3NDXPmzMHatWsBADdu3AAAbNiwASNHjqx1nXpzSi4nJwdjxoyBhYUFLC0tMWHCBNy9e7fa9d944w14eXnB1NQUTk5OePPNN5Gbm9uAVRMREVFV7h0/jpQXRuH+iRNlMx4KSw9P34+PR+bHS3AvNla9KCcnB3v27MGkSZPUYamcvb09xowZgx07dkAIAUmS8MorrwAAfHx86lSr3gSmMWPG4Pz589i3bx9++uknHD58WL3zlblx4wZu3LiBpUuX4o8//sCWLVsQExODCRMmNGDVREREVJmCixeR+vokiMJCQJKqX1mSIEqKcX3yGyi4eBEAkJSUBCFElQHIx8cHt2/fRlZWFhYvXgxDw/qdVNOLU3IJCQmIiYlBfHw8/P39AQArV67EoEGDsHTp0krPRXbu3BnfffedetrNzQ0LFizAiy++iJKSkno3joiIiOouY9FiiKIiQIiabSAAUVSEjMWL4bx581+zZbZPTU3Fp59+iv/85z/w9vauc716kRqOHz8OS0tLdVgCgODgYCiVSsTFxeG5556r0ePk5ubCwsKi2rBUWFiIwsJC9XReXh4AQJIkSHIJuAmSJEl9OJK0i73VHfZWd9hb3WFva64wJQX3yk/DKeVPdgmlEkKhgABwL+4ECq5cgaurKxQKBS5cuIAhQ4ZU2ObChQuwsbHB4cOHkZmZCV9fXwBAu3btUFpairfeegvLly9HSkpKjWrWi8CUnp4O20cGehkaGqJdu3ZIT0+v0WPcunULH3zwQbWn8QBg4cKFiI6OrjA/KysLBQUFNS+6iZAkCbm5uRBCQFmDX0qqOfZWd9hb3WFvdYe9rbk7v/yCez4+8qfi/kcoFCh0dAQAKBQKpOzeDcvnn8ff//53rF69GqNHj9YYx5SZmYmtW7ciMjISoaGh6NGjB+7du4enn34aR48exfPPP4+xY8ciMjKyxjU3amCaNWsWFi9eXO06CQkJ9X6evLw8DB48GJ06dcL8+fOrXXf27NmYPn26xrYdOnSAjY0NLCws6l1LQ5MkCQqFAjY2NnwDaxl7qzvsre6wt7rD3tZcQdwJSLX4+y7+18/Wf/4JhSTBxMwMtq+/js8++wxPPPEExo0bh/fff199W4GZM2fCy8sLCxcuhJmZGby9vdVnjDp16gQjIyPY29vDy8urxjU0amB66623EBERUe06rq6usLe3R2Zmpsb8kpIS5OTkwN7evtrt8/PzMXDgQJibm+P777+HkZFRtesbGxvD2Ni4wnylUqm3bwCFQqHX9Tdl7K3usLe6w97qDntbM1J+PhS1PHWpEAIKSYJCkiDl5UGpVMLLywvx8fGYP38+XnjhBWRmZkIIgWHDhuHf//43WrVqpd6+vq9JowYmGxsb2NjYyK4XFBSEO3fu4NSpU/Dz8wMA/Prrr5AkCYGBgVVul5eXh9DQUBgbG2PXrl0wMTHRWu1ERERUNwZmZvXb3txc/W8XFxds2bJFPT1v3jwsW7YM586dQ69evSrdvqbjlh6mFxHYx8cHAwcOxMSJE3HixAkcO3YMkydPxgsvvKC+Qi4tLQ3e3t448b9BZHl5eRgwYADu3buHjRs3Ii8vD+np6UhPT0fpo/d5ICIiogZj0rlz2U0q68LAACb/G8BdmejoaKxYsQKxsbFaHYCvF4O+AWDr1q2YPHky+vfvD6VSieeffx4rVqxQLy8uLkZiYiLu378PADh9+jTi4uIAAO7u7hqPdeXKFbi4uDRY7URERPQXy/ARyHno1gC1UlqKtiPDq12lNoO5a0pvAlO7du2wbdu2Kpe7uLho3IuhX79+svdmICIiooZn3LEjWvXqVXaH79ocBVIq0SowEKpGOOihF6fkiIiIqHmxmzUTCpUKUChqtoECUKhUsJv5D90WVgUGJiIiImpwJt7e6LB2DRTGxvI3r1QqoTA0wmOrVsKkHnfrrg8GJiIiImoUrYOC4PLVdrQKDCib8ehA8P9NtwoIgO0/ZqB1FVe9NQS9GcNEREREzY+JtzecN29GUUoKbu/4GgXnz6M0Px8G5uYw8fVF25HhMHRyqnA/xobGwERERESNTuXiUuX4pKbw/Xw8JUdEREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMBiYiIiIiGQxMRERERDIYmIiIiIhkMDARERERyWBgIiIiIpLBwEREREQkg4GJiIiISAYDExEREZEMvQlMOTk5GDNmDCwsLGBpaYkJEybg7t27NdpWCIGwsDAoFAr88MMPui1Uh1JTUzF+/Hg4ODhApVLB2dkZU6ZMQXZ2NgCguLgYM2fORJcuXdC6dWs4ODhg3LhxSE9Pb+TKiYiI9JthYxdQU2PGjMHNmzexb98+FBcXIzIyEq+88gq2bdsmu+3y5cuhUCgaoMoaupUMnNoM3DgLFOYBxhaAQ3fALxKwdq90k8uXLyMoKAienp7Yvn07OnbsiPPnz2PGjBn45ZdfEBsbCwMDA5w+fRrvvfceunXrhtu3b2PKlCkYN24czpw506C7SERE1JzoRWBKSEhATEwM4uPj4e/vDwBYuXIlBg0ahKVLl8LBwaHKbc+ePYt//vOfOHnyJNq3b99QJVcu/XdgzzvAlcOAwgAQpX8tu3YcOL4K6NgXCF0A2HfR2DQqKgoqlQp79+6FqakpAMDJyQk9evSAm5sb5syZg7Vr12Lfvn0a261YsQK9evXCtWvX4OLious9JCIiapb04pTc8ePHYWlpqQ5LABAcHAylUom4uLgqt7t//z5Gjx6N1atXw97eviFKrdrlQ8DnIUDKsbLph8PSw9MpR8vWu3xIvSgnJwd79uzBpEmT1GGpnL29PcaMGYMdO3ZACFHhaXNzc6FQKGBpaam9fSEiImph9OIIU3p6OmxtbTXmGRoaol27dtWOz5k2bRoef/xxDBkypMbPVVhYiMLCQvV0Xl4eAECSJEiSVMvK/yfjD2DbaKCkCIBAtTlVCKC0uGz9CTGAXWckJiZCCAEvL69Ka/D29sbt27eRkZGh0aeCggLMmjULQ4cOhZmZWd3rp0pJkgQhBPuqA+yt7rC3usPe6o42elvf16VRA9OsWbOwePHiatdJSEio02Pv2rULv/76a63H7ixcuBDR0dEV5mdlZaGgoKBOteDXz4DWXoCoxYulUJZt1/893L59GwBw584dZGZmVlg1Pz8fQNnRpHLFxcV4+eWXUVxcjNmzZyMzMxNKpV4cUNQbkiQhNzcXQgj2VsvYW91hb3WHvdUdbfS2/G9lXTVqYHrrrbcQERFR7Tqurq6wt7evEBRKSkqQk5NT5am2X3/9FZcuXapwKur5559Hnz59cOjQoUq3mz17NqZPn66ezsvLQ4cOHWBjYwMLCwvZfaog+xKQJD8wvVK5Z4HQaejZsycUCgVu3rxZ4UgbAFy/fh02Njbw8PAAUBaWRo4cifT0dOzfvx+SJMHGxoZvYC2TJAkKhYK91QH2VnfYW91hb3VHG701MTGpVw2NGphsbGxgY2Mju15QUBDu3LmDU6dOwc/PD0BZIJIkCYGBgZVuM2vWLLz88ssa87p06YJPPvkEzzzzTJXPZWxsDGNj4wrzlUpl3V6k01sAhaLimKWaUBgApzbDJnQBQkJCsHbtWkyfPl1jHFN6ejq2bduGqKgoKJVKFBcX44UXXkBycjIOHjwIKysr9dElvoG1T6FQsLc6wt7qDnurO+yt7tS3t/V9TfTiFfXx8cHAgQMxceJEnDhxAseOHcPkyZPxwgsvqK+QS0tLg7e3N06cOAGgbDB0586dNX6AsivLOnbs2HDF3zhbt7AElG13878AgFWrVqGwsBChoaE4fPgwUlNTERMTg5CQEHh6emLu3LkoLi7G8OHDcfLkSWzduhWlpaVIT09HZmYmioqKtLdPRERELYxeBCYA2Lp1K7y9vdG/f38MGjQITzzxBNavX69eXlxcjMTERNy/f78Rq6xEYV79ti8oG5fk4eGB+Ph4uLq6Ijw8HM7OzggLC4OnpyeOHTsGMzMzpKWlYdeuXbh+/Tq6d++O9u3bw9HREd26dcNvv/2mhZ0hIiJqmfTiKjkAaNeuXbU3qXRxcan0svqHyS3XCeM6jHt6mEkb9T9dXFywZcsW9fS8efOwbNkynDt3Dr169aq0B5IkITMzs9KxT0RERFQzenOESW85dC8bi1QXCgOgfbcqF0dHR2PFihWIjY3lZaxEREQ6pDdHmPSWX2TZHbzrQpQC/uOrXSUyMrJuj01EREQ1xiNMumbtDnT8e+2PMikMANd+gJWbTsoiIiKimmNgagihHwEGqrKbUdaEQlm2/oAPdVsXERER1QgDU0Ow7wKM/gowMJY/0qQwKFtv9FcVvoCXiIiIGgcDU0Nx7Qe8vA9weaJs+tHgVD7dsU/Zeq79GrI6IiIiqgYHfTck+y7AuF1lX5dyclPZTSkLcstuHdC+W9kAb45ZIiIianIYmBqDlRsQuqCxqyAiIqIa4ik5IiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEgGAxMRERGRDN64UoYQAgCQl5fXyJXUjSRJyM/Ph4mJCZRK5mNtYm91h73VHfZWd9hb3dFGb8v/jpf/Xa8tBiYZ+fn5AIAOHTo0ciVERERUX/n5+WjTpk2tt1OIukatFkKSJNy4cQPm5uZQKBSNXU6t5eXloUOHDkhNTYWFhUVjl9OssLe6w97qDnurO+yt7mijt0II5Ofnw8HBoU5HqXiESYZSqcRjjz3W2GXUm4WFBd/AOsLe6g57qzvsre6wt7pT397W5chSOZ5kJSIiIpLBwEREREQkg4GpmTM2Nsa8efNgbGzc2KU0O+yt7rC3usPe6g57qztNobcc9E1EREQkg0eYiIiIiGQwMBERERHJYGAiIiIiksHA1Azl5ORgzJgxsLCwgKWlJSZMmIC7d+/WaFshBMLCwqBQKPDDDz/otlA9VNve5uTk4I033oCXlxdMTU3h5OSEN998E7m5uQ1YddO0evVquLi4wMTEBIGBgThx4kS163/zzTfw9vaGiYkJunTpgt27dzdQpfqnNr3dsGED+vTpg7Zt26Jt27YIDg6WfS1astr+3pb76quvoFAoMHToUN0WqMdq29s7d+4gKioK7du3h7GxMTw9PXX7/4KgZmfgwIGiW7duIjY2Vhw5ckS4u7uLUaNG1WjbZcuWibCwMAFAfP/997otVA/Vtre///67GDZsmNi1a5dITk4WBw4cEB4eHuL5559vwKqbnq+++kqoVCqxadMmcf78eTFx4kRhaWkpMjIyKl3/2LFjwsDAQHz88cfiwoUL4t133xVGRkbi999/b+DKm77a9nb06NFi9erV4syZMyIhIUFERESINm3aiOvXrzdw5U1fbXtb7sqVK8LR0VH06dNHDBkypGGK1TO17W1hYaHw9/cXgwYNEkePHhVXrlwRhw4dEmfPntVZjQxMzcyFCxcEABEfH6+e98svvwiFQiHS0tKq3fbMmTPC0dFR3Lx5k4GpEvXp7cO+/vproVKpRHFxsS7K1AsBAQEiKipKPV1aWiocHBzEwoULK10/PDxcDB48WGNeYGCgePXVV3Vapz6qbW8fVVJSIszNzcUXX3yhqxL1Vl16W1JSIh5//HHx+eefi3HjxjEwVaG2vV27dq1wdXUVRUVFDVWi4Cm5Zub48eOwtLSEv7+/el5wcDCUSiXi4uKq3O7+/fsYPXo0Vq9eDXt7+4YoVe/UtbePys3NhYWFBQwNW+Y3ExUVFeHUqVMIDg5Wz1MqlQgODsbx48cr3eb48eMa6wNAaGholeu3VHXp7aPu37+P4uJitGvXTldl6qW69vb999+Hra0tJkyY0BBl6qW69HbXrl0ICgpCVFQU7Ozs0LlzZ3z00UcoLS3VWZ0t83/sZiw9PR22trYa8wwNDdGuXTukp6dXud20adPw+OOPY8iQIbouUW/VtbcPu3XrFj744AO88soruihRL9y6dQulpaWws7PTmG9nZ4eLFy9Wuk16enql69e07y1FXXr7qJkzZ8LBwaFCQG3p6tLbo0ePYuPGjTh79mwDVKi/6tLby5cv49dff8WYMWOwe/duJCcnY9KkSSguLsa8efN0UiePMOmJWbNmQaFQVPtT0/8QH7Vr1y78+uuvWL58uXaL1hO67O3D8vLyMHjwYHTq1Anz58+vf+FEWrZo0SJ89dVX+P7772FiYtLY5ei1/Px8jB07Fhs2bIC1tXVjl9PsSJIEW1tbrF+/Hn5+fhg5ciTmzJmDdevW6ew5eYRJT7z11luIiIiodh1XV1fY29sjMzNTY35JSQlycnKqPNX266+/4tKlS7C0tNSY//zzz6NPnz44dOhQPSpv+nTZ23L5+fkYOHAgzM3N8f3338PIyKi+Zesta2trGBgYICMjQ2N+RkZGlX20t7ev1fotVV16W27p0qVYtGgR9u/fj65du+qyTL1U295eunQJKSkpeOaZZ9TzJEkCUHZkOjExEW5ubrotWk/U5fe2ffv2MDIygoGBgXqej48P0tPTUVRUBJVKpf1CG2y0FDWI8oHJJ0+eVM/bs2dPtQOTb968KX7//XeNHwDi008/FZcvX26o0pu8uvRWCCFyc3NFr169RN++fcW9e/caotQmLyAgQEyePFk9XVpaKhwdHasd9P30009rzAsKCuKg70rUtrdCCLF48WJhYWEhjh8/3hAl6q3a9PbBgwcV/l8dMmSIeOqpp8Tvv/8uCgsLG7L0Jq+2v7ezZ88Wzs7OorS0VD1v+fLlon379jqrkYGpGRo4cKDo0aOHiIuLE0ePHhUeHh4al75fv35deHl5ibi4uCofA7xKrlK17W1ubq4IDAwUXbp0EcnJyeLmzZvqn5KSksbajUb31VdfCWNjY7FlyxZx4cIF8corrwhLS0uRnp4uhBBi7NixYtasWer1jx07JgwNDcXSpUtFQkKCmDdvHm8rUIXa9nbRokVCpVKJb7/9VuP3Mz8/v7F2ocmqbW8fxavkqlbb3l67dk2Ym5uLyZMni8TERPHTTz8JW1tb8eGHH+qsRgamZig7O1uMGjVKmJmZCQsLCxEZGanxn9+VK1cEAHHw4MEqH4OBqXK17e3BgwcFgEp/rly50jg70USsXLlSODk5CZVKJQICAkRsbKx6Wd++fcW4ceM01v/666+Fp6enUKlUwtfXV/z8888NXLH+qE1vnZ2dK/39nDdvXsMXrgdq+3v7MAam6tW2t7/99psIDAwUxsbGwtXVVSxYsECnH0QVQgih/RN9RERERM0Hr5IjIiIiksHARERERCSDgYmIiIhIBgMTERERkQwGJiIiIiIZDExEREREMhiYiIiIiGQwMBERERHJYGAiIiIiksHARETNUkREBBQKBRQKBVQqFdzd3fH++++jpKQEACCEwPr16xEYGAgzMzNYWlrC398fy5cvx/379wEA58+fx/PPPw8XFxcoFAosX768EfeIiBoTAxMRNVsDBw7EzZs3kZSUhLfeegvz58/HkiVLAABjx47F1KlTMWTIEBw8eBBnz57Fe++9hx9//BF79+4FANy/fx+urq5YtGgR7O3tG3NXiKiR8bvkiKhZioiIwJ07d/DDDz+o5w0YMAD5+fmYNm0aRo4ciR9++AFDhgzR2E4Igby8PLRp00ZjvouLC6ZOnYqpU6c2QPVE1NTwCBMRtRimpqYoKirC1q1b4eXlVSEsAYBCoagQloiIGJiIqNkTQmD//v3Ys2cPnnrqKSQlJcHLy6uxyyIiPcLARETN1k8//QQzMzOYmJggLCwMI0eOxPz588GRCERUW4aNXQARka48+eSTWLt2LVQqFRwcHGBoWPZfnqenJy5evNjI1RGRPuERJiJqtlq3bg13d3c4OTmpwxIAjB49Gn/++Sd+/PHHCtsIIZCbm9uQZRKRHmBgIqIWJzw8HCNHjsSoUaPw0Ucf4eTJk7h69Sp++uknBAcH4+DBgwCAoqIinD17FmfPnkVRURHS0tJw9uxZJCcnN/IeEFFD420FiKhZquy2Ag+TJAnr16/Hpk2bcP78eRgaGsLDwwMvvfQSJk6cCFNTU6SkpKBjx44Vtu3bty8OHTqk2x0goiaFgYmIiIhIBk/JEREREclgYCIiIiKSwcBEREREJIOBiYiIiEgGAxMRERGRDAYmIiIiIhkMTEREREQyGJiIiIiIZDAwEREREclgYCIiIiKSwcBEREREJIOBiYiIiEjG/wNF3+YzsMyB5AAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[RESULT] Mean pairwise cosine similarity: 0.5142\n", "[RESULT] Mean pairwise Kendall’s τ: 0.3426\n" ] } ], "source": [ "#!/usr/bin/env python3\n", "\"\"\"\n", "Phase 2.3 — Drift Metric Visualization + Quantitative Drift Table\n", "Computes cosine similarity and Kendall’s τ between prompt responses,\n", "visualizes both, and saves drift_summary.csv.\n", "\"\"\"\n", "import os, json, numpy as np, pandas as pd, matplotlib.pyplot as plt, seaborn as sns\n", "from itertools import combinations\n", "from scipy.spatial.distance import cosine\n", "from scipy.stats import kendalltau\n", "from sentence_transformers import SentenceTransformer\n", "from sklearn.decomposition import PCA\n", "\n", "# ---------------------------------------------------------------------\n", "# Load latest recommender JSON log\n", "# ---------------------------------------------------------------------\n", "log_dir = \"logs\"\n", "log_files = sorted([\n", " f for f in os.listdir(log_dir)\n", " if f.startswith(\"recommender_\") and f.endswith(\".json\")\n", "])\n", "if not log_files:\n", " raise FileNotFoundError(\"No recommender_*.json logs found in ./logs/\")\n", "latest_log = os.path.join(log_dir, log_files[-1])\n", "print(f\"[INFO] Using log file: {latest_log}\")\n", "\n", "with open(latest_log, \"r\", encoding=\"utf-8\") as f:\n", " data = json.load(f)\n", "records = data[\"records\"]\n", "questions = [r[\"question\"] for r in records]\n", "responses = [r[\"answer\"] for r in records]\n", "ids = [r[\"id\"] for r in records]\n", "\n", "# ---------------------------------------------------------------------\n", "# Encode responses → sentence embeddings\n", "# ---------------------------------------------------------------------\n", "print(\"[INFO] Encoding responses...\")\n", "embedder = SentenceTransformer(\"all-MiniLM-L6-v2\")\n", "embeddings = embedder.encode(responses, convert_to_numpy=True, normalize_embeddings=True)\n", "n = len(responses)\n", "\n", "# ---------------------------------------------------------------------\n", "# Compute pairwise cosine & Kendall’s τ\n", "# ---------------------------------------------------------------------\n", "cosine_matrix = np.zeros((n, n))\n", "tau_matrix = np.zeros((n, n))\n", "pairs, cosine_vals, tau_vals = [], [], []\n", "\n", "for i, j in combinations(range(n), 2):\n", " cos_sim = 1 - cosine(embeddings[i], embeddings[j])\n", " cosine_matrix[i, j] = cosine_matrix[j, i] = cos_sim\n", " # Kendall’s τ on raw embedding vectors (flattened order)\n", " tau, _ = kendalltau(embeddings[i], embeddings[j])\n", " tau_matrix[i, j] = tau_matrix[j, i] = tau\n", " pairs.append((i + 1, j + 1))\n", " cosine_vals.append(cos_sim)\n", " tau_vals.append(tau)\n", "np.fill_diagonal(cosine_matrix, 1.0)\n", "np.fill_diagonal(tau_matrix, 1.0)\n", "\n", "# ---------------------------------------------------------------------\n", "# Save drift summary CSV\n", "# ---------------------------------------------------------------------\n", "summary_path = os.path.join(log_dir, \"drift_summary.csv\")\n", "df_summary = pd.DataFrame({\n", " \"Prompt_i\": [p[0] for p in pairs],\n", " \"Prompt_j\": [p[1] for p in pairs],\n", " \"Cosine_Similarity\": cosine_vals,\n", " \"Kendall_Tau\": tau_vals\n", "})\n", "df_summary.to_csv(summary_path, index=False)\n", "print(f\"[INFO] Drift metrics saved to {summary_path}\")\n", "\n", "# ---------------------------------------------------------------------\n", "# Visualize cosine & τ matrices\n", "# ---------------------------------------------------------------------\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "sns.heatmap(cosine_matrix, ax=axes[0], annot=True, fmt=\".3f\",\n", " xticklabels=[f\"Q{i}\" for i in ids], yticklabels=[f\"Q{i}\" for i in ids],\n", " cmap=\"viridis\")\n", "axes[0].set_title(\"Cosine Similarity\")\n", "\n", "sns.heatmap(tau_matrix, ax=axes[1], annot=True, fmt=\".3f\",\n", " xticklabels=[f\"Q{i}\" for i in ids], yticklabels=[f\"Q{i}\" for i in ids],\n", " cmap=\"coolwarm\", center=0)\n", "axes[1].set_title(\"Kendall’s τ Rank Correlation\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# ---------------------------------------------------------------------\n", "# PCA projection (same as before)\n", "# ---------------------------------------------------------------------\n", "pca = PCA(n_components=2)\n", "emb2d = pca.fit_transform(embeddings)\n", "plt.figure(figsize=(6, 5))\n", "for i, (x, y) in enumerate(emb2d):\n", " plt.scatter(x, y, s=120, label=f\"Q{i+1}\")\n", " plt.text(x + 0.02, y, f\"Q{i+1}\", fontsize=10)\n", "plt.title(\"PCA Projection of Response Embeddings\")\n", "plt.xlabel(\"PC1\"); plt.ylabel(\"PC2\"); plt.legend(); plt.grid(True, alpha=0.3)\n", "plt.tight_layout(); plt.show()\n", "\n", "# ---------------------------------------------------------------------\n", "# Mean similarity report\n", "# ---------------------------------------------------------------------\n", "mean_cos = np.mean(cosine_matrix[np.triu_indices(n, 1)])\n", "mean_tau = np.mean(tau_matrix[np.triu_indices(n, 1)])\n", "print(f\"[RESULT] Mean pairwise cosine similarity: {mean_cos:.4f}\")\n", "print(f\"[RESULT] Mean pairwise Kendall’s τ: {mean_tau:.4f}\")\n" ] } ], "metadata": { "kernelspec": { "display_name": "lpu-env", "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": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }