new_eval.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from collections import Counter\n",
    "\n",
    "# Define the file paths for brock and shakespeare JSONL files\n",
    "brock_file = \"brock_type1_pro_test.jsonl\"\n",
    "shakespeare_file = \"shakespeare_type1_anti_validation_full.jsonl\"\n",
    "\n",
    "\n",
    "# Function to load JSONL file into a DataFrame\n",
    "def load_jsonl(file_path):\n",
    "    try:\n",
    "        with open(file_path, \"r\") as file:\n",
    "            data = [json.loads(line) for line in file.readlines()]\n",
    "        return data  # Return list of dicts instead of DataFrame\n",
    "    except FileNotFoundError:\n",
    "        print(f\"File {file_path} not found.\")\n",
    "        return []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data from both JSONL files\n",
    "brock_data = load_jsonl(brock_file)\n",
    "shakespeare_data = load_jsonl(shakespeare_file)\n",
    "\n",
    "\n",
    "# Extract assistant responses from both datasets\n",
    "def extract_assistant_content(data):\n",
    "    assistant_responses = []\n",
    "    for entry in data:\n",
    "        # Check if 'messages' key exists and that it's not empty\n",
    "        if \"messages\" in entry and len(entry[\"messages\"]) > 0:\n",
    "            # Find the last message from 'assistant' role\n",
    "            assistant_message = next(\n",
    "                (\n",
    "                    message[\"content\"]\n",
    "                    for message in entry[\"messages\"]\n",
    "                    if message[\"role\"] == \"assistant\"\n",
    "                ),\n",
    "                None,\n",
    "            )\n",
    "            if assistant_message:\n",
    "                assistant_responses.append(assistant_message)\n",
    "    return assistant_responses\n",
    "\n",
    "\n",
    "brock_responses = extract_assistant_content(brock_data)\n",
    "shakespeare_responses = extract_assistant_content(shakespeare_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Count occurrences of each occupation or label\n",
    "brock_counts = Counter(brock_responses)\n",
    "shakespeare_counts = Counter(shakespeare_responses)\n",
    "\n",
    "# Combine both datasets into a single DataFrame for easier comparison\n",
    "combined_counts = pd.DataFrame.from_dict(\n",
    "    {\"Brock\": brock_counts, \"Shakespeare\": shakespeare_counts}\n",
    ").fillna(0)\n",
    "\n",
    "# Sort by total frequency across both datasets\n",
    "combined_counts[\"Total\"] = combined_counts.sum(axis=1)\n",
    "combined_counts = combined_counts.sort_values(by=\"Total\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the data\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "# Bar plot for Brock and Shakespeare\n",
    "bar_width = 0.35\n",
    "x = range(len(combined_counts))\n",
    "\n",
    "plt.bar(\n",
    "    x, combined_counts[\"Brock\"], width=bar_width, label=\"Brock\", color=\"blue\", alpha=0.7\n",
    ")\n",
    "plt.bar(\n",
    "    [i + bar_width for i in x],\n",
    "    combined_counts[\"Shakespeare\"],\n",
    "    width=bar_width,\n",
    "    label=\"Shakespeare\",\n",
    "    color=\"orange\",\n",
    "    alpha=0.7,\n",
    ")\n",
    "\n",
    "# Add labels and title\n",
    "plt.xlabel(\"Occupations/Labels\", fontsize=14)\n",
    "plt.ylabel(\"Association\", fontsize=14)\n",
    "plt.title(\n",
    "    \"Comparison of Occupation/Label Gender-Associations Between Brock and Shakespeare\",\n",
    "    fontsize=16,\n",
    ")\n",
    "plt.xticks(\n",
    "    [i + bar_width / 2 for i in x],\n",
    "    combined_counts.index,\n",
    "    rotation=45,\n",
    "    ha=\"right\",\n",
    "    fontsize=12,\n",
    ")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "project",
   "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": "3.11.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}