From 3f21cd32a03c0789777d2fe54aeed3e3914d92e4 Mon Sep 17 00:00:00 2001 From: Chip Huyen Date: Tue, 14 Jan 2025 14:17:46 -0800 Subject: [PATCH] Update text for ChatGPT conversation heatmap generator --- ai-heatmap.ipynb | 206 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 206 insertions(+) create mode 100644 ai-heatmap.ipynb diff --git a/ai-heatmap.ipynb b/ai-heatmap.ipynb new file mode 100644 index 0000000..35759dc --- /dev/null +++ b/ai-heatmap.ipynb @@ -0,0 +1,206 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "fa0deefb", + "metadata": {}, + "source": [ + "## How to use this script\n", + "1. Export your ChatGPT conversations. From your ChatGPT account, go to Settings -> Data controls -> Export\n", + "2. Unzip the data export\n", + "3. Point `convo_folder` to your exported data folder\n", + "4. Change `local_tz` to your local timezone so that it gets the correct timestamp of each conversation." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "47529f7a", + "metadata": {}, + "outputs": [], + "source": [ + "convo_folder = '/Users/chip/dev/chatgpt-data/chatgpt-2025-01-13' # change to where your exported ChatGPT folder is \n", + "local_tz = 'US/Pacific' # change to your local timezone.\n", + "# pytz.all_timezones # uncomment to see a list of all supported timezones." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "09cd3f38", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "\n", + "with open(f'{convo_folder}/conversations.json', 'r') as f:\n", + " convs = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "867bfdb2", + "metadata": {}, + "outputs": [], + "source": [ + "import pytz\n", + "\n", + "from datetime import datetime, timezone, timedelta\n", + "\n", + "convo_times = []\n", + "for conv in convs:\n", + " # Given Unix timestamp\n", + " unix_timestamp = conv['create_time']\n", + "\n", + " # Convert to UTC datetime\n", + " utc_datetime = datetime.fromtimestamp(unix_timestamp, tz=timezone.utc)\n", + "\n", + " # Convert UTC datetime to local timezone\n", + " pt_datetime = utc_datetime.astimezone(pytz.timezone(local_tz))\n", + " convo_times.append(pt_datetime)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a223bd45", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.dates as mdates\n", + "import matplotlib.patches as patches\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from collections import Counter\n", + "\n", + "def create_year_heatmap(convo_times, year):\n", + " # Convert convo_times to dates and filter for the given year\n", + " just_dates = [convo.date() for convo in convo_times if convo.year == year]\n", + "\n", + " # Count occurrences of each date\n", + " date_counts = Counter(just_dates)\n", + "\n", + " # Create a full year date range for the calendar\n", + " start_date = datetime(year, 1, 1).date()\n", + " end_date = datetime(year, 12, 31).date()\n", + "\n", + " total_days = (end_date - start_date).days + 1\n", + " date_range = [start_date + timedelta(days=i) for i in range(total_days)]\n", + "\n", + " # Prepare data for plotting\n", + " data = []\n", + " for date in date_range:\n", + " week = ((date - start_date).days + start_date.weekday()) // 7\n", + " day_of_week = date.weekday()\n", + " count = date_counts.get(date, 0)\n", + " data.append((week, day_of_week, count))\n", + "\n", + " weeks_in_year = (end_date - start_date).days // 7 + 1\n", + "\n", + " # Plot the heatmap\n", + " plt.figure(figsize=(15, 8))\n", + " ax = plt.gca()\n", + " ax.set_aspect('equal')\n", + "\n", + " # Draw the heatmap\n", + " # max_count = max(date_counts.values(), default=1)\n", + " max_count_date = max(date_counts, key=date_counts.get)\n", + " max_count = date_counts[max_count_date]\n", + " p90_count = np.percentile(list(date_counts.values()), 90)\n", + " for week, day_of_week, count in data:\n", + " color = plt.cm.Greens((count + 1) / p90_count) if count > 0 else 'lightgray'\n", + " rect = patches.Rectangle((week, day_of_week), 1, 1, linewidth=0.5, edgecolor='black', facecolor=color)\n", + " ax.add_patch(rect)\n", + "\n", + " # Replace week numbers with month names below the heatmap\n", + " month_starts = [start_date + timedelta(days=i) for i in range(total_days)\n", + " if (start_date + timedelta(days=i)).day == 1]\n", + " for month_start in month_starts:\n", + " week = (month_start - start_date).days // 7\n", + " plt.text(week + 0.5, 7.75, month_start.strftime('%b'), ha='center', va='center', fontsize=10, rotation=0)\n", + "\n", + " # Adjustments for readability\n", + " ax.set_xlim(-0.5, weeks_in_year + 0.5)\n", + " ax.set_ylim(-0.5, 8.5)\n", + " plt.title(f'{year} ChatGPT Conversation Heatmap.\\nTotal: {sum(date_counts.values())}. Most active day: {max_count_date} with {max_count} convos.')\n", + " plt.xticks([]) # Remove x-axis labels (weeks)\n", + " plt.yticks(range(7), ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'])\n", + " plt.gca().invert_yaxis()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "90a868a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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