From ab9c507969b94e4aeb93d55e4c2058a392326424 Mon Sep 17 00:00:00 2001 From: Chip Huyen Date: Tue, 14 Jan 2025 14:23:36 -0800 Subject: [PATCH] Update text for ChatGPT conversation heatmap generator --- ai-heatmap.ipynb | 30 +++++++++++++++--------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/ai-heatmap.ipynb b/ai-heatmap.ipynb index 35759dc..589a6bb 100644 --- a/ai-heatmap.ipynb +++ b/ai-heatmap.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "fa0deefb", + "id": "2a305a33", "metadata": {}, "source": [ "## How to use this script\n", @@ -15,7 +15,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "47529f7a", + "id": "bef16296", "metadata": {}, "outputs": [], "source": [ @@ -27,7 +27,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "09cd3f38", + "id": "f7447d09", "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "867bfdb2", + "id": "b30fff71", "metadata": {}, "outputs": [], "source": [ @@ -64,7 +64,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "a223bd45", + "id": "0c121446", "metadata": {}, "outputs": [], "source": [ @@ -79,7 +79,6 @@ " # 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", @@ -104,8 +103,6 @@ " 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", @@ -124,8 +121,11 @@ " # 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.title(\n", + " f'{year} ChatGPT Conversation Heatmap (total={sum(date_counts.values())}).\\nMost active day: {max_count_date} with {max_count} convos.',\n", + " fontsize=16\n", + " )\n", + " plt.xticks([])\n", " plt.yticks(range(7), ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'])\n", " plt.gca().invert_yaxis()\n", " plt.show()" @@ -134,12 +134,12 @@ { "cell_type": "code", "execution_count": 5, - "id": "90a868a9", + "id": "ff30f0cf", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -155,12 +155,12 @@ { "cell_type": "code", "execution_count": 6, - "id": "a3701dd0", + "id": "5a6bcaae", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -176,7 +176,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2c4d34f2", + "id": "024dfc4c", "metadata": {}, "outputs": [], "source": []