From 3df14f59e89914b1f05ae5e335d3ee8e5f2802b1 Mon Sep 17 00:00:00 2001 From: James McLaughlin Date: Fri, 8 Nov 2024 00:02:56 +0000 Subject: [PATCH] add summaries notebook --- notebooks/summaries.ipynb | 75 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 75 insertions(+) create mode 100644 notebooks/summaries.ipynb diff --git a/notebooks/summaries.ipynb b/notebooks/summaries.ipynb new file mode 100644 index 0000000..de58999 --- /dev/null +++ b/notebooks/summaries.ipynb @@ -0,0 +1,75 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "\n", + "with open(\"/home/james/ebi_monarch_xspecies_summary.json\", \"r\") as f:\n", + " sums = json.load(f)\n", + "\n", + "type_to_count = sums['displaytypes']\n", + "sorted_types = sorted(type_to_count.items(), key=lambda item: item[1]['count'], reverse=True)\n", + "\n", + "full_total_count = sum(item[1]['count'] for item in sorted_types)\n", + "\n", + "top_10_types = sorted_types[:10]\n", + "labels = [item[0] for item in top_10_types]\n", + "sizes = [item[1]['count'] for item in top_10_types]\n", + "\n", + "percentages = [(count / full_total_count) * 100 for count in sizes]\n", + "percentage_labels = [f\"{label}: {p:.1f}%\" for label, p in zip(labels, percentages)]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "plt.text(0, 1.25, f\"Top 10 types of {full_total_count:,} node->type assignments\", ha='center', va='bottom', fontsize=12, fontweight='bold')\n", + "\n", + "plt.subplots_adjust(top=0.85)\n", + "\n", + "ax.pie(sizes, labels=percentage_labels, startangle=90)\n", + "ax.axis('equal')\n", + "\n", + "plt.show()\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}