{ "cells": [ { "cell_type": "markdown", "id": "d395f076", "metadata": {}, "source": [ "## Local setup\n", "\n", "Use Python 3.12 or 3.13 and install this checkout with `uv pip install --editable '.[notebooks]'`.\n", "See **Run notebooks locally** in the repository README for the kernel, execution order,\n", "and full-data options. Run related notebooks from the same working directory\n", "to share the default `.cache/` model store and `tracing_database.json` database.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "cell-2", "metadata": {}, "outputs": [], "source": [ "from great_ai import query_ground_truth\n", "\n", "data = query_ground_truth([\"train\", \"local-domain-example\"])\n", "if not data:\n", " raise ValueError(\"Run data.ipynb first in the same local/full mode.\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell-3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from collections import Counter\n", "import matplotlib.pyplot as plt\n", "from great_ai.utilities import unique\n", "import numpy as np\n", "import matplotlib.ticker as mtick\n", "\n", "first = Counter(d.feedback[0] for d in data if len(d.feedback) > 0)\n", "second = Counter(d.feedback[1] for d in data if len(d.feedback) > 1)\n", "third = Counter(d.feedback[2] for d in data if len(d.feedback) > 2)\n", "\n", "domains = sorted(unique(domain for d in data for domain in d.feedback))\n", "\n", "first = [first[d] / len(data) for d in domains]\n", "second = [second[d] / len(data) for d in domains]\n", "third = [third[d] / len(data) for d in domains]\n", "\n", "# Configure matplotlib to have nice, high-resolution charts\n", "%matplotlib inline\n", "plt.rcParams[\"figure.facecolor\"] = \"white\"\n", "plt.rcParams[\"font.size\"] = 20\n", "plt.rcParams[\"figure.figsize\"] = (14, 10)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "plt.xticks(rotation=90)\n", "\n", "ax.bar(domains, first, label=\"Primary domain\")\n", "ax.bar(domains, second, label=\"Secondary domain\", bottom=first)\n", "ax.bar(domains, third, label=\"Tertiary domain\", bottom=np.add(first, second))\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n", "ax.legend()\n", "ax.set_ylabel(\"Ratio of all publications\")\n", "fig.tight_layout()\n", "fig.savefig(\"ss-distribution.png\", dpi=500)\n", "None" ] } ], "metadata": { "kernelspec": { "display_name": ".venv (3.13.5)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }