119 lines
95 KiB
Text
119 lines
95 KiB
Text
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\u001b[38;5;226mEnvironment variable ENVIRONMENT is not set, defaulting to development mode ‼️\u001b[0m\n",
|
|
"\u001b[38;5;226mCannot find credentials files, defaulting to using ParallelTinyDbDriver\u001b[0m\n",
|
|
"\u001b[38;5;226mThe selected tracing database (ParallelTinyDbDriver) is not recommended for production\u001b[0m\n",
|
|
"\u001b[38;5;226mCannot find credentials files, defaulting to using LargeFileLocal\u001b[0m\n",
|
|
"\u001b[38;5;39mGreatAI (v0.1.6): configured ✅\u001b[0m\n",
|
|
"\u001b[38;5;39m 🔩 tracing_database: ParallelTinyDbDriver\u001b[0m\n",
|
|
"\u001b[38;5;39m 🔩 large_file_implementation: LargeFileLocal\u001b[0m\n",
|
|
"\u001b[38;5;39m 🔩 is_production: False\u001b[0m\n",
|
|
"\u001b[38;5;39m 🔩 should_log_exception_stack: True\u001b[0m\n",
|
|
"\u001b[38;5;39m 🔩 prediction_cache_size: 512\u001b[0m\n",
|
|
"\u001b[38;5;39m 🔩 dashboard_table_size: 50\u001b[0m\n",
|
|
"\u001b[38;5;226mYou still need to check whether you follow all best practices before trusting your deployment.\u001b[0m\n",
|
|
"\u001b[38;5;226m> Find out more at https://se-ml.github.io/practices\u001b[0m\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from great_ai import query_ground_truth\n",
|
|
"\n",
|
|
"data = query_ground_truth(\"train\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1008x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"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",
|
|
"\n",
|
|
"\n",
|
|
"first = Counter(d.feedback[0] for d in data if len(d.feedback) > 0)\n",
|
|
"\n",
|
|
"second = Counter(d.feedback[1] for d in data if len(d.feedback) > 1)\n",
|
|
"\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",
|
|
"\n",
|
|
"second = [second[d] / len(data) for d in domains]\n",
|
|
"\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.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": "Python 3.10.4 ('.env': 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": "3.10.4"
|
|
},
|
|
"orig_nbformat": 4,
|
|
"vscode": {
|
|
"interpreter": {
|
|
"hash": "02dd6d3afbfa9fbbe1037d64ad9014965528a1ccad21929d6e72f466389a68ad"
|
|
}
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|