Files
tsllm_personalization_icl/analysis/analyze_data.ipynb
2025-10-23 16:07:29 +09:00

128 lines
74 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"id": "a890b6b1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of users: 20\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import os\n",
"import datasets\n",
"from glob import glob\n",
"\n",
"data_dir = \"/mnt/sting/hjyoon/projects/tsllm_personalization_icl/data/SleepEDF\"\n",
"data_paths = glob(os.path.join(data_dir, \"*\", \"*\"))\n",
"\n",
"user_data_dict = {}\n",
"\n",
"for data_path in data_paths:\n",
" dataset = datasets.load_from_disk(data_path)\n",
" user_id = dataset[0][\"user_id\"]\n",
" if user_id not in user_data_dict:\n",
" user_data_dict[user_id] = {}\n",
" for example in dataset:\n",
" label = example[\"label\"]\n",
" if label not in user_data_dict[user_id]:\n",
" user_data_dict[user_id][label] = 0\n",
" user_data_dict[user_id][label] += 1\n",
"\n",
"print(f\"Number of users: {len(user_data_dict)}\")\n",
"\n",
"users = list(user_data_dict.keys())\n",
"labels = list(user_data_dict[users[0]].keys())\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"x = np.arange(len(users))\n",
"bottom = np.zeros(len(users))\n",
"\n",
"for label in labels:\n",
" heights = [user_data_dict[user][label] for user in users]\n",
" bars = ax.bar(x, heights, bottom=bottom, label=label)\n",
" \n",
" # Add number text inside bars\n",
" for bar in bars:\n",
" height = bar.get_height()\n",
" if height > 0:\n",
" ax.text(\n",
" bar.get_x() + bar.get_width()/2,\n",
" bar.get_y() + height/2,\n",
" f'{int(height)}',\n",
" ha='center', va='center', fontsize=8, color='white'\n",
" )\n",
" \n",
" bottom += np.array(heights)\n",
"\n",
"ax.set_xticks(x)\n",
"ax.set_xticklabels(users, rotation=45, ha='right')\n",
"ax.set_xlabel(\"User ID\")\n",
"ax.set_ylabel(\"Number of samples\")\n",
"ax.set_title(\"Number of samples per class per user (EEG FPz-Cz, Pz-Oz)\")\n",
"\n",
"# Move legend outside (right side)\n",
"ax.legend(title=\"Class labels\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "431030f2",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "4848d8b3",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tsllmpers",
"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": "3.12.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}