Created
August 29, 2024 00:13
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MICE-Forest vs UnmaskingTrees
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "044c02b4-229f-447f-93c2-3ae26707589d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"import miceforest as mf\n", | |
"import numpy as np\n", | |
"import seaborn as sns\n", | |
"import sklearn.datasets as skd\n", | |
"import pandas as pd\n", | |
"\n", | |
"from sklearn.utils import check_random_state\n", | |
"from utrees import UnmaskingTrees\n", | |
"\n", | |
"rng = check_random_state(42)\n", | |
"data, labels = skd.make_moons((100, 100), shuffle=False, noise=0.1, random_state=42)\n", | |
"\n", | |
"X = data.copy()\n", | |
"X[rng.uniform(0, 1, size=X.shape) < 0.6] = np.nan\n", | |
"\n", | |
"kds = mf.ImputationKernel(X, random_state=42)\n", | |
"kds.mice(10)\n", | |
"X_mice = kds.complete_data()\n", | |
"\n", | |
"utmodel = UnmaskingTrees().fit(X)\n", | |
"X_ut = utmodel.impute(n_impute=1)[0, :, :]\n", | |
"\n", | |
"assert np.all((X == X_mice) | np.isnan(X))\n", | |
"assert np.all((X == X_ut) | np.isnan(X))\n", | |
"\n", | |
"plt.scatter(data[:, 0], data[:, 1], alpha=0.5, label='original data');\n", | |
"Xobs = X[~np.isnan(X.sum(axis=1)), :]\n", | |
"plt.scatter(Xobs[:, 0], Xobs[:, 1], marker='x', s=200, label='non-missing samples');\n", | |
"plt.scatter(X_mice[:, 0], X_mice[:, 1], alpha=0.4, label='MICE-Forest');\n", | |
"plt.scatter(X_ut[:, 0], X_ut[:, 1], alpha=0.4, label='UnmaskingTrees');\n", | |
"plt.legend(bbox_to_anchor=(1, 1));\n", | |
"plt.savefig('miceforest-vs-utrees.png');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "6a7da41d-efb2-4fae-b91a-371731516f07", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "a046b44c-4bcb-4930-9e75-4a0cc61b1787", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"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": "3.9.19" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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