scatter
图
本笔记本旨在演示(并记录)如何使用 shap.plots.scatter
函数。它使用了一个在经典的 UCI 成人收入数据集上训练的 XGBoost 模型(这是一个预测人们在 90 年代是否收入超过 $50k 的分类任务)。
[13]:
import sklearn.linear_model
import sklearn.neural_network
import shap
# train XGBoost model
X, y = shap.datasets.adult()
# model = xgboost.XGBClassifier(max_depth=1).fit(X, y)
# model = sklearn.linear_model.RidgeClassifier().fit(X,y)
model = sklearn.neural_network.MLPClassifier().fit(X, y)
# compute SHAP values
explainer = shap.Explainer(lambda x: model.predict_log_proba(x)[:, 1], X)
shap_values = explainer(X[:1000])
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Permutation explainer: 19%|█▉ | 192/1000 [00:00<?, ?it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 20%|█▉ | 196/1000 [00:10<00:29, 26.86it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 20%|█▉ | 198/1000 [00:10<00:32, 24.32it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 20%|██ | 200/1000 [00:10<00:36, 22.14it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 20%|██ | 202/1000 [00:10<00:37, 21.28it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 20%|██ | 204/1000 [00:10<00:38, 20.73it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 21%|██ | 206/1000 [00:10<00:38, 20.36it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 21%|██ | 208/1000 [00:10<00:39, 20.08it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 21%|██ | 210/1000 [00:10<00:40, 19.27it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 21%|██ | 212/1000 [00:10<00:40, 19.34it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 21%|██▏ | 214/1000 [00:11<00:40, 19.44it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 22%|██▏ | 216/1000 [00:11<00:40, 19.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 22%|██▏ | 219/1000 [00:11<00:39, 19.65it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 22%|██▏ | 222/1000 [00:11<00:39, 19.85it/s]divide by zero encountered in log
Permutation explainer: 22%|██▏ | 224/1000 [00:11<00:39, 19.89it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 23%|██▎ | 226/1000 [00:11<00:39, 19.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 23%|██▎ | 228/1000 [00:11<00:40, 19.28it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 23%|██▎ | 230/1000 [00:11<00:40, 19.24it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 23%|██▎ | 232/1000 [00:12<00:39, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 23%|██▎ | 234/1000 [00:12<00:39, 19.59it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 24%|██▎ | 236/1000 [00:12<00:38, 19.59it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
Permutation explainer: 24%|██▍ | 239/1000 [00:12<00:38, 19.68it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 24%|██▍ | 241/1000 [00:12<00:38, 19.68it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 24%|██▍ | 243/1000 [00:12<00:38, 19.54it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 24%|██▍ | 245/1000 [00:12<00:39, 19.29it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 25%|██▍ | 247/1000 [00:12<00:39, 19.25it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 25%|██▍ | 249/1000 [00:12<00:38, 19.39it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 25%|██▌ | 251/1000 [00:12<00:38, 19.41it/s]divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 25%|██▌ | 253/1000 [00:13<00:38, 19.24it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 26%|██▌ | 255/1000 [00:13<00:38, 19.20it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 26%|██▌ | 257/1000 [00:13<00:39, 19.04it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 26%|██▌ | 259/1000 [00:13<00:38, 19.16it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 26%|██▌ | 262/1000 [00:13<00:37, 19.49it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 26%|██▋ | 265/1000 [00:13<00:37, 19.81it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 27%|██▋ | 267/1000 [00:13<00:37, 19.52it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 27%|██▋ | 269/1000 [00:13<00:38, 19.09it/s]divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 27%|██▋ | 271/1000 [00:14<00:37, 19.22it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 27%|██▋ | 273/1000 [00:14<00:37, 19.38it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 28%|██▊ | 275/1000 [00:14<00:37, 19.52it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 28%|██▊ | 277/1000 [00:14<00:37, 19.43it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 28%|██▊ | 280/1000 [00:14<00:36, 19.58it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 28%|██▊ | 282/1000 [00:14<00:37, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 28%|██▊ | 284/1000 [00:14<00:37, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 29%|██▊ | 286/1000 [00:14<00:36, 19.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 29%|██▉ | 288/1000 [00:14<00:37, 19.07it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 29%|██▉ | 291/1000 [00:15<00:36, 19.30it/s]divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 29%|██▉ | 294/1000 [00:15<00:36, 19.49it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 30%|██▉ | 296/1000 [00:15<00:36, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 30%|██▉ | 298/1000 [00:15<00:36, 19.48it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 30%|███ | 300/1000 [00:15<00:36, 19.07it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 30%|███ | 303/1000 [00:15<00:36, 19.29it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 30%|███ | 305/1000 [00:15<00:35, 19.48it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 31%|███ | 307/1000 [00:15<00:36, 18.77it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 31%|███ | 309/1000 [00:15<00:36, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 31%|███ | 311/1000 [00:16<00:35, 19.22it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 31%|███▏ | 313/1000 [00:16<00:35, 19.28it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 32%|███▏ | 315/1000 [00:16<00:35, 19.04it/s]divide by zero encountered in log
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Permutation explainer: 32%|███▏ | 317/1000 [00:16<00:35, 19.12it/s]divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 32%|███▏ | 319/1000 [00:16<00:35, 19.28it/s]divide by zero encountered in log
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Permutation explainer: 32%|███▏ | 321/1000 [00:16<00:35, 19.27it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 32%|███▏ | 324/1000 [00:16<00:34, 19.49it/s]divide by zero encountered in log
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Permutation explainer: 33%|███▎ | 326/1000 [00:16<00:35, 19.01it/s]divide by zero encountered in log
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Permutation explainer: 33%|███▎ | 328/1000 [00:16<00:35, 19.05it/s]divide by zero encountered in log
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Permutation explainer: 33%|███▎ | 330/1000 [00:17<00:34, 19.32it/s]divide by zero encountered in log
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Permutation explainer: 33%|███▎ | 333/1000 [00:17<00:34, 19.61it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 34%|███▎ | 336/1000 [00:17<00:33, 19.98it/s]divide by zero encountered in log
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Permutation explainer: 34%|███▍ | 339/1000 [00:17<00:33, 19.96it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 34%|███▍ | 341/1000 [00:17<00:33, 19.66it/s]divide by zero encountered in log
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Permutation explainer: 34%|███▍ | 344/1000 [00:17<00:33, 19.79it/s]divide by zero encountered in log
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Permutation explainer: 35%|███▍ | 346/1000 [00:17<00:33, 19.29it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 35%|███▍ | 348/1000 [00:17<00:33, 19.40it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 35%|███▌ | 350/1000 [00:18<00:33, 19.19it/s]divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 35%|███▌ | 352/1000 [00:18<00:33, 19.23it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 35%|███▌ | 354/1000 [00:18<00:33, 19.28it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 36%|███▌ | 356/1000 [00:18<00:33, 19.32it/s]divide by zero encountered in log
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Permutation explainer: 36%|███▌ | 358/1000 [00:18<00:33, 19.25it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 36%|███▌ | 360/1000 [00:18<00:32, 19.45it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 36%|███▌ | 362/1000 [00:18<00:33, 19.33it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 36%|███▋ | 365/1000 [00:18<00:32, 19.43it/s]divide by zero encountered in log
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Permutation explainer: 37%|███▋ | 367/1000 [00:18<00:32, 19.57it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 37%|███▋ | 370/1000 [00:19<00:31, 19.75it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 37%|███▋ | 372/1000 [00:19<00:31, 19.73it/s]divide by zero encountered in log
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Permutation explainer: 38%|███▊ | 375/1000 [00:19<00:31, 19.86it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 38%|███▊ | 377/1000 [00:19<00:31, 19.79it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 38%|███▊ | 380/1000 [00:19<00:31, 19.93it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 38%|███▊ | 383/1000 [00:19<00:30, 19.99it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 38%|███▊ | 385/1000 [00:19<00:31, 19.53it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 39%|███▊ | 387/1000 [00:19<00:31, 19.51it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 39%|███▉ | 389/1000 [00:20<00:31, 19.50it/s]divide by zero encountered in log
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Permutation explainer: 39%|███▉ | 391/1000 [00:20<00:31, 19.52it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 39%|███▉ | 393/1000 [00:20<00:30, 19.58it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 40%|███▉ | 395/1000 [00:20<00:31, 19.51it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 40%|███▉ | 398/1000 [00:20<00:30, 19.74it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 40%|████ | 400/1000 [00:20<00:30, 19.71it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 40%|████ | 403/1000 [00:20<00:30, 19.79it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 40%|████ | 405/1000 [00:20<00:30, 19.64it/s]divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 41%|████ | 407/1000 [00:20<00:30, 19.63it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 41%|████ | 409/1000 [00:21<00:30, 19.67it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 41%|████ | 411/1000 [00:21<00:29, 19.66it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 41%|████▏ | 413/1000 [00:21<00:30, 19.56it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 42%|████▏ | 415/1000 [00:21<00:30, 19.33it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 42%|████▏ | 417/1000 [00:21<00:30, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 42%|████▏ | 419/1000 [00:21<00:30, 19.26it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
Permutation explainer: 42%|████▏ | 421/1000 [00:21<00:29, 19.38it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
Permutation explainer: 42%|████▏ | 423/1000 [00:21<00:29, 19.36it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 42%|████▎ | 425/1000 [00:21<00:30, 18.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
Permutation explainer: 43%|████▎ | 427/1000 [00:22<00:30, 19.00it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 43%|████▎ | 429/1000 [00:22<00:29, 19.14it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 43%|████▎ | 431/1000 [00:22<00:29, 19.25it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 43%|████▎ | 433/1000 [00:22<00:29, 19.28it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 44%|████▎ | 435/1000 [00:22<00:29, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 44%|████▎ | 437/1000 [00:22<00:29, 19.11it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 44%|████▍ | 439/1000 [00:22<00:29, 19.09it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 44%|████▍ | 441/1000 [00:22<00:28, 19.33it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 44%|████▍ | 443/1000 [00:22<00:28, 19.29it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 44%|████▍ | 445/1000 [00:22<00:29, 18.94it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 45%|████▍ | 447/1000 [00:23<00:29, 18.92it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 45%|████▌ | 450/1000 [00:23<00:28, 19.23it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 45%|████▌ | 452/1000 [00:23<00:28, 19.14it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 46%|████▌ | 455/1000 [00:23<00:28, 19.24it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 46%|████▌ | 457/1000 [00:23<00:28, 19.34it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 46%|████▌ | 459/1000 [00:23<00:27, 19.40it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
Permutation explainer: 46%|████▌ | 461/1000 [00:23<00:27, 19.46it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 46%|████▋ | 463/1000 [00:23<00:28, 19.00it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 47%|████▋ | 466/1000 [00:24<00:27, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
Permutation explainer: 47%|████▋ | 468/1000 [00:24<00:27, 19.36it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 47%|████▋ | 471/1000 [00:24<00:27, 19.51it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 47%|████▋ | 474/1000 [00:24<00:26, 19.71it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 48%|████▊ | 477/1000 [00:24<00:26, 19.90it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 48%|████▊ | 480/1000 [00:24<00:26, 19.93it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 48%|████▊ | 482/1000 [00:24<00:26, 19.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 48%|████▊ | 484/1000 [00:24<00:26, 19.21it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 49%|████▊ | 486/1000 [00:25<00:26, 19.12it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 49%|████▉ | 488/1000 [00:25<00:26, 19.09it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 49%|████▉ | 490/1000 [00:25<00:26, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 49%|████▉ | 492/1000 [00:25<00:26, 19.40it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 49%|████▉ | 494/1000 [00:25<00:26, 19.45it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 50%|████▉ | 496/1000 [00:25<00:25, 19.46it/s]divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 50%|████▉ | 498/1000 [00:25<00:25, 19.38it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 50%|█████ | 500/1000 [00:25<00:25, 19.46it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 50%|█████ | 502/1000 [00:25<00:26, 18.83it/s]divide by zero encountered in log
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divide by zero encountered in log
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Permutation explainer: 50%|█████ | 505/1000 [00:26<00:26, 19.01it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 51%|█████ | 507/1000 [00:26<00:25, 19.11it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 51%|█████ | 509/1000 [00:26<00:25, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 51%|█████ | 511/1000 [00:26<00:25, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 51%|█████▏ | 513/1000 [00:26<00:25, 19.11it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 52%|█████▏ | 515/1000 [00:26<00:25, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 52%|█████▏ | 517/1000 [00:26<00:25, 19.20it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 52%|█████▏ | 519/1000 [00:26<00:25, 18.97it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 52%|█████▏ | 521/1000 [00:26<00:25, 19.08it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 52%|█████▏ | 523/1000 [00:27<00:25, 18.42it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 52%|█████▎ | 525/1000 [00:27<00:25, 18.47it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 53%|█████▎ | 527/1000 [00:27<00:25, 18.80it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 53%|█████▎ | 529/1000 [00:27<00:24, 18.98it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 53%|█████▎ | 531/1000 [00:27<00:24, 19.24it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 53%|█████▎ | 533/1000 [00:27<00:24, 19.21it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 54%|█████▎ | 535/1000 [00:27<00:24, 19.14it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 54%|█████▎ | 537/1000 [00:27<00:24, 19.04it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 54%|█████▍ | 539/1000 [00:27<00:24, 18.96it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 54%|█████▍ | 541/1000 [00:27<00:24, 18.69it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 54%|█████▍ | 543/1000 [00:28<00:24, 18.84it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 55%|█████▍ | 545/1000 [00:28<00:23, 19.10it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 55%|█████▍ | 547/1000 [00:28<00:23, 19.21it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 55%|█████▍ | 549/1000 [00:28<00:23, 19.25it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 55%|█████▌ | 551/1000 [00:28<00:23, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 55%|█████▌ | 554/1000 [00:28<00:22, 19.65it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 56%|█████▌ | 556/1000 [00:28<00:22, 19.47it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 56%|█████▌ | 558/1000 [00:28<00:23, 19.07it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 56%|█████▌ | 560/1000 [00:28<00:23, 18.89it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 56%|█████▌ | 562/1000 [00:29<00:22, 19.10it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 56%|█████▋ | 565/1000 [00:29<00:22, 19.37it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 57%|█████▋ | 567/1000 [00:29<00:22, 19.45it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 57%|█████▋ | 569/1000 [00:29<00:22, 19.39it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 57%|█████▋ | 571/1000 [00:29<00:22, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 57%|█████▋ | 573/1000 [00:29<00:21, 19.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 57%|█████▊ | 575/1000 [00:29<00:21, 19.59it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 58%|█████▊ | 577/1000 [00:29<00:21, 19.54it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 58%|█████▊ | 579/1000 [00:29<00:21, 19.53it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 58%|█████▊ | 581/1000 [00:30<00:22, 18.97it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 58%|█████▊ | 583/1000 [00:30<00:21, 19.18it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 58%|█████▊ | 585/1000 [00:30<00:21, 19.26it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 59%|█████▊ | 587/1000 [00:30<00:21, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 59%|█████▉ | 589/1000 [00:30<00:21, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 59%|█████▉ | 592/1000 [00:30<00:20, 19.96it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 60%|█████▉ | 595/1000 [00:30<00:20, 19.93it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 60%|█████▉ | 597/1000 [00:30<00:20, 19.61it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 60%|█████▉ | 599/1000 [00:30<00:21, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 60%|██████ | 601/1000 [00:31<00:20, 19.32it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 60%|██████ | 603/1000 [00:31<00:20, 19.34it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 61%|██████ | 606/1000 [00:31<00:20, 19.56it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 61%|██████ | 609/1000 [00:31<00:19, 19.70it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 61%|██████ | 611/1000 [00:31<00:19, 19.65it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 61%|██████▏ | 614/1000 [00:31<00:19, 19.82it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 62%|██████▏ | 616/1000 [00:31<00:19, 19.75it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 62%|██████▏ | 618/1000 [00:31<00:19, 19.59it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 62%|██████▏ | 620/1000 [00:31<00:19, 19.32it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 62%|██████▏ | 622/1000 [00:32<00:19, 18.97it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 62%|██████▏ | 624/1000 [00:32<00:19, 19.09it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 63%|██████▎ | 626/1000 [00:32<00:19, 19.16it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 63%|██████▎ | 628/1000 [00:32<00:19, 19.30it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 63%|██████▎ | 630/1000 [00:32<00:19, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 63%|██████▎ | 632/1000 [00:32<00:18, 19.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 63%|██████▎ | 634/1000 [00:32<00:19, 19.25it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 64%|██████▎ | 636/1000 [00:32<00:18, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 64%|██████▍ | 638/1000 [00:32<00:19, 18.64it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 64%|██████▍ | 640/1000 [00:33<00:19, 18.65it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 64%|██████▍ | 642/1000 [00:33<00:19, 18.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 64%|██████▍ | 644/1000 [00:33<00:18, 19.12it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 65%|██████▍ | 646/1000 [00:33<00:18, 19.14it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 65%|██████▍ | 648/1000 [00:33<00:18, 19.06it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 65%|██████▌ | 650/1000 [00:33<00:18, 19.10it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 65%|██████▌ | 652/1000 [00:33<00:18, 19.02it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 65%|██████▌ | 654/1000 [00:33<00:18, 19.06it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 66%|██████▌ | 656/1000 [00:33<00:18, 19.01it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 66%|██████▌ | 658/1000 [00:34<00:18, 18.55it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 66%|██████▌ | 660/1000 [00:34<00:18, 18.64it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 66%|██████▌ | 662/1000 [00:34<00:17, 18.79it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 66%|██████▋ | 665/1000 [00:34<00:17, 19.30it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 67%|██████▋ | 667/1000 [00:34<00:17, 19.23it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 67%|██████▋ | 669/1000 [00:34<00:17, 19.18it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 67%|██████▋ | 671/1000 [00:34<00:17, 19.07it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 67%|██████▋ | 673/1000 [00:34<00:17, 18.98it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 68%|██████▊ | 675/1000 [00:34<00:17, 18.65it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 68%|██████▊ | 677/1000 [00:35<00:17, 18.10it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 68%|██████▊ | 679/1000 [00:35<00:17, 18.43it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 68%|██████▊ | 682/1000 [00:35<00:16, 18.91it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 68%|██████▊ | 684/1000 [00:35<00:16, 18.95it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 69%|██████▊ | 686/1000 [00:35<00:16, 18.93it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 69%|██████▉ | 688/1000 [00:35<00:16, 18.99it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 69%|██████▉ | 690/1000 [00:35<00:16, 18.98it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 69%|██████▉ | 692/1000 [00:35<00:16, 19.07it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 69%|██████▉ | 694/1000 [00:35<00:16, 19.03it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 70%|██████▉ | 696/1000 [00:36<00:16, 18.51it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 70%|██████▉ | 699/1000 [00:36<00:15, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 70%|███████ | 701/1000 [00:36<00:15, 19.00it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 70%|███████ | 703/1000 [00:36<00:15, 19.02it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 70%|███████ | 705/1000 [00:36<00:15, 19.06it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 71%|███████ | 707/1000 [00:36<00:15, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 71%|███████ | 709/1000 [00:36<00:15, 18.97it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 71%|███████ | 711/1000 [00:36<00:15, 19.02it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 71%|███████▏ | 713/1000 [00:36<00:15, 18.95it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 72%|███████▏ | 715/1000 [00:37<00:15, 18.63it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 72%|███████▏ | 717/1000 [00:37<00:15, 18.61it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 72%|███████▏ | 719/1000 [00:37<00:14, 18.81it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 72%|███████▏ | 721/1000 [00:37<00:14, 18.81it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 72%|███████▏ | 724/1000 [00:37<00:14, 19.23it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 73%|███████▎ | 726/1000 [00:37<00:14, 18.97it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 73%|███████▎ | 728/1000 [00:37<00:14, 18.95it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 73%|███████▎ | 730/1000 [00:37<00:14, 18.98it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 73%|███████▎ | 732/1000 [00:37<00:14, 18.95it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 73%|███████▎ | 734/1000 [00:38<00:14, 18.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 74%|███████▎ | 736/1000 [00:38<00:14, 18.34it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 74%|███████▍ | 738/1000 [00:38<00:14, 18.54it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 74%|███████▍ | 740/1000 [00:38<00:13, 18.62it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 74%|███████▍ | 742/1000 [00:38<00:13, 18.77it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 74%|███████▍ | 744/1000 [00:38<00:13, 18.62it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 75%|███████▍ | 746/1000 [00:38<00:13, 18.71it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 75%|███████▍ | 748/1000 [00:38<00:13, 18.72it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 75%|███████▌ | 750/1000 [00:38<00:13, 18.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 75%|███████▌ | 752/1000 [00:38<00:13, 18.38it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 75%|███████▌ | 754/1000 [00:39<00:13, 18.54it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 76%|███████▌ | 756/1000 [00:39<00:13, 18.76it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 76%|███████▌ | 758/1000 [00:39<00:12, 18.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 76%|███████▌ | 760/1000 [00:39<00:12, 18.91it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 76%|███████▌ | 762/1000 [00:39<00:12, 18.96it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 76%|███████▋ | 764/1000 [00:39<00:12, 18.98it/s]divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 77%|███████▋ | 767/1000 [00:39<00:12, 19.37it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 77%|███████▋ | 769/1000 [00:39<00:11, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 77%|███████▋ | 771/1000 [00:39<00:11, 19.47it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 77%|███████▋ | 773/1000 [00:40<00:11, 19.14it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 78%|███████▊ | 775/1000 [00:40<00:11, 18.86it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 78%|███████▊ | 777/1000 [00:40<00:11, 19.02it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 78%|███████▊ | 779/1000 [00:40<00:11, 18.85it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 78%|███████▊ | 781/1000 [00:40<00:11, 19.15it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 78%|███████▊ | 783/1000 [00:40<00:11, 19.01it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 78%|███████▊ | 785/1000 [00:40<00:11, 19.23it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 79%|███████▊ | 787/1000 [00:40<00:11, 19.24it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 79%|███████▉ | 789/1000 [00:40<00:10, 19.26it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 79%|███████▉ | 791/1000 [00:41<00:11, 18.60it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 79%|███████▉ | 793/1000 [00:41<00:10, 18.84it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 80%|███████▉ | 795/1000 [00:41<00:10, 18.68it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 80%|███████▉ | 797/1000 [00:41<00:10, 18.73it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 80%|███████▉ | 799/1000 [00:41<00:10, 18.74it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 80%|████████ | 801/1000 [00:41<00:10, 18.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 80%|████████ | 803/1000 [00:41<00:10, 18.69it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 80%|████████ | 805/1000 [00:41<00:10, 18.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 81%|████████ | 807/1000 [00:41<00:10, 18.49it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 81%|████████ | 809/1000 [00:42<00:10, 17.88it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 81%|████████ | 811/1000 [00:42<00:10, 18.38it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 81%|████████▏ | 813/1000 [00:42<00:10, 18.38it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 82%|████████▏ | 815/1000 [00:42<00:09, 18.73it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 82%|████████▏ | 817/1000 [00:42<00:09, 18.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 82%|████████▏ | 819/1000 [00:42<00:09, 18.78it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 82%|████████▏ | 822/1000 [00:42<00:09, 19.36it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 82%|████████▏ | 824/1000 [00:42<00:09, 19.40it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 83%|████████▎ | 827/1000 [00:42<00:08, 19.69it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 83%|████████▎ | 829/1000 [00:43<00:08, 19.32it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 83%|████████▎ | 831/1000 [00:43<00:08, 19.34it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 83%|████████▎ | 833/1000 [00:43<00:08, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 84%|████████▎ | 835/1000 [00:43<00:08, 19.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 84%|████████▎ | 837/1000 [00:43<00:08, 19.49it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 84%|████████▍ | 839/1000 [00:43<00:08, 19.52it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 84%|████████▍ | 841/1000 [00:43<00:08, 19.49it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 84%|████████▍ | 843/1000 [00:43<00:08, 19.49it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 84%|████████▍ | 845/1000 [00:43<00:07, 19.64it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 85%|████████▍ | 848/1000 [00:43<00:07, 19.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 85%|████████▌ | 850/1000 [00:44<00:07, 19.06it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 85%|████████▌ | 852/1000 [00:44<00:07, 19.32it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 85%|████████▌ | 854/1000 [00:44<00:07, 19.45it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 86%|████████▌ | 857/1000 [00:44<00:07, 19.60it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 86%|████████▌ | 860/1000 [00:44<00:07, 19.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 86%|████████▋ | 863/1000 [00:44<00:06, 19.83it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 87%|████████▋ | 866/1000 [00:44<00:06, 19.96it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 87%|████████▋ | 868/1000 [00:45<00:06, 19.90it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 87%|████████▋ | 870/1000 [00:45<00:06, 19.36it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 87%|████████▋ | 872/1000 [00:45<00:06, 19.54it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 88%|████████▊ | 875/1000 [00:45<00:06, 19.59it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 88%|████████▊ | 877/1000 [00:45<00:06, 19.52it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 88%|████████▊ | 879/1000 [00:45<00:06, 19.22it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 88%|████████▊ | 881/1000 [00:45<00:06, 19.28it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 88%|████████▊ | 883/1000 [00:45<00:06, 19.38it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 88%|████████▊ | 885/1000 [00:45<00:05, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 89%|████████▊ | 887/1000 [00:45<00:05, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 89%|████████▉ | 889/1000 [00:46<00:05, 18.81it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 89%|████████▉ | 891/1000 [00:46<00:05, 18.84it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 89%|████████▉ | 893/1000 [00:46<00:05, 19.01it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 90%|████████▉ | 895/1000 [00:46<00:05, 18.88it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 90%|████████▉ | 897/1000 [00:46<00:05, 19.11it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 90%|████████▉ | 899/1000 [00:46<00:05, 19.20it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 90%|█████████ | 901/1000 [00:46<00:05, 19.31it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 90%|█████████ | 903/1000 [00:46<00:05, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 90%|█████████ | 905/1000 [00:46<00:04, 19.41it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 91%|█████████ | 907/1000 [00:47<00:04, 19.10it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 91%|█████████ | 909/1000 [00:47<00:04, 19.25it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 91%|█████████ | 911/1000 [00:47<00:04, 19.23it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 91%|█████████▏| 913/1000 [00:47<00:04, 19.40it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 92%|█████████▏| 916/1000 [00:47<00:04, 19.64it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 92%|█████████▏| 918/1000 [00:47<00:04, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 92%|█████████▏| 920/1000 [00:47<00:04, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 92%|█████████▏| 922/1000 [00:47<00:04, 19.35it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 92%|█████████▏| 924/1000 [00:47<00:03, 19.33it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 93%|█████████▎| 926/1000 [00:48<00:03, 19.34it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 93%|█████████▎| 928/1000 [00:48<00:03, 19.15it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 93%|█████████▎| 931/1000 [00:48<00:03, 19.37it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 93%|█████████▎| 933/1000 [00:48<00:03, 19.50it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 94%|█████████▎| 935/1000 [00:48<00:03, 19.43it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 94%|█████████▎| 937/1000 [00:48<00:03, 19.21it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 94%|█████████▍| 939/1000 [00:48<00:03, 18.95it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 94%|█████████▍| 941/1000 [00:48<00:03, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 94%|█████████▍| 943/1000 [00:48<00:03, 18.92it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 94%|█████████▍| 945/1000 [00:49<00:02, 19.05it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 95%|█████████▍| 947/1000 [00:49<00:02, 18.43it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 95%|█████████▍| 949/1000 [00:49<00:02, 18.65it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 95%|█████████▌| 951/1000 [00:49<00:02, 18.45it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 95%|█████████▌| 953/1000 [00:49<00:02, 18.70it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 96%|█████████▌| 955/1000 [00:49<00:02, 18.70it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 96%|█████████▌| 957/1000 [00:49<00:02, 18.87it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 96%|█████████▌| 959/1000 [00:49<00:02, 19.13it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
Permutation explainer: 96%|█████████▌| 961/1000 [00:49<00:02, 19.15it/s]divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
divide by zero encountered in log
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Permutation explainer: 1001it [00:52, 19.25it/s]
简单的依赖散点图
依赖散点图展示了单个特征对模型预测结果的影响。在这个例子中,年龄在20到40岁之间时,收入超过50k的对数几率显著增加。
每个点代表数据集中的一个单独预测(行)。
x轴是特征的值(来自X矩阵,存储在``shap_values.data``中)。
y轴是该特征的SHAP值(存储在
shap_values.values
中),它表示了解该特征的值如何改变该样本预测的模型输出。对于这个模型,单位是每年收入超过50k的对数几率。图表底部浅灰色区域是一个直方图,显示了数据值的分布情况。
[14]:
# Note that we are slicing off the column of the shap_values Explanation corresponding to the "Age" feature
shap.plots.scatter(shap_values[:, "Age"])
使用颜色来突出交互效应
上图中的垂直分散显示了对于不同的人,Age特征的相同值可能会对模型的输出产生不同的影响。这意味着在Age和其他特征之间,模型中存在非线性交互效应(否则散点图将完全遵循由``shap.plots.partial_dependence``给出的线)。
为了展示哪些特征可能驱动这些交互效应,我们可以通过另一个特征来为年龄依赖的散点图着色。如果我们传递整个Explanation对象给颜色参数,那么散点图会尝试挑选出与年龄交互最强的特征列。如果这个其他特征与我们正在绘制的特征之间存在交互效应,它将表现为明显的垂直着色模式。在下面的例子中,20岁且受教育程度高的人比20岁且受教育程度低的人更不可能赚到超过$50k。这表明Education-Num和Age之间存在交互效应。
[5]:
shap.plots.scatter(shap_values[:, "Age"], color=shap_values)
要明确控制用于着色的特征,可以将特定的特征列传递给 color
参数。
[6]:
shap.plots.scatter(shap_values[:, "Age"], color=shap_values[:, "Workclass"])
在上面的图中,我们看到 Workclass 特征为了适应 XGBoost 模型而被编码为一个数字。然而,在绘图时,我们通常更倾向于使用分类编码前的原始字符串值。为此,我们可以将 Explanation 对象的 .display_data
属性设置为我们希望在图中显示的数据的并行版本。
[7]:
X_display, y = shap.datasets.adult(display=True)
shap_values.display_data = X_display.values
shap.plots.scatter(shap_values[:, "Age"], color=shap_values[:, "Workclass"])
使用全局特征重要性排序
有时我们不知道想要绘制特征的名称或索引,我们只是想绘制最重要的特征。为此,我们可以使用Explanation对象的点链式功能来计算全局特征重要性的度量,按该度量排序(降序),然后挑选出最重要的特征(在这种情况下是年龄):
[10]:
shap.plots.scatter(shap_values[:, shap_values.abs.mean(0).argsort[-1]])
需要注意的是,我们选择如何衡量特征的全球重要性将影响我们得到的排名。在这个例子中,年龄是整个数据集中平均绝对值最大的特征,但资本收益是对任何样本影响最大的特征。
[11]:
shap.plots.scatter(shap_values[:, shap_values.abs.max(0).argsort[-1]])
max 函数可能对异常值敏感。一个更稳健的选择是使用百分位数函数。这里我们根据其第95百分位绝对值对特征进行排序,并发现资本收益具有最大的第95百分位值:
[12]:
shap.plots.scatter(shap_values[:, shap_values.abs.percentile(95, 0).argsort[-1]])
探索不同的交互着色
[13]:
# we can use shap.approximate_interactions to guess which features
# may interact with age
inds = shap.utils.potential_interactions(shap_values[:, "Age"], shap_values)
# make plots colored by each of the top three possible interacting features
for i in range(3):
shap.plots.scatter(shap_values[:, "Age"], color=shap_values[:, inds[i]])
自定义图形属性
[3]:
# by passing show=False you can prevent shap.dependence_plot from calling
# the matplotlib show() function, and so you can keep customizing the plot
# before eventually calling show yourself
import matplotlib.pyplot as plt
shap.plots.scatter(shap_values[:, "Age"], show=False)
plt.title("Age dependence plot")
plt.ylabel("SHAP value for the 'Age' feature")
# plt.savefig("my_dependence_plot.pdf") # we can save a PDF of the figure if we want
plt.show()
[15]:
# you can use xmax and xmin with a percentile notation to hide outliers.
# note that the .percentile method applies to both the .values and .data properties
# of the Explanation object, and the scatter plots knows to use the .data propoerty
# when passed to the xmin or xmax arguments.
age = shap_values[:, "Age"]
shap.plots.scatter(age, xmin=age.percentile(1), xmax=age.percentile(99))
[16]:
# you can use ymax and ymin with a percentile notation to hide vertical outliers.
# note that now the scatter plot uses the .value property for ymin and ymax if
# an explanation object is passed in those parameters.
age = shap_values[:, "Age"]
shap.plots.scatter(age, ymin=age.percentile(1), ymax=age.percentile(99))
[17]:
# transparency can help reveal dense vs. sparse areas of the scatter plot
shap.plots.scatter(shap_values[:, "Age"], alpha=0.1)
[18]:
# transparency can help reveal dense vs. sparse areas of the scatter plot
shap.plots.scatter(shap_values[:, "Age"], dot_size=2, color=shap_values)
[19]:
# for categorical (or binned) data adding a small amount of x-jitter makes
# thin columns of dots more readable
shap.plots.scatter(shap_values[:, "Age"], dot_size=2, x_jitter=1, color=shap_values)
[20]:
shap.plots.scatter(
shap_values[:, "Age"],
dot_size=4,
x_jitter=1,
color=shap_values,
xmin=20,
xmax=60,
ymin=-1,
ymax=2,
)
[21]:
# for categorical (or binned) data adding a small amount of x-jitter makes
# thin columns of dots more readable
shap.plots.scatter(
shap_values[:, "Relationship"], dot_size=2, x_jitter=0.5, color=shap_values
)
[22]:
import matplotlib.pyplot as plt
# you can use the cmap parameter to provide your own custom color map
shap.plots.scatter(shap_values[:, "Age"], color=shap_values, cmap=plt.get_cmap("cool"))
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