sync random_forest config 0005
Browse files- machine_learning/random_forest/2way/config_0002/config.json +18 -0
- machine_learning/random_forest/2way/config_0002/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0002/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0002/report.json +36 -0
- machine_learning/random_forest/2way/config_0003/config.json +18 -0
- machine_learning/random_forest/2way/config_0003/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0003/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0003/report.json +36 -0
- machine_learning/random_forest/2way/config_0004/config.json +18 -0
- machine_learning/random_forest/2way/config_0004/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0004/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0004/report.json +36 -0
- machine_learning/random_forest/2way/config_0005/config.json +18 -0
- machine_learning/random_forest/2way/config_0005/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0005/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0005/report.json +36 -0
- machine_learning/random_forest/3way/config_0002/config.json +18 -0
- machine_learning/random_forest/3way/config_0002/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0002/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0002/report.json +37 -0
- machine_learning/random_forest/3way/config_0003/config.json +18 -0
- machine_learning/random_forest/3way/config_0003/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0003/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0003/report.json +37 -0
- machine_learning/random_forest/3way/config_0004/config.json +18 -0
- machine_learning/random_forest/3way/config_0004/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0004/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0004/report.json +37 -0
- machine_learning/random_forest/3way/config_0005/config.json +18 -0
- machine_learning/random_forest/3way/config_0005/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0005/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0005/report.json +37 -0
- machine_learning/random_forest/5way/config_0002/config.json +18 -0
- machine_learning/random_forest/5way/config_0002/metrics.json +7 -0
- machine_learning/random_forest/5way/config_0002/model.pkl +3 -0
- machine_learning/random_forest/5way/config_0002/report.json +39 -0
- machine_learning/random_forest/5way/config_0003/config.json +18 -0
- machine_learning/random_forest/5way/config_0003/metrics.json +7 -0
- machine_learning/random_forest/5way/config_0003/model.pkl +3 -0
- machine_learning/random_forest/5way/config_0003/report.json +39 -0
- machine_learning/random_forest/5way/config_0004/config.json +18 -0
- machine_learning/random_forest/5way/config_0004/metrics.json +7 -0
- machine_learning/random_forest/5way/config_0004/model.pkl +3 -0
- machine_learning/random_forest/5way/config_0004/report.json +39 -0
- machine_learning/random_forest/5way/config_0005/config.json +18 -0
- machine_learning/random_forest/5way/config_0005/metrics.json +7 -0
- machine_learning/random_forest/5way/config_0005/model.pkl +3 -0
- machine_learning/random_forest/5way/config_0005/report.json +39 -0
- machine_learning/random_forest/results.csv +12 -0
machine_learning/random_forest/2way/config_0002/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 2,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 1,
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"min_samples_split": 2,
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"n_estimators": 400
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}
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machine_learning/random_forest/2way/config_0002/metrics.json
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{
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"accuracy": 0.6645718774548312,
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"cohen_kappa": 0.25160639225021575,
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"spearman_r": 0.2985013265756891,
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"pearson_r": 0.2985013265756893,
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"train_time_s": 85.15181016921997
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}
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machine_learning/random_forest/2way/config_0002/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:808152b771f72397a20a6fa234bef71944fb0a715ccda234016e89bf3c01d21a
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size 49989538
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machine_learning/random_forest/2way/config_0002/report.json
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{
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"algorithm": "Random Forest",
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"scheme": "2way",
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"config_index": 2,
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"mlflow_run_id": "9c56b22de5db4af8b4dec326aa1abc83",
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"model_logging_mode": "huggingface_pickle",
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"params": {
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 2,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 1,
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"min_samples_split": 2,
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"n_estimators": 400
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},
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"metrics": {
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"accuracy": 0.6645718774548312,
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"cohen_kappa": 0.25160639225021575,
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"spearman_r": 0.2985013265756891,
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"pearson_r": 0.2985013265756893,
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"train_time_s": 85.15181016921997
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},
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"label_names": {
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"0": "correct",
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"1": "incorrect"
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}
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}
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machine_learning/random_forest/2way/config_0003/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 3,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 1,
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"min_samples_split": 2,
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"n_estimators": 600
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}
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machine_learning/random_forest/2way/config_0003/metrics.json
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{
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"accuracy": 0.6684996072270227,
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"cohen_kappa": 0.25974297990084083,
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"spearman_r": 0.30950490923619073,
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"pearson_r": 0.3095049092361905,
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"train_time_s": 129.34345388412476
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}
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machine_learning/random_forest/2way/config_0003/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:3e1ba51a2f6483105befc4a1fb255e606a7b8bc3f479d274db59b7e1c1237815
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size 74977298
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machine_learning/random_forest/2way/config_0003/report.json
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{
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"algorithm": "Random Forest",
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"scheme": "2way",
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| 4 |
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"config_index": 3,
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| 5 |
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"mlflow_run_id": "7f5ed2ba569c4270ac3cdd228d80b311",
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"model_logging_mode": "huggingface_pickle",
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"params": {
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| 8 |
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"algorithm_name": "Random Forest",
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| 9 |
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"algorithm_slug": "random_forest",
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| 10 |
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"scheme": "2way",
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| 11 |
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"config_index": 3,
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"n_classes": 2,
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"n_train": 9531,
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| 14 |
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"n_test": 1273,
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| 15 |
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"feature_dim": 3074,
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| 16 |
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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| 18 |
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"class_weight": null,
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| 19 |
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"max_depth": null,
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| 20 |
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"max_features": "sqrt",
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| 21 |
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"min_samples_leaf": 1,
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| 22 |
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"min_samples_split": 2,
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| 23 |
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"n_estimators": 600
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},
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| 25 |
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"metrics": {
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| 26 |
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"accuracy": 0.6684996072270227,
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| 27 |
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"cohen_kappa": 0.25974297990084083,
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| 28 |
+
"spearman_r": 0.30950490923619073,
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| 29 |
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"pearson_r": 0.3095049092361905,
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| 30 |
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"train_time_s": 129.34345388412476
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| 31 |
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},
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| 32 |
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"label_names": {
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| 33 |
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"0": "correct",
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"1": "incorrect"
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}
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}
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machine_learning/random_forest/2way/config_0004/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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| 5 |
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"config_index": 4,
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"n_classes": 2,
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"n_train": 9531,
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| 8 |
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"n_test": 1273,
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| 9 |
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"feature_dim": 3074,
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| 10 |
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"embed_model": "text-embedding-3-small",
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| 11 |
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"random_seed": 42,
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| 12 |
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"class_weight": null,
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| 13 |
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"max_depth": null,
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| 14 |
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"max_features": "sqrt",
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| 15 |
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"min_samples_leaf": 1,
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| 16 |
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"min_samples_split": 5,
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| 17 |
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"n_estimators": 200
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| 18 |
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}
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machine_learning/random_forest/2way/config_0004/metrics.json
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{
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"accuracy": 0.6708562450903378,
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| 3 |
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"cohen_kappa": 0.2705689126781057,
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| 4 |
+
"spearman_r": 0.3109216062081096,
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| 5 |
+
"pearson_r": 0.3109216062081094,
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| 6 |
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"train_time_s": 43.18496012687683
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| 7 |
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}
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machine_learning/random_forest/2way/config_0004/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:0440f73a330d093c7b19e2f0cbd14393cdfe42e0230e91ef8b0e7a18a80282ac
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size 22425137
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machine_learning/random_forest/2way/config_0004/report.json
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{
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"algorithm": "Random Forest",
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"scheme": "2way",
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"config_index": 4,
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| 5 |
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"mlflow_run_id": "6268a634d50c485cacfb2a7bd977cc2e",
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| 6 |
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"model_logging_mode": "huggingface_pickle",
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| 7 |
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"params": {
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| 8 |
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"algorithm_name": "Random Forest",
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| 9 |
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"algorithm_slug": "random_forest",
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| 10 |
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"scheme": "2way",
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| 11 |
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"config_index": 4,
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| 12 |
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"n_classes": 2,
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| 13 |
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"n_train": 9531,
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| 14 |
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"n_test": 1273,
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| 15 |
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"feature_dim": 3074,
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| 16 |
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"embed_model": "text-embedding-3-small",
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| 17 |
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"random_seed": 42,
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| 18 |
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"class_weight": null,
|
| 19 |
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"max_depth": null,
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| 20 |
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"max_features": "sqrt",
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| 21 |
+
"min_samples_leaf": 1,
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| 22 |
+
"min_samples_split": 5,
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| 23 |
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"n_estimators": 200
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| 24 |
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},
|
| 25 |
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"metrics": {
|
| 26 |
+
"accuracy": 0.6708562450903378,
|
| 27 |
+
"cohen_kappa": 0.2705689126781057,
|
| 28 |
+
"spearman_r": 0.3109216062081096,
|
| 29 |
+
"pearson_r": 0.3109216062081094,
|
| 30 |
+
"train_time_s": 43.18496012687683
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| 31 |
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},
|
| 32 |
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"label_names": {
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| 33 |
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"0": "correct",
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| 34 |
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"1": "incorrect"
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| 35 |
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}
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| 36 |
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}
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machine_learning/random_forest/2way/config_0005/config.json
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{
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"algorithm_name": "Random Forest",
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| 3 |
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"algorithm_slug": "random_forest",
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| 4 |
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"scheme": "2way",
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| 5 |
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"config_index": 5,
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| 6 |
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"n_classes": 2,
|
| 7 |
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"n_train": 9531,
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
+
"n_estimators": 400
|
| 18 |
+
}
|
machine_learning/random_forest/2way/config_0005/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
| 1 |
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{
|
| 2 |
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"accuracy": 0.6716417910447762,
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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"train_time_s": 85.58903694152832
|
| 7 |
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|
machine_learning/random_forest/2way/config_0005/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
+
size 44817538
|
machine_learning/random_forest/2way/config_0005/report.json
ADDED
|
@@ -0,0 +1,36 @@
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm": "Random Forest",
|
| 3 |
+
"scheme": "2way",
|
| 4 |
+
"config_index": 5,
|
| 5 |
+
"mlflow_run_id": "4c5b8adb409247019348960663b34993",
|
| 6 |
+
"model_logging_mode": "huggingface_pickle",
|
| 7 |
+
"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
|
| 9 |
+
"algorithm_slug": "random_forest",
|
| 10 |
+
"scheme": "2way",
|
| 11 |
+
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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"embed_model": "text-embedding-3-small",
|
| 17 |
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"random_seed": 42,
|
| 18 |
+
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|
| 19 |
+
"max_depth": null,
|
| 20 |
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"max_features": "sqrt",
|
| 21 |
+
"min_samples_leaf": 1,
|
| 22 |
+
"min_samples_split": 5,
|
| 23 |
+
"n_estimators": 400
|
| 24 |
+
},
|
| 25 |
+
"metrics": {
|
| 26 |
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"accuracy": 0.6716417910447762,
|
| 27 |
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| 28 |
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|
| 29 |
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"pearson_r": 0.3146998270853577,
|
| 30 |
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|
| 31 |
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},
|
| 32 |
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"label_names": {
|
| 33 |
+
"0": "correct",
|
| 34 |
+
"1": "incorrect"
|
| 35 |
+
}
|
| 36 |
+
}
|
machine_learning/random_forest/3way/config_0002/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
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|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "3way",
|
| 5 |
+
"config_index": 2,
|
| 6 |
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"n_classes": 3,
|
| 7 |
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"n_train": 9531,
|
| 8 |
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"n_test": 1273,
|
| 9 |
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"feature_dim": 3074,
|
| 10 |
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"embed_model": "text-embedding-3-small",
|
| 11 |
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"random_seed": 42,
|
| 12 |
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"class_weight": null,
|
| 13 |
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"max_depth": null,
|
| 14 |
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"max_features": "sqrt",
|
| 15 |
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"min_samples_leaf": 1,
|
| 16 |
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"min_samples_split": 2,
|
| 17 |
+
"n_estimators": 400
|
| 18 |
+
}
|
machine_learning/random_forest/3way/config_0002/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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| 3 |
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| 4 |
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| 5 |
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"pearson_r": 0.4770490878361573,
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| 6 |
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"train_time_s": 81.90843319892883
|
| 7 |
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}
|
machine_learning/random_forest/3way/config_0002/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 80116214
|
machine_learning/random_forest/3way/config_0002/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
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|
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|
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|
|
|
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|
|
|
|
|
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|
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|
|
|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
+
"algorithm": "Random Forest",
|
| 3 |
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"scheme": "3way",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
+
"params": {
|
| 8 |
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"algorithm_name": "Random Forest",
|
| 9 |
+
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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"embed_model": "text-embedding-3-small",
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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"n_estimators": 400
|
| 24 |
+
},
|
| 25 |
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"metrics": {
|
| 26 |
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"accuracy": 0.5993715632364494,
|
| 27 |
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| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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},
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| 32 |
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"label_names": {
|
| 33 |
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"0": "correct",
|
| 34 |
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"1": "contradictory",
|
| 35 |
+
"2": "incorrect"
|
| 36 |
+
}
|
| 37 |
+
}
|
machine_learning/random_forest/3way/config_0003/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "3way",
|
| 5 |
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"config_index": 3,
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 600
|
| 18 |
+
}
|
machine_learning/random_forest/3way/config_0003/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
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| 2 |
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| 3 |
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| 5 |
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| 6 |
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|
| 7 |
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}
|
machine_learning/random_forest/3way/config_0003/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
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|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 120099974
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machine_learning/random_forest/3way/config_0003/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
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|
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|
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|
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|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"algorithm": "Random Forest",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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"model_logging_mode": "huggingface_pickle",
|
| 7 |
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"params": {
|
| 8 |
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"algorithm_name": "Random Forest",
|
| 9 |
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"algorithm_slug": "random_forest",
|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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"min_samples_split": 2,
|
| 23 |
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"n_estimators": 600
|
| 24 |
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},
|
| 25 |
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"metrics": {
|
| 26 |
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"accuracy": 0.589159465828751,
|
| 27 |
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| 28 |
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| 29 |
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|
| 30 |
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|
| 31 |
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},
|
| 32 |
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"label_names": {
|
| 33 |
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"0": "correct",
|
| 34 |
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"1": "contradictory",
|
| 35 |
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"2": "incorrect"
|
| 36 |
+
}
|
| 37 |
+
}
|
machine_learning/random_forest/3way/config_0004/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
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|
|
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|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "3way",
|
| 5 |
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"config_index": 4,
|
| 6 |
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"n_classes": 3,
|
| 7 |
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"n_train": 9531,
|
| 8 |
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|
| 9 |
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"feature_dim": 3074,
|
| 10 |
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"embed_model": "text-embedding-3-small",
|
| 11 |
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"random_seed": 42,
|
| 12 |
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"class_weight": null,
|
| 13 |
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|
| 14 |
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"max_features": "sqrt",
|
| 15 |
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|
| 16 |
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"min_samples_split": 5,
|
| 17 |
+
"n_estimators": 200
|
| 18 |
+
}
|
machine_learning/random_forest/3way/config_0004/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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| 3 |
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| 4 |
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| 5 |
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"pearson_r": 0.4168675796796924,
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| 6 |
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"train_time_s": 41.01277017593384
|
| 7 |
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}
|
machine_learning/random_forest/3way/config_0004/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:d529e9e66995264e472f961b7e28da3a33e72eeb3f6ed39eee06241ac91a0358
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| 3 |
+
size 33613589
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machine_learning/random_forest/3way/config_0004/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
| 1 |
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{
|
| 2 |
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"algorithm": "Random Forest",
|
| 3 |
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"scheme": "3way",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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"params": {
|
| 8 |
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"algorithm_name": "Random Forest",
|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
+
"max_features": "sqrt",
|
| 21 |
+
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|
| 22 |
+
"min_samples_split": 5,
|
| 23 |
+
"n_estimators": 200
|
| 24 |
+
},
|
| 25 |
+
"metrics": {
|
| 26 |
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"accuracy": 0.572663000785546,
|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
+
"0": "correct",
|
| 34 |
+
"1": "contradictory",
|
| 35 |
+
"2": "incorrect"
|
| 36 |
+
}
|
| 37 |
+
}
|
machine_learning/random_forest/3way/config_0005/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "3way",
|
| 5 |
+
"config_index": 5,
|
| 6 |
+
"n_classes": 3,
|
| 7 |
+
"n_train": 9531,
|
| 8 |
+
"n_test": 1273,
|
| 9 |
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"feature_dim": 3074,
|
| 10 |
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"embed_model": "text-embedding-3-small",
|
| 11 |
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"random_seed": 42,
|
| 12 |
+
"class_weight": null,
|
| 13 |
+
"max_depth": null,
|
| 14 |
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"max_features": "sqrt",
|
| 15 |
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"min_samples_leaf": 1,
|
| 16 |
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"min_samples_split": 5,
|
| 17 |
+
"n_estimators": 400
|
| 18 |
+
}
|
machine_learning/random_forest/3way/config_0005/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
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|
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|
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|
|
|
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|
|
|
|
| 1 |
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{
|
| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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|
| 7 |
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|
machine_learning/random_forest/3way/config_0005/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 67134806
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machine_learning/random_forest/3way/config_0005/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
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|
|
|
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|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
+
"algorithm": "Random Forest",
|
| 3 |
+
"scheme": "3way",
|
| 4 |
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|
| 5 |
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"mlflow_run_id": "03732a8545694865b6dbfaf0ad0f3ed8",
|
| 6 |
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"model_logging_mode": "huggingface_pickle",
|
| 7 |
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"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
|
| 9 |
+
"algorithm_slug": "random_forest",
|
| 10 |
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"scheme": "3way",
|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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"embed_model": "text-embedding-3-small",
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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"min_samples_split": 5,
|
| 23 |
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"n_estimators": 400
|
| 24 |
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},
|
| 25 |
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"metrics": {
|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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"label_names": {
|
| 33 |
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"0": "correct",
|
| 34 |
+
"1": "contradictory",
|
| 35 |
+
"2": "incorrect"
|
| 36 |
+
}
|
| 37 |
+
}
|
machine_learning/random_forest/5way/config_0002/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
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|
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|
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|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "5way",
|
| 5 |
+
"config_index": 2,
|
| 6 |
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"n_classes": 5,
|
| 7 |
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"n_train": 9531,
|
| 8 |
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"n_test": 1273,
|
| 9 |
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"feature_dim": 3074,
|
| 10 |
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"embed_model": "text-embedding-3-small",
|
| 11 |
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"random_seed": 42,
|
| 12 |
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"class_weight": null,
|
| 13 |
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"max_depth": null,
|
| 14 |
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"max_features": "sqrt",
|
| 15 |
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"min_samples_leaf": 1,
|
| 16 |
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"min_samples_split": 2,
|
| 17 |
+
"n_estimators": 400
|
| 18 |
+
}
|
machine_learning/random_forest/5way/config_0002/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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"train_time_s": 84.4455316066742
|
| 7 |
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|
machine_learning/random_forest/5way/config_0002/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:f546f6069826b0a4d5375a822e5afe1f4104430664746824c120fdfae2068747
|
| 3 |
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size 108609630
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machine_learning/random_forest/5way/config_0002/report.json
ADDED
|
@@ -0,0 +1,39 @@
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|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"algorithm": "Random Forest",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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"scheme": "5way",
|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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"n_estimators": 400
|
| 24 |
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},
|
| 25 |
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"metrics": {
|
| 26 |
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"accuracy": 0.5624509033778476,
|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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},
|
| 32 |
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|
| 33 |
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"0": "correct",
|
| 34 |
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"1": "partially_correct_incomplete",
|
| 35 |
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"2": "contradictory",
|
| 36 |
+
"3": "irrelevant",
|
| 37 |
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"4": "non_domain"
|
| 38 |
+
}
|
| 39 |
+
}
|
machine_learning/random_forest/5way/config_0003/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "5way",
|
| 5 |
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"config_index": 3,
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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"min_samples_split": 2,
|
| 17 |
+
"n_estimators": 600
|
| 18 |
+
}
|
machine_learning/random_forest/5way/config_0003/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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|
machine_learning/random_forest/5way/config_0003/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:23182aab46171ac4fc8f79984f2c5970d7342e66eebae078e3a77f3ba0a49729
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| 3 |
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size 163006102
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machine_learning/random_forest/5way/config_0003/report.json
ADDED
|
@@ -0,0 +1,39 @@
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|
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|
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|
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|
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|
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|
|
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|
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|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
+
"algorithm": "Random Forest",
|
| 3 |
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"scheme": "5way",
|
| 4 |
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|
| 5 |
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"mlflow_run_id": "eeb53137dd4f4358a26cc928544be7c0",
|
| 6 |
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"model_logging_mode": "huggingface_pickle",
|
| 7 |
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"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
|
| 9 |
+
"algorithm_slug": "random_forest",
|
| 10 |
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"scheme": "5way",
|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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"embed_model": "text-embedding-3-small",
|
| 17 |
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"random_seed": 42,
|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
+
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|
| 22 |
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"min_samples_split": 2,
|
| 23 |
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"n_estimators": 600
|
| 24 |
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},
|
| 25 |
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"metrics": {
|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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},
|
| 32 |
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|
| 33 |
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"0": "correct",
|
| 34 |
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"1": "partially_correct_incomplete",
|
| 35 |
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"2": "contradictory",
|
| 36 |
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"3": "irrelevant",
|
| 37 |
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"4": "non_domain"
|
| 38 |
+
}
|
| 39 |
+
}
|
machine_learning/random_forest/5way/config_0004/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "5way",
|
| 5 |
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"config_index": 4,
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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"feature_dim": 3074,
|
| 10 |
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"embed_model": "text-embedding-3-small",
|
| 11 |
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"random_seed": 42,
|
| 12 |
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"class_weight": null,
|
| 13 |
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|
| 14 |
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"max_features": "sqrt",
|
| 15 |
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"min_samples_leaf": 1,
|
| 16 |
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"min_samples_split": 5,
|
| 17 |
+
"n_estimators": 200
|
| 18 |
+
}
|
machine_learning/random_forest/5way/config_0004/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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|
| 3 |
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| 5 |
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| 6 |
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|
| 7 |
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|
machine_learning/random_forest/5way/config_0004/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
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|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:208684132d498191677c53715163da0af0c39037adda3354329c9cd0ab3d38ff
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| 3 |
+
size 43116773
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machine_learning/random_forest/5way/config_0004/report.json
ADDED
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@@ -0,0 +1,39 @@
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| 1 |
+
{
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| 2 |
+
"algorithm": "Random Forest",
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| 3 |
+
"scheme": "5way",
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| 4 |
+
"config_index": 4,
|
| 5 |
+
"mlflow_run_id": "af99d7f44c3c46218ae4f60dd43767e8",
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| 6 |
+
"model_logging_mode": "huggingface_pickle",
|
| 7 |
+
"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
|
| 9 |
+
"algorithm_slug": "random_forest",
|
| 10 |
+
"scheme": "5way",
|
| 11 |
+
"config_index": 4,
|
| 12 |
+
"n_classes": 5,
|
| 13 |
+
"n_train": 9531,
|
| 14 |
+
"n_test": 1273,
|
| 15 |
+
"feature_dim": 3074,
|
| 16 |
+
"embed_model": "text-embedding-3-small",
|
| 17 |
+
"random_seed": 42,
|
| 18 |
+
"class_weight": null,
|
| 19 |
+
"max_depth": null,
|
| 20 |
+
"max_features": "sqrt",
|
| 21 |
+
"min_samples_leaf": 1,
|
| 22 |
+
"min_samples_split": 5,
|
| 23 |
+
"n_estimators": 200
|
| 24 |
+
},
|
| 25 |
+
"metrics": {
|
| 26 |
+
"accuracy": 0.5553809897879026,
|
| 27 |
+
"cohen_kappa": 0.3182084422705883,
|
| 28 |
+
"spearman_r": 0.43962377274644937,
|
| 29 |
+
"pearson_r": 0.43724265510042165,
|
| 30 |
+
"train_time_s": 42.162351846694946
|
| 31 |
+
},
|
| 32 |
+
"label_names": {
|
| 33 |
+
"0": "correct",
|
| 34 |
+
"1": "partially_correct_incomplete",
|
| 35 |
+
"2": "contradictory",
|
| 36 |
+
"3": "irrelevant",
|
| 37 |
+
"4": "non_domain"
|
| 38 |
+
}
|
| 39 |
+
}
|
machine_learning/random_forest/5way/config_0005/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "5way",
|
| 5 |
+
"config_index": 5,
|
| 6 |
+
"n_classes": 5,
|
| 7 |
+
"n_train": 9531,
|
| 8 |
+
"n_test": 1273,
|
| 9 |
+
"feature_dim": 3074,
|
| 10 |
+
"embed_model": "text-embedding-3-small",
|
| 11 |
+
"random_seed": 42,
|
| 12 |
+
"class_weight": null,
|
| 13 |
+
"max_depth": null,
|
| 14 |
+
"max_features": "sqrt",
|
| 15 |
+
"min_samples_leaf": 1,
|
| 16 |
+
"min_samples_split": 5,
|
| 17 |
+
"n_estimators": 400
|
| 18 |
+
}
|
machine_learning/random_forest/5way/config_0005/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
| 1 |
+
{
|
| 2 |
+
"accuracy": 0.5624509033778476,
|
| 3 |
+
"cohen_kappa": 0.32837853837811215,
|
| 4 |
+
"spearman_r": 0.4520917540361615,
|
| 5 |
+
"pearson_r": 0.4494784036288927,
|
| 6 |
+
"train_time_s": 84.11550951004028
|
| 7 |
+
}
|
machine_learning/random_forest/5way/config_0005/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a3e33acb28031aa5a45c06625b5e9795b6df35c052d888a804d84bce315ff29f
|
| 3 |
+
size 86140014
|
machine_learning/random_forest/5way/config_0005/report.json
ADDED
|
@@ -0,0 +1,39 @@
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|
| 1 |
+
{
|
| 2 |
+
"algorithm": "Random Forest",
|
| 3 |
+
"scheme": "5way",
|
| 4 |
+
"config_index": 5,
|
| 5 |
+
"mlflow_run_id": "26c62c34e2d042ea8f598f7dba4c9e94",
|
| 6 |
+
"model_logging_mode": "huggingface_pickle",
|
| 7 |
+
"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
|
| 9 |
+
"algorithm_slug": "random_forest",
|
| 10 |
+
"scheme": "5way",
|
| 11 |
+
"config_index": 5,
|
| 12 |
+
"n_classes": 5,
|
| 13 |
+
"n_train": 9531,
|
| 14 |
+
"n_test": 1273,
|
| 15 |
+
"feature_dim": 3074,
|
| 16 |
+
"embed_model": "text-embedding-3-small",
|
| 17 |
+
"random_seed": 42,
|
| 18 |
+
"class_weight": null,
|
| 19 |
+
"max_depth": null,
|
| 20 |
+
"max_features": "sqrt",
|
| 21 |
+
"min_samples_leaf": 1,
|
| 22 |
+
"min_samples_split": 5,
|
| 23 |
+
"n_estimators": 400
|
| 24 |
+
},
|
| 25 |
+
"metrics": {
|
| 26 |
+
"accuracy": 0.5624509033778476,
|
| 27 |
+
"cohen_kappa": 0.32837853837811215,
|
| 28 |
+
"spearman_r": 0.4520917540361615,
|
| 29 |
+
"pearson_r": 0.4494784036288927,
|
| 30 |
+
"train_time_s": 84.11550951004028
|
| 31 |
+
},
|
| 32 |
+
"label_names": {
|
| 33 |
+
"0": "correct",
|
| 34 |
+
"1": "partially_correct_incomplete",
|
| 35 |
+
"2": "contradictory",
|
| 36 |
+
"3": "irrelevant",
|
| 37 |
+
"4": "non_domain"
|
| 38 |
+
}
|
| 39 |
+
}
|
machine_learning/random_forest/results.csv
CHANGED
|
@@ -2,3 +2,15 @@ algorithm,scheme,config_index,mlflow_run_id,model_logging_mode,class_weight,max_
|
|
| 2 |
Random Forest,5way,1,eb352d9d493f4266af7890a555be85a9,huggingface_pickle,,,sqrt,1,2,200,0.5428122545168892,0.2985688033787488,0.41100000957780275,0.40848719536406114,42.28361749649048
|
| 3 |
Random Forest,3way,1,9e2a94a36b6845e7bf8cd6db9a7b00c1,huggingface_pickle,,,sqrt,1,2,200,0.6017282010997643,0.3669449681123824,0.47314668345888833,0.47224489523345975,41.56423211097717
|
| 4 |
Random Forest,2way,1,a126c11405824bcdb024ed92e6fdcd77,huggingface_pickle,,,sqrt,1,2,200,0.6716417910447762,0.27292130102807677,0.3124884020592811,0.312488402059281,42.705482482910156
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|
|
|
|
|
|
| 2 |
Random Forest,5way,1,eb352d9d493f4266af7890a555be85a9,huggingface_pickle,,,sqrt,1,2,200,0.5428122545168892,0.2985688033787488,0.41100000957780275,0.40848719536406114,42.28361749649048
|
| 3 |
Random Forest,3way,1,9e2a94a36b6845e7bf8cd6db9a7b00c1,huggingface_pickle,,,sqrt,1,2,200,0.6017282010997643,0.3669449681123824,0.47314668345888833,0.47224489523345975,41.56423211097717
|
| 4 |
Random Forest,2way,1,a126c11405824bcdb024ed92e6fdcd77,huggingface_pickle,,,sqrt,1,2,200,0.6716417910447762,0.27292130102807677,0.3124884020592811,0.312488402059281,42.705482482910156
|
| 5 |
+
Random Forest,5way,2,48ef450c63424fd39cdcfa282c219eab,huggingface_pickle,,,sqrt,1,2,400,0.5624509033778476,0.3280246477171388,0.4515014448091066,0.4491277396469374,84.4455316066742
|
| 6 |
+
Random Forest,3way,2,133653be446d4b72aa7710e31617a5ad,huggingface_pickle,,,sqrt,1,2,400,0.5993715632364494,0.36500655307994756,0.47981058314348934,0.4770490878361573,81.90843319892883
|
| 7 |
+
Random Forest,2way,2,9c56b22de5db4af8b4dec326aa1abc83,huggingface_pickle,,,sqrt,1,2,400,0.6645718774548312,0.25160639225021575,0.2985013265756891,0.2985013265756893,85.15181016921997
|
| 8 |
+
Random Forest,5way,3,eeb53137dd4f4358a26cc928544be7c0,huggingface_pickle,,,sqrt,1,2,600,0.5663786331500392,0.33461417913345004,0.4590418995518574,0.45634315036350664,127.86135292053223
|
| 9 |
+
Random Forest,3way,3,0ce715ca8aed4b4c82208b634e3f83d6,huggingface_pickle,,,sqrt,1,2,600,0.589159465828751,0.34752112930034185,0.45878831397036557,0.4555631526511562,124.22980642318726
|
| 10 |
+
Random Forest,2way,3,7f5ed2ba569c4270ac3cdd228d80b311,huggingface_pickle,,,sqrt,1,2,600,0.6684996072270227,0.25974297990084083,0.30950490923619073,0.3095049092361905,129.34345388412476
|
| 11 |
+
Random Forest,5way,4,af99d7f44c3c46218ae4f60dd43767e8,huggingface_pickle,,,sqrt,1,5,200,0.5553809897879026,0.3182084422705883,0.43962377274644937,0.43724265510042165,42.162351846694946
|
| 12 |
+
Random Forest,3way,4,4c8014bb10ae4951bb3e49f1dfd0e5cc,huggingface_pickle,,,sqrt,1,5,200,0.572663000785546,0.3228504909126644,0.41851934515818184,0.4168675796796924,41.01277017593384
|
| 13 |
+
Random Forest,2way,4,6268a634d50c485cacfb2a7bd977cc2e,huggingface_pickle,,,sqrt,1,5,200,0.6708562450903378,0.2705689126781057,0.3109216062081096,0.3109216062081094,43.18496012687683
|
| 14 |
+
Random Forest,5way,5,26c62c34e2d042ea8f598f7dba4c9e94,huggingface_pickle,,,sqrt,1,5,400,0.5624509033778476,0.32837853837811215,0.4520917540361615,0.4494784036288927,84.11550951004028
|
| 15 |
+
Random Forest,3way,5,03732a8545694865b6dbfaf0ad0f3ed8,huggingface_pickle,,,sqrt,1,5,400,0.5734485467399842,0.32377984954167927,0.4264128083210152,0.4240326618053715,82.60731267929077
|
| 16 |
+
Random Forest,2way,5,4c5b8adb409247019348960663b34993,huggingface_pickle,,,sqrt,1,5,400,0.6716417910447762,0.27005879431865265,0.3146998270853577,0.3146998270853577,85.58903694152832
|