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diff --git a/training_classifiers/nf/xgb_chemberta/mapie_calibration.joblib b/training_classifiers/nf/xgb_chemberta/mapie_calibration.joblib
index 93d80c18edc58d6c3f62a5c2f137d69c7736a8cf..f0e85bde9886af17bc9b6af62d83dc21880de83a 100644
--- a/training_classifiers/nf/xgb_chemberta/mapie_calibration.joblib
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diff --git a/training_classifiers/solubility/xgb_chemberta/seed_123/best_model.json b/training_classifiers/solubility/xgb_chemberta/seed_123/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d4e5bfaed245a52c8d2359dc9632890a70a7d58
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_chemberta/seed_12345/best_model.json b/training_classifiers/solubility/xgb_chemberta/seed_12345/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..aab181c4810501df1ecac6ae2d453ca3ba6e8a7c
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_chemberta/seed_1986/best_model.json b/training_classifiers/solubility/xgb_chemberta/seed_1986/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a102bc20ecfe382873f79c3f2cf83e1fc4a32b9
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_chemberta/seed_42/best_model.json b/training_classifiers/solubility/xgb_chemberta/seed_42/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..c6f1fbcb6fc86ef2262508190cb44eebe7aa296c
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_smiles/seed_123/best_model.json b/training_classifiers/solubility/xgb_smiles/seed_123/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ba35d2fcb1fb9eb684b9af8109682a4397a99df
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_smiles/seed_12345/best_model.json b/training_classifiers/solubility/xgb_smiles/seed_12345/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..505f1cb335d7933b3ca55cc17f2ed66deb4e3e8b
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_smiles/seed_1986/best_model.json b/training_classifiers/solubility/xgb_smiles/seed_1986/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..188ba2af96a6f0fe14743629075090d2f14fe530
--- /dev/null
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diff --git a/training_classifiers/solubility/xgb_smiles/seed_42/best_model.json b/training_classifiers/solubility/xgb_smiles/seed_42/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..557c34baee3cb751450c49cff46fc218969fb1f3
--- /dev/null
+++ b/training_classifiers/solubility/xgb_smiles/seed_42/best_model.json
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diff --git a/training_classifiers/solubility/xgb_smiles/seed_456/best_model.json b/training_classifiers/solubility/xgb_smiles/seed_456/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..ecc916f403e0070eda844af67be84228365ab172
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diff --git a/training_classifiers/solubility/xgb_smiles/seed_789/best_model.json b/training_classifiers/solubility/xgb_smiles/seed_789/best_model.json
new file mode 100644
index 0000000000000000000000000000000000000000..9dd2b9373b4d99d8efb3409f76bc3532414a66eb
--- /dev/null
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