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README.md

@@ -17,10 +17,6 @@ configs:
   data_files:
   - split: train
     path: v2_train/*.parquet
-  - split: validation
-    path: v2_train/*.parquet
-  - split: test
-    path: v2_train/*.parquet
 ---
 
 # Mechanical Components Vibration Dataset
@@ -141,9 +137,11 @@ A standardized config for direct model training:
 Standardized for direct model training. All sources resampled to common format.
 
 ```python
-# Load training-ready data
+# Load training-ready data (all splits in one, filter by 'split' column)
 v2 = load_dataset("Forgis/Mechanical-Components", "v2_train", split="train")
-# 27,838 total: 20,143 train / 1,332 val / 6,363 test
+v2_train = v2.filter(lambda x: x["split"] == "train")  # 20,143 samples
+v2_val = v2.filter(lambda x: x["split"] == "val")      # 1,332 samples
+v2_test = v2.filter(lambda x: x["split"] == "test")    # 6,363 samples
 ```
 
 | Parameter | Value |