[MEDIUM] Implement Time-Aware Train/Validation/Test Split

[ssndb134]

Description:
Split the data chronologically, not randomly, to avoid leakage.

Acceptance Criteria:

• Ratio: 70% train, 15% validation, 15% test.
• Save all splits under data/processed/.
• Provide a summary of date ranges for each split.