# T1: Time Series Imputation Model

## Installation

```bash
pip install -r requirements.txt
```

## Datasets

Download datasets from: https://drive.google.com/drive/folders/13Cg1KYOlzM5C7K8gK8NfC-F3EYxkM3D2

## Model Implementation

The T1 model implementation is located at:
```
pypots_lib/nn/modules/t1/backbone_imputation.py
```

## Running Experiments

Execution scripts are in the `scripts/` directory:

```bash
cd scripts/

# Run experiments for a specific dataset
./run_ETTh1.sh

# Run all experiments
./run_all.sh
```

## Configuration

- Experiment configs are located in `lab/configs/imputation_pypots/`
- Set your dataset path by modifying `ROOT_BASE` in the scripts
- Adjust number of workers with `NUM_WORKERS`
- All experiments run with: train_epochs=300, patience=30, itr=5