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+# CANNS Analysis Datasets
+
+This repository contains example datasets for the [CANNS (Continuous Attractor Neural Networks)](https://github.com/your-username/canns) data analysis package.
+
+## Datasets
+
+### ROI_data.txt (703 KB)
+- **Description**: 1D CANN ROI data for bump analysis
+- **Format**: Text file with neural activity measurements
+- **Usage**: 1D CANN analysis, MCMC bump fitting
+- **Example**: Used in 1D CANN analysis tutorials
+
+### grid_1.npz (8.7 MB) 
+- **Description**: Grid cell spike data with position information
+- **Format**: NumPy archive containing spike times, positions
+- **Keys**: `spike` (spike times), `t` (time), `x`, `y` (positions)
+- **Usage**: 2D CANN analysis, topological data analysis, circular coordinate decoding
+- **Example**: Primary dataset for 2D CANN tutorials
+
+### grid_2.npz (4.5 MB)
+- **Description**: Second grid cell dataset for comparison studies  
+- **Format**: NumPy archive with spike and position data
+- **Usage**: Comparative analysis, validation studies
+
+## Usage
+
+Install the CANNS package and use the datasets module:
+
+```python
+from canns import datasets
+from canns.analyzer import data_analysis
+
+# Automatic dataset download and setup
+datasets.quick_setup()
+
+# Load specific datasets
+roi_data = datasets.load_roi_data()
+grid_data = datasets.load_grid_data("grid_1")
+
+# Use with analysis tools
+analyzer = data_analysis.CANNDataAnalyzer()
+spikes, x, y, t = analyzer.load_spike_data(datasets.get_dataset_path("grid_1"))
+```
+
+## Examples
+
+See the [CANNS examples](https://github.com/your-username/canns/tree/master/examples) for complete tutorials:
+
+- `data_analysis_demo.py`: Command-line demo
+- `cann_data_analysis_tutorial.ipynb`: Jupyter notebook tutorial
+
+## Citation
+
+These datasets are derived from the [CANN-data-analysis](https://github.com/Airs702/CANN-data-analysis) repository. Please cite:
+
+```bibtex
+@software{cann_data_analysis,
+  title = {CANN Data Analysis},
+  url = {https://github.com/Airs702/CANN-data-analysis},
+  author = {Airs702},
+  year = {2024}
+}
+```
+
+## License
+
+Please refer to the original [CANN-data-analysis repository](https://github.com/Airs702/CANN-data-analysis) for license information.
+
+---
+
+*Generated automatically for the CANNS package datasets.*