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# PP2-M — Place Pulse 2.0 Multimodal Dataset

## Dataset Summary
**PP2-M** (Place Pulse 2.0 Multimodal) is a curated, multi-source dataset designed for research on urban perception and multimodal geospatial learning.
It combines street-level human perception data with rich geographic and remote sensing sources.

Each record contains:
- **Geographical coordinates** (latitude, longitude) from the Place Pulse 2.0 dataset
- **Street-view images** from the Place Pulse 2.0 dataset
- **Satellite images** from ESA's Copernicus Sentinel-2 program
- **OpenStreetMap basemaps** at three zoom levels and patch sizes
- **OpenStreetMap Points of Interest (POIs)**

The dataset is organized into separate folders by source to preserve each component’s original license.

---

## Dataset Structure







## Citation

If you use this dataset, please cite our paper:

```bibtex


@misc
{muehlematter2025urbanfusion,
title = {UrbanFusion: Stochastic Multimodal Fusion for Contrastive Learning of Robust Spatial Representations},
author = {Mühlematter, Dominik J. and Wiedemann, Nina and Che, Lin and Hong, Ye and Raubal, Martin},
year = {2025},
note = {arXiv:xxxx.xxxxx}
}

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+ ---
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+ license: other
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+ language:
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+ - en
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+ tags:
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+ - GeoFM
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+ - PlacePulse
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+ - SpatialRepresentationLearning
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+ - Mutlimodal
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+ - OpenStreetMap
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+ - StreetView
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+ pretty_name: Place Pulse 2.0 Multimodal
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+ size_categories:
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+ - 100K<n<1M
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+ ---