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champzh
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HubEdgeLoc

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.gitattributes +1 -0
CITATION.cff +27 -0
LICENSE +42 -0
README.md +173 -0
data/airport/fingerprint_database/processed/ap_index.csv +355 -0
data/airport/fingerprint_database/processed/reference_positions.csv +2336 -0
data/airport/fingerprint_database/processed/topk_ap_indices.csv +0 -0
data/airport/fingerprint_database/processed/topk_rss_magnitudes.csv +0 -0
data/airport/fingerprint_database/raw_observations.csv +3 -0
data/airport/init/observations_unlinked.csv +0 -0
data/airport/init/positions_unlinked.csv +359 -0
data/airport/month_1/observations_unlinked.csv +0 -0
data/airport/month_1/positions_unlinked.csv +359 -0
data/airport/month_2/observations_unlinked.csv +0 -0
data/airport/month_2/positions_unlinked.csv +359 -0
data/airport/month_3/observations_unlinked.csv +0 -0
data/airport/month_3/positions_unlinked.csv +359 -0
data/airport/month_4/observations_unlinked.csv +0 -0
data/airport/month_4/positions_unlinked.csv +359 -0
data/airport/month_5/observations_unlinked.csv +0 -0
data/airport/month_5/positions_unlinked.csv +359 -0
data/campus/fingerprint_database/processed/ap_index.csv +365 -0
data/campus/fingerprint_database/processed/reference_positions.csv +1606 -0
data/campus/fingerprint_database/processed/topk_ap_indices.csv +1606 -0
data/campus/fingerprint_database/processed/topk_rss_magnitudes.csv +0 -0
data/campus/fingerprint_database/raw_observations.csv +0 -0
data/campus/init/observations_unlinked.csv +0 -0
data/campus/init/positions_unlinked.csv +222 -0
data/campus/month_1/observations_unlinked.csv +0 -0
data/campus/month_1/positions_unlinked.csv +222 -0
data/campus/month_2/observations_unlinked.csv +0 -0
data/campus/month_2/positions_unlinked.csv +222 -0

.gitattributes CHANGED Viewed

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 # Video files - compressed
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CITATION.cff ADDED Viewed

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+cff-version: 1.2.0
+message: "If you use this dataset, please cite the HubEdgeLoc paper."
+title: "HubEdgeLoc Longitudinal Wi-Fi RSS Dataset"
+type: dataset
+version: 1.0.0
+date-released: 2026-10-05
+license: CC-BY-4.0
+authors:
+  - family-names: Zhang
+    given-names: Zhanpeng
+    orcid: "https://orcid.org/0009-0002-3571-4575"
+  - family-names: Xia
+    given-names: Ming
+    orcid: "https://orcid.org/0000-0002-6552-3377"
+  - family-names: Wang
+    given-names: Jiale
+    orcid: "https://orcid.org/0000-0001-6530-7060"
+  - family-names: Gao
+    given-names: Xingyu
+    orcid: "https://orcid.org/0000-0002-4660-8092"
+  - family-names: Chen
+    given-names: Zhenyu
+    orcid: "https://orcid.org/0000-0002-4989-7109"
+  - family-names: Shi
+    given-names: Chuang
+    orcid: "https://orcid.org/0000-0002-4272-5881"
+url: "https://huggingface.co/datasets/champzh/HubEdgeLoc"

LICENSE ADDED Viewed

	@@ -0,0 +1,42 @@

+HubEdgeLoc Longitudinal Wi-Fi RSS Dataset
+Copyright (c) 2026 HubEdgeLoc authors
+This dataset is licensed under the Creative Commons Attribution 4.0
+International License (CC BY 4.0).
+You are free to:
+- Share: copy and redistribute the material in any medium or format.
+- Adapt: remix, transform, and build upon the material for any purpose,
+  including commercial purposes.
+Under the following terms:
+- Attribution: You must give appropriate credit to the HubEdgeLoc authors,
+  cite the accompanying paper and dataset, provide a link to the license, and
+  indicate whether changes were made. You may do so in any reasonable manner,
+  but not in any way that suggests the authors endorse you or your use.
+- No additional restrictions: You may not apply legal terms or technological
+  measures that legally restrict others from doing anything the license permits.
+No warranties are given. The license may not provide all permissions necessary
+for your intended use. Other rights, such as privacy, publicity, or moral
+rights, may limit how the material may be used.
+Full license text:
+https://creativecommons.org/licenses/by/4.0/legalcode
+Human-readable summary:
+https://creativecommons.org/licenses/by/4.0/
+Preferred attribution:
+HubEdgeLoc authors. "HubEdgeLoc Longitudinal Wi-Fi RSS Dataset," version 1.0.0,
+2026. https://huggingface.co/datasets/champzh/HubEdgeLoc
+Please also cite:
+Zhanpeng Zhang, Ming Xia, Jiale Wang, Xingyu Gao, Zhenyu Chen, and Chuang Shi.
+"HubEdgeLoc: Edge-Based Temporally Robust Real-Time Localization for Mobile
+Assets in Transport Hubs." Proceedings of the ACM on Interactive, Mobile,
+Wearable and Ubiquitous Technologies, 2026.

README.md ADDED Viewed

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+---
+license: cc-by-4.0
+pretty_name: HubEdgeLoc Longitudinal Wi-Fi RSS Dataset
+size_categories:
+- 100K<n<1M
+tags:
+- indoor-localization
+- wifi-rss
+- longitudinal
+- edge-computing
+---
+# HubEdgeLoc Dataset
+This repository contains the official privacy-preserving dataset accompanying the paper
+"HubEdgeLoc: Edge-Based Temporally Robust Real-Time Localization for Mobile Assets in Transport Hubs."
+The dataset contains longitudinal Wi-Fi received signal strength (RSS) observations from an
+anonymized airport terminal and two anonymized university buildings. The airport data includes an
+initial evaluation and five subsequent monthly evaluations. The campus data includes an initial
+evaluation and two subsequent monthly evaluations.
+## Dataset highlights
+- **Longitudinal observations:** The airport collections span five months, while the campus
+  collections span two months, supporting research on temporal drift and AP fluctuations.
+- **Two deployment scenarios:** The release covers a large, dynamic transport hub and structured
+  university buildings.
+- **Edge-oriented representations:** Raw long-form observations and compact Top-K fingerprints are
+  provided for research on localization under constrained memory and computation budgets.
+- **Privacy-preserving release:** Wireless identifiers and coordinates are anonymized consistently
+  across collection periods.
+This dataset is publicly available under the Creative Commons Attribution 4.0 International
+(CC BY 4.0) license.
+## Known limitations
+This release does not contain the scan boundaries that associate individual temporal
+RSS observations with trajectory positions. Consequently, temporal observations and positions are
+provided as separate `*_unlinked.csv` files. The exact 80/20 train-validation indices used in the
+paper are also not included. Users must account for these limitations and must not claim that the
+released temporal files alone reproduce the paper's complete evaluation pipeline.
+## Privacy
+- Raw BSSID/MAC values are replaced globally by random opaque `ap_id` values.
+- A source identifier maps to the same `ap_id` across sites and collection months.
+- The private recovery mapping is not included in this repository.
+- SSIDs, personal identities, global coordinates, and fine-grained timestamps are not included.
+- Coordinates use anonymized local Cartesian coordinate systems measured in meters.
+- Site and institution names are withheld to reduce operational and privacy risks.
+## Directory structure
+```text
+data/
+  airport/
+    fingerprint_database/
+      raw_observations.csv
+      processed/
+        reference_positions.csv
+        ap_index.csv
+        topk_ap_indices.csv
+        topk_rss_magnitudes.csv
+    init/
+    month_1/ ... month_5/
+  campus/
+    fingerprint_database/
+      raw_observations.csv
+      processed/
+        reference_positions.csv
+        ap_index.csv
+        topk_ap_indices.csv
+        topk_rss_magnitudes.csv
+    init/
+    month_1/ ... month_2/
+```
+Each temporal collection contains `observations_unlinked.csv` and `positions_unlinked.csv`.
+## Dataset size
+| Site | Collection | RSS observation rows | Position rows |
+|---|---:|---:|---:|
+| Airport | Fingerprint database | 433,999 | 2,335 processed reference positions |
+| Airport | Init | 34,135 | 358 |
+| Airport | Month 1 | 16,262 | 358 |
+| Airport | Month 2 | 14,515 | 358 |
+| Airport | Month 3 | 17,053 | 358 |
+| Airport | Month 4 | 11,442 | 358 |
+| Airport | Month 5 | 8,808 | 358 |
+| Campus | Fingerprint database | 74,158 | 1,605 processed reference positions |
+| Campus | Init | 6,392 | 221 |
+| Campus | Month 1 | 5,984 | 221 |
+| Campus | Month 2 | 5,846 | 221 |
+Airport Month 3 contains 49 source rows with a missing AP identifier. They are retained as
+`UNKNOWN` so the released row count remains traceable to the paper. These rows must not be treated
+as observations of one shared AP.
+## Data dictionary
+### Fingerprint database
+`raw_observations.csv` contains:
+- `observation_group_id`: source-side observation group identifier.
+- `ap_id`: random opaque identifier that remains stable throughout the release.
+- `mean_rss_dbm`: mean RSS in dBm as stored in the source export.
+`processed/reference_positions.csv` contains:
+- `reference_id`: one-based identifier shared by the processed Top-K files.
+- `x_m`, `y_m`: local Cartesian coordinates in meters.
+`processed/ap_index.csv` contains:
+- `ap_index`: compact integer used by `topk_ap_indices.csv`.
+- `ap_id`: opaque AP identifier; `PAD` represents the padding entry.
+`processed/topk_ap_indices.csv` contains:
+- `reference_id`: foreign key to `reference_positions.csv`.
+- `ap_index_01` through `ap_index_20`: ranked compact AP indices. Index `1` is the source padding value.
+`processed/topk_rss_magnitudes.csv` contains:
+- `reference_id`: foreign key to `reference_positions.csv`.
+- `rss_magnitude_01` through `rss_magnitude_20`: positive RSS magnitudes. For example, `58`
+  represents approximately `-58 dBm`; `99` is the source padding value.
+### Temporal collections
+`observations_unlinked.csv` contains:
+- `record_id`: one-based row identifier added during release preparation. It is not a scan ID.
+- `ap_id`: random opaque AP identifier.
+- `rss_dbm`: RSS in dBm.
+`positions_unlinked.csv` contains:
+- `position_id`: one-based row identifier added during release preparation.
+- `x_m`, `y_m`: local Cartesian coordinates in meters.
+The word `unlinked` is intentional. The supplied source export contains neither a scan identifier
+nor group boundaries connecting these RSS rows to position rows. Do not infer the relationship by
+evenly dividing rows or by detecting repeated AP identifiers.
+## Excluded derived data
+The original working directory included a 1.98 GB legacy dense matrix dominated by zero
+placeholders. This derived representation is excluded because its construction procedure was not
+documented sufficiently to guarantee bit-for-bit regeneration. The compact raw and Top-K
+representations are retained.
+## Intended use
+The dataset is intended for research on indoor RSS fingerprinting, temporal drift, lightweight
+localization, and edge deployment. It must not be used to infer the real-world identity of a site,
+access point, employee, passenger, or device owner.
+## License
+The HubEdgeLoc dataset is licensed under the [Creative Commons Attribution 4.0 International
+License](https://creativecommons.org/licenses/by/4.0/). You may share and adapt the dataset for any
+purpose, provided that appropriate credit is given, a link to the license is supplied, and changes
+are indicated. See `LICENSE` for the attribution notice.
+## Citation
+Citation metadata is provided in `CITATION.cff`. Please cite the HubEdgeLoc paper and identify the
+dataset version used. The paper DOI will be added after publication.

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data/airport/month_5/observations_unlinked.csv ADDED Viewed

The diff for this file is too large to render. See raw diff

data/airport/month_5/positions_unlinked.csv ADDED Viewed

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data/campus/fingerprint_database/processed/ap_index.csv ADDED Viewed

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data/campus/fingerprint_database/raw_observations.csv ADDED Viewed

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data/campus/init/observations_unlinked.csv ADDED Viewed

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data/campus/init/positions_unlinked.csv ADDED Viewed

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data/campus/month_2/observations_unlinked.csv ADDED Viewed

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data/campus/month_2/positions_unlinked.csv ADDED Viewed

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