| --- |
| license: other |
| license_name: otel-2.5-contributors |
| license_link: https://huggingface.co/datasets/SysNetS/otel-data/blob/main/TERMS.md |
| pretty_name: POWDER / local-testbed cellular network data for OTel 2.5 |
| language: |
| - en |
| tags: |
| - telecommunications |
| - 5g |
| - lte |
| - open5gs |
| - srsran |
| - network-telemetry |
| - anomaly-detection |
| size_categories: |
| - 100K<n<1M |
| --- |
| |
| # POWDER and local-testbed cellular network data for OTel 2.5 |
|
|
| Operational cellular-network records collected by the UT Dallas / Purdue team for the OTel 2.5 training effort: |
| the data classes the OTel 2.0 model card lists as absent from its training mix (event data, network-performance |
| KPIs, RF/signal-quality measurements, 5G core control-plane and inter-NF signalling). |
|
|
| Three collections, each a versioned tarball with a per-file `MANIFEST.csv` (sha256), plus browsable |
| run records, summaries and documentation: |
|
|
| | Collection | Content | Provenance | |
| |---|---|---| |
| | `powder-lte-v1` | 63 LTE runs on the POWDER testbed (srsRAN_4G), benign vs. fake base station: S1AP/NAS/RRC events, MAC byte counts, EPC measurement reports (RSRP/RSRQ/SINR), eNB/UE log events, frame-level malicious labels, detector outputs (kept separate), run records, derived summaries | measured, real radios | |
| | `powder-5g-core-sim-v1` | 7 standalone-5G runs on POWDER (Open5GS 2.8.0 + UERANSIM): NGAP, 5G NAS, SBI, PFCP, GTP-U counters, NF logs, RADIUS, injected NF restarts and link impairment with ground-truth timelines | real core software, simulated radio | |
| | `zmq-5g-core-sim-v1` | 87 local runs (Open5GS 2.7.7 + ocudu gNB + srsUE over ZMQ): NGAP, 5G NAS, NR RRC, SBI, PFCP, GTP-U/MAC-NR counters, gNB scheduler metrics, per-second UE radio metrics (RSRP, SNR, MCS, BLER, bitrates), iperf/ping/HTTP results, NF restarts/outages, scheduler MCS caps, TCP/UDP load, ground-truth timelines | real core/gNB/UE software, simulated radio | |
| |
| ## Record format |
| |
| One JSON object per line (`.ndjson`). Every record carries `run_id`, `scenario_label` (run-level ground truth), |
| `capture_point`, `provenance` (`measured` / `derived` / `simulated`), `parser`, `source_file`, and a UTC `ts` |
| where the source clock is trustworthy. Subscriber identities are keyed pseudonyms (`ue-…`); no raw IMSI/SUPI/IMEI. |
| Schema: `docs/event.schema.json` in each collection. Field meanings: `docs/data_dictionary.md`. |
|
|
| ## Rules the data follows |
|
|
| - Provenance label on every record; simulated-radio values are never presented as over-the-air measurements. |
| - Injected conditions (ground truth) live in each run record's `scenario.timeline`, separate from any detector output. |
| - Train/test splits must keep whole runs together (`train_test_split.single-ue.json` in the LTE collection). |
| - Raw packet captures are not included (45 GB for the local runs, 10.7 GB for the LTE archive); they are |
| catalogued with sha256 in the run records and available from the owner on request. |
| - Third-party material (operator captures, drive tests) is excluded. |
|
|
| ## Layout |
|
|
| ``` |
| powder-lte-v1/ README.md, MANIFEST.csv, TERMS.md, run_records/, summaries/, docs/, catalog/ |
| powder-lte-v1.tar.gz full collection incl. processed/ NDJSON |
| powder-5g-core-sim-v1/ README.md, MANIFEST.csv, TERMS.md, run_records/, summaries/, docs/, runs/ (timelines, app results, configs) |
| powder-5g-core-sim-v1.tar.gz |
| zmq-5g-core-sim-v1/ same, plus runs/<run>/ran/metrics (UE metrics CSV) |
| zmq-5g-core-sim-v1.tar.gz |
| ``` |
|
|
| Owner: Mashroor Hasan Bhuiyan (UT Dallas). Collection and tooling: SysNetS Lab; pipeline at |
| `github.com/mahabhu/otel-data-collection`. |
|
|
