mahabhu commited on
Commit
6360b05
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1 Parent(s): 4d9132f
2026-10-15T1621Z_poco-n41-phy/logs/logcat_radio.txt CHANGED
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  10-15 12:11:29.236 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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  10-15 12:12:29.269 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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  10-15 12:12:29.270 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  10-15 12:11:29.236 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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  10-15 12:12:29.269 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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  10-15 12:12:29.270 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:15:29.235 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:15:29.236 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:16:28.536 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:16:28.537 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:17:29.220 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:17:29.220 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:18:28.532 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:18:28.533 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:19:29.226 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:19:29.228 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:21:29.229 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:21:29.230 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:21:32.414 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:21:32.415 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:22:28.528 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:22:28.529 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:23:29.222 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:23:29.223 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:23:43.068 4570 4570 D RILJ : [1786]> GET_ACTIVITY_INFO [PHONE0]
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+ 10-15 12:23:43.104 4570 4878 D RILJ : [1786]< GET_ACTIVITY_INFO ModemActivityInfo{ mTimestamp=7200136 mSleepTimeMs=1396661 mIdleTimeMs=8 mActivityStatsTechSpecificInfo=[{mRat=UNKNOWN,mFrequencyRange=UNKNOWN,mTxTimeMs[]=[0, 0, 0, 0, 0],mRxTimeMs=0}]} [PHONE0]
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+ 10-15 12:24:23.570 4570 4570 D RILJ : [1787]> GET_ACTIVITY_INFO [PHONE0]
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+ 10-15 12:24:23.594 4570 4878 D RILJ : [1787]< GET_ACTIVITY_INFO ModemActivityInfo{ mTimestamp=7240626 mSleepTimeMs=40469 mIdleTimeMs=25 mActivityStatsTechSpecificInfo=[{mRat=UNKNOWN,mFrequencyRange=UNKNOWN,mTxTimeMs[]=[0, 0, 0, 0, 0],mRxTimeMs=0}]} [PHONE0]
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+ 10-15 12:24:28.498 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:24:28.498 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:24:29.803 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:24:29.804 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:27:29.229 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:27:29.230 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:28:28.771 4570 4570 I BatteryStateManager: BatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
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+ 10-15 12:28:28.773 4570 4570 I MiBatteryStateManager: MiBatteryStateManager onReceive action android.intent.action.BATTERY_CHANGED
README.md CHANGED
@@ -1,3 +1,159 @@
1
  ---
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  license: mit
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
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  license: mit
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+ pretty_name: Twin6G — Over-the-Air 5G NR PHY Dataset
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+ tags:
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+ - 5g
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+ - 5g-nr
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+ - physical-layer
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+ - rf
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+ - iq
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+ - sigmf
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+ - srsran
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+ - open5gs
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+ - ran-telemetry
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+ - wireless
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+ - digital-twin
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+ - fake-base-station
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+ size_categories:
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+ - 1K<n<10K
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+ configs:
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+ - config_name: gnb_metrics
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+ data_files: "**/tier2_metrics/gnb_sched_ue.csv"
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+ - config_name: ue_nr
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+ data_files: "**/tier2_metrics/ue_nr_adb.csv"
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  ---
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+
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+ # Twin6G — Over-the-Air 5G NR PHY Dataset
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+
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+ Real **over-the-air 5G NR** measurements for the Twin6G project: raw radio-frequency samples and
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+ physical-layer telemetry of a live standalone 5G cell serving a commercial phone. Unlike simulator traces
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+ (for example UERANSIM), every recording here is a genuine radio observation, so it carries true
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+ physical-layer (Layer 1) information.
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+
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+ Each run is self-contained in a timestamped directory and provides two paired tiers captured in the **same
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+ session**:
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+
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+ - **Tier 1 — raw IQ**: the rawest possible form, complex baseband samples of the cell sniffed off the air.
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+ - **Tier 2 — PHY telemetry**: per-UE radio metrics from the base station and radio measurements reported by
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+ the phone, plus the control-plane and MAC packet captures.
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+
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+ ## Provenance
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+
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+ All data is **measured, over the air**. It is collected on a software-defined radio testbed, not simulated.
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+ Each run directory carries a `run_info.yaml` and a `timeline.ndjson` with exact timing, hardware serials,
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+ configuration, and ground-truth events (attach, each IQ burst, teardown). The IQ and the base-station and
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+ phone metrics are simultaneous observations of the same live cell.
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+
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+ ## Runs
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+
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+ | run_id | duration | band / carrier | UE | label |
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+ |---|---|---|---|---|
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+ | `2026-10-15T1621Z_poco-n41-phy` | 20 min (2026-10-15 16:21:52–16:42:00 UTC) | n41 TDD, ARFCN 518670 = 2593.35 MHz, 20 MHz, 30 kHz SCS | Xiaomi Poco (COTS phone) | benign single-cell baseline |
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+
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+ ### Testbed for this run
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+
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+ - **Core**: Open5GS (standalone 5G core), PLMN 99970.
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+ - **gNB**: srsRAN Project (release 25.10), PCI 1, on a USRP B210.
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+ - **UE**: a real Xiaomi Poco phone, SIM on PLMN 99970, attached over the air and kept RRC-connected with
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+ light background traffic.
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+ - **Sniffer**: a second USRP B210 tuned to the same 2593.35 MHz carrier, recording raw IQ while the cell ran.
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+
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+ ## Directory layout (per run)
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+
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+ ```
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+ <run_id>/
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+ tier1_iq/ raw IQ bursts (.sc16) + SigMF sidecars (.sigmf-meta)
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+ tier2_metrics/ gnb_sched_ue.csv, ue_nr_adb.csv, ue_adb.ndjson
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+ pcap/ gnb_mac.pcap (MAC-NR), gnb_ngap.pcap (NGAP + 5G NAS)
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+ logs/ srsRAN console + srslog, per-burst sniffer logs, phone radio logcat, keepalive ping
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+ config/ exact Open5GS core and srsRAN gNB configs used
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+ meta/ final size report
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+ run_info.yaml run metadata
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+ timeline.ndjson ground-truth event timeline (UTC)
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+ ```
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+
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+ ## Tier 1 — raw IQ (`tier1_iq/`)
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+
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+ Duty-cycled over-the-air capture of the live cell: a **2-second burst every 20 seconds** across the whole
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+ run, so samples span the full session at a practical size. For the run above: 46 bursts, ~7.9 GB.
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+
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+ - `iq_<utc>_c<freq>_r<rate>.sc16` — interleaved signed 16-bit complex samples (I, Q, I, Q, …),
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+ little-endian. One 2-second burst = 46,080,000 complex samples = 184.32 MB. Sample rate 23.04 Msps,
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+ center frequency 2593.35 MHz.
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+ - `iq_<utc>_c<freq>_r<rate>.sigmf-meta` — a [SigMF](https://github.com/sigmf/SigMF) metadata sidecar
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+ (`core:datatype: ci16_le`, sample rate, center frequency, hardware serial, UTC datetime, label).
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+
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+ Read one burst in Python:
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+
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+ ```python
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+ import numpy as np
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+ x = np.fromfile("iq_….sc16", dtype=np.int16).astype(np.float32).view(np.complex64)
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+ fs, fc = 23.04e6, 2593.35e6 # sample rate, center frequency
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+ ```
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+
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+ Typical uses: RF fingerprinting (carrier-frequency offset, IQ imbalance, phase noise), synchronization-signal
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+ (SSB / PSS-SSS) analysis, spectrograms, and physical-layer inputs to a digital-twin or anomaly model.
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+
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+ ## Tier 2 — PHY telemetry (`tier2_metrics/`, `pcap/`)
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+
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+ **`gnb_sched_ue.csv`** — per-UE physical-layer metrics from the base-station scheduler:
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+
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+ | column | meaning |
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+ |---|---|
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+ | `pci`, `rnti` | cell identity, UE radio identifier |
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+ | `dl_cqi`, `dl_ri`, `dl_mcs`, `dl_brate` | downlink channel quality, rank, modulation-and-coding, bitrate |
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+ | `dl_ok`, `dl_nok`, `dl_bler_pct` | downlink HARQ ACK / NACK and block error rate |
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+ | `ul_pusch_snr`, `ul_rsrp` | uplink SNR and received power at the base station |
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+ | `ul_ri`, `ul_mcs`, `ul_brate`, `ul_ok`, `ul_nok`, `ul_bler_pct` | uplink rank, MCS, bitrate, HARQ, BLER |
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+ | `ul_bsr`, `ul_ta`, `ul_phr` | buffer status, timing advance, power headroom |
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+
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+ **`ue_nr_adb.csv`** — the phone's own NR radio measurements, polled every 2 seconds over adb:
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+
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+ | column | meaning |
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+ |---|---|
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+ | `ts`, `reg` | timestamp, registration state |
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+ | `ss_rsrp`, `ss_rsrq`, `ss_sinr` | synchronization-signal received power, quality, SINR (the UE's downlink view) |
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+ | `csi_rsrp`, `csi_rsrq`, `csi_sinr` | CSI-RS equivalents when reported |
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+
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+ `ue_adb.ndjson` is the raw per-poll source for that CSV. The `tier2_metrics/*.csv` are derived from the raw
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+ logs and can be regenerated.
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+
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+ **Packet captures** (`pcap/`): `gnb_mac.pcap` is MAC-NR (per-transport-block MCS, grants, HARQ);
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+ `gnb_ngap.pcap` is NGAP control plane and contains the **5G NAS (5GMM)** signaling, including the full
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+ registration sequence (Registration Request, Authentication Request/Response, Identity Request/Response,
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+ Security Mode Command). Read with Wireshark or `tshark -r gnb_ngap.pcap -Y nas-5gs`.
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+
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+ ## Loading in `datasets`
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+
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+ The IQ files are binary and are referenced by their SigMF sidecars; load them with NumPy as shown above. The
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+ CSV metrics are exposed as dataset-viewer configs:
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+
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+ ```python
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+ from datasets import load_dataset
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+ gnb = load_dataset("<your-username>/Twin6G", "gnb_metrics") # per-UE PHY metrics
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+ ue = load_dataset("<your-username>/Twin6G", "ue_nr") # phone-side NR measurements
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+ ```
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+
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+ ## Intended uses
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+
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+ - Physical-layer feature extraction and RF fingerprinting of 5G base stations.
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+ - Training and validating digital-twin / anomaly models on real radio telemetry.
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+ - Fusing physical-layer features with higher-layer (NAS / RRC) detectors, for example to reduce false
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+ positives in fake-base-station detection.
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+
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+ ## Limitations and honest notes
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+
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+ - **Benign only.** This run is a single legitimate cell. It is **not** a fake-base-station capture; that
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+ requires a separate two-transmitter benign-versus-fake handover scenario.
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+ - **IQ is duty-cycled**, 2 seconds every 20 seconds. It spans the full run but totals about 92 seconds of
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+ samples per 20-minute run, not continuous. This bounds storage and avoids radio contention with the live
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+ cell.
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+ - A minority of IQ bursts logged a transient hardware overflow (a few dropped samples at the start of the
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+ burst). Files are full-size and usable; the per-burst sniffer logs in `logs/` record which bursts.
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+ - Identifiers are test values on a private PLMN (99970). Subscriber keys are not included; the UE config in
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+ `config/` has credentials stripped.
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+
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+ ## Citation
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+
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+ Part of the Twin6G project (digital twin for 5G/6G). If you use this dataset, please cite the project and
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+ link this repository.