start_time stringdate 2025-01-01 00:00:00 2037-04-08 00:11:40 | end_time stringdate 2025-01-01 00:00:12 2037-04-08 00:11:52 | sampling_rate int64 10 10 | KPIs dict | description stringlengths 620 2.87k | anomalies dict | statistics dict | labels dict | QnA dict |
|---|---|---|---|---|---|---|---|---|
2026-01-28 00:10:08.000 | 2026-01-28 00:10:20.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Cell radio conditions were steady with RSRP at -87.0 dB and uplink MCS and downlink MCS fixed at 9.0 and 7.0, respectively. Uplink SNR varied between 15.7 dB and 24.0 dB, with a mean of 21.4 dB. Downlink and uplink BLER were very low: DL_BLER ranged from 0 to 0.0033 (mean 0.00073) and UL_BLER ranged from 0 to 0.0032 (m... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 74
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"D... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0007250779434466515,
"variance": 6.946155173997702e-7,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
... |
2026-01-28 00:06:59.200 | 2026-01-28 00:07:11.900 | 10 | {
"RSRP": [
-92.66755659400222,
-92.78227005861726,
-92.60936599771836,
-92.68382278640306,
-92.80849168739418,
-92.61512472817668,
-92.83473622086484,
-92.61337097473908,
-92.69589546094052,
-92.65768887477029,
-92.73274697732806,
-92.72661601587836,
-92.5918983139... | RF conditions were stable with RSRP tightly clustered between -92.9 dB and -92.5 dB. The RSRP mean was -92.7 dB. Uplink radio quality was strong: UL_SNR ranged from 13.0 dB to 22.1 dB with a mean of 19.6 dB. Uplink modulation coding was steady at UL_MCS 9.0 and downlink MCS remained constant at 7.0.
Error rates were n... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 43,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
... | {
"RSRP": {
"mean": -92.6958930263203,
"variance": 0.007463631580577871,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0.0008655958654977991,
"variance": 8.092641695279103e-7,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "Was jamming detected,... |
2026-01-28 00:11:12.000 | 2026-01-28 00:11:24.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP stayed steady at -87.0 dB throughout the trace. Uplink and downlink modulation and coding were stable, with UL MCS fixed at 9.0 and DL MCS fixed at 7.0. DL BLER varied between 0 and 2e-05; its mean was 6.4e-06. UL BLER remained 0.0.
UL SNR fluctuated between 17.8 dB and 24.1 dB, with an average of 21.7 dB. Active... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 13,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.000006410055394813024,
"variance": 6.145954503928055e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q"... |
2026-01-28 00:14:52.800 | 2026-01-28 00:15:05.500 | 10 | {
"RSRP": [
-101.35957020727652,
-101.53518135055221,
-101.61573572739945,
-101.70498031170297,
-101.77307464418999,
-101.54563340889429,
-101.5967228984374,
-101.49763970114078,
-101.18343976916823,
-101.29913189325806,
-101.56060612814746,
-101.46460682580333,
-10... | RSRP remained tightly clustered, ranging from -102.1 dB to -101.0 dB with a mean of -101.5 dB, indicating consistently weak but stable downlink signal strength. Uplink and downlink modulation and coding were steady: UL MCS held at 9.0 and DL MCS at 7.0. DL BLER was effectively negligible, spanning 0 to 2.9e-05 with a m... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.50517888862997,
"variance": 0.04486358527724177,
"trend": 0,
"periodicity": 5
},
"DL_BLER": {
"mean": 6.777433532031152e-7,
"variance": 1.9289703005186473e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "Did the user exp... |
2026-01-28 00:05:55.200 | 2026-01-28 00:06:07.900 | 10 | {
"RSRP": [
-97.5914005261165,
-97.6567530195653,
-97.4189681157156,
-97.18296048285264,
-97.26247226820732,
-97.14075847871896,
-97.49544994373926,
-97.22566628969,
-97.45329719093208,
-97.6296560896118,
-97.19978324681954,
-97.43448111764724,
-97.2474196779318,
... | Radio conditions were generally poor but showed a short improvement: RSRP varied between -102.9 dB and -87.0 dB. The mean RSRP was -97.6 dB, with a notable increase of ~10.6 dB peaking near -87 dB late in the trace. Uplink/downlink modulation and link quality indicators remained low on average: UL_MCS ranged from 0 to ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 80,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"PRBs_UL_Current",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_Bytes",
"DL_MCS",
"PRBs_DL... | {
"RSRP": {
"mean": -97.62686295646719,
"variance": 26.42912638653564,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012624193242645756,
"variance": 0.0000010685168043365177,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 1.09375,
"variance": 6.510826... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Did the user exp... |
2026-01-28 00:14:46.400 | 2026-01-28 00:14:59.100 | 10 | {
"RSRP": [
-101.62915873953636,
-101.07657150045829,
-101.73282038781605,
-101.53658656407399,
-101.31989543499886,
-101.61974142574255,
-101.78124660722256,
-101.23346821826914,
-101.64028704088715,
-101.37596984819164,
-101.31750385386225,
-101.75210615858276,
-1... | RSRP was stable and very weak, varying between -102.4 dB and -101.0 dB with a mean of -101.5 dB. Uplink MCS held steady at 9.0 and downlink MCS remained fixed at 7.0. Downlink BLER stayed extremely low, ranging from 0 to 5.8e-05 with a mean of 1.9e-05, while uplink BLER was consistently 0.0. Uplink SNR showed more vari... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.53761617711551,
"variance": 0.04890769562201882,
"trend": 0,
"periodicity": 6
},
"DL_BLER": {
"mean": 0.000019019737635390088,
"variance": 4.1507864299028063e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Did the network suff... |
2026-01-28 00:09:20.000 | 2026-01-28 00:09:32.700 | 10 | {
"RSRP": [
-90.96740765170483,
-90.94959241321116,
-90.83638671245916,
-90.85693710163002,
-90.92417604565445,
-90.89979052343845,
-90.83516446968919,
-90.89668430369954,
-90.92652912288679,
-90.87035568605648,
-90.85540583390413,
-90.92096662980236,
-90.8867071376... | Radio conditions were moderate with RSRP varying between -95.0 dB and -90.1 dB. The average RSRP was -92.3 dB. Uplink SNR ranged from 12.9 dB to 20.7 dB, with a mean of 17.7 dB.
Uplink MCS exhibited a brief uplift, rising by 8 to a peak of 17 during one interval; overall UL_MCS ranged from 9.0 to 17.0 with a mean of 9... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -92.29365006285607,
"variance": 2.047173125244079,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010797293907417582,
"variance": 0.0000010238007267080096,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Choose the conditio... |
2026-01-28 00:12:19.200 | 2026-01-28 00:12:31.900 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Over the trace the downlink reference signal received power (RSRP) weakened, falling by 8.96 dB to a minimum of −95.96 dB. The observed RSRP values ranged between −101.4 dB and −87.0 dB. The mean RSRP was −93.5 dB.
Uplink modulation and coding (UL_MCS) experienced a short-lived increase up to 18.0 (range 9.0 to 18.0).... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 61,
"end": 70
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -93.4917741074147,
"variance": 20.472190718838906,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0026851178126959885,
"variance": 0.00002084022811922671,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was ... |
2026-01-28 00:06:08.000 | 2026-01-28 00:06:20.700 | 10 | {
"RSRP": [
-102.28896389740622,
-102.40930166669257,
-102.69869965464727,
-102.19345371956234,
-102.30211147858213,
-102.12116343924723,
-102.69380971826646,
-102.59884590989805,
-102.48086899974673,
-102.15044241387614,
-102.30500709641476,
-87,
-87,
-87,
... | RSRP improved notably during the trace, rising by 15.69 dB to a peak of −87.00 dB around the mid-section. The observed RSRP values span −102.7 dB to −87.0 dB. The average RSRP is −88.3 dB.
Uplink and downlink modulation orders increased early and remained high: UL MCS climbed to 9 and DL MCS to 7. UL_MCS ranges from 0... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 10
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"PRBs_UL_Current",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_Bytes",
"DL_MCS",
"PRBs_DL_C... | {
"RSRP": {
"mean": -88.32220834370577,
"variance": 18.744688528752512,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00012092108393299853,
"variance": 2.0434021431495602e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.3984375,
"variance": 3.87936... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Was the environment j... |
2026-01-28 00:02:40.000 | 2026-01-28 00:02:52.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | The connection experienced a notable degradation in downlink signal strength and uplink signal quality: RSRP fell by 13.25 dB to a low near -100.25 dBm between t=76 and t=102. RSRP ranged from -100.3 dBm to -87.0 dBm. The mean RSRP was -91.5 dBm. UL_SNR likewise dropped by 12.02 dB to a minimum of 10.42 dB between t=78... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 83,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -91.50613031751833,
"variance": 37.76496982603375,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00003370883468715316,
"variance": 4.759964647080585e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Choose... |
2026-01-28 00:00:38.400 | 2026-01-28 00:00:51.100 | 10 | {
"RSRP": [
-99.63102865843409,
-99.77498685767772,
-99.93635636901584,
-99.35473380216608,
-99.92784259432543,
-99.84550450980149,
-99.739649821642,
-100.00804891508304,
-99.94770547838658,
-99.7838825689212,
-99.87190634375563,
-99.54221993182037,
-99.934606388005... | RSRP improved sharply mid-trace, rising by 13.89 dB to a peak of -87.0 dB (observed between the early- to mid-window). Overall RSRP ranged from -102.1 dB to -87.0 dB. The mean RSRP was -96.9 dB.
Uplink MCS experienced a transient increase up to 17 (an 8-point spike), with values spanning 9.0 to 17.0 and a mean of 10.1... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 95
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -96.87259769928188,
"variance": 33.15070165119505,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00017320761829852553,
"variance": 1.1046482953937517e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
... |
2026-01-28 00:02:56.000 | 2026-01-28 00:03:08.700 | 10 | {
"RSRP": [
-99.74013196637794,
-99.53370695115781,
-99.90121449232763,
-99.4410366062242,
-99.89273332825088,
-99.64162453298201,
-99.74536091751256,
-99.92391047626208,
-99.8090733871428,
-99.92021114963276,
-99.44443615398899,
-99.52899229923976,
-99.908677008915... | The device observed a very stable downlink reference signal: RSRP varied narrowly between -100.3 dB and -99.3 dB, with an average of -99.8 dB. Uplink radio conditions showed more spread: UL_SNR ranged from 5.3 dB to 13.3 dB, with a mean of 11.0 dB. Uplink and downlink modulation were steady—UL_MCS locked at 9.0 and DL_... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.80063881136402,
"variance": 0.045652179888467974,
"trend": 0,
"periodicity": 8
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Did the user exper... |
2026-01-28 00:07:05.600 | 2026-01-28 00:07:18.300 | 10 | {
"RSRP": [
-92.68753119452792,
-92.7070652121796,
-92.75663167836566,
-92.83699085858466,
-92.6575278048114,
-92.82420199595413,
-92.59061605963387,
-92.70512324328188,
-92.60483192520752,
-92.7933039604482,
-92.57231345579169,
-92.907412414832,
-92.71668179075148,... | The radio link is stable but modest: RSRP stayed tightly between -92.9 dB and -92.5 dB, with an average of -92.7 dB. Uplink SNR was healthy, ranging from 13.7 dB to 22.1 dB and averaging 19.8 dB. Modulation and coding were constant at UL MCS 9.0 and DL MCS 7.0.
Error rates were low: DL BLER varied from 0.00031 to 0.0... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -92.69762622191762,
"variance": 0.006901626344787909,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0.0015421167283327347,
"variance": 8.693137714682025e-7,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was the ... |
2026-01-28 00:11:21.600 | 2026-01-28 00:11:34.300 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP remained very stable and strong, varying between -88.0 dB and -87.0 dB with a mean of -87.1 dB. Uplink radio conditions showed a transient improvement in modulation: UL_MCS rose from its baseline to a peak of 16.78 (range 9.0 to 16.8) with a mean of 9.5, while DL_MCS stayed flat at 7.0. UL_SNR was healthy, ranging... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 100
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -87.14187247983871,
"variance": 0.11913215410226179,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003746110002423223,
"variance": 3.0459086100321905e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Was jamming detected, or wa... |
2026-01-28 00:07:15.200 | 2026-01-28 00:07:27.900 | 10 | {
"RSRP": [
-92.73634868930296,
-92.7355423087525,
-92.63129743231327,
-92.7576754464735,
-92.70201965167588,
-92.7233996114026,
-92.86416011019648,
-92.51106335249696,
-92.52141043979832,
-92.65042348128792,
-92.64513448128486,
-92.7406550590372,
-92.56013750555788... | RSRP remained stable and low, ranging from -94.9 dB to -92.4 dB. The average RSRP was -93.1 dB. UL_SNR was healthy, spanning 12.7 dB to 21.9 dB with a mean of 19.1 dB.
Uplink MCS showed a sharp uplift mid-record, rising by 8 to a peak of 17 (overall UL_MCS ranged 9.0–17.0 with a mean of 10.1). Downlink MCS was consta... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -93.10959686003113,
"variance": 0.6033995104909264,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003260049295778239,
"variance": 0.000003736638379915616,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "... |
2026-01-28 00:03:05.600 | 2026-01-28 00:03:18.300 | 10 | {
"RSRP": [
-99.6798373208669,
-99.58960290304427,
-99.9589128439488,
-99.80154064695346,
-99.79293965799111,
-99.64237556321987,
-99.65898685512224,
-100.01956582790082,
-99.95653788746802,
-99.84254738232428,
-100.01570001859663,
-99.82815448637162,
-99.6553170011... | The radio link shows an overall moderate RSRP level with a peak at −87.0 dB and a low of −100.2 dB. The average RSRP is −93.1 dB. Uplink radio conditions improved during the trace: UL_SNR reached up to 23.7 dB and fell to a minimum of 5.2 dB; the mean UL_SNR is 16.1 dB. Uplink MCS increased to a maximum of 18.0 with a ... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 58
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -93.14578418030078,
"variance": 38.09783486054898,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00006419843749999375,
"variance": 2.5787165509347266e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "Was this sample im... |
2026-01-28 00:00:28.800 | 2026-01-28 00:00:41.500 | 10 | {
"RSRP": [
-99.75058779606029,
-99.53085330527477,
-99.83177688679528,
-99.34846062739757,
-99.68396746740511,
-99.66776838520671,
-99.73380082012802,
-99.94011337486802,
-99.37952302246978,
-99.63523514205157,
-99.51397817735354,
-99.47007157314832,
-99.7606814298... | Cell radio conditions were stable with RSRP tightly clustered between -100.2 dB and -99.2 dB; the average RSRP was -99.7 dB. Uplink SNR varied more, spanning 5.6 dB to 14.3 dB with a mean of 12.5 dB. Modulation coding remained fixed: UL MCS = 9.0 and DL MCS = 7.0, and both uplink and downlink BLER stayed at 0.0.
Traff... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.71780792473376,
"variance": 0.03332236350895969,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Was this sample impacted... |
2026-01-28 00:03:02.400 | 2026-01-28 00:03:15.100 | 10 | {
"RSRP": [
-100.19573430394492,
-99.55565686281275,
-99.99715002052108,
-99.84005245445782,
-100.01623789899544,
-99.90944422601856,
-99.85388689338885,
-99.58959702109438,
-99.77585245098113,
-99.76221861595464,
-100.00492006055322,
-99.89261325533738,
-99.5476214... | RSRP improved sharply mid-trace, rising by 13.04 dB to a peak of -87.00 dBm between roughly t=85 and t=110. Overall RSRP values spanned from -100.2 dBm to -87.0 dBm. The average RSRP over the period was -96.1 dBm.
Uplink SNR experienced a notable increase of 11.66 dB to a maximum of 22.21 dB around t=89–95. Across the... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 90
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -96.09020881297658,
"variance": 33.89474261627625,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the environmen... |
2026-01-28 00:09:58.400 | 2026-01-28 00:10:11.100 | 10 | {
"RSRP": [
-100.42605303878172,
-100.51599541371492,
-100.65204894743708,
-100.28089799504966,
-100.21315116172984,
-99.81021651915114,
-101.00119117569209,
-101.655791601333,
-100.9480129295103,
-100.93605260813764,
-100.74967159724582,
-101.44621647658612,
-100.6... | RSRP improved notably mid-window, climbing by 15.8 dB to a peak of -87 dB between t≈42 and t≈67. Overall RSRP ranged from -102.8 dB to -87.0 dB. The average RSRP over the period was -92.4 dB. Uplink and downlink MCS were stable at 9 and 7, respectively. DL and UL BLER remained very low: DL_BLER ranged from 0 to 0.0081 ... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 89,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
... | {
"RSRP": {
"mean": -92.35655102479573,
"variance": 48.41365750292967,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015267278761528728,
"variance": 0.000003244101033867054,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Choose the condi... |
2026-01-28 00:14:20.800 | 2026-01-28 00:14:33.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-101.88129205040843,
-101.66422719809646,
-101.66534371433661,
-101.98177913280195,
-101.40831240509165,
-101.7244755019553,
-101.40613011564564,
-101.51109725577957,
-102.01416480... | The dataset shows generally poor downlink signal strength and variable uplink radio conditions. RSRP declined by about 15 dB during the interval, reaching a low near -102 dB; overall RSRP ranged between -103.6 dB and -87.0 dB. The mean RSRP is -100.7 dB. Uplink SNR experienced a sharp drop (~18.4 dB) to a low around 4.... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 10,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -100.67504086857605,
"variance": 16.300060998247986,
"trend": -1,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.00023227846115426195,
"variance": 2.624640552798565e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Select the jamming state: present or absent?... |
2026-01-28 00:13:55.200 | 2026-01-28 00:14:07.900 | 10 | {
"RSRP": [
-88.59933488881379,
-83.81148427464264,
-93.22515129855913,
-95.20702724943364,
-83.88031416861651,
-86.87668410138579,
-96.01997025554587,
-90.24795474649143,
-82.34981865242132,
-92.44830534759656,
-95.99714387082078,
-85.39279190251592,
-85.3680746796... | RSRP exhibited frequent volatility with over 20 notable jumps and drops; the strongest drop lowered RSRP to around -97.1 dB (overall range -97.2 dB to -82.2 dB). The average RSRP was -89.7 dB. Uplink modulation (UL_MCS) stayed high and tight between 8.0 and 9.0 with a mean of 8.0, while downlink modulation (DL_MCS) rem... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 123
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -89.72443495854878,
"variance": 24.403216080565088,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.03125,
"variance": 0.03051181102362205,
"trend": 0,
"periodicity"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q":... |
2026-01-28 00:07:24.800 | 2026-01-28 00:07:37.500 | 10 | {
"RSRP": [
-93.54628103290138,
-93.80245888932347,
-92.89414126336452,
-92.82371347785951,
-92.66499447822513,
-92.7840287006369,
-92.73271842270856,
-92.8162046476504,
-92.49324193818452,
-92.75734251158994,
-92.61469441140562,
-92.66398673287644,
-92.505488612146... | The radio link shows consistently strong downlink reference signal levels, with RSRP ranging from -93.8 dB to -92.5 dB and averaging -92.8 dB. Uplink SNR is healthy: it varies between 15.3 dB and 21.7 dB with a mean of 20.0 dB. Uplink modulation is stable and moderately high, UL_MCS spans 9.0 to 9.5 with a mean of 9.0,... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -92.8308978970581,
"variance": 0.12407963009651936,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.004223589016140866,
"variance": 0.0000036261651844387262,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Was the us... |
2026-01-28 00:15:40.800 | 2026-01-28 00:15:53.500 | 10 | {
"RSRP": [
-108.75605151903734,
-108.54412331609733,
-109.10107198922275,
-108.56303214471784,
-108.31239441302715,
-108.42114053185195,
-107.57885557029074,
-107.41822698937878,
-107.42731835500486,
-106.26274464923733,
-106.35784156198834,
-105.40416698092906,
-1... | The radio link shows relatively weak downlink reference signal levels with RSRP ranging from -109.1 dB to -101.6 dB. The RSRP mean is -105.4 dB. Uplink physical layer modulation is low, with UL_MCS between 1.0 and 2.0 and an average of 1.7; DL_MCS remained fixed at 0.0. Downlink BLER varied between 0.00039 and 0.005 wi... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 28
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -105.36391482862862,
"variance": 1.4496850401287573,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.001739707019788585,
"variance": 0.0000010737499354714032,
"trend": 0,
"periodicity": 9
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q":... |
2026-01-28 00:14:14.400 | 2026-01-28 00:14:27.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Overall the link shows a brief degradation in radio conditions but otherwise low load and stable modulation/coding profiles. RSRP fell by 15.05 dB to a minimum of -102.05 dB; across the trace RSRP ranges between -102.0 dB and -87.0 dB. The RSRP mean is -93.1 dB. UL SNR experienced a short sharp drop of 18.43 dB to a lo... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 74,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -93.1331006686842,
"variance": 51.97741450685015,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Was this ... |
2026-01-28 00:00:41.600 | 2026-01-28 00:00:54.300 | 10 | {
"RSRP": [
-99.54404649492874,
-99.61524207036469,
-99.5934676148106,
-99.45859778666528,
-99.6045702856564,
-99.612486334928,
-99.69998276214564,
-99.53589194379717,
-99.68244022911908,
-99.45149896362399,
-99.6209004289353,
-99.8243404272653,
-99.59696847427608,
... | RSRP showed an overall improvement during the trace, peaking at -87.0 dB (range: -102.1 dB to -87.0 dB). The mean RSRP was -93.7 dB. Uplink MCS experienced a notable upward excursion, reaching 17 (range: 9.0 to 17.0) with a mean of 10.1; downlink MCS remained steady at 7.0. DL BLER stayed extremely low (range: 0 to 0.0... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 63
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -93.69199233542234,
"variance": 45.456745452504514,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00018345293079852557,
"variance": 1.0721678242058875e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was this... |
2026-01-28 00:14:59.200 | 2026-01-28 00:15:11.900 | 10 | {
"RSRP": [
-101.57491823067849,
-101.69883623669108,
-101.56116053273946,
-101.07380042308161,
-101.10748468685512,
-101.84564721293124,
-101.83100452209902,
-101.1611398992185,
-101.1254560835281,
-101.61680688422715,
-101.65060713331124,
-101.65677099790992,
-101... | The radio link is steady and lightly loaded. RSRP stayed between -102.1 dB and -101.0 dB, with an average of -101.5 dB. Uplink SNR varied from 2.0 dB to 10.9 dB, averaging 7.9 dB. Uplink modulation and coding is fixed at MCS 9.0 and downlink MCS at 7.0; both UL and DL BLER were consistently 0.0%. The estimated uplink b... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.49423462713602,
"variance": 0.05077968359805719,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Did the network suffer from jamming or opera... |
2026-01-28 00:07:31.200 | 2026-01-28 00:07:43.900 | 10 | {
"RSRP": [
-92.77053702706117,
-92.64346004950386,
-92.72225393618542,
-92.65363288290158,
-92.7653851002357,
-92.78924979550004,
-92.58629110634271,
-92.78003465335384,
-92.80571703340884,
-92.79908827131712,
-92.7991224912928,
-92.7079932649598,
-92.7641992420241... | The radio link is steady with RSRP between -93.8 dB and -92.5 dB; the mean RSRP is -92.8 dB. Uplink radio conditions support moderate modulation: UL_MCS ranges from 9.0 to 9.5 with a mean of 9.0, while DL_MCS is fixed at 7.0. Uplink SNR spans 14.5 dB to 21.5 dB and averages 20.0 dB.
Error performance is low: DL_BLER v... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -92.8123713449122,
"variance": 0.1123218792831387,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.004025986492028361,
"variance": 0.000005628494870489399,
"trend": 0,
"periodicity": 4
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Select the jam... |
2026-01-28 00:00:44.800 | 2026-01-28 00:00:57.500 | 10 | {
"RSRP": [
-100.58925273077782,
-100.76818628865755,
-100.95179068551926,
-100.53413709653844,
-100.57027170301552,
-100.84839794431517,
-101.03827828236854,
-100.69395392698576,
-100.67016411130908,
-100.93274987727274,
-100.80373808495948,
-100.50454971868767,
-1... | The link shows a transient improvement in downlink signal strength: RSRP rose by 13.89 dB to a peak of -87.0 dB mid-trace. RSRP ranged between -102.1 dB and -87.0 dB. The mean RSRP was -90.6 dB.
Uplink modulation coding efficiency weakened overall: UL_MCS fell to a low of 9 and ranged from 9.0 to 17.0, with a mean of ... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 31
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -90.61622031767712,
"variance": 36.88060211093472,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00016225226386058422,
"variance": 7.072931551533154e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": ... |
2026-01-28 00:04:57.600 | 2026-01-28 00:05:10.300 | 10 | {
"RSRP": [
-93.31614846561517,
-93.00706759219949,
-93.10133605395133,
-93.10709052718887,
-93.18405516454274,
-93.25241247873556,
-93.19026295496427,
-93.0933612898258,
-93.16502123925065,
-92.9266474179326,
-93.01622145590562,
-93.22080340382551,
-93.042778902522... | RSRP improved during the observation, rising by 6.19 dB to a peak of -87.0 dB; overall RSRP values ranged from -93.3 dB to -87.0 dB. The average RSRP was -88.0 dB. Uplink and downlink modulation coding schemes were steady at UL_MCS = 9.0 and DL_MCS = 7.0, and both uplink and downlink BLER stayed at 0.0%. UL_NPRB showed... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 20
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -88.00437562222487,
"variance": 5.181782535177862,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Identify the scenario: jamming or no jamming?",
... |
2026-01-28 00:13:58.400 | 2026-01-28 00:14:11.100 | 10 | {
"RSRP": [
-89.66266157904175,
-82.91056762094289,
-92.30996944031136,
-95.03092538096328,
-85.08302364863003,
-85.38299317513032,
-96.36046075732524,
-91.48707261987951,
-82.67176506184781,
-91.0995674264647,
-96.58824207404894,
-86.83065112509875,
-84.60569999321... | RSRP exhibited frequent volatility with at least 14 notable jumps and drops; the most significant decline reached -96.4 dB (a 14.2 dB fall) around the middle of the trace. The RSRP values span from -97.2 dB to -82.2 dB. The average RSRP is -89.0 dB.
Uplink modulation and coding stayed tightly clustered: UL_MCS ranged ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 91
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dopple... | {
"RSRP": {
"mean": -89.0130457430993,
"variance": 19.543512377802383,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.28125,
"variance": 0.20374015748031496,
"trend": 0,
"periodicity":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "What is the cond... |
2026-01-28 00:11:08.800 | 2026-01-28 00:11:21.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Radio conditions are stable with RSRP steady at -87.0 dB and DL MCS fixed at 7.0. UL MCS varied between 9.0 and 9.8; its mean was 9.0. UL SNR ranged from 16.1 dB to 24.1 dB, with a mean of 21.6 dB. DL BLER spanned 0 to 3e-05 (mean 1.2e-05), while UL BLER remained 0.0.
Uplink resource usage was light: UL NPRB ranged fr... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 45,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.000012365524144813023,
"variance": 9.75592750939504e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Was ... |
2026-01-28 00:10:33.600 | 2026-01-28 00:10:46.300 | 10 | {
"RSRP": [
-89.34218784084325,
-88.71601977552825,
-88.19291078885487,
-88.77092527768649,
-88.78448523731959,
-89.36621060211306,
-89.27539809346261,
-89.50955152797047,
-89.59274524968654,
-89.53595082344458,
-89.73941936067061,
-89.24319374318614,
-89.4400791798... | The radio link shows consistently good signal strength with RSRP varying between -93.0 dB and -88.2 dB. The average RSRP over the trace is -90.9 dB. Uplink modulation and coding is modest: UL_MCS spans 9.0 to 10.7 with a mean of 9.0, while DL_MCS is fixed at 7.0. Error performance is low—DL_BLER ranges from 0.00042 to ... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -90.8909654955086,
"variance": 1.2375504047493486,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017437466002938465,
"variance": 0.0000010411299106746117,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "Did the user experience... |
2026-01-28 00:07:50.400 | 2026-01-28 00:08:03.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-86.39943289910617,
-86.32711828540269,
-86.47790324571325,
... | RSRP stayed tightly clustered with values between -89.0 dB and -86.3 dB; the mean RSRP was -87.2 dB. Uplink and downlink MCS were stable at 9.0 and 7.0, respectively. Downlink BLER varied from 0 to 0.0035 with a mean of 0.00039, while uplink BLER ranged 0 to 0.003 with a mean of 0.00033. Uplink NPRBs observed values be... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 26,
"end": 68
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -87.18637105581398,
"variance": 0.20220403145301227,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003907007608030078,
"variance": 4.590003563268573e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Was this sample imp... |
2026-01-28 00:02:59.200 | 2026-01-28 00:03:11.900 | 10 | {
"RSRP": [
-100.27233018740098,
-99.78541742996995,
-99.84659330865614,
-99.767142168171,
-99.63578110344227,
-99.93067735806916,
-99.62927480663222,
-99.90483131470052,
-99.94173833661252,
-99.74953706093939,
-99.87682704350513,
-99.55261810702926,
-100.0253101126... | RSRP improved notably during the window, rising by 13.04 dB to a peak of -87.00 dB (overall RSRP ranged from -100.3 dB to -87.0 dB). The mean RSRP was -99.3 dB. Uplink SNR also showed a substantial increase, climbing 11.66 dB to a maximum of 22.21 dB; UL_SNR spanned 5.2 dB to 22.2 dB with a mean of 11.4 dB. Uplink MCS ... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 122
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.30306295439142,
"variance": 6.245143984809202,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Did the network suffer from jammi... |
2026-01-28 00:13:10.400 | 2026-01-28 00:13:23.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP exhibited multiple abrupt changes, including a notable rise to -82.8 dB (from a lower level) within a short interval; overall RSRP ranged from -97.3 dB to -82.8 dB. The mean RSRP was -87.8 dB. Uplink modulation coding (UL_MCS) stayed high and tight, ranging between 8.0 and 9.0 with a mean of 8.8, while downlink MC... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 97,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dopp... | {
"RSRP": {
"mean": -87.75422122434233,
"variance": 7.683593085209075,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.7578125,
"variance": 0.18497785433070865,
"trend": 0,
"periodicity... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was jam... |
2026-01-28 00:05:58.400 | 2026-01-28 00:06:11.100 | 10 | {
"RSRP": [
-97.49713316917608,
-97.1670530721625,
-97.3476965105135,
-97.25901513991576,
-97.30180975906592,
-97.15638578016112,
-97.26478177702108,
-97.40670248304762,
-97.54683549702712,
-97.2789014722034,
-97.52695178731334,
-97.53320285762112,
-97.1469847410958... | RSRP exhibited two notable uplifts, reaching a peak of -87.00 dB during the windows around t=25–47 and again near t=102–126. Overall RSRP ranged between -102.9 dB and -87.0 dB. The mean RSRP was -96.4 dB. UL_MCS and DL_MCS both showed abrupt increases to their respective maxima (UL_MCS to 9 and DL_MCS to 7) during simi... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 48,
"end": 106
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"PRBs_UL_Current",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_Bytes",
"DL_MCS",
"PRBs_DL... | {
"RSRP": {
"mean": -96.354408763399,
"variance": 45.41459436452017,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009961126487304376,
"variance": 0.0000011027850735167577,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 2.2421875,
"variance": 10.751906... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Did the network suffer from jamming or operate in... |
2026-01-28 00:14:40.000 | 2026-01-28 00:14:52.700 | 10 | {
"RSRP": [
-101.51245023672408,
-101.40296998726616,
-101.59801182251418,
-101.72313728489057,
-101.44103630793211,
-101.4650134616398,
-101.36036160981624,
-101.11620943732365,
-101.4465882280255,
-101.0752660954284,
-101.64870235402964,
-101.22310798633954,
-101.... | RSRP was consistently poor, ranging from -102.6 dB to -101.0 dB with a mean of -101.5 dB. Uplink radio conditions showed UL_MCS between 9.0 and 10.6 with a mean of 9.0, while downlink MCS remained static at 7.0. UL_SNR varied from 0.96 dB up to 11 dB and averaged 7.7 dB. Link layer error rates were very low: DL_BLER ra... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.5432310332933,
"variance": 0.07889248580871647,
"trend": 0,
"periodicity": 18
},
"DL_BLER": {
"mean": 0.00007737795863519964,
"variance": 3.015288386787474e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Was the environment j... |
2026-01-28 00:06:56.000 | 2026-01-28 00:07:08.700 | 10 | {
"RSRP": [
-92.81235593852196,
-92.53344219142564,
-92.64770979922476,
-92.745698550466,
-92.84678341947676,
-92.84567540106453,
-92.55932186890986,
-93.36343455074352,
-93.70986210305068,
-93.61814836855436,
-93.79555039822924,
-93.64091637820944,
-93.635198903492... | Radio conditions were stable and generally good: RSRP varied between -93.8 dB and -92.5 dB, with a mean of -92.8 dB. Uplink SNR ranged from 13.0 dB to 22.2 dB, with a mean of 19.6 dB. Uplink modulation was moderate: UL_MCS ranged from 9.0 to 9.9 and averaged 9.0, while DL_MCS remained constant at 7.0.
Link reliability... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 75,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
... | {
"RSRP": {
"mean": -92.76897037286072,
"variance": 0.06696066681254428,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0004745440839594124,
"variance": 5.198900507680021e-7,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Did the network suffe... |
2026-01-28 00:06:04.800 | 2026-01-28 00:06:17.500 | 10 | {
"RSRP": [
-102.41790628067834,
-102.28307775167085,
-102.3396061314739,
-102.14382693792625,
-102.44331898415915,
-102.11837688926364,
-102.59134349953864,
-101.92966107468247,
-102.33289490559498,
-102.49849992382994,
-102.02694420477604,
-102.56966423753505,
-10... | RSRP improved notably mid-trace, rising by 15.69 dB to a peak of -87.00 dB between t≈38 and t≈62. Across the capture RSRP ranged from -102.9 dB to -87.0 dB. The mean RSRP was -92.2 dB.
Uplink MCS showed a step increase, reaching 9 (from 0) around t≈36–62; UL_MCS ranged 0 to 9 with an average of 6.0. Downlink MCS simil... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 42
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"PRBs_UL_Current",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_Bytes",
"DL_MCS",
"PRBs_DL_C... | {
"RSRP": {
"mean": -92.16171974708554,
"variance": 53.09823354575573,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00042171993305137074,
"variance": 5.478036141458944e-7,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.6484375,
"variance": 11.01716... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Identify the scenario: jamming... |
2026-01-28 00:00:35.200 | 2026-01-28 00:00:47.900 | 10 | {
"RSRP": [
-99.46698194693896,
-99.74144373451878,
-99.85782044899328,
-99.62821042039336,
-99.86645188531405,
-99.73768698057569,
-99.64128368770122,
-99.7189423084317,
-99.47167015731642,
-100.01814481686743,
-99.66828293494504,
-99.69032978339854,
-99.6121829262... | The radio link was generally stable but lightly loaded. Downlink RSRP stayed in a narrow band between -102.1 dB and -99.2 dB; the average RSRP was -100.1 dB. Uplink SNR varied from 7.4 dB up to 14.7 dB, with a mean of 12.0 dB.
Modulation and coding showed brief uplink activity: UL MCS ranged from 9.0 to 17.0 with a me... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -100.05028927533337,
"variance": 0.45323744682402434,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00015306230579852553,
"variance": 1.1539597935257719e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "What is ... |
2026-01-28 00:00:12.800 | 2026-01-28 00:00:25.500 | 10 | {
"RSRP": [
-99.57476797320722,
-100.2032827495648,
-100.0623015026396,
-99.6304589995585,
-99.81797080756469,
-99.93439993784956,
-99.79615327069124,
-99.80550433871876,
-99.7966895957875,
-99.55700347308593,
-99.8060326236401,
-99.63510815443932,
-99.6834408290599... | The radio link is stable but lightly loaded. RSRP stayed between -100.2 dB and -99.1 dB, with an average of -99.7 dB. Uplink SNR varied from 6.3 dB to 14.8 dB and averaged 12.6 dB. Modulation and coding were steady: UL MCS held at 9.0 and DL MCS at 7.0, with both uplink and downlink BLER at 0.0.
Traffic volumes and bu... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.70507229215548,
"variance": 0.04207131390833241,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "What is the condition: jamming or normal ope... |
2026-01-28 00:04:54.400 | 2026-01-28 00:05:07.100 | 10 | {
"RSRP": [
-93.14279611672109,
-93.013274780519,
-93.17315377902305,
-93.18008970925254,
-93.22219573053403,
-93.09279150576468,
-93.0726239385274,
-93.00300307466125,
-93.04636678457851,
-93.05009242287606,
-93.18361449130738,
-93.14622233976486,
-93.1063988391782... | RSRP improved during the interval, rising by 6.19 dB to a peak of -87.00 dBm between t=46 and t=72. Overall RSRP ranged from -93.3 dBm to -87.0 dBm. The average RSRP was -89.5 dBm.
Uplink and downlink modulation settings were stable: UL MCS remained at 9.0 and DL MCS at 7.0. DL BLER was very low, ranging from 0 to 1.2... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 52
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -89.53179529725895,
"variance": 9.144532592656233,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000002966414733129364,
"variance": 2.7751088858673378e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Choose the conditi... |
2026-01-28 00:15:05.600 | 2026-01-28 00:15:18.300 | 10 | {
"RSRP": [
-101.60623269206671,
-101.61693627676092,
-101.54977173331535,
-101.67540923757385,
-101.455217180913,
-101.57254542042455,
-101.20177971499675,
-101.7899113522426,
-101.46906517228533,
-101.9321442705283,
-101.4727863643607,
-101.4068825098081,
-101.602... | RSRP stayed very stable around -101.5 dB, varying between -102.0 dB and -101.0 dB. Uplink SNR showed more variability, ranging from 1.1 dB to 10.1 dB with an average of 7.9 dB. Modulation and coding were fixed throughout: UL MCS = 9.0 and DL MCS = 7.0, and both UL and DL BLER remained at 0.0%. The estimated uplink buff... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.51605871036026,
"variance": 0.047834789938674994,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Was this sample impacted by jamming... |
2026-01-28 00:03:08.800 | 2026-01-28 00:03:21.500 | 10 | {
"RSRP": [
-99.94935616622598,
-99.78376234796804,
-99.22438246109962,
-99.96669014506887,
-99.63303977917349,
-99.55597805084739,
-99.73107873830489,
-99.8453801467805,
-100.10065500500983,
-99.81236867161583,
-99.8440347243165,
-99.98764450747163,
-99.63160043409... | The radio link shows a notable improvement in RSRP mid-trace, rising by 13.04 dB to a peak of -87.00 dB. RSRP ranged between -100.1 dB and -87.0 dB. The average RSRP was -90.1 dB. Uplink radio conditions also improved: UL_SNR increased by 11.66 dB to a high of 22.21 dB, with UL_SNR spanning 5.2 dB to 23.9 dB and a mean... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 26
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -90.05177084756782,
"variance": 25.72569021796528,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00008314296874999374,
"variance": 2.447872546198038e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Select the jamm... |
2026-01-28 00:12:16.000 | 2026-01-28 00:12:28.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Over the trace the downlink reference signal power weakened: RSRP fell by about 8.96 dB during one interval and reached a minimum near -95.96 dBm. Across the capture RSRP ranged from -101.4 dBm to -87.0 dBm. The average RSRP was -91.3 dBm.
Uplink modulation and coding showed brief aggressions: UL_MCS rose to a peak of... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 93,
"end": 102
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -91.29822637538129,
"variance": 24.924341274251468,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0022071665759080803,
"variance": 0.000022241559095644218,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
... |
2026-01-28 00:09:07.200 | 2026-01-28 00:09:19.900 | 10 | {
"RSRP": [
-100.69225151816536,
-100.97632945856768,
-100.71065067886148,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-8... | RSRP improved notably early in the trace, rising by 13.98 dB to a peak of -87.00 dB; across the period RSRP ranged between -101.0 dB and -87.0 dB. The average RSRP was -87.9 dB. Uplink SNR also increased sharply (by 14.74 dB) to a maximum around 23.07 dB; UL_SNR varied between 8.3 dB and 23.9 dB and had a mean of 20.8 ... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 110,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoo... | {
"RSRP": {
"mean": -87.8697553997321,
"variance": 5.872965481004755,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was streaming YouTube."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Did the user experience jamming or ... |
2026-01-28 00:14:27.200 | 2026-01-28 00:14:39.900 | 10 | {
"RSRP": [
-101.56946235104158,
-101.43496609936298,
-101.79125374447788,
-101.76320815241505,
-101.72916267787214,
-101.42462613557213,
-101.90221841849264,
-101.6541341974694,
-101.22092053975123,
-101.38733382402035,
-101.63168828246421,
-101.33510163174174,
-10... | RSRP stayed consistently weak, ranging between -103.6 dB and -101.2 dB. The average RSRP was -101.8 dB. UL_MCS briefly rose from its baseline to a peak of 18.0 (range 9.0 to 18.0); its mean was 9.9. DL_MCS remained flat at 7.0 throughout. DL_BLER was negligible, spanning 0 to 0.0024 with a mean of 0.00039. UL_BLER exhi... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.83077798062546,
"variance": 0.3291849744971178,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00039413035133268205,
"variance": 2.1865175946597473e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Did the network suffer f... |
2026-01-28 00:12:25.600 | 2026-01-28 00:12:38.300 | 10 | {
"RSRP": [
-97.78279967322695,
-98.69230754832276,
-98.61007008044186,
-100.95484993510838,
-101.2221339743138,
-101.35359079438756,
-101.12968932498552,
-97.48604780433298,
-97.74782107406698,
-97.91482364330614,
-97.78223800984944,
-97.65073272753628,
-97.7184913... | RSRP improved notably during the capture, rising by 8.98 dB to a peak of -87.00 dB; over the period RSRP ranged from -101.4 dB to -87.0 dB. The average RSRP was -92.6 dB.
UL MCS declined early, falling by 7 to a minimum of 9; UL_MCS values spanned 9.0 to 18.0 with a mean of 9.9. DL MCS remained fixed at 7.0 throughout... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 6
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -92.55938849281083,
"variance": 22.086220562814482,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001987540412607327,
"variance": 0.000008182019199231149,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Select the jamming ... |
2026-01-28 00:11:28.000 | 2026-01-28 00:11:40.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87.70967741935483,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87.45,
-87,
-87,
... | RSRP stayed very stable, ranging between -88.0 dB and -87.0 dB with a mean of -87.1 dB, indicating a consistently weak-to-moderate downlink signal. Uplink modulation (UL_MCS) rose sharply between t=6 and t=21, reaching a peak near 16.8; overall UL_MCS ranged from 9.0 to 16.8 with a mean of 9.5. Downlink MCS remained fi... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 36
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
"... | {
"RSRP": {
"mean": -87.14187247983871,
"variance": 0.11913215410226174,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00046401021899231213,
"variance": 2.475176501069731e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "... |
2026-01-28 00:13:16.800 | 2026-01-28 00:13:29.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-93.7... | RSRP exhibited multiple abrupt changes including at least a dozen pronounced jumps and drops; the observed values ranged from -99.0 dB to -82.8 dB. The average RSRP over the trace was -89.4 dB. UL MCS rose in a few large steps (one increase reached 9 points) and spanned 8.0 to 17.0, with a mean of 9.2. DL MCS stayed na... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 33,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dopp... | {
"RSRP": {
"mean": -89.43461895434777,
"variance": 20.831463843997422,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.2578125,
"variance": 0.19285187007874016,
"trend": 0,
"periodicit... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was the user affected by jam... |
2026-01-28 00:04:41.600 | 2026-01-28 00:04:54.300 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Over the interval, RSRP weakened, falling by 6.20 dB to a minimum of -93.20 dBm; overall RSRP ranged from -93.20 dBm to -87.00 dBm. The average RSRP was -87.50 dBm. Uplink MCS values stayed low and narrowly distributed, ranging from 9.0 to 10.7 with a mean of 9.0, while downlink MCS remained constant at 7.0. Downlink B... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 118,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoo... | {
"RSRP": {
"mean": -87.48988480446081,
"variance": 2.7069405482786686,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.00006290222047842259,
"variance": 2.8693808093083128e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Did the user experience jam... |
2026-01-28 00:15:31.200 | 2026-01-28 00:15:43.900 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88.34408602150538,
-89,
-89,
-89,
-89,
-89,
-89,
-89,
-89,
-88.35,
-88,
... | The trace shows a notable degradation in downlink received power around the middle of the session: RSRP fell to a minimum of -109.1 dB and reached a maximum of -87.0 dB. The session mean RSRP was -98.9 dB, with a pronounced drop (≈19 dB) between the earlier and later intervals. Uplink Modulation and Coding (UL_MCS) var... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 87,
"end": 124
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -98.85157315421887,
"variance": 76.10441303940185,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010127890789364056,
"variance": 0.0000011952030961098483,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.625,
"variance": 11.574803... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Did the network suffer f... |
2026-01-28 00:15:02.400 | 2026-01-28 00:15:15.100 | 10 | {
"RSRP": [
-101.57586833954525,
-101.34671624775434,
-101.50976580321709,
-101.61833999802096,
-101.69104319859365,
-101.56220680427678,
-101.42617581978861,
-101.07410834098133,
-101.04030925708824,
-101.3992350609124,
-101.4402234851538,
-101.3620102271689,
-101.... | RSRP was very stable and weak, ranging from -102.0 dB to -101.0 dB. The average RSRP was -101.5 dB. Uplink SNR varied from 1.1 dB to 10.1 dB, with a mean of 7.8 dB. Uplink MCS remained fixed at 9.0 and downlink MCS at 7.0; both uplink and downlink BLER stayed at 0.0. Estimated UL buffer was constantly 0.0 Kilobytes.
U... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.50289427295951,
"variance": 0.04615649687075973,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Choose the condition: jamming ... |
2026-01-28 00:07:53.600 | 2026-01-28 00:08:06.300 | 10 | {
"RSRP": [
-87.37713686969911,
-86.58299428504021,
-87.52640692599867,
-87.6596916110642,
-87.43148285841178,
-86.39783621777282,
-87.07588589866896,
-87.14737455341677,
-87.5573842364971,
-87.48757138232742,
-86.55261817440919,
-87.23798406411,
-87.47634688921706,... | RSRP was relatively stable with values spanning -89.0 dB to -86.4 dB. The average RSRP over the period was -87.2 dB. Uplink MCS held steady at 9.0 and downlink MCS remained constant at 7.0. Downlink BLER varied from 0 to 0.0035 with a mean of 0.00033. Uplink BLER ranged between 0 and 0.003 and averaged 0.0003. Allocate... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 36
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -87.19012516852813,
"variance": 0.1785050349559334,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003320871195546095,
"variance": 3.946186895192651e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the user affected by jamming or was th... |
2026-01-28 00:11:05.600 | 2026-01-28 00:11:18.300 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP is stable at -87.0 dB. UL_SNR varied between 14.7 dB and 24.1 dB. Its mean level was 21.4 dB. UL_MCS fluctuated from 9.0 to 9.8 with an average of 9.0, while DL_MCS remained constant at 7.0. DL_BLER ranged from 0 to 9e-05 with a mean of 2.8e-05; UL_BLER ranged from 0 to 8.5e-05 with a mean of 6.4e-06. UL_NPRB span... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 77,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.000028047555394813016,
"variance": 5.347530974570103e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Was ... |
2026-01-28 00:13:39.200 | 2026-01-28 00:13:51.900 | 10 | {
"RSRP": [
-83.77852906641968,
-87.48840060493036,
-96.74341543472656,
-90.08240008812425,
-82.94176409491193,
-92.51236977513742,
-95.53592377336923,
-85.43752833273112,
-85.97720205714903,
-96.90039636558492,
-91.58736608162133,
-82.42669475749217,
-90.6579475817... | RSRP showed frequent volatility with at least 24 noticeable jumps and drops; the strongest decline reached -97.8 dB (from -82.2 dB down to -97.8 dB). The RSRP mean was -89.9 dB. Uplink and downlink MCS were steady at 8.0 and 6.0 respectively. Downlink BLER varied between 1e-05 and 0.00014, with an average of 4.9e-05, w... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -89.88581763184467,
"variance": 25.489466269856322,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.00004944609374999688,
"variance": 1.3061859688724604e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "What is ... |
2026-01-28 00:13:23.200 | 2026-01-28 00:13:35.900 | 10 | {
"RSRP": [
-83.16604147542783,
-93.63403054054184,
-95.15684331019537,
-83.89928699982062,
-86.1562553719811,
-96.27628776220891,
-91.17987856085517,
-82.77709722604396,
-90.96955053834651,
-96.6389306935862,
-85.77617949764144,
-84.70899438342798,
-95.438630606140... | The radio link shows notable RSRP volatility with at least 20 significant excursions, including a pronounced fall to -98.9 dB; RSRP values span from -99.0 dB to -82.8 dB. The average RSRP is -90.2 dB. Uplink modulation (UL_MCS) increases in bursts, reaching up to 17.0 (range 8.0–17.0) with a mean of 9.1, while downlink... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -90.21139812562495,
"variance": 25.83060371646704,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.00020262656249998205,
"variance": 7.263961188729384e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "Was the environment jammed or interference... |
2026-01-28 00:13:52.000 | 2026-01-28 00:14:04.700 | 10 | {
"RSRP": [
-87.6740899391676,
-83.42760236383853,
-94.33686058343605,
-94.58495615288145,
-83.36393548037309,
-88.06328336834557,
-96.41926751609952,
-89.65334933161144,
-82.82915758754334,
-93.30126371464878,
-95.55618146829796,
-83.90937874759985,
-85.57098517713... | RSRP experienced frequent volatility with at least 22 notable jumps and drops; the observed values ranged between -97.1 dB (minimum) and -82.2 dB (maximum). The average RSRP was -89.8 dB. Uplink and downlink modulation-and-coding settings were stable: UL_MCS held at 8.0 and DL_MCS at 6.0. DL BLER stayed extremely low, ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -89.82545438325036,
"variance": 25.517676357172697,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.0000023437500000000002,
"variance": 1.808562992125984e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was the user af... |
2026-01-28 00:13:45.600 | 2026-01-28 00:13:58.300 | 10 | {
"RSRP": [
-85.33111703870357,
-84.82314774984772,
-95.99035050272991,
-91.92762265145304,
-82.54269276126877,
-90.76278262126904,
-96.749711738981,
-86.75224288491519,
-83.65296001932833,
-95.07157424273822,
-93.74491989761759,
-83.5104929239587,
-88.2272600055654... | RSRP exhibited frequent large swings with at least 23 notable jumps and drops; the series reached a minimum of -97.8 dB and a maximum of -82.3 dB. The long‑term average RSRP was -89.9 dB. Uplink and downlink MCS were steady at 8.0 and 6.0 respectively. Downlink BLER remained extremely low, ranging from 0 to 4e-05 with ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -89.8713473314267,
"variance": 25.789251782719283,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.000012851562500000002,
"variance": 1.2264724163385828e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"... |
2026-01-28 00:12:12.800 | 2026-01-28 00:12:25.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | Over the trace the downlink reference signal received power weakened notably, reaching a minimum of -97.0 dB and a maximum of -87.0 dB. The average RSRP was -88.7 dB, with an observed drop of about 8.96 dB between t≈97 and t≈123. Uplink SNR showed a sharp decline as well, falling to a low of 6.8 dB and peaking at 24.3 ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 125,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSR... | {
"RSRP": {
"mean": -88.66299950001195,
"variance": 12.0993636109938,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000855263358810273,
"variance": 0.000015307988649039982,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Was the environment jammed or interference-free?",
... |
2026-01-28 00:10:11.200 | 2026-01-28 00:10:23.900 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | The radio link stayed stable with a constant RSRP of -87.0 dB, and uplink MCS and downlink MCS held steady at 9.0 and 7.0 respectively. Uplink SNR varied between 15.8 dB and 24.0 dB, with an average of 21.4 dB. Downlink BLER ranged from 0 to 0.0032 (mean 0.00041), while uplink BLER ranged from 0 to 0.0032 (mean 0.00046... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 42
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"D... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0004105986303372869,
"variance": 5.018506641635726e-7,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Select the jamming state: present o... |
2026-01-28 00:07:12.000 | 2026-01-28 00:07:24.700 | 10 | {
"RSRP": [
-92.690549370347,
-92.661410104434,
-92.79031379863456,
-92.61759435327852,
-92.80931364718307,
-92.68315733679732,
-92.72818981503266,
-92.74559668477032,
-92.78618916669542,
-92.78647756590922,
-92.722028200562,
-92.73063007974513,
-92.70931700821473,
... | Cell/connection quality was stable but modest: RSRP ranged from -94.9 dB to -92.4 dB. The average RSRP was -93.1 dB. Uplink radio conditions showed a UL_SNR range of 12.7 dB to 21.9 dB with a mean of 19.0 dB.
Throughput-related and scheduling activity was bursty. TX_Bytes varied between 0 Bytes and 184,085 Bytes, wit... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -93.09561369796955,
"variance": 0.5980118303179424,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002411830151200935,
"variance": 0.000002829122270056156,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q"... |
2026-01-28 00:13:26.400 | 2026-01-28 00:13:39.100 | 10 | {
"RSRP": [
-83.0292257253512,
-92.22365144958134,
-95.98530669412753,
-85.5218784690827,
-85.37044885359141,
-96.27273288862008,
-92.45049782250861,
-82.88464263191885,
-90.13868742214827,
-96.77083260104355,
-86.78255238129654,
-84.45993328597673,
-95.553572846998... | The radio link shows moderately weak and variable downlink signal strength: RSRP ranged between -99.0 dB and -82.6 dB. The mean RSRP was -90.2 dB, and the trace exhibited multiple abrupt transitions (at least 17 notable jumps/drops), including a major drop to about -98.9 dB.
Uplink modulation and link quality were var... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -90.23814812242395,
"variance": 25.92481753142019,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.0002537304687499735,
"variance": 6.009567772575585e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Choose the condition: jamming pres... |
2026-01-28 00:14:49.600 | 2026-01-28 00:15:02.300 | 10 | {
"RSRP": [
-101.41693347900586,
-101.58553628368861,
-101.08802714635812,
-101.85243684770555,
-101.5105211715438,
-101.48588750598302,
-101.35294806664211,
-101.56801764155381,
-101.5856228033566,
-101.99562989655378,
-101.68060416664382,
-101.44864550218394,
-101... | The radio link shows consistently weak RSRP with values between -102.1 dB and -101.0 dB; the average RSRP is -101.5 dB. Uplink modulation and coding is steady at MCS 9.0 while downlink MCS remains fixed at 7.0. Uplink SNR varies from 2.9 dB to 11.2 dB with a mean of 7.9 dB. Downlink BLER is extremely low, ranging from ... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.51838519238332,
"variance": 0.048613634836562426,
"trend": 0,
"periodicity": 5
},
"DL_BLER": {
"mean": 0.000007907005787369677,
"variance": 1.6743462208501848e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": ... |
2026-01-28 00:07:21.600 | 2026-01-28 00:07:34.300 | 10 | {
"RSRP": [
-92.75013869250176,
-92.62459338199535,
-92.79338941200312,
-93.5949751190657,
-94.78631756400254,
-94.76317315172504,
-94.5654288549473,
-94.78307482131278,
-94.60800520507772,
-94.6655820089838,
-94.69449468555646,
-94.6411626740568,
-94.8858020040416,... | Overall the radio link shows a stable but modest uplink with occasional downlink capacity swings. RSRP stayed tightly grouped between -94.9 dB and -92.5 dB, with a mean of -93.2 dB. Uplink modulation (UL_MCS) varied from 9.0 to 17.0 (mean 10.0), while downlink modulation (DL_MCS) remained constant at 7.0. Downlink BLER... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -93.21275381373896,
"variance": 0.6018994899914759,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00431675330183821,
"variance": 0.000003334543269794182,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was this sample... |
2026-01-28 00:10:43.200 | 2026-01-28 00:10:55.900 | 10 | {
"RSRP": [
-91.29028107043796,
-91.68379932054482,
-92.27211989946862,
-91.46100211023163,
-91.72502386963932,
-91.79607539446718,
-91.7955954950223,
-91.85703813505842,
-91.47171254929894,
-91.32333562547939,
-92.24436242803445,
-91.28455882343177,
-92.19158833972... | The link shows consistently weak RSRP with values ranging from -95.2 dB to -91.3 dB and an average of -93.0 dB, indicating low downlink signal strength. Uplink modulation and coding remained fixed with UL_MCS = 9.0 and downlink with DL_MCS = 7.0. Downlink block error rates varied between 0.00051 and 0.0071 (mean 0.0025... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -93.01241269564059,
"variance": 0.9051267791342253,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002538490756978407,
"variance": 0.0000026377678061316546,
"trend": 1,
"periodicity": 6
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was ja... |
2026-01-28 00:05:52.000 | 2026-01-28 00:06:04.700 | 10 | {
"RSRP": [
-97.3737599897876,
-97.2302694425415,
-97.09622224521384,
-97.28253652164804,
-97.11583366127223,
-97.54496596112642,
-97.26554112930636,
-97.1868261539455,
-97.35181702094008,
-97.32099141696057,
-97.516562103261,
-97.5241983173694,
-97.47972623099189,
... | Across the trace the downlink reference signal received power (RSRP) improved notably, rising by 10.63 dB to a peak of −87.00 dB; overall RSRP ranged from −102.9 dB to −87.0 dB. The mean RSRP was −96.4 dB. Uplink modulation and coding (UL_MCS) and downlink MCS (DL_MCS) both experienced brief uplifts to their maxima (UL... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 112,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"PRBs_UL_Current",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_Bytes",
"DL_MCS",
"PRBs_D... | {
"RSRP": {
"mean": -96.37128475065556,
"variance": 19.217160763783852,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.001280680419244348,
"variance": 0.0000010212435788560381,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 1.09375,
"variance": 6.5108267... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Iden... |
2026-01-28 00:09:55.200 | 2026-01-28 00:10:07.900 | 10 | {
"RSRP": [
-99.29890387938016,
-98.61048954717752,
-99.75453695073138,
-98.20853573683786,
-98.66827676768769,
-99.68251184950228,
-99.70863134153046,
-99.27066365513473,
-99.5912855812302,
-100.43219694253146,
-99.18842556097717,
-98.40115300902951,
-99.7224019067... | RSRP improved sharply between t≈74–99, climbing by 15.81 dB to a peak of -87.00 dB; over the trace RSRP ranged from -102.8 dB to -87.0 dB. The average RSRP was -95.5 dB. Uplink and downlink MCS were stable at 9.0 and 7.0 respectively. Downlink BLER stayed very low, spanning 0 to 0.01 with a mean of 0.0021, and uplink B... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 121,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
... | {
"RSRP": {
"mean": -95.53047024510508,
"variance": 44.71619127501255,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0020887758404406938,
"variance": 0.000004847725044132871,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Was the environment jamm... |
2026-01-28 00:11:02.400 | 2026-01-28 00:11:15.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP remained stable at -87.0 dB throughout the trace. Uplink radio conditions show UL_SNR varying between 14.7 dB and 23.2 dB; the mean UL_SNR was 20.9 dB. UL MCS fluctuated from 9.0 to 9.8 with an average of 9.0, while DL MCS stayed constant at 7.0. DL BLER ranged from 1e-05 to 0.00019 and averaged 5.8e-05. UL BLER s... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 109,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.000058231924750030734,
"variance": 2.397853968664288e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
... |
2026-01-28 00:15:37.600 | 2026-01-28 00:15:50.300 | 10 | {
"RSRP": [
-105.160993761771,
-105.82856281719364,
-105.19768635152894,
-105.2798191730296,
-106.02098861925384,
-105.78575387125656,
-105.73785843636036,
-105.42200568732738,
-104.84148056808694,
-105.024582619687,
-105.00640470663896,
-105.32172467403636,
-105.79... | Signal conditions show RSRP between -109.1 dB and -101.6 dB, with an average of -105.5 dB. Uplink SNR varied from 7.9 dB to 16.9 dB and averaged 13.9 dB. Uplink MCS ranged from 1.0 to 2.0 with a mean of 1.7, while downlink MCS remained fixed at 0.0.
Error performance indicates downlink BLER between 0.00034 and 0.005 (... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 23,
"end": 60
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -105.45427919676146,
"variance": 1.7224506244607602,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0016618024472876845,
"variance": 9.364326049069706e-7,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend": 0,... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Was the environment jammed or in... |
2026-01-28 00:14:01.600 | 2026-01-28 00:14:14.300 | 10 | {
"RSRP": [
-91.29948889278305,
-82.90111674176305,
-91.39568035937384,
-96.25497107818681,
-85.80224574156345,
-85.02184482842222,
-96.09506614567275,
-92.7044425933081,
-83.04499148421063,
-89.71305777751445,
-96.59663283604536,
-87.71027787146087,
-83.28819585289... | The radio link shows moderate signal variability with at least eight notable RSRP excursions; the strongest drop fell to -96.4 dB (from about -82.2 dB earlier). RSRP values span from -97.2 dB to -82.2 dB. The average RSRP is -88.3 dB.
Uplink modulation and coding is stable in the upper single digits with UL_MCS rangin... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 59
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dopple... | {
"RSRP": {
"mean": -88.30804900685126,
"variance": 13.630551930960362,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.53125,
"variance": 0.25098425196850394,
"trend": 1,
"periodicity"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Identify the scenario: jamming or... |
2026-01-28 00:09:32.800 | 2026-01-28 00:09:45.500 | 10 | {
"RSRP": [
-94.45042126243968,
-94.27927438479433,
-94.01351623705449,
-95.00198489821393,
-93.16531646313842,
-94.53698393647508,
-94.38620297531061,
-94.33126030101529,
-94.89375810911191,
-94.60437606491043,
-95.4585705267622,
-94.77955226123412,
-96.00202385249... | Cell radio conditions were moderate: RSRP ranged from -97.2 dB to -91.7 dB with an average of -94.5 dB. Uplink radio quality showed UL_SNR spanning 9.1 dB to 19.3 dB with a mean of 16.5 dB. Uplink modulation efficiency hovered around UL_MCS values between 9.0 and 9.6 with a mean of 9.0, while downlink MCS was flat at 7... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 46
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -94.52040609098688,
"variance": 1.823083503191108,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015991424007415456,
"variance": 8.267521945932827e-7,
"trend": 0,
"periodicity": 7
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": ... |
2026-01-28 00:10:24.000 | 2026-01-28 00:10:36.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87.3900946347997,
-86.58295408539564,
-87.38031172221339,
-86.79096500450463,
-87.22871996700535,
-87.46484937931442,
-86.78422035799103,
-87.4695650852792,
-86.99972604996859,
-87.430... | The radio link shows relatively stable but moderate downlink power with RSRP ranging from -90.6 dB to -86.6 dB and an average of -88.7 dB. Uplink link quality (UL_SNR) varied between 11.8 dB and 24.1 dB, with a mean of 18.9 dB.
Uplink modulation and resource use exhibited intermittent bursts. UL_MCS ranged from 9.0 to... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 9,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -88.73131246667629,
"variance": 1.1782306314398643,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0013132975179273182,
"variance": 6.736761399537661e-7,
"trend": 0,
"periodicity": 16
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Select the jamming... |
2026-01-28 00:09:23.200 | 2026-01-28 00:09:35.900 | 10 | {
"RSRP": [
-90.87465213467814,
-90.75933368101798,
-90.80971698629898,
-90.88880553944915,
-90.94490849370179,
-90.8798089826493,
-90.8271218809511,
-90.93391544144082,
-90.83974941727465,
-90.97379121214041,
-91.26562094598765,
-90.84911263055753,
-91.603905008801... | RSRP was stable with values between -96.6 dB and -90.1 dB. The average RSRP was -93.3 dB. Uplink modulation (UL_MCS) briefly rose from its typical low level, reaching a maximum of 17 and otherwise ranging from 9.0 to 17.0. The mean UL_MCS was 9.9. Downlink MCS (DL_MCS) remained constant at 7.0. Downlink BLER stayed ver... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -93.30850186937383,
"variance": 2.415078657034535,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0014783407779351478,
"variance": 7.933975248625703e-7,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Was this sample impacted by jamming?",
"a"... |
2026-01-28 00:10:30.400 | 2026-01-28 00:10:43.100 | 10 | {
"RSRP": [
-88.57884778700517,
-88.70839895500356,
-88.17159380874432,
-88.24918027529912,
-88.73371827543568,
-88.92132346973516,
-88.43715488711179,
-88.01851716884968,
-89.48725302144368,
-88.44602070851187,
-88.54750485963312,
-88.08940538270005,
-88.8443441360... | Cell radio conditions were relatively stable with RSRP spanning -93.0 dB to -88.0 dB and averaging -90.1 dB. Uplink link quality showed UL_SNR between 10.6 dB and 21.5 dB with a mean of 17.4 dB, supporting modest UL MCS levels: UL_MCS varied from 9.0 to 10.7 with a mean of 9.0, while DL_MCS remained fixed at 7.0.
Erro... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -90.09191584603386,
"variance": 1.4754612167863115,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0016286217093810997,
"variance": 8.604202368547189e-7,
"trend": 0,
"periodicity": 16
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Was jamming dete... |
2026-01-28 00:02:46.400 | 2026-01-28 00:02:59.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-99.58186286794698,
-100.0863454585383,
-99.65198726682556,
-99.88757657087035,
-99.8313056977343,
-99.70566178... | Radio conditions weakened over the trace: RSRP declined by 13.25 dB to a minimum near -100.25 dBm. Across the period RSRP ranged between -100.3 dBm and -87.0 dBm. The average RSRP was -97.9 dBm. Uplink SNR also fell sharply (≈12.02 dB) to a low of 10.42 dB; UL_SNR spanned 5.7 dB to 23.3 dB with a mean of 12.6 dB.
Mod... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 19,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -97.89496574066555,
"variance": 20.89109858210173,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000009449918283236645,
"variance": 7.79826411315209e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the user affected... |
2026-01-28 00:10:49.600 | 2026-01-28 00:11:02.300 | 10 | {
"RSRP": [
-92.91342985750927,
-93.04596831228913,
-92.8883004308363,
-92.96370481797781,
-92.65900962441907,
-93.07438125126859,
-92.82035260354178,
-93.64954563041347,
-92.96872083064157,
-92.96033625313349,
-92.74540459475293,
-93.21490149337369,
-93.32649037757... | The trace shows a generally weak downlink RSRP with a brief improvement: RSRP ranged from -98.0 dB to -87.0 dB, with a mean of -94.4 dB; a notable +9.20 dB increase peaked near -87 dB around the 120–127s window. Uplink radio conditions and scheduling exhibit more variability: UL_SNR ranged from 1.4 dB to 20.3 dB, mean ... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 122
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -94.38407269317977,
"variance": 3.7607424587426928,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003171550704709961,
"variance": 0.000003242665196492606,
"trend": 0,
"periodicity": 16
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Was the... |
2026-01-28 00:00:09.600 | 2026-01-28 00:00:22.300 | 10 | {
"RSRP": [
-100.16753636520173,
-99.59502061064526,
-99.46294008063215,
-99.88321449039198,
-99.57358431759002,
-99.6618834444272,
-99.75714383433419,
-99.51424864673436,
-99.76162831370594,
-99.63732389815824,
-99.70598183424902,
-99.83740678020573,
-99.8488200819... | RSRP stayed tightly clustered in the high-negative range, varying between -100.2 dB and -99.1 dB with an average of -99.7 dB. Uplink SNR showed more spread, ranging from 6.5 dB to 14.8 dB and averaging 12.4 dB. Modulation and coding remained fixed: UL MCS held at 9.0 and DL MCS at 7.0, while both downlink and uplink BL... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.69596860274967,
"variance": 0.04052390549644086,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Identify th... |
2026-01-28 00:02:52.800 | 2026-01-28 00:03:05.500 | 10 | {
"RSRP": [
-99.82618512059885,
-99.94632548259355,
-99.78444017654176,
-99.97680444593968,
-99.6104703513592,
-99.78312488033927,
-99.78210540433061,
-99.74466288834265,
-99.8267746062581,
-99.82043276018891,
-99.89968379671346,
-99.59663768115323,
-99.630111696970... | Cell measurements show a very stable downlink reference signal with RSRP ranging from -100.3 dB to -99.4 dB; the mean RSRP is -99.8 dB. Uplink and downlink MCS are steady at 9.0 and 7.0 respectively. DL BLER is negligible, spanning 0 to 1.6e-05 with a mean of 7.5e-07, while UL BLER remains 0.0. UL SNR varies between 5.... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.80720290691528,
"variance": 0.04174572087030179,
"trend": 0,
"periodicity": 8
},
"DL_BLER": {
"mean": 7.481148460834913e-7,
"variance": 1.1469681956539479e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Identify the scenario... |
2026-01-28 00:14:56.000 | 2026-01-28 00:15:08.700 | 10 | {
"RSRP": [
-101.65361129660255,
-101.61533996635785,
-101.10735484861922,
-101.39904926711307,
-101.60050834706759,
-101.72746980046232,
-101.70814241471187,
-101.62415385146059,
-101.48563381271315,
-101.69491878605395,
-101.71429670985019,
-101.38963402227587,
-1... | RSRP was steady around -101.5 dB, ranging from -102.1 dB to -101.0 dB, indicating a consistently weak but stable downlink signal. UL_SNR showed more variability with values between 2.0 dB and 10.9 dB and a mean of 7.9 dB, reflecting fluctuating uplink radio quality. Uplink and downlink MCS were fixed at 9.0 and 7.0 res... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.51398753973959,
"variance": 0.04906972376424916,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Was jamming detected, or was the... |
2026-01-28 00:14:33.600 | 2026-01-28 00:14:46.300 | 10 | {
"RSRP": [
-102.43667569143449,
-101.52899545663264,
-101.55674334392589,
-101.83936400367803,
-101.51277552946415,
-101.70231538811551,
-101.44730818180655,
-101.40183978754325,
-101.82107418322697,
-101.56642429112735,
-101.44061822316291,
-101.50824439724201,
-1... | RSRP was stable and low, ranging from -102.6 dB to -101.0 dB with a mean of -101.6 dB. Uplink modulation and channel quality showed modest variability: UL_MCS ranged from 9.0 to 10.6 with a mean of 9.0, while DL_MCS remained constant at 7.0. Uplink radio conditions (UL_SNR) varied between 0.92 dB and 11 dB and averaged... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -101.56395935802604,
"variance": 0.08079116191622644,
"trend": 0,
"periodicity": 32
},
"DL_BLER": {
"mean": 0.0002208878545314328,
"variance": 1.7485692774152988e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Did the user experience jamming or normal signal quality... |
2026-01-28 00:10:20.800 | 2026-01-28 00:10:33.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP remained stable with values between -90.6 dB and -86.6 dB. The average RSRP was -88.1 dB. Uplink radio conditions showed variability: UL_SNR ranged from 11.8 dB to 24.1 dB with a mean of 19.9 dB, and UL_MCS varied between 9.0 and 17.0 (mean 10.1), including a transient rise up to 17.0. Downlink MCS was steady at 7... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 41,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -88.10831605290187,
"variance": 1.3416703768698943,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009144503320486307,
"variance": 7.569350359458499e-7,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching YouTube."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": ... |
2026-01-28 00:14:17.600 | 2026-01-28 00:14:30.300 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | The device experienced a modest downlink signal degradation: RSRP fell by 15.05 dB to a minimum of -102.05 dBm (observed range: -102.0 dBm to -87.0 dBm). The average RSRP over the period was -96.8 dBm. Uplink SNR showed a sharper drop of 18.43 dB to a low of 4.96 dB (observed range: 1.8 dB to 23.4 dB). The mean UL_SNR ... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 42,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -96.77352766726801,
"variance": 47.05165172765976,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Did the network suffer from jamming or operate ... |
2026-01-28 00:10:36.800 | 2026-01-28 00:10:49.500 | 10 | {
"RSRP": [
-90.15152671366057,
-90.0058894889447,
-90.5072979044027,
-90.32148249384583,
-89.54795406716899,
-90.42251248998242,
-89.86110250753849,
-89.80541545230271,
-89.83187280106654,
-90.0918880762477,
-90.61138912846404,
-90.41905562965125,
-90.5153375964184... | Cell radio conditions were stable with RSRP between -93.6 dB and -89.3 dB; the average RSRP was -91.7 dB. Uplink SNR varied from 8.4 dB to 19.0 dB, with a mean of 15.3 dB. Uplink MCS ranged from 9.0 to 10.7 (mean 9.0), while downlink MCS was constant at 7.0.
Link-layer reliability was high: DL BLER ranged from 0.00042... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -91.66779547180163,
"variance": 0.8779470524287696,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0018898574504933158,
"variance": 0.0000013695574373320709,
"trend": 0,
"periodicity": 6
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q"... |
2026-01-28 00:15:24.800 | 2026-01-28 00:15:37.500 | 10 | {
"RSRP": [
-101.56753336692003,
-101.374514527654,
-101.30042413968022,
-101.67108656711338,
-101.7339929372542,
-101.36613901350131,
-101.46744068751696,
-101.28787036736315,
-101.36768689158824,
-101.39435932197887,
-101.52916034426639,
-101.62857740123806,
-101.... | RSRP exhibited significant variability during the trace, rising to a peak of -87.0 dB and falling to a minimum of -106.0 dB. The mean RSRP was -96.0 dB. UL_SNR also showed wide swings, with values between 3.7 dB and 23.6 dB and a mean of 13.7 dB. UL_MCS ranged from 1.0 to 17.0 with an average of 8.9, while DL_MCS varie... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 55
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -95.97076817406412,
"variance": 55.893198392234886,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0001473397276851539,
"variance": 2.08105310525902e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.125,
"variance": 5.401574803149... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "YouTube streaming was observed."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was the... |
2026-01-28 00:11:24.800 | 2026-01-28 00:11:37.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP was stable and strong, ranging from -88.0 dB to -87.0 dB. The mean RSRP was -87.1 dB. UL_SNR showed good uplink radio conditions, ranging from 14.7 dB to 24.0 dB with a mean of 21.2 dB. UL_MCS experienced a transient uplift, rising by 7.78 to a peak of 16.78 between t=38 and t=53; overall UL_MCS ranged from 9.0 to... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 68
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
"... | {
"RSRP": {
"mean": -87.14187247983871,
"variance": 0.11913215410226176,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0004336336564923168,
"variance": 2.71155061734209e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Was jamming detected, or w... |
2026-01-28 00:09:29.600 | 2026-01-28 00:09:42.300 | 10 | {
"RSRP": [
-92.38354934268402,
-91.74360895355058,
-92.81939468811407,
-93.58960301503745,
-93.03898423164186,
-93.24504743430505,
-91.38035641252861,
-92.9172357615534,
-93.61697573107863,
-93.75989415912198,
-94.55665583168191,
-92.37383732582285,
-94.00312689791... | RSRP was consistently poor to moderate, ranging from -97.2 dB to -91.4 dB with a mean of -94.0 dB. Uplink MCS stayed fixed at 9.0 and downlink MCS at 7.0. Downlink BLER varied between 0.00052 and 0.0042 (mean 0.0016), while uplink BLER ranged from 0.00043 to 0.026 with a mean of 0.0041. Uplink NPRB allocation was low a... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 78
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -93.99863059798385,
"variance": 1.520467282984522,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015689786512880863,
"variance": 7.608768706471627e-7,
"trend": 0,
"periodicity": 4
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"... |
2026-01-28 00:04:48.000 | 2026-01-28 00:05:00.700 | 10 | {
"RSRP": [
-87,
-87.50537634408602,
-88,
-87.11,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP experienced modest variability: it reached a minimum of -93.3 dB and a maximum of -87.0 dB, with an average of -90.0 dB. Uplink and downlink modulation orders were stable at UL_MCS = 9 and DL_MCS = 7. DL BLER remained extremely low, ranging from 0 to 4e-05 with a mean of 1.4e-05, while UL BLER stayed at 0.0. Uplin... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 54,
"end": 116
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoot... | {
"RSRP": {
"mean": -90.02168010171977,
"variance": 9.351364957486652,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000013735822711558191,
"variance": 1.2023807837333942e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Did ... |
2026-01-28 00:02:49.600 | 2026-01-28 00:03:02.300 | 10 | {
"RSRP": [
-99.91905168372689,
-99.59409807182068,
-100.20124836633171,
-99.91049791845826,
-99.88976212108389,
-99.83693235037255,
-100.24325996975503,
-99.6079314715111,
-100.08750376060472,
-99.90324525282801,
-99.49795443516828,
-99.44565878594776,
-99.64423722... | RSRP was tightly clustered around -99.8 dB, ranging from -100.3 dB to -99.4 dB with a mean of -99.8 dB. Uplink SNR varied notably, spanning 5.7 dB to 13.3 dB; its average was 11.1 dB. Downlink BLER was extremely low, between 0 and 1.6e-05 with a mean of 4.7e-06, while uplink BLER remained at 0.0. Uplink and downlink MC... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -99.80440532414127,
"variance": 0.04335137230701653,
"trend": 0,
"periodicity": 8
},
"DL_BLER": {
"mean": 0.000004738060691862112,
"variance": 5.358785832153697e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
... |
2026-01-28 00:11:31.200 | 2026-01-28 00:11:43.900 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP is steady at -87.0 dB, with no variation. Uplink and downlink MCS are fixed at 9.0 and 7.0 respectively. Estimated UL Buffer and the counted number of UL and DL packets remain at 0.0 Kilobytes and 0.0, indicating no queued uplink traffic or packet activity.
UL SNR varies between 17.2 dB and 24.0 dB. Its mean is 2... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 4
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
"t... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.00023507149622789314,
"variance": 4.2412772112466835e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "A",
"application": "Youtube",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Select the ja... |
2035-11-28 00:11:47.200 | 2035-11-28 00:11:59.900 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | RSRP stayed consistently weak, ranging from -114.4 dB to -110.9 dB with a mean of -112.3 dB. Uplink radio conditions show UL_MCS between 13.0 and 18.0 (mean 15.7) and UL_SNR between 16.9 dB and 22.5 dB (mean 18.5 dB). DL_MCS was fixed at 7.0 throughout.
Error performance on the downlink was excellent with DL_BLER bet... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 83,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -112.27822330414209,
"variance": 0.3951034817960226,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0004107785106250749,
"variance": 4.958040081165265e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "What is the conditio... |
2035-11-28 00:04:03.200 | 2035-11-28 00:04:15.900 | 10 | {
"RSRP": [
-112.14647037351097,
-111.909512361255,
-111.96400862785472,
-112.01328282845054,
-112.00009029652308,
-111.97184948335568,
-112.00031330981996,
-112.06130227300912,
-111.9916620592356,
-112.00668592079371,
-111.98223848604972,
-111.92109068933502,
-112.... | RSRP stayed very stable with values between -112.2 dB and -111.8 dB. The average RSRP was -112.0 dB. Uplink modulation (UL_MCS) varied slightly between 16.0 and 17.0 with a mean of 16.3, while downlink modulation (DL_MCS) remained fixed at 7.0. Downlink BLER was constant at 0.0, whereas uplink BLER ranged from 0.067 to... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 21
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
"... | {
"RSRP": {
"mean": -111.99016425927378,
"variance": 0.006084386256977896,
"trend": 0,
"periodicity": 10
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Identify the ... |
2035-11-28 00:06:40.000 | 2035-11-28 00:06:52.700 | 10 | {
"RSRP": [
-110.48485163358836,
-110.51841529884088,
-110.45529551049921,
-110.4461890531838,
-110.4034251672395,
-110.48788263756855,
-110.49732322468681,
-110.5061187158803,
-110.52044038747655,
-110.40460730041356,
-110.43371679786716,
-110.54349465027077,
-110.... | Overall radio conditions were steady but modest. RSRP stayed very narrow between -110.6 dB and -110.3 dB, with a mean of -110.5 dB. Uplink radio quality (UL_SNR) ranged from 15.6 dB to 18.6 dB and averaged 16.8 dB. Uplink modulation showed moderate values: UL_MCS varied from 15.0 to 17.0 with a mean of 16.0, while DL_M... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -110.47123221918334,
"variance": 0.0029256015395897703,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "... |
2035-11-28 00:03:18.400 | 2035-11-28 00:03:31.100 | 10 | {
"RSRP": [
-119.27190803098264,
-119.07747471707775,
-119.38833406608165,
-118.96184208611112,
-119.17800017550785,
-119.2339995016746,
-119.01812667130012,
-119.07726169329406,
-119.42276548576768,
-119.19588163869953,
-119.17678538173307,
-119.14785757829677,
-11... | RSRP was consistently poor, varying between -124.7 dB and -118.8 dB. The average RSRP was -123.0 dB. Uplink modulation and coding stayed high, with UL_MCS ranging from 15.0 to 17.0 and a mean of 16.3, while DL_MCS remained fixed at 7.0. Downlink block error rates were negligible, spanning 0 to 0.00022 with a mean of 0.... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -123.02951450287907,
"variance": 4.361727931658553,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000017238828436520477,
"variance": 1.8352479735069481e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone B."
},
{
"q": "Was this sample impacted by ja... |
2035-11-28 00:06:56.000 | 2035-11-28 00:07:08.700 | 10 | {
"RSRP": [
-110.53490840883595,
-110.36935857642304,
-110.47731973723245,
-110.4424140544908,
-110.49443152299145,
-110.47017857484356,
-110.41018344978288,
-110.47512081837145,
-110.46696767882113,
-110.4659932269156,
-110.45646540926042,
-110.45335275638755,
-110... | The radio link shows consistently poor RSRP, ranging from -110.6 dB to -107.0 dB with an average of -107.9 dB. Uplink radio conditions are moderate: UL_SNR spans 15.6 dB to 21.6 dB with a mean of 18.2 dB, and UL_MCS varies between 14.0 and 18.0 with an average of 15.9. Downlink MCS is static at 7.0.
DL BLER is negligi... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 33
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -107.92240228153186,
"variance": 2.371478531055457,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003215999999999922,
"variance": 6.574842125984162e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone B."
},
{
"q": "Did th... |
2035-11-28 00:06:04.800 | 2035-11-28 00:06:17.500 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The radio link is generally moderate: RSRP ranged from -109.8 dB to -104.9 dB with a mean of -107.3 dB. Uplink radio conditions were relatively strong, with UL_SNR between 17.1 dB and 20.8 dB and a mean of 18.7 dB. Uplink modulation and physical resources show healthy capacity: UL_MCS varied from 14.0 to 18.0 with a me... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 89,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -107.2609932023016,
"variance": 0.8852917504827607,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.001205840513635167,
"variance": 0.000006368492161876626,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone B."
},
{
"q": "Choose the condition: jamming present or not?",
"a":... |
2035-11-28 00:06:33.600 | 2035-11-28 00:06:46.300 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The link shows consistently poor downlink signal strength with RSRP varying between -110.6 dB and -107.0 dB; the average RSRP is -109.5 dB. Uplink radio conditions are relatively strong: UL_SNR ranges from 15.7 dB to 20.7 dB, with a mean of 17.3 dB. Uplink modulation and coding is high, with UL_MCS spanning 15.0 to 17.... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 36,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoot... | {
"RSRP": {
"mean": -109.49881358777515,
"variance": 2.4647471309799247,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone B."
},
{
"q": "Select the jamming sta... |
2035-11-28 00:06:46.400 | 2035-11-28 00:06:59.100 | 10 | {
"RSRP": [
-110.47203531230555,
-110.4873841543262,
-110.43712357048538,
-110.41192905790881,
-110.52967685279796,
-110.40891236184696,
-110.48427691822484,
-110.39931850863609,
-110.43356919339844,
-110.53759679877983,
-110.55465293377598,
-110.46450489228114,
-11... | The trace shows a fairly stable but weak downlink radio with RSRP between -110.6 dB and -110.4 dB and an average of -110.5 dB. Uplink modulation and coding varied moderately: UL_MCS ranged from 14.0 to 18.0 with a mean of 16.2, while DL_MCS remained constant at 7.0. Downlink block error rate was consistently 0.0, where... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -110.46339472541328,
"variance": 0.002427063357258005,
"trend": 0,
"periodicity": 5
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Select the j... |
2035-11-28 00:06:17.600 | 2035-11-28 00:06:30.300 | 10 | {
"RSRP": [
-104.40384721616017,
-104.5026021372457,
-104.4918929420515,
-104.33244477058054,
-104.53413584020508,
-104.49214067738382,
-104.56780411125604,
-104.56399233454759,
-104.56742001870914,
-104.75587992415733,
-105.03211563618346,
-105.38068367830734,
-105... | Observed downlink signal strength (RSRP) remained poor and tightly grouped, ranging from -107.0 dB to -104.3 dB with an average of -106.7 dB. Uplink radio conditions were relatively strong: UL_SNR varied between 17.4 dB and 20.4 dB with a mean of 18.8 dB, and UL_MCS stayed high between 16.0 and 17.0 (mean 16.2). The do... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 17
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -106.73911545345966,
"variance": 0.5132912448896806,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0004915163070788312,
"variance": 0.0000012661823391294684,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Identify the scenario:... |
2035-11-28 00:02:36.800 | 2035-11-28 00:02:49.500 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | Over the trace the downlink reference signal power weakened, falling by about 12.5 dB to a trough near -118.5 dBm; RSRP ranged between -118.5 dBm and -106.0 dBm. The average RSRP was -111.8 dBm. Uplink modulation stayed high and stable with UL MCS between 16.0 and 17.0 (mean 16.5), while DL MCS held constant at 7.0. Do... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 71,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -111.77983696757138,
"variance": 33.04636524974891,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone B was the location of the user."
},
{
"q": "Did the user exper... |
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