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 |
|---|---|---|---|---|---|---|---|---|
2026-09-02 00:06:46.400 | 2026-09-02 00:06:59.100 | 10 | {
"RSRP": [
-92.07831481205098,
-91.78005591469149,
-91.19537215226042,
-90.8869587085425,
-90.59936185607293,
-90.15706505152247,
-90.37849492287388,
-89.61752456575897,
-89.41397300272465,
-88.95085051849202,
-88.56446274567476,
-88.18084363456227,
-87.92769600394... | The UE experienced good but slightly variable downlink radio conditions, with RSRP spanning -92.1 dB to -87.0 dB and an average of -87.9 dB. Uplink SNR varied between 18.6 dB and 24.8 dB, with a mean of 21.1 dB. Uplink MCS stayed high (range 26.0–27.0, mean 27.0), while downlink MCS was fixed at 7.0.
Link-layer reliab... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 13
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -87.90258572820204,
"variance": 0.8584165249899061,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.000964625781249989,
"variance": 0.000005776503409644982,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Twitch",
"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 Twitch session."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "Was jamming d... |
2026-09-02 00:06:30.400 | 2026-09-02 00:06:43.100 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | The radio link shows moderate variability with several abrupt RSRP changes, the largest being a +9.2 dB jump up to -85.9 dBm; overall RSRP ranged between -95.6 dBm and -85.7 dBm. The average RSRP was -88.7 dBm.
Uplink and downlink modulation and coding indicate generally good UL capacity: UL MCS varied from 14.0 to 27... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 0,
"end": 62
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",
... | {
"RSRP": {
"mean": -88.74914161589025,
"variance": 4.398334154063579,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.7578125,
"variance": 0.18497785433070865,
"trend": 0,
"periodici... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "What is the condition: jamming or normal operation... |
2026-09-02 00:06:36.800 | 2026-09-02 00:06:49.500 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-92.9... | The radio link shows moderate RSRP with several abrupt transitions, including a notable increase peaking at -85.9 dB; overall RSRP spans from -95.6 dB to -85.7 dB. The average RSRP is -89.7 dB. Uplink and downlink modulation coding are stable and asymmetric: UL_MCS ranges from 24.0 to 27.0 with a mean of 26.3, while DL... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 69,
"end": 109
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -89.71584613878845,
"variance": 5.871263319100021,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0002651656249999992,
"variance": 0.000002974676361643681,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.703125,
"variance": 0.210383... | {
"zone": "A",
"application": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
... |
2026-09-02 00:04:22.400 | 2026-09-02 00:04:35.100 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | Across the trace the downlink reference signal received power (RSRP) weakened, falling by about 22.4 dB to a minimum near -110.4 dBm; RSRP ranged between -110.4 dBm and -88.0 dBm. The average RSRP was -100.0 dBm. Uplink modulation and coding (UL_MCS) also declined by 14 to a low of 13, with UL_MCS spanning 13.0–27.0 an... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 51,
"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": -99.95930133562895,
"variance": 95.81733842217452,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0006724413585105897,
"variance": 6.248137735717922e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.7890625,
"variance": 11.837044... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "Twitch was the primary application used."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was this sample impacted by jammin... |
2026-09-02 00:10:46.400 | 2026-09-02 00:10:59.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-102.95355642097763,
-102.7276209147762,
-102.88098671198304,
-103.16223900266864,
-102.69406294848959,
-103.07352145484113,
... | Over the interval there was a notable degradation in downlink signal strength: RSRP fell by about 16.4 dB, reaching a minimum near -103.4 dBm and fluctuating up to about -87.0 dBm. The average RSRP was roughly -100.6 dBm. Uplink MCS experienced a substantial decline to a low of 16 (dropping ~11 points); UL_MCS ranged f... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 17,
"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": -100.56678309394489,
"variance": 27.951097765444825,
"trend": -1,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.001183785464870702,
"variance": 8.19803290699788e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.6640625,
"variance": 2.90200541... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "Twitch content was being streamed."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Did the u... |
2026-09-02 00:06:40.000 | 2026-09-02 00:06:52.700 | 10 | {
"RSRP": [
-88,
-92.9106522397792,
-95.49220886835332,
-90.55031174032,
-86.40337939804337,
-88.80753103715764,
-94.71781977159668,
-94.75703860059258,
-88.88731170879524,
-85.73632511171051,
-90.08941234614429,
-95.2246066824169,
-93.37467818162844,
-87.784350... | The radio link shows relatively stable mid-level downlink power with RSRP ranging from -95.6 dB to -85.7 dB and an average of -89.6 dB. Uplink radio conditions are good: UL_SNR spans 13.9 dB to 24.6 dB with a mean of 19.9 dB, and UL_MCS is high, between 24.0 and 27.0 with an average of 26.4. Downlink MCS is low, betwee... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 37,
"end": 77
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -89.62209613878844,
"variance": 6.28114762879233,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009556476562499899,
"variance": 0.0000057933114875534445,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.703125,
"variance": 0.210383... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This session involves Twitch streaming."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q"... |
2026-09-02 00:06:49.600 | 2026-09-02 00:07:02.300 | 10 | {
"RSRP": [
-88,
-88,
-88,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | The trace shows a stable radio and throughput profile with a fairly strong downlink reference signal: RSRP varied between -88.0 dB and -87.0 dB, with an average of -87.7 dB. Uplink modulation was consistently high (UL_MCS = 27.0) while downlink modulation stayed low (DL_MCS = 7.0). DL block error rates were negligible,... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 98,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Byte... | {
"RSRP": {
"mean": -87.7044690860215,
"variance": 0.20871009506355925,
"trend": 0,
"periodicity": 25
},
"DL_BLER": {
"mean": 0.0009319526807481859,
"variance": 0.000003080293160569298,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was engaged in Twitch streaming."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was this sample impa... |
2026-09-02 00:14:01.600 | 2026-09-02 00:14:14.300 | 10 | {
"RSRP": [
-103.21237861780136,
-102.86797968961105,
-103.24846326741205,
-103.66706343182668,
-103.13464720132146,
-103.05764247993787,
-103.27275521218166,
-103.34571728053857,
-103.47189380900589,
-103.33709389566648,
-102.90958607991287,
-103.14290137105446,
-1... | RSRP improved notably late in the trace, rising by 15.6 dB to a peak of -88.0 dBm around the final segment. Overall RSRP ranged from -103.7 dBm to -88.0 dBm. The average RSRP was -97.7 dBm.
Uplink modulation and link quality increased: UL_MCS rose by 9 to a maximum of 27, with values spanning 14.0 to 27.0 and a mean o... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 80
},
"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": -97.65028217022291,
"variance": 54.486002129183255,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0056025015588503976,
"variance": 0.00005097757346725794,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.5703125,
"variance": 11.475... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "Twitch content was being streamed."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Did the user exper... |
2026-09-02 00:04:16.000 | 2026-09-02 00:04:28.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | Over the trace the device experienced a notable degradation in downlink signal strength and uplink link quality. RSRP fell to a minimum of -110.0 dB (maximum -87.0 dB). The RSRP mean is -90.0 dB. Uplink SNR declined to a low of 10.86 dB (overall UL_SNR ranged from 10.2 dB to 24.6 dB) with a mean of 20.2 dB. Correspondi... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 115,
"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": -89.99155365248188,
"variance": 39.3723427983182,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00010539432132051084,
"variance": 1.4489703243982116e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.2890625,
"variance": 4.506336... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "What is the condition: jamming or normal ... |
2026-09-02 00:02:01.600 | 2026-09-02 00:02:14.300 | 10 | {
"RSRP": [
-92.81046920878757,
-93.00353248196888,
-92.99477875918589,
-92.78183131885369,
-93.02221658528802,
-92.82863420043873,
-92.98477590144999,
-92.90051676480041,
-92.98576654116107,
-92.86372104679558,
-92.89641035132128,
-92.88017134580926,
-93.0035836470... | Cell uplink radio conditions are stable and relatively strong: RSRP varied between -93.1 dB and -91.8 dB with a mean of -92.7 dB, while UL SNR ranged from 15.9 dB to 20.3 dB with a mean of 18.0 dB. Uplink modulation was high (UL_MCS between 23.0 and 27.0, mean 26.7), whereas downlink MCS remained constant at 7.0 and DL... | {
"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": -92.73923453079172,
"variance": 0.14051185404112954,
"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": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "Twitch 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 ... |
2026-09-02 00:12:28.800 | 2026-09-02 00:12:41.500 | 10 | {
"RSRP": [
-93.2461514001126,
-93.172036773707,
-92.05983643012668,
-91.2079912755313,
-90.9577650055755,
-89.43716292131482,
-88.84295746376404,
-88.08876970777352,
-87.35647748157022,
-86.83567046606706,
-86.10213455112546,
-84.89493460945896,
-84.92952882568989,... | The link shows a moderately strong downlink signal with RSRP spanning -93.2 dB to -83.2 dB; the average RSRP is -87.9 dB. Uplink radio quality is good: UL_SNR ranges from 18.0 dB to 25.0 dB with a mean of 21.4 dB. Modulation and coding are stable—UL_MCS is constant at 27.0 and DL_MCS is constant at 7.0.
Downlink erro... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 111,
"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": -87.89934485277483,
"variance": 9.01117745649212,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0013668057255492756,
"variance": 0.000007224847835103701,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was the environment jammed or interference-free?... |
2026-09-02 00:07:12.000 | 2026-09-02 00:07:24.700 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | RSRP stayed very stable in a good range, varying between -88.0 dB and -87.0 dB. The average RSRP was -87.7 dB. Uplink MCS was fixed at 27.0 and downlink MCS was fixed at 7.0. Downlink BLER remained extremely low, ranging from 0 to 0.0042 with a mean of 0.0015. Uplink BLER was higher, between 0.026 and 0.13 with a mean ... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 123
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes... | {
"RSRP": {
"mean": -87.6875,
"variance": 0.21653543307086615,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015017138125506045,
"variance": 7.855430441443813e-7,
"trend": 0,
"periodicity": 8
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"peri... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This session involves Twitch streaming."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Was t... |
2026-09-02 00:06:52.800 | 2026-09-02 00:07:05.500 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
... | RSRP remained very stable and strong, ranging from -88.0 dB to -87.0 dB. The average RSRP was -87.7 dB. Uplink modulation (UL_MCS) was fixed at 27.0 while downlink modulation (DL_MCS) stayed at 7.0. Downlink BLER was negligible, between 0 and 0.0035 (mean 0.00052). Uplink BLER was higher, spanning 0.013 to 0.15 with a ... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 66,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Byte... | {
"RSRP": {
"mean": -87.7435315860215,
"variance": 0.19107227332958246,
"trend": 0,
"periodicity": 25
},
"DL_BLER": {
"mean": 0.0005170432355075265,
"variance": 4.2684646705420204e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "Twitch 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":... |
2026-09-02 00:06:56.000 | 2026-09-02 00:07:08.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87.17204301075269,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
... | The UE experienced consistently strong downlink signal strength with RSRP ranging from -88.0 dB to -87.0 dB. The average RSRP was -87.8 dB. Uplink and downlink MCS were stable at UL_MCS = 27.0 and DL_MCS = 7.0 respectively. Uplink SNR varied between 19.2 dB and 22.9 dB, with a mean of 21.1 dB.
Downlink BLER stayed ver... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 34,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Byte... | {
"RSRP": {
"mean": -87.8060315860215,
"variance": 0.156454120759944,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0007947105884099263,
"variance": 4.742940269849066e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was engaged in Twitch streaming."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Select the jamming sta... |
2026-09-02 00:14:04.800 | 2026-09-02 00:14:17.500 | 10 | {
"RSRP": [
-103.31910463843415,
-103.4675723699283,
-103.24834537800267,
-103.16500098323527,
-103.24458311081865,
-103.0937313836612,
-103.41081802889413,
-103.23782593096554,
-102.89629263478197,
-103.33204959824877,
-103.0260811157573,
-103.00497451277849,
-103.... | During the interval, downlink signal strength improved sharply, with RSRP rising by 15.6 dB to a peak of -88.0 dB between t≈42–68. RSRP ranged from -103.6 dB to -88.0 dB. The average RSRP was -93.9 dB.
Uplink modulation and coding shifted upward: UL_MCS climbed by 9 symbols to a maximum of 27.0 (range 17.0–27.0) with ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 48
},
"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": -93.9350871026372,
"variance": 54.41482359915838,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001946483644294137,
"variance": 0.00000819842570815235,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.3203125,
"variance": 11.668245... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "What is the condition: jamming or normal operation?",
"a": ... |
2026-09-02 00:02:30.400 | 2026-09-02 00:02:43.100 | 10 | {
"RSRP": [
-92.82316368759341,
-92.80178584872797,
-92.95570103020114,
-92.965020894883,
-92.9730822777239,
-92.92532002077179,
-92.94978287811233,
-92.81938998663409,
-92.86167592844603,
-92.90215209093435,
-92.92486239567458,
-92.92148620398612,
-93.0148995158882... | Overall the UE experienced a fairly stable RF and throughput profile with modest uplink activity and occasional bursts of uplink resource allocation. RSRP stayed tightly clustered between -93.1 dB and -91.7 dB, with a mean of -92.5 dB. UL SNR varied from 16.0 dB to 21.1 dB and averaged 18.5 dB. UL MCS was high and stab... | {
"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": -92.46185105527114,
"variance": 0.24927150285251015,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.00022701196032096066,
"variance": 2.075706192368553e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "Twitch 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 env... |
2026-09-02 00:04:28.800 | 2026-09-02 00:04:41.500 | 10 | {
"RSRP": [
-110.38381571397288,
-108.68785584747164,
-108.55303551760765,
-108.5479144747044,
-108.85261288269885,
-108.4386973810432,
-108.49598965053384,
-107.3448099929617,
-107.80734652677583,
-107.87457258424736,
-107.5028344222404,
-107.28564065777049,
-107.6... | The link shows a noticeable uplink quality improvement during the trace: RSRP rose sharply by 21.02 dB to a peak of -87.00 dBm (overall RSRP ranged from -110.4 dBm to -87.0 dBm). The average RSRP over the session was -102.1 dBm. UL_SNR also increased significantly (an 11.04 dB jump to 22.03 dB); UL_SNR spanned 8.9 dB t... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 91
},
"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": -102.1056425248293,
"variance": 79.83263830164925,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009589463759847816,
"variance": 8.845648828748273e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 1.96875,
"variance": 9.9832677165... | {
"zone": "A",
"application": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q":... |
2026-09-02 00:13:55.200 | 2026-09-02 00:14:07.900 | 10 | {
"RSRP": [
-103.28078768477386,
-103.28461100560826,
-103.124296853566,
-102.9802408691787,
-102.98834883678231,
-103.04925078645037,
-103.07199296904318,
-103.05695642169727,
-103.21218694183577,
-103.36030752733903,
-103.32096756405306,
-103.37049717088911,
-103.... | RSRP indicates a consistently weak coverage footprint, with measurements ranging from -103.7 dB to -101.7 dB. The average RSRP is -103.0 dB. Uplink radio conditions support moderately high modulation: UL MCS varied between 14.0 and 18.0 with a mean of 17.4. DL MCS remained inactive at 0.0. DL BLER was low overall, rang... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"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": -102.99320890323031,
"variance": 0.21945746156779652,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.006231341358930649,
"variance": 0.000044824828986900396,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "Twitch was the primary application used."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Was the environment j... |
2026-09-02 00:08:41.600 | 2026-09-02 00:08:54.300 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-89.35483870967742,
-91,
-91,
-90.73,
-90,
-90,
-90,
-90,
-90,
-90,
-90,
-90,
-90,
-90,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87,
-87,
... | RSRP weakened during the capture, falling about 10.4 dB to a minimum near -98.4 dB; overall RSRP ranged from -98.5 dB to -87.0 dB. The RSRP mean was -90.4 dB. Uplink MCS remained fixed at 27.0 while downlink MCS was stable at 7.0. DL BLER stayed very low, ranging from 0 to 0.018 with a mean of 0.0036, whereas UL BLER w... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 99,
"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": -90.4052338679329,
"variance": 18.10002966891411,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003575977633735474,
"variance": 0.000018602812596729338,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "Twitch content was being streamed."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "What... |
2026-09-02 00:10:43.200 | 2026-09-02 00:10:55.900 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-87.3,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87.71,
-87,
-87,
... | Across the measured interval the downlink reference signal strength weakened notably: RSRP fell by 16.37 dB, reaching a minimum of −103.37 dBm. Over the trace RSRP ranged between −103.4 dBm and −87.0 dBm. The average RSRP was −96.7 dBm. Uplink modulation and coding efficiency degraded as UL_MCS dropped by 11 to a low o... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 49,
"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": -96.72626198185097,
"variance": 54.813441674710084,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007521181507763049,
"variance": 6.719474797943618e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 3.9140625,
"variance": 5.953186... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "Twitch content was being streamed."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "Was the e... |
2026-09-02 00:02:04.800 | 2026-09-02 00:02:17.500 | 10 | {
"RSRP": [
-92.89376862796529,
-93.06130601681296,
-92.89093264313719,
-92.87408018357957,
-92.9390179329836,
-92.84691101760764,
-92.83671253099436,
-92.88562782133496,
-92.95868873205478,
-92.96213470832043,
-93.05273925245154,
-92.87402504623925,
-92.90657668031... | Radio conditions were stable with RSRP between -93.1 dB and -91.8 dB. The mean RSRP was -92.7 dB. Uplink SNR ranged from 16.7 dB to 20.3 dB, with a mean of 18.5 dB. Uplink MCS stayed high, ranging from 26.0 to 27.0 (mean 26.9), while downlink MCS was fixed at 7.0. Downlink BLER remained 0.0, whereas uplink BLER rose to... | {
"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": -92.73822980208121,
"variance": 0.13967113308478382,
"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": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "Twitch traffic was observed during this window."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Did the user experi... |
2026-09-02 00:12:44.800 | 2026-09-02 00:12:57.500 | 10 | {
"RSRP": [
-92.28809121644825,
-91.75987915577392,
-93.02749815269306,
-92.16944576361432,
-91.44339521154143,
-91.71301221299423,
-91.26729470493999,
-89.41882200901473,
-88.26190828742304,
-88.20061346316913,
-89.7334705758053,
-87.93617498710299,
-87.46792696476... | The cell experienced moderately strong downlink signal levels with RSRP ranging from -97.9 dB to -86.2 dB. The average RSRP was -91.8 dB. Uplink physical-layer conditions were good: UL_SNR spanned 12.4 dB to 23.9 dB, with a mean of 17.6 dB, and UL_MCS stayed high between 26.0 and 27.0 (mean 26.8). DL_MCS was fixed at 7... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 112
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -91.79180373035979,
"variance": 7.7823786337352345,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0048181339646850225,
"variance": 0.00006108352664437007,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "Twitch 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": "Select the ... |
2026-09-02 00:06:59.200 | 2026-09-02 00:07:11.900 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87,
... | The link exhibits consistently strong downlink signal strength with RSRP varying between -88.0 dB and -87.0 dB and averaging -87.9 dB. Uplink and downlink modulation remained steady with UL MCS fixed at 27.0 and DL MCS fixed at 7.0. Downlink block error rates were very low, ranging from 0 to 0.0035 with a mean of 0.001... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 2,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes... | {
"RSRP": {
"mean": -87.9453125,
"variance": 0.05210383858267716,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001126030390695127,
"variance": 3.9153933832336494e-7,
"trend": 0,
"periodicity": 7
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"p... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "Twitch content was being streamed."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Did th... |
2026-09-02 00:02:20.800 | 2026-09-02 00:02:33.500 | 10 | {
"RSRP": [
-93.09797144936617,
-92.8973081145237,
-92.8710406511452,
-92.90231597322993,
-92.86720883215602,
-92.87431992931154,
-92.88338231116873,
-92.841131455177,
-92.93414411008636,
-92.92401572341677,
-92.89221879927565,
-92.95407413827505,
-92.94295408892069... | The radio conditions show consistently strong downlink reference signals, with RSRP spanning -96.6 dB to -91.8 dB and an average of -92.9 dB. Uplink modulation is high: UL_MCS varies between 26.0 and 27.0 with a mean of 26.9, while DL_MCS is fixed at 7.0. Uplink SNR ranges from 16.0 dB to 21.3 dB with a mean of 18.6 dB... | {
"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": -92.85775300564208,
"variance": 0.8102104002528838,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012456410345302819,
"variance": 0.00000705149756479109,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "Twitch was the primary application used."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Did the user experience jammi... |
2026-09-02 00:02:24.000 | 2026-09-02 00:02:36.700 | 10 | {
"RSRP": [
-91.79254312084153,
-91.8991037378756,
-91.85600477056559,
-91.88635473010896,
-92.4637360389436,
-92.83929337721875,
-92.93131097413045,
-92.86876121249955,
-92.84167766946528,
-93.03942471541372,
-92.87459378280866,
-92.83248494749817,
-92.989501247772... | RSRP remained fairly stable, spanning -96.6 dB to -91.8 dB with an average of -92.9 dB, indicating consistently moderate downlink signal strength. Uplink radio conditions were good: UL_SNR ranged from 16.0 dB to 21.3 dB with a mean of 18.4 dB. UL_MCS was fixed at 27.0 while DL_MCS held steady at 7.0.
Error performance... | {
"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": -92.88655154529445,
"variance": 0.7828298469404872,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012601054442642205,
"variance": 0.000007016189080331758,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
... |
2026-09-02 00:01:36.000 | 2026-09-02 00:01:48.700 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | RSRP remained very stable around -87.9 dB, fluctuating between -88.0 dB and -87.0 dB; the average is -87.9 dB. Uplink and downlink modulation were steady: UL MCS held at 27.0 and DL MCS at 7.0, with DL BLER consistently 0.0. UL BLER showed notable variability with several jumps and drops (including a peak rising to 0.4... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",
... | {
"RSRP": {
"mean": -87.850078125,
"variance": 0.12723700172244096,
"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": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "Twitch 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 ... |
2026-09-02 00:08:48.000 | 2026-09-02 00:09:00.700 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | The trace shows a moderate decline in downlink signal quality: RSRP fell by about 10.4 dB to a minimum near -98.4 dBm (overall RSRP ranged from -98.5 dBm to -88.0 dBm). The RSRP mean was -95.4 dBm. Uplink SNR exhibited a notable drop of ~15.3 dB to a low around 5.9 dB; UL_SNR spanned 4.3 dB to 22.3 dB with a mean of 10... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 35,
"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": -95.35155845440973,
"variance": 20.516775154520126,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00005245106883225274,
"variance": 1.4118327701832926e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "Was this sample impacted by jamming?",
"a": "The link opera... |
2026-09-02 00:10:56.000 | 2026-09-02 00:11:08.700 | 10 | {
"RSRP": [
-101.95312788660264,
-102.49678827677175,
-102.0905781367905,
-103.01405281234287,
-102.7862320092457,
-102.80032027873472,
-103.19177129395142,
-102.8072795263327,
-103.39789611917604,
-103.00787329807073,
-103.26605928233445,
-102.62625655979696,
-102.... | RSRP improved notably during the interval, rising by about 15.1 dB to a peak of -88 dB (overall RSRP ranged from -103.4 dB to -88.0 dB). The mean RSRP was -98.2 dB.
Uplink MCS increased sharply to a maximum of 27 (UL_MCS ranged from 16.0 to 27.0) with a mean of 19.3. Downlink MCS also climbed to 7 (DL_MCS ranged from ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 88
},
"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": -98.15410797128439,
"variance": 45.69877024926928,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002047181238545805,
"variance": 0.000003078188507212317,
"trend": 0,
"periodicity": 42
},
"DL_MCS": {
"mean": 3.5234375,
"variance": 5.3380290... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This session involves Twitch streaming."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "What is the c... |
2026-09-02 00:01:52.000 | 2026-09-02 00:02:04.700 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-92.95186325073807,
-92.77233037350398,
-92.91341044855464,
-92.83944104870166,
-92.86926570732138,
-92.86121445444628,
-92.93824300081218,
-92.97808945126557,
-9... | Radio conditions were moderately stable with RSRP varying between -93.1 dB and -87.0 dB. The average RSRP was -92.0 dB. Uplink modulation was high, with UL_MCS spanning 23.0 to 27.0 and averaging 26.4, while DL_MCS remained fixed at 7.0 and DL_BLER was consistently 0.0. Uplink BLER was more volatile: it ranged from 0.0... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 12,
"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": -92.03899615686538,
"variance": 2.2388250432595957,
"trend": 0,
"periodicity": 42
},
"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": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "... |
2026-09-02 00:02:52.800 | 2026-09-02 00:03:05.500 | 10 | {
"RSRP": [
-91.92990952824279,
-91.90271476221776,
-91.81963793748045,
-91.93985350230399,
-92.0458949198525,
-92.9061043438871,
-92.91623053895674,
-92.8014879912145,
-92.8688353253087,
-93.07461190263929,
-92.99728917729765,
-92.84923281560967,
-92.86092217981638... | Cell radio conditions were stable and moderate: RSRP varied between -93.1 dB and -91.7 dB, with a mean of -92.6 dB. Uplink signal quality (UL_SNR) ranged from 16.6 dB to 20.8 dB and averaged 18.4 dB. Uplink modulation was high and fixed (UL_MCS = 27.0), while downlink modulation was lower and constant (DL_MCS = 7.0).
... | {
"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": -92.5765889026387,
"variance": 0.21802530713126714,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0015681936310374275,
"variance": 6.98846805883733e-7,
"trend": 0,
"periodicity": 3
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was engaged in Twitch streaming."
},
{
"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 use... |
2026-09-02 00:13:48.800 | 2026-09-02 00:14:01.500 | 10 | {
"RSRP": [
-103.162284358095,
-103.30905176103158,
-103.09938394655047,
-103.12667497457997,
-102.92995608934562,
-103.1445619257187,
-103.08636276394986,
-103.2748405553975,
-103.13624797426999,
-103.39097254139564,
-103.29231152949384,
-102.27989301253746,
-102.8... | The cell exhibits consistently poor downlink signal strength with RSRP ranging from -103.9 dB to -101.7 dB and an average of -102.8 dB. Uplink radio conditions are moderate: UL_SNR spans 12.2 dB to 15.6 dB with a mean of 14.0 dB, and UL_MCS is high and stable between 17.0 and 18.0 (mean 17.8). Downlink MCS is effective... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"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": -102.83803646262675,
"variance": 0.27084897985996764,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0017085790484599186,
"variance": 0.0000013420700270885885,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"tren... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was engaged in Twitch streaming."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Select the ... |
2026-09-02 00:13:58.400 | 2026-09-02 00:14:11.100 | 10 | {
"RSRP": [
-102.35857485338347,
-102.26293005006531,
-102.31400899067314,
-102.29153701210419,
-101.97107138252845,
-102.31252332113546,
-101.69845735187754,
-102.11243543377093,
-102.25317510061474,
-102.2368439381936,
-102.05620346742529,
-102.0230657510536,
-102... | RSRP improved markedly during the interval, rising by 15.6 dB to a peak of −88.0 dB around t≈106–127. Across the trace RSRP ranged from −103.7 dB to −88.0 dB. The average RSRP was −101.2 dB.
Uplink modulation and coding showed a notable uplift: UL_MCS climbed by 9 to a maximum of 27 (range 14.0–27.0) with a mean of 18... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 112
},
"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": -101.22257647333265,
"variance": 23.60334626279107,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0062979092671676395,
"variance": 0.000045142158006137893,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0.8203125,
"variance": 5.1091... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "Was the user affected by jamming or was the link clean?",
"... |
2026-09-02 00:13:39.200 | 2026-09-02 00:13:51.900 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | Across the trace there was a notable degradation in downlink signal strength: RSRP fell by 16.53 dB to a minimum of -103.53 dBm (overall RSRP ranged between -103.6 dBm and -87.0 dBm). The average RSRP was -92.2 dBm. Concurrently, uplink MCS declined to a minimum of 18 (a drop of 9), with UL_MCS spanning 17 to 27 and av... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 91,
"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": -92.24840398736276,
"variance": 48.89873932076005,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012614497680300764,
"variance": 0.0000029590393072751383,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.9765625,
"variance": 10.14... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was engaged in Twitch streaming."
},
{
"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 impac... |
2026-09-02 00:10:52.800 | 2026-09-02 00:11:05.500 | 10 | {
"RSRP": [
-102.68317040606264,
-102.9098347628257,
-102.55356597448926,
-102.79946014163133,
-103.30958774119114,
-103.16634373058788,
-103.08407461874414,
-102.92885300839062,
-102.91899644963274,
-102.86843157571373,
-102.99690394099558,
-102.84919742186923,
-10... | RSRP improved noticeably during the window, climbing by about 15 dB to a peak of −88 dB late in the trace. Over the entire period RSRP ranged from −103.4 dB to −88.0 dB. The mean RSRP was −101.7 dB.
Uplink modulation (UL_MCS) rose substantially to a maximum of 27, with values spanning 12.0 to 27.0; the average UL_MCS ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 120
},
"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": -101.73938998811636,
"variance": 11.253910339189098,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017495348089951817,
"variance": 0.0000012242787064127254,
"trend": 0,
"periodicity": 42
},
"DL_MCS": {
"mean": 2.2734375,
"variance": 1.302... | {
"zone": "A",
"application": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
... |
2026-09-02 00:07:08.800 | 2026-09-02 00:07:21.500 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | The radio link is stable with RSRP tightly clustered between -88.0 dB and -87.0 dB; the average RSRP is -87.8 dB. Uplink MCS is fixed at 27.0 while downlink MCS stays constant at 7.0. Downlink BLER varies from 0.00036 to 0.0042 with a mean of 0.0014; uplink BLER is higher, ranging from 0.026 to 0.13 with a mean of 0.06... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes... | {
"RSRP": {
"mean": -87.7578125,
"variance": 0.18497785433070865,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001449536202635001,
"variance": 6.091449368943813e-7,
"trend": 0,
"periodicity": 3
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"pe... | {
"zone": "A",
"application": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
... |
2026-09-02 00:03:05.600 | 2026-09-02 00:03:18.300 | 10 | {
"RSRP": [
-91.78887858921735,
-91.8985086729649,
-91.82972263419725,
-91.82030505304564,
-91.8742853022298,
-91.82839092158873,
-91.8603968742429,
-91.92383929352694,
-91.80964051970257,
-91.88774448402098,
-91.82515783026247,
-91.92293359020381,
-91.9480104863412... | RSRP was stable in a moderately good range, spanning -93.1 dB to -88.0 dB with an average of -90.0 dB. Uplink channel quality indicators showed UL_MCS tightly clustered between 26.0 and 27.0 with a mean of 26.8, while DL_MCS remained constant at 7.0. UL_SNR varied from 17.2 dB to 22.3 dB and averaged 20.5 dB.
Error me... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 53
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -89.96479063029324,
"variance": 5.419515744077474,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012942785169785605,
"variance": 0.000001875997112580205,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was engaged in Twitch streaming."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was jamming detected, or was ... |
2026-09-02 00:01:26.400 | 2026-09-02 00:01:39.100 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-87.65,
-87,
-87,
-87,
-8... | RSRP stayed very stable with values between -88.0 dB and -87.0 dB. The average RSRP was -87.9 dB. Uplink modulation (UL_MCS) was fixed at 27.0 and downlink modulation (DL_MCS) was fixed at 7.0. DL_BLER remained negligible, ranging from 0 to 1.5e-05 with a mean of 1.3e-06. In contrast UL_BLER was variable: it spanned 0.... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 25,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",... | {
"RSRP": {
"mean": -87.85865675403225,
"variance": 0.11902201082753974,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0000012701788243831297,
"variance": 1.7295342295467258e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tre... | {
"zone": "A",
"application": "Twitch",
"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 watching a Twitch stream."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the enviro... |
2026-09-02 00:12:32.000 | 2026-09-02 00:12:44.700 | 10 | {
"RSRP": [
-90.42736641811244,
-90.86815541484708,
-91.48732274333396,
-91.42319484608186,
-91.18379610239845,
-91.49076707367516,
-91.60679129282744,
-91.72578308206622,
-90.7367457185524,
-89.93505999213886,
-89.7889683944344,
-89.44281534766036,
-88.574709201970... | Downlink signal strength remained moderate with RSRP ranging from -93.8 dB to -83.3 dB; the average RSRP was -88.4 dB. Uplink link quality was strong: UL_SNR varied between 14.2 dB and 24.8 dB, with a mean of 21.3 dB. Modulation choices were stable—UL_MCS fixed at 27.0 and DL_MCS fixed at 7.0. Downlink radio reliabilit... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 79,
"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": -88.4477205174382,
"variance": 8.84926518028338,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0005866910900023999,
"variance": 5.661841202936326e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "A",
"application": "Twitch",
"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 Twitch session."
},
{
"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 use... |
2026-09-02 00:01:58.400 | 2026-09-02 00:02:11.100 | 10 | {
"RSRP": [
-92.82309452528392,
-93.02315273842588,
-92.94968822497353,
-92.83369379041432,
-92.94789694411844,
-92.97265524631725,
-92.94363391937873,
-92.81453810617376,
-92.39888210554481,
-91.86526623154148,
-91.9156134919288,
-91.86611998172386,
-91.85208110544... | The radio link shows consistently good downlink signal strength with RSRP ranging from -93.1 dB to -91.8 dB and an average of -92.6 dB. Uplink modulation is high: UL MCS varied between 23.0 and 27.0 with a mean of 26.4, while DL MCS remained fixed at 7.0. Downlink BLER was zero throughout; uplink BLER exhibited intermi... | {
"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": -92.62316705876195,
"variance": 0.20616827595961892,
"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": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "Twitch content was being streamed."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Did the user ... |
2026-09-02 00:07:21.600 | 2026-09-02 00:07:34.300 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | Radio conditions were stable and good: RSRP varied between -88.0 dB and -87.0 dB, with a mean of -87.9 dB. Uplink SNR ranged from 18.7 dB to 25.6 dB, with a mean of 21.1 dB. Uplink modulation was high (UL_MCS between 25.0 and 27.0, mean 26.8), while downlink MCS was constant at 7.0.
Error performance showed very low d... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 27
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes"... | {
"RSRP": {
"mean": -87.9296875,
"variance": 0.06588336614173228,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003834974122008041,
"variance": 7.42007188873035e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"... | {
"zone": "A",
"application": "Twitch",
"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 Twitch session."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Choose the condition: jammi... |
2026-09-02 00:06:20.800 | 2026-09-02 00:06:33.500 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | The radio conditions were stable with RSRP hovering in a narrow band from -88.0 dB to -87.0 dB; the average RSRP was -87.8 dB. Uplink SNR ranged between 17.9 dB and 25.9 dB, with a mean of 21.0 dB.
Uplink MCS showed a notable step change: it fell to a low of 14.0 and later rose to a peak of 27.0; overall UL_MCS ranged... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 53,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",... | {
"RSRP": {
"mean": -87.83570312500001,
"variance": 0.1381554072342519,
"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": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "Twitch was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Choose the condition: jamming present or not?",
... |
2026-09-02 00:01:23.200 | 2026-09-02 00:01:35.900 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
-88,
... | The air-interface showed consistently strong downlink reference signal levels, with RSRP ranging between -88.0 dB and -87.0 dB and an average of -87.9 dB. Uplink radio quality was stable: UL_SNR ranged from 20.0 dB to 22.4 dB with a mean of 21.7 dB. Modulation and coding on the uplink was high (UL_MCS between 26.0 and ... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 57,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",... | {
"RSRP": {
"mean": -87.85865675403225,
"variance": 0.11902201082753973,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0000222639253753867,
"variance": 2.5273795329923873e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "Twitch traffic was observed during this window."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "What is the condition... |
2026-09-02 00:04:35.200 | 2026-09-02 00:04:47.900 | 10 | {
"RSRP": [
-107.41678816244188,
-107.8885973095231,
-107.51056248304153,
-107.34241270967708,
-107.59915186934128,
-107.89835098531351,
-107.29646256963507,
-107.31556828011325,
-108.04135035415923,
-108.10815053347443,
-107.98930428507778,
-107.43624131454426,
-10... | RSRP improved markedly during the window, rising by 21.02 dB to a peak of −87.00 dB. Across the trace RSRP ranged from −108.3 dB to −87.0 dB. The average RSRP was −92.1 dB.
Uplink modulation and radio conditions showed notable gains: UL_MCS increased by 14 to a maximum of 27, with values spanning 13.0 to 27.0 and a me... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 27
},
"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": -92.14570734168224,
"variance": 66.43983461705095,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003918993387947026,
"variance": 7.321302382192428e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 5.46875,
"variance": 8.4399606299... | {
"zone": "A",
"application": "Twitch",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "Twitch streaming was the activity."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the environment j... |
2026-01-28 00:00:03.200 | 2026-01-28 00:00:15.900 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-99.88262466275526,
-100.00988089280669,
-99.82899989090325,
-99.3228208259941,
-99.60437423679181,
-99.89011664570711,
-99.58698859461232,
-99.80002752990184,
-99.6937242... | RSRP weakened during the window, falling by about 13.0 dB to a minimum near -100 dB. RSRP ranged between -100.2 dB and -87.0 dB. The average RSRP was -98.6 dB. Uplink MCS stayed fixed at 9.0 and downlink MCS at 7.0; both uplink and downlink BLER remained at 0.0%. Uplink SNR varied from 6.5 dB up to 22.0 dB, with a mean... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 11,
"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": -98.60623014077234,
"variance": 12.798671459073269,
"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": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "What is t... |
2026-01-28 00:10:27.200 | 2026-01-28 00:10:39.900 | 10 | {
"RSRP": [
-87.6686427224178,
-88.94023210168557,
-89.70320005054216,
-89.86886067442991,
-89.47166990582268,
-89.86504397502492,
-89.84989436255206,
-90.11092840767586,
-89.76971615936213,
-90.16754920083937,
-89.44979974762305,
-90.04117110020299,
-89.73197289869... | The radio link remains relatively stable with RSRP spanning -92.5 dB to -87.7 dB and averaging -89.6 dB. Uplink radio conditions show UL_SNR between 10.6 dB and 21.5 dB with a mean of 17.8 dB. Uplink MCS degraded sharply early in the trace, falling by 6 points to a minimum of 9 (overall UL_MCS range 9.0–17.0, mean 10.0... | {
"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": -89.63270113200585,
"variance": 0.921291775705772,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00146443423306715,
"variance": 6.78983910777013e-7,
"trend": 0,
"periodicity": 2
},
"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": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q": "Did the netw... |
2026-01-28 00:14:36.800 | 2026-01-28 00:14:49.500 | 10 | {
"RSRP": [
-101.38696252339818,
-101.66213499386954,
-101.52162226827615,
-101.2081606429913,
-102.01220143078112,
-101.77925803369598,
-101.24058972709969,
-101.94904529233064,
-101.24288599276665,
-101.4650058703688,
-102.09028714080655,
-101.40443989258837,
-101... | Radio conditions are consistently poor: RSRP varies between -102.6 dB and -101.0 dB with a mean of -101.6 dB. Uplink link quality shows moderate variability: UL_SNR ranges from 0.96 dB to 11 dB and averages 7.6 dB. Uplink modulation and resource use are constrained — UL_MCS spans 9.0 to 10.6 with a mean of 9.0, UL_NPRB... | {
"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": -101.55575397287322,
"variance": 0.08559225673789633,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0001303616748441085,
"variance": 6.527478134129936e-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": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Select the jamming state: ... |
2026-01-28 00:02:43.200 | 2026-01-28 00:02:55.900 | 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 capture the downlink reference signal power weakened, dropping by 13.25 dB to a minimum of -100.25 dBm; overall RSRP spanned -100.3 dBm to -87.0 dBm. The average RSRP was -94.7 dBm. Uplink MCS stayed fixed at 9.0 and downlink MCS at 7.0. Downlink BLER remained extremely low, ranging from 0 to 5e-05 with a mean... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 51,
"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": -94.70867095144771,
"variance": 39.69260528762281,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000017764762033236644,
"variance": 1.456474107313436e-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": "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 00:07:02.400 | 2026-01-28 00:07:15.100 | 10 | {
"RSRP": [
-92.69755563837975,
-92.81873033624488,
-92.73235489616437,
-92.77484399090284,
-92.60800381693248,
-92.72683081601,
-92.70382737939563,
-92.684200815847,
-92.8494085243402,
-92.75867327768958,
-92.71025409614252,
-92.7702477855194,
-92.51082675428523,
... | The cell exhibited very stable downlink signal strength, with RSRP ranging between -92.9 dB and -92.5 dB. The average RSRP was -92.7 dB. Uplink and downlink modulation remained fixed: UL MCS = 9.0 and DL MCS = 7.0. Both downlink and uplink BLER were negligible; DL BLER varied from 0 to 0.0039 with a mean of 0.0012, and... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 11,
"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": -92.7025991912474,
"variance": 0.007474195576197786,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0.0012395098714537676,
"variance": 7.219773977346444e-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": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Was this sample impacted by jamming?"... |
2026-01-28 00:13:29.600 | 2026-01-28 00:13:42.300 | 10 | {
"RSRP": [
-83.75751738140836,
-92.49922598583936,
-98.05418224773071,
-86.358476120006,
-84.16329668957452,
-95.0966911395979,
-94.19202317039341,
-82.950628690097,
-89.08163726664606,
-97.26175633350758,
-87.76089007857581,
-83.16173024659992,
-94.35903103276819,... | The link shows generally poor downlink signal strength with frequent abrupt changes: RSRP varied between -98.1 dB and -82.4 dB, with a mean of -90.0 dB, and exhibited at least 19 notable jumps/drops (the largest change raised RSRP to -82.4 dB). Uplink RF quality was relatively strong: UL_SNR ranged from 11.4 dB to 25.3... | {
"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": -89.99684078955343,
"variance": 25.550683692548027,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.00027939218749997035,
"variance": 4.907018419044807e-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": "What was the user's activity, YouTube, Twitch, or File download?",
"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."
},
{
"q": "Did the user experience jammi... |
2026-01-28 00:14:43.200 | 2026-01-28 00:14:55.900 | 10 | {
"RSRP": [
-101.5744048694002,
-102.24699893128195,
-102.49431508643019,
-102.44115832643365,
-102.61851469422692,
-101.49631681548824,
-101.5280026950363,
-101.95621056041689,
-101.55684580004687,
-101.40846733893548,
-101.35924097024653,
-101.58563454889341,
-101... | RSRP was very stable and low, ranging from -102.6 dB to -101.0 dB with a mean of -101.6 dB. Uplink MCS remained fixed at 9.0 while downlink MCS stayed at 7.0. Downlink BLER was negligible, spanning 0 to 8.7e-05 with a mean of 3.8e-05; uplink BLER was continuously 0.0. Uplink SNR varied between 0.96 dB and 11 dB, averag... | {
"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": -101.55755858285188,
"variance": 0.07289187274877601,
"trend": 0,
"periodicity": 18
},
"DL_BLER": {
"mean": 0.00003816146907435674,
"variance": 8.358493532703816e-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 user experie... |
2026-01-28 00:15:34.400 | 2026-01-28 00:15:47.100 | 10 | {
"RSRP": [
-88,
-88,
-88,
-88,
-88,
-87.44,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-105.37237256207872,
-105.26168198241297,
-105.11863656040984,
-105.39387134787924,
-105.3076718885023,
-105.5386073262416,
-105.52... | Over the interval, RSRP weakened notably, falling by 19.02 dB to a minimum observed level of −106.02 dBm. Overall RSRP values spanned −109.1 dBm to −87.0 dBm. The average RSRP was −103.2 dBm.
Uplink modulation and coding showed degradation: UL MCS declined by 8 steps to a low of 1, with values ranging from 1.0 to 9.0 ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 55,
"end": 92
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -103.19433316772114,
"variance": 37.92855885617711,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001381609254524753,
"variance": 0.0000010562848249931116,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0.875,
"variance": 5.4015748... | {
"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 test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Was jamming detected, or was the... |
2026-01-28 00:06:52.800 | 2026-01-28 00:07:05.500 | 10 | {
"RSRP": [
-92.77079173019506,
-92.88729162479916,
-92.67114451236252,
-92.64596509228627,
-92.83819074725464,
-92.6797739058211,
-92.41237143079692,
-92.69297502681384,
-92.65182121844916,
-92.67195720231815,
-92.65052889319084,
-92.61068227759172,
-92.63460898038... | Cellular coverage was stable and strong, with RSRP averaging −92.8 dB and ranging between −93.8 dB and −92.4 dB. Uplink radio conditions were good: UL_SNR averaged 19.5 dB and varied from 13.0 dB to 22.2 dB, while UL_MCS stayed around 9 (range 9.0–9.9). Downlink MCS was fixed at 7.0.
Block error rates were negligible ... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 107,
"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": -92.76941575371602,
"variance": 0.06773580120923632,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00016845404184494682,
"variance": 2.2529885334513393e-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": "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 00:09:36.000 | 2026-01-28 00:09:48.700 | 10 | {
"RSRP": [
-95.38529640539211,
-95.14175268615402,
-95.02140771238523,
-96.12319851290259,
-96.00711240357816,
-96.16931867856378,
-96.12817412118149,
-96.36340227864353,
-94.79269060741248,
-95.19401320382786,
-95.33533029973482,
-95.96574858388654,
-94.6414633406... | Observed radio conditions indicate a relatively stable but modest downlink signal with RSRP ranging from -98.5 dB to -91.7 dB. The average RSRP is -95.1 dB. Uplink modulation shows little variation: UL_MCS ranged between 9.0 and 9.6 with a mean of 9.0, while DL_MCS was fixed at 7.0. Link quality metrics are low but acc... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 14
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -95.05370305224503,
"variance": 3.1229526014514395,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017270946466103043,
"variance": 0.0000010496652203531483,
"trend": 0,
"periodicity": 7
},
"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": "Was this activity in Zone A, B, or C?",
"a": "Zone A was the location of the user."
},
{
"q": "What is t... |
2026-01-28 00:07:18.400 | 2026-01-28 00:07:31.100 | 10 | {
"RSRP": [
-92.81735212462056,
-92.66941693346612,
-92.81436014155236,
-92.70958992732714,
-92.78173455329473,
-92.74305162678829,
-92.68256815426514,
-92.70057669866318,
-92.79497816690392,
-92.61900865936514,
-92.69216838639336,
-92.365735608292,
-92.764835973309... | RSRP remained stable in a narrow, low range with values between -94.9 dB and -92.4 dB; the average RSRP was -93.1 dB. Uplink modulation (UL_MCS) rose sharply early in the trace, peaking at 17 and spanning from 9.0 to 17.0; its mean was 10.1. Downlink MCS was flat at 7.0 throughout. Downlink BLER stayed very low, rangin... | {
"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": -93.11547981130467,
"variance": 0.5989584001338993,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00376461038699264,
"variance": 0.00000338016688465225,
"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": "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": "What is the condition: jamming or normal operat... |
2026-01-28 00:15:18.400 | 2026-01-28 00:15:31.100 | 10 | {
"RSRP": [
-101.62407139991325,
-101.66877896508987,
-101.688761140623,
-101.83324457299551,
-101.4866807576888,
-101.4980113880778,
-102.14488168121737,
-101.39451965899278,
-101.62548506409063,
-101.46019727956373,
-101.45860289321195,
-101.59761904829506,
-101.8... | RSRP improved abruptly, climbing by 14.86 dB to a peak of -87.00 dB around the mid-window. Over the series RSRP ranged between -102.1 dB and -87.0 dB. The average RSRP was -100.6 dB. UL SNR also experienced a sharp uplift of 14.93 dB to a maximum of 22.70 dB during the same interval; across the trace UL SNR spanned fro... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 119
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -100.63798154253439,
"variance": 12.532500168341214,
"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": "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 00:07:28.000 | 2026-01-28 00:07:40.700 | 10 | {
"RSRP": [
-92.6809882044455,
-92.64490524621831,
-92.66147604635424,
-92.70076959933697,
-92.73880333855286,
-92.72848225591746,
-92.51370845412664,
-92.66054274772726,
-92.72541640179196,
-92.84323982377742,
-92.57503403090868,
-92.64631034774816,
-92.82401057783... | The radio link is stable with RSRP tightly clustered between -93.8 dB and -92.5 dB; the average RSRP is -92.8 dB. Uplink modulation shows modest, slightly varying capability: UL_MCS ranges from 9.0 to 9.5 with a mean of 9.0, while DL_MCS is fixed at 7.0. BLERs are low—DL_BLER spans 0.0012 to 0.012 (mean 0.0039) and UL_... | {
"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": -92.81704942947822,
"variance": 0.11144419814113296,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0038841383318469033,
"variance": 0.000004445391775449109,
"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": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "What is the condition: jamming or normal operat... |
2026-01-28 00:13:42.400 | 2026-01-28 00:13:55.100 | 10 | {
"RSRP": [
-84.37799069303333,
-85.74956118699345,
-96.44073074856907,
-90.2741591387283,
-82.18156051838967,
-91.20700577510742,
-96.23998545995474,
-86.36917151452194,
-85.2084611352772,
-95.80091328788346,
-92.15911657448511,
-83.47025864880322,
-89.866214381396... | RSRP showed frequent volatility with at least 20 noticeable jumps and drops; the largest decline reached -97.1 dB (a drop of 14.3 dB around the 111–120s window). Overall RSRP ranged between -97.8 dB and -82.2 dB. The average RSRP was -89.9 dB.
Uplink and downlink modulation coding schemes were stable: UL_MCS stayed at... | {
"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": -89.85698036026352,
"variance": 25.9060187870832,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.00002612812500000001,
"variance": 3.428478641732284e-10,
"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": "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": "Identify the scena... |
2026-01-28 00:11:15.200 | 2026-01-28 00:11:27.900 | 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 is stable with RSRP holding steady at −87.0 dB while uplink and downlink MCS are fixed at 9 and 7 respectively. Uplink SNR varied between 15.9 dB and 24.1 dB, with a mean of 21.5 dB. DL BLER remained extremely low, ranging from 0 to 1.6e‑05 with a mean of 2.7e‑06; UL BLER stayed at 0.0. Uplink resource u... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"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": 0.000002683599394776837,
"variance": 3.698333761781475e-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": "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 00:10:01.600 | 2026-01-28 00:10:14.300 | 10 | {
"RSRP": [
-101.0374484457454,
-101.58321801244882,
-100.0686599149981,
-102.27176271145944,
-101.71595773892513,
-101.24812172966844,
-102.19115247206868,
-100.48504762888317,
-102.49754025917136,
-102.61815443734872,
-102.81082289451568,
-101.848966263262,
-101.1... | RSRP improved notably early in the trace, rising by 15.81 dB to a peak of -87.00 dB between t=10 and t=35. Across the session RSRP ranged from -102.8 dB to -87.0 dB. The average RSRP was -88.8 dB.
Radio link control and scheduling were stable: UL MCS stayed fixed at 9.0 and DL MCS at 7.0. DL BLER varied between 0 and ... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 57,
"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": -88.84661865854211,
"variance": 24.131770231653704,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010511001910272631,
"variance": 0.0000016628280782358502,
"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": "Was the environment jammed or interference-free?",
... |
2026-01-28 00:14:30.400 | 2026-01-28 00:14:43.100 | 10 | {
"RSRP": [
-101.50337781351723,
-101.51104660836282,
-101.83170394846917,
-101.42754269036008,
-102.59610279796802,
-102.76095160845911,
-102.68315123085632,
-102.59937981800267,
-102.34507111786189,
-102.25343833440832,
-102.37971810860085,
-102.5237730563148,
-10... | The cell experienced relatively low and stable downlink signal strength: RSRP ranged from -103.6 dB to -101.0 dB. The average RSRP was -101.8 dB. Uplink modulation (UL_MCS) rose sharply early in the trace, reaching 18.0 and otherwise ranged between 9.0 and 18.0; its mean was 9.9. Downlink MCS remained flat at 7.0. DL 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": -101.80673567092467,
"variance": 0.348663414047523,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000434024584246728,
"variance": 1.9211892708906697e-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": "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": "Was the environment jammed or interference-free?"... |
2026-01-28 00:11:18.400 | 2026-01-28 00:11:31.100 | 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 stayed very stable, ranging between -88.0 dB and -87.0 dB with a mean of -87.1 dB, indicating a consistently weak but steady downlink signal. Uplink channel quality (UL_SNR) varied from 14.7 dB to 24.0 dB with an average of 21.1 dB. UL_MCS increased sharply around t=102–117, peaking at 16.78; overall UL_MCS ranged... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"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": -87.14187247983871,
"variance": 0.1191321541022618,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00024439028526441895,
"variance": 3.07214797386102e-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": "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 00:00:32.000 | 2026-01-28 00:00:44.700 | 10 | {
"RSRP": [
-99.42281054346091,
-100.11943153571966,
-99.91244578671684,
-99.5077251171336,
-99.92280680284577,
-99.39384878648238,
-99.69696892421229,
-99.86229016591616,
-99.79212116446311,
-99.63491098683033,
-99.7099538437291,
-99.79895469712166,
-99.55723087469... | Radio conditions were stable but weak: RSRP varied between -100.4 dB and -99.2 dB, with a mean of -99.7 dB. Uplink link quality showed UL_SNR between 5.6 dB and 14.7 dB, mean 12.3 dB. Modulation and coding on the uplink fluctuated (UL_MCS 9.0–12.2, mean 9.1), while downlink MCS was fixed at 7.0. Error rates were neglig... | {
"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": -99.71346746982948,
"variance": 0.03951238148687527,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.000026104573187941334,
"variance": 4.329556438177689e-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": "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": "Was the user affected by jamming ... |
2026-01-28 00:09:26.400 | 2026-01-28 00:09:39.100 | 10 | {
"RSRP": [
-91.79658296168867,
-91.26654581118794,
-91.76330949524446,
-92.34959640630072,
-93.1244991010295,
-93.93860907564763,
-94.4908015348801,
-94.82902995144512,
-93.4723095704161,
-93.8456326941901,
-94.30182895276438,
-94.60707801067493,
-94.06146782118014... | Overall the radio link shows moderately weak but stable downlink signal strength with RSRP ranging between -97.2 dB and -91.3 dB. The average RSRP is -94.0 dB. Uplink radio quality is relatively good: UL_SNR spans 9.1 dB to 19.8 dB with a mean of 16.5 dB.
Modulation and coding on the uplink degraded early in the trace... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 110
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -94.03307349951204,
"variance": 1.5595629307156431,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0016337997908004599,
"variance": 6.76268920135339e-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": "What application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the user affected by jamming ... |
2026-01-28 00:10:52.800 | 2026-01-28 00:11:05.500 | 10 | {
"RSRP": [
-93.93848638831993,
-94.10300547294732,
-94.30805305523181,
-93.57544219951426,
-94.04348616898146,
-93.98263144322318,
-93.9271777211589,
-94.0220725479502,
-93.8072402453837,
-94.43048545576782,
-94.72220061111894,
-93.17037627657574,
-94.5875511562814... | The cell experienced a notable uplink and signal dynamics during the capture. RSRP improved sharply, rising by 9.20 dB to a peak of -87.00 dB; across the trace RSRP ranged from -98.0 dB to -87.0 dB. The average RSRP was -92.8 dB. Uplink SNR also surged, increasing by 18.87 dB to a maximum of 20.26 dB; UL_SNR spanned 1.... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 90
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -92.8095636371949,
"variance": 14.665655590075223,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0025306309848957893,
"variance": 0.000004401263255626246,
"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": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone A."
},
{
"q"... |
2026-01-28 00:10:40.000 | 2026-01-28 00:10:52.700 | 10 | {
"RSRP": [
-90.90038894975005,
-91.08798600649025,
-91.22550875420143,
-91.31747764044749,
-90.85632015253843,
-91.363035931516,
-90.95477110049991,
-90.99174003361586,
-91.1125064971113,
-90.78713296737149,
-90.63064328194677,
-91.23841843417264,
-91.5558669183981... | The radio link exhibits consistently moderate RSRP around -92.3 dB, with observed values ranging from -94.1 dB to -90.6 dB. Uplink SNR is generally healthy: the mean is 14.3 dB with measurements between 8.4 dB and 18.3 dB. Uplink modulation is stable at a low-to-mid level—UL_MCS averages 9.0 with values between 9.0 and... | {
"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": -92.30728033798982,
"variance": 0.7374291600897406,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002156526236329918,
"variance": 0.0000019323205228439,
"trend": 0,
"periodicity": 11
},
"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": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone A."
},
{
"q": "Select the jamming ... |
2026-01-28 00:06:01.600 | 2026-01-28 00:06:14.300 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-102.47400602107885,
-102.46994030511836,
-102.28327867416169,
-102.14654418327348,
-102.28241642094906,
-102.2166330899974,
-102.5887... | RSRP showed notable variability over the trace, falling to a minimum of -102.9 dB and reaching a maximum of -87.0 dB. The average RSRP was -94.1 dB, indicating generally weak to moderate downlink signal strength with a clear improvement later in the session.
Uplink modulation (UL_MCS) ranged from 0 to 9 with a mean of... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 16,
"end": 74
},
"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": -94.0940438721074,
"variance": 59.34202908074305,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0005653428707167992,
"variance": 5.991402759742677e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 3.7734375,
"variance": 12.27109990... | {
"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 deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was the user affected by jam... |
2026-01-28 00:13:36.000 | 2026-01-28 00:13:48.700 | 10 | {
"RSRP": [
-83.64114890470009,
-88.42368954411911,
-97.11439653931126,
-88.57590702007742,
-82.9366742405495,
-94.0656952158052,
-94.55473609936466,
-84.61881903420553,
-86.97114498640994,
-96.28236885823102,
-90.52476656343312,
-83.04096483098591,
-92.665664301147... | RSRP showed multiple abrupt fluctuations, including at least 19 notable jumps and drops; the lowest recorded value was -97.2 dB and the highest was -82.2 dB. The RSRP average over the trace was -89.9 dB. Uplink MCS remained steady at 8.0 and downlink MCS stayed constant at 6.0. Downlink BLER varied between 2e-05 and 0.... | {
"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": -89.87495930886736,
"variance": 25.513822574218537,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.00009710468749998829,
"variance": 5.174405489662889e-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": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "The user was streaming YouTube."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Identify the scenario: jammi... |
2026-01-28 00:13:32.800 | 2026-01-28 00:13:45.500 | 10 | {
"RSRP": [
-82.9936314443104,
-89.6049792560877,
-97.0750300139906,
-87.40360115787226,
-84.04040794489892,
-94.28029931178841,
-94.42045859313743,
-83.73348221604179,
-88.13847055983273,
-97.09628394515785,
-89.36584803975943,
-83.39786345813529,
-93.0893408208148... | RSRP showed frequent volatility with at least 18 notable steps; the signal varied between -97.2 dB and -82.2 dB. The average RSRP over the trace was -89.9 dB. Uplink and downlink modulation were steady: UL MCS held at 8.0 and DL MCS at 6.0. Downlink BLER ranged from 4e-05 to 0.00054 with a mean of 0.00019. Uplink BLER ... | {
"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": -89.9076940032129,
"variance": 25.13560365286273,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.00019126484374997423,
"variance": 2.0524119305480918e-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": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was streaming YouTube."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
... |
2026-01-28 00:15:15.200 | 2026-01-28 00:15:27.900 | 10 | {
"RSRP": [
-101.79466180285591,
-101.70847510691317,
-101.46953537513939,
-101.49954255910512,
-101.45703982356721,
-101.52205369987595,
-101.54762294270994,
-101.60928996353813,
-101.11714116999462,
-101.77654926259174,
-101.6720997743078,
-101.22948751900277,
-10... | RSRP stayed tightly clustered in the low coverage regime, ranging from -102.1 dB to -101.1 dB. The average RSRP was -101.5 dB. Uplink and downlink MCS were fixed at 9 and 7 respectively, with both UL and DL BLER consistently 0%. UL NPRBs varied between 7.0 and 11.2 with a mean of 7.4. UL SNR moved between 1.4 dB and 11... | {
"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": -101.52674373006613,
"variance": 0.037902965284448094,
"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 application was active, YouTube, Twitch, or File download?",
"a": "YouTube was the primary application used."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Choose the condition: jamming pre... |
2026-01-28 00:15:21.600 | 2026-01-28 00:15:34.300 | 10 | {
"RSRP": [
-101.45647471405671,
-101.58924922675051,
-101.73428799454312,
-101.12712718905027,
-101.78375853824474,
-101.526573218456,
-101.43896443028369,
-101.26273923500916,
-101.57065892041729,
-101.50722941567338,
-101.53550964411838,
-101.40703322227355,
-101... | The radio link showed a transient improvement in downlink reference signal power and uplink link quality. RSRP rose sharply by 14.86 dB to a peak of -87.00 dBm during the interval, with observed values ranging between -101.9 dBm and -87.0 dBm. The average RSRP over the trace was -97.3 dBm. Uplink SNR also increased abr... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 87
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -97.25026074056856,
"variance": 41.189962410054946,
"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": "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 this sample impacted by jamm... |
2026-01-28 00:14:24.000 | 2026-01-28 00:14:36.700 | 10 | {
"RSRP": [
-101.60537022896575,
-101.29006175826491,
-101.51014746473663,
-101.58629043434924,
-101.65036529352913,
-101.31172704970774,
-101.81944197811188,
-101.46163015457861,
-101.55365075168898,
-101.60097799425974,
-101.27287168292668,
-101.67290085131066,
-1... | The cell shows persistently weak downlink signal strength with RSRP ranging from -103.6 dB to -100.9 dB and an average of -101.8 dB. Uplink modulation (UL_MCS) experienced a transient rise from baseline to a peak of 18.0, with values spanning 9.0 to 18.0 and a mean of 9.9; downlink modulation (DL_MCS) remained fixed at... | {
"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": -101.80714053908603,
"variance": 0.33991017518246186,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00033391737268960664,
"variance": 2.4801849162675467e-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": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was the environment jammed or interfere... |
2026-01-28 00:07:08.800 | 2026-01-28 00:07:21.500 | 10 | {
"RSRP": [
-92.74426707776796,
-92.7322389411468,
-92.75722661279669,
-92.7283537519274,
-92.77102894271934,
-92.64523163349148,
-92.62901857726008,
-92.78185727386942,
-92.60201529027444,
-92.7614530280724,
-92.62136040569344,
-92.772752882552,
-92.77190971816526,... | Overall, the radio link is steady but lightly loaded with occasional bursts of uplink activity. RSRP is stable around -92.7 dB, ranging from -92.9 dB to -92.4 dB; the average RSRP is -92.7 dB. Uplink radio conditions show UL_SNR between 13.5 dB and 22.1 dB with a mean of 19.6 dB. UL_MCS varied between 9.0 and 13.1 with... | {
"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": -92.695086387638,
"variance": 0.007168880092247701,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.001721662839147299,
"variance": 0.0000010712667117397457,
"trend": 0,
"periodicity": 2
},
"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": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Did t... |
2026-01-28 00:10:56.000 | 2026-01-28 00:11:08.700 | 10 | {
"RSRP": [
-94.51346069384302,
-94.4683651497626,
-94.69063981878513,
-94.87276832346656,
-94.33326428406666,
-94.63404433064284,
-94.45447821810417,
-94.39464093863178,
-94.47662529123227,
-94.66968082897044,
-94.83071656810014,
-94.43655094709617,
-95.11763342953... | RSRP improved notably mid-trace, rising by 9.2 dB to a peak of -87.0 dB; overall RSRP ranged from -98.0 dB to -87.0 dB. The mean RSRP was -91.0 dB. Uplink radio conditions showed bursts: UL_SNR climbed by 18.87 dB to a maximum of 20.26 dB, with UL_SNR spanning 1.4 dB to 23.2 dB and averaging 14.5 dB. UL_MCS experienced... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 58
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -91.0067825046148,
"variance": 19.34705059555096,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017090206290433425,
"variance": 0.0000042692970032851835,
"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": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Was t... |
2026-01-28 00:00:25.600 | 2026-01-28 00:00:38.300 | 10 | {
"RSRP": [
-99.2319438374651,
-99.77902736472619,
-99.95423593063224,
-100.05392427849547,
-99.5492805617711,
-99.97533275106994,
-99.66175120938834,
-99.93931990542951,
-99.92092643730787,
-99.90867673542482,
-99.6566618577655,
-99.65023452711321,
-99.869951494405... | Cell radio conditions are stable with RSRP tightly clustered between -100.2 dB and -99.2 dB; the average RSRP is -99.7 dB. Uplink SNR varies from 5.6 dB to 14.2 dB, with a mean of 12.3 dB, indicating generally acceptable uplink link quality but occasional lower-SNR samples. Modulation and coding are static: UL MCS stay... | {
"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": -99.7239379826356,
"variance": 0.03495903323680176,
"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 traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Choose... |
2026-01-28 00:13:48.800 | 2026-01-28 00:14:01.500 | 10 | {
"RSRP": [
-86.20803057446929,
-84.86128964813813,
-95.68178654829721,
-93.2298551584512,
-83.57817178131349,
-89.62021534264188,
-96.5618636113283,
-87.84669382031488,
-83.85805319835151,
-94.23842547487095,
-94.24044420001468,
-84.16662758903074,
-87.819791951425... | The radio link shows moderate but frequent RSRP fluctuations with at least 23 notable jumps and drops; RSRP values span from -97.8 dB to -82.3 dB. The average RSRP is -89.9 dB. Uplink SNR fell sharply early in the trace (an 11.29 dB drop to a low of 12.78 dB within the first few seconds). UL_SNR overall ranges between ... | {
"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": -89.86424739702758,
"variance": 25.475162299336304,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.000005789062500000001,
"variance": 4.3553580216535456e-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": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "YouTube was the service being used."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Did the user experience ja... |
2026-01-28 00:09:16.800 | 2026-01-28 00:09:29.500 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-90.9598406677203,
-90.85746294724159,
-91.00555760301125,
-90.94957880507482,
-90.94748154484908,
-90.88532769804378,
-90.87192253500461,
-90.82097... | The radio link exhibits moderate, stable downlink signal strength with RSRP ranging from -95.0 dB to -87.0 dB and an average of -91.2 dB. Uplink signal quality (UL_SNR) is relatively strong, spanning 12.9 dB to 23.2 dB with a mean of 18.5 dB. Uplink scheduling and modulation show intermittent uplifts: UL_MCS varied bet... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 14,
"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": -91.22086441868477,
"variance": 3.7591101215869798,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0006839650419100925,
"variance": 9.178692043886113e-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": "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 this sample impacted by jamming?",
... |
2026-01-28 00:14:11.200 | 2026-01-28 00:14:23.900 | 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,
... | Radio conditions weakened during the trace: 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 was -89.5 dBm. Uplink SNR also experienced a sharp drop of 18.43 dB to a low of 4.96 dB; UL_SNR ranged from 5.0 dB to 23.5 dB and averaged 19.2 dB.
Link-layer modula... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 106,
"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": -89.51175529850703,
"variance": 30.64569842215627,
"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 type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "YouTube streaming was the activity."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Did the netwo... |
2026-01-28 00:00:06.400 | 2026-01-28 00:00:19.100 | 10 | {
"RSRP": [
-99.64898684826598,
-99.48459308411773,
-99.94565295935863,
-99.4213226451524,
-100.0200756935741,
-99.614136976694,
-99.67820001163459,
-99.88065023076993,
-99.7047358994616,
-99.60622995058654,
-99.42294252660437,
-99.52040845113149,
-99.37718625111815... | The radio conditions were stable with RSRP tightly clustered between -100.2 dB and -99.3 dB; the average RSRP was -99.7 dB. Uplink SNR varied more, ranging from 6.5 dB to 14.8 dB, with a mean of 12.3 dB. Uplink and downlink MCS values were constant at 9.0 and 7.0 respectively, and both UL_BLER and DL_BLER stayed at 0.0... | {
"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": -99.70041049219813,
"variance": 0.03720510211659359,
"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": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
"q": "Was this sample impac... |
2026-01-28 00:09:10.400 | 2026-01-28 00:09:23.100 | 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,
... | The device observed a stable, good cell signal with RSRP varying between -91.0 dB and -87.0 dB. The mean RSRP was -88.5 dB. Uplink modulation (UL_MCS) held steady at 9.0 and downlink modulation (DL_MCS) at 7.0, with both UL and DL BLER remaining at 0.0. Uplink SNR ranged from 13.3 dB to 23.9 dB, with an average of 20.5... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 78,
"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": -88.51916007433277,
"variance": 3.62968933730053,
"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": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching 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 00:04:51.200 | 2026-01-28 00:05:03.900 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-93.05944038797234,
-93.18503308354238,
-93.04622676963741,
-93.06856764644398,
-93.1751... | RSRP showed moderate variation, falling to a minimum of -93.3 dB and rising to a maximum of -87.0 dB. The average RSRP over the period was -90.0 dB, indicating generally weak-to-moderate coverage with a brief improvement toward -87 dB. UL_MCS held steady at 9.0 while DL_MCS remained fixed at 7.0. DL_BLER was very low, ... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 22,
"end": 84
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -90.0090599740316,
"variance": 9.418092592183807,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000006688947711558193,
"variance": 5.2125975394213214e-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": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "Did the network suffer f... |
2026-01-28 00:02:36.800 | 2026-01-28 00:02:49.500 | 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 device experienced a moderate RSRP degradation: RSRP fell by 13.25 dB to a minimum of -100.25 dB during the interval, and across the period values spanned from -100.3 dB to -87.0 dB. The average RSRP was -88.3 dB. Uplink SNR also showed a notable dip—dropping 12.02 dB to a low of 10.42 dB—and overall... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 115,
"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": -88.30341455793912,
"variance": 15.15171589471955,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00006147279509136674,
"variance": 1.951247236446841e-9,
"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": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone A."
},
{
"q": "Did the user experience jamming o... |
2026-01-28 00:15:08.800 | 2026-01-28 00:15:21.500 | 10 | {
"RSRP": [
-101.62591847423174,
-101.27676521914945,
-101.51228706898839,
-101.30743614547954,
-101.57477793683667,
-101.99289546386258,
-101.39390258307148,
-101.13666640405808,
-101.3694493625769,
-101.74876629919834,
-101.34043689436764,
-101.60240275588178,
-10... | Cell radio conditions were steady but modest: RSRP varied between -102.1 dB and -101.0 dB, with a mean of -101.5 dB. Uplink SNR showed more spread, ranging from 1.1 dB to 10.1 dB and averaging 7.8 dB.
Modulation and coding were stable: UL MCS held at 9.0 and DL MCS at 7.0. Both downlink and uplink BLER remained at 0.0... | {
"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": -101.51186866981784,
"variance": 0.04528389012666917,
"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 traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches YouTube streaming."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "Identify th... |
2026-01-28 00:10:59.200 | 2026-01-28 00:11:11.900 | 10 | {
"RSRP": [
-97.35500523078382,
-97.01382899563357,
-96.45852564760237,
-97.1335518964478,
-96.40428755468926,
-96.34450439112334,
-96.53808015943831,
-97.04161416249235,
-97.47722807139095,
-95.84047045410408,
-96.16841855677058,
-95.76406881828517,
-95.89526712641... | The radio showed an overall improvement in uplink conditions mid-trace: RSRP rose to a peak of -87.0 dB (historical minimum -97.5 dB, maximum -87.0 dB). The mean RSRP was -88.9 dB. UL_SNR experienced a pronounced jump to 20.26 dB (range 1.4 dB to 23.2 dB). The mean UL_SNR was 17.4 dB. UL_MCS varied between 9.0 and 13.1... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 26
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -88.9374942328038,
"variance": 14.218312901878798,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0008877365058258169,
"variance": 0.0000030959570639128015,
"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": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone A."
},
{
"q": "Was thi... |
2026-01-28 00:07:56.800 | 2026-01-28 00:08:09.500 | 10 | {
"RSRP": [
-88.26417356880287,
-88.22652980472157,
-87.66224045679641,
-87.37895496425487,
-87.65233480933159,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-8... | RSRP remained very stable, ranging from -88.3 dB to -87.0 dB. The average RSRP was -87.0 dB. Uplink MCS held steady at 9.0 and downlink MCS was constant at 7.0. Downlink BLER varied between 0 and 0.0035 with a mean of 7.4e-05, while uplink BLER ranged from 0 to 0.0021 with a mean of 4.3e-05. Uplink SNR spanned 15.9 dB ... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 4
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_t... | {
"RSRP": {
"mean": -87.03268932503053,
"variance": 0.03128693222571146,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00007388526420270815,
"variance": 1.7496206817880634e-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": "Select t... |
2026-01-28 00:00:16.000 | 2026-01-28 00:00:28.700 | 10 | {
"RSRP": [
-99.65309334491363,
-99.68364273922741,
-99.65146735597544,
-99.63253066137317,
-99.69041982701185,
-99.68295402778908,
-99.73000661792837,
-99.76548378683503,
-100.04271382116384,
-99.58343730066238,
-99.36552209708368,
-99.30944996692999,
-99.721155358... | The link shows a consistently weak but stable downlink signal with RSRP ranging from -100.2 dB to -99.1 dB and an average of -99.7 dB. Uplink modulation and coding are fixed at UL MCS 9.0 and downlink at DL MCS 7.0, while both DL and UL BLER remain at 0.0%. Uplink resource allocation is small and steady: UL_NPRB is con... | {
"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": -99.70981822870385,
"variance": 0.044665580217224964,
"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": "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": "Choose t... |
2026-01-28 00:09:13.600 | 2026-01-28 00:09:26.300 | 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,
... | Overall the radio conditions were stable with relatively strong downlink signal strength: RSRP varied between -92.3 dB and -87.0 dB. The average RSRP was -89.6 dB. Uplink modulation and link quality show moderate capability: UL_MCS ranged from 9.0 to 12.8 with a mean of 9.1, while DL_MCS remained fixed at 7.0. Uplink S... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 46,
"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": -89.55960649973588,
"variance": 3.7761789702630972,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00022945819325399086,
"variance": 3.824054879955905e-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": "Can you identify the zone, A, B, or C?",
"a": "Zone A was the user's location."
},
{
"q": "Identify the scenario: jamming or ... |
2026-01-28 00:13:13.600 | 2026-01-28 00:13:26.300 | 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 showed multiple abrupt changes, including a notable increase peaking at −82.8 dB; overall RSRP ranged from −97.3 dB to −82.8 dB. The average RSRP was −88.5 dB. Uplink MCS values varied between 8.0 and 9.0 with a mean of 8.5, while downlink MCS ranged from 6.0 to 7.0 with a mean of 6.5. Downlink and uplink BLER rem... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 65,
"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": -88.46450102204989,
"variance": 14.296757161655906,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.5078125,
"variance": 0.2519069881889764,
"trend": -1,
"periodicit... | {
"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": "What is t... |
2026-01-28 00:13:20.000 | 2026-01-28 00:13:32.700 | 10 | {
"RSRP": [
-87,
-93.71846766853075,
-95.440740234847,
-83.63911226387,
-87.05857673679246,
-97.27467617858711,
-89.7123611219401,
-82.7847135338421,
-91.89421778762424,
-95.54651789188188,
-85.8526780414531,
-85.97301373240212,
-95.65353177236484,
-90.929745284... | RSRP exhibited multiple abrupt changes, including a largest upward move to -82.8 dB; overall RSRP ranged between -99.0 dB and -82.8 dB. The mean RSRP was -90.2 dB. Uplink MCS showed a notable upward excursion to 17, with values spanning 8.0 to 17.0 and a mean of 9.1. Downlink MCS stayed narrow between 6.0 and 7.0 with ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 1,
"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": -90.2207879849746,
"variance": 25.586197931777022,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.0001014039062499961,
"variance": 6.072848840981353e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.0078125,
"variance": 0.0078125,
... | {
"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 user affected... |
2026-01-28 00:14:04.800 | 2026-01-28 00:14:17.500 | 10 | {
"RSRP": [
-92.3241824013493,
-82.64356653067456,
-90.39931549140225,
-96.36975684612746,
-87.07477536914605,
-84.33070287165397,
-95.42249111045912,
-93.59427419804776,
-83.34676143151137,
-88.44979002318951,
-97.22961761125919,
-87.78346011245577,
-83.70522902033... | RSRP showed several abrupt changes, including a notable drop of 13.1 dB that reached a low around -96.2 dB; overall RSRP ranged between -97.2 dB and -82.6 dB. The mean RSRP was -87.6 dB. Uplink modulation (UL_MCS) varied modestly between 8.0 and 9.0 with a mean of 8.8, while downlink modulation (DL_MCS) stayed between ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 27
},
"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": -87.59895390314463,
"variance": 6.665117879115287,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 6.78125,
"variance": 0.17224409448818898,
"trend": 0,
"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": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
"q": "Select the jamming state: pre... |
2026-01-28 00:00:19.200 | 2026-01-28 00:00:31.900 | 10 | {
"RSRP": [
-100.07723978073328,
-99.4117711924206,
-99.14655522345738,
-99.89679145672915,
-99.59907619227654,
-99.56955828871239,
-99.65401335805097,
-99.73168232585685,
-99.41165177821814,
-99.7974197368407,
-99.67176665398718,
-99.99141479895621,
-99.68405776854... | The radio link is stable but modest: RSRP varies between -100.2 dB and -99.1 dB, with an average of -99.7 dB. Uplink SNR ranges from 6.3 dB to 14.6 dB and averages 12.5 dB. Modulation and coding are fixed: UL MCS = 9.0 and DL MCS = 7.0, and both uplink and downlink BLER are consistently 0.0.
Traffic levels are low. Tr... | {
"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": -99.71439916141564,
"variance": 0.04210425315711385,
"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": "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": "What is the condition: jamming or ... |
2026-01-28 00:04:44.800 | 2026-01-28 00:04:57.500 | 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,
-87.5... | RSRP weakened during the interval, falling by 6.22 dB to a nadir near -93.2 dBm; observed RSRP values span -93.2 dBm to -87.0 dBm. The average RSRP across the trace is -89.0 dBm.
Uplink modulation (UL_MCS) remained in a narrow band between 9.0 and 10.7 with a mean of 9.0, while the downlink modulation (DL_MCS) was ste... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 86,
"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": -89.0173044794949,
"variance": 8.25375288768902,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000029930353961558194,
"variance": 5.716882545489065e-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 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 00:10:46.400 | 2026-01-28 00:10:59.100 | 10 | {
"RSRP": [
-91.423904855927,
-91.93393854307571,
-92.14324608722048,
-92.82076423101581,
-92.02416610313986,
-92.41185870672854,
-92.53634637313688,
-93.09164074663803,
-92.09200041270296,
-91.82318584972361,
-92.78631257298336,
-92.15022204828196,
-92.365169806275... | RSRP stayed in a relatively narrow, low range indicating weak cell signal: minimum -98.0 dB and maximum -91.4 dB. The average RSRP was -93.8 dB. UL MCS rose sharply during the interval, reaching a peak of 17.0 with values spanning 9.0 to 17.0; the mean UL MCS was 9.6. DL MCS remained flat at 7.0.
DL BLER was very low... | {
"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": -93.84640485044339,
"variance": 1.431522999154574,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0028832777037122955,
"variance": 0.0000027931560534076214,
"trend": 0,
"periodicity": 2
},
"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 00:00:00.000 | 2026-01-28 00:00:12.700 | 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 weakened during the trace, falling by about 13 dB to a low near -100 dBm; overall RSRP ranged between -100.2 dBm and -87.0 dBm. The average RSRP was -95.4 dBm. Uplink and downlink MCS were stable at 9 and 7 respectively, with both DL and UL BLER effectively zero throughout. Uplink resource block usage was low: UL_... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 43,
"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": -95.42424065555934,
"variance": 36.2083944953022,
"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": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a File.",
"a": "The user was actively watching 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 00:15:12.000 | 2026-01-28 00:15:24.700 | 10 | {
"RSRP": [
-101.73171346683868,
-101.35535771458976,
-101.66169852883196,
-101.28035884548943,
-101.44796911716224,
-101.45559818245198,
-101.28254453346146,
-101.33242265889837,
-101.48257234568078,
-101.22533809386385,
-101.65191843600248,
-101.22984102685723,
-1... | The radio link is consistently weak but stable: RSRP varies between -102.1 dB and -101.1 dB with a mean of -101.5 dB. Uplink and downlink modulation orders are steady at UL_MCS = 9.0 and DL_MCS = 7.0, and both UL_BLER and DL_BLER remain at 0.0, indicating no measurable block errors. Uplink SNR spans from 1.1 dB to 11.2... | {
"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": -101.52878664646552,
"variance": 0.04269051119433606,
"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": "Which zone does this sample represent?",
"a": "Zone A is the relevant test area."
},
{
"q": "What is the condition: jam... |
2026-01-28 00:12:22.400 | 2026-01-28 00:12:35.100 | 10 | {
"RSRP": [
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-87,
-95.74962480317686,
-95.53423554181198,
-95.96226045533776,
-95.67334155674382,
-95.93375775658896,
-95.93900338205783,
-95.5433276277671,
-95.61643300008394,
-95.82483271886686,
-95.84465785098... | RSRP showed moderate variation with observed values spanning from -101.4 dB to -87.0 dB. The mean RSRP was -94.2 dB; the series included a drop to around -95.96 dB and a recovery peak near -87.0 dB. UL_MCS ranged between 9.0 and 18.0 (mean 10.0), with a notable rise to 18.0. DL_MCS remained constant at 7.0. DL_BLER var... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 29,
"end": 38
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -94.2223879928228,
"variance": 15.549468955834653,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0028060147089176138,
"variance": 0.000020267288957602767,
"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 zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone A."
},
{
... |
2026-01-28 00:10:04.800 | 2026-01-28 00:10:17.500 | 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,
... | The radio link is stable: RSRP stays constant at -87.0 dB, with uplink and downlink MCS fixed at 9 and 7 respectively. Uplink SNR varied between 15.3 dB and 24.0 dB; the mean UL_SNR was 21.4 dB. Downlink BLER ranged from 0 to 0.0033 with a mean of 0.00076; uplink BLER ranged from 0 to 0.0032 with a mean of 0.00083. Upl... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 25,
"end": 106
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
... | {
"RSRP": {
"mean": -87,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0007576199511462993,
"variance": 6.733030059785315e-7,
"trend": 0,
"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": "From YouTube, Twitch, or File download, which was active?",
"a": "YouTube was active."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "What is the condition: jamming or normal operation?",
"a":... |
2026-01-28 00:07:34.400 | 2026-01-28 00:07:47.100 | 10 | {
"RSRP": [
-93.71241629132471,
-93.75543191455074,
-93.55494417134886,
-92.82176453864504,
-92.72834060742282,
-92.80192643590908,
-92.76929678955123,
-92.61263481422628,
-92.81892685972696,
-92.59328963704084,
-92.700510050263,
-92.74247518543385,
-92.536856378105... | The link exhibits consistently strong downlink signal strength, with RSRP ranging from -93.8 dB to -92.5 dB and averaging -92.7 dB. Uplink SNR is healthy, spanning 13.8 dB to 21.5 dB and averaging 19.8 dB. Modulation coding is stable: UL MCS stays at 9.0 and DL MCS at 7.0.
Error performance is low: DL BLER varies betw... | {
"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": -92.71351895026464,
"variance": 0.0299198689273669,
"trend": 0,
"periodicity": 32
},
"DL_BLER": {
"mean": 0.004119286913922724,
"variance": 0.0000068377166994851435,
"trend": 0,
"periodicity": 8
},
"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": "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 b... |
2026-01-28 00:10:17.600 | 2026-01-28 00:10:30.300 | 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,
... | RSRP stayed in a good coverage window, ranging from -90.6 dB to -86.6 dB with an average of -87.7 dB. Uplink radio conditions improved mid-record: UL_SNR varied between 11.8 dB and 24.1 dB and averaged 20.4 dB. Uplink modulation (UL_MCS) rose sharply around the middle of the trace, reaching a peak of 17 and spanning 9.... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 73,
"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": -87.6720695853684,
"variance": 1.3191432189027334,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0005471225777277401,
"variance": 5.865546543609606e-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": "Which of the following was the user doing: streaming YouTube, watching 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... |
2026-01-28 00:07:37.600 | 2026-01-28 00:07:50.300 | 10 | {
"RSRP": [
-92.59600302602918,
-92.73529878595312,
-92.77361869532258,
-92.71246803282594,
-92.69652751653628,
-92.74296786489232,
-92.6626084811144,
-92.60967362637308,
-92.66861634438185,
-92.74783256358504,
-92.69725870432111,
-92.89833237075663,
-92.68695795868... | The trace shows a generally stable but modest uplink radio condition with RSRP between -92.9 dB and -87.0 dB; the average RSRP is -91.4 dB. Uplink modulation and coding was steady at UL_MCS 9.0, while downlink MCS remained constant at 7.0. Uplink SNR varied from 13.8 dB to 23.5 dB with a mean of 20.2 dB, supporting the... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 112
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -91.35936860311986,
"variance": 5.868990419053469,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0037545112245992752,
"variance": 0.000008653477129191652,
"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": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone A."
},
{
"q": "Was this sample impacted by jamming?",
"a": "The link oper... |
2026-01-28 00:00:22.400 | 2026-01-28 00:00:35.100 | 10 | {
"RSRP": [
-99.52544494495729,
-99.97545886448098,
-99.7098622405877,
-99.49821766291745,
-99.8336668990999,
-99.80119789032062,
-99.77310710071569,
-99.49154305437945,
-99.37740374215379,
-99.64849548336619,
-100.1514162310688,
-99.66149649779038,
-99.749266589492... | The radio link shows consistently weak RSRP, ranging between -100.2 dB and -99.2 dB with a mean of -99.7 dB. Uplink modulation and coding is fixed at UL_MCS 9.0 and downlink at DL_MCS 7.0, with zero measured BLER on both uplink and downlink. Uplink SNR varied from 5.6 dB to 14.6 dB and averaged 12.4 dB.
Uplink resourc... | {
"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": -99.72741792375365,
"variance": 0.03725415932208772,
"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": "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 test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone A."
},
{
... |
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